FileBase DT1_rLS_20150728_2304um 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 0.47 and 0.70 GB. - 8 bytes per element (scalar), 31233900 elements when full. - Memory usage scales as MaxPossibleClusters*nPoints. Array AllVector2Mean will use between 0.22 and 0.34 GB. - 8 bytes per element (scalar), 14992272 elements when full. - Memory usage scales as nPoints*nDims. Array Data will use between 0.06 and 0.08 GB. - 2 bytes per element (data_int), 14992272 elements when full. - Memory usage scales as nPoints*nDims. Array Masks will use between 0.03 and 0.04 GB. - 1 bytes per element (char), 14992272 elements when full. - Memory usage scales as nPoints*nDims. Array CharFloatMasks will use between 0.03 and 0.04 GB. - 1 bytes per element (char), 14992272 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=624678, nDims=24, MaxPossibleClusters=50 Total memory usage will be between 0.80 and 1.20 GB. RAM limit is set at 15.63 GB. ---------------------------------------------------------- Loaded 624678 data points of dimension 24. MEMO: A lower score indicates a better clustering Starting from 20 clusters... ------ Clustering full data set of 624678 points ------ SP: Assigned 20 initial classes randomly. Deleting Class 17 (10162 points): Lose 449.641116 but Gain 2168.561134 Iteration 0F (14.353003 sec): 19 clusters Score: Raw -44192284.978074 + Penalty 39034.100418 = -44153250.877656 nChanged 588688 Iteration 1F (21.999954 sec): 19 clusters Score: Raw -46775555.426246 + Penalty 39034.100418 = -46736521.325828 nChanged 263414 Iteration 2F (29.670489 sec): 19 clusters Score: Raw -47569559.310254 + Penalty 39034.100418 = -47530525.209836 nChanged 191608 Iteration 3F (37.364246 sec): 19 clusters Score: Raw -48052916.941717 + Penalty 39034.100418 = -48013882.841299 nChanged 132008 Iteration 4F (45.043826 sec): 19 clusters Score: Raw -48314983.864785 + Penalty 39034.100418 = -48275949.764367 nChanged 92823 Iteration 5F (52.702660 sec): 19 clusters Score: Raw -48465656.168370 + Penalty 39034.100418 = -48426622.067951 nChanged 72443 Iteration 6F (60.323538 sec): 19 clusters Score: Raw -48551072.375004 + Penalty 39034.100418 = -48512038.274586 nChanged 57295 Iteration 7F (68.030163 sec): 19 clusters Score: Raw -48607442.982719 + Penalty 39034.100418 = -48568408.882301 nChanged 46113 Iteration 8F (75.754647 sec): 19 clusters Score: Raw -48648751.355240 + Penalty 39034.100418 = -48609717.254822 nChanged 38397 Iteration 9F (83.439393 sec): 19 clusters Score: Raw -48679474.575603 + Penalty 39034.100418 = -48640440.475185 nChanged 34836 Iteration 10F (91.160079 sec): 19 clusters Score: Raw -48710026.721430 + Penalty 39034.100418 = -48670992.621011 nChanged 34803 Iteration 11F (98.867702 sec): 19 clusters Score: Raw -48741025.937843 + Penalty 39034.100418 = -48701991.837425 nChanged 34396 Iteration 12F (106.523315 sec): 19 clusters Score: Raw -48766998.962929 + Penalty 39034.100418 = -48727964.862511 nChanged 31290 Iteration 13F (114.220487 sec): 19 clusters Score: Raw -48788642.230693 + Penalty 39034.100418 = -48749608.130275 nChanged 28041 Iteration 14Q (118.016283 sec): 19 clusters Score: Raw -48806846.227081 + Penalty 39034.100418 = -48767812.126663 nChanged 25357 Iteration 15Q (121.906593 sec): 19 clusters Score: Raw -48822900.010288 + Penalty 39034.100418 = -48783865.909870 nChanged 24173 Iteration 16Q (125.656236 sec): 19 clusters Score: Raw -48838563.446889 + Penalty 39034.100418 = -48799529.346471 nChanged 23522 Iteration 17Q (129.493182 sec): 19 clusters Score: Raw -48853871.141418 + Penalty 39034.100418 = -48814837.041000 nChanged 22095 Iteration 18Q (133.223446 sec): 19 clusters Score: Raw -48867408.527087 + Penalty 39034.100418 = -48828374.426669 nChanged 19782 Iteration 19Q (136.919620 sec): 19 clusters Score: Raw -48878900.607649 + Penalty 39034.100418 = -48839866.507231 nChanged 16605 Writing temp clu file Because OldScore, -48828374.426669, is greater than current (better) Score,-48839866.507231 Compute initial score before splitting: Score: Raw -48878900.607649 + Penalty 39034.100418 = -48839866.507231 Trying to split cluster 1 (90219 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (137.196254 sec): 2 clusters Score: Raw -7382947.370613 + Penalty 1854.124241 = -7381093.246372 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (137.402834 sec): 3 clusters Score: Raw -7324553.783188 + Penalty 3708.248481 = -7320845.534707 nChanged 43110 SP:Iteration 1F (137.568982 sec): 3 clusters Score: Raw -7351166.676006 + Penalty 3708.248481 = -7347458.427525 nChanged 5124 SP:Iteration 2F (137.758478 sec): 3 clusters Score: Raw -7354773.908116 + Penalty 3708.248481 = -7351065.659635 nChanged 6950 SP:Iteration 3F (137.940837 sec): 3 clusters Score: Raw -7361327.547102 + Penalty 3708.248481 = -7357619.298621 nChanged 8563 SP:Iteration 4F (138.133966 sec): 3 clusters Score: Raw -7370655.623972 + Penalty 3708.248481 = -7366947.375491 nChanged 8793 SP:Iteration 5F (138.332523 sec): 3 clusters Score: Raw -7380585.658959 + Penalty 3708.248481 = -7376877.410477 nChanged 7393 SP:Iteration 6F (138.512910 sec): 3 clusters Score: Raw -7388296.287599 + Penalty 3708.248481 = -7384588.039118 nChanged 5114 SP:Iteration 7F (138.696030 sec): 3 clusters Score: Raw -7393142.255549 + Penalty 3708.248481 = -7389434.007068 nChanged 3260 SP:Iteration 8Q (138.878828 sec): 3 clusters Score: Raw -7395554.246498 + Penalty 3708.248481 = -7391845.998017 nChanged 2209 SP:Iteration 9Q (139.071159 sec): 3 clusters Score: Raw -7396861.008685 + Penalty 3708.248481 = -7393152.760204 nChanged 1660 SP:Iteration 10Q (139.267192 sec): 3 clusters Score: Raw -7397785.974073 + Penalty 3708.248481 = -7394077.725592 nChanged 1399 SP:Iteration 11Q (139.458185 sec): 3 clusters Score: Raw -7398500.716919 + Penalty 3708.248481 = -7394792.468438 nChanged 1157 SP:Iteration 12Q (139.644448 sec): 3 clusters Score: Raw -7399018.622249 + Penalty 3708.248481 = -7395310.373767 nChanged 958 SP:Iteration 13Q (139.830955 sec): 3 clusters Score: Raw -7399387.460195 + Penalty 3708.248481 = -7395679.211714 nChanged 763 SP:Iteration 14Q (140.008495 sec): 3 clusters Score: Raw -7399624.936304 + Penalty 3708.248481 = -7395916.687822 nChanged 570 SP:Iteration 15Q (140.182838 sec): 3 clusters Score: Raw -7399748.184127 + Penalty 3708.248481 = -7396039.935646 nChanged 425 SP:Iteration 16Q (140.378525 sec): 3 clusters Score: Raw -7399821.859215 + Penalty 3708.248481 = -7396113.610734 nChanged 321 SP:Iteration 17Q (140.566541 sec): 3 clusters Score: Raw -7399863.296080 + Penalty 3708.248481 = -7396155.047599 nChanged 242 SP:Iteration 18Q (140.728110 sec): 3 clusters Score: Raw -7399888.008702 + Penalty 3708.248481 = -7396179.760221 nChanged 176 SP:Iteration 19Q (140.889761 sec): 3 clusters Score: Raw -7399901.873798 + Penalty 3708.248481 = -7396193.625316 nChanged 137 SP:Iteration 20F (141.082100 sec): 3 clusters Score: Raw -7399913.199093 + Penalty 3708.248481 = -7396204.950611 nChanged 116 SP:Iteration 21Q (141.256733 sec): 3 clusters Score: Raw -7399920.617339 + Penalty 3708.248481 = -7396212.368858 nChanged 94 SP:Iteration 22Q (141.444456 sec): 3 clusters Score: Raw -7399924.582839 + Penalty 3708.248481 = -7396216.334357 nChanged 57 SP:Iteration 23Q (141.627132 sec): 3 clusters Score: Raw -7399927.337379 + Penalty 3708.248481 = -7396219.088898 nChanged 56 SP:Iteration 24Q (141.805683 sec): 3 clusters Score: Raw -7399929.962914 + Penalty 3708.248481 = -7396221.714433 nChanged 44 SP:Iteration 25Q (141.988242 sec): 3 clusters Score: Raw -7399932.455048 + Penalty 3708.248481 = -7396224.206567 nChanged 43 SP:Iteration 26Q (142.165199 sec): 3 clusters Score: Raw -7399934.232305 + Penalty 3708.248481 = -7396225.983824 nChanged 41 SP:Iteration 27Q (142.342029 sec): 3 clusters Score: Raw -7399935.859874 + Penalty 3708.248481 = -7396227.611393 nChanged 30 SP:Iteration 28Q (142.491508 sec): 3 clusters Score: Raw -7399936.607881 + Penalty 3708.248481 = -7396228.359399 nChanged 13 SP:Iteration 29Q (142.655394 sec): 3 clusters Score: Raw -7399937.007459 + Penalty 3708.248481 = -7396228.758978 nChanged 14 SP:Iteration 30Q (142.841345 sec): 3 clusters Score: Raw -7399937.416243 + Penalty 3708.248481 = -7396229.167762 nChanged 16 SP:Iteration 31Q (143.005644 sec): 3 clusters Score: Raw -7399937.897872 + Penalty 3708.248481 = -7396229.649391 nChanged 11 SP:Iteration 32Q (143.181960 sec): 3 clusters Score: Raw -7399938.183053 + Penalty 3708.248481 = -7396229.934572 nChanged 7 SP:Iteration 33Q (143.359010 sec): 3 clusters Score: Raw -7399938.326206 + Penalty 3708.248481 = -7396230.077725 nChanged 6 SP:Iteration 34Q (143.538919 sec): 3 clusters Score: Raw -7399938.422146 + Penalty 3708.248481 = -7396230.173665 nChanged 2 SP:Iteration 35Q (143.718487 sec): 3 clusters Score: Raw -7399938.462703 + Penalty 3708.248481 = -7396230.214222 nChanged 2 SP:Iteration 36Q (143.907416 sec): 3 clusters Score: Raw -7399938.470690 + Penalty 3708.248481 = -7396230.222209 nChanged 1 SP:Iteration 37Q (144.083056 sec): 3 clusters Score: Raw -7399938.488462 + Penalty 3708.248481 = -7396230.239981 nChanged 1 SP:Iteration 38Q (144.257290 sec): 3 clusters Score: Raw -7399938.506146 + Penalty 3708.248481 = -7396230.257665 nChanged 1 SP:Iteration 39Q (144.440309 sec): 3 clusters Score: Raw -7399938.519754 + Penalty 3708.248481 = -7396230.271273 nChanged 4 SP:Iteration 40F (144.612741 sec): 3 clusters Score: Raw -7399938.557257 + Penalty 3708.248481 = -7396230.308775 nChanged 0 Score: Raw -48901521.631684 + Penalty 41202.661553 = -48860318.970132 Splitting cluster 1 changes total score from -48839866.507231 to -48860318.970132 So it's getting split into cluster 17. Trying to split cluster 2 (3803 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.524313 sec): 2 clusters Score: Raw -270681.667305 + Penalty 1339.576145 = -269342.091160 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.578533 sec): 3 clusters Score: Raw -268765.397186 + Penalty 2679.152290 = -266086.244896 nChanged 1521 SP:Iteration 1F (152.619512 sec): 3 clusters Score: Raw -269682.109749 + Penalty 2679.152290 = -267002.957459 nChanged 319 SP:Iteration 2F (152.659621 sec): 3 clusters Score: Raw -269931.196787 + Penalty 2679.152290 = -267252.044497 nChanged 263 SP:Iteration 3F (152.699788 sec): 3 clusters Score: Raw -270164.967659 + Penalty 2679.152290 = -267485.815369 nChanged 244 SP:Iteration 4F (152.753047 sec): 3 clusters Score: Raw -270524.523051 + Penalty 2679.152290 = -267845.370761 nChanged 333 SP:Iteration 5F (152.806554 sec): 3 clusters Score: Raw -271189.037183 + Penalty 2679.152290 = -268509.884893 nChanged 401 SP:Iteration 6F (152.849198 sec): 3 clusters Score: Raw -272166.532869 + Penalty 2679.152290 = -269487.380579 nChanged 326 SP:Iteration 7F (152.888158 sec): 3 clusters Score: Raw -272727.273375 + Penalty 2679.152290 = -270048.121085 nChanged 160 SP:Iteration 8Q (152.935536 sec): 3 clusters Score: Raw -272881.916055 + Penalty 2679.152290 = -270202.763765 nChanged 67 SP:Iteration 9Q (152.981889 sec): 3 clusters Score: Raw -272922.570071 + Penalty 2679.152290 = -270243.417781 nChanged 34 SP:Iteration 10Q (153.036360 sec): 3 clusters Score: Raw -272936.849428 + Penalty 2679.152290 = -270257.697137 nChanged 23 SP:Iteration 11Q (153.081915 sec): 3 clusters Score: Raw -272946.290771 + Penalty 2679.152290 = -270267.138481 nChanged 12 SP:Iteration 12Q (153.131257 sec): 3 clusters Score: Raw -272952.747009 + Penalty 2679.152290 = -270273.594719 nChanged 6 SP:Iteration 13Q (153.172776 sec): 3 clusters Score: Raw -272954.794031 + Penalty 2679.152290 = -270275.641741 nChanged 6 SP:Iteration 14Q (153.216538 sec): 3 clusters Score: Raw -272956.542045 + Penalty 2679.152290 = -270277.389755 nChanged 3 SP:Iteration 15Q (153.258547 sec): 3 clusters Score: Raw -272957.058591 + Penalty 2679.152290 = -270277.906301 nChanged 2 SP:Iteration 16Q (153.300979 sec): 3 clusters Score: Raw -272957.358716 + Penalty 2679.152290 = -270278.206426 nChanged 1 SP:Iteration 17Q (153.352894 sec): 3 clusters Score: Raw -272957.628411 + Penalty 2679.152290 = -270278.476121 nChanged 0 SP:Iteration 18F (153.391237 sec): 3 clusters Score: Raw -272957.628411 + Penalty 2679.152290 = -270278.476121 nChanged 0 Score: Raw -48903797.592790 + Penalty 43371.222687 = -48860426.370103 Splitting cluster 2 changes total score from -48839866.507231 to -48860426.370103 So it's getting split into cluster 20. Trying to split cluster 3 (27943 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (161.048573 sec): 2 clusters Score: Raw -2317852.220453 + Penalty 1663.662325 = -2316188.558128 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (161.101148 sec): 3 clusters Score: Raw -2300673.490886 + Penalty 3327.324650 = -2297346.166236 nChanged 12819 SP:Iteration 1F (161.202589 sec): 3 clusters Score: Raw -2308767.664640 + Penalty 3327.324650 = -2305440.339990 nChanged 2435 SP:Iteration 2F (161.279684 sec): 3 clusters Score: Raw -2311132.691314 + Penalty 3327.324650 = -2307805.366664 nChanged 2935 SP:Iteration 3F (161.365265 sec): 3 clusters Score: Raw -2314463.808131 + Penalty 3327.324650 = -2311136.483481 nChanged 2723 SP:Iteration 4F (161.454389 sec): 3 clusters Score: Raw -2317389.830142 + Penalty 3327.324650 = -2314062.505492 nChanged 1890 SP:Iteration 5F (161.542743 sec): 3 clusters Score: Raw -2318976.231247 + Penalty 3327.324650 = -2315648.906597 nChanged 1266 SP:Iteration 6Q (161.620761 sec): 3 clusters Score: Raw -2319765.069896 + Penalty 3327.324650 = -2316437.745246 nChanged 748 SP:Iteration 7Q (161.709522 sec): 3 clusters Score: Raw -2320113.918066 + Penalty 3327.324650 = -2316786.593416 nChanged 518 SP:Iteration 8Q (161.795663 sec): 3 clusters Score: Raw -2320283.826221 + Penalty 3327.324650 = -2316956.501571 nChanged 323 SP:Iteration 9Q (161.876875 sec): 3 clusters Score: Raw -2320357.682282 + Penalty 3327.324650 = -2317030.357633 nChanged 213 SP:Iteration 10Q (161.965793 sec): 3 clusters Score: Raw -2320393.863934 + Penalty 3327.324650 = -2317066.539284 nChanged 148 SP:Iteration 11Q (162.023654 sec): 3 clusters Score: Raw -2320411.573967 + Penalty 3327.324650 = -2317084.249317 nChanged 99 SP:Iteration 12Q (162.102392 sec): 3 clusters Score: Raw -2320420.605731 + Penalty 3327.324650 = -2317093.281081 nChanged 65 SP:Iteration 13Q (162.196865 sec): 3 clusters Score: Raw -2320425.754726 + Penalty 3327.324650 = -2317098.430076 nChanged 51 SP:Iteration 14Q (162.277557 sec): 3 clusters Score: Raw -2320429.504381 + Penalty 3327.324650 = -2317102.179731 nChanged 45 SP:Iteration 15Q (162.361444 sec): 3 clusters Score: Raw -2320432.841775 + Penalty 3327.324650 = -2317105.517125 nChanged 40 SP:Iteration 16Q (162.447431 sec): 3 clusters Score: Raw -2320434.996567 + Penalty 3327.324650 = -2317107.671917 nChanged 33 SP:Iteration 17Q (162.532441 sec): 3 clusters Score: Raw -2320436.902196 + Penalty 3327.324650 = -2317109.577546 nChanged 22 SP:Iteration 18Q (162.618454 sec): 3 clusters Score: Raw -2320438.257966 + Penalty 3327.324650 = -2317110.933316 nChanged 21 SP:Iteration 19Q (162.714129 sec): 3 clusters Score: Raw -2320439.374079 + Penalty 3327.324650 = -2317112.049429 nChanged 26 SP:Iteration 20F (162.797050 sec): 3 clusters Score: Raw -2320440.815305 + Penalty 3327.324650 = -2317113.490655 nChanged 22 SP:Iteration 21Q (162.878202 sec): 3 clusters Score: Raw -2320441.896369 + Penalty 3327.324650 = -2317114.571719 nChanged 15 SP:Iteration 22Q (162.975113 sec): 3 clusters Score: Raw -2320442.606018 + Penalty 3327.324650 = -2317115.281368 nChanged 12 SP:Iteration 23Q (163.057203 sec): 3 clusters Score: Raw -2320443.259122 + Penalty 3327.324650 = -2317115.934472 nChanged 11 SP:Iteration 24Q (163.136341 sec): 3 clusters Score: Raw -2320443.681036 + Penalty 3327.324650 = -2317116.356386 nChanged 6 SP:Iteration 25Q (163.224183 sec): 3 clusters Score: Raw -2320443.957908 + Penalty 3327.324650 = -2317116.633258 nChanged 8 SP:Iteration 26Q (163.321342 sec): 3 clusters Score: Raw -2320444.153442 + Penalty 3327.324650 = -2317116.828792 nChanged 4 SP:Iteration 27Q (163.384829 sec): 3 clusters Score: Raw -2320444.269228 + Penalty 3327.324650 = -2317116.944578 nChanged 4 SP:Iteration 28Q (163.479668 sec): 3 clusters Score: Raw -2320444.510307 + Penalty 3327.324650 = -2317117.185657 nChanged 9 SP:Iteration 29Q (163.568424 sec): 3 clusters Score: Raw -2320444.834499 + Penalty 3327.324650 = -2317117.509849 nChanged 5 SP:Iteration 30Q (163.646635 sec): 3 clusters Score: Raw -2320445.028019 + Penalty 3327.324650 = -2317117.703369 nChanged 6 SP:Iteration 31Q (163.745444 sec): 3 clusters Score: Raw -2320445.180350 + Penalty 3327.324650 = -2317117.855700 nChanged 5 SP:Iteration 32Q (163.840650 sec): 3 clusters Score: Raw -2320445.426770 + Penalty 3327.324650 = -2317118.102120 nChanged 3 SP:Iteration 33Q (163.923930 sec): 3 clusters Score: Raw -2320445.586982 + Penalty 3327.324650 = -2317118.262332 nChanged 6 SP:Iteration 34Q (164.003082 sec): 3 clusters Score: Raw -2320445.862668 + Penalty 3327.324650 = -2317118.538018 nChanged 8 SP:Iteration 35Q (164.091121 sec): 3 clusters Score: Raw -2320446.271569 + Penalty 3327.324650 = -2317118.946919 nChanged 5 SP:Iteration 36Q (164.182047 sec): 3 clusters Score: Raw -2320446.488918 + Penalty 3327.324650 = -2317119.164268 nChanged 3 SP:Iteration 37Q (164.270598 sec): 3 clusters Score: Raw -2320446.632635 + Penalty 3327.324650 = -2317119.307985 nChanged 2 SP:Iteration 38Q (164.354015 sec): 3 clusters Score: Raw -2320446.684362 + Penalty 3327.324650 = -2317119.359712 nChanged 0 SP:Iteration 39F (164.421675 sec): 3 clusters Score: Raw -2320446.684362 + Penalty 3327.324650 = -2317119.359712 nChanged 0 Score: Raw -48906392.056699 + Penalty 45539.783821 = -48860852.272878 Splitting cluster 3 changes total score from -48839866.507231 to -48860852.272878 So it's getting split into cluster 21. Trying to split cluster 4 (9745 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (173.257966 sec): 2 clusters Score: Raw -765734.671722 + Penalty 1492.482812 = -764242.188911 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (173.300047 sec): 3 clusters Score: Raw -760232.710904 + Penalty 2984.965624 = -757247.745280 nChanged 4191 SP:Iteration 1F (173.356028 sec): 3 clusters Score: Raw -762674.725681 + Penalty 2984.965624 = -759689.760057 nChanged 709 SP:Iteration 2F (173.412739 sec): 3 clusters Score: Raw -763077.678547 + Penalty 2984.965624 = -760092.712923 nChanged 642 SP:Iteration 3F (173.480699 sec): 3 clusters Score: Raw -763502.632162 + Penalty 2984.965624 = -760517.666538 nChanged 633 SP:Iteration 4F (173.533776 sec): 3 clusters Score: Raw -763895.012843 + Penalty 2984.965624 = -760910.047219 nChanged 567 SP:Iteration 5F (173.603102 sec): 3 clusters Score: Raw -764261.717703 + Penalty 2984.965624 = -761276.752079 nChanged 537 SP:Iteration 6F (173.647138 sec): 3 clusters Score: Raw -764569.316070 + Penalty 2984.965624 = -761584.350446 nChanged 473 SP:Iteration 7Q (173.698047 sec): 3 clusters Score: Raw -764840.426214 + Penalty 2984.965624 = -761855.460591 nChanged 403 SP:Iteration 8Q (173.764390 sec): 3 clusters Score: Raw -765064.254295 + Penalty 2984.965624 = -762079.288671 nChanged 328 SP:Iteration 9Q (173.840542 sec): 3 clusters Score: Raw -765222.229470 + Penalty 2984.965624 = -762237.263846 nChanged 260 SP:Iteration 10Q (173.889420 sec): 3 clusters Score: Raw -765334.610497 + Penalty 2984.965624 = -762349.644873 nChanged 224 SP:Iteration 11Q (173.930086 sec): 3 clusters Score: Raw -765421.007664 + Penalty 2984.965624 = -762436.042040 nChanged 174 SP:Iteration 12Q (173.988577 sec): 3 clusters Score: Raw -765480.480489 + Penalty 2984.965624 = -762495.514865 nChanged 142 SP:Iteration 13Q (174.016149 sec): 3 clusters Score: Raw -765518.805073 + Penalty 2984.965624 = -762533.839449 nChanged 107 SP:Iteration 14Q (174.074756 sec): 3 clusters Score: Raw -765547.310777 + Penalty 2984.965624 = -762562.345153 nChanged 90 SP:Iteration 15Q (174.132667 sec): 3 clusters Score: Raw -765568.309940 + Penalty 2984.965624 = -762583.344316 nChanged 79 SP:Iteration 16Q (174.194859 sec): 3 clusters Score: Raw -765589.216640 + Penalty 2984.965624 = -762604.251016 nChanged 70 SP:Iteration 17Q (174.248649 sec): 3 clusters Score: Raw -765604.318798 + Penalty 2984.965624 = -762619.353175 nChanged 69 SP:Iteration 18Q (174.305697 sec): 3 clusters Score: Raw -765618.865474 + Penalty 2984.965624 = -762633.899850 nChanged 55 SP:Iteration 19Q (174.358572 sec): 3 clusters Score: Raw -765629.195966 + Penalty 2984.965624 = -762644.230342 nChanged 44 SP:Iteration 20F (174.410034 sec): 3 clusters Score: Raw -765635.845682 + Penalty 2984.965624 = -762650.880058 nChanged 31 SP:Iteration 21Q (174.463111 sec): 3 clusters Score: Raw -765642.341327 + Penalty 2984.965624 = -762657.375703 nChanged 32 SP:Iteration 22Q (174.522157 sec): 3 clusters Score: Raw -765648.938163 + Penalty 2984.965624 = -762663.972539 nChanged 32 SP:Iteration 23Q (174.573563 sec): 3 clusters Score: Raw -765657.146405 + Penalty 2984.965624 = -762672.180781 nChanged 42 SP:Iteration 24Q (174.642420 sec): 3 clusters Score: Raw -765663.908798 + Penalty 2984.965624 = -762678.943174 nChanged 29 SP:Iteration 25Q (174.704490 sec): 3 clusters Score: Raw -765669.217018 + Penalty 2984.965624 = -762684.251394 nChanged 32 SP:Iteration 26Q (174.767997 sec): 3 clusters Score: Raw -765676.319163 + Penalty 2984.965624 = -762691.353539 nChanged 32 SP:Iteration 27Q (174.816845 sec): 3 clusters Score: Raw -765682.848077 + Penalty 2984.965624 = -762697.882453 nChanged 41 SP:Iteration 28Q (174.873653 sec): 3 clusters Score: Raw -765690.276798 + Penalty 2984.965624 = -762705.311174 nChanged 36 SP:Iteration 29Q (174.932789 sec): 3 clusters Score: Raw -765697.685633 + Penalty 2984.965624 = -762712.720009 nChanged 40 SP:Iteration 30Q (174.998650 sec): 3 clusters Score: Raw -765705.158893 + Penalty 2984.965624 = -762720.193269 nChanged 41 SP:Iteration 31Q (175.044170 sec): 3 clusters Score: Raw -765711.187415 + Penalty 2984.965624 = -762726.221791 nChanged 27 SP:Iteration 32Q (175.099124 sec): 3 clusters Score: Raw -765714.874826 + Penalty 2984.965624 = -762729.909202 nChanged 24 SP:Iteration 33Q (175.159677 sec): 3 clusters Score: Raw -765718.061754 + Penalty 2984.965624 = -762733.096130 nChanged 19 SP:Iteration 34Q (175.217561 sec): 3 clusters Score: Raw -765720.491588 + Penalty 2984.965624 = -762735.525964 nChanged 13 SP:Iteration 35Q (175.278823 sec): 3 clusters Score: Raw -765722.047072 + Penalty 2984.965624 = -762737.081448 nChanged 19 SP:Iteration 36Q (175.341803 sec): 3 clusters Score: Raw -765725.085194 + Penalty 2984.965624 = -762740.119570 nChanged 24 SP:Iteration 37Q (175.398167 sec): 3 clusters Score: Raw -765729.301373 + Penalty 2984.965624 = -762744.335749 nChanged 23 SP:Iteration 38Q (175.452564 sec): 3 clusters Score: Raw -765732.423581 + Penalty 2984.965624 = -762747.457957 nChanged 16 SP:Iteration 39Q (175.514233 sec): 3 clusters Score: Raw -765734.515318 + Penalty 2984.965624 = -762749.549694 nChanged 7 SP:Iteration 40F (175.574393 sec): 3 clusters Score: Raw -765735.452420 + Penalty 2984.965624 = -762750.486796 nChanged 6 SP:Iteration 41Q (175.623163 sec): 3 clusters Score: Raw -765736.098584 + Penalty 2984.965624 = -762751.132960 nChanged 9 SP:Iteration 42Q (175.677633 sec): 3 clusters Score: Raw -765737.026056 + Penalty 2984.965624 = -762752.060432 nChanged 4 SP:Iteration 43Q (175.734230 sec): 3 clusters Score: Raw -765737.607464 + Penalty 2984.965624 = -762752.641840 nChanged 4 SP:Iteration 44Q (175.793006 sec): 3 clusters Score: Raw -765738.266744 + Penalty 2984.965624 = -762753.301120 nChanged 7 SP:Iteration 45Q (175.857337 sec): 3 clusters Score: Raw -765739.265006 + Penalty 2984.965624 = -762754.299382 nChanged 9 SP:Iteration 46Q (175.908534 sec): 3 clusters Score: Raw -765740.120108 + Penalty 2984.965624 = -762755.154484 nChanged 6 SP:Iteration 47Q (175.967435 sec): 3 clusters Score: Raw -765740.792409 + Penalty 2984.965624 = -762755.826786 nChanged 5 SP:Iteration 48Q (176.019657 sec): 3 clusters Score: Raw -765741.038530 + Penalty 2984.965624 = -762756.072906 nChanged 1 SP:Iteration 49Q (176.077940 sec): 3 clusters Score: Raw -765741.085573 + Penalty 2984.965624 = -762756.119949 nChanged 1 SP:Iteration 50Q (176.151747 sec): 3 clusters Score: Raw -765741.106172 + Penalty 2984.965624 = -762756.140549 nChanged 0 SP:Iteration 51F (176.206252 sec): 3 clusters Score: Raw -765741.106172 + Penalty 2984.965624 = -762756.140549 nChanged 0 Trying to split cluster 5 (6204 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (176.232503 sec): 2 clusters Score: Raw -513530.548331 + Penalty 1419.104298 = -512111.444033 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (176.277427 sec): 3 clusters Score: Raw -510291.113992 + Penalty 2838.208595 = -507452.905397 nChanged 2498 SP:Iteration 1F (176.336652 sec): 3 clusters Score: Raw -511784.660535 + Penalty 2838.208595 = -508946.451939 nChanged 515 SP:Iteration 2F (176.394011 sec): 3 clusters Score: Raw -512221.739665 + Penalty 2838.208595 = -509383.531070 nChanged 479 SP:Iteration 3F (176.444951 sec): 3 clusters Score: Raw -512683.063602 + Penalty 2838.208595 = -509844.855007 nChanged 469 SP:Iteration 4F (176.501194 sec): 3 clusters Score: Raw -513140.065371 + Penalty 2838.208595 = -510301.856776 nChanged 420 SP:Iteration 5F (176.556675 sec): 3 clusters Score: Raw -513540.272989 + Penalty 2838.208595 = -510702.064394 nChanged 354 SP:Iteration 6F (176.601445 sec): 3 clusters Score: Raw -513836.480224 + Penalty 2838.208595 = -510998.271629 nChanged 260 SP:Iteration 7Q (176.658940 sec): 3 clusters Score: Raw -514049.940410 + Penalty 2838.208595 = -511211.731815 nChanged 201 SP:Iteration 8Q (176.711747 sec): 3 clusters Score: Raw -514204.712143 + Penalty 2838.208595 = -511366.503548 nChanged 155 SP:Iteration 9Q (176.756295 sec): 3 clusters Score: Raw -514305.838366 + Penalty 2838.208595 = -511467.629770 nChanged 124 SP:Iteration 10Q (176.813727 sec): 3 clusters Score: Raw -514374.309338 + Penalty 2838.208595 = -511536.100743 nChanged 100 SP:Iteration 11Q (176.861065 sec): 3 clusters Score: Raw -514426.899923 + Penalty 2838.208595 = -511588.691328 nChanged 74 SP:Iteration 12Q (176.907191 sec): 3 clusters Score: Raw -514461.835421 + Penalty 2838.208595 = -511623.626826 nChanged 59 SP:Iteration 13Q (176.957162 sec): 3 clusters Score: Raw -514483.280432 + Penalty 2838.208595 = -511645.071837 nChanged 48 SP:Iteration 14Q (176.996044 sec): 3 clusters Score: Raw -514498.099410 + Penalty 2838.208595 = -511659.890815 nChanged 38 SP:Iteration 15Q (177.034626 sec): 3 clusters Score: Raw -514506.759259 + Penalty 2838.208595 = -511668.550663 nChanged 25 SP:Iteration 16Q (177.079932 sec): 3 clusters Score: Raw -514512.557333 + Penalty 2838.208595 = -511674.348738 nChanged 20 SP:Iteration 17Q (177.138412 sec): 3 clusters Score: Raw -514517.765872 + Penalty 2838.208595 = -511679.557276 nChanged 18 SP:Iteration 18Q (177.178211 sec): 3 clusters Score: Raw -514520.571397 + Penalty 2838.208595 = -511682.362802 nChanged 12 SP:Iteration 19Q (177.226022 sec): 3 clusters Score: Raw -514522.694813 + Penalty 2838.208595 = -511684.486218 nChanged 13 SP:Iteration 20F (177.265797 sec): 3 clusters Score: Raw -514524.968753 + Penalty 2838.208595 = -511686.760158 nChanged 12 SP:Iteration 21Q (177.294266 sec): 3 clusters Score: Raw -514527.265788 + Penalty 2838.208595 = -511689.057193 nChanged 11 SP:Iteration 22Q (177.330733 sec): 3 clusters Score: Raw -514529.760309 + Penalty 2838.208595 = -511691.551714 nChanged 11 SP:Iteration 23Q (177.383561 sec): 3 clusters Score: Raw -514531.205493 + Penalty 2838.208595 = -511692.996898 nChanged 8 SP:Iteration 24Q (177.429638 sec): 3 clusters Score: Raw -514532.686909 + Penalty 2838.208595 = -511694.478313 nChanged 3 SP:Iteration 25Q (177.480075 sec): 3 clusters Score: Raw -514533.156284 + Penalty 2838.208595 = -511694.947689 nChanged 2 SP:Iteration 26Q (177.522815 sec): 3 clusters Score: Raw -514533.406857 + Penalty 2838.208595 = -511695.198261 nChanged 2 SP:Iteration 27Q (177.578292 sec): 3 clusters Score: Raw -514533.607831 + Penalty 2838.208595 = -511695.399235 nChanged 0 SP:Iteration 28F (177.636855 sec): 3 clusters Score: Raw -514533.607831 + Penalty 2838.208595 = -511695.399235 nChanged 0 Trying to split cluster 6 (55933 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (177.741176 sec): 2 clusters Score: Raw -4576434.654260 + Penalty 1776.435347 = -4574658.218914 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (177.878223 sec): 3 clusters Score: Raw -4540965.454002 + Penalty 3552.870693 = -4537412.583309 nChanged 26262 SP:Iteration 1F (177.994099 sec): 3 clusters Score: Raw -4556527.288423 + Penalty 3552.870693 = -4552974.417730 nChanged 3034 SP:Iteration 2F (178.130391 sec): 3 clusters Score: Raw -4558247.649658 + Penalty 3552.870693 = -4554694.778965 nChanged 3499 SP:Iteration 3F (178.265360 sec): 3 clusters Score: Raw -4560721.915774 + Penalty 3552.870693 = -4557169.045080 nChanged 4099 SP:Iteration 4F (178.403623 sec): 3 clusters Score: Raw -4563944.504025 + Penalty 3552.870693 = -4560391.633332 nChanged 4656 SP:Iteration 5F (178.540057 sec): 3 clusters Score: Raw -4567756.257573 + Penalty 3552.870693 = -4564203.386880 nChanged 4723 SP:Iteration 6F (178.660443 sec): 3 clusters Score: Raw -4571457.059082 + Penalty 3552.870693 = -4567904.188389 nChanged 4167 SP:Iteration 7F (178.786474 sec): 3 clusters Score: Raw -4574264.657763 + Penalty 3552.870693 = -4570711.787070 nChanged 3261 SP:Iteration 8F (178.910026 sec): 3 clusters Score: Raw -4576211.615272 + Penalty 3552.870693 = -4572658.744579 nChanged 2614 SP:Iteration 9Q (179.049784 sec): 3 clusters Score: Raw -4577532.110870 + Penalty 3552.870693 = -4573979.240177 nChanged 2033 SP:Iteration 10Q (179.184450 sec): 3 clusters Score: Raw -4578348.943827 + Penalty 3552.870693 = -4574796.073134 nChanged 1568 SP:Iteration 11Q (179.325855 sec): 3 clusters Score: Raw -4578868.970535 + Penalty 3552.870693 = -4575316.099842 nChanged 1236 SP:Iteration 12Q (179.451266 sec): 3 clusters Score: Raw -4579247.418593 + Penalty 3552.870693 = -4575694.547900 nChanged 1116 SP:Iteration 13Q (179.598735 sec): 3 clusters Score: Raw -4579563.604001 + Penalty 3552.870693 = -4576010.733308 nChanged 1040 SP:Iteration 14Q (179.729328 sec): 3 clusters Score: Raw -4579827.893820 + Penalty 3552.870693 = -4576275.023127 nChanged 916 SP:Iteration 15Q (179.853797 sec): 3 clusters Score: Raw -4580044.039562 + Penalty 3552.870693 = -4576491.168869 nChanged 830 SP:Iteration 16Q (179.991869 sec): 3 clusters Score: Raw -4580238.213714 + Penalty 3552.870693 = -4576685.343021 nChanged 819 SP:Iteration 17Q (180.134685 sec): 3 clusters Score: Raw -4580425.472209 + Penalty 3552.870693 = -4576872.601516 nChanged 784 SP:Iteration 18Q (180.265708 sec): 3 clusters Score: Raw -4580607.916732 + Penalty 3552.870693 = -4577055.046039 nChanged 733 SP:Iteration 19Q (180.415059 sec): 3 clusters Score: Raw -4580762.689325 + Penalty 3552.870693 = -4577209.818632 nChanged 666 SP:Iteration 20F (180.547675 sec): 3 clusters Score: Raw -4580903.924576 + Penalty 3552.870693 = -4577351.053883 nChanged 646 SP:Iteration 21Q (180.687123 sec): 3 clusters Score: Raw -4581033.438226 + Penalty 3552.870693 = -4577480.567533 nChanged 568 SP:Iteration 22Q (180.830881 sec): 3 clusters Score: Raw -4581142.608680 + Penalty 3552.870693 = -4577589.737987 nChanged 512 SP:Iteration 23Q (180.969810 sec): 3 clusters Score: Raw -4581235.340733 + Penalty 3552.870693 = -4577682.470040 nChanged 475 SP:Iteration 24Q (181.080853 sec): 3 clusters Score: Raw -4581315.207622 + Penalty 3552.870693 = -4577762.336929 nChanged 400 SP:Iteration 25Q (181.231739 sec): 3 clusters Score: Raw -4581379.308975 + Penalty 3552.870693 = -4577826.438282 nChanged 381 SP:Iteration 26Q (181.355390 sec): 3 clusters Score: Raw -4581440.631901 + Penalty 3552.870693 = -4577887.761208 nChanged 351 SP:Iteration 27Q (181.505528 sec): 3 clusters Score: Raw -4581491.410175 + Penalty 3552.870693 = -4577938.539482 nChanged 288 SP:Iteration 28Q (181.619822 sec): 3 clusters Score: Raw -4581531.045276 + Penalty 3552.870693 = -4577978.174583 nChanged 262 SP:Iteration 29Q (181.770956 sec): 3 clusters Score: Raw -4581562.918691 + Penalty 3552.870693 = -4578010.047998 nChanged 224 SP:Iteration 30Q (181.921927 sec): 3 clusters Score: Raw -4581589.110617 + Penalty 3552.870693 = -4578036.239923 nChanged 204 SP:Iteration 31Q (182.071759 sec): 3 clusters Score: Raw -4581612.314625 + Penalty 3552.870693 = -4578059.443931 nChanged 178 SP:Iteration 32Q (182.213729 sec): 3 clusters Score: Raw -4581632.471739 + Penalty 3552.870693 = -4578079.601046 nChanged 181 SP:Iteration 33Q (182.339396 sec): 3 clusters Score: Raw -4581652.235962 + Penalty 3552.870693 = -4578099.365269 nChanged 155 SP:Iteration 34Q (182.481968 sec): 3 clusters Score: Raw -4581666.963461 + Penalty 3552.870693 = -4578114.092768 nChanged 132 SP:Iteration 35Q (182.617820 sec): 3 clusters Score: Raw -4581677.872884 + Penalty 3552.870693 = -4578125.002191 nChanged 111 SP:Iteration 36Q (182.760677 sec): 3 clusters Score: Raw -4581686.931441 + Penalty 3552.870693 = -4578134.060748 nChanged 107 SP:Iteration 37Q (182.894829 sec): 3 clusters Score: Raw -4581695.066241 + Penalty 3552.870693 = -4578142.195547 nChanged 93 SP:Iteration 38Q (183.030978 sec): 3 clusters Score: Raw -4581701.487951 + Penalty 3552.870693 = -4578148.617258 nChanged 72 SP:Iteration 39Q (183.160719 sec): 3 clusters Score: Raw -4581706.043366 + Penalty 3552.870693 = -4578153.172673 nChanged 63 SP:Iteration 40F (183.261233 sec): 3 clusters Score: Raw -4581710.435820 + Penalty 3552.870693 = -4578157.565127 nChanged 44 SP:Iteration 41Q (183.389414 sec): 3 clusters Score: Raw -4581712.932363 + Penalty 3552.870693 = -4578160.061670 nChanged 28 SP:Iteration 42Q (183.523950 sec): 3 clusters Score: Raw -4581714.474863 + Penalty 3552.870693 = -4578161.604170 nChanged 29 SP:Iteration 43Q (183.629973 sec): 3 clusters Score: Raw -4581716.011222 + Penalty 3552.870693 = -4578163.140529 nChanged 22 SP:Iteration 44Q (183.777315 sec): 3 clusters Score: Raw -4581716.865888 + Penalty 3552.870693 = -4578163.995195 nChanged 15 SP:Iteration 45Q (183.923782 sec): 3 clusters Score: Raw -4581717.491876 + Penalty 3552.870693 = -4578164.621183 nChanged 12 SP:Iteration 46Q (184.068217 sec): 3 clusters Score: Raw -4581717.969200 + Penalty 3552.870693 = -4578165.098507 nChanged 9 SP:Iteration 47Q (184.200195 sec): 3 clusters Score: Raw -4581718.272444 + Penalty 3552.870693 = -4578165.401751 nChanged 4 SP:Iteration 48Q (184.334877 sec): 3 clusters Score: Raw -4581718.410088 + Penalty 3552.870693 = -4578165.539395 nChanged 3 SP:Iteration 49Q (184.468132 sec): 3 clusters Score: Raw -4581718.511264 + Penalty 3552.870693 = -4578165.640571 nChanged 2 SP:Iteration 50Q (184.613191 sec): 3 clusters Score: Raw -4581718.556947 + Penalty 3552.870693 = -4578165.686254 nChanged 1 SP:Iteration 51Q (184.749314 sec): 3 clusters Score: Raw -4581718.589810 + Penalty 3552.870693 = -4578165.719117 nChanged 0 SP:Iteration 52F (184.891715 sec): 3 clusters Score: Raw -4581718.589810 + Penalty 3552.870693 = -4578165.719117 nChanged 0 Score: Raw -48911675.992249 + Penalty 47708.344956 = -48863967.647293 Splitting cluster 6 changes total score from -48839866.507231 to -48863967.647293 So it's getting split into cluster 22. Trying to split cluster 7 (6937 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (194.000073 sec): 2 clusters Score: Raw -522922.009131 + Penalty 1437.251511 = -521484.757620 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (194.044839 sec): 3 clusters Score: Raw -519158.384681 + Penalty 2874.503022 = -516283.881659 nChanged 2919 SP:Iteration 1F (194.106891 sec): 3 clusters Score: Raw -521049.036186 + Penalty 2874.503022 = -518174.533164 nChanged 669 SP:Iteration 2F (194.154348 sec): 3 clusters Score: Raw -521607.891673 + Penalty 2874.503022 = -518733.388651 nChanged 547 SP:Iteration 3F (194.214118 sec): 3 clusters Score: Raw -522101.308793 + Penalty 2874.503022 = -519226.805770 nChanged 477 SP:Iteration 4F (194.272766 sec): 3 clusters Score: Raw -522543.522575 + Penalty 2874.503022 = -519669.019552 nChanged 398 SP:Iteration 5F (194.332049 sec): 3 clusters Score: Raw -522849.868173 + Penalty 2874.503022 = -519975.365151 nChanged 323 SP:Iteration 6Q (194.379113 sec): 3 clusters Score: Raw -523066.727642 + Penalty 2874.503022 = -520192.224620 nChanged 271 SP:Iteration 7Q (194.437916 sec): 3 clusters Score: Raw -523235.891062 + Penalty 2874.503022 = -520361.388040 nChanged 238 SP:Iteration 8Q (194.470830 sec): 3 clusters Score: Raw -523379.307464 + Penalty 2874.503022 = -520504.804442 nChanged 191 SP:Iteration 9Q (194.531048 sec): 3 clusters Score: Raw -523493.627255 + Penalty 2874.503022 = -520619.124233 nChanged 179 SP:Iteration 10Q (194.592112 sec): 3 clusters Score: Raw -523595.886567 + Penalty 2874.503022 = -520721.383545 nChanged 163 SP:Iteration 11Q (194.650713 sec): 3 clusters Score: Raw -523675.256281 + Penalty 2874.503022 = -520800.753258 nChanged 108 SP:Iteration 12Q (194.710787 sec): 3 clusters Score: Raw -523724.326478 + Penalty 2874.503022 = -520849.823456 nChanged 84 SP:Iteration 13Q (194.771297 sec): 3 clusters Score: Raw -523764.597353 + Penalty 2874.503022 = -520890.094331 nChanged 91 SP:Iteration 14Q (194.831140 sec): 3 clusters Score: Raw -523805.782454 + Penalty 2874.503022 = -520931.279432 nChanged 83 SP:Iteration 15Q (194.891511 sec): 3 clusters Score: Raw -523835.022508 + Penalty 2874.503022 = -520960.519486 nChanged 71 SP:Iteration 16Q (194.945629 sec): 3 clusters Score: Raw -523863.342890 + Penalty 2874.503022 = -520988.839868 nChanged 70 SP:Iteration 17Q (195.008128 sec): 3 clusters Score: Raw -523890.889174 + Penalty 2874.503022 = -521016.386152 nChanged 66 SP:Iteration 18Q (195.060561 sec): 3 clusters Score: Raw -523913.635771 + Penalty 2874.503022 = -521039.132749 nChanged 61 SP:Iteration 19Q (195.114338 sec): 3 clusters Score: Raw -523930.865001 + Penalty 2874.503022 = -521056.361979 nChanged 48 SP:Iteration 20F (195.164683 sec): 3 clusters Score: Raw -523945.609223 + Penalty 2874.503022 = -521071.106201 nChanged 46 SP:Iteration 21Q (195.223380 sec): 3 clusters Score: Raw -523961.011113 + Penalty 2874.503022 = -521086.508091 nChanged 48 SP:Iteration 22Q (195.276181 sec): 3 clusters Score: Raw -523978.071251 + Penalty 2874.503022 = -521103.568229 nChanged 41 SP:Iteration 23Q (195.331818 sec): 3 clusters Score: Raw -523993.082067 + Penalty 2874.503022 = -521118.579045 nChanged 43 SP:Iteration 24Q (195.378927 sec): 3 clusters Score: Raw -524012.758936 + Penalty 2874.503022 = -521138.255914 nChanged 59 SP:Iteration 25Q (195.422940 sec): 3 clusters Score: Raw -524062.334975 + Penalty 2874.503022 = -521187.831952 nChanged 104 SP:Iteration 26Q (195.483704 sec): 3 clusters Score: Raw -524171.691194 + Penalty 2874.503022 = -521297.188172 nChanged 128 SP:Iteration 27Q (195.536823 sec): 3 clusters Score: Raw -524307.576451 + Penalty 2874.503022 = -521433.073429 nChanged 134 SP:Iteration 28Q (195.581312 sec): 3 clusters Score: Raw -524382.959719 + Penalty 2874.503022 = -521508.456697 nChanged 88 SP:Iteration 29Q (195.638857 sec): 3 clusters Score: Raw -524411.540523 + Penalty 2874.503022 = -521537.037501 nChanged 50 SP:Iteration 30Q (195.698009 sec): 3 clusters Score: Raw -524423.805092 + Penalty 2874.503022 = -521549.302070 nChanged 35 SP:Iteration 31Q (195.742884 sec): 3 clusters Score: Raw -524432.633402 + Penalty 2874.503022 = -521558.130380 nChanged 23 SP:Iteration 32Q (195.798001 sec): 3 clusters Score: Raw -524437.455079 + Penalty 2874.503022 = -521562.952057 nChanged 21 SP:Iteration 33Q (195.856142 sec): 3 clusters Score: Raw -524441.542664 + Penalty 2874.503022 = -521567.039642 nChanged 14 SP:Iteration 34Q (195.920497 sec): 3 clusters Score: Raw -524444.525364 + Penalty 2874.503022 = -521570.022342 nChanged 15 SP:Iteration 35Q (195.964421 sec): 3 clusters Score: Raw -524447.917346 + Penalty 2874.503022 = -521573.414324 nChanged 13 SP:Iteration 36Q (196.022627 sec): 3 clusters Score: Raw -524450.537300 + Penalty 2874.503022 = -521576.034278 nChanged 5 SP:Iteration 37Q (196.079513 sec): 3 clusters Score: Raw -524451.076598 + Penalty 2874.503022 = -521576.573576 nChanged 3 SP:Iteration 38Q (196.139952 sec): 3 clusters Score: Raw -524451.374135 + Penalty 2874.503022 = -521576.871112 nChanged 2 SP:Iteration 39Q (196.189214 sec): 3 clusters Score: Raw -524451.682499 + Penalty 2874.503022 = -521577.179477 nChanged 2 SP:Iteration 40F (196.249223 sec): 3 clusters Score: Raw -524452.039698 + Penalty 2874.503022 = -521577.536676 nChanged 1 SP:Iteration 41Q (196.309309 sec): 3 clusters Score: Raw -524452.417865 + Penalty 2874.503022 = -521577.914843 nChanged 3 SP:Iteration 42Q (196.357222 sec): 3 clusters Score: Raw -524452.764940 + Penalty 2874.503022 = -521578.261918 nChanged 3 SP:Iteration 43Q (196.422616 sec): 3 clusters Score: Raw -524453.200040 + Penalty 2874.503022 = -521578.697018 nChanged 2 SP:Iteration 44Q (196.467276 sec): 3 clusters Score: Raw -524453.853733 + Penalty 2874.503022 = -521579.350711 nChanged 1 SP:Iteration 45Q (196.522637 sec): 3 clusters Score: Raw -524454.007234 + Penalty 2874.503022 = -521579.504212 nChanged 1 SP:Iteration 46Q (196.581324 sec): 3 clusters Score: Raw -524454.077568 + Penalty 2874.503022 = -521579.574545 nChanged 0 SP:Iteration 47F (196.640582 sec): 3 clusters Score: Raw -524454.077568 + Penalty 2874.503022 = -521579.574545 nChanged 0 Score: Raw -48913208.060685 + Penalty 49876.906090 = -48863331.154595 Splitting cluster 7 changes total score from -48839866.507231 to -48863331.154595 So it's getting split into cluster 23. Trying to split cluster 8 (8573 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (206.126199 sec): 2 clusters Score: Raw -561120.199592 + Penalty 1471.660614 = -559648.538978 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (206.182018 sec): 3 clusters Score: Raw -556629.220918 + Penalty 2943.321228 = -553685.899690 nChanged 3742 SP:Iteration 1F (206.238033 sec): 3 clusters Score: Raw -562404.526071 + Penalty 2943.321228 = -559461.204843 nChanged 1740 SP:Iteration 2F (206.293977 sec): 3 clusters Score: Raw -570147.091079 + Penalty 2943.321228 = -567203.769851 nChanged 1133 SP:Iteration 3F (206.368227 sec): 3 clusters Score: Raw -574238.791958 + Penalty 2943.321228 = -571295.470731 nChanged 552 SP:Iteration 4F (206.409437 sec): 3 clusters Score: Raw -575406.916828 + Penalty 2943.321228 = -572463.595600 nChanged 289 SP:Iteration 5Q (206.472975 sec): 3 clusters Score: Raw -575685.168367 + Penalty 2943.321228 = -572741.847139 nChanged 134 SP:Iteration 6Q (206.534572 sec): 3 clusters Score: Raw -575749.161732 + Penalty 2943.321228 = -572805.840505 nChanged 58 SP:Iteration 7Q (206.581831 sec): 3 clusters Score: Raw -575767.274126 + Penalty 2943.321228 = -572823.952898 nChanged 28 SP:Iteration 8Q (206.641284 sec): 3 clusters Score: Raw -575772.215680 + Penalty 2943.321228 = -572828.894452 nChanged 17 SP:Iteration 9Q (206.695343 sec): 3 clusters Score: Raw -575776.085757 + Penalty 2943.321228 = -572832.764529 nChanged 14 SP:Iteration 10Q (206.743224 sec): 3 clusters Score: Raw -575778.607340 + Penalty 2943.321228 = -572835.286112 nChanged 11 SP:Iteration 11Q (206.803524 sec): 3 clusters Score: Raw -575780.245667 + Penalty 2943.321228 = -572836.924439 nChanged 8 SP:Iteration 12Q (206.857455 sec): 3 clusters Score: Raw -575781.358529 + Penalty 2943.321228 = -572838.037302 nChanged 6 SP:Iteration 13Q (206.918139 sec): 3 clusters Score: Raw -575782.468303 + Penalty 2943.321228 = -572839.147075 nChanged 7 SP:Iteration 14Q (206.977547 sec): 3 clusters Score: Raw -575783.391402 + Penalty 2943.321228 = -572840.070174 nChanged 2 SP:Iteration 15Q (207.027305 sec): 3 clusters Score: Raw -575783.544559 + Penalty 2943.321228 = -572840.223331 nChanged 3 SP:Iteration 16Q (207.084641 sec): 3 clusters Score: Raw -575784.003574 + Penalty 2943.321228 = -572840.682346 nChanged 2 SP:Iteration 17Q (207.139213 sec): 3 clusters Score: Raw -575784.238313 + Penalty 2943.321228 = -572840.917085 nChanged 5 SP:Iteration 18Q (207.198849 sec): 3 clusters Score: Raw -575785.184355 + Penalty 2943.321228 = -572841.863127 nChanged 6 SP:Iteration 19Q (207.247508 sec): 3 clusters Score: Raw -575786.462400 + Penalty 2943.321228 = -572843.141172 nChanged 8 SP:Iteration 20F (207.314955 sec): 3 clusters Score: Raw -575788.741957 + Penalty 2943.321228 = -572845.420729 nChanged 12 SP:Iteration 21Q (207.363615 sec): 3 clusters Score: Raw -575791.801081 + Penalty 2943.321228 = -572848.479853 nChanged 13 SP:Iteration 22Q (207.418214 sec): 3 clusters Score: Raw -575795.460045 + Penalty 2943.321228 = -572852.138817 nChanged 16 SP:Iteration 23Q (207.478337 sec): 3 clusters Score: Raw -575800.096689 + Penalty 2943.321228 = -572856.775461 nChanged 19 SP:Iteration 24Q (207.537325 sec): 3 clusters Score: Raw -575810.729427 + Penalty 2943.321228 = -572867.408199 nChanged 29 SP:Iteration 25Q (207.593822 sec): 3 clusters Score: Raw -575822.673703 + Penalty 2943.321228 = -572879.352475 nChanged 29 SP:Iteration 26Q (207.640791 sec): 3 clusters Score: Raw -575834.280366 + Penalty 2943.321228 = -572890.959138 nChanged 25 SP:Iteration 27Q (207.689925 sec): 3 clusters Score: Raw -575842.038346 + Penalty 2943.321228 = -572898.717118 nChanged 22 SP:Iteration 28Q (207.727833 sec): 3 clusters Score: Raw -575851.100734 + Penalty 2943.321228 = -572907.779506 nChanged 26 SP:Iteration 29Q (207.786899 sec): 3 clusters Score: Raw -575861.746142 + Penalty 2943.321228 = -572918.424915 nChanged 19 SP:Iteration 30Q (207.837885 sec): 3 clusters Score: Raw -575867.897017 + Penalty 2943.321228 = -572924.575789 nChanged 18 SP:Iteration 31Q (207.895596 sec): 3 clusters Score: Raw -575873.109401 + Penalty 2943.321228 = -572929.788173 nChanged 19 SP:Iteration 32Q (207.948683 sec): 3 clusters Score: Raw -575877.698247 + Penalty 2943.321228 = -572934.377019 nChanged 19 SP:Iteration 33Q (208.003007 sec): 3 clusters Score: Raw -575881.030306 + Penalty 2943.321228 = -572937.709078 nChanged 6 SP:Iteration 34Q (208.061487 sec): 3 clusters Score: Raw -575881.925951 + Penalty 2943.321228 = -572938.604723 nChanged 6 SP:Iteration 35Q (208.111979 sec): 3 clusters Score: Raw -575883.004107 + Penalty 2943.321228 = -572939.682879 nChanged 6 SP:Iteration 36Q (208.173746 sec): 3 clusters Score: Raw -575883.579354 + Penalty 2943.321228 = -572940.258126 nChanged 3 SP:Iteration 37Q (208.223419 sec): 3 clusters Score: Raw -575883.862259 + Penalty 2943.321228 = -572940.541031 nChanged 0 SP:Iteration 38F (208.279116 sec): 3 clusters Score: Raw -575883.862259 + Penalty 2943.321228 = -572940.541031 nChanged 0 Score: Raw -48927971.723352 + Penalty 52045.467224 = -48875926.256128 Splitting cluster 8 changes total score from -48839866.507231 to -48875926.256128 So it's getting split into cluster 24. Trying to split cluster 9 (36188 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (218.280657 sec): 2 clusters Score: Raw -2890111.020540 + Penalty 1705.678463 = -2888405.342077 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (218.390511 sec): 3 clusters Score: Raw -2867711.953111 + Penalty 3411.356927 = -2864300.596185 nChanged 16679 SP:Iteration 1F (218.494550 sec): 3 clusters Score: Raw -2877302.224570 + Penalty 3411.356927 = -2873890.867644 nChanged 1873 SP:Iteration 2F (218.600354 sec): 3 clusters Score: Raw -2878060.694545 + Penalty 3411.356927 = -2874649.337618 nChanged 1863 SP:Iteration 3F (218.708061 sec): 3 clusters Score: Raw -2878964.100619 + Penalty 3411.356927 = -2875552.743692 nChanged 2037 SP:Iteration 4F (218.811725 sec): 3 clusters Score: Raw -2880171.970226 + Penalty 3411.356927 = -2876760.613300 nChanged 2238 SP:Iteration 5F (218.915347 sec): 3 clusters Score: Raw -2881927.043069 + Penalty 3411.356927 = -2878515.686142 nChanged 2516 SP:Iteration 6F (219.007363 sec): 3 clusters Score: Raw -2884678.429529 + Penalty 3411.356927 = -2881267.072603 nChanged 2749 SP:Iteration 7F (219.115465 sec): 3 clusters Score: Raw -2889641.853054 + Penalty 3411.356927 = -2886230.496128 nChanged 2645 SP:Iteration 8F (219.219526 sec): 3 clusters Score: Raw -2896215.562671 + Penalty 3411.356927 = -2892804.205744 nChanged 2538 SP:Iteration 9F (219.323538 sec): 3 clusters Score: Raw -2898731.379672 + Penalty 3411.356927 = -2895320.022745 nChanged 2066 SP:Iteration 10F (219.419983 sec): 3 clusters Score: Raw -2900437.610385 + Penalty 3411.356927 = -2897026.253458 nChanged 2001 SP:Iteration 11F (219.497742 sec): 3 clusters Score: Raw -2902166.445707 + Penalty 3411.356927 = -2898755.088781 nChanged 1741 SP:Iteration 12Q (219.592725 sec): 3 clusters Score: Raw -2903555.447556 + Penalty 3411.356927 = -2900144.090629 nChanged 1101 SP:Iteration 13Q (219.697580 sec): 3 clusters Score: Raw -2904319.831369 + Penalty 3411.356927 = -2900908.474442 nChanged 604 SP:Iteration 14Q (219.769388 sec): 3 clusters Score: Raw -2904643.003716 + Penalty 3411.356927 = -2901231.646790 nChanged 295 SP:Iteration 15Q (219.837147 sec): 3 clusters Score: Raw -2904751.661461 + Penalty 3411.356927 = -2901340.304535 nChanged 156 SP:Iteration 16Q (219.936977 sec): 3 clusters Score: Raw -2904795.363105 + Penalty 3411.356927 = -2901384.006178 nChanged 101 SP:Iteration 17Q (220.043804 sec): 3 clusters Score: Raw -2904817.496310 + Penalty 3411.356927 = -2901406.139384 nChanged 77 SP:Iteration 18Q (220.143898 sec): 3 clusters Score: Raw -2904833.260536 + Penalty 3411.356927 = -2901421.903609 nChanged 58 SP:Iteration 19Q (220.235481 sec): 3 clusters Score: Raw -2904846.801770 + Penalty 3411.356927 = -2901435.444844 nChanged 63 SP:Iteration 20F (220.349246 sec): 3 clusters Score: Raw -2904859.813806 + Penalty 3411.356927 = -2901448.456880 nChanged 53 SP:Iteration 21Q (220.441520 sec): 3 clusters Score: Raw -2904871.239998 + Penalty 3411.356927 = -2901459.883072 nChanged 51 SP:Iteration 22Q (220.518935 sec): 3 clusters Score: Raw -2904882.190876 + Penalty 3411.356927 = -2901470.833949 nChanged 48 SP:Iteration 23Q (220.617525 sec): 3 clusters Score: Raw -2904891.682006 + Penalty 3411.356927 = -2901480.325079 nChanged 48 SP:Iteration 24Q (220.704207 sec): 3 clusters Score: Raw -2904902.019256 + Penalty 3411.356927 = -2901490.662329 nChanged 48 SP:Iteration 25Q (220.803141 sec): 3 clusters Score: Raw -2904912.178416 + Penalty 3411.356927 = -2901500.821490 nChanged 34 SP:Iteration 26Q (220.894073 sec): 3 clusters Score: Raw -2904918.585078 + Penalty 3411.356927 = -2901507.228152 nChanged 30 SP:Iteration 27Q (220.964801 sec): 3 clusters Score: Raw -2904924.477426 + Penalty 3411.356927 = -2901513.120499 nChanged 28 SP:Iteration 28Q (221.034064 sec): 3 clusters Score: Raw -2904930.053445 + Penalty 3411.356927 = -2901518.696518 nChanged 33 SP:Iteration 29Q (221.102514 sec): 3 clusters Score: Raw -2904937.376238 + Penalty 3411.356927 = -2901526.019311 nChanged 30 SP:Iteration 30Q (221.176345 sec): 3 clusters Score: Raw -2904943.183816 + Penalty 3411.356927 = -2901531.826890 nChanged 29 SP:Iteration 31Q (221.242036 sec): 3 clusters Score: Raw -2904951.344696 + Penalty 3411.356927 = -2901539.987770 nChanged 35 SP:Iteration 32Q (221.310498 sec): 3 clusters Score: Raw -2904960.399906 + Penalty 3411.356927 = -2901549.042980 nChanged 41 SP:Iteration 33Q (221.379191 sec): 3 clusters Score: Raw -2904975.166001 + Penalty 3411.356927 = -2901563.809074 nChanged 48 SP:Iteration 34Q (221.448125 sec): 3 clusters Score: Raw -2904995.444844 + Penalty 3411.356927 = -2901584.087918 nChanged 58 SP:Iteration 35Q (221.517120 sec): 3 clusters Score: Raw -2905025.402099 + Penalty 3411.356927 = -2901614.045172 nChanged 58 SP:Iteration 36Q (221.585663 sec): 3 clusters Score: Raw -2905059.478690 + Penalty 3411.356927 = -2901648.121763 nChanged 73 SP:Iteration 37Q (221.653663 sec): 3 clusters Score: Raw -2905125.225270 + Penalty 3411.356927 = -2901713.868343 nChanged 91 SP:Iteration 38Q (221.721755 sec): 3 clusters Score: Raw -2905248.134807 + Penalty 3411.356927 = -2901836.777880 nChanged 119 SP:Iteration 39Q (221.789796 sec): 3 clusters Score: Raw -2905500.545649 + Penalty 3411.356927 = -2902089.188722 nChanged 93 SP:Iteration 40F (221.863756 sec): 3 clusters Score: Raw -2905842.652947 + Penalty 3411.356927 = -2902431.296020 nChanged 121 SP:Iteration 41Q (221.931157 sec): 3 clusters Score: Raw -2906627.249313 + Penalty 3411.356927 = -2903215.892387 nChanged 90 SP:Iteration 42Q (221.992819 sec): 3 clusters Score: Raw -2907653.169526 + Penalty 3411.356927 = -2904241.812599 nChanged 26 SP:Iteration 43Q (222.087124 sec): 3 clusters Score: Raw -2908011.351978 + Penalty 3411.356927 = -2904599.995051 nChanged 3 SP:Iteration 44Q (222.180143 sec): 3 clusters Score: Raw -2908022.443195 + Penalty 3411.356927 = -2904611.086269 nChanged 0 SP:Iteration 45F (222.281746 sec): 3 clusters Score: Raw -2908022.443195 + Penalty 3411.356927 = -2904611.086269 nChanged 0 Score: Raw -48945883.146007 + Penalty 54214.028359 = -48891669.117648 Splitting cluster 9 changes total score from -48839866.507231 to -48891669.117648 So it's getting split into cluster 25. Trying to split cluster 10 (18626 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (232.434823 sec): 2 clusters Score: Raw -1461330.283957 + Penalty 1597.750982 = -1459732.532975 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (232.493619 sec): 3 clusters Score: Raw -1450207.265000 + Penalty 3195.501963 = -1447011.763037 nChanged 8475 SP:Iteration 1F (232.566394 sec): 3 clusters Score: Raw -1457042.411305 + Penalty 3195.501963 = -1453846.909342 nChanged 2004 SP:Iteration 2F (232.624024 sec): 3 clusters Score: Raw -1460829.858844 + Penalty 3195.501963 = -1457634.356881 nChanged 2291 SP:Iteration 3F (232.699535 sec): 3 clusters Score: Raw -1465310.794955 + Penalty 3195.501963 = -1462115.292991 nChanged 2109 SP:Iteration 4F (232.757804 sec): 3 clusters Score: Raw -1470731.271719 + Penalty 3195.501963 = -1467535.769756 nChanged 1578 SP:Iteration 5F (232.828078 sec): 3 clusters Score: Raw -1474119.052352 + Penalty 3195.501963 = -1470923.550389 nChanged 912 SP:Iteration 6Q (232.896952 sec): 3 clusters Score: Raw -1475189.815674 + Penalty 3195.501963 = -1471994.313711 nChanged 460 SP:Iteration 7Q (232.967599 sec): 3 clusters Score: Raw -1475667.108316 + Penalty 3195.501963 = -1472471.606353 nChanged 254 SP:Iteration 8Q (233.039496 sec): 3 clusters Score: Raw -1475910.542298 + Penalty 3195.501963 = -1472715.040335 nChanged 192 SP:Iteration 9Q (233.112442 sec): 3 clusters Score: Raw -1476093.069496 + Penalty 3195.501963 = -1472897.567533 nChanged 179 SP:Iteration 10Q (233.176549 sec): 3 clusters Score: Raw -1476252.883686 + Penalty 3195.501963 = -1473057.381723 nChanged 169 SP:Iteration 11Q (233.236660 sec): 3 clusters Score: Raw -1476397.335644 + Penalty 3195.501963 = -1473201.833681 nChanged 172 SP:Iteration 12Q (233.300929 sec): 3 clusters Score: Raw -1476558.275407 + Penalty 3195.501963 = -1473362.773444 nChanged 153 SP:Iteration 13Q (233.359807 sec): 3 clusters Score: Raw -1476706.366884 + Penalty 3195.501963 = -1473510.864921 nChanged 140 SP:Iteration 14Q (233.424391 sec): 3 clusters Score: Raw -1476833.086795 + Penalty 3195.501963 = -1473637.584832 nChanged 114 SP:Iteration 15Q (233.481242 sec): 3 clusters Score: Raw -1476917.673113 + Penalty 3195.501963 = -1473722.171150 nChanged 70 SP:Iteration 16Q (233.539989 sec): 3 clusters Score: Raw -1476957.854982 + Penalty 3195.501963 = -1473762.353018 nChanged 63 SP:Iteration 17Q (233.616256 sec): 3 clusters Score: Raw -1476987.353714 + Penalty 3195.501963 = -1473791.851750 nChanged 52 SP:Iteration 18Q (233.691017 sec): 3 clusters Score: Raw -1477004.323346 + Penalty 3195.501963 = -1473808.821382 nChanged 35 SP:Iteration 19Q (233.757364 sec): 3 clusters Score: Raw -1477013.722489 + Penalty 3195.501963 = -1473818.220526 nChanged 21 SP:Iteration 20F (233.833138 sec): 3 clusters Score: Raw -1477017.816206 + Penalty 3195.501963 = -1473822.314243 nChanged 15 SP:Iteration 21Q (233.903204 sec): 3 clusters Score: Raw -1477020.144186 + Penalty 3195.501963 = -1473824.642222 nChanged 10 SP:Iteration 22Q (233.973846 sec): 3 clusters Score: Raw -1477021.507598 + Penalty 3195.501963 = -1473826.005635 nChanged 6 SP:Iteration 23Q (234.037774 sec): 3 clusters Score: Raw -1477021.839989 + Penalty 3195.501963 = -1473826.338026 nChanged 2 SP:Iteration 24Q (234.105371 sec): 3 clusters Score: Raw -1477021.972269 + Penalty 3195.501963 = -1473826.470306 nChanged 3 SP:Iteration 25Q (234.183147 sec): 3 clusters Score: Raw -1477022.479460 + Penalty 3195.501963 = -1473826.977497 nChanged 0 SP:Iteration 26F (234.236942 sec): 3 clusters Score: Raw -1477022.479460 + Penalty 3195.501963 = -1473826.977497 nChanged 0 Score: Raw -48961575.341511 + Penalty 56382.589493 = -48905192.752018 Splitting cluster 10 changes total score from -48839866.507231 to -48905192.752018 So it's getting split into cluster 26. Trying to split cluster 11 (23161 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (245.327932 sec): 2 clusters Score: Raw -1870078.574433 + Penalty 1633.161580 = -1868445.412853 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (245.412203 sec): 3 clusters Score: Raw -1855925.092053 + Penalty 3266.323160 = -1852658.768893 nChanged 10580 SP:Iteration 1F (245.486636 sec): 3 clusters Score: Raw -1861930.190248 + Penalty 3266.323160 = -1858663.867088 nChanged 1284 SP:Iteration 2F (245.586218 sec): 3 clusters Score: Raw -1862566.948265 + Penalty 3266.323160 = -1859300.625105 nChanged 1379 SP:Iteration 3F (245.655291 sec): 3 clusters Score: Raw -1863607.657535 + Penalty 3266.323160 = -1860341.334375 nChanged 1757 SP:Iteration 4F (245.742211 sec): 3 clusters Score: Raw -1865928.298233 + Penalty 3266.323160 = -1862661.975073 nChanged 2329 SP:Iteration 5F (245.820512 sec): 3 clusters Score: Raw -1871425.114940 + Penalty 3266.323160 = -1868158.791780 nChanged 2609 SP:Iteration 6F (245.911948 sec): 3 clusters Score: Raw -1878096.609945 + Penalty 3266.323160 = -1874830.286784 nChanged 2004 SP:Iteration 7F (245.994104 sec): 3 clusters Score: Raw -1880222.747901 + Penalty 3266.323160 = -1876956.424741 nChanged 1132 SP:Iteration 8Q (246.086696 sec): 3 clusters Score: Raw -1881427.404858 + Penalty 3266.323160 = -1878161.081698 nChanged 580 SP:Iteration 9Q (246.173395 sec): 3 clusters Score: Raw -1882198.662609 + Penalty 3266.323160 = -1878932.339449 nChanged 252 SP:Iteration 10Q (246.254008 sec): 3 clusters Score: Raw -1882856.735155 + Penalty 3266.323160 = -1879590.411995 nChanged 144 SP:Iteration 11Q (246.329811 sec): 3 clusters Score: Raw -1883830.069483 + Penalty 3266.323160 = -1880563.746322 nChanged 75 SP:Iteration 12Q (246.395672 sec): 3 clusters Score: Raw -1884377.211470 + Penalty 3266.323160 = -1881110.888310 nChanged 14 SP:Iteration 13Q (246.484418 sec): 3 clusters Score: Raw -1884417.163833 + Penalty 3266.323160 = -1881150.840672 nChanged 0 SP:Iteration 14F (246.572130 sec): 3 clusters Score: Raw -1884417.163833 + Penalty 3266.323160 = -1881150.840672 nChanged 0 Score: Raw -48975913.930910 + Penalty 58551.150627 = -48917362.780283 Splitting cluster 11 changes total score from -48839866.507231 to -48917362.780283 So it's getting split into cluster 27. Trying to split cluster 12 (3174 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (257.228899 sec): 2 clusters Score: Raw -225955.363425 + Penalty 1310.196534 = -224645.166891 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (257.272699 sec): 3 clusters Score: Raw -224481.561055 + Penalty 2620.393068 = -221861.167987 nChanged 1209 SP:Iteration 1F (257.315207 sec): 3 clusters Score: Raw -225461.239813 + Penalty 2620.393068 = -222840.846746 nChanged 354 SP:Iteration 2F (257.358436 sec): 3 clusters Score: Raw -225987.739750 + Penalty 2620.393068 = -223367.346682 nChanged 345 SP:Iteration 3F (257.404676 sec): 3 clusters Score: Raw -226639.440526 + Penalty 2620.393068 = -224019.047458 nChanged 311 SP:Iteration 4F (257.440682 sec): 3 clusters Score: Raw -227295.502401 + Penalty 2620.393068 = -224675.109333 nChanged 252 SP:Iteration 5F (257.493489 sec): 3 clusters Score: Raw -227836.774300 + Penalty 2620.393068 = -225216.381232 nChanged 176 SP:Iteration 6F (257.536881 sec): 3 clusters Score: Raw -228210.160179 + Penalty 2620.393068 = -225589.767112 nChanged 146 SP:Iteration 7Q (257.579233 sec): 3 clusters Score: Raw -228494.839236 + Penalty 2620.393068 = -225874.446168 nChanged 118 SP:Iteration 8Q (257.611811 sec): 3 clusters Score: Raw -228685.389091 + Penalty 2620.393068 = -226064.996024 nChanged 85 SP:Iteration 9Q (257.665553 sec): 3 clusters Score: Raw -228808.322291 + Penalty 2620.393068 = -226187.929224 nChanged 70 SP:Iteration 10Q (257.701468 sec): 3 clusters Score: Raw -228926.123333 + Penalty 2620.393068 = -226305.730265 nChanged 54 SP:Iteration 11Q (257.748067 sec): 3 clusters Score: Raw -229007.840851 + Penalty 2620.393068 = -226387.447783 nChanged 45 SP:Iteration 12Q (257.794630 sec): 3 clusters Score: Raw -229063.698077 + Penalty 2620.393068 = -226443.305010 nChanged 35 SP:Iteration 13Q (257.832474 sec): 3 clusters Score: Raw -229099.150159 + Penalty 2620.393068 = -226478.757091 nChanged 29 SP:Iteration 14Q (257.871784 sec): 3 clusters Score: Raw -229125.547219 + Penalty 2620.393068 = -226505.154151 nChanged 19 SP:Iteration 15Q (257.923787 sec): 3 clusters Score: Raw -229138.804796 + Penalty 2620.393068 = -226518.411729 nChanged 11 SP:Iteration 16Q (257.967897 sec): 3 clusters Score: Raw -229145.984594 + Penalty 2620.393068 = -226525.591526 nChanged 12 SP:Iteration 17Q (258.012090 sec): 3 clusters Score: Raw -229154.038878 + Penalty 2620.393068 = -226533.645810 nChanged 5 SP:Iteration 18Q (258.058701 sec): 3 clusters Score: Raw -229157.382508 + Penalty 2620.393068 = -226536.989440 nChanged 3 SP:Iteration 19Q (258.088620 sec): 3 clusters Score: Raw -229158.499711 + Penalty 2620.393068 = -226538.106643 nChanged 1 SP:Iteration 20F (258.132202 sec): 3 clusters Score: Raw -229159.101268 + Penalty 2620.393068 = -226538.708200 nChanged 1 SP:Iteration 21Q (258.178960 sec): 3 clusters Score: Raw -229159.843735 + Penalty 2620.393068 = -226539.450668 nChanged 1 SP:Iteration 22Q (258.213089 sec): 3 clusters Score: Raw -229160.118439 + Penalty 2620.393068 = -226539.725371 nChanged 0 SP:Iteration 23F (258.262050 sec): 3 clusters Score: Raw -229160.118439 + Penalty 2620.393068 = -226539.725371 nChanged 0 Score: Raw -48979118.685924 + Penalty 60719.711762 = -48918398.974162 Splitting cluster 12 changes total score from -48839866.507231 to -48918398.974162 So it's getting split into cluster 28. Trying to split cluster 13 (21393 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (269.586611 sec): 2 clusters Score: Raw -1576104.254532 + Penalty 1620.258095 = -1574483.996438 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (269.657039 sec): 3 clusters Score: Raw -1563151.305191 + Penalty 3240.516190 = -1559910.789002 nChanged 9814 SP:Iteration 1F (269.737570 sec): 3 clusters Score: Raw -1569167.930322 + Penalty 3240.516190 = -1565927.414133 nChanged 1536 SP:Iteration 2F (269.808771 sec): 3 clusters Score: Raw -1570556.915715 + Penalty 3240.516190 = -1567316.399526 nChanged 1987 SP:Iteration 3F (269.890187 sec): 3 clusters Score: Raw -1572863.383663 + Penalty 3240.516190 = -1569622.867474 nChanged 2247 SP:Iteration 4F (269.982229 sec): 3 clusters Score: Raw -1575181.686243 + Penalty 3240.516190 = -1571941.170053 nChanged 1930 SP:Iteration 5F (270.053774 sec): 3 clusters Score: Raw -1576903.988087 + Penalty 3240.516190 = -1573663.471898 nChanged 1307 SP:Iteration 6F (270.100308 sec): 3 clusters Score: Raw -1577937.675527 + Penalty 3240.516190 = -1574697.159338 nChanged 888 SP:Iteration 7Q (270.182797 sec): 3 clusters Score: Raw -1578575.527778 + Penalty 3240.516190 = -1575335.011589 nChanged 596 SP:Iteration 8Q (270.267027 sec): 3 clusters Score: Raw -1578944.535590 + Penalty 3240.516190 = -1575704.019400 nChanged 413 SP:Iteration 9Q (270.340514 sec): 3 clusters Score: Raw -1579189.147163 + Penalty 3240.516190 = -1575948.630974 nChanged 295 SP:Iteration 10Q (270.429588 sec): 3 clusters Score: Raw -1579333.531999 + Penalty 3240.516190 = -1576093.015810 nChanged 217 SP:Iteration 11Q (270.495735 sec): 3 clusters Score: Raw -1579427.134460 + Penalty 3240.516190 = -1576186.618271 nChanged 154 SP:Iteration 12Q (270.579189 sec): 3 clusters Score: Raw -1579489.650345 + Penalty 3240.516190 = -1576249.134156 nChanged 108 SP:Iteration 13Q (270.661309 sec): 3 clusters Score: Raw -1579523.732605 + Penalty 3240.516190 = -1576283.216416 nChanged 76 SP:Iteration 14Q (270.731847 sec): 3 clusters Score: Raw -1579547.267141 + Penalty 3240.516190 = -1576306.750951 nChanged 49 SP:Iteration 15Q (270.808819 sec): 3 clusters Score: Raw -1579558.376074 + Penalty 3240.516190 = -1576317.859884 nChanged 37 SP:Iteration 16Q (270.885567 sec): 3 clusters Score: Raw -1579564.793134 + Penalty 3240.516190 = -1576324.276945 nChanged 20 SP:Iteration 17Q (270.959317 sec): 3 clusters Score: Raw -1579568.483473 + Penalty 3240.516190 = -1576327.967283 nChanged 14 SP:Iteration 18Q (271.038696 sec): 3 clusters Score: Raw -1579571.636198 + Penalty 3240.516190 = -1576331.120008 nChanged 11 SP:Iteration 19Q (271.115117 sec): 3 clusters Score: Raw -1579573.077513 + Penalty 3240.516190 = -1576332.561324 nChanged 8 SP:Iteration 20F (271.184395 sec): 3 clusters Score: Raw -1579574.249567 + Penalty 3240.516190 = -1576333.733377 nChanged 9 SP:Iteration 21Q (271.263586 sec): 3 clusters Score: Raw -1579575.084093 + Penalty 3240.516190 = -1576334.567904 nChanged 11 SP:Iteration 22Q (271.348815 sec): 3 clusters Score: Raw -1579576.492548 + Penalty 3240.516190 = -1576335.976359 nChanged 5 SP:Iteration 23Q (271.423120 sec): 3 clusters Score: Raw -1579577.185371 + Penalty 3240.516190 = -1576336.669181 nChanged 7 SP:Iteration 24Q (271.509549 sec): 3 clusters Score: Raw -1579578.310161 + Penalty 3240.516190 = -1576337.793971 nChanged 9 SP:Iteration 25Q (271.588094 sec): 3 clusters Score: Raw -1579580.045796 + Penalty 3240.516190 = -1576339.529606 nChanged 9 SP:Iteration 26Q (271.676762 sec): 3 clusters Score: Raw -1579581.133887 + Penalty 3240.516190 = -1576340.617698 nChanged 6 SP:Iteration 27Q (271.753839 sec): 3 clusters Score: Raw -1579581.704894 + Penalty 3240.516190 = -1576341.188705 nChanged 4 SP:Iteration 28Q (271.831037 sec): 3 clusters Score: Raw -1579582.080233 + Penalty 3240.516190 = -1576341.564044 nChanged 2 SP:Iteration 29Q (271.904151 sec): 3 clusters Score: Raw -1579582.233016 + Penalty 3240.516190 = -1576341.716827 nChanged 2 SP:Iteration 30Q (271.987451 sec): 3 clusters Score: Raw -1579582.369278 + Penalty 3240.516190 = -1576341.853088 nChanged 0 SP:Iteration 31F (272.060901 sec): 3 clusters Score: Raw -1579582.369278 + Penalty 3240.516190 = -1576341.853088 nChanged 0 Score: Raw -48982596.800669 + Penalty 62888.272896 = -48919708.527773 Splitting cluster 13 changes total score from -48839866.507231 to -48919708.527773 So it's getting split into cluster 29. Trying to split cluster 14 (145726 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (284.313046 sec): 2 clusters Score: Raw -12012868.002717 + Penalty 1932.041057 = -12010935.961661 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (284.605736 sec): 3 clusters Score: Raw -11917215.989563 + Penalty 3864.082113 = -11913351.907450 nChanged 70264 SP:Iteration 1F (284.878857 sec): 3 clusters Score: Raw -11959234.076161 + Penalty 3864.082113 = -11955369.994048 nChanged 6767 SP:Iteration 2Q (285.179903 sec): 3 clusters Score: Raw -11961871.005920 + Penalty 3864.082113 = -11958006.923807 nChanged 8412 SP:Iteration 3F (285.457517 sec): 3 clusters Score: Raw -11966382.100673 + Penalty 3864.082113 = -11962518.018560 nChanged 10458 SP:Iteration 4F (285.737315 sec): 3 clusters Score: Raw -11973501.738958 + Penalty 3864.082113 = -11969637.656845 nChanged 11660 SP:Iteration 5F (286.016849 sec): 3 clusters Score: Raw -11982762.951288 + Penalty 3864.082113 = -11978898.869175 nChanged 11079 SP:Iteration 6F (286.292924 sec): 3 clusters Score: Raw -11992100.045539 + Penalty 3864.082113 = -11988235.963426 nChanged 8456 SP:Iteration 7F (286.569432 sec): 3 clusters Score: Raw -12000324.163196 + Penalty 3864.082113 = -11996460.081083 nChanged 6138 SP:Iteration 8Q (286.858909 sec): 3 clusters Score: Raw -12008483.768424 + Penalty 3864.082113 = -12004619.686311 nChanged 4251 SP:Iteration 9Q (287.136396 sec): 3 clusters Score: Raw -12013405.256288 + Penalty 3864.082113 = -12009541.174175 nChanged 2312 SP:Iteration 10Q (287.383248 sec): 3 clusters Score: Raw -12014588.139245 + Penalty 3864.082113 = -12010724.057131 nChanged 1196 SP:Iteration 11Q (287.635243 sec): 3 clusters Score: Raw -12015009.352335 + Penalty 3864.082113 = -12011145.270222 nChanged 859 SP:Iteration 12Q (287.897225 sec): 3 clusters Score: Raw -12015247.320513 + Penalty 3864.082113 = -12011383.238400 nChanged 626 SP:Iteration 13Q (288.139044 sec): 3 clusters Score: Raw -12015381.091946 + Penalty 3864.082113 = -12011517.009832 nChanged 467 SP:Iteration 14Q (288.389323 sec): 3 clusters Score: Raw -12015459.076406 + Penalty 3864.082113 = -12011594.994293 nChanged 361 SP:Iteration 15Q (288.615357 sec): 3 clusters Score: Raw -12015509.507248 + Penalty 3864.082113 = -12011645.425135 nChanged 319 SP:Iteration 16Q (288.862841 sec): 3 clusters Score: Raw -12015548.675156 + Penalty 3864.082113 = -12011684.593043 nChanged 255 SP:Iteration 17Q (289.090042 sec): 3 clusters Score: Raw -12015575.335054 + Penalty 3864.082113 = -12011711.252940 nChanged 215 SP:Iteration 18Q (289.324374 sec): 3 clusters Score: Raw -12015594.609988 + Penalty 3864.082113 = -12011730.527875 nChanged 173 SP:Iteration 19Q (289.570732 sec): 3 clusters Score: Raw -12015607.739633 + Penalty 3864.082113 = -12011743.657520 nChanged 167 SP:Iteration 20F (289.859695 sec): 3 clusters Score: Raw -12015618.770561 + Penalty 3864.082113 = -12011754.688447 nChanged 141 SP:Iteration 21Q (290.111441 sec): 3 clusters Score: Raw -12015626.950515 + Penalty 3864.082113 = -12011762.868402 nChanged 116 SP:Iteration 22Q (290.360319 sec): 3 clusters Score: Raw -12015633.611178 + Penalty 3864.082113 = -12011769.529065 nChanged 118 SP:Iteration 23Q (290.586571 sec): 3 clusters Score: Raw -12015639.972013 + Penalty 3864.082113 = -12011775.889900 nChanged 132 SP:Iteration 24Q (290.826160 sec): 3 clusters Score: Raw -12015647.220518 + Penalty 3864.082113 = -12011783.138405 nChanged 109 SP:Iteration 25Q (291.071944 sec): 3 clusters Score: Raw -12015652.193810 + Penalty 3864.082113 = -12011788.111696 nChanged 97 SP:Iteration 26Q (291.290575 sec): 3 clusters Score: Raw -12015656.901697 + Penalty 3864.082113 = -12011792.819584 nChanged 94 SP:Iteration 27Q (291.536550 sec): 3 clusters Score: Raw -12015661.196089 + Penalty 3864.082113 = -12011797.113976 nChanged 81 SP:Iteration 28Q (291.772355 sec): 3 clusters Score: Raw -12015664.760929 + Penalty 3864.082113 = -12011800.678816 nChanged 81 SP:Iteration 29Q (292.013043 sec): 3 clusters Score: Raw -12015667.990129 + Penalty 3864.082113 = -12011803.908015 nChanged 79 SP:Iteration 30Q (292.252769 sec): 3 clusters Score: Raw -12015671.730673 + Penalty 3864.082113 = -12011807.648560 nChanged 72 SP:Iteration 31Q (292.501462 sec): 3 clusters Score: Raw -12015674.487662 + Penalty 3864.082113 = -12011810.405549 nChanged 52 SP:Iteration 32Q (292.759102 sec): 3 clusters Score: Raw -12015676.193879 + Penalty 3864.082113 = -12011812.111766 nChanged 35 SP:Iteration 33Q (293.010184 sec): 3 clusters Score: Raw -12015677.207317 + Penalty 3864.082113 = -12011813.125204 nChanged 39 SP:Iteration 34Q (293.258367 sec): 3 clusters Score: Raw -12015678.358053 + Penalty 3864.082113 = -12011814.275940 nChanged 33 SP:Iteration 35Q (293.495474 sec): 3 clusters Score: Raw -12015679.257313 + Penalty 3864.082113 = -12011815.175200 nChanged 33 SP:Iteration 36Q (293.739305 sec): 3 clusters Score: Raw -12015680.054970 + Penalty 3864.082113 = -12011815.972857 nChanged 25 SP:Iteration 37Q (293.973700 sec): 3 clusters Score: Raw -12015680.689295 + Penalty 3864.082113 = -12011816.607182 nChanged 18 SP:Iteration 38Q (294.215850 sec): 3 clusters Score: Raw -12015681.106836 + Penalty 3864.082113 = -12011817.024723 nChanged 13 SP:Iteration 39Q (294.472387 sec): 3 clusters Score: Raw -12015681.431500 + Penalty 3864.082113 = -12011817.349387 nChanged 13 SP:Iteration 40F (294.755472 sec): 3 clusters Score: Raw -12015681.695664 + Penalty 3864.082113 = -12011817.613551 nChanged 17 SP:Iteration 41Q (295.007516 sec): 3 clusters Score: Raw -12015682.063360 + Penalty 3864.082113 = -12011817.981247 nChanged 15 SP:Iteration 42Q (295.250964 sec): 3 clusters Score: Raw -12015682.393999 + Penalty 3864.082113 = -12011818.311886 nChanged 14 SP:Iteration 43Q (295.495123 sec): 3 clusters Score: Raw -12015682.695298 + Penalty 3864.082113 = -12011818.613185 nChanged 12 SP:Iteration 44Q (295.747359 sec): 3 clusters Score: Raw -12015682.971418 + Penalty 3864.082113 = -12011818.889305 nChanged 10 SP:Iteration 45Q (295.997109 sec): 3 clusters Score: Raw -12015683.205804 + Penalty 3864.082113 = -12011819.123691 nChanged 15 SP:Iteration 46Q (296.257130 sec): 3 clusters Score: Raw -12015683.657578 + Penalty 3864.082113 = -12011819.575465 nChanged 16 SP:Iteration 47Q (296.488841 sec): 3 clusters Score: Raw -12015684.160572 + Penalty 3864.082113 = -12011820.078459 nChanged 15 SP:Iteration 48Q (296.731871 sec): 3 clusters Score: Raw -12015684.535855 + Penalty 3864.082113 = -12011820.453742 nChanged 14 SP:Iteration 49Q (296.955696 sec): 3 clusters Score: Raw -12015684.984420 + Penalty 3864.082113 = -12011820.902307 nChanged 14 SP:Iteration 50Q (297.197758 sec): 3 clusters Score: Raw -12015685.300906 + Penalty 3864.082113 = -12011821.218793 nChanged 13 SP:Iteration 51Q (297.439746 sec): 3 clusters Score: Raw -12015685.558348 + Penalty 3864.082113 = -12011821.476234 nChanged 18 SP:Iteration 52Q (297.694270 sec): 3 clusters Score: Raw -12015685.966484 + Penalty 3864.082113 = -12011821.884371 nChanged 19 SP:Iteration 53Q (297.936271 sec): 3 clusters Score: Raw -12015686.400295 + Penalty 3864.082113 = -12011822.318182 nChanged 17 SP:Iteration 54Q (298.180182 sec): 3 clusters Score: Raw -12015686.847834 + Penalty 3864.082113 = -12011822.765721 nChanged 17 SP:Iteration 55Q (298.412590 sec): 3 clusters Score: Raw -12015687.210820 + Penalty 3864.082113 = -12011823.128706 nChanged 16 SP:Iteration 56Q (298.669334 sec): 3 clusters Score: Raw -12015687.581234 + Penalty 3864.082113 = -12011823.499121 nChanged 18 SP:Iteration 57Q (298.922103 sec): 3 clusters Score: Raw -12015688.103300 + Penalty 3864.082113 = -12011824.021187 nChanged 17 SP:Iteration 58Q (299.161868 sec): 3 clusters Score: Raw -12015688.465296 + Penalty 3864.082113 = -12011824.383183 nChanged 12 SP:Iteration 59Q (299.410658 sec): 3 clusters Score: Raw -12015688.704981 + Penalty 3864.082113 = -12011824.622868 nChanged 7 SP:Iteration 60F (299.703994 sec): 3 clusters Score: Raw -12015688.848226 + Penalty 3864.082113 = -12011824.766113 nChanged 10 SP:Iteration 61Q (299.950939 sec): 3 clusters Score: Raw -12015689.025946 + Penalty 3864.082113 = -12011824.943833 nChanged 12 SP:Iteration 62Q (300.188998 sec): 3 clusters Score: Raw -12015689.266782 + Penalty 3864.082113 = -12011825.184669 nChanged 9 SP:Iteration 63Q (300.449556 sec): 3 clusters Score: Raw -12015689.445575 + Penalty 3864.082113 = -12011825.363462 nChanged 11 SP:Iteration 64Q (300.696135 sec): 3 clusters Score: Raw -12015689.680084 + Penalty 3864.082113 = -12011825.597971 nChanged 11 SP:Iteration 65Q (300.950299 sec): 3 clusters Score: Raw -12015689.839841 + Penalty 3864.082113 = -12011825.757728 nChanged 7 SP:Iteration 66Q (301.198120 sec): 3 clusters Score: Raw -12015689.955338 + Penalty 3864.082113 = -12011825.873224 nChanged 6 SP:Iteration 67Q (301.449412 sec): 3 clusters Score: Raw -12015690.038673 + Penalty 3864.082113 = -12011825.956559 nChanged 3 SP:Iteration 68Q (301.702374 sec): 3 clusters Score: Raw -12015690.108243 + Penalty 3864.082113 = -12011826.026130 nChanged 5 SP:Iteration 69Q (301.953371 sec): 3 clusters Score: Raw -12015690.155550 + Penalty 3864.082113 = -12011826.073437 nChanged 1 SP:Iteration 70Q (302.200736 sec): 3 clusters Score: Raw -12015690.165125 + Penalty 3864.082113 = -12011826.083012 nChanged 2 SP:Iteration 71Q (302.448803 sec): 3 clusters Score: Raw -12015690.191144 + Penalty 3864.082113 = -12011826.109031 nChanged 1 SP:Iteration 72Q (302.702122 sec): 3 clusters Score: Raw -12015690.203471 + Penalty 3864.082113 = -12011826.121358 nChanged 1 SP:Iteration 73Q (302.949984 sec): 3 clusters Score: Raw -12015690.220335 + Penalty 3864.082113 = -12011826.138222 nChanged 3 SP:Iteration 74Q (303.210485 sec): 3 clusters Score: Raw -12015690.310017 + Penalty 3864.082113 = -12011826.227904 nChanged 5 SP:Iteration 75Q (303.459901 sec): 3 clusters Score: Raw -12015690.396838 + Penalty 3864.082113 = -12011826.314725 nChanged 5 SP:Iteration 76Q (303.709662 sec): 3 clusters Score: Raw -12015690.449203 + Penalty 3864.082113 = -12011826.367090 nChanged 1 SP:Iteration 77Q (303.944256 sec): 3 clusters Score: Raw -12015690.457361 + Penalty 3864.082113 = -12011826.375247 nChanged 0 SP:Iteration 78F (304.224313 sec): 3 clusters Score: Raw -12015690.457361 + Penalty 3864.082113 = -12011826.375247 nChanged 0 Score: Raw -48985419.255312 + Penalty 65056.834030 = -48920362.421282 Splitting cluster 14 changes total score from -48839866.507231 to -48920362.421282 So it's getting split into cluster 30. Trying to split cluster 15 (58240 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (316.639663 sec): 2 clusters Score: Raw -4593065.343937 + Penalty 1783.003248 = -4591282.340689 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (316.788896 sec): 3 clusters Score: Raw -4555790.802641 + Penalty 3566.006497 = -4552224.796144 nChanged 27531 SP:Iteration 1F (316.936367 sec): 3 clusters Score: Raw -4571764.350891 + Penalty 3566.006497 = -4568198.344394 nChanged 2479 SP:Iteration 2Q (317.085336 sec): 3 clusters Score: Raw -4572585.188413 + Penalty 3566.006497 = -4569019.181917 nChanged 2604 SP:Iteration 3Q (317.230918 sec): 3 clusters Score: Raw -4573577.120858 + Penalty 3566.006497 = -4570011.114361 nChanged 2855 SP:Iteration 4Q (317.381451 sec): 3 clusters Score: Raw -4574824.379956 + Penalty 3566.006497 = -4571258.373459 nChanged 3172 SP:Iteration 5F (317.523132 sec): 3 clusters Score: Raw -4576536.003439 + Penalty 3566.006497 = -4572969.996942 nChanged 3568 SP:Iteration 6F (317.664325 sec): 3 clusters Score: Raw -4578814.577046 + Penalty 3566.006497 = -4575248.570549 nChanged 3760 SP:Iteration 7F (317.824108 sec): 3 clusters Score: Raw -4581523.068792 + Penalty 3566.006497 = -4577957.062295 nChanged 3529 SP:Iteration 8F (317.967587 sec): 3 clusters Score: Raw -4584339.717313 + Penalty 3566.006497 = -4580773.710816 nChanged 2919 SP:Iteration 9F (318.112346 sec): 3 clusters Score: Raw -4586693.539286 + Penalty 3566.006497 = -4583127.532789 nChanged 2243 SP:Iteration 10Q (318.255609 sec): 3 clusters Score: Raw -4588354.497464 + Penalty 3566.006497 = -4584788.490967 nChanged 1639 SP:Iteration 11Q (318.389337 sec): 3 clusters Score: Raw -4589405.270350 + Penalty 3566.006497 = -4585839.263853 nChanged 1236 SP:Iteration 12Q (318.534590 sec): 3 clusters Score: Raw -4590134.449421 + Penalty 3566.006497 = -4586568.442924 nChanged 1073 SP:Iteration 13Q (318.675274 sec): 3 clusters Score: Raw -4590770.909996 + Penalty 3566.006497 = -4587204.903500 nChanged 917 SP:Iteration 14Q (318.804667 sec): 3 clusters Score: Raw -4591327.646031 + Penalty 3566.006497 = -4587761.639534 nChanged 801 SP:Iteration 15Q (318.946333 sec): 3 clusters Score: Raw -4591794.678329 + Penalty 3566.006497 = -4588228.671832 nChanged 679 SP:Iteration 16Q (319.065067 sec): 3 clusters Score: Raw -4592154.362025 + Penalty 3566.006497 = -4588588.355528 nChanged 542 SP:Iteration 17Q (319.197559 sec): 3 clusters Score: Raw -4592412.608852 + Penalty 3566.006497 = -4588846.602355 nChanged 454 SP:Iteration 18Q (319.329464 sec): 3 clusters Score: Raw -4592628.015851 + Penalty 3566.006497 = -4589062.009354 nChanged 373 SP:Iteration 19Q (319.455924 sec): 3 clusters Score: Raw -4592816.735815 + Penalty 3566.006497 = -4589250.729318 nChanged 324 SP:Iteration 20F (319.598259 sec): 3 clusters Score: Raw -4592963.430095 + Penalty 3566.006497 = -4589397.423598 nChanged 267 SP:Iteration 21Q (319.714994 sec): 3 clusters Score: Raw -4593075.078035 + Penalty 3566.006497 = -4589509.071538 nChanged 227 SP:Iteration 22Q (319.832580 sec): 3 clusters Score: Raw -4593172.288910 + Penalty 3566.006497 = -4589606.282413 nChanged 211 SP:Iteration 23Q (319.951616 sec): 3 clusters Score: Raw -4593252.879222 + Penalty 3566.006497 = -4589686.872725 nChanged 175 SP:Iteration 24Q (320.059339 sec): 3 clusters Score: Raw -4593316.636445 + Penalty 3566.006497 = -4589750.629948 nChanged 153 SP:Iteration 25Q (320.181960 sec): 3 clusters Score: Raw -4593373.773160 + Penalty 3566.006497 = -4589807.766663 nChanged 142 SP:Iteration 26Q (320.296866 sec): 3 clusters Score: Raw -4593426.002477 + Penalty 3566.006497 = -4589859.995981 nChanged 118 SP:Iteration 27Q (320.418509 sec): 3 clusters Score: Raw -4593466.333036 + Penalty 3566.006497 = -4589900.326539 nChanged 97 SP:Iteration 28Q (320.543595 sec): 3 clusters Score: Raw -4593498.393632 + Penalty 3566.006497 = -4589932.387135 nChanged 87 SP:Iteration 29Q (320.666831 sec): 3 clusters Score: Raw -4593537.061185 + Penalty 3566.006497 = -4589971.054688 nChanged 94 SP:Iteration 30Q (320.800741 sec): 3 clusters Score: Raw -4593579.611360 + Penalty 3566.006497 = -4590013.604863 nChanged 81 SP:Iteration 31Q (320.927904 sec): 3 clusters Score: Raw -4593613.862912 + Penalty 3566.006497 = -4590047.856415 nChanged 87 SP:Iteration 32Q (321.045939 sec): 3 clusters Score: Raw -4593649.536946 + Penalty 3566.006497 = -4590083.530449 nChanged 65 SP:Iteration 33Q (321.173661 sec): 3 clusters Score: Raw -4593674.202936 + Penalty 3566.006497 = -4590108.196439 nChanged 48 SP:Iteration 34Q (321.293193 sec): 3 clusters Score: Raw -4593689.741359 + Penalty 3566.006497 = -4590123.734862 nChanged 37 SP:Iteration 35Q (321.419455 sec): 3 clusters Score: Raw -4593701.555091 + Penalty 3566.006497 = -4590135.548595 nChanged 39 SP:Iteration 36Q (321.559083 sec): 3 clusters Score: Raw -4593715.279368 + Penalty 3566.006497 = -4590149.272871 nChanged 40 SP:Iteration 37Q (321.674462 sec): 3 clusters Score: Raw -4593726.267843 + Penalty 3566.006497 = -4590160.261346 nChanged 37 SP:Iteration 38Q (321.806207 sec): 3 clusters Score: Raw -4593735.624483 + Penalty 3566.006497 = -4590169.617986 nChanged 29 SP:Iteration 39Q (321.946112 sec): 3 clusters Score: Raw -4593744.287013 + Penalty 3566.006497 = -4590178.280516 nChanged 25 SP:Iteration 40F (322.083575 sec): 3 clusters Score: Raw -4593751.078356 + Penalty 3566.006497 = -4590185.071859 nChanged 18 SP:Iteration 41Q (322.223246 sec): 3 clusters Score: Raw -4593756.923196 + Penalty 3566.006497 = -4590190.916699 nChanged 20 SP:Iteration 42Q (322.332931 sec): 3 clusters Score: Raw -4593762.692049 + Penalty 3566.006497 = -4590196.685552 nChanged 18 SP:Iteration 43Q (322.459723 sec): 3 clusters Score: Raw -4593767.285024 + Penalty 3566.006497 = -4590201.278528 nChanged 16 SP:Iteration 44Q (322.583294 sec): 3 clusters Score: Raw -4593772.640297 + Penalty 3566.006497 = -4590206.633800 nChanged 18 SP:Iteration 45Q (322.710479 sec): 3 clusters Score: Raw -4593776.474286 + Penalty 3566.006497 = -4590210.467789 nChanged 18 SP:Iteration 46Q (322.835857 sec): 3 clusters Score: Raw -4593781.433851 + Penalty 3566.006497 = -4590215.427354 nChanged 18 SP:Iteration 47Q (322.947467 sec): 3 clusters Score: Raw -4593786.590677 + Penalty 3566.006497 = -4590220.584180 nChanged 14 SP:Iteration 48Q (323.077761 sec): 3 clusters Score: Raw -4593790.360479 + Penalty 3566.006497 = -4590224.353982 nChanged 8 SP:Iteration 49Q (323.205250 sec): 3 clusters Score: Raw -4593792.136938 + Penalty 3566.006497 = -4590226.130441 nChanged 2 SP:Iteration 50Q (323.316500 sec): 3 clusters Score: Raw -4593792.672797 + Penalty 3566.006497 = -4590226.666300 nChanged 4 SP:Iteration 51Q (323.447617 sec): 3 clusters Score: Raw -4593794.115423 + Penalty 3566.006497 = -4590228.108927 nChanged 5 SP:Iteration 52Q (323.564142 sec): 3 clusters Score: Raw -4593795.288748 + Penalty 3566.006497 = -4590229.282251 nChanged 3 SP:Iteration 53Q (323.693570 sec): 3 clusters Score: Raw -4593795.837127 + Penalty 3566.006497 = -4590229.830630 nChanged 4 SP:Iteration 54Q (323.809630 sec): 3 clusters Score: Raw -4593796.754864 + Penalty 3566.006497 = -4590230.748367 nChanged 4 SP:Iteration 55Q (323.931142 sec): 3 clusters Score: Raw -4593797.362165 + Penalty 3566.006497 = -4590231.355668 nChanged 2 SP:Iteration 56Q (324.053177 sec): 3 clusters Score: Raw -4593797.658899 + Penalty 3566.006497 = -4590231.652402 nChanged 2 SP:Iteration 57Q (324.182722 sec): 3 clusters Score: Raw -4593797.822018 + Penalty 3566.006497 = -4590231.815521 nChanged 2 SP:Iteration 58Q (324.278317 sec): 3 clusters Score: Raw -4593798.323824 + Penalty 3566.006497 = -4590232.317327 nChanged 4 SP:Iteration 59Q (324.397999 sec): 3 clusters Score: Raw -4593798.911165 + Penalty 3566.006497 = -4590232.904668 nChanged 2 SP:Iteration 60F (324.537228 sec): 3 clusters Score: Raw -4593799.449473 + Penalty 3566.006497 = -4590233.442976 nChanged 3 SP:Iteration 61Q (324.654061 sec): 3 clusters Score: Raw -4593799.841444 + Penalty 3566.006497 = -4590233.834947 nChanged 4 SP:Iteration 62Q (324.772378 sec): 3 clusters Score: Raw -4593800.786487 + Penalty 3566.006497 = -4590234.779990 nChanged 5 SP:Iteration 63Q (324.881815 sec): 3 clusters Score: Raw -4593801.884381 + Penalty 3566.006497 = -4590235.877884 nChanged 3 SP:Iteration 64Q (324.986556 sec): 3 clusters Score: Raw -4593802.243021 + Penalty 3566.006497 = -4590236.236524 nChanged 3 SP:Iteration 65Q (325.093738 sec): 3 clusters Score: Raw -4593802.985229 + Penalty 3566.006497 = -4590236.978732 nChanged 7 SP:Iteration 66Q (325.213179 sec): 3 clusters Score: Raw -4593804.190876 + Penalty 3566.006497 = -4590238.184380 nChanged 0 SP:Iteration 67F (325.351737 sec): 3 clusters Score: Raw -4593804.190876 + Penalty 3566.006497 = -4590238.184380 nChanged 0 Trying to split cluster 16 (8502 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (325.393048 sec): 2 clusters Score: Raw -651039.777865 + Penalty 1470.309215 = -649569.468650 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (325.457952 sec): 3 clusters Score: Raw -646483.178141 + Penalty 2940.618430 = -643542.559710 nChanged 3654 SP:Iteration 1F (325.523868 sec): 3 clusters Score: Raw -648850.897993 + Penalty 2940.618430 = -645910.279562 nChanged 859 SP:Iteration 2F (325.585780 sec): 3 clusters Score: Raw -650050.963775 + Penalty 2940.618430 = -647110.345344 nChanged 1041 SP:Iteration 3F (325.635039 sec): 3 clusters Score: Raw -652331.555237 + Penalty 2940.618430 = -649390.936806 nChanged 1168 SP:Iteration 4F (325.703481 sec): 3 clusters Score: Raw -654565.692143 + Penalty 2940.618430 = -651625.073712 nChanged 834 SP:Iteration 5F (325.771519 sec): 3 clusters Score: Raw -655754.420916 + Penalty 2940.618430 = -652813.802486 nChanged 418 SP:Iteration 6Q (325.829363 sec): 3 clusters Score: Raw -656060.111078 + Penalty 2940.618430 = -653119.492648 nChanged 186 SP:Iteration 7Q (325.872968 sec): 3 clusters Score: Raw -656158.113531 + Penalty 2940.618430 = -653217.495101 nChanged 119 SP:Iteration 8Q (325.946024 sec): 3 clusters Score: Raw -656208.029078 + Penalty 2940.618430 = -653267.410647 nChanged 69 SP:Iteration 9Q (326.006200 sec): 3 clusters Score: Raw -656228.433810 + Penalty 2940.618430 = -653287.815380 nChanged 52 SP:Iteration 10Q (326.071046 sec): 3 clusters Score: Raw -656241.622363 + Penalty 2940.618430 = -653301.003933 nChanged 41 SP:Iteration 11Q (326.122644 sec): 3 clusters Score: Raw -656250.728086 + Penalty 2940.618430 = -653310.109655 nChanged 22 SP:Iteration 12Q (326.194309 sec): 3 clusters Score: Raw -656255.373252 + Penalty 2940.618430 = -653314.754821 nChanged 21 SP:Iteration 13Q (326.252286 sec): 3 clusters Score: Raw -656259.278113 + Penalty 2940.618430 = -653318.659683 nChanged 14 SP:Iteration 14Q (326.305382 sec): 3 clusters Score: Raw -656262.629954 + Penalty 2940.618430 = -653322.011523 nChanged 17 SP:Iteration 15Q (326.362134 sec): 3 clusters Score: Raw -656265.612040 + Penalty 2940.618430 = -653324.993610 nChanged 10 SP:Iteration 16Q (326.429407 sec): 3 clusters Score: Raw -656267.099731 + Penalty 2940.618430 = -653326.481300 nChanged 4 SP:Iteration 17Q (326.493998 sec): 3 clusters Score: Raw -656267.812573 + Penalty 2940.618430 = -653327.194143 nChanged 5 SP:Iteration 18Q (326.559011 sec): 3 clusters Score: Raw -656268.528022 + Penalty 2940.618430 = -653327.909591 nChanged 6 SP:Iteration 19Q (326.621850 sec): 3 clusters Score: Raw -656269.230391 + Penalty 2940.618430 = -653328.611961 nChanged 4 SP:Iteration 20F (326.671511 sec): 3 clusters Score: Raw -656269.755164 + Penalty 2940.618430 = -653329.136733 nChanged 1 SP:Iteration 21Q (326.723710 sec): 3 clusters Score: Raw -656270.127566 + Penalty 2940.618430 = -653329.509136 nChanged 2 SP:Iteration 22Q (326.786890 sec): 3 clusters Score: Raw -656270.624659 + Penalty 2940.618430 = -653330.006228 nChanged 4 SP:Iteration 23Q (326.849008 sec): 3 clusters Score: Raw -656271.370397 + Penalty 2940.618430 = -653330.751967 nChanged 6 SP:Iteration 24Q (326.909987 sec): 3 clusters Score: Raw -656272.260605 + Penalty 2940.618430 = -653331.642175 nChanged 5 SP:Iteration 25Q (326.983428 sec): 3 clusters Score: Raw -656272.968718 + Penalty 2940.618430 = -653332.350288 nChanged 2 SP:Iteration 26Q (327.041379 sec): 3 clusters Score: Raw -656273.155967 + Penalty 2940.618430 = -653332.537536 nChanged 1 SP:Iteration 27Q (327.107509 sec): 3 clusters Score: Raw -656273.301681 + Penalty 2940.618430 = -653332.683251 nChanged 0 SP:Iteration 28F (327.160238 sec): 3 clusters Score: Raw -656273.301681 + Penalty 2940.618430 = -653332.683251 nChanged 0 Score: Raw -48990652.779129 + Penalty 67225.395165 = -48923427.383964 Splitting cluster 16 changes total score from -48839866.507231 to -48923427.383964 So it's getting split into cluster 31. Trying to split cluster 18 (89460 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (340.108343 sec): 2 clusters Score: Raw -7359938.528358 + Penalty 1852.751368 = -7358085.776991 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (340.293328 sec): 3 clusters Score: Raw -7301884.304665 + Penalty 3705.502735 = -7298178.801930 nChanged 42892 SP:Iteration 1F (340.486121 sec): 3 clusters Score: Raw -7330500.296694 + Penalty 3705.502735 = -7326794.793959 nChanged 7097 SP:Iteration 2F (340.668182 sec): 3 clusters Score: Raw -7338726.156742 + Penalty 3705.502735 = -7335020.654007 nChanged 9959 SP:Iteration 3F (340.848836 sec): 3 clusters Score: Raw -7354282.678419 + Penalty 3705.502735 = -7350577.175684 nChanged 11271 SP:Iteration 4F (341.032528 sec): 3 clusters Score: Raw -7373630.770444 + Penalty 3705.502735 = -7369925.267709 nChanged 8210 SP:Iteration 5F (341.214399 sec): 3 clusters Score: Raw -7386362.386907 + Penalty 3705.502735 = -7382656.884172 nChanged 4054 SP:Iteration 6Q (341.399379 sec): 3 clusters Score: Raw -7391522.804097 + Penalty 3705.502735 = -7387817.301362 nChanged 1816 SP:Iteration 7Q (341.572964 sec): 3 clusters Score: Raw -7393777.129343 + Penalty 3705.502735 = -7390071.626608 nChanged 1049 SP:Iteration 8Q (341.746509 sec): 3 clusters Score: Raw -7394631.137470 + Penalty 3705.502735 = -7390925.634735 nChanged 604 SP:Iteration 9Q (341.910575 sec): 3 clusters Score: Raw -7394912.448395 + Penalty 3705.502735 = -7391206.945659 nChanged 345 SP:Iteration 10Q (342.076148 sec): 3 clusters Score: Raw -7395033.607762 + Penalty 3705.502735 = -7391328.105027 nChanged 233 SP:Iteration 11Q (342.239578 sec): 3 clusters Score: Raw -7395101.382409 + Penalty 3705.502735 = -7391395.879674 nChanged 160 SP:Iteration 12Q (342.393908 sec): 3 clusters Score: Raw -7395136.782213 + Penalty 3705.502735 = -7391431.279478 nChanged 121 SP:Iteration 13Q (342.557852 sec): 3 clusters Score: Raw -7395159.240585 + Penalty 3705.502735 = -7391453.737850 nChanged 116 SP:Iteration 14Q (342.717240 sec): 3 clusters Score: Raw -7395180.264090 + Penalty 3705.502735 = -7391474.761355 nChanged 82 SP:Iteration 15Q (342.875587 sec): 3 clusters Score: Raw -7395190.707594 + Penalty 3705.502735 = -7391485.204859 nChanged 51 SP:Iteration 16Q (343.039213 sec): 3 clusters Score: Raw -7395196.022526 + Penalty 3705.502735 = -7391490.519791 nChanged 45 SP:Iteration 17Q (343.206949 sec): 3 clusters Score: Raw -7395201.163941 + Penalty 3705.502735 = -7391495.661206 nChanged 39 SP:Iteration 18Q (343.360042 sec): 3 clusters Score: Raw -7395204.935514 + Penalty 3705.502735 = -7391499.432779 nChanged 21 SP:Iteration 19Q (343.510608 sec): 3 clusters Score: Raw -7395206.542469 + Penalty 3705.502735 = -7391501.039734 nChanged 16 SP:Iteration 20F (343.702312 sec): 3 clusters Score: Raw -7395207.602090 + Penalty 3705.502735 = -7391502.099355 nChanged 17 SP:Iteration 21Q (343.859941 sec): 3 clusters Score: Raw -7395208.579013 + Penalty 3705.502735 = -7391503.076278 nChanged 13 SP:Iteration 22Q (343.997022 sec): 3 clusters Score: Raw -7395209.229625 + Penalty 3705.502735 = -7391503.726890 nChanged 12 SP:Iteration 23Q (344.164410 sec): 3 clusters Score: Raw -7395209.832379 + Penalty 3705.502735 = -7391504.329644 nChanged 10 SP:Iteration 24Q (344.328910 sec): 3 clusters Score: Raw -7395210.412308 + Penalty 3705.502735 = -7391504.909573 nChanged 9 SP:Iteration 25Q (344.504653 sec): 3 clusters Score: Raw -7395210.737455 + Penalty 3705.502735 = -7391505.234720 nChanged 9 SP:Iteration 26Q (344.674343 sec): 3 clusters Score: Raw -7395211.174522 + Penalty 3705.502735 = -7391505.671787 nChanged 11 SP:Iteration 27Q (344.838621 sec): 3 clusters Score: Raw -7395211.730686 + Penalty 3705.502735 = -7391506.227951 nChanged 14 SP:Iteration 28Q (345.001289 sec): 3 clusters Score: Raw -7395212.892494 + Penalty 3705.502735 = -7391507.389759 nChanged 16 SP:Iteration 29Q (345.136438 sec): 3 clusters Score: Raw -7395214.295217 + Penalty 3705.502735 = -7391508.792482 nChanged 15 SP:Iteration 30Q (345.268417 sec): 3 clusters Score: Raw -7395214.988554 + Penalty 3705.502735 = -7391509.485819 nChanged 13 SP:Iteration 31Q (345.407901 sec): 3 clusters Score: Raw -7395215.583767 + Penalty 3705.502735 = -7391510.081032 nChanged 7 SP:Iteration 32Q (345.539929 sec): 3 clusters Score: Raw -7395215.863509 + Penalty 3705.502735 = -7391510.360774 nChanged 6 SP:Iteration 33Q (345.698144 sec): 3 clusters Score: Raw -7395216.054141 + Penalty 3705.502735 = -7391510.551406 nChanged 4 SP:Iteration 34Q (345.859297 sec): 3 clusters Score: Raw -7395216.199093 + Penalty 3705.502735 = -7391510.696358 nChanged 3 SP:Iteration 35Q (346.027389 sec): 3 clusters Score: Raw -7395216.249581 + Penalty 3705.502735 = -7391510.746846 nChanged 3 SP:Iteration 36Q (346.179995 sec): 3 clusters Score: Raw -7395216.317814 + Penalty 3705.502735 = -7391510.815079 nChanged 6 SP:Iteration 37Q (346.343250 sec): 3 clusters Score: Raw -7395216.473728 + Penalty 3705.502735 = -7391510.970993 nChanged 4 SP:Iteration 38Q (346.502762 sec): 3 clusters Score: Raw -7395216.568942 + Penalty 3705.502735 = -7391511.066207 nChanged 4 SP:Iteration 39Q (346.671037 sec): 3 clusters Score: Raw -7395216.673151 + Penalty 3705.502735 = -7391511.170416 nChanged 2 SP:Iteration 40F (346.857712 sec): 3 clusters Score: Raw -7395216.690108 + Penalty 3705.502735 = -7391511.187373 nChanged 0 Score: Raw -49025930.940878 + Penalty 69393.956299 = -48956536.984579 Splitting cluster 18 changes total score from -48839866.507231 to -48956536.984579 So it's getting split into cluster 32. Trying to split cluster 19 (10797 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (359.943225 sec): 2 clusters Score: Raw -824476.432143 + Penalty 1509.141334 = -822967.290809 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (359.998074 sec): 3 clusters Score: Raw -818453.335964 + Penalty 3018.282669 = -815435.053295 nChanged 4740 SP:Iteration 1F (360.066030 sec): 3 clusters Score: Raw -822785.767093 + Penalty 3018.282669 = -819767.484424 nChanged 1614 SP:Iteration 2F (360.126505 sec): 3 clusters Score: Raw -826190.642247 + Penalty 3018.282669 = -823172.359578 nChanged 1484 SP:Iteration 3F (360.196643 sec): 3 clusters Score: Raw -828739.353963 + Penalty 3018.282669 = -825721.071294 nChanged 956 SP:Iteration 4F (360.260547 sec): 3 clusters Score: Raw -829733.592116 + Penalty 3018.282669 = -826715.309447 nChanged 568 SP:Iteration 5F (360.311188 sec): 3 clusters Score: Raw -830248.565966 + Penalty 3018.282669 = -827230.283297 nChanged 470 SP:Iteration 6Q (360.372965 sec): 3 clusters Score: Raw -830670.559089 + Penalty 3018.282669 = -827652.276420 nChanged 449 SP:Iteration 7Q (360.435500 sec): 3 clusters Score: Raw -831085.186435 + Penalty 3018.282669 = -828066.903766 nChanged 415 SP:Iteration 8Q (360.494252 sec): 3 clusters Score: Raw -831514.041639 + Penalty 3018.282669 = -828495.758970 nChanged 371 SP:Iteration 9Q (360.564861 sec): 3 clusters Score: Raw -831981.934297 + Penalty 3018.282669 = -828963.651628 nChanged 325 SP:Iteration 10Q (360.622745 sec): 3 clusters Score: Raw -832532.911754 + Penalty 3018.282669 = -829514.629085 nChanged 233 SP:Iteration 11Q (360.676767 sec): 3 clusters Score: Raw -833054.235101 + Penalty 3018.282669 = -830035.952432 nChanged 174 SP:Iteration 12Q (360.726107 sec): 3 clusters Score: Raw -833378.011927 + Penalty 3018.282669 = -830359.729258 nChanged 117 SP:Iteration 13Q (360.783079 sec): 3 clusters Score: Raw -833519.538786 + Penalty 3018.282669 = -830501.256117 nChanged 74 SP:Iteration 14Q (360.848555 sec): 3 clusters Score: Raw -833578.345310 + Penalty 3018.282669 = -830560.062641 nChanged 41 SP:Iteration 15Q (360.895596 sec): 3 clusters Score: Raw -833601.691161 + Penalty 3018.282669 = -830583.408492 nChanged 37 SP:Iteration 16Q (360.930284 sec): 3 clusters Score: Raw -833623.917538 + Penalty 3018.282669 = -830605.634869 nChanged 19 SP:Iteration 17Q (360.978378 sec): 3 clusters Score: Raw -833630.161736 + Penalty 3018.282669 = -830611.879067 nChanged 12 SP:Iteration 18Q (361.037476 sec): 3 clusters Score: Raw -833634.411481 + Penalty 3018.282669 = -830616.128812 nChanged 5 SP:Iteration 19Q (361.102182 sec): 3 clusters Score: Raw -833635.545870 + Penalty 3018.282669 = -830617.263201 nChanged 1 SP:Iteration 20F (361.152830 sec): 3 clusters Score: Raw -833635.936803 + Penalty 3018.282669 = -830617.654134 nChanged 1 SP:Iteration 21Q (361.194542 sec): 3 clusters Score: Raw -833636.021572 + Penalty 3018.282669 = -830617.738903 nChanged 0 SP:Iteration 22F (361.251529 sec): 3 clusters Score: Raw -833636.021572 + Penalty 3018.282669 = -830617.738903 nChanged 0 Score: Raw -49035090.530307 + Penalty 71562.517433 = -48963528.012873 Splitting cluster 19 changes total score from -48839866.507231 to -48963528.012873 So it's getting split into cluster 33. Iteration 20F (388.650462 sec): 34 clusters Score: Raw -49062340.851502 + Penalty 71562.517433 = -48990778.334069 nChanged 31541 Iteration 21F (402.422259 sec): 34 clusters Score: Raw -49079964.338113 + Penalty 71562.517433 = -49008401.820679 nChanged 15244 Iteration 22Q (408.581596 sec): 34 clusters Score: Raw -49086962.500990 + Penalty 71562.517433 = -49015399.983556 nChanged 10613 Iteration 23Q (414.628269 sec): 34 clusters Score: Raw -49091652.105784 + Penalty 71562.517433 = -49020089.588351 nChanged 8401 Iteration 24Q (420.888889 sec): 34 clusters Score: Raw -49094977.235180 + Penalty 71562.517433 = -49023414.717746 nChanged 7096 Iteration 25Q (426.893768 sec): 34 clusters Score: Raw -49097083.587440 + Penalty 71562.517433 = -49025521.070006 nChanged 5794 Iteration 26Q (433.144052 sec): 34 clusters Score: Raw -49098553.162515 + Penalty 71562.517433 = -49026990.645082 nChanged 5060 Iteration 27Q (439.293432 sec): 34 clusters Score: Raw -49099673.397326 + Penalty 71562.517433 = -49028110.879893 nChanged 4409 Iteration 28Q (445.253577 sec): 34 clusters Score: Raw -49100522.162533 + Penalty 71562.517433 = -49028959.645099 nChanged 3696 Iteration 29Q (451.029825 sec): 34 clusters Score: Raw -49101171.276264 + Penalty 71562.517433 = -49029608.758830 nChanged 3260 Iteration 30Q (456.779599 sec): 34 clusters Score: Raw -49101726.463793 + Penalty 71562.517433 = -49030163.946360 nChanged 2947 Iteration 31Q (462.500345 sec): 34 clusters Score: Raw -49102201.314669 + Penalty 71562.517433 = -49030638.797236 nChanged 2610 Iteration 32Q (468.582500 sec): 34 clusters Score: Raw -49102596.298386 + Penalty 71562.517433 = -49031033.780953 nChanged 2406 Iteration 33Q (474.327519 sec): 34 clusters Score: Raw -49102950.976023 + Penalty 71562.517433 = -49031388.458590 nChanged 2218 Iteration 34Q (480.501867 sec): 34 clusters Score: Raw -49103289.888870 + Penalty 71562.517433 = -49031727.371436 nChanged 2132 Iteration 35Q (486.583147 sec): 34 clusters Score: Raw -49103623.128200 + Penalty 71562.517433 = -49032060.610767 nChanged 1956 Iteration 36Q (492.573155 sec): 34 clusters Score: Raw -49103930.904687 + Penalty 71562.517433 = -49032368.387254 nChanged 1828 Iteration 37Q (498.598682 sec): 34 clusters Score: Raw -49104202.943679 + Penalty 71562.517433 = -49032640.426245 nChanged 1729 Iteration 38Q (504.705753 sec): 34 clusters Score: Raw -49104435.349867 + Penalty 71562.517433 = -49032872.832434 nChanged 1603 Iteration 39Q (510.795987 sec): 34 clusters Score: Raw -49104645.401939 + Penalty 71562.517433 = -49033082.884505 nChanged 1486 Iteration 40F (524.575259 sec): 34 clusters Score: Raw -49105313.840585 + Penalty 71562.517433 = -49033751.323152 nChanged 1844 Iteration 41Q (530.426201 sec): 34 clusters Score: Raw -49106162.303578 + Penalty 71562.517433 = -49034599.786145 nChanged 1996 Iteration 42Q (536.415602 sec): 34 clusters Score: Raw -49106716.747305 + Penalty 71562.517433 = -49035154.229871 nChanged 1931 Iteration 43Q (542.290501 sec): 34 clusters Score: Raw -49107123.451754 + Penalty 71562.517433 = -49035560.934321 nChanged 1952 Iteration 44Q (548.206444 sec): 34 clusters Score: Raw -49107569.152599 + Penalty 71562.517433 = -49036006.635166 nChanged 1974 Iteration 45Q (553.802639 sec): 34 clusters Score: Raw -49108052.892197 + Penalty 71562.517433 = -49036490.374764 nChanged 2037 Iteration 46Q (559.434653 sec): 34 clusters Score: Raw -49108549.358242 + Penalty 71562.517433 = -49036986.840808 nChanged 1913 Iteration 47Q (565.276158 sec): 34 clusters Score: Raw -49109309.013455 + Penalty 71562.517433 = -49037746.496022 nChanged 1912 Iteration 48Q (571.118865 sec): 34 clusters Score: Raw -49110110.663514 + Penalty 71562.517433 = -49038548.146081 nChanged 1851 Iteration 49Q (576.995454 sec): 34 clusters Score: Raw -49110590.207706 + Penalty 71562.517433 = -49039027.690273 nChanged 1816 Iteration 50Q (582.834969 sec): 34 clusters Score: Raw -49110980.898422 + Penalty 71562.517433 = -49039418.380989 nChanged 1708 Iteration 51Q (588.645768 sec): 34 clusters Score: Raw -49111338.073836 + Penalty 71562.517433 = -49039775.556403 nChanged 1669 Iteration 52Q (594.481537 sec): 34 clusters Score: Raw -49111639.969014 + Penalty 71562.517433 = -49040077.451581 nChanged 1608 Iteration 53Q (600.294987 sec): 34 clusters Score: Raw -49111893.210308 + Penalty 71562.517433 = -49040330.692875 nChanged 1547 Iteration 54Q (606.323226 sec): 34 clusters Score: Raw -49112120.161772 + Penalty 71562.517433 = -49040557.644338 nChanged 1464 Iteration 55Q (611.770189 sec): 34 clusters Score: Raw -49112307.243791 + Penalty 71562.517433 = -49040744.726358 nChanged 1400 Iteration 56Q (617.306441 sec): 34 clusters Score: Raw -49112474.648486 + Penalty 71562.517433 = -49040912.131053 nChanged 1364 Iteration 57Q (623.270430 sec): 34 clusters Score: Raw -49112630.496673 + Penalty 71562.517433 = -49041067.979240 nChanged 1295 Iteration 58Q (629.120426 sec): 34 clusters Score: Raw -49112771.751917 + Penalty 71562.517433 = -49041209.234484 nChanged 1237 Writing temp clu file Because OldScore, -49041067.979240, is greater than current (better) Score,-49041209.234484 Compute initial score before splitting: Score: Raw -49112771.751917 + Penalty 71562.517433 = -49041209.234484 Trying to split cluster 1 (63013 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (629.316752 sec): 2 clusters Score: Raw -5247148.482179 + Penalty 1795.803154 = -5245352.679025 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (629.432703 sec): 3 clusters Score: Raw -5207051.043540 + Penalty 3591.606308 = -5203459.437231 nChanged 29658 SP:Iteration 1F (629.554520 sec): 3 clusters Score: Raw -5224815.603477 + Penalty 3591.606308 = -5221223.997168 nChanged 2916 SP:Iteration 2Q (629.693643 sec): 3 clusters Score: Raw -5226030.595164 + Penalty 3591.606308 = -5222438.988856 nChanged 3247 SP:Iteration 3F (629.806561 sec): 3 clusters Score: Raw -5227654.480189 + Penalty 3591.606308 = -5224062.873880 nChanged 3657 SP:Iteration 4F (629.919439 sec): 3 clusters Score: Raw -5229786.100601 + Penalty 3591.606308 = -5226194.494293 nChanged 4044 SP:Iteration 5F (630.031654 sec): 3 clusters Score: Raw -5232510.127044 + Penalty 3591.606308 = -5228918.520736 nChanged 4381 SP:Iteration 6F (630.145239 sec): 3 clusters Score: Raw -5235904.576991 + Penalty 3591.606308 = -5232312.970682 nChanged 4165 SP:Iteration 7F (630.258866 sec): 3 clusters Score: Raw -5239193.360505 + Penalty 3591.606308 = -5235601.754196 nChanged 3372 SP:Iteration 8F (630.371996 sec): 3 clusters Score: Raw -5241504.158758 + Penalty 3591.606308 = -5237912.552450 nChanged 2307 SP:Iteration 9Q (630.487567 sec): 3 clusters Score: Raw -5242735.123682 + Penalty 3591.606308 = -5239143.517374 nChanged 1597 SP:Iteration 10Q (630.601991 sec): 3 clusters Score: Raw -5243481.371186 + Penalty 3591.606308 = -5239889.764878 nChanged 1301 SP:Iteration 11Q (630.714745 sec): 3 clusters Score: Raw -5244017.757345 + Penalty 3591.606308 = -5240426.151036 nChanged 1075 SP:Iteration 12Q (630.826297 sec): 3 clusters Score: Raw -5244441.014811 + Penalty 3591.606308 = -5240849.408503 nChanged 976 SP:Iteration 13Q (630.951480 sec): 3 clusters Score: Raw -5244786.183154 + Penalty 3591.606308 = -5241194.576845 nChanged 855 SP:Iteration 14Q (631.061422 sec): 3 clusters Score: Raw -5245047.872430 + Penalty 3591.606308 = -5241456.266122 nChanged 798 SP:Iteration 15Q (631.170344 sec): 3 clusters Score: Raw -5245283.319211 + Penalty 3591.606308 = -5241691.712902 nChanged 731 SP:Iteration 16Q (631.278395 sec): 3 clusters Score: Raw -5245481.454750 + Penalty 3591.606308 = -5241889.848442 nChanged 684 SP:Iteration 17Q (631.386025 sec): 3 clusters Score: Raw -5245662.584546 + Penalty 3591.606308 = -5242070.978237 nChanged 661 SP:Iteration 18Q (631.492489 sec): 3 clusters Score: Raw -5245830.990976 + Penalty 3591.606308 = -5242239.384668 nChanged 642 SP:Iteration 19Q (631.597919 sec): 3 clusters Score: Raw -5245986.319867 + Penalty 3591.606308 = -5242394.713559 nChanged 580 SP:Iteration 20F (631.711055 sec): 3 clusters Score: Raw -5246112.652969 + Penalty 3591.606308 = -5242521.046661 nChanged 536 SP:Iteration 21Q (631.816693 sec): 3 clusters Score: Raw -5246236.684528 + Penalty 3591.606308 = -5242645.078220 nChanged 505 SP:Iteration 22Q (631.921108 sec): 3 clusters Score: Raw -5246350.300085 + Penalty 3591.606308 = -5242758.693776 nChanged 485 SP:Iteration 23Q (632.025963 sec): 3 clusters Score: Raw -5246457.594387 + Penalty 3591.606308 = -5242865.988078 nChanged 478 SP:Iteration 24Q (632.129798 sec): 3 clusters Score: Raw -5246562.495395 + Penalty 3591.606308 = -5242970.889086 nChanged 451 SP:Iteration 25Q (632.232650 sec): 3 clusters Score: Raw -5246666.684593 + Penalty 3591.606308 = -5243075.078285 nChanged 468 SP:Iteration 26Q (632.354258 sec): 3 clusters Score: Raw -5246774.702901 + Penalty 3591.606308 = -5243183.096593 nChanged 434 SP:Iteration 27Q (632.456657 sec): 3 clusters Score: Raw -5246870.538847 + Penalty 3591.606308 = -5243278.932539 nChanged 436 SP:Iteration 28Q (632.557903 sec): 3 clusters Score: Raw -5246969.538979 + Penalty 3591.606308 = -5243377.932670 nChanged 449 SP:Iteration 29Q (632.658156 sec): 3 clusters Score: Raw -5247075.112244 + Penalty 3591.606308 = -5243483.505936 nChanged 415 SP:Iteration 30Q (632.758079 sec): 3 clusters Score: Raw -5247166.242133 + Penalty 3591.606308 = -5243574.635824 nChanged 385 SP:Iteration 31Q (632.857294 sec): 3 clusters Score: Raw -5247249.936410 + Penalty 3591.606308 = -5243658.330102 nChanged 354 SP:Iteration 32Q (632.956520 sec): 3 clusters Score: Raw -5247323.988687 + Penalty 3591.606308 = -5243732.382379 nChanged 341 SP:Iteration 33Q (633.054835 sec): 3 clusters Score: Raw -5247393.012547 + Penalty 3591.606308 = -5243801.406239 nChanged 313 SP:Iteration 34Q (633.153012 sec): 3 clusters Score: Raw -5247451.000391 + Penalty 3591.606308 = -5243859.394083 nChanged 279 SP:Iteration 35Q (633.250470 sec): 3 clusters Score: Raw -5247495.352686 + Penalty 3591.606308 = -5243903.746377 nChanged 248 SP:Iteration 36Q (633.347537 sec): 3 clusters Score: Raw -5247533.356778 + Penalty 3591.606308 = -5243941.750469 nChanged 217 SP:Iteration 37Q (633.444545 sec): 3 clusters Score: Raw -5247566.734696 + Penalty 3591.606308 = -5243975.128388 nChanged 214 SP:Iteration 38Q (633.541163 sec): 3 clusters Score: Raw -5247598.083626 + Penalty 3591.606308 = -5244006.477317 nChanged 203 SP:Iteration 39Q (633.664346 sec): 3 clusters Score: Raw -5247626.778521 + Penalty 3591.606308 = -5244035.172213 nChanged 197 SP:Iteration 40F (633.787118 sec): 3 clusters Score: Raw -5247654.425694 + Penalty 3591.606308 = -5244062.819385 nChanged 175 SP:Iteration 41Q (633.912293 sec): 3 clusters Score: Raw -5247678.019666 + Penalty 3591.606308 = -5244086.413358 nChanged 172 SP:Iteration 42Q (634.033026 sec): 3 clusters Score: Raw -5247701.824590 + Penalty 3591.606308 = -5244110.218282 nChanged 172 SP:Iteration 43Q (634.128988 sec): 3 clusters Score: Raw -5247726.340567 + Penalty 3591.606308 = -5244134.734259 nChanged 147 SP:Iteration 44Q (634.224902 sec): 3 clusters Score: Raw -5247746.548048 + Penalty 3591.606308 = -5244154.941739 nChanged 170 SP:Iteration 45Q (634.320636 sec): 3 clusters Score: Raw -5247769.332143 + Penalty 3591.606308 = -5244177.725835 nChanged 156 SP:Iteration 46Q (634.416114 sec): 3 clusters Score: Raw -5247790.020658 + Penalty 3591.606308 = -5244198.414350 nChanged 150 SP:Iteration 47Q (634.511412 sec): 3 clusters Score: Raw -5247811.318280 + Penalty 3591.606308 = -5244219.711972 nChanged 151 SP:Iteration 48Q (634.627460 sec): 3 clusters Score: Raw -5247834.204781 + Penalty 3591.606308 = -5244242.598473 nChanged 151 SP:Iteration 49Q (634.722389 sec): 3 clusters Score: Raw -5247859.042837 + Penalty 3591.606308 = -5244267.436529 nChanged 145 SP:Iteration 50Q (634.817671 sec): 3 clusters Score: Raw -5247882.123692 + Penalty 3591.606308 = -5244290.517383 nChanged 148 SP:Iteration 51Q (634.912073 sec): 3 clusters Score: Raw -5247903.109590 + Penalty 3591.606308 = -5244311.503281 nChanged 114 SP:Iteration 52Q (635.015012 sec): 3 clusters Score: Raw -5247918.258545 + Penalty 3591.606308 = -5244326.652237 nChanged 105 SP:Iteration 53Q (635.108887 sec): 3 clusters Score: Raw -5247930.995251 + Penalty 3591.606308 = -5244339.388943 nChanged 91 SP:Iteration 54Q (635.203653 sec): 3 clusters Score: Raw -5247942.001417 + Penalty 3591.606308 = -5244350.395109 nChanged 87 SP:Iteration 55Q (635.297841 sec): 3 clusters Score: Raw -5247952.743331 + Penalty 3591.606308 = -5244361.137023 nChanged 85 SP:Iteration 56Q (635.391480 sec): 3 clusters Score: Raw -5247962.712157 + Penalty 3591.606308 = -5244371.105849 nChanged 78 SP:Iteration 57Q (635.485020 sec): 3 clusters Score: Raw -5247972.313875 + Penalty 3591.606308 = -5244380.707567 nChanged 75 SP:Iteration 58Q (635.601504 sec): 3 clusters Score: Raw -5247981.786466 + Penalty 3591.606308 = -5244390.180157 nChanged 72 SP:Iteration 59Q (635.696146 sec): 3 clusters Score: Raw -5247990.050269 + Penalty 3591.606308 = -5244398.443961 nChanged 77 SP:Iteration 60F (635.808453 sec): 3 clusters Score: Raw -5247999.374567 + Penalty 3591.606308 = -5244407.768258 nChanged 62 SP:Iteration 61Q (635.901660 sec): 3 clusters Score: Raw -5248005.319852 + Penalty 3591.606308 = -5244413.713543 nChanged 55 SP:Iteration 62Q (635.994857 sec): 3 clusters Score: Raw -5248010.872839 + Penalty 3591.606308 = -5244419.266530 nChanged 56 SP:Iteration 63Q (636.087635 sec): 3 clusters Score: Raw -5248016.784262 + Penalty 3591.606308 = -5244425.177953 nChanged 55 SP:Iteration 64Q (636.180239 sec): 3 clusters Score: Raw -5248023.014322 + Penalty 3591.606308 = -5244431.408013 nChanged 57 SP:Iteration 65Q (636.308157 sec): 3 clusters Score: Raw -5248028.190450 + Penalty 3591.606308 = -5244436.584142 nChanged 42 SP:Iteration 66Q (636.422213 sec): 3 clusters Score: Raw -5248032.190652 + Penalty 3591.606308 = -5244440.584344 nChanged 44 SP:Iteration 67Q (636.515411 sec): 3 clusters Score: Raw -5248036.947531 + Penalty 3591.606308 = -5244445.341223 nChanged 48 SP:Iteration 68Q (636.608034 sec): 3 clusters Score: Raw -5248043.284556 + Penalty 3591.606308 = -5244451.678247 nChanged 58 SP:Iteration 69Q (636.700741 sec): 3 clusters Score: Raw -5248049.563366 + Penalty 3591.606308 = -5244457.957058 nChanged 48 SP:Iteration 70Q (636.808160 sec): 3 clusters Score: Raw -5248055.597422 + Penalty 3591.606308 = -5244463.991114 nChanged 50 SP:Iteration 71Q (636.900387 sec): 3 clusters Score: Raw -5248061.405674 + Penalty 3591.606308 = -5244469.799366 nChanged 52 SP:Iteration 72Q (636.992740 sec): 3 clusters Score: Raw -5248065.973583 + Penalty 3591.606308 = -5244474.367275 nChanged 38 SP:Iteration 73Q (637.085078 sec): 3 clusters Score: Raw -5248068.941276 + Penalty 3591.606308 = -5244477.334968 nChanged 30 SP:Iteration 74Q (637.178037 sec): 3 clusters Score: Raw -5248071.754294 + Penalty 3591.606308 = -5244480.147985 nChanged 24 SP:Iteration 75Q (637.270078 sec): 3 clusters Score: Raw -5248073.663317 + Penalty 3591.606308 = -5244482.057009 nChanged 17 SP:Iteration 76Q (637.361892 sec): 3 clusters Score: Raw -5248075.488321 + Penalty 3591.606308 = -5244483.882013 nChanged 23 SP:Iteration 77Q (637.453784 sec): 3 clusters Score: Raw -5248078.026104 + Penalty 3591.606308 = -5244486.419796 nChanged 28 SP:Iteration 78Q (637.545687 sec): 3 clusters Score: Raw -5248080.237062 + Penalty 3591.606308 = -5244488.630754 nChanged 16 SP:Iteration 79Q (637.637459 sec): 3 clusters Score: Raw -5248081.257283 + Penalty 3591.606308 = -5244489.650975 nChanged 7 SP:Iteration 80F (637.749906 sec): 3 clusters Score: Raw -5248081.649433 + Penalty 3591.606308 = -5244490.043125 nChanged 9 SP:Iteration 81Q (637.841856 sec): 3 clusters Score: Raw -5248082.168192 + Penalty 3591.606308 = -5244490.561883 nChanged 8 SP:Iteration 82Q (637.933611 sec): 3 clusters Score: Raw -5248082.578759 + Penalty 3591.606308 = -5244490.972451 nChanged 6 SP:Iteration 83Q (638.025357 sec): 3 clusters Score: Raw -5248082.929106 + Penalty 3591.606308 = -5244491.322798 nChanged 3 SP:Iteration 84Q (638.117317 sec): 3 clusters Score: Raw -5248083.035886 + Penalty 3591.606308 = -5244491.429578 nChanged 4 SP:Iteration 85Q (638.209045 sec): 3 clusters Score: Raw -5248083.347821 + Penalty 3591.606308 = -5244491.741513 nChanged 6 SP:Iteration 86Q (638.300831 sec): 3 clusters Score: Raw -5248083.706517 + Penalty 3591.606308 = -5244492.100209 nChanged 10 SP:Iteration 87Q (638.392567 sec): 3 clusters Score: Raw -5248084.330804 + Penalty 3591.606308 = -5244492.724496 nChanged 9 SP:Iteration 88Q (638.484370 sec): 3 clusters Score: Raw -5248085.019242 + Penalty 3591.606308 = -5244493.412933 nChanged 6 SP:Iteration 89Q (638.576086 sec): 3 clusters Score: Raw -5248085.399360 + Penalty 3591.606308 = -5244493.793052 nChanged 8 SP:Iteration 90Q (638.667865 sec): 3 clusters Score: Raw -5248086.216121 + Penalty 3591.606308 = -5244494.609812 nChanged 8 SP:Iteration 91Q (638.760635 sec): 3 clusters Score: Raw -5248086.707537 + Penalty 3591.606308 = -5244495.101229 nChanged 6 SP:Iteration 92Q (638.852257 sec): 3 clusters Score: Raw -5248087.103550 + Penalty 3591.606308 = -5244495.497242 nChanged 3 SP:Iteration 93Q (638.980650 sec): 3 clusters Score: Raw -5248087.243877 + Penalty 3591.606308 = -5244495.637568 nChanged 4 SP:Iteration 94Q (639.101846 sec): 3 clusters Score: Raw -5248087.524395 + Penalty 3591.606308 = -5244495.918086 nChanged 5 SP:Iteration 95Q (639.229600 sec): 3 clusters Score: Raw -5248087.875339 + Penalty 3591.606308 = -5244496.269031 nChanged 1 SP:Iteration 96Q (639.321924 sec): 3 clusters Score: Raw -5248087.903891 + Penalty 3591.606308 = -5244496.297583 nChanged 2 SP:Iteration 97Q (639.413544 sec): 3 clusters Score: Raw -5248088.025879 + Penalty 3591.606308 = -5244496.419571 nChanged 1 SP:Iteration 98Q (639.505341 sec): 3 clusters Score: Raw -5248088.059022 + Penalty 3591.606308 = -5244496.452714 nChanged 0 SP:Iteration 99F (639.617698 sec): 3 clusters Score: Raw -5248088.059022 + Penalty 3591.606308 = -5244496.452714 nChanged 0 Trying to split cluster 2 (2872 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (639.625655 sec): 2 clusters Score: Raw -208022.938833 + Penalty 1293.949139 = -206728.989695 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (639.640821 sec): 3 clusters Score: Raw -206680.271198 + Penalty 2587.898277 = -204092.372920 nChanged 1093 SP:Iteration 1F (639.654980 sec): 3 clusters Score: Raw -207354.676402 + Penalty 2587.898277 = -204766.778125 nChanged 200 SP:Iteration 2F (639.669257 sec): 3 clusters Score: Raw -207482.893460 + Penalty 2587.898277 = -204894.995183 nChanged 136 SP:Iteration 3Q (639.683436 sec): 3 clusters Score: Raw -207552.017284 + Penalty 2587.898277 = -204964.119007 nChanged 86 SP:Iteration 4Q (639.697641 sec): 3 clusters Score: Raw -207598.784750 + Penalty 2587.898277 = -205010.886472 nChanged 70 SP:Iteration 5Q (639.711683 sec): 3 clusters Score: Raw -207632.833768 + Penalty 2587.898277 = -205044.935490 nChanged 60 SP:Iteration 6Q (639.725942 sec): 3 clusters Score: Raw -207660.585691 + Penalty 2587.898277 = -205072.687414 nChanged 51 SP:Iteration 7Q (639.739963 sec): 3 clusters Score: Raw -207679.424668 + Penalty 2587.898277 = -205091.526391 nChanged 35 SP:Iteration 8Q (639.754118 sec): 3 clusters Score: Raw -207691.234285 + Penalty 2587.898277 = -205103.336007 nChanged 31 SP:Iteration 9Q (639.768411 sec): 3 clusters Score: Raw -207703.209104 + Penalty 2587.898277 = -205115.310827 nChanged 29 SP:Iteration 10Q (639.782658 sec): 3 clusters Score: Raw -207714.541406 + Penalty 2587.898277 = -205126.643129 nChanged 24 SP:Iteration 11Q (639.824257 sec): 3 clusters Score: Raw -207725.379233 + Penalty 2587.898277 = -205137.480956 nChanged 21 SP:Iteration 12Q (639.869500 sec): 3 clusters Score: Raw -207736.099946 + Penalty 2587.898277 = -205148.201668 nChanged 19 SP:Iteration 13Q (639.882005 sec): 3 clusters Score: Raw -207743.372151 + Penalty 2587.898277 = -205155.473874 nChanged 18 SP:Iteration 14Q (639.896402 sec): 3 clusters Score: Raw -207750.904278 + Penalty 2587.898277 = -205163.006001 nChanged 11 SP:Iteration 15Q (639.910437 sec): 3 clusters Score: Raw -207757.351470 + Penalty 2587.898277 = -205169.453193 nChanged 19 SP:Iteration 16Q (639.924646 sec): 3 clusters Score: Raw -207766.912336 + Penalty 2587.898277 = -205179.014059 nChanged 27 SP:Iteration 17Q (639.938791 sec): 3 clusters Score: Raw -207777.205384 + Penalty 2587.898277 = -205189.307107 nChanged 19 SP:Iteration 18Q (639.953172 sec): 3 clusters Score: Raw -207784.334997 + Penalty 2587.898277 = -205196.436720 nChanged 20 SP:Iteration 19Q (639.967333 sec): 3 clusters Score: Raw -207793.594382 + Penalty 2587.898277 = -205205.696104 nChanged 24 SP:Iteration 20F (639.981885 sec): 3 clusters Score: Raw -207803.284062 + Penalty 2587.898277 = -205215.385784 nChanged 28 SP:Iteration 21Q (639.996168 sec): 3 clusters Score: Raw -207816.649452 + Penalty 2587.898277 = -205228.751174 nChanged 44 SP:Iteration 22Q (640.010589 sec): 3 clusters Score: Raw -207838.070187 + Penalty 2587.898277 = -205250.171910 nChanged 41 SP:Iteration 23Q (640.024885 sec): 3 clusters Score: Raw -207853.534422 + Penalty 2587.898277 = -205265.636145 nChanged 43 SP:Iteration 24Q (640.039030 sec): 3 clusters Score: Raw -207872.978176 + Penalty 2587.898277 = -205285.079899 nChanged 48 SP:Iteration 25Q (640.053135 sec): 3 clusters Score: Raw -207894.579948 + Penalty 2587.898277 = -205306.681671 nChanged 63 SP:Iteration 26Q (640.067527 sec): 3 clusters Score: Raw -207944.226652 + Penalty 2587.898277 = -205356.328375 nChanged 101 SP:Iteration 27Q (640.081660 sec): 3 clusters Score: Raw -208029.717213 + Penalty 2587.898277 = -205441.818936 nChanged 110 SP:Iteration 28Q (640.095750 sec): 3 clusters Score: Raw -208143.454463 + Penalty 2587.898277 = -205555.556186 nChanged 126 SP:Iteration 29Q (640.110220 sec): 3 clusters Score: Raw -208279.093852 + Penalty 2587.898277 = -205691.195574 nChanged 130 SP:Iteration 30Q (640.124401 sec): 3 clusters Score: Raw -208417.284497 + Penalty 2587.898277 = -205829.386219 nChanged 113 SP:Iteration 31Q (640.138506 sec): 3 clusters Score: Raw -208586.960451 + Penalty 2587.898277 = -205999.062174 nChanged 106 SP:Iteration 32Q (640.152473 sec): 3 clusters Score: Raw -208845.289764 + Penalty 2587.898277 = -206257.391487 nChanged 119 SP:Iteration 33Q (640.166268 sec): 3 clusters Score: Raw -209163.413919 + Penalty 2587.898277 = -206575.515642 nChanged 91 SP:Iteration 34Q (640.180007 sec): 3 clusters Score: Raw -209423.082309 + Penalty 2587.898277 = -206835.184032 nChanged 53 SP:Iteration 35Q (640.193558 sec): 3 clusters Score: Raw -209491.368035 + Penalty 2587.898277 = -206903.469758 nChanged 41 SP:Iteration 36Q (640.207032 sec): 3 clusters Score: Raw -209524.301108 + Penalty 2587.898277 = -206936.402830 nChanged 27 SP:Iteration 37Q (640.220567 sec): 3 clusters Score: Raw -209540.631378 + Penalty 2587.898277 = -206952.733101 nChanged 14 SP:Iteration 38Q (640.234311 sec): 3 clusters Score: Raw -209549.318029 + Penalty 2587.898277 = -206961.419752 nChanged 11 SP:Iteration 39Q (640.247946 sec): 3 clusters Score: Raw -209556.571656 + Penalty 2587.898277 = -206968.673379 nChanged 10 SP:Iteration 40F (640.261991 sec): 3 clusters Score: Raw -209569.346329 + Penalty 2587.898277 = -206981.448052 nChanged 16 SP:Iteration 41Q (640.275564 sec): 3 clusters Score: Raw -209581.118104 + Penalty 2587.898277 = -206993.219827 nChanged 11 SP:Iteration 42Q (640.289372 sec): 3 clusters Score: Raw -209588.029199 + Penalty 2587.898277 = -207000.130922 nChanged 12 SP:Iteration 43Q (640.303344 sec): 3 clusters Score: Raw -209594.434405 + Penalty 2587.898277 = -207006.536128 nChanged 12 SP:Iteration 44Q (640.317007 sec): 3 clusters Score: Raw -209603.627279 + Penalty 2587.898277 = -207015.729002 nChanged 19 SP:Iteration 45Q (640.330550 sec): 3 clusters Score: Raw -209615.885874 + Penalty 2587.898277 = -207027.987597 nChanged 20 SP:Iteration 46Q (640.344305 sec): 3 clusters Score: Raw -209635.453423 + Penalty 2587.898277 = -207047.555146 nChanged 29 SP:Iteration 47Q (640.358180 sec): 3 clusters Score: Raw -209664.896258 + Penalty 2587.898277 = -207076.997980 nChanged 28 SP:Iteration 48Q (640.371683 sec): 3 clusters Score: Raw -209689.228019 + Penalty 2587.898277 = -207101.329742 nChanged 17 SP:Iteration 49Q (640.385386 sec): 3 clusters Score: Raw -209698.762619 + Penalty 2587.898277 = -207110.864342 nChanged 9 SP:Iteration 50Q (640.399505 sec): 3 clusters Score: Raw -209703.473699 + Penalty 2587.898277 = -207115.575422 nChanged 8 SP:Iteration 51Q (640.413241 sec): 3 clusters Score: Raw -209708.440166 + Penalty 2587.898277 = -207120.541888 nChanged 4 SP:Iteration 52Q (640.426845 sec): 3 clusters Score: Raw -209709.697197 + Penalty 2587.898277 = -207121.798919 nChanged 6 SP:Iteration 53Q (640.440577 sec): 3 clusters Score: Raw -209711.623216 + Penalty 2587.898277 = -207123.724939 nChanged 3 SP:Iteration 54Q (640.454177 sec): 3 clusters Score: Raw -209712.492670 + Penalty 2587.898277 = -207124.594392 nChanged 2 SP:Iteration 55Q (640.467759 sec): 3 clusters Score: Raw -209712.938012 + Penalty 2587.898277 = -207125.039735 nChanged 2 SP:Iteration 56Q (640.481453 sec): 3 clusters Score: Raw -209713.623417 + Penalty 2587.898277 = -207125.725139 nChanged 2 SP:Iteration 57Q (640.495442 sec): 3 clusters Score: Raw -209714.463641 + Penalty 2587.898277 = -207126.565364 nChanged 6 SP:Iteration 58Q (640.509680 sec): 3 clusters Score: Raw -209719.139294 + Penalty 2587.898277 = -207131.241017 nChanged 4 SP:Iteration 59Q (640.523423 sec): 3 clusters Score: Raw -209720.330934 + Penalty 2587.898277 = -207132.432657 nChanged 3 SP:Iteration 60F (640.537518 sec): 3 clusters Score: Raw -209721.370846 + Penalty 2587.898277 = -207133.472569 nChanged 1 SP:Iteration 61Q (640.551106 sec): 3 clusters Score: Raw -209721.595748 + Penalty 2587.898277 = -207133.697470 nChanged 0 SP:Iteration 62F (640.565261 sec): 3 clusters Score: Raw -209721.595748 + Penalty 2587.898277 = -207133.697470 nChanged 0 Score: Raw -49114552.746166 + Penalty 73731.078568 = -49040821.667599 Splitting cluster 2 changes total score from -49041209.234484 to -49040821.667599 So it's not getting split. Trying to split cluster 3 (17626 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (653.514633 sec): 2 clusters Score: Raw -1490641.655135 + Penalty 1588.783684 = -1489052.871451 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (653.556633 sec): 3 clusters Score: Raw -1480070.902493 + Penalty 3177.567368 = -1476893.335125 nChanged 7921 SP:Iteration 1F (653.596947 sec): 3 clusters Score: Raw -1484342.771823 + Penalty 3177.567368 = -1481165.204455 nChanged 890 SP:Iteration 2F (653.637545 sec): 3 clusters Score: Raw -1484636.053426 + Penalty 3177.567368 = -1481458.486058 nChanged 758 SP:Iteration 3Q (653.678660 sec): 3 clusters Score: Raw -1484877.485075 + Penalty 3177.567368 = -1481699.917707 nChanged 677 SP:Iteration 4Q (653.719473 sec): 3 clusters Score: Raw -1485107.512090 + Penalty 3177.567368 = -1481929.944722 nChanged 667 SP:Iteration 5Q (653.760619 sec): 3 clusters Score: Raw -1485334.141916 + Penalty 3177.567368 = -1482156.574548 nChanged 670 SP:Iteration 6Q (653.801412 sec): 3 clusters Score: Raw -1485565.705107 + Penalty 3177.567368 = -1482388.137738 nChanged 636 SP:Iteration 7Q (653.842368 sec): 3 clusters Score: Raw -1485841.055452 + Penalty 3177.567368 = -1482663.488084 nChanged 763 SP:Iteration 8Q (653.883249 sec): 3 clusters Score: Raw -1486237.086706 + Penalty 3177.567368 = -1483059.519338 nChanged 895 SP:Iteration 9F (653.923438 sec): 3 clusters Score: Raw -1486726.277620 + Penalty 3177.567368 = -1483548.710251 nChanged 944 SP:Iteration 10F (653.963848 sec): 3 clusters Score: Raw -1487317.108447 + Penalty 3177.567368 = -1484139.541079 nChanged 998 SP:Iteration 11F (654.004143 sec): 3 clusters Score: Raw -1488039.765597 + Penalty 3177.567368 = -1484862.198229 nChanged 976 SP:Iteration 12F (654.044533 sec): 3 clusters Score: Raw -1488780.788072 + Penalty 3177.567368 = -1485603.220704 nChanged 847 SP:Iteration 13Q (654.084274 sec): 3 clusters Score: Raw -1489462.532239 + Penalty 3177.567368 = -1486284.964871 nChanged 660 SP:Iteration 14Q (654.122605 sec): 3 clusters Score: Raw -1489970.622097 + Penalty 3177.567368 = -1486793.054728 nChanged 470 SP:Iteration 15Q (654.159624 sec): 3 clusters Score: Raw -1490337.782005 + Penalty 3177.567368 = -1487160.214637 nChanged 280 SP:Iteration 16Q (654.195377 sec): 3 clusters Score: Raw -1490543.474096 + Penalty 3177.567368 = -1487365.906727 nChanged 198 SP:Iteration 17Q (654.230438 sec): 3 clusters Score: Raw -1490677.470946 + Penalty 3177.567368 = -1487499.903578 nChanged 115 SP:Iteration 18Q (654.264520 sec): 3 clusters Score: Raw -1490746.607191 + Penalty 3177.567368 = -1487569.039823 nChanged 78 SP:Iteration 19Q (654.298409 sec): 3 clusters Score: Raw -1490787.977812 + Penalty 3177.567368 = -1487610.410444 nChanged 52 SP:Iteration 20F (654.338704 sec): 3 clusters Score: Raw -1490816.054827 + Penalty 3177.567368 = -1487638.487458 nChanged 45 SP:Iteration 21Q (654.372175 sec): 3 clusters Score: Raw -1490845.637556 + Penalty 3177.567368 = -1487668.070188 nChanged 42 SP:Iteration 22Q (654.405381 sec): 3 clusters Score: Raw -1490871.796386 + Penalty 3177.567368 = -1487694.229018 nChanged 30 SP:Iteration 23Q (654.438523 sec): 3 clusters Score: Raw -1490886.010813 + Penalty 3177.567368 = -1487708.443445 nChanged 18 SP:Iteration 24Q (654.471447 sec): 3 clusters Score: Raw -1490895.406769 + Penalty 3177.567368 = -1487717.839401 nChanged 9 SP:Iteration 25Q (654.504279 sec): 3 clusters Score: Raw -1490898.574217 + Penalty 3177.567368 = -1487721.006849 nChanged 6 SP:Iteration 26Q (654.537157 sec): 3 clusters Score: Raw -1490900.755400 + Penalty 3177.567368 = -1487723.188032 nChanged 7 SP:Iteration 27Q (654.582833 sec): 3 clusters Score: Raw -1490902.950499 + Penalty 3177.567368 = -1487725.383131 nChanged 7 SP:Iteration 28Q (654.626800 sec): 3 clusters Score: Raw -1490905.169651 + Penalty 3177.567368 = -1487727.602282 nChanged 5 SP:Iteration 29Q (654.659615 sec): 3 clusters Score: Raw -1490907.665390 + Penalty 3177.567368 = -1487730.098022 nChanged 1 SP:Iteration 30Q (654.692608 sec): 3 clusters Score: Raw -1490907.815914 + Penalty 3177.567368 = -1487730.248546 nChanged 3 SP:Iteration 31Q (654.739621 sec): 3 clusters Score: Raw -1490909.307380 + Penalty 3177.567368 = -1487731.740012 nChanged 5 SP:Iteration 32Q (654.770672 sec): 3 clusters Score: Raw -1490911.494816 + Penalty 3177.567368 = -1487733.927448 nChanged 4 SP:Iteration 33Q (654.803518 sec): 3 clusters Score: Raw -1490913.275369 + Penalty 3177.567368 = -1487735.708000 nChanged 5 SP:Iteration 34Q (654.836231 sec): 3 clusters Score: Raw -1490916.828870 + Penalty 3177.567368 = -1487739.261502 nChanged 6 SP:Iteration 35Q (654.869101 sec): 3 clusters Score: Raw -1490918.781996 + Penalty 3177.567368 = -1487741.214628 nChanged 2 SP:Iteration 36Q (654.902016 sec): 3 clusters Score: Raw -1490919.441383 + Penalty 3177.567368 = -1487741.874015 nChanged 0 SP:Iteration 37F (654.942079 sec): 3 clusters Score: Raw -1490919.441383 + Penalty 3177.567368 = -1487741.874015 nChanged 0 Trying to split cluster 4 (5685 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (654.968677 sec): 2 clusters Score: Raw -430101.845682 + Penalty 1404.907791 = -428696.937891 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (654.993502 sec): 3 clusters Score: Raw -427091.545763 + Penalty 2809.815582 = -424281.730181 nChanged 2344 SP:Iteration 1F (655.016325 sec): 3 clusters Score: Raw -428559.874864 + Penalty 2809.815582 = -425750.059282 nChanged 442 SP:Iteration 2F (655.039228 sec): 3 clusters Score: Raw -428884.931660 + Penalty 2809.815582 = -426075.116078 nChanged 387 SP:Iteration 3F (655.095944 sec): 3 clusters Score: Raw -429186.322774 + Penalty 2809.815582 = -426376.507192 nChanged 362 SP:Iteration 4F (655.118605 sec): 3 clusters Score: Raw -429527.440910 + Penalty 2809.815582 = -426717.625328 nChanged 357 SP:Iteration 5F (655.142785 sec): 3 clusters Score: Raw -429822.914544 + Penalty 2809.815582 = -427013.098962 nChanged 314 SP:Iteration 6F (655.167088 sec): 3 clusters Score: Raw -430047.791245 + Penalty 2809.815582 = -427237.975663 nChanged 215 SP:Iteration 7Q (655.191317 sec): 3 clusters Score: Raw -430180.764848 + Penalty 2809.815582 = -427370.949266 nChanged 188 SP:Iteration 8Q (655.214689 sec): 3 clusters Score: Raw -430289.342927 + Penalty 2809.815582 = -427479.527345 nChanged 158 SP:Iteration 9Q (655.236974 sec): 3 clusters Score: Raw -430396.290371 + Penalty 2809.815582 = -427586.474789 nChanged 140 SP:Iteration 10Q (655.259063 sec): 3 clusters Score: Raw -430472.506537 + Penalty 2809.815582 = -427662.690955 nChanged 101 SP:Iteration 11Q (655.280937 sec): 3 clusters Score: Raw -430531.157549 + Penalty 2809.815582 = -427721.341967 nChanged 90 SP:Iteration 12Q (655.302703 sec): 3 clusters Score: Raw -430579.005237 + Penalty 2809.815582 = -427769.189655 nChanged 94 SP:Iteration 13Q (655.324426 sec): 3 clusters Score: Raw -430629.411257 + Penalty 2809.815582 = -427819.595675 nChanged 84 SP:Iteration 14Q (655.345788 sec): 3 clusters Score: Raw -430672.479175 + Penalty 2809.815582 = -427862.663593 nChanged 61 SP:Iteration 15Q (655.367357 sec): 3 clusters Score: Raw -430698.748096 + Penalty 2809.815582 = -427888.932514 nChanged 48 SP:Iteration 16Q (655.388686 sec): 3 clusters Score: Raw -430722.546038 + Penalty 2809.815582 = -427912.730456 nChanged 52 SP:Iteration 17Q (655.410270 sec): 3 clusters Score: Raw -430751.708606 + Penalty 2809.815582 = -427941.893024 nChanged 57 SP:Iteration 18Q (655.431731 sec): 3 clusters Score: Raw -430782.110879 + Penalty 2809.815582 = -427972.295297 nChanged 40 SP:Iteration 19Q (655.453145 sec): 3 clusters Score: Raw -430800.552615 + Penalty 2809.815582 = -427990.737033 nChanged 31 SP:Iteration 20F (655.475586 sec): 3 clusters Score: Raw -430817.512271 + Penalty 2809.815582 = -428007.696689 nChanged 35 SP:Iteration 21Q (655.496918 sec): 3 clusters Score: Raw -430835.058687 + Penalty 2809.815582 = -428025.243105 nChanged 38 SP:Iteration 22Q (655.518016 sec): 3 clusters Score: Raw -430852.131660 + Penalty 2809.815582 = -428042.316078 nChanged 43 SP:Iteration 23Q (655.539103 sec): 3 clusters Score: Raw -430872.268059 + Penalty 2809.815582 = -428062.452477 nChanged 36 SP:Iteration 24Q (655.560323 sec): 3 clusters Score: Raw -430890.401035 + Penalty 2809.815582 = -428080.585453 nChanged 32 SP:Iteration 25Q (655.581313 sec): 3 clusters Score: Raw -430908.309014 + Penalty 2809.815582 = -428098.493432 nChanged 30 SP:Iteration 26Q (655.602119 sec): 3 clusters Score: Raw -430924.628461 + Penalty 2809.815582 = -428114.812879 nChanged 32 SP:Iteration 27Q (655.623028 sec): 3 clusters Score: Raw -430942.916794 + Penalty 2809.815582 = -428133.101212 nChanged 30 SP:Iteration 28Q (655.644085 sec): 3 clusters Score: Raw -430956.045541 + Penalty 2809.815582 = -428146.229959 nChanged 25 SP:Iteration 29Q (655.664922 sec): 3 clusters Score: Raw -430968.821706 + Penalty 2809.815582 = -428159.006124 nChanged 21 SP:Iteration 30Q (655.685760 sec): 3 clusters Score: Raw -430981.425124 + Penalty 2809.815582 = -428171.609542 nChanged 18 SP:Iteration 31Q (655.706501 sec): 3 clusters Score: Raw -430989.770708 + Penalty 2809.815582 = -428179.955126 nChanged 19 SP:Iteration 32Q (655.727267 sec): 3 clusters Score: Raw -430998.280922 + Penalty 2809.815582 = -428188.465340 nChanged 14 SP:Iteration 33Q (655.748136 sec): 3 clusters Score: Raw -431003.656228 + Penalty 2809.815582 = -428193.840646 nChanged 12 SP:Iteration 34Q (655.768939 sec): 3 clusters Score: Raw -431009.476244 + Penalty 2809.815582 = -428199.660662 nChanged 13 SP:Iteration 35Q (655.789698 sec): 3 clusters Score: Raw -431015.946177 + Penalty 2809.815582 = -428206.130595 nChanged 9 SP:Iteration 36Q (655.810501 sec): 3 clusters Score: Raw -431019.173832 + Penalty 2809.815582 = -428209.358250 nChanged 8 SP:Iteration 37Q (655.831271 sec): 3 clusters Score: Raw -431021.538284 + Penalty 2809.815582 = -428211.722702 nChanged 9 SP:Iteration 38Q (655.852042 sec): 3 clusters Score: Raw -431025.594160 + Penalty 2809.815582 = -428215.778578 nChanged 8 SP:Iteration 39Q (655.872594 sec): 3 clusters Score: Raw -431029.864942 + Penalty 2809.815582 = -428220.049360 nChanged 9 SP:Iteration 40F (655.895042 sec): 3 clusters Score: Raw -431033.826915 + Penalty 2809.815582 = -428224.011333 nChanged 5 SP:Iteration 41Q (655.915831 sec): 3 clusters Score: Raw -431035.345526 + Penalty 2809.815582 = -428225.529944 nChanged 4 SP:Iteration 42Q (655.936299 sec): 3 clusters Score: Raw -431036.653848 + Penalty 2809.815582 = -428226.838266 nChanged 2 SP:Iteration 43Q (655.956995 sec): 3 clusters Score: Raw -431036.972410 + Penalty 2809.815582 = -428227.156828 nChanged 2 SP:Iteration 44Q (655.977505 sec): 3 clusters Score: Raw -431037.285103 + Penalty 2809.815582 = -428227.469521 nChanged 2 SP:Iteration 45Q (655.998107 sec): 3 clusters Score: Raw -431038.233873 + Penalty 2809.815582 = -428228.418291 nChanged 5 SP:Iteration 46Q (656.018695 sec): 3 clusters Score: Raw -431041.941308 + Penalty 2809.815582 = -428232.125726 nChanged 4 SP:Iteration 47Q (656.039244 sec): 3 clusters Score: Raw -431043.368717 + Penalty 2809.815582 = -428233.553135 nChanged 1 SP:Iteration 48Q (656.059856 sec): 3 clusters Score: Raw -431043.670090 + Penalty 2809.815582 = -428233.854508 nChanged 1 SP:Iteration 49Q (656.080631 sec): 3 clusters Score: Raw -431043.875524 + Penalty 2809.815582 = -428234.059942 nChanged 1 SP:Iteration 50Q (656.101190 sec): 3 clusters Score: Raw -431044.067770 + Penalty 2809.815582 = -428234.252188 nChanged 0 SP:Iteration 51F (656.123519 sec): 3 clusters Score: Raw -431044.067770 + Penalty 2809.815582 = -428234.252188 nChanged 0 Trying to split cluster 5 (5949 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (656.143092 sec): 2 clusters Score: Raw -492378.970599 + Penalty 1412.283993 = -490966.686606 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (656.166303 sec): 3 clusters Score: Raw -489152.826830 + Penalty 2824.567986 = -486328.258844 nChanged 2431 SP:Iteration 1F (656.189085 sec): 3 clusters Score: Raw -490498.349687 + Penalty 2824.567986 = -487673.781701 nChanged 454 SP:Iteration 2F (656.211951 sec): 3 clusters Score: Raw -490769.023134 + Penalty 2824.567986 = -487944.455149 nChanged 397 SP:Iteration 3F (656.234504 sec): 3 clusters Score: Raw -490991.263117 + Penalty 2824.567986 = -488166.695131 nChanged 313 SP:Iteration 4F (656.257156 sec): 3 clusters Score: Raw -491185.918400 + Penalty 2824.567986 = -488361.350414 nChanged 297 SP:Iteration 5Q (656.280080 sec): 3 clusters Score: Raw -491394.254067 + Penalty 2824.567986 = -488569.686081 nChanged 273 SP:Iteration 6Q (656.302823 sec): 3 clusters Score: Raw -491598.774745 + Penalty 2824.567986 = -488774.206760 nChanged 295 SP:Iteration 7Q (656.325729 sec): 3 clusters Score: Raw -491845.964385 + Penalty 2824.567986 = -489021.396399 nChanged 282 SP:Iteration 8Q (656.348659 sec): 3 clusters Score: Raw -492080.718113 + Penalty 2824.567986 = -489256.150127 nChanged 262 SP:Iteration 9Q (656.371422 sec): 3 clusters Score: Raw -492358.828591 + Penalty 2824.567986 = -489534.260605 nChanged 283 SP:Iteration 10Q (656.394140 sec): 3 clusters Score: Raw -492629.047299 + Penalty 2824.567986 = -489804.479313 nChanged 214 SP:Iteration 11Q (656.416604 sec): 3 clusters Score: Raw -492788.647887 + Penalty 2824.567986 = -489964.079901 nChanged 135 SP:Iteration 12Q (656.439027 sec): 3 clusters Score: Raw -492870.340158 + Penalty 2824.567986 = -490045.772172 nChanged 95 SP:Iteration 13Q (656.461237 sec): 3 clusters Score: Raw -492914.692760 + Penalty 2824.567986 = -490090.124774 nChanged 73 SP:Iteration 14Q (656.483406 sec): 3 clusters Score: Raw -492945.462354 + Penalty 2824.567986 = -490120.894369 nChanged 62 SP:Iteration 15Q (656.505727 sec): 3 clusters Score: Raw -492965.245219 + Penalty 2824.567986 = -490140.677234 nChanged 48 SP:Iteration 16Q (656.527811 sec): 3 clusters Score: Raw -492979.864694 + Penalty 2824.567986 = -490155.296708 nChanged 30 SP:Iteration 17Q (656.549919 sec): 3 clusters Score: Raw -492988.443186 + Penalty 2824.567986 = -490163.875201 nChanged 34 SP:Iteration 18Q (656.571805 sec): 3 clusters Score: Raw -492998.513076 + Penalty 2824.567986 = -490173.945090 nChanged 33 SP:Iteration 19Q (656.606200 sec): 3 clusters Score: Raw -493007.172406 + Penalty 2824.567986 = -490182.604421 nChanged 28 SP:Iteration 20F (656.656437 sec): 3 clusters Score: Raw -493015.692352 + Penalty 2824.567986 = -490191.124366 nChanged 31 SP:Iteration 21Q (656.718532 sec): 3 clusters Score: Raw -493025.694697 + Penalty 2824.567986 = -490201.126712 nChanged 34 SP:Iteration 22Q (656.742460 sec): 3 clusters Score: Raw -493037.389857 + Penalty 2824.567986 = -490212.821872 nChanged 45 SP:Iteration 23Q (656.764466 sec): 3 clusters Score: Raw -493051.591869 + Penalty 2824.567986 = -490227.023884 nChanged 44 SP:Iteration 24Q (656.786815 sec): 3 clusters Score: Raw -493064.035902 + Penalty 2824.567986 = -490239.467916 nChanged 32 SP:Iteration 25Q (656.808830 sec): 3 clusters Score: Raw -493073.560335 + Penalty 2824.567986 = -490248.992350 nChanged 34 SP:Iteration 26Q (656.831030 sec): 3 clusters Score: Raw -493085.962146 + Penalty 2824.567986 = -490261.394160 nChanged 35 SP:Iteration 27Q (656.853201 sec): 3 clusters Score: Raw -493100.263771 + Penalty 2824.567986 = -490275.695786 nChanged 34 SP:Iteration 28Q (656.875349 sec): 3 clusters Score: Raw -493111.555039 + Penalty 2824.567986 = -490286.987053 nChanged 37 SP:Iteration 29Q (656.897438 sec): 3 clusters Score: Raw -493125.376798 + Penalty 2824.567986 = -490300.808813 nChanged 38 SP:Iteration 30Q (656.919496 sec): 3 clusters Score: Raw -493142.506262 + Penalty 2824.567986 = -490317.938277 nChanged 50 SP:Iteration 31Q (656.941389 sec): 3 clusters Score: Raw -493171.335607 + Penalty 2824.567986 = -490346.767621 nChanged 55 SP:Iteration 32Q (656.963337 sec): 3 clusters Score: Raw -493209.853644 + Penalty 2824.567986 = -490385.285659 nChanged 57 SP:Iteration 33Q (656.985259 sec): 3 clusters Score: Raw -493253.297456 + Penalty 2824.567986 = -490428.729470 nChanged 62 SP:Iteration 34Q (657.007070 sec): 3 clusters Score: Raw -493293.756061 + Penalty 2824.567986 = -490469.188075 nChanged 54 SP:Iteration 35Q (657.028894 sec): 3 clusters Score: Raw -493323.247657 + Penalty 2824.567986 = -490498.679672 nChanged 43 SP:Iteration 36Q (657.050471 sec): 3 clusters Score: Raw -493345.040675 + Penalty 2824.567986 = -490520.472690 nChanged 38 SP:Iteration 37Q (657.072036 sec): 3 clusters Score: Raw -493360.937465 + Penalty 2824.567986 = -490536.369479 nChanged 30 SP:Iteration 38Q (657.093660 sec): 3 clusters Score: Raw -493375.895431 + Penalty 2824.567986 = -490551.327446 nChanged 36 SP:Iteration 39Q (657.115034 sec): 3 clusters Score: Raw -493394.761225 + Penalty 2824.567986 = -490570.193239 nChanged 44 SP:Iteration 40F (657.137921 sec): 3 clusters Score: Raw -493415.620463 + Penalty 2824.567986 = -490591.052478 nChanged 45 SP:Iteration 41Q (657.159267 sec): 3 clusters Score: Raw -493437.806911 + Penalty 2824.567986 = -490613.238925 nChanged 42 SP:Iteration 42Q (657.180779 sec): 3 clusters Score: Raw -493459.234467 + Penalty 2824.567986 = -490634.666482 nChanged 39 SP:Iteration 43Q (657.202171 sec): 3 clusters Score: Raw -493475.738966 + Penalty 2824.567986 = -490651.170981 nChanged 32 SP:Iteration 44Q (657.223360 sec): 3 clusters Score: Raw -493487.049788 + Penalty 2824.567986 = -490662.481802 nChanged 23 SP:Iteration 45Q (657.244691 sec): 3 clusters Score: Raw -493494.928659 + Penalty 2824.567986 = -490670.360673 nChanged 18 SP:Iteration 46Q (657.266039 sec): 3 clusters Score: Raw -493499.982434 + Penalty 2824.567986 = -490675.414448 nChanged 16 SP:Iteration 47Q (657.287395 sec): 3 clusters Score: Raw -493504.307335 + Penalty 2824.567986 = -490679.739349 nChanged 14 SP:Iteration 48Q (657.308759 sec): 3 clusters Score: Raw -493509.957588 + Penalty 2824.567986 = -490685.389603 nChanged 5 SP:Iteration 49Q (657.329928 sec): 3 clusters Score: Raw -493511.433662 + Penalty 2824.567986 = -490686.865676 nChanged 4 SP:Iteration 50Q (657.350964 sec): 3 clusters Score: Raw -493513.247558 + Penalty 2824.567986 = -490688.679572 nChanged 8 SP:Iteration 51Q (657.372182 sec): 3 clusters Score: Raw -493515.508348 + Penalty 2824.567986 = -490690.940362 nChanged 5 SP:Iteration 52Q (657.393027 sec): 3 clusters Score: Raw -493517.073046 + Penalty 2824.567986 = -490692.505060 nChanged 6 SP:Iteration 53Q (657.414072 sec): 3 clusters Score: Raw -493518.945578 + Penalty 2824.567986 = -490694.377592 nChanged 3 SP:Iteration 54Q (657.435335 sec): 3 clusters Score: Raw -493519.601201 + Penalty 2824.567986 = -490695.033216 nChanged 3 SP:Iteration 55Q (657.456267 sec): 3 clusters Score: Raw -493519.890770 + Penalty 2824.567986 = -490695.322785 nChanged 1 SP:Iteration 56Q (657.477291 sec): 3 clusters Score: Raw -493520.271996 + Penalty 2824.567986 = -490695.704010 nChanged 0 SP:Iteration 57F (657.500239 sec): 3 clusters Score: Raw -493520.271996 + Penalty 2824.567986 = -490695.704010 nChanged 0 Trying to split cluster 6 (51120 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (657.580044 sec): 2 clusters Score: Raw -4229012.064066 + Penalty 1761.813802 = -4227250.250264 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (657.680093 sec): 3 clusters Score: Raw -4196573.399392 + Penalty 3523.627604 = -4193049.771788 nChanged 23938 SP:Iteration 1F (657.773675 sec): 3 clusters Score: Raw -4210810.909213 + Penalty 3523.627604 = -4207287.281609 nChanged 2710 SP:Iteration 2F (657.867137 sec): 3 clusters Score: Raw -4212103.175350 + Penalty 3523.627604 = -4208579.547746 nChanged 2983 SP:Iteration 3F (657.960661 sec): 3 clusters Score: Raw -4213643.440574 + Penalty 3523.627604 = -4210119.812970 nChanged 3277 SP:Iteration 4F (658.054100 sec): 3 clusters Score: Raw -4215513.371194 + Penalty 3523.627604 = -4211989.743590 nChanged 3455 SP:Iteration 5F (658.147611 sec): 3 clusters Score: Raw -4217466.622205 + Penalty 3523.627604 = -4213942.994601 nChanged 3048 SP:Iteration 6F (658.241260 sec): 3 clusters Score: Raw -4218962.732857 + Penalty 3523.627604 = -4215439.105253 nChanged 2566 SP:Iteration 7F (658.334615 sec): 3 clusters Score: Raw -4220035.916433 + Penalty 3523.627604 = -4216512.288829 nChanged 2103 SP:Iteration 8Q (658.431789 sec): 3 clusters Score: Raw -4220836.746596 + Penalty 3523.627604 = -4217313.118992 nChanged 1668 SP:Iteration 9Q (658.528933 sec): 3 clusters Score: Raw -4221451.308167 + Penalty 3523.627604 = -4217927.680563 nChanged 1443 SP:Iteration 10Q (658.626123 sec): 3 clusters Score: Raw -4222001.175860 + Penalty 3523.627604 = -4218477.548256 nChanged 1314 SP:Iteration 11Q (658.723200 sec): 3 clusters Score: Raw -4222565.893555 + Penalty 3523.627604 = -4219042.265951 nChanged 1373 SP:Iteration 12Q (658.820139 sec): 3 clusters Score: Raw -4223245.277208 + Penalty 3523.627604 = -4219721.649604 nChanged 1373 SP:Iteration 13Q (658.916734 sec): 3 clusters Score: Raw -4224088.679159 + Penalty 3523.627604 = -4220565.051555 nChanged 1447 SP:Iteration 14Q (659.012839 sec): 3 clusters Score: Raw -4225171.081137 + Penalty 3523.627604 = -4221647.453533 nChanged 1385 SP:Iteration 15Q (659.106623 sec): 3 clusters Score: Raw -4226320.925898 + Penalty 3523.627604 = -4222797.298294 nChanged 1193 SP:Iteration 16Q (659.197133 sec): 3 clusters Score: Raw -4227326.149418 + Penalty 3523.627604 = -4223802.521814 nChanged 915 SP:Iteration 17Q (659.284309 sec): 3 clusters Score: Raw -4228052.805274 + Penalty 3523.627604 = -4224529.177670 nChanged 697 SP:Iteration 18Q (659.369028 sec): 3 clusters Score: Raw -4228518.935301 + Penalty 3523.627604 = -4224995.307697 nChanged 529 SP:Iteration 19Q (659.452227 sec): 3 clusters Score: Raw -4228798.845260 + Penalty 3523.627604 = -4225275.217656 nChanged 463 SP:Iteration 20F (659.544694 sec): 3 clusters Score: Raw -4229027.987540 + Penalty 3523.627604 = -4225504.359936 nChanged 405 SP:Iteration 21Q (659.627013 sec): 3 clusters Score: Raw -4229216.367428 + Penalty 3523.627604 = -4225692.739824 nChanged 329 SP:Iteration 22Q (659.708260 sec): 3 clusters Score: Raw -4229344.823350 + Penalty 3523.627604 = -4225821.195746 nChanged 270 SP:Iteration 23Q (659.788830 sec): 3 clusters Score: Raw -4229439.546314 + Penalty 3523.627604 = -4225915.918710 nChanged 209 SP:Iteration 24Q (659.878531 sec): 3 clusters Score: Raw -4229504.993954 + Penalty 3523.627604 = -4225981.366350 nChanged 182 SP:Iteration 25Q (659.958541 sec): 3 clusters Score: Raw -4229558.154157 + Penalty 3523.627604 = -4226034.526553 nChanged 142 SP:Iteration 26Q (660.038244 sec): 3 clusters Score: Raw -4229598.126276 + Penalty 3523.627604 = -4226074.498672 nChanged 125 SP:Iteration 27Q (660.117478 sec): 3 clusters Score: Raw -4229634.508163 + Penalty 3523.627604 = -4226110.880559 nChanged 121 SP:Iteration 28Q (660.196746 sec): 3 clusters Score: Raw -4229670.644194 + Penalty 3523.627604 = -4226147.016590 nChanged 101 SP:Iteration 29Q (660.275704 sec): 3 clusters Score: Raw -4229696.496953 + Penalty 3523.627604 = -4226172.869349 nChanged 87 SP:Iteration 30Q (660.354610 sec): 3 clusters Score: Raw -4229715.771145 + Penalty 3523.627604 = -4226192.143541 nChanged 82 SP:Iteration 31Q (660.433447 sec): 3 clusters Score: Raw -4229734.122014 + Penalty 3523.627604 = -4226210.494410 nChanged 63 SP:Iteration 32Q (660.512104 sec): 3 clusters Score: Raw -4229747.991572 + Penalty 3523.627604 = -4226224.363968 nChanged 57 SP:Iteration 33Q (660.590702 sec): 3 clusters Score: Raw -4229758.097557 + Penalty 3523.627604 = -4226234.469953 nChanged 45 SP:Iteration 34Q (660.669314 sec): 3 clusters Score: Raw -4229768.222198 + Penalty 3523.627604 = -4226244.594594 nChanged 42 SP:Iteration 35Q (660.747844 sec): 3 clusters Score: Raw -4229775.713601 + Penalty 3523.627604 = -4226252.085997 nChanged 37 SP:Iteration 36Q (660.826215 sec): 3 clusters Score: Raw -4229783.075507 + Penalty 3523.627604 = -4226259.447903 nChanged 44 SP:Iteration 37Q (660.904495 sec): 3 clusters Score: Raw -4229790.927964 + Penalty 3523.627604 = -4226267.300361 nChanged 37 SP:Iteration 38Q (660.982987 sec): 3 clusters Score: Raw -4229799.681110 + Penalty 3523.627604 = -4226276.053506 nChanged 42 SP:Iteration 39Q (661.061387 sec): 3 clusters Score: Raw -4229810.055802 + Penalty 3523.627604 = -4226286.428198 nChanged 37 SP:Iteration 40F (661.153912 sec): 3 clusters Score: Raw -4229816.727922 + Penalty 3523.627604 = -4226293.100318 nChanged 25 SP:Iteration 41Q (661.232352 sec): 3 clusters Score: Raw -4229821.226685 + Penalty 3523.627604 = -4226297.599081 nChanged 23 SP:Iteration 42Q (661.310624 sec): 3 clusters Score: Raw -4229825.455090 + Penalty 3523.627604 = -4226301.827487 nChanged 26 SP:Iteration 43Q (661.388658 sec): 3 clusters Score: Raw -4229830.849592 + Penalty 3523.627604 = -4226307.221988 nChanged 21 SP:Iteration 44Q (661.466839 sec): 3 clusters Score: Raw -4229833.694855 + Penalty 3523.627604 = -4226310.067251 nChanged 14 SP:Iteration 45Q (661.544909 sec): 3 clusters Score: Raw -4229835.902899 + Penalty 3523.627604 = -4226312.275295 nChanged 7 SP:Iteration 46Q (661.623055 sec): 3 clusters Score: Raw -4229836.780404 + Penalty 3523.627604 = -4226313.152800 nChanged 7 SP:Iteration 47Q (661.701109 sec): 3 clusters Score: Raw -4229837.902004 + Penalty 3523.627604 = -4226314.274400 nChanged 6 SP:Iteration 48Q (661.779124 sec): 3 clusters Score: Raw -4229838.594804 + Penalty 3523.627604 = -4226314.967200 nChanged 2 SP:Iteration 49Q (661.857202 sec): 3 clusters Score: Raw -4229838.835619 + Penalty 3523.627604 = -4226315.208016 nChanged 3 SP:Iteration 50Q (661.935390 sec): 3 clusters Score: Raw -4229838.991672 + Penalty 3523.627604 = -4226315.364068 nChanged 1 SP:Iteration 51Q (662.013461 sec): 3 clusters Score: Raw -4229839.125964 + Penalty 3523.627604 = -4226315.498360 nChanged 1 SP:Iteration 52Q (662.091433 sec): 3 clusters Score: Raw -4229839.447891 + Penalty 3523.627604 = -4226315.820287 nChanged 3 SP:Iteration 53Q (662.169594 sec): 3 clusters Score: Raw -4229839.731033 + Penalty 3523.627604 = -4226316.103429 nChanged 1 SP:Iteration 54Q (662.247747 sec): 3 clusters Score: Raw -4229839.827285 + Penalty 3523.627604 = -4226316.199681 nChanged 2 SP:Iteration 55Q (662.325799 sec): 3 clusters Score: Raw -4229840.074794 + Penalty 3523.627604 = -4226316.447190 nChanged 2 SP:Iteration 56Q (662.403852 sec): 3 clusters Score: Raw -4229840.398848 + Penalty 3523.627604 = -4226316.771244 nChanged 1 SP:Iteration 57Q (662.481907 sec): 3 clusters Score: Raw -4229840.655668 + Penalty 3523.627604 = -4226317.028064 nChanged 2 SP:Iteration 58Q (662.590722 sec): 3 clusters Score: Raw -4229840.826424 + Penalty 3523.627604 = -4226317.198820 nChanged 2 SP:Iteration 59Q (662.697903 sec): 3 clusters Score: Raw -4229841.030527 + Penalty 3523.627604 = -4226317.402923 nChanged 1 SP:Iteration 60F (662.792146 sec): 3 clusters Score: Raw -4229841.112030 + Penalty 3523.627604 = -4226317.484426 nChanged 0 Trying to split cluster 7 (3770 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (662.800714 sec): 2 clusters Score: Raw -278825.668436 + Penalty 1338.159921 = -277487.508516 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (662.820628 sec): 3 clusters Score: Raw -276948.333888 + Penalty 2676.319841 = -274272.014047 nChanged 1464 SP:Iteration 1F (662.839148 sec): 3 clusters Score: Raw -277757.084797 + Penalty 2676.319841 = -275080.764956 nChanged 300 SP:Iteration 2F (662.857857 sec): 3 clusters Score: Raw -277945.303700 + Penalty 2676.319841 = -275268.983859 nChanged 237 SP:Iteration 3F (662.876518 sec): 3 clusters Score: Raw -278105.432709 + Penalty 2676.319841 = -275429.112868 nChanged 203 SP:Iteration 4F (662.895083 sec): 3 clusters Score: Raw -278238.572344 + Penalty 2676.319841 = -275562.252503 nChanged 186 SP:Iteration 5Q (662.913783 sec): 3 clusters Score: Raw -278367.712808 + Penalty 2676.319841 = -275691.392967 nChanged 161 SP:Iteration 6Q (662.932416 sec): 3 clusters Score: Raw -278478.297708 + Penalty 2676.319841 = -275801.977866 nChanged 145 SP:Iteration 7Q (662.951057 sec): 3 clusters Score: Raw -278580.921799 + Penalty 2676.319841 = -275904.601958 nChanged 148 SP:Iteration 8Q (662.969674 sec): 3 clusters Score: Raw -278693.962131 + Penalty 2676.319841 = -276017.642290 nChanged 137 SP:Iteration 9Q (662.988074 sec): 3 clusters Score: Raw -278801.384479 + Penalty 2676.319841 = -276125.064638 nChanged 116 SP:Iteration 10Q (663.006596 sec): 3 clusters Score: Raw -278877.019968 + Penalty 2676.319841 = -276200.700126 nChanged 100 SP:Iteration 11Q (663.025119 sec): 3 clusters Score: Raw -278945.200180 + Penalty 2676.319841 = -276268.880339 nChanged 101 SP:Iteration 12Q (663.043590 sec): 3 clusters Score: Raw -279018.452275 + Penalty 2676.319841 = -276342.132434 nChanged 88 SP:Iteration 13Q (663.061838 sec): 3 clusters Score: Raw -279067.107834 + Penalty 2676.319841 = -276390.787993 nChanged 58 SP:Iteration 14Q (663.080256 sec): 3 clusters Score: Raw -279098.170120 + Penalty 2676.319841 = -276421.850279 nChanged 49 SP:Iteration 15Q (663.098601 sec): 3 clusters Score: Raw -279120.299458 + Penalty 2676.319841 = -276443.979617 nChanged 36 SP:Iteration 16Q (663.116946 sec): 3 clusters Score: Raw -279136.833488 + Penalty 2676.319841 = -276460.513647 nChanged 27 SP:Iteration 17Q (663.135113 sec): 3 clusters Score: Raw -279147.720889 + Penalty 2676.319841 = -276471.401048 nChanged 28 SP:Iteration 18Q (663.153395 sec): 3 clusters Score: Raw -279159.217322 + Penalty 2676.319841 = -276482.897480 nChanged 20 SP:Iteration 19Q (663.171659 sec): 3 clusters Score: Raw -279168.230119 + Penalty 2676.319841 = -276491.910277 nChanged 16 SP:Iteration 20F (663.190301 sec): 3 clusters Score: Raw -279175.437091 + Penalty 2676.319841 = -276499.117250 nChanged 20 SP:Iteration 21Q (663.208589 sec): 3 clusters Score: Raw -279183.772084 + Penalty 2676.319841 = -276507.452243 nChanged 17 SP:Iteration 22Q (663.226822 sec): 3 clusters Score: Raw -279190.009846 + Penalty 2676.319841 = -276513.690004 nChanged 19 SP:Iteration 23Q (663.245083 sec): 3 clusters Score: Raw -279196.153133 + Penalty 2676.319841 = -276519.833292 nChanged 16 SP:Iteration 24Q (663.263358 sec): 3 clusters Score: Raw -279201.148613 + Penalty 2676.319841 = -276524.828772 nChanged 14 SP:Iteration 25Q (663.281454 sec): 3 clusters Score: Raw -279206.055130 + Penalty 2676.319841 = -276529.735289 nChanged 15 SP:Iteration 26Q (663.299697 sec): 3 clusters Score: Raw -279210.536170 + Penalty 2676.319841 = -276534.216329 nChanged 13 SP:Iteration 27Q (663.317897 sec): 3 clusters Score: Raw -279215.821862 + Penalty 2676.319841 = -276539.502021 nChanged 17 SP:Iteration 28Q (663.336121 sec): 3 clusters Score: Raw -279225.494066 + Penalty 2676.319841 = -276549.174225 nChanged 23 SP:Iteration 29Q (663.354330 sec): 3 clusters Score: Raw -279240.499282 + Penalty 2676.319841 = -276564.179441 nChanged 20 SP:Iteration 30Q (663.372538 sec): 3 clusters Score: Raw -279252.252721 + Penalty 2676.319841 = -276575.932880 nChanged 28 SP:Iteration 31Q (663.390765 sec): 3 clusters Score: Raw -279266.232569 + Penalty 2676.319841 = -276589.912728 nChanged 21 SP:Iteration 32Q (663.408932 sec): 3 clusters Score: Raw -279279.586236 + Penalty 2676.319841 = -276603.266395 nChanged 28 SP:Iteration 33Q (663.426900 sec): 3 clusters Score: Raw -279295.922710 + Penalty 2676.319841 = -276619.602869 nChanged 32 SP:Iteration 34Q (663.444865 sec): 3 clusters Score: Raw -279317.107195 + Penalty 2676.319841 = -276640.787354 nChanged 33 SP:Iteration 35Q (663.462824 sec): 3 clusters Score: Raw -279338.643305 + Penalty 2676.319841 = -276662.323464 nChanged 31 SP:Iteration 36Q (663.480953 sec): 3 clusters Score: Raw -279355.628086 + Penalty 2676.319841 = -276679.308245 nChanged 28 SP:Iteration 37Q (663.499050 sec): 3 clusters Score: Raw -279376.310474 + Penalty 2676.319841 = -276699.990633 nChanged 28 SP:Iteration 38Q (663.516914 sec): 3 clusters Score: Raw -279396.819912 + Penalty 2676.319841 = -276720.500071 nChanged 34 SP:Iteration 39Q (663.535029 sec): 3 clusters Score: Raw -279421.691472 + Penalty 2676.319841 = -276745.371631 nChanged 40 SP:Iteration 40F (663.553514 sec): 3 clusters Score: Raw -279451.489281 + Penalty 2676.319841 = -276775.169440 nChanged 41 SP:Iteration 41Q (663.571572 sec): 3 clusters Score: Raw -279479.348412 + Penalty 2676.319841 = -276803.028571 nChanged 37 SP:Iteration 42Q (663.589435 sec): 3 clusters Score: Raw -279510.358637 + Penalty 2676.319841 = -276834.038796 nChanged 41 SP:Iteration 43Q (663.607407 sec): 3 clusters Score: Raw -279550.221271 + Penalty 2676.319841 = -276873.901430 nChanged 39 SP:Iteration 44Q (663.625463 sec): 3 clusters Score: Raw -279599.984058 + Penalty 2676.319841 = -276923.664217 nChanged 47 SP:Iteration 45Q (663.643379 sec): 3 clusters Score: Raw -279642.681279 + Penalty 2676.319841 = -276966.361438 nChanged 53 SP:Iteration 46Q (663.661274 sec): 3 clusters Score: Raw -279691.634622 + Penalty 2676.319841 = -277015.314781 nChanged 53 SP:Iteration 47Q (663.716861 sec): 3 clusters Score: Raw -279737.341887 + Penalty 2676.319841 = -277061.022045 nChanged 40 SP:Iteration 48Q (663.735740 sec): 3 clusters Score: Raw -279758.627658 + Penalty 2676.319841 = -277082.307817 nChanged 33 SP:Iteration 49Q (663.753780 sec): 3 clusters Score: Raw -279781.250057 + Penalty 2676.319841 = -277104.930216 nChanged 35 SP:Iteration 50Q (663.771574 sec): 3 clusters Score: Raw -279803.039152 + Penalty 2676.319841 = -277126.719311 nChanged 25 SP:Iteration 51Q (663.789260 sec): 3 clusters Score: Raw -279822.005892 + Penalty 2676.319841 = -277145.686051 nChanged 35 SP:Iteration 52Q (663.806750 sec): 3 clusters Score: Raw -279850.788555 + Penalty 2676.319841 = -277174.468714 nChanged 31 SP:Iteration 53Q (663.824278 sec): 3 clusters Score: Raw -279875.024967 + Penalty 2676.319841 = -277198.705126 nChanged 30 SP:Iteration 54Q (663.841740 sec): 3 clusters Score: Raw -279900.478187 + Penalty 2676.319841 = -277224.158346 nChanged 35 SP:Iteration 55Q (663.859314 sec): 3 clusters Score: Raw -279925.247314 + Penalty 2676.319841 = -277248.927473 nChanged 29 SP:Iteration 56Q (663.876695 sec): 3 clusters Score: Raw -279943.137484 + Penalty 2676.319841 = -277266.817642 nChanged 17 SP:Iteration 57Q (663.894244 sec): 3 clusters Score: Raw -279955.390189 + Penalty 2676.319841 = -277279.070348 nChanged 22 SP:Iteration 58Q (663.911578 sec): 3 clusters Score: Raw -279970.028609 + Penalty 2676.319841 = -277293.708768 nChanged 24 SP:Iteration 59Q (663.929035 sec): 3 clusters Score: Raw -279983.191458 + Penalty 2676.319841 = -277306.871617 nChanged 14 SP:Iteration 60F (663.947731 sec): 3 clusters Score: Raw -279990.590298 + Penalty 2676.319841 = -277314.270457 nChanged 11 SP:Iteration 61Q (663.965346 sec): 3 clusters Score: Raw -279996.332471 + Penalty 2676.319841 = -277320.012630 nChanged 8 SP:Iteration 62Q (663.982796 sec): 3 clusters Score: Raw -280000.974574 + Penalty 2676.319841 = -277324.654733 nChanged 9 SP:Iteration 63Q (664.000257 sec): 3 clusters Score: Raw -280006.564423 + Penalty 2676.319841 = -277330.244582 nChanged 11 SP:Iteration 64Q (664.017849 sec): 3 clusters Score: Raw -280013.920242 + Penalty 2676.319841 = -277337.600400 nChanged 17 SP:Iteration 65Q (664.035485 sec): 3 clusters Score: Raw -280025.401934 + Penalty 2676.319841 = -277349.082093 nChanged 13 SP:Iteration 66Q (664.053122 sec): 3 clusters Score: Raw -280032.370544 + Penalty 2676.319841 = -277356.050703 nChanged 13 SP:Iteration 67Q (664.070685 sec): 3 clusters Score: Raw -280039.551395 + Penalty 2676.319841 = -277363.231553 nChanged 10 SP:Iteration 68Q (664.088270 sec): 3 clusters Score: Raw -280046.046639 + Penalty 2676.319841 = -277369.726798 nChanged 7 SP:Iteration 69Q (664.105645 sec): 3 clusters Score: Raw -280050.149104 + Penalty 2676.319841 = -277373.829263 nChanged 6 SP:Iteration 70Q (664.123194 sec): 3 clusters Score: Raw -280053.146549 + Penalty 2676.319841 = -277376.826708 nChanged 2 SP:Iteration 71Q (664.141112 sec): 3 clusters Score: Raw -280054.151389 + Penalty 2676.319841 = -277377.831548 nChanged 2 SP:Iteration 72Q (664.158505 sec): 3 clusters Score: Raw -280055.621405 + Penalty 2676.319841 = -277379.301564 nChanged 2 SP:Iteration 73Q (664.175859 sec): 3 clusters Score: Raw -280056.122423 + Penalty 2676.319841 = -277379.802582 nChanged 0 SP:Iteration 74F (664.194358 sec): 3 clusters Score: Raw -280056.122423 + Penalty 2676.319841 = -277379.802582 nChanged 0 Trying to split cluster 8 (3145 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (664.211571 sec): 2 clusters Score: Raw -237200.438462 + Penalty 1308.704990 = -235891.733472 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (664.241250 sec): 3 clusters Score: Raw -235712.600275 + Penalty 2617.409980 = -233095.190295 nChanged 1237 SP:Iteration 1F (664.295506 sec): 3 clusters Score: Raw -236710.245743 + Penalty 2617.409980 = -234092.835763 nChanged 341 SP:Iteration 2F (664.315447 sec): 3 clusters Score: Raw -237079.570985 + Penalty 2617.409980 = -234462.161005 nChanged 262 SP:Iteration 3F (664.358024 sec): 3 clusters Score: Raw -237483.592209 + Penalty 2617.409980 = -234866.182229 nChanged 230 SP:Iteration 4F (664.363736 sec): 3 clusters Score: Raw -237865.248003 + Penalty 2617.409980 = -235247.838023 nChanged 194 SP:Iteration 5F (664.379504 sec): 3 clusters Score: Raw -238120.560544 + Penalty 2617.409980 = -235503.150564 nChanged 176 SP:Iteration 6F (664.395169 sec): 3 clusters Score: Raw -238359.423431 + Penalty 2617.409980 = -235742.013451 nChanged 155 SP:Iteration 7Q (664.410446 sec): 3 clusters Score: Raw -238591.751925 + Penalty 2617.409980 = -235974.341945 nChanged 157 SP:Iteration 8Q (664.425529 sec): 3 clusters Score: Raw -238806.021115 + Penalty 2617.409980 = -236188.611135 nChanged 116 SP:Iteration 9Q (664.440688 sec): 3 clusters Score: Raw -238978.647468 + Penalty 2617.409980 = -236361.237488 nChanged 90 SP:Iteration 10Q (664.455691 sec): 3 clusters Score: Raw -239119.290320 + Penalty 2617.409980 = -236501.880340 nChanged 75 SP:Iteration 11Q (664.470439 sec): 3 clusters Score: Raw -239223.808626 + Penalty 2617.409980 = -236606.398646 nChanged 48 SP:Iteration 12Q (664.485166 sec): 3 clusters Score: Raw -239295.897220 + Penalty 2617.409980 = -236678.487240 nChanged 55 SP:Iteration 13Q (664.499825 sec): 3 clusters Score: Raw -239390.242859 + Penalty 2617.409980 = -236772.832879 nChanged 55 SP:Iteration 14Q (664.514437 sec): 3 clusters Score: Raw -239486.120809 + Penalty 2617.409980 = -236868.710829 nChanged 37 SP:Iteration 15Q (664.528948 sec): 3 clusters Score: Raw -239556.683995 + Penalty 2617.409980 = -236939.274015 nChanged 40 SP:Iteration 16Q (664.543388 sec): 3 clusters Score: Raw -239670.699026 + Penalty 2617.409980 = -237053.289046 nChanged 38 SP:Iteration 17Q (664.557788 sec): 3 clusters Score: Raw -239828.675878 + Penalty 2617.409980 = -237211.265898 nChanged 37 SP:Iteration 18Q (664.572112 sec): 3 clusters Score: Raw -239975.564702 + Penalty 2617.409980 = -237358.154722 nChanged 23 SP:Iteration 19Q (664.586394 sec): 3 clusters Score: Raw -240030.387237 + Penalty 2617.409980 = -237412.977257 nChanged 10 SP:Iteration 20F (664.601938 sec): 3 clusters Score: Raw -240070.380288 + Penalty 2617.409980 = -237452.970308 nChanged 16 SP:Iteration 21Q (664.616071 sec): 3 clusters Score: Raw -240105.754224 + Penalty 2617.409980 = -237488.344245 nChanged 13 SP:Iteration 22Q (664.630373 sec): 3 clusters Score: Raw -240135.024888 + Penalty 2617.409980 = -237517.614908 nChanged 13 SP:Iteration 23Q (664.644651 sec): 3 clusters Score: Raw -240156.448098 + Penalty 2617.409980 = -237539.038119 nChanged 9 SP:Iteration 24Q (664.658900 sec): 3 clusters Score: Raw -240167.724963 + Penalty 2617.409980 = -237550.314983 nChanged 3 SP:Iteration 25Q (664.673015 sec): 3 clusters Score: Raw -240170.733944 + Penalty 2617.409980 = -237553.323964 nChanged 5 SP:Iteration 26Q (664.687263 sec): 3 clusters Score: Raw -240173.990999 + Penalty 2617.409980 = -237556.581019 nChanged 3 SP:Iteration 27Q (664.701479 sec): 3 clusters Score: Raw -240174.661024 + Penalty 2617.409980 = -237557.251044 nChanged 0 SP:Iteration 28F (664.717177 sec): 3 clusters Score: Raw -240174.661024 + Penalty 2617.409980 = -237557.251044 nChanged 0 Score: Raw -49115828.311813 + Penalty 73731.078568 = -49042097.233246 Splitting cluster 8 changes total score from -49041209.234484 to -49042097.233246 So it's getting split into cluster 34. Trying to split cluster 9 (16346 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (678.612067 sec): 2 clusters Score: Raw -1308326.237231 + Penalty 1576.532506 = -1306749.704725 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (678.652140 sec): 3 clusters Score: Raw -1298636.593295 + Penalty 3153.065012 = -1295483.528283 nChanged 7298 SP:Iteration 1F (678.690430 sec): 3 clusters Score: Raw -1302689.912569 + Penalty 3153.065012 = -1299536.847557 nChanged 991 SP:Iteration 2F (678.729193 sec): 3 clusters Score: Raw -1303153.291620 + Penalty 3153.065012 = -1300000.226609 nChanged 927 SP:Iteration 3F (678.767679 sec): 3 clusters Score: Raw -1303607.047357 + Penalty 3153.065012 = -1300453.982345 nChanged 890 SP:Iteration 4F (678.806067 sec): 3 clusters Score: Raw -1304100.545354 + Penalty 3153.065012 = -1300947.480342 nChanged 863 SP:Iteration 5F (678.844445 sec): 3 clusters Score: Raw -1304611.483879 + Penalty 3153.065012 = -1301458.418867 nChanged 816 SP:Iteration 6Q (678.883220 sec): 3 clusters Score: Raw -1305109.621948 + Penalty 3153.065012 = -1301956.556936 nChanged 842 SP:Iteration 7F (678.921488 sec): 3 clusters Score: Raw -1305662.648543 + Penalty 3153.065012 = -1302509.583531 nChanged 783 SP:Iteration 8Q (678.959878 sec): 3 clusters Score: Raw -1306173.674722 + Penalty 3153.065012 = -1303020.609710 nChanged 725 SP:Iteration 9Q (678.998047 sec): 3 clusters Score: Raw -1306629.458647 + Penalty 3153.065012 = -1303476.393635 nChanged 560 SP:Iteration 10Q (679.035699 sec): 3 clusters Score: Raw -1306942.619045 + Penalty 3153.065012 = -1303789.554034 nChanged 463 SP:Iteration 11Q (679.073047 sec): 3 clusters Score: Raw -1307158.116129 + Penalty 3153.065012 = -1304005.051117 nChanged 339 SP:Iteration 12Q (679.110071 sec): 3 clusters Score: Raw -1307294.481282 + Penalty 3153.065012 = -1304141.416270 nChanged 263 SP:Iteration 13Q (679.147023 sec): 3 clusters Score: Raw -1307390.436479 + Penalty 3153.065012 = -1304237.371467 nChanged 230 SP:Iteration 14Q (679.183520 sec): 3 clusters Score: Raw -1307468.469001 + Penalty 3153.065012 = -1304315.403989 nChanged 178 SP:Iteration 15Q (679.219824 sec): 3 clusters Score: Raw -1307521.317147 + Penalty 3153.065012 = -1304368.252135 nChanged 159 SP:Iteration 16Q (679.255930 sec): 3 clusters Score: Raw -1307575.015132 + Penalty 3153.065012 = -1304421.950120 nChanged 166 SP:Iteration 17Q (679.291874 sec): 3 clusters Score: Raw -1307634.072534 + Penalty 3153.065012 = -1304481.007522 nChanged 171 SP:Iteration 18Q (679.327720 sec): 3 clusters Score: Raw -1307689.626583 + Penalty 3153.065012 = -1304536.561571 nChanged 146 SP:Iteration 19Q (679.363656 sec): 3 clusters Score: Raw -1307734.325233 + Penalty 3153.065012 = -1304581.260221 nChanged 141 SP:Iteration 20F (679.402018 sec): 3 clusters Score: Raw -1307772.617190 + Penalty 3153.065012 = -1304619.552178 nChanged 132 SP:Iteration 21Q (679.437571 sec): 3 clusters Score: Raw -1307807.290197 + Penalty 3153.065012 = -1304654.225185 nChanged 107 SP:Iteration 22Q (679.472949 sec): 3 clusters Score: Raw -1307834.482806 + Penalty 3153.065012 = -1304681.417794 nChanged 107 SP:Iteration 23Q (679.508198 sec): 3 clusters Score: Raw -1307863.292801 + Penalty 3153.065012 = -1304710.227789 nChanged 114 SP:Iteration 24Q (679.543332 sec): 3 clusters Score: Raw -1307895.380432 + Penalty 3153.065012 = -1304742.315421 nChanged 107 SP:Iteration 25Q (679.578380 sec): 3 clusters Score: Raw -1307926.362448 + Penalty 3153.065012 = -1304773.297436 nChanged 102 SP:Iteration 26Q (679.613479 sec): 3 clusters Score: Raw -1307950.908917 + Penalty 3153.065012 = -1304797.843905 nChanged 90 SP:Iteration 27Q (679.648556 sec): 3 clusters Score: Raw -1307973.997767 + Penalty 3153.065012 = -1304820.932755 nChanged 96 SP:Iteration 28Q (679.683638 sec): 3 clusters Score: Raw -1308000.710700 + Penalty 3153.065012 = -1304847.645688 nChanged 99 SP:Iteration 29Q (679.718454 sec): 3 clusters Score: Raw -1308031.378891 + Penalty 3153.065012 = -1304878.313879 nChanged 90 SP:Iteration 30Q (679.753270 sec): 3 clusters Score: Raw -1308058.086465 + Penalty 3153.065012 = -1304905.021453 nChanged 98 SP:Iteration 31Q (679.788202 sec): 3 clusters Score: Raw -1308092.102701 + Penalty 3153.065012 = -1304939.037689 nChanged 97 SP:Iteration 32Q (679.822830 sec): 3 clusters Score: Raw -1308125.004021 + Penalty 3153.065012 = -1304971.939010 nChanged 99 SP:Iteration 33Q (679.857342 sec): 3 clusters Score: Raw -1308156.700587 + Penalty 3153.065012 = -1305003.635575 nChanged 91 SP:Iteration 34Q (679.891660 sec): 3 clusters Score: Raw -1308190.259904 + Penalty 3153.065012 = -1305037.194892 nChanged 95 SP:Iteration 35Q (679.926058 sec): 3 clusters Score: Raw -1308220.552477 + Penalty 3153.065012 = -1305067.487465 nChanged 86 SP:Iteration 36Q (679.960275 sec): 3 clusters Score: Raw -1308248.499642 + Penalty 3153.065012 = -1305095.434630 nChanged 85 SP:Iteration 37Q (679.994706 sec): 3 clusters Score: Raw -1308275.619841 + Penalty 3153.065012 = -1305122.554829 nChanged 73 SP:Iteration 38Q (680.028856 sec): 3 clusters Score: Raw -1308298.773757 + Penalty 3153.065012 = -1305145.708746 nChanged 61 SP:Iteration 39Q (680.063029 sec): 3 clusters Score: Raw -1308319.117397 + Penalty 3153.065012 = -1305166.052385 nChanged 47 SP:Iteration 40F (680.101423 sec): 3 clusters Score: Raw -1308334.849738 + Penalty 3153.065012 = -1305181.784726 nChanged 56 SP:Iteration 41Q (680.135619 sec): 3 clusters Score: Raw -1308352.689656 + Penalty 3153.065012 = -1305199.624644 nChanged 39 SP:Iteration 42Q (680.169693 sec): 3 clusters Score: Raw -1308366.275692 + Penalty 3153.065012 = -1305213.210681 nChanged 50 SP:Iteration 43Q (680.203739 sec): 3 clusters Score: Raw -1308381.555332 + Penalty 3153.065012 = -1305228.490320 nChanged 44 SP:Iteration 44Q (680.237620 sec): 3 clusters Score: Raw -1308396.997476 + Penalty 3153.065012 = -1305243.932464 nChanged 47 SP:Iteration 45Q (680.271569 sec): 3 clusters Score: Raw -1308411.789946 + Penalty 3153.065012 = -1305258.724934 nChanged 50 SP:Iteration 46Q (680.305354 sec): 3 clusters Score: Raw -1308426.222806 + Penalty 3153.065012 = -1305273.157794 nChanged 37 SP:Iteration 47Q (680.339386 sec): 3 clusters Score: Raw -1308439.087829 + Penalty 3153.065012 = -1305286.022817 nChanged 34 SP:Iteration 48Q (680.373192 sec): 3 clusters Score: Raw -1308449.254601 + Penalty 3153.065012 = -1305296.189589 nChanged 27 SP:Iteration 49Q (680.406965 sec): 3 clusters Score: Raw -1308458.408732 + Penalty 3153.065012 = -1305305.343720 nChanged 24 SP:Iteration 50Q (680.440590 sec): 3 clusters Score: Raw -1308466.088461 + Penalty 3153.065012 = -1305313.023449 nChanged 19 SP:Iteration 51Q (680.474102 sec): 3 clusters Score: Raw -1308472.088460 + Penalty 3153.065012 = -1305319.023448 nChanged 18 SP:Iteration 52Q (680.507892 sec): 3 clusters Score: Raw -1308476.556118 + Penalty 3153.065012 = -1305323.491106 nChanged 14 SP:Iteration 53Q (680.541569 sec): 3 clusters Score: Raw -1308480.136465 + Penalty 3153.065012 = -1305327.071453 nChanged 8 SP:Iteration 54Q (680.575395 sec): 3 clusters Score: Raw -1308482.253179 + Penalty 3153.065012 = -1305329.188167 nChanged 9 SP:Iteration 55Q (680.608973 sec): 3 clusters Score: Raw -1308484.643123 + Penalty 3153.065012 = -1305331.578111 nChanged 2 SP:Iteration 56Q (680.642499 sec): 3 clusters Score: Raw -1308485.280653 + Penalty 3153.065012 = -1305332.215641 nChanged 5 SP:Iteration 57Q (680.676131 sec): 3 clusters Score: Raw -1308486.456281 + Penalty 3153.065012 = -1305333.391269 nChanged 4 SP:Iteration 58Q (680.709754 sec): 3 clusters Score: Raw -1308487.645543 + Penalty 3153.065012 = -1305334.580531 nChanged 5 SP:Iteration 59Q (680.743387 sec): 3 clusters Score: Raw -1308488.780896 + Penalty 3153.065012 = -1305335.715884 nChanged 4 SP:Iteration 60F (680.781604 sec): 3 clusters Score: Raw -1308489.823701 + Penalty 3153.065012 = -1305336.758690 nChanged 1 SP:Iteration 61Q (680.815311 sec): 3 clusters Score: Raw -1308490.054126 + Penalty 3153.065012 = -1305336.989114 nChanged 0 SP:Iteration 62F (680.853591 sec): 3 clusters Score: Raw -1308490.054126 + Penalty 3153.065012 = -1305336.989114 nChanged 0 Trying to split cluster 10 (11533 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (680.880090 sec): 2 clusters Score: Raw -918498.891602 + Penalty 1519.857263 = -916979.034339 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (680.912408 sec): 3 clusters Score: Raw -911970.174622 + Penalty 3039.714525 = -908930.460097 nChanged 5005 SP:Iteration 1F (680.943351 sec): 3 clusters Score: Raw -915753.793510 + Penalty 3039.714525 = -912714.078985 nChanged 1370 SP:Iteration 2F (680.974441 sec): 3 clusters Score: Raw -918086.815259 + Penalty 3039.714525 = -915047.100734 nChanged 1538 SP:Iteration 3F (681.005497 sec): 3 clusters Score: Raw -921193.160519 + Penalty 3039.714525 = -918153.445994 nChanged 1088 SP:Iteration 4F (681.036305 sec): 3 clusters Score: Raw -922374.276478 + Penalty 3039.714525 = -919334.561953 nChanged 499 SP:Iteration 5Q (681.066626 sec): 3 clusters Score: Raw -922730.238203 + Penalty 3039.714525 = -919690.523677 nChanged 226 SP:Iteration 6Q (681.096561 sec): 3 clusters Score: Raw -922838.825378 + Penalty 3039.714525 = -919799.110853 nChanged 138 SP:Iteration 7Q (681.126393 sec): 3 clusters Score: Raw -922900.822446 + Penalty 3039.714525 = -919861.107920 nChanged 94 SP:Iteration 8Q (681.155932 sec): 3 clusters Score: Raw -922946.318801 + Penalty 3039.714525 = -919906.604275 nChanged 73 SP:Iteration 9Q (681.185396 sec): 3 clusters Score: Raw -922974.718737 + Penalty 3039.714525 = -919935.004212 nChanged 74 SP:Iteration 10Q (681.215029 sec): 3 clusters Score: Raw -923001.421898 + Penalty 3039.714525 = -919961.707373 nChanged 67 SP:Iteration 11Q (681.244296 sec): 3 clusters Score: Raw -923027.994400 + Penalty 3039.714525 = -919988.279874 nChanged 56 SP:Iteration 12Q (681.273707 sec): 3 clusters Score: Raw -923055.678333 + Penalty 3039.714525 = -920015.963808 nChanged 54 SP:Iteration 13Q (681.302932 sec): 3 clusters Score: Raw -923080.195145 + Penalty 3039.714525 = -920040.480619 nChanged 46 SP:Iteration 14Q (681.331937 sec): 3 clusters Score: Raw -923100.110080 + Penalty 3039.714525 = -920060.395555 nChanged 56 SP:Iteration 15Q (681.362344 sec): 3 clusters Score: Raw -923120.754175 + Penalty 3039.714525 = -920081.039649 nChanged 35 SP:Iteration 16Q (681.391491 sec): 3 clusters Score: Raw -923129.646848 + Penalty 3039.714525 = -920089.932323 nChanged 32 SP:Iteration 17Q (681.420458 sec): 3 clusters Score: Raw -923137.048163 + Penalty 3039.714525 = -920097.333638 nChanged 27 SP:Iteration 18Q (681.449440 sec): 3 clusters Score: Raw -923147.074427 + Penalty 3039.714525 = -920107.359902 nChanged 30 SP:Iteration 19Q (681.478263 sec): 3 clusters Score: Raw -923157.788782 + Penalty 3039.714525 = -920118.074256 nChanged 23 SP:Iteration 20F (681.509296 sec): 3 clusters Score: Raw -923164.928657 + Penalty 3039.714525 = -920125.214131 nChanged 26 SP:Iteration 21Q (681.538126 sec): 3 clusters Score: Raw -923173.063931 + Penalty 3039.714525 = -920133.349406 nChanged 21 SP:Iteration 22Q (681.566980 sec): 3 clusters Score: Raw -923178.572710 + Penalty 3039.714525 = -920138.858185 nChanged 18 SP:Iteration 23Q (681.595648 sec): 3 clusters Score: Raw -923183.960359 + Penalty 3039.714525 = -920144.245834 nChanged 19 SP:Iteration 24Q (681.624383 sec): 3 clusters Score: Raw -923189.025328 + Penalty 3039.714525 = -920149.310803 nChanged 13 SP:Iteration 25Q (681.653098 sec): 3 clusters Score: Raw -923191.782068 + Penalty 3039.714525 = -920152.067543 nChanged 7 SP:Iteration 26Q (681.681803 sec): 3 clusters Score: Raw -923193.239696 + Penalty 3039.714525 = -920153.525171 nChanged 9 SP:Iteration 27Q (681.710591 sec): 3 clusters Score: Raw -923194.755449 + Penalty 3039.714525 = -920155.040924 nChanged 9 SP:Iteration 28Q (681.739265 sec): 3 clusters Score: Raw -923196.698973 + Penalty 3039.714525 = -920156.984448 nChanged 15 SP:Iteration 29Q (681.767913 sec): 3 clusters Score: Raw -923199.300485 + Penalty 3039.714525 = -920159.585959 nChanged 14 SP:Iteration 30Q (681.796640 sec): 3 clusters Score: Raw -923202.254148 + Penalty 3039.714525 = -920162.539623 nChanged 14 SP:Iteration 31Q (681.825197 sec): 3 clusters Score: Raw -923205.440786 + Penalty 3039.714525 = -920165.726261 nChanged 8 SP:Iteration 32Q (681.854098 sec): 3 clusters Score: Raw -923206.710341 + Penalty 3039.714525 = -920166.995816 nChanged 6 SP:Iteration 33Q (681.882953 sec): 3 clusters Score: Raw -923207.538813 + Penalty 3039.714525 = -920167.824288 nChanged 6 SP:Iteration 34Q (681.911644 sec): 3 clusters Score: Raw -923208.678354 + Penalty 3039.714525 = -920168.963829 nChanged 7 SP:Iteration 35Q (681.940253 sec): 3 clusters Score: Raw -923209.526624 + Penalty 3039.714525 = -920169.812098 nChanged 2 SP:Iteration 36Q (681.968995 sec): 3 clusters Score: Raw -923209.850286 + Penalty 3039.714525 = -920170.135761 nChanged 1 SP:Iteration 37Q (681.997697 sec): 3 clusters Score: Raw -923209.961616 + Penalty 3039.714525 = -920170.247091 nChanged 1 SP:Iteration 38Q (682.026422 sec): 3 clusters Score: Raw -923210.014004 + Penalty 3039.714525 = -920170.299479 nChanged 0 SP:Iteration 39F (682.057459 sec): 3 clusters Score: Raw -923210.014004 + Penalty 3039.714525 = -920170.299479 nChanged 0 Score: Raw -49120539.434216 + Penalty 75899.639702 = -49044639.794514 Splitting cluster 10 changes total score from -49041209.234484 to -49044639.794514 So it's getting split into cluster 35. Trying to split cluster 11 (18380 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (696.322002 sec): 2 clusters Score: Raw -1487734.423306 + Penalty 1595.590489 = -1486138.832816 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (696.365310 sec): 3 clusters Score: Raw -1476768.815390 + Penalty 3191.180979 = -1473577.634411 nChanged 8262 SP:Iteration 1F (696.406757 sec): 3 clusters Score: Raw -1481409.031591 + Penalty 3191.180979 = -1478217.850612 nChanged 1022 SP:Iteration 2F (696.448429 sec): 3 clusters Score: Raw -1481820.227510 + Penalty 3191.180979 = -1478629.046531 nChanged 960 SP:Iteration 3F (696.489918 sec): 3 clusters Score: Raw -1482260.962863 + Penalty 3191.180979 = -1479069.781884 nChanged 955 SP:Iteration 4F (696.531829 sec): 3 clusters Score: Raw -1482779.626888 + Penalty 3191.180979 = -1479588.445909 nChanged 1073 SP:Iteration 5F (696.573411 sec): 3 clusters Score: Raw -1483513.664986 + Penalty 3191.180979 = -1480322.484008 nChanged 1178 SP:Iteration 6F (696.614950 sec): 3 clusters Score: Raw -1484480.994585 + Penalty 3191.180979 = -1481289.813607 nChanged 1246 SP:Iteration 7F (696.656432 sec): 3 clusters Score: Raw -1485525.585250 + Penalty 3191.180979 = -1482334.404272 nChanged 1113 SP:Iteration 8F (696.698046 sec): 3 clusters Score: Raw -1486377.851477 + Penalty 3191.180979 = -1483186.670498 nChanged 903 SP:Iteration 9Q (696.739443 sec): 3 clusters Score: Raw -1486968.035647 + Penalty 3191.180979 = -1483776.854668 nChanged 682 SP:Iteration 10Q (696.780125 sec): 3 clusters Score: Raw -1487291.307318 + Penalty 3191.180979 = -1484100.126339 nChanged 431 SP:Iteration 11Q (696.820755 sec): 3 clusters Score: Raw -1487458.271665 + Penalty 3191.180979 = -1484267.090686 nChanged 322 SP:Iteration 12Q (696.860733 sec): 3 clusters Score: Raw -1487565.471177 + Penalty 3191.180979 = -1484374.290198 nChanged 245 SP:Iteration 13Q (696.900807 sec): 3 clusters Score: Raw -1487639.190306 + Penalty 3191.180979 = -1484448.009327 nChanged 216 SP:Iteration 14Q (696.940619 sec): 3 clusters Score: Raw -1487705.559888 + Penalty 3191.180979 = -1484514.378909 nChanged 185 SP:Iteration 15Q (696.980318 sec): 3 clusters Score: Raw -1487757.307863 + Penalty 3191.180979 = -1484566.126884 nChanged 164 SP:Iteration 16Q (697.019734 sec): 3 clusters Score: Raw -1487798.729548 + Penalty 3191.180979 = -1484607.548570 nChanged 153 SP:Iteration 17Q (697.059169 sec): 3 clusters Score: Raw -1487836.544028 + Penalty 3191.180979 = -1484645.363049 nChanged 139 SP:Iteration 18Q (697.098511 sec): 3 clusters Score: Raw -1487865.900122 + Penalty 3191.180979 = -1484674.719144 nChanged 116 SP:Iteration 19Q (697.138070 sec): 3 clusters Score: Raw -1487889.455970 + Penalty 3191.180979 = -1484698.274991 nChanged 120 SP:Iteration 20F (697.179580 sec): 3 clusters Score: Raw -1487915.922395 + Penalty 3191.180979 = -1484724.741416 nChanged 118 SP:Iteration 21Q (697.219119 sec): 3 clusters Score: Raw -1487942.376119 + Penalty 3191.180979 = -1484751.195140 nChanged 115 SP:Iteration 22Q (697.258348 sec): 3 clusters Score: Raw -1487968.303730 + Penalty 3191.180979 = -1484777.122751 nChanged 106 SP:Iteration 23Q (697.297582 sec): 3 clusters Score: Raw -1487994.253884 + Penalty 3191.180979 = -1484803.072905 nChanged 114 SP:Iteration 24Q (697.336887 sec): 3 clusters Score: Raw -1488020.121703 + Penalty 3191.180979 = -1484828.940724 nChanged 125 SP:Iteration 25Q (697.375841 sec): 3 clusters Score: Raw -1488055.024287 + Penalty 3191.180979 = -1484863.843308 nChanged 147 SP:Iteration 26Q (697.415007 sec): 3 clusters Score: Raw -1488096.333147 + Penalty 3191.180979 = -1484905.152169 nChanged 140 SP:Iteration 27Q (697.453960 sec): 3 clusters Score: Raw -1488132.543791 + Penalty 3191.180979 = -1484941.362812 nChanged 134 SP:Iteration 28Q (697.492868 sec): 3 clusters Score: Raw -1488172.662756 + Penalty 3191.180979 = -1484981.481777 nChanged 153 SP:Iteration 29Q (697.531512 sec): 3 clusters Score: Raw -1488224.290210 + Penalty 3191.180979 = -1485033.109231 nChanged 148 SP:Iteration 30Q (697.570267 sec): 3 clusters Score: Raw -1488274.938459 + Penalty 3191.180979 = -1485083.757481 nChanged 129 SP:Iteration 31Q (697.608921 sec): 3 clusters Score: Raw -1488316.622729 + Penalty 3191.180979 = -1485125.441750 nChanged 118 SP:Iteration 32Q (697.647313 sec): 3 clusters Score: Raw -1488352.332485 + Penalty 3191.180979 = -1485161.151507 nChanged 129 SP:Iteration 33Q (697.685618 sec): 3 clusters Score: Raw -1488395.616901 + Penalty 3191.180979 = -1485204.435923 nChanged 138 SP:Iteration 34Q (697.723822 sec): 3 clusters Score: Raw -1488442.394573 + Penalty 3191.180979 = -1485251.213595 nChanged 125 SP:Iteration 35Q (697.761866 sec): 3 clusters Score: Raw -1488495.300167 + Penalty 3191.180979 = -1485304.119188 nChanged 134 SP:Iteration 36Q (697.799654 sec): 3 clusters Score: Raw -1488559.560327 + Penalty 3191.180979 = -1485368.379348 nChanged 151 SP:Iteration 37Q (697.837489 sec): 3 clusters Score: Raw -1488625.519126 + Penalty 3191.180979 = -1485434.338148 nChanged 143 SP:Iteration 38Q (697.910254 sec): 3 clusters Score: Raw -1488692.186251 + Penalty 3191.180979 = -1485501.005272 nChanged 136 SP:Iteration 39Q (697.946791 sec): 3 clusters Score: Raw -1488748.925925 + Penalty 3191.180979 = -1485557.744946 nChanged 124 SP:Iteration 40F (697.988584 sec): 3 clusters Score: Raw -1488808.256912 + Penalty 3191.180979 = -1485617.075933 nChanged 147 SP:Iteration 41Q (698.026126 sec): 3 clusters Score: Raw -1488880.618852 + Penalty 3191.180979 = -1485689.437873 nChanged 137 SP:Iteration 42Q (698.063072 sec): 3 clusters Score: Raw -1488949.539078 + Penalty 3191.180979 = -1485758.358100 nChanged 129 SP:Iteration 43Q (698.099950 sec): 3 clusters Score: Raw -1489003.682378 + Penalty 3191.180979 = -1485812.501399 nChanged 119 SP:Iteration 44Q (698.136683 sec): 3 clusters Score: Raw -1489054.606881 + Penalty 3191.180979 = -1485863.425903 nChanged 103 SP:Iteration 45Q (698.173280 sec): 3 clusters Score: Raw -1489094.305683 + Penalty 3191.180979 = -1485903.124704 nChanged 80 SP:Iteration 46Q (698.209697 sec): 3 clusters Score: Raw -1489120.457184 + Penalty 3191.180979 = -1485929.276206 nChanged 74 SP:Iteration 47Q (698.246082 sec): 3 clusters Score: Raw -1489144.444834 + Penalty 3191.180979 = -1485953.263855 nChanged 68 SP:Iteration 48Q (698.282310 sec): 3 clusters Score: Raw -1489167.382421 + Penalty 3191.180979 = -1485976.201442 nChanged 72 SP:Iteration 49Q (698.318558 sec): 3 clusters Score: Raw -1489191.272602 + Penalty 3191.180979 = -1486000.091623 nChanged 58 SP:Iteration 50Q (698.354567 sec): 3 clusters Score: Raw -1489207.703823 + Penalty 3191.180979 = -1486016.522844 nChanged 51 SP:Iteration 51Q (698.390743 sec): 3 clusters Score: Raw -1489219.395625 + Penalty 3191.180979 = -1486028.214646 nChanged 41 SP:Iteration 52Q (698.426744 sec): 3 clusters Score: Raw -1489229.511632 + Penalty 3191.180979 = -1486038.330653 nChanged 43 SP:Iteration 53Q (698.462817 sec): 3 clusters Score: Raw -1489241.365692 + Penalty 3191.180979 = -1486050.184713 nChanged 44 SP:Iteration 54Q (698.498813 sec): 3 clusters Score: Raw -1489251.052826 + Penalty 3191.180979 = -1486059.871847 nChanged 42 SP:Iteration 55Q (698.535130 sec): 3 clusters Score: Raw -1489259.053318 + Penalty 3191.180979 = -1486067.872339 nChanged 23 SP:Iteration 56Q (698.571069 sec): 3 clusters Score: Raw -1489263.843210 + Penalty 3191.180979 = -1486072.662231 nChanged 21 SP:Iteration 57Q (698.607162 sec): 3 clusters Score: Raw -1489266.684300 + Penalty 3191.180979 = -1486075.503322 nChanged 14 SP:Iteration 58Q (698.643088 sec): 3 clusters Score: Raw -1489269.166264 + Penalty 3191.180979 = -1486077.985286 nChanged 13 SP:Iteration 59Q (698.679256 sec): 3 clusters Score: Raw -1489270.790841 + Penalty 3191.180979 = -1486079.609863 nChanged 13 SP:Iteration 60F (698.720790 sec): 3 clusters Score: Raw -1489272.732745 + Penalty 3191.180979 = -1486081.551766 nChanged 12 SP:Iteration 61Q (698.757081 sec): 3 clusters Score: Raw -1489274.538285 + Penalty 3191.180979 = -1486083.357307 nChanged 15 SP:Iteration 62Q (698.792945 sec): 3 clusters Score: Raw -1489276.421758 + Penalty 3191.180979 = -1486085.240779 nChanged 10 SP:Iteration 63Q (698.828744 sec): 3 clusters Score: Raw -1489277.501247 + Penalty 3191.180979 = -1486086.320269 nChanged 13 SP:Iteration 64Q (698.864543 sec): 3 clusters Score: Raw -1489278.851206 + Penalty 3191.180979 = -1486087.670227 nChanged 14 SP:Iteration 65Q (698.900394 sec): 3 clusters Score: Raw -1489280.433900 + Penalty 3191.180979 = -1486089.252921 nChanged 13 SP:Iteration 66Q (698.936198 sec): 3 clusters Score: Raw -1489281.850403 + Penalty 3191.180979 = -1486090.669424 nChanged 16 SP:Iteration 67Q (698.971989 sec): 3 clusters Score: Raw -1489283.696337 + Penalty 3191.180979 = -1486092.515359 nChanged 18 SP:Iteration 68Q (699.007714 sec): 3 clusters Score: Raw -1489286.779050 + Penalty 3191.180979 = -1486095.598071 nChanged 21 SP:Iteration 69Q (699.043584 sec): 3 clusters Score: Raw -1489290.813965 + Penalty 3191.180979 = -1486099.632987 nChanged 21 SP:Iteration 70Q (699.079291 sec): 3 clusters Score: Raw -1489294.489057 + Penalty 3191.180979 = -1486103.308079 nChanged 22 SP:Iteration 71Q (699.115460 sec): 3 clusters Score: Raw -1489297.140683 + Penalty 3191.180979 = -1486105.959704 nChanged 12 SP:Iteration 72Q (699.151221 sec): 3 clusters Score: Raw -1489298.549885 + Penalty 3191.180979 = -1486107.368906 nChanged 7 SP:Iteration 73Q (699.187059 sec): 3 clusters Score: Raw -1489299.427087 + Penalty 3191.180979 = -1486108.246108 nChanged 9 SP:Iteration 74Q (699.222911 sec): 3 clusters Score: Raw -1489300.600698 + Penalty 3191.180979 = -1486109.419719 nChanged 8 SP:Iteration 75Q (699.258655 sec): 3 clusters Score: Raw -1489301.728302 + Penalty 3191.180979 = -1486110.547324 nChanged 8 SP:Iteration 76Q (699.294327 sec): 3 clusters Score: Raw -1489302.789270 + Penalty 3191.180979 = -1486111.608291 nChanged 9 SP:Iteration 77Q (699.330062 sec): 3 clusters Score: Raw -1489303.757708 + Penalty 3191.180979 = -1486112.576729 nChanged 6 SP:Iteration 78Q (699.365740 sec): 3 clusters Score: Raw -1489304.430088 + Penalty 3191.180979 = -1486113.249110 nChanged 4 SP:Iteration 79Q (699.401477 sec): 3 clusters Score: Raw -1489304.662921 + Penalty 3191.180979 = -1486113.481943 nChanged 5 SP:Iteration 80F (699.442788 sec): 3 clusters Score: Raw -1489305.524740 + Penalty 3191.180979 = -1486114.343762 nChanged 9 SP:Iteration 81Q (699.478638 sec): 3 clusters Score: Raw -1489306.258722 + Penalty 3191.180979 = -1486115.077744 nChanged 5 SP:Iteration 82Q (699.514486 sec): 3 clusters Score: Raw -1489306.620349 + Penalty 3191.180979 = -1486115.439370 nChanged 3 SP:Iteration 83Q (699.550135 sec): 3 clusters Score: Raw -1489306.814238 + Penalty 3191.180979 = -1486115.633259 nChanged 0 SP:Iteration 84F (699.591718 sec): 3 clusters Score: Raw -1489306.814238 + Penalty 3191.180979 = -1486115.633259 nChanged 0 Trying to split cluster 12 (2679 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (699.607138 sec): 2 clusters Score: Raw -213512.347326 + Penalty 1282.644816 = -212229.702509 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (699.621111 sec): 3 clusters Score: Raw -212258.009703 + Penalty 2565.289633 = -209692.720071 nChanged 988 SP:Iteration 1F (699.634259 sec): 3 clusters Score: Raw -212890.661233 + Penalty 2565.289633 = -210325.371600 nChanged 219 SP:Iteration 2F (699.647453 sec): 3 clusters Score: Raw -213100.919004 + Penalty 2565.289633 = -210535.629371 nChanged 167 SP:Iteration 3F (699.660584 sec): 3 clusters Score: Raw -213312.348653 + Penalty 2565.289633 = -210747.059021 nChanged 148 SP:Iteration 4F (699.673727 sec): 3 clusters Score: Raw -213476.987578 + Penalty 2565.289633 = -210911.697946 nChanged 146 SP:Iteration 5F (699.686815 sec): 3 clusters Score: Raw -213587.751324 + Penalty 2565.289633 = -211022.461692 nChanged 126 SP:Iteration 6Q (699.699840 sec): 3 clusters Score: Raw -213688.920837 + Penalty 2565.289633 = -211123.631205 nChanged 102 SP:Iteration 7Q (699.712830 sec): 3 clusters Score: Raw -213767.944872 + Penalty 2565.289633 = -211202.655239 nChanged 96 SP:Iteration 8Q (699.725691 sec): 3 clusters Score: Raw -213842.093233 + Penalty 2565.289633 = -211276.803600 nChanged 99 SP:Iteration 9Q (699.738568 sec): 3 clusters Score: Raw -213927.788786 + Penalty 2565.289633 = -211362.499154 nChanged 89 SP:Iteration 10Q (699.751522 sec): 3 clusters Score: Raw -214001.920991 + Penalty 2565.289633 = -211436.631359 nChanged 71 SP:Iteration 11Q (699.764466 sec): 3 clusters Score: Raw -214064.032973 + Penalty 2565.289633 = -211498.743341 nChanged 48 SP:Iteration 12Q (699.777340 sec): 3 clusters Score: Raw -214109.729749 + Penalty 2565.289633 = -211544.440116 nChanged 41 SP:Iteration 13Q (699.790168 sec): 3 clusters Score: Raw -214148.681220 + Penalty 2565.289633 = -211583.391588 nChanged 27 SP:Iteration 14Q (699.802987 sec): 3 clusters Score: Raw -214178.106362 + Penalty 2565.289633 = -211612.816730 nChanged 23 SP:Iteration 15Q (699.815716 sec): 3 clusters Score: Raw -214204.507304 + Penalty 2565.289633 = -211639.217672 nChanged 15 SP:Iteration 16Q (699.828431 sec): 3 clusters Score: Raw -214220.520153 + Penalty 2565.289633 = -211655.230521 nChanged 13 SP:Iteration 17Q (699.841080 sec): 3 clusters Score: Raw -214237.937112 + Penalty 2565.289633 = -211672.647480 nChanged 12 SP:Iteration 18Q (699.853683 sec): 3 clusters Score: Raw -214251.630777 + Penalty 2565.289633 = -211686.341145 nChanged 11 SP:Iteration 19Q (699.866296 sec): 3 clusters Score: Raw -214263.739636 + Penalty 2565.289633 = -211698.450003 nChanged 10 SP:Iteration 20F (699.879272 sec): 3 clusters Score: Raw -214279.451108 + Penalty 2565.289633 = -211714.161475 nChanged 12 SP:Iteration 21Q (699.891824 sec): 3 clusters Score: Raw -214296.196096 + Penalty 2565.289633 = -211730.906463 nChanged 5 SP:Iteration 22Q (699.904277 sec): 3 clusters Score: Raw -214301.829506 + Penalty 2565.289633 = -211736.539873 nChanged 10 SP:Iteration 23Q (699.916713 sec): 3 clusters Score: Raw -214315.707730 + Penalty 2565.289633 = -211750.418097 nChanged 5 SP:Iteration 24Q (699.929134 sec): 3 clusters Score: Raw -214321.356076 + Penalty 2565.289633 = -211756.066443 nChanged 5 SP:Iteration 25Q (699.941384 sec): 3 clusters Score: Raw -214323.957402 + Penalty 2565.289633 = -211758.667770 nChanged 2 SP:Iteration 26Q (699.953734 sec): 3 clusters Score: Raw -214326.188540 + Penalty 2565.289633 = -211760.898908 nChanged 0 SP:Iteration 27F (699.966722 sec): 3 clusters Score: Raw -214326.188540 + Penalty 2565.289633 = -211760.898908 nChanged 0 Trying to split cluster 13 (3194 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (699.984034 sec): 2 clusters Score: Raw -226983.606730 + Penalty 1311.217266 = -225672.389465 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (700.000995 sec): 3 clusters Score: Raw -225461.563522 + Penalty 2622.434532 = -222839.128990 nChanged 1190 SP:Iteration 1F (700.016852 sec): 3 clusters Score: Raw -226258.325386 + Penalty 2622.434532 = -223635.890854 nChanged 307 SP:Iteration 2F (700.032778 sec): 3 clusters Score: Raw -226523.836625 + Penalty 2622.434532 = -223901.402093 nChanged 212 SP:Iteration 3F (700.048724 sec): 3 clusters Score: Raw -226698.052726 + Penalty 2622.434532 = -224075.618194 nChanged 161 SP:Iteration 4F (700.064661 sec): 3 clusters Score: Raw -226845.836651 + Penalty 2622.434532 = -224223.402120 nChanged 152 SP:Iteration 5Q (700.080571 sec): 3 clusters Score: Raw -226989.450117 + Penalty 2622.434532 = -224367.015585 nChanged 139 SP:Iteration 6Q (700.096444 sec): 3 clusters Score: Raw -227111.066827 + Penalty 2622.434532 = -224488.632295 nChanged 118 SP:Iteration 7Q (700.112321 sec): 3 clusters Score: Raw -227220.103138 + Penalty 2622.434532 = -224597.668606 nChanged 100 SP:Iteration 8Q (700.128046 sec): 3 clusters Score: Raw -227310.447092 + Penalty 2622.434532 = -224688.012560 nChanged 76 SP:Iteration 9Q (700.143819 sec): 3 clusters Score: Raw -227372.372711 + Penalty 2622.434532 = -224749.938179 nChanged 57 SP:Iteration 10Q (700.159559 sec): 3 clusters Score: Raw -227420.810949 + Penalty 2622.434532 = -224798.376417 nChanged 46 SP:Iteration 11Q (700.175291 sec): 3 clusters Score: Raw -227464.207103 + Penalty 2622.434532 = -224841.772571 nChanged 41 SP:Iteration 12Q (700.190894 sec): 3 clusters Score: Raw -227489.958754 + Penalty 2622.434532 = -224867.524222 nChanged 32 SP:Iteration 13Q (700.206633 sec): 3 clusters Score: Raw -227531.725355 + Penalty 2622.434532 = -224909.290823 nChanged 32 SP:Iteration 14Q (700.222325 sec): 3 clusters Score: Raw -227565.978633 + Penalty 2622.434532 = -224943.544102 nChanged 40 SP:Iteration 15Q (700.238053 sec): 3 clusters Score: Raw -227621.589533 + Penalty 2622.434532 = -224999.155001 nChanged 41 SP:Iteration 16Q (700.253753 sec): 3 clusters Score: Raw -227667.538480 + Penalty 2622.434532 = -225045.103949 nChanged 32 SP:Iteration 17Q (700.269386 sec): 3 clusters Score: Raw -227689.685878 + Penalty 2622.434532 = -225067.251346 nChanged 26 SP:Iteration 18Q (700.285005 sec): 3 clusters Score: Raw -227714.265201 + Penalty 2622.434532 = -225091.830669 nChanged 23 SP:Iteration 19Q (700.300633 sec): 3 clusters Score: Raw -227731.286784 + Penalty 2622.434532 = -225108.852252 nChanged 18 SP:Iteration 20F (700.316586 sec): 3 clusters Score: Raw -227741.911957 + Penalty 2622.434532 = -225119.477425 nChanged 11 SP:Iteration 21Q (700.332145 sec): 3 clusters Score: Raw -227752.586068 + Penalty 2622.434532 = -225130.151536 nChanged 13 SP:Iteration 22Q (700.347868 sec): 3 clusters Score: Raw -227760.623739 + Penalty 2622.434532 = -225138.189207 nChanged 11 SP:Iteration 23Q (700.363526 sec): 3 clusters Score: Raw -227764.483592 + Penalty 2622.434532 = -225142.049060 nChanged 5 SP:Iteration 24Q (700.379096 sec): 3 clusters Score: Raw -227766.724620 + Penalty 2622.434532 = -225144.290088 nChanged 5 SP:Iteration 25Q (700.394755 sec): 3 clusters Score: Raw -227770.442806 + Penalty 2622.434532 = -225148.008274 nChanged 4 SP:Iteration 26Q (700.410460 sec): 3 clusters Score: Raw -227771.833291 + Penalty 2622.434532 = -225149.398759 nChanged 3 SP:Iteration 27Q (700.426105 sec): 3 clusters Score: Raw -227773.118759 + Penalty 2622.434532 = -225150.684227 nChanged 1 SP:Iteration 28Q (700.441778 sec): 3 clusters Score: Raw -227773.302568 + Penalty 2622.434532 = -225150.868037 nChanged 1 SP:Iteration 29Q (700.457425 sec): 3 clusters Score: Raw -227773.448508 + Penalty 2622.434532 = -225151.013976 nChanged 0 SP:Iteration 30F (700.473243 sec): 3 clusters Score: Raw -227773.448508 + Penalty 2622.434532 = -225151.013976 nChanged 0 Trying to split cluster 14 (19294 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (700.508031 sec): 2 clusters Score: Raw -1621075.216807 + Penalty 1603.476785 = -1619471.740022 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (700.552601 sec): 3 clusters Score: Raw -1609497.517084 + Penalty 3206.953570 = -1606290.563515 nChanged 8681 SP:Iteration 1F (700.595451 sec): 3 clusters Score: Raw -1614289.222185 + Penalty 3206.953570 = -1611082.268616 nChanged 867 SP:Iteration 2Q (700.639368 sec): 3 clusters Score: Raw -1614550.109427 + Penalty 3206.953570 = -1611343.155857 nChanged 762 SP:Iteration 3Q (700.682863 sec): 3 clusters Score: Raw -1614776.865161 + Penalty 3206.953570 = -1611569.911591 nChanged 702 SP:Iteration 4Q (700.726506 sec): 3 clusters Score: Raw -1614993.561704 + Penalty 3206.953570 = -1611786.608134 nChanged 649 SP:Iteration 5Q (700.769959 sec): 3 clusters Score: Raw -1615203.049775 + Penalty 3206.953570 = -1611996.096206 nChanged 619 SP:Iteration 6Q (700.813844 sec): 3 clusters Score: Raw -1615421.609219 + Penalty 3206.953570 = -1612214.655650 nChanged 624 SP:Iteration 7Q (700.857471 sec): 3 clusters Score: Raw -1615682.019852 + Penalty 3206.953570 = -1612475.066282 nChanged 694 SP:Iteration 8Q (700.900886 sec): 3 clusters Score: Raw -1616047.804296 + Penalty 3206.953570 = -1612840.850726 nChanged 752 SP:Iteration 9Q (700.944307 sec): 3 clusters Score: Raw -1616510.746580 + Penalty 3206.953570 = -1613303.793010 nChanged 866 SP:Iteration 10Q (700.987611 sec): 3 clusters Score: Raw -1617102.996828 + Penalty 3206.953570 = -1613896.043258 nChanged 899 SP:Iteration 11Q (701.030439 sec): 3 clusters Score: Raw -1617756.681801 + Penalty 3206.953570 = -1614549.728231 nChanged 863 SP:Iteration 12Q (701.072677 sec): 3 clusters Score: Raw -1618396.777722 + Penalty 3206.953570 = -1615189.824152 nChanged 869 SP:Iteration 13Q (701.114527 sec): 3 clusters Score: Raw -1618975.066417 + Penalty 3206.953570 = -1615768.112847 nChanged 732 SP:Iteration 14Q (701.155577 sec): 3 clusters Score: Raw -1619377.080088 + Penalty 3206.953570 = -1616170.126518 nChanged 536 SP:Iteration 15Q (701.196434 sec): 3 clusters Score: Raw -1619584.374859 + Penalty 3206.953570 = -1616377.421289 nChanged 346 SP:Iteration 16Q (701.236745 sec): 3 clusters Score: Raw -1619684.730423 + Penalty 3206.953570 = -1616477.776854 nChanged 259 SP:Iteration 17Q (701.276842 sec): 3 clusters Score: Raw -1619764.598893 + Penalty 3206.953570 = -1616557.645323 nChanged 234 SP:Iteration 18Q (701.316751 sec): 3 clusters Score: Raw -1619837.938862 + Penalty 3206.953570 = -1616630.985292 nChanged 223 SP:Iteration 19Q (701.356653 sec): 3 clusters Score: Raw -1619902.641079 + Penalty 3206.953570 = -1616695.687509 nChanged 188 SP:Iteration 20F (701.399416 sec): 3 clusters Score: Raw -1619953.928574 + Penalty 3206.953570 = -1616746.975004 nChanged 148 SP:Iteration 21Q (701.439003 sec): 3 clusters Score: Raw -1619985.580526 + Penalty 3206.953570 = -1616778.626956 nChanged 122 SP:Iteration 22Q (701.478452 sec): 3 clusters Score: Raw -1620012.693668 + Penalty 3206.953570 = -1616805.740098 nChanged 104 SP:Iteration 23Q (701.517926 sec): 3 clusters Score: Raw -1620040.476901 + Penalty 3206.953570 = -1616833.523331 nChanged 109 SP:Iteration 24Q (701.557236 sec): 3 clusters Score: Raw -1620066.382480 + Penalty 3206.953570 = -1616859.428911 nChanged 124 SP:Iteration 25Q (701.596750 sec): 3 clusters Score: Raw -1620092.801403 + Penalty 3206.953570 = -1616885.847833 nChanged 113 SP:Iteration 26Q (701.635883 sec): 3 clusters Score: Raw -1620120.890638 + Penalty 3206.953570 = -1616913.937068 nChanged 134 SP:Iteration 27Q (701.675006 sec): 3 clusters Score: Raw -1620152.917112 + Penalty 3206.953570 = -1616945.963542 nChanged 116 SP:Iteration 28Q (701.715116 sec): 3 clusters Score: Raw -1620180.381588 + Penalty 3206.953570 = -1616973.428018 nChanged 106 SP:Iteration 29Q (701.754720 sec): 3 clusters Score: Raw -1620207.937578 + Penalty 3206.953570 = -1617000.984008 nChanged 112 SP:Iteration 30Q (701.794353 sec): 3 clusters Score: Raw -1620235.733683 + Penalty 3206.953570 = -1617028.780113 nChanged 119 SP:Iteration 31Q (701.833476 sec): 3 clusters Score: Raw -1620262.378181 + Penalty 3206.953570 = -1617055.424612 nChanged 104 SP:Iteration 32Q (701.872417 sec): 3 clusters Score: Raw -1620291.252815 + Penalty 3206.953570 = -1617084.299245 nChanged 115 SP:Iteration 33Q (701.911438 sec): 3 clusters Score: Raw -1620325.052352 + Penalty 3206.953570 = -1617118.098782 nChanged 114 SP:Iteration 34Q (701.950612 sec): 3 clusters Score: Raw -1620357.631917 + Penalty 3206.953570 = -1617150.678347 nChanged 119 SP:Iteration 35Q (701.989334 sec): 3 clusters Score: Raw -1620386.329779 + Penalty 3206.953570 = -1617179.376209 nChanged 99 SP:Iteration 36Q (702.028013 sec): 3 clusters Score: Raw -1620407.036971 + Penalty 3206.953570 = -1617200.083402 nChanged 95 SP:Iteration 37Q (702.066919 sec): 3 clusters Score: Raw -1620429.001295 + Penalty 3206.953570 = -1617222.047725 nChanged 94 SP:Iteration 38Q (702.105878 sec): 3 clusters Score: Raw -1620448.634065 + Penalty 3206.953570 = -1617241.680496 nChanged 81 SP:Iteration 39Q (702.144346 sec): 3 clusters Score: Raw -1620467.046460 + Penalty 3206.953570 = -1617260.092890 nChanged 57 SP:Iteration 40F (702.187325 sec): 3 clusters Score: Raw -1620477.546044 + Penalty 3206.953570 = -1617270.592475 nChanged 52 SP:Iteration 41Q (702.225952 sec): 3 clusters Score: Raw -1620489.003838 + Penalty 3206.953570 = -1617282.050268 nChanged 63 SP:Iteration 42Q (702.264372 sec): 3 clusters Score: Raw -1620499.228587 + Penalty 3206.953570 = -1617292.275017 nChanged 64 SP:Iteration 43Q (702.302804 sec): 3 clusters Score: Raw -1620509.965729 + Penalty 3206.953570 = -1617303.012159 nChanged 46 SP:Iteration 44Q (702.340987 sec): 3 clusters Score: Raw -1620517.571613 + Penalty 3206.953570 = -1617310.618043 nChanged 40 SP:Iteration 45Q (702.379807 sec): 3 clusters Score: Raw -1620522.554103 + Penalty 3206.953570 = -1617315.600533 nChanged 40 SP:Iteration 46Q (702.418087 sec): 3 clusters Score: Raw -1620529.061311 + Penalty 3206.953570 = -1617322.107741 nChanged 40 SP:Iteration 47Q (702.456396 sec): 3 clusters Score: Raw -1620534.421654 + Penalty 3206.953570 = -1617327.468084 nChanged 38 SP:Iteration 48Q (702.494616 sec): 3 clusters Score: Raw -1620540.639231 + Penalty 3206.953570 = -1617333.685661 nChanged 44 SP:Iteration 49Q (702.532952 sec): 3 clusters Score: Raw -1620547.549359 + Penalty 3206.953570 = -1617340.595789 nChanged 49 SP:Iteration 50Q (702.571051 sec): 3 clusters Score: Raw -1620555.790296 + Penalty 3206.953570 = -1617348.836726 nChanged 47 SP:Iteration 51Q (702.609123 sec): 3 clusters Score: Raw -1620566.413458 + Penalty 3206.953570 = -1617359.459888 nChanged 51 SP:Iteration 52Q (702.647334 sec): 3 clusters Score: Raw -1620576.133838 + Penalty 3206.953570 = -1617369.180268 nChanged 51 SP:Iteration 53Q (702.685212 sec): 3 clusters Score: Raw -1620584.799140 + Penalty 3206.953570 = -1617377.845570 nChanged 44 SP:Iteration 54Q (702.723328 sec): 3 clusters Score: Raw -1620593.108847 + Penalty 3206.953570 = -1617386.155278 nChanged 49 SP:Iteration 55Q (702.761431 sec): 3 clusters Score: Raw -1620602.727788 + Penalty 3206.953570 = -1617395.774218 nChanged 53 SP:Iteration 56Q (702.799341 sec): 3 clusters Score: Raw -1620612.865990 + Penalty 3206.953570 = -1617405.912420 nChanged 49 SP:Iteration 57Q (702.837953 sec): 3 clusters Score: Raw -1620621.657772 + Penalty 3206.953570 = -1617414.704202 nChanged 45 SP:Iteration 58Q (702.883317 sec): 3 clusters Score: Raw -1620630.084869 + Penalty 3206.953570 = -1617423.131300 nChanged 39 SP:Iteration 59Q (702.920631 sec): 3 clusters Score: Raw -1620636.200955 + Penalty 3206.953570 = -1617429.247385 nChanged 37 SP:Iteration 60F (702.963503 sec): 3 clusters Score: Raw -1620642.293558 + Penalty 3206.953570 = -1617435.339988 nChanged 43 SP:Iteration 61Q (703.001909 sec): 3 clusters Score: Raw -1620649.247335 + Penalty 3206.953570 = -1617442.293765 nChanged 31 SP:Iteration 62Q (703.039627 sec): 3 clusters Score: Raw -1620653.590797 + Penalty 3206.953570 = -1617446.637227 nChanged 26 SP:Iteration 63Q (703.077368 sec): 3 clusters Score: Raw -1620658.602849 + Penalty 3206.953570 = -1617451.649279 nChanged 32 SP:Iteration 64Q (703.115101 sec): 3 clusters Score: Raw -1620664.416108 + Penalty 3206.953570 = -1617457.462538 nChanged 42 SP:Iteration 65Q (703.152924 sec): 3 clusters Score: Raw -1620672.915173 + Penalty 3206.953570 = -1617465.961603 nChanged 55 SP:Iteration 66Q (703.190636 sec): 3 clusters Score: Raw -1620683.470029 + Penalty 3206.953570 = -1617476.516459 nChanged 53 SP:Iteration 67Q (703.228178 sec): 3 clusters Score: Raw -1620692.666622 + Penalty 3206.953570 = -1617485.713053 nChanged 49 SP:Iteration 68Q (703.265891 sec): 3 clusters Score: Raw -1620702.573749 + Penalty 3206.953570 = -1617495.620179 nChanged 53 SP:Iteration 69Q (703.303572 sec): 3 clusters Score: Raw -1620714.502709 + Penalty 3206.953570 = -1617507.549139 nChanged 59 SP:Iteration 70Q (703.341228 sec): 3 clusters Score: Raw -1620726.768837 + Penalty 3206.953570 = -1617519.815268 nChanged 62 SP:Iteration 71Q (703.378954 sec): 3 clusters Score: Raw -1620740.020942 + Penalty 3206.953570 = -1617533.067372 nChanged 56 SP:Iteration 72Q (703.416565 sec): 3 clusters Score: Raw -1620753.463069 + Penalty 3206.953570 = -1617546.509499 nChanged 69 SP:Iteration 73Q (703.454125 sec): 3 clusters Score: Raw -1620770.264451 + Penalty 3206.953570 = -1617563.310882 nChanged 68 SP:Iteration 74Q (703.491809 sec): 3 clusters Score: Raw -1620785.016136 + Penalty 3206.953570 = -1617578.062566 nChanged 66 SP:Iteration 75Q (703.529328 sec): 3 clusters Score: Raw -1620800.830358 + Penalty 3206.953570 = -1617593.876788 nChanged 75 SP:Iteration 76Q (703.566785 sec): 3 clusters Score: Raw -1620819.009991 + Penalty 3206.953570 = -1617612.056421 nChanged 66 SP:Iteration 77Q (703.604254 sec): 3 clusters Score: Raw -1620833.403883 + Penalty 3206.953570 = -1617626.450313 nChanged 61 SP:Iteration 78Q (703.641700 sec): 3 clusters Score: Raw -1620846.427784 + Penalty 3206.953570 = -1617639.474214 nChanged 55 SP:Iteration 79Q (703.679267 sec): 3 clusters Score: Raw -1620862.488155 + Penalty 3206.953570 = -1617655.534585 nChanged 69 SP:Iteration 80F (703.722129 sec): 3 clusters Score: Raw -1620879.692326 + Penalty 3206.953570 = -1617672.738756 nChanged 57 SP:Iteration 81Q (703.759701 sec): 3 clusters Score: Raw -1620893.163799 + Penalty 3206.953570 = -1617686.210229 nChanged 47 SP:Iteration 82Q (703.797058 sec): 3 clusters Score: Raw -1620904.294467 + Penalty 3206.953570 = -1617697.340897 nChanged 50 SP:Iteration 83Q (703.834359 sec): 3 clusters Score: Raw -1620918.124602 + Penalty 3206.953570 = -1617711.171033 nChanged 54 SP:Iteration 84Q (703.871703 sec): 3 clusters Score: Raw -1620933.930579 + Penalty 3206.953570 = -1617726.977009 nChanged 51 SP:Iteration 85Q (703.909029 sec): 3 clusters Score: Raw -1620947.635567 + Penalty 3206.953570 = -1617740.681998 nChanged 48 SP:Iteration 86Q (703.946089 sec): 3 clusters Score: Raw -1620959.511864 + Penalty 3206.953570 = -1617752.558294 nChanged 55 SP:Iteration 87Q (703.983368 sec): 3 clusters Score: Raw -1620974.786888 + Penalty 3206.953570 = -1617767.833318 nChanged 58 SP:Iteration 88Q (704.020508 sec): 3 clusters Score: Raw -1620991.760109 + Penalty 3206.953570 = -1617784.806539 nChanged 50 SP:Iteration 89Q (704.057688 sec): 3 clusters Score: Raw -1621006.029846 + Penalty 3206.953570 = -1617799.076276 nChanged 50 SP:Iteration 90Q (704.094786 sec): 3 clusters Score: Raw -1621020.488255 + Penalty 3206.953570 = -1617813.534685 nChanged 52 SP:Iteration 91Q (704.131914 sec): 3 clusters Score: Raw -1621035.794536 + Penalty 3206.953570 = -1617828.840966 nChanged 43 SP:Iteration 92Q (704.169107 sec): 3 clusters Score: Raw -1621047.956111 + Penalty 3206.953570 = -1617841.002541 nChanged 46 SP:Iteration 93Q (704.206040 sec): 3 clusters Score: Raw -1621063.571205 + Penalty 3206.953570 = -1617856.617635 nChanged 45 SP:Iteration 94Q (704.243118 sec): 3 clusters Score: Raw -1621075.118972 + Penalty 3206.953570 = -1617868.165402 nChanged 39 SP:Iteration 95Q (704.280139 sec): 3 clusters Score: Raw -1621089.661553 + Penalty 3206.953570 = -1617882.707983 nChanged 42 SP:Iteration 96Q (704.317239 sec): 3 clusters Score: Raw -1621102.908847 + Penalty 3206.953570 = -1617895.955277 nChanged 35 SP:Iteration 97Q (704.354292 sec): 3 clusters Score: Raw -1621115.551808 + Penalty 3206.953570 = -1617908.598238 nChanged 40 SP:Iteration 98Q (704.391191 sec): 3 clusters Score: Raw -1621130.033781 + Penalty 3206.953570 = -1617923.080211 nChanged 47 SP:Iteration 99Q (704.428073 sec): 3 clusters Score: Raw -1621146.318337 + Penalty 3206.953570 = -1617939.364767 nChanged 41 SP:Iteration 100F (704.471101 sec): 3 clusters Score: Raw -1621160.646294 + Penalty 3206.953570 = -1617953.692725 nChanged 34 SP:Iteration 101Q (704.508188 sec): 3 clusters Score: Raw -1621172.122713 + Penalty 3206.953570 = -1617965.169144 nChanged 42 SP:Iteration 102Q (704.545000 sec): 3 clusters Score: Raw -1621187.493226 + Penalty 3206.953570 = -1617980.539656 nChanged 38 SP:Iteration 103Q (704.581859 sec): 3 clusters Score: Raw -1621201.785871 + Penalty 3206.953570 = -1617994.832301 nChanged 34 SP:Iteration 104Q (704.618887 sec): 3 clusters Score: Raw -1621216.426062 + Penalty 3206.953570 = -1618009.472492 nChanged 35 SP:Iteration 105Q (704.655733 sec): 3 clusters Score: Raw -1621228.027289 + Penalty 3206.953570 = -1618021.073719 nChanged 25 SP:Iteration 106Q (704.692590 sec): 3 clusters Score: Raw -1621238.115844 + Penalty 3206.953570 = -1618031.162274 nChanged 22 SP:Iteration 107Q (704.729465 sec): 3 clusters Score: Raw -1621245.826670 + Penalty 3206.953570 = -1618038.873100 nChanged 25 SP:Iteration 108Q (704.766270 sec): 3 clusters Score: Raw -1621254.887599 + Penalty 3206.953570 = -1618047.934029 nChanged 24 SP:Iteration 109Q (704.803070 sec): 3 clusters Score: Raw -1621261.956065 + Penalty 3206.953570 = -1618055.002495 nChanged 19 SP:Iteration 110Q (704.839814 sec): 3 clusters Score: Raw -1621268.941298 + Penalty 3206.953570 = -1618061.987728 nChanged 13 SP:Iteration 111Q (704.876496 sec): 3 clusters Score: Raw -1621274.677077 + Penalty 3206.953570 = -1618067.723507 nChanged 20 SP:Iteration 112Q (704.913226 sec): 3 clusters Score: Raw -1621283.360197 + Penalty 3206.953570 = -1618076.406627 nChanged 17 SP:Iteration 113Q (704.950136 sec): 3 clusters Score: Raw -1621289.388721 + Penalty 3206.953570 = -1618082.435151 nChanged 17 SP:Iteration 114Q (704.986831 sec): 3 clusters Score: Raw -1621295.522648 + Penalty 3206.953570 = -1618088.569078 nChanged 11 SP:Iteration 115Q (705.023542 sec): 3 clusters Score: Raw -1621300.461639 + Penalty 3206.953570 = -1618093.508069 nChanged 13 SP:Iteration 116Q (705.060204 sec): 3 clusters Score: Raw -1621305.756798 + Penalty 3206.953570 = -1618098.803228 nChanged 9 SP:Iteration 117Q (705.096930 sec): 3 clusters Score: Raw -1621309.350933 + Penalty 3206.953570 = -1618102.397363 nChanged 6 SP:Iteration 118Q (705.133619 sec): 3 clusters Score: Raw -1621310.886723 + Penalty 3206.953570 = -1618103.933153 nChanged 6 SP:Iteration 119Q (705.170223 sec): 3 clusters Score: Raw -1621312.879063 + Penalty 3206.953570 = -1618105.925493 nChanged 7 SP:Iteration 120F (705.213097 sec): 3 clusters Score: Raw -1621315.527885 + Penalty 3206.953570 = -1618108.574315 nChanged 8 SP:Iteration 121Q (705.250003 sec): 3 clusters Score: Raw -1621319.335681 + Penalty 3206.953570 = -1618112.382111 nChanged 8 SP:Iteration 122Q (705.286552 sec): 3 clusters Score: Raw -1621323.785675 + Penalty 3206.953570 = -1618116.832106 nChanged 4 SP:Iteration 123Q (705.323264 sec): 3 clusters Score: Raw -1621324.909566 + Penalty 3206.953570 = -1618117.955996 nChanged 1 SP:Iteration 124Q (705.359891 sec): 3 clusters Score: Raw -1621325.276132 + Penalty 3206.953570 = -1618118.322562 nChanged 1 SP:Iteration 125Q (705.396570 sec): 3 clusters Score: Raw -1621325.654138 + Penalty 3206.953570 = -1618118.700568 nChanged 1 SP:Iteration 126Q (705.433094 sec): 3 clusters Score: Raw -1621325.932787 + Penalty 3206.953570 = -1618118.979217 nChanged 0 SP:Iteration 127F (705.476058 sec): 3 clusters Score: Raw -1621325.932787 + Penalty 3206.953570 = -1618118.979217 nChanged 0 Trying to split cluster 15 (56032 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (705.561016 sec): 2 clusters Score: Raw -4428663.268102 + Penalty 1776.722713 = -4426886.545389 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (705.667649 sec): 3 clusters Score: Raw -4393008.476787 + Penalty 3553.445426 = -4389455.031361 nChanged 26396 SP:Iteration 1F (705.768911 sec): 3 clusters Score: Raw -4408447.498746 + Penalty 3553.445426 = -4404894.053320 nChanged 2402 SP:Iteration 2Q (705.875345 sec): 3 clusters Score: Raw -4409229.729162 + Penalty 3553.445426 = -4405676.283736 nChanged 2601 SP:Iteration 3Q (705.982039 sec): 3 clusters Score: Raw -4410271.849144 + Penalty 3553.445426 = -4406718.403717 nChanged 3099 SP:Iteration 4F (706.083244 sec): 3 clusters Score: Raw -4411847.801003 + Penalty 3553.445426 = -4408294.355577 nChanged 3770 SP:Iteration 5F (706.184124 sec): 3 clusters Score: Raw -4414230.071992 + Penalty 3553.445426 = -4410676.626565 nChanged 4233 SP:Iteration 6F (706.285365 sec): 3 clusters Score: Raw -4417561.263141 + Penalty 3553.445426 = -4414007.817714 nChanged 4257 SP:Iteration 7F (706.386309 sec): 3 clusters Score: Raw -4421407.495138 + Penalty 3553.445426 = -4417854.049712 nChanged 3570 SP:Iteration 8F (706.487200 sec): 3 clusters Score: Raw -4424778.416966 + Penalty 3553.445426 = -4421224.971540 nChanged 2310 SP:Iteration 9Q (706.590668 sec): 3 clusters Score: Raw -4426886.855753 + Penalty 3553.445426 = -4423333.410326 nChanged 1259 SP:Iteration 10Q (706.688368 sec): 3 clusters Score: Raw -4428010.299305 + Penalty 3553.445426 = -4424456.853879 nChanged 638 SP:Iteration 11Q (706.779775 sec): 3 clusters Score: Raw -4428596.852139 + Penalty 3553.445426 = -4425043.406713 nChanged 333 SP:Iteration 12Q (706.875038 sec): 3 clusters Score: Raw -4428902.070353 + Penalty 3553.445426 = -4425348.624927 nChanged 159 SP:Iteration 13Q (706.971249 sec): 3 clusters Score: Raw -4429005.188281 + Penalty 3553.445426 = -4425451.742854 nChanged 93 SP:Iteration 14Q (707.082014 sec): 3 clusters Score: Raw -4429046.575514 + Penalty 3553.445426 = -4425493.130087 nChanged 57 SP:Iteration 15Q (707.166397 sec): 3 clusters Score: Raw -4429075.245595 + Penalty 3553.445426 = -4425521.800169 nChanged 49 SP:Iteration 16Q (707.250311 sec): 3 clusters Score: Raw -4429099.387247 + Penalty 3553.445426 = -4425545.941821 nChanged 40 SP:Iteration 17Q (707.333995 sec): 3 clusters Score: Raw -4429116.692228 + Penalty 3553.445426 = -4425563.246802 nChanged 34 SP:Iteration 18Q (707.417565 sec): 3 clusters Score: Raw -4429129.867905 + Penalty 3553.445426 = -4425576.422479 nChanged 29 SP:Iteration 19Q (707.501167 sec): 3 clusters Score: Raw -4429140.193945 + Penalty 3553.445426 = -4425586.748518 nChanged 19 SP:Iteration 20F (707.601457 sec): 3 clusters Score: Raw -4429149.400920 + Penalty 3553.445426 = -4425595.955494 nChanged 17 SP:Iteration 21Q (707.684860 sec): 3 clusters Score: Raw -4429157.150326 + Penalty 3553.445426 = -4425603.704900 nChanged 16 SP:Iteration 22Q (707.768116 sec): 3 clusters Score: Raw -4429165.398279 + Penalty 3553.445426 = -4425611.952852 nChanged 21 SP:Iteration 23Q (707.851508 sec): 3 clusters Score: Raw -4429173.353609 + Penalty 3553.445426 = -4425619.908182 nChanged 9 SP:Iteration 24Q (707.934563 sec): 3 clusters Score: Raw -4429177.965504 + Penalty 3553.445426 = -4425624.520078 nChanged 13 SP:Iteration 25Q (708.017710 sec): 3 clusters Score: Raw -4429184.307935 + Penalty 3553.445426 = -4425630.862508 nChanged 9 SP:Iteration 26Q (708.100731 sec): 3 clusters Score: Raw -4429188.464938 + Penalty 3553.445426 = -4425635.019512 nChanged 11 SP:Iteration 27Q (708.183784 sec): 3 clusters Score: Raw -4429191.785199 + Penalty 3553.445426 = -4425638.339772 nChanged 5 SP:Iteration 28Q (708.266862 sec): 3 clusters Score: Raw -4429193.978196 + Penalty 3553.445426 = -4425640.532770 nChanged 6 SP:Iteration 29Q (708.349946 sec): 3 clusters Score: Raw -4429196.157261 + Penalty 3553.445426 = -4425642.711835 nChanged 8 SP:Iteration 30Q (708.432970 sec): 3 clusters Score: Raw -4429198.615064 + Penalty 3553.445426 = -4425645.169637 nChanged 6 SP:Iteration 31Q (708.515923 sec): 3 clusters Score: Raw -4429200.207634 + Penalty 3553.445426 = -4425646.762207 nChanged 3 SP:Iteration 32Q (708.598847 sec): 3 clusters Score: Raw -4429201.380452 + Penalty 3553.445426 = -4425647.935026 nChanged 3 SP:Iteration 33Q (708.681785 sec): 3 clusters Score: Raw -4429201.943695 + Penalty 3553.445426 = -4425648.498268 nChanged 2 SP:Iteration 34Q (708.764753 sec): 3 clusters Score: Raw -4429202.440991 + Penalty 3553.445426 = -4425648.995565 nChanged 1 SP:Iteration 35Q (708.847671 sec): 3 clusters Score: Raw -4429203.052858 + Penalty 3553.445426 = -4425649.607432 nChanged 1 SP:Iteration 36Q (708.930546 sec): 3 clusters Score: Raw -4429203.207647 + Penalty 3553.445426 = -4425649.762220 nChanged 0 SP:Iteration 37F (709.030919 sec): 3 clusters Score: Raw -4429203.207647 + Penalty 3553.445426 = -4425649.762220 nChanged 0 Trying to split cluster 16 (1047 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (709.036485 sec): 2 clusters Score: Raw -72179.231286 + Penalty 1129.973684 = -71049.257602 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (709.042611 sec): 3 clusters Score: Raw -71862.536344 + Penalty 2259.947369 = -69602.588975 nChanged 321 SP:Iteration 1F (709.048395 sec): 3 clusters Score: Raw -72191.749770 + Penalty 2259.947369 = -69931.802402 nChanged 98 SP:Iteration 2F (709.054103 sec): 3 clusters Score: Raw -72295.946434 + Penalty 2259.947369 = -70035.999065 nChanged 50 SP:Iteration 3Q (709.059764 sec): 3 clusters Score: Raw -72352.065069 + Penalty 2259.947369 = -70092.117700 nChanged 36 SP:Iteration 4Q (709.065417 sec): 3 clusters Score: Raw -72386.465267 + Penalty 2259.947369 = -70126.517898 nChanged 27 SP:Iteration 5Q (709.071007 sec): 3 clusters Score: Raw -72415.092805 + Penalty 2259.947369 = -70155.145437 nChanged 15 SP:Iteration 6Q (709.076586 sec): 3 clusters Score: Raw -72429.910576 + Penalty 2259.947369 = -70169.963208 nChanged 11 SP:Iteration 7Q (709.082232 sec): 3 clusters Score: Raw -72439.137249 + Penalty 2259.947369 = -70179.189880 nChanged 12 SP:Iteration 8Q (709.087879 sec): 3 clusters Score: Raw -72465.849063 + Penalty 2259.947369 = -70205.901694 nChanged 15 SP:Iteration 9Q (709.093493 sec): 3 clusters Score: Raw -72482.671019 + Penalty 2259.947369 = -70222.723650 nChanged 11 SP:Iteration 10Q (709.099094 sec): 3 clusters Score: Raw -72489.056068 + Penalty 2259.947369 = -70229.108700 nChanged 8 SP:Iteration 11Q (709.104689 sec): 3 clusters Score: Raw -72501.750970 + Penalty 2259.947369 = -70241.803601 nChanged 11 SP:Iteration 12Q (709.110259 sec): 3 clusters Score: Raw -72511.966912 + Penalty 2259.947369 = -70252.019544 nChanged 8 SP:Iteration 13Q (709.115864 sec): 3 clusters Score: Raw -72516.764343 + Penalty 2259.947369 = -70256.816975 nChanged 3 SP:Iteration 14Q (709.121406 sec): 3 clusters Score: Raw -72519.577206 + Penalty 2259.947369 = -70259.629837 nChanged 2 SP:Iteration 15Q (709.127001 sec): 3 clusters Score: Raw -72521.294805 + Penalty 2259.947369 = -70261.347437 nChanged 2 SP:Iteration 16Q (709.132599 sec): 3 clusters Score: Raw -72524.193706 + Penalty 2259.947369 = -70264.246337 nChanged 1 SP:Iteration 17Q (709.138190 sec): 3 clusters Score: Raw -72524.599184 + Penalty 2259.947369 = -70264.651815 nChanged 0 SP:Iteration 18F (709.143911 sec): 3 clusters Score: Raw -72524.599184 + Penalty 2259.947369 = -70264.651815 nChanged 0 Trying to split cluster 17 (23072 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (709.186324 sec): 2 clusters Score: Raw -1924917.812976 + Penalty 1632.535944 = -1923285.277032 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (709.237333 sec): 3 clusters Score: Raw -1910919.167776 + Penalty 3265.071888 = -1907654.095888 nChanged 10466 SP:Iteration 1F (709.286013 sec): 3 clusters Score: Raw -1916648.404338 + Penalty 3265.071888 = -1913383.332450 nChanged 1212 SP:Iteration 2F (709.334892 sec): 3 clusters Score: Raw -1917104.464749 + Penalty 3265.071888 = -1913839.392861 nChanged 1118 SP:Iteration 3Q (709.384850 sec): 3 clusters Score: Raw -1917534.274168 + Penalty 3265.071888 = -1914269.202279 nChanged 1092 SP:Iteration 4Q (709.434553 sec): 3 clusters Score: Raw -1917958.609820 + Penalty 3265.071888 = -1914693.537932 nChanged 1032 SP:Iteration 5Q (709.484073 sec): 3 clusters Score: Raw -1918426.980405 + Penalty 3265.071888 = -1915161.908517 nChanged 1148 SP:Iteration 6Q (709.533568 sec): 3 clusters Score: Raw -1919001.407800 + Penalty 3265.071888 = -1915736.335912 nChanged 1233 SP:Iteration 7F (709.582074 sec): 3 clusters Score: Raw -1919734.967514 + Penalty 3265.071888 = -1916469.895626 nChanged 1293 SP:Iteration 8F (709.630839 sec): 3 clusters Score: Raw -1920572.662169 + Penalty 3265.071888 = -1917307.590281 nChanged 1238 SP:Iteration 9F (709.679731 sec): 3 clusters Score: Raw -1921456.604095 + Penalty 3265.071888 = -1918191.532207 nChanged 1124 SP:Iteration 10Q (709.729140 sec): 3 clusters Score: Raw -1922246.460725 + Penalty 3265.071888 = -1918981.388837 nChanged 912 SP:Iteration 11Q (709.777728 sec): 3 clusters Score: Raw -1922882.103650 + Penalty 3265.071888 = -1919617.031762 nChanged 797 SP:Iteration 12Q (709.825534 sec): 3 clusters Score: Raw -1923422.452421 + Penalty 3265.071888 = -1920157.380532 nChanged 653 SP:Iteration 13Q (709.872246 sec): 3 clusters Score: Raw -1923872.561496 + Penalty 3265.071888 = -1920607.489608 nChanged 574 SP:Iteration 14Q (709.917999 sec): 3 clusters Score: Raw -1924258.144554 + Penalty 3265.071888 = -1920993.072666 nChanged 464 SP:Iteration 15Q (709.962769 sec): 3 clusters Score: Raw -1924555.606755 + Penalty 3265.071888 = -1921290.534867 nChanged 393 SP:Iteration 16Q (710.007331 sec): 3 clusters Score: Raw -1924804.651052 + Penalty 3265.071888 = -1921539.579164 nChanged 293 SP:Iteration 17Q (710.050963 sec): 3 clusters Score: Raw -1924984.018444 + Penalty 3265.071888 = -1921718.946556 nChanged 230 SP:Iteration 18Q (710.094502 sec): 3 clusters Score: Raw -1925119.014905 + Penalty 3265.071888 = -1921853.943017 nChanged 186 SP:Iteration 19Q (710.137361 sec): 3 clusters Score: Raw -1925224.305646 + Penalty 3265.071888 = -1921959.233758 nChanged 141 SP:Iteration 20F (710.186068 sec): 3 clusters Score: Raw -1925304.975730 + Penalty 3265.071888 = -1922039.903842 nChanged 135 SP:Iteration 21Q (710.228589 sec): 3 clusters Score: Raw -1925370.370987 + Penalty 3265.071888 = -1922105.299099 nChanged 90 SP:Iteration 22Q (710.271120 sec): 3 clusters Score: Raw -1925412.928136 + Penalty 3265.071888 = -1922147.856248 nChanged 79 SP:Iteration 23Q (710.313227 sec): 3 clusters Score: Raw -1925442.884967 + Penalty 3265.071888 = -1922177.813079 nChanged 54 SP:Iteration 24Q (710.355318 sec): 3 clusters Score: Raw -1925463.820344 + Penalty 3265.071888 = -1922198.748456 nChanged 41 SP:Iteration 25Q (710.397255 sec): 3 clusters Score: Raw -1925479.647407 + Penalty 3265.071888 = -1922214.575519 nChanged 44 SP:Iteration 26Q (710.439075 sec): 3 clusters Score: Raw -1925495.743715 + Penalty 3265.071888 = -1922230.671827 nChanged 38 SP:Iteration 27Q (710.481285 sec): 3 clusters Score: Raw -1925510.571923 + Penalty 3265.071888 = -1922245.500035 nChanged 37 SP:Iteration 28Q (710.523048 sec): 3 clusters Score: Raw -1925525.163093 + Penalty 3265.071888 = -1922260.091205 nChanged 35 SP:Iteration 29Q (710.564843 sec): 3 clusters Score: Raw -1925539.544525 + Penalty 3265.071888 = -1922274.472637 nChanged 37 SP:Iteration 30Q (710.606850 sec): 3 clusters Score: Raw -1925552.558331 + Penalty 3265.071888 = -1922287.486443 nChanged 28 SP:Iteration 31Q (710.648661 sec): 3 clusters Score: Raw -1925563.465557 + Penalty 3265.071888 = -1922298.393669 nChanged 22 SP:Iteration 32Q (710.690379 sec): 3 clusters Score: Raw -1925569.858101 + Penalty 3265.071888 = -1922304.786213 nChanged 18 SP:Iteration 33Q (710.731853 sec): 3 clusters Score: Raw -1925574.898610 + Penalty 3265.071888 = -1922309.826722 nChanged 21 SP:Iteration 34Q (710.773760 sec): 3 clusters Score: Raw -1925581.628244 + Penalty 3265.071888 = -1922316.556356 nChanged 20 SP:Iteration 35Q (710.815447 sec): 3 clusters Score: Raw -1925588.424338 + Penalty 3265.071888 = -1922323.352450 nChanged 15 SP:Iteration 36Q (710.857283 sec): 3 clusters Score: Raw -1925593.617059 + Penalty 3265.071888 = -1922328.545171 nChanged 12 SP:Iteration 37Q (710.898951 sec): 3 clusters Score: Raw -1925597.002126 + Penalty 3265.071888 = -1922331.930238 nChanged 3 SP:Iteration 38Q (710.940366 sec): 3 clusters Score: Raw -1925598.220805 + Penalty 3265.071888 = -1922333.148917 nChanged 6 SP:Iteration 39Q (711.017607 sec): 3 clusters Score: Raw -1925599.290287 + Penalty 3265.071888 = -1922334.218398 nChanged 7 SP:Iteration 40F (711.065889 sec): 3 clusters Score: Raw -1925601.275705 + Penalty 3265.071888 = -1922336.203817 nChanged 6 SP:Iteration 41Q (711.107890 sec): 3 clusters Score: Raw -1925603.661191 + Penalty 3265.071888 = -1922338.589303 nChanged 11 SP:Iteration 42Q (711.149613 sec): 3 clusters Score: Raw -1925607.673531 + Penalty 3265.071888 = -1922342.601643 nChanged 8 SP:Iteration 43Q (711.191224 sec): 3 clusters Score: Raw -1925611.824237 + Penalty 3265.071888 = -1922346.752349 nChanged 15 SP:Iteration 44Q (711.232903 sec): 3 clusters Score: Raw -1925618.332641 + Penalty 3265.071888 = -1922353.260753 nChanged 11 SP:Iteration 45Q (711.274367 sec): 3 clusters Score: Raw -1925621.838531 + Penalty 3265.071888 = -1922356.766643 nChanged 10 SP:Iteration 46Q (711.315965 sec): 3 clusters Score: Raw -1925624.689898 + Penalty 3265.071888 = -1922359.618010 nChanged 10 SP:Iteration 47Q (711.357772 sec): 3 clusters Score: Raw -1925627.409982 + Penalty 3265.071888 = -1922362.338094 nChanged 7 SP:Iteration 48Q (711.399232 sec): 3 clusters Score: Raw -1925629.599938 + Penalty 3265.071888 = -1922364.528050 nChanged 6 SP:Iteration 49Q (711.440990 sec): 3 clusters Score: Raw -1925631.206947 + Penalty 3265.071888 = -1922366.135059 nChanged 4 SP:Iteration 50Q (711.482566 sec): 3 clusters Score: Raw -1925631.890729 + Penalty 3265.071888 = -1922366.818841 nChanged 2 SP:Iteration 51Q (711.524098 sec): 3 clusters Score: Raw -1925632.176412 + Penalty 3265.071888 = -1922367.104524 nChanged 1 SP:Iteration 52Q (711.565841 sec): 3 clusters Score: Raw -1925632.288311 + Penalty 3265.071888 = -1922367.216423 nChanged 0 SP:Iteration 53F (711.614006 sec): 3 clusters Score: Raw -1925632.288311 + Penalty 3265.071888 = -1922367.216423 nChanged 0 Trying to split cluster 18 (66160 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (711.704133 sec): 2 clusters Score: Raw -5526493.316437 + Penalty 1803.722591 = -5524689.593846 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (711.824744 sec): 3 clusters Score: Raw -5484034.814637 + Penalty 3607.445182 = -5480427.369454 nChanged 31315 SP:Iteration 1F (711.942218 sec): 3 clusters Score: Raw -5501908.541168 + Penalty 3607.445182 = -5498301.095986 nChanged 2657 SP:Iteration 2Q (712.066118 sec): 3 clusters Score: Raw -5502688.333859 + Penalty 3607.445182 = -5499080.888677 nChanged 2796 SP:Iteration 3Q (712.190073 sec): 3 clusters Score: Raw -5503718.833872 + Penalty 3607.445182 = -5500111.388690 nChanged 3087 SP:Iteration 4Q (712.313931 sec): 3 clusters Score: Raw -5505151.305057 + Penalty 3607.445182 = -5501543.859875 nChanged 3817 SP:Iteration 5F (712.431024 sec): 3 clusters Score: Raw -5507447.727597 + Penalty 3607.445182 = -5503840.282415 nChanged 4693 SP:Iteration 6F (712.548702 sec): 3 clusters Score: Raw -5510979.671208 + Penalty 3607.445182 = -5507372.226026 nChanged 5222 SP:Iteration 7F (712.666100 sec): 3 clusters Score: Raw -5515544.675055 + Penalty 3607.445182 = -5511937.229873 nChanged 4895 SP:Iteration 8F (712.783313 sec): 3 clusters Score: Raw -5520182.725932 + Penalty 3607.445182 = -5516575.280750 nChanged 3542 SP:Iteration 9F (712.900313 sec): 3 clusters Score: Raw -5523507.209931 + Penalty 3607.445182 = -5519899.764748 nChanged 1937 SP:Iteration 10Q (713.007378 sec): 3 clusters Score: Raw -5525251.180175 + Penalty 3607.445182 = -5521643.734993 nChanged 998 SP:Iteration 11Q (713.106185 sec): 3 clusters Score: Raw -5526102.894552 + Penalty 3607.445182 = -5522495.449370 nChanged 499 SP:Iteration 12Q (713.221998 sec): 3 clusters Score: Raw -5526489.011873 + Penalty 3607.445182 = -5522881.566691 nChanged 243 SP:Iteration 13Q (713.313708 sec): 3 clusters Score: Raw -5526664.439628 + Penalty 3607.445182 = -5523056.994446 nChanged 136 SP:Iteration 14Q (713.403857 sec): 3 clusters Score: Raw -5526757.432731 + Penalty 3607.445182 = -5523149.987549 nChanged 74 SP:Iteration 15Q (713.493389 sec): 3 clusters Score: Raw -5526799.986654 + Penalty 3607.445182 = -5523192.541472 nChanged 45 SP:Iteration 16Q (713.582647 sec): 3 clusters Score: Raw -5526830.875287 + Penalty 3607.445182 = -5523223.430104 nChanged 41 SP:Iteration 17Q (713.671767 sec): 3 clusters Score: Raw -5526856.079340 + Penalty 3607.445182 = -5523248.634158 nChanged 20 SP:Iteration 18Q (713.760530 sec): 3 clusters Score: Raw -5526865.523921 + Penalty 3607.445182 = -5523258.078739 nChanged 9 SP:Iteration 19Q (713.849341 sec): 3 clusters Score: Raw -5526870.223644 + Penalty 3607.445182 = -5523262.778462 nChanged 12 SP:Iteration 20F (713.965372 sec): 3 clusters Score: Raw -5526875.909463 + Penalty 3607.445182 = -5523268.464281 nChanged 8 SP:Iteration 21Q (714.054088 sec): 3 clusters Score: Raw -5526882.418381 + Penalty 3607.445182 = -5523274.973199 nChanged 9 SP:Iteration 22Q (714.142646 sec): 3 clusters Score: Raw -5526888.213986 + Penalty 3607.445182 = -5523280.768804 nChanged 13 SP:Iteration 23Q (714.231340 sec): 3 clusters Score: Raw -5526895.967347 + Penalty 3607.445182 = -5523288.522165 nChanged 6 SP:Iteration 24Q (714.319751 sec): 3 clusters Score: Raw -5526898.154149 + Penalty 3607.445182 = -5523290.708967 nChanged 6 SP:Iteration 25Q (714.408396 sec): 3 clusters Score: Raw -5526901.307349 + Penalty 3607.445182 = -5523293.862167 nChanged 6 SP:Iteration 26Q (714.496899 sec): 3 clusters Score: Raw -5526903.140952 + Penalty 3607.445182 = -5523295.695770 nChanged 2 SP:Iteration 27Q (714.585399 sec): 3 clusters Score: Raw -5526903.393044 + Penalty 3607.445182 = -5523295.947862 nChanged 0 SP:Iteration 28F (714.702059 sec): 3 clusters Score: Raw -5526903.393044 + Penalty 3607.445182 = -5523295.947862 nChanged 0 Trying to split cluster 19 (8827 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (714.717611 sec): 2 clusters Score: Raw -683065.762799 + Penalty 1476.405204 = -681589.357595 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (714.745474 sec): 3 clusters Score: Raw -678194.075931 + Penalty 2952.810408 = -675241.265523 nChanged 3717 SP:Iteration 1F (714.772517 sec): 3 clusters Score: Raw -680821.832375 + Penalty 2952.810408 = -677869.021967 nChanged 875 SP:Iteration 2F (714.799613 sec): 3 clusters Score: Raw -681712.111136 + Penalty 2952.810408 = -678759.300728 nChanged 822 SP:Iteration 3F (714.826541 sec): 3 clusters Score: Raw -682481.579041 + Penalty 2952.810408 = -679528.768633 nChanged 659 SP:Iteration 4F (714.853752 sec): 3 clusters Score: Raw -683087.311222 + Penalty 2952.810408 = -680134.500814 nChanged 540 SP:Iteration 5F (714.880788 sec): 3 clusters Score: Raw -683577.504344 + Penalty 2952.810408 = -680624.693937 nChanged 440 SP:Iteration 6Q (714.907650 sec): 3 clusters Score: Raw -683903.976510 + Penalty 2952.810408 = -680951.166102 nChanged 320 SP:Iteration 7Q (714.934197 sec): 3 clusters Score: Raw -684103.029709 + Penalty 2952.810408 = -681150.219302 nChanged 251 SP:Iteration 8Q (714.960495 sec): 3 clusters Score: Raw -684255.977053 + Penalty 2952.810408 = -681303.166646 nChanged 190 SP:Iteration 9Q (714.986608 sec): 3 clusters Score: Raw -684374.821010 + Penalty 2952.810408 = -681422.010603 nChanged 170 SP:Iteration 10Q (715.012435 sec): 3 clusters Score: Raw -684464.462716 + Penalty 2952.810408 = -681511.652308 nChanged 145 SP:Iteration 11Q (715.038379 sec): 3 clusters Score: Raw -684535.769635 + Penalty 2952.810408 = -681582.959227 nChanged 108 SP:Iteration 12Q (715.063929 sec): 3 clusters Score: Raw -684593.552751 + Penalty 2952.810408 = -681640.742344 nChanged 97 SP:Iteration 13Q (715.089429 sec): 3 clusters Score: Raw -684651.823261 + Penalty 2952.810408 = -681699.012853 nChanged 112 SP:Iteration 14Q (715.115098 sec): 3 clusters Score: Raw -684703.858502 + Penalty 2952.810408 = -681751.048095 nChanged 92 SP:Iteration 15Q (715.140438 sec): 3 clusters Score: Raw -684739.039724 + Penalty 2952.810408 = -681786.229317 nChanged 84 SP:Iteration 16Q (715.165688 sec): 3 clusters Score: Raw -684768.042858 + Penalty 2952.810408 = -681815.232451 nChanged 63 SP:Iteration 17Q (715.191065 sec): 3 clusters Score: Raw -684785.508543 + Penalty 2952.810408 = -681832.698135 nChanged 54 SP:Iteration 18Q (715.216222 sec): 3 clusters Score: Raw -684799.571746 + Penalty 2952.810408 = -681846.761338 nChanged 49 SP:Iteration 19Q (715.241317 sec): 3 clusters Score: Raw -684809.564229 + Penalty 2952.810408 = -681856.753822 nChanged 33 SP:Iteration 20F (715.268246 sec): 3 clusters Score: Raw -684817.387573 + Penalty 2952.810408 = -681864.577165 nChanged 35 SP:Iteration 21Q (715.293588 sec): 3 clusters Score: Raw -684824.606362 + Penalty 2952.810408 = -681871.795955 nChanged 33 SP:Iteration 22Q (715.318729 sec): 3 clusters Score: Raw -684833.909661 + Penalty 2952.810408 = -681881.099253 nChanged 23 SP:Iteration 23Q (715.344053 sec): 3 clusters Score: Raw -684840.894703 + Penalty 2952.810408 = -681888.084296 nChanged 22 SP:Iteration 24Q (715.369306 sec): 3 clusters Score: Raw -684845.381858 + Penalty 2952.810408 = -681892.571450 nChanged 24 SP:Iteration 25Q (715.394679 sec): 3 clusters Score: Raw -684850.215649 + Penalty 2952.810408 = -681897.405241 nChanged 17 SP:Iteration 26Q (715.420125 sec): 3 clusters Score: Raw -684853.649776 + Penalty 2952.810408 = -681900.839369 nChanged 21 SP:Iteration 27Q (715.445223 sec): 3 clusters Score: Raw -684859.380156 + Penalty 2952.810408 = -681906.569748 nChanged 16 SP:Iteration 28Q (715.470402 sec): 3 clusters Score: Raw -684861.920725 + Penalty 2952.810408 = -681909.110318 nChanged 15 SP:Iteration 29Q (715.495549 sec): 3 clusters Score: Raw -684864.094244 + Penalty 2952.810408 = -681911.283836 nChanged 17 SP:Iteration 30Q (715.520579 sec): 3 clusters Score: Raw -684867.990347 + Penalty 2952.810408 = -681915.179940 nChanged 17 SP:Iteration 31Q (715.545628 sec): 3 clusters Score: Raw -684871.137695 + Penalty 2952.810408 = -681918.327287 nChanged 17 SP:Iteration 32Q (715.571182 sec): 3 clusters Score: Raw -684877.069242 + Penalty 2952.810408 = -681924.258834 nChanged 25 SP:Iteration 33Q (715.596428 sec): 3 clusters Score: Raw -684882.185286 + Penalty 2952.810408 = -681929.374878 nChanged 12 SP:Iteration 34Q (715.621453 sec): 3 clusters Score: Raw -684883.900391 + Penalty 2952.810408 = -681931.089983 nChanged 9 SP:Iteration 35Q (715.646819 sec): 3 clusters Score: Raw -684885.014459 + Penalty 2952.810408 = -681932.204052 nChanged 4 SP:Iteration 36Q (715.671919 sec): 3 clusters Score: Raw -684885.283971 + Penalty 2952.810408 = -681932.473563 nChanged 4 SP:Iteration 37Q (715.696830 sec): 3 clusters Score: Raw -684885.591544 + Penalty 2952.810408 = -681932.781137 nChanged 3 SP:Iteration 38Q (715.722076 sec): 3 clusters Score: Raw -684885.883957 + Penalty 2952.810408 = -681933.073550 nChanged 2 SP:Iteration 39Q (715.747290 sec): 3 clusters Score: Raw -684886.276900 + Penalty 2952.810408 = -681933.466492 nChanged 2 SP:Iteration 40F (715.774360 sec): 3 clusters Score: Raw -684886.534189 + Penalty 2952.810408 = -681933.723781 nChanged 3 SP:Iteration 41Q (715.799284 sec): 3 clusters Score: Raw -684886.813369 + Penalty 2952.810408 = -681934.002961 nChanged 4 SP:Iteration 42Q (715.824246 sec): 3 clusters Score: Raw -684887.478411 + Penalty 2952.810408 = -681934.668003 nChanged 3 SP:Iteration 43Q (715.849287 sec): 3 clusters Score: Raw -684887.736683 + Penalty 2952.810408 = -681934.926275 nChanged 0 SP:Iteration 44F (715.876258 sec): 3 clusters Score: Raw -684887.736683 + Penalty 2952.810408 = -681934.926275 nChanged 0 Score: Raw -49122361.408099 + Penalty 78068.200836 = -49044293.207263 Splitting cluster 19 changes total score from -49041209.234484 to -49044293.207263 So it's getting split into cluster 36. Trying to split cluster 20 (5819 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (730.540589 sec): 2 clusters Score: Raw -438873.968980 + Penalty 1408.693602 = -437465.275378 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (730.563784 sec): 3 clusters Score: Raw -435893.555168 + Penalty 2817.387204 = -433076.167964 nChanged 2397 SP:Iteration 1F (730.586510 sec): 3 clusters Score: Raw -437938.147161 + Penalty 2817.387204 = -435120.759957 nChanged 623 SP:Iteration 2F (730.609005 sec): 3 clusters Score: Raw -438682.694925 + Penalty 2817.387204 = -435865.307721 nChanged 498 SP:Iteration 3F (730.631724 sec): 3 clusters Score: Raw -439078.036568 + Penalty 2817.387204 = -436260.649364 nChanged 356 SP:Iteration 4F (730.654203 sec): 3 clusters Score: Raw -439310.753031 + Penalty 2817.387204 = -436493.365827 nChanged 248 SP:Iteration 5Q (730.676294 sec): 3 clusters Score: Raw -439439.542440 + Penalty 2817.387204 = -436622.155236 nChanged 180 SP:Iteration 6Q (730.698597 sec): 3 clusters Score: Raw -439520.178884 + Penalty 2817.387204 = -436702.791680 nChanged 126 SP:Iteration 7Q (730.720967 sec): 3 clusters Score: Raw -439566.408739 + Penalty 2817.387204 = -436749.021535 nChanged 87 SP:Iteration 8Q (730.743467 sec): 3 clusters Score: Raw -439603.588886 + Penalty 2817.387204 = -436786.201682 nChanged 84 SP:Iteration 9Q (730.765670 sec): 3 clusters Score: Raw -439633.822724 + Penalty 2817.387204 = -436816.435520 nChanged 59 SP:Iteration 10Q (730.787826 sec): 3 clusters Score: Raw -439654.935437 + Penalty 2817.387204 = -436837.548233 nChanged 73 SP:Iteration 11Q (730.810133 sec): 3 clusters Score: Raw -439682.487346 + Penalty 2817.387204 = -436865.100142 nChanged 61 SP:Iteration 12Q (730.832394 sec): 3 clusters Score: Raw -439700.447023 + Penalty 2817.387204 = -436883.059819 nChanged 55 SP:Iteration 13Q (730.854679 sec): 3 clusters Score: Raw -439720.562781 + Penalty 2817.387204 = -436903.175577 nChanged 54 SP:Iteration 14Q (730.877104 sec): 3 clusters Score: Raw -439739.368349 + Penalty 2817.387204 = -436921.981145 nChanged 66 SP:Iteration 15Q (730.899385 sec): 3 clusters Score: Raw -439761.046237 + Penalty 2817.387204 = -436943.659033 nChanged 65 SP:Iteration 16Q (730.921588 sec): 3 clusters Score: Raw -439783.960512 + Penalty 2817.387204 = -436966.573308 nChanged 60 SP:Iteration 17Q (730.943753 sec): 3 clusters Score: Raw -439804.820669 + Penalty 2817.387204 = -436987.433465 nChanged 55 SP:Iteration 18Q (730.965888 sec): 3 clusters Score: Raw -439823.337801 + Penalty 2817.387204 = -437005.950597 nChanged 58 SP:Iteration 19Q (730.998530 sec): 3 clusters Score: Raw -439847.430893 + Penalty 2817.387204 = -437030.043689 nChanged 66 SP:Iteration 20F (731.021000 sec): 3 clusters Score: Raw -439872.692357 + Penalty 2817.387204 = -437055.305153 nChanged 72 SP:Iteration 21Q (731.043052 sec): 3 clusters Score: Raw -439901.687458 + Penalty 2817.387204 = -437084.300254 nChanged 66 SP:Iteration 22Q (731.065090 sec): 3 clusters Score: Raw -439929.582325 + Penalty 2817.387204 = -437112.195121 nChanged 58 SP:Iteration 23Q (731.087182 sec): 3 clusters Score: Raw -439953.009568 + Penalty 2817.387204 = -437135.622364 nChanged 50 SP:Iteration 24Q (731.109332 sec): 3 clusters Score: Raw -439970.693394 + Penalty 2817.387204 = -437153.306190 nChanged 40 SP:Iteration 25Q (731.131503 sec): 3 clusters Score: Raw -439985.363177 + Penalty 2817.387204 = -437167.975973 nChanged 30 SP:Iteration 26Q (731.153693 sec): 3 clusters Score: Raw -439995.868007 + Penalty 2817.387204 = -437178.480803 nChanged 27 SP:Iteration 27Q (731.175995 sec): 3 clusters Score: Raw -440003.386427 + Penalty 2817.387204 = -437185.999223 nChanged 16 SP:Iteration 28Q (731.197963 sec): 3 clusters Score: Raw -440009.646609 + Penalty 2817.387204 = -437192.259405 nChanged 19 SP:Iteration 29Q (731.220067 sec): 3 clusters Score: Raw -440015.044826 + Penalty 2817.387204 = -437197.657622 nChanged 9 SP:Iteration 30Q (731.242318 sec): 3 clusters Score: Raw -440017.381579 + Penalty 2817.387204 = -437199.994375 nChanged 8 SP:Iteration 31Q (731.264727 sec): 3 clusters Score: Raw -440018.748040 + Penalty 2817.387204 = -437201.360836 nChanged 8 SP:Iteration 32Q (731.286992 sec): 3 clusters Score: Raw -440020.192177 + Penalty 2817.387204 = -437202.804973 nChanged 5 SP:Iteration 33Q (731.309091 sec): 3 clusters Score: Raw -440022.713930 + Penalty 2817.387204 = -437205.326726 nChanged 9 SP:Iteration 34Q (731.331354 sec): 3 clusters Score: Raw -440029.285511 + Penalty 2817.387204 = -437211.898307 nChanged 12 SP:Iteration 35Q (731.353454 sec): 3 clusters Score: Raw -440035.017760 + Penalty 2817.387204 = -437217.630556 nChanged 8 SP:Iteration 36Q (731.375599 sec): 3 clusters Score: Raw -440039.190830 + Penalty 2817.387204 = -437221.803626 nChanged 8 SP:Iteration 37Q (731.397709 sec): 3 clusters Score: Raw -440042.134904 + Penalty 2817.387204 = -437224.747700 nChanged 6 SP:Iteration 38Q (731.419747 sec): 3 clusters Score: Raw -440043.653600 + Penalty 2817.387204 = -437226.266396 nChanged 5 SP:Iteration 39Q (731.441941 sec): 3 clusters Score: Raw -440044.922902 + Penalty 2817.387204 = -437227.535698 nChanged 5 SP:Iteration 40F (731.464393 sec): 3 clusters Score: Raw -440045.953151 + Penalty 2817.387204 = -437228.565947 nChanged 6 SP:Iteration 41Q (731.486537 sec): 3 clusters Score: Raw -440047.656397 + Penalty 2817.387204 = -437230.269193 nChanged 4 SP:Iteration 42Q (731.508659 sec): 3 clusters Score: Raw -440048.294287 + Penalty 2817.387204 = -437230.907083 nChanged 2 SP:Iteration 43Q (731.530801 sec): 3 clusters Score: Raw -440048.879096 + Penalty 2817.387204 = -437231.491892 nChanged 2 SP:Iteration 44Q (731.552890 sec): 3 clusters Score: Raw -440049.461242 + Penalty 2817.387204 = -437232.074038 nChanged 0 SP:Iteration 45F (731.575387 sec): 3 clusters Score: Raw -440049.461242 + Penalty 2817.387204 = -437232.074038 nChanged 0 Trying to split cluster 21 (14260 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (731.605970 sec): 2 clusters Score: Raw -1157740.022278 + Penalty 1554.347225 = -1156185.675053 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (731.642637 sec): 3 clusters Score: Raw -1149338.783177 + Penalty 3108.694451 = -1146230.088726 nChanged 6339 SP:Iteration 1F (731.677784 sec): 3 clusters Score: Raw -1153039.691808 + Penalty 3108.694451 = -1149930.997357 nChanged 1027 SP:Iteration 2F (731.712804 sec): 3 clusters Score: Raw -1153700.400047 + Penalty 3108.694451 = -1150591.705596 nChanged 969 SP:Iteration 3F (731.747993 sec): 3 clusters Score: Raw -1154445.013191 + Penalty 3108.694451 = -1151336.318740 nChanged 998 SP:Iteration 4F (731.783243 sec): 3 clusters Score: Raw -1155238.709204 + Penalty 3108.694451 = -1152130.014754 nChanged 912 SP:Iteration 5F (731.818430 sec): 3 clusters Score: Raw -1155855.268925 + Penalty 3108.694451 = -1152746.574475 nChanged 818 SP:Iteration 6F (731.853661 sec): 3 clusters Score: Raw -1156343.143250 + Penalty 3108.694451 = -1153234.448799 nChanged 657 SP:Iteration 7Q (731.888481 sec): 3 clusters Score: Raw -1156665.516734 + Penalty 3108.694451 = -1153556.822284 nChanged 533 SP:Iteration 8Q (731.922979 sec): 3 clusters Score: Raw -1156911.796595 + Penalty 3108.694451 = -1153803.102144 nChanged 430 SP:Iteration 9Q (731.957588 sec): 3 clusters Score: Raw -1157087.689506 + Penalty 3108.694451 = -1153978.995055 nChanged 354 SP:Iteration 10Q (731.992138 sec): 3 clusters Score: Raw -1157218.805979 + Penalty 3108.694451 = -1154110.111528 nChanged 281 SP:Iteration 11Q (732.026513 sec): 3 clusters Score: Raw -1157321.256542 + Penalty 3108.694451 = -1154212.562091 nChanged 258 SP:Iteration 12Q (732.060857 sec): 3 clusters Score: Raw -1157411.651536 + Penalty 3108.694451 = -1154302.957086 nChanged 245 SP:Iteration 13Q (732.095251 sec): 3 clusters Score: Raw -1157489.627628 + Penalty 3108.694451 = -1154380.933178 nChanged 233 SP:Iteration 14Q (732.129521 sec): 3 clusters Score: Raw -1157561.436587 + Penalty 3108.694451 = -1154452.742137 nChanged 208 SP:Iteration 15Q (732.163874 sec): 3 clusters Score: Raw -1157640.801072 + Penalty 3108.694451 = -1154532.106621 nChanged 235 SP:Iteration 16Q (732.198172 sec): 3 clusters Score: Raw -1157753.774769 + Penalty 3108.694451 = -1154645.080318 nChanged 258 SP:Iteration 17Q (732.232727 sec): 3 clusters Score: Raw -1157877.194115 + Penalty 3108.694451 = -1154768.499665 nChanged 261 SP:Iteration 18Q (732.266950 sec): 3 clusters Score: Raw -1157997.912777 + Penalty 3108.694451 = -1154889.218326 nChanged 264 SP:Iteration 19Q (732.301329 sec): 3 clusters Score: Raw -1158117.728944 + Penalty 3108.694451 = -1155009.034494 nChanged 254 SP:Iteration 20F (732.336540 sec): 3 clusters Score: Raw -1158226.144505 + Penalty 3108.694451 = -1155117.450054 nChanged 225 SP:Iteration 21Q (732.370947 sec): 3 clusters Score: Raw -1158301.705234 + Penalty 3108.694451 = -1155193.010784 nChanged 182 SP:Iteration 22Q (732.405506 sec): 3 clusters Score: Raw -1158359.326557 + Penalty 3108.694451 = -1155250.632107 nChanged 168 SP:Iteration 23Q (732.440071 sec): 3 clusters Score: Raw -1158407.799926 + Penalty 3108.694451 = -1155299.105476 nChanged 154 SP:Iteration 24Q (732.474458 sec): 3 clusters Score: Raw -1158449.893139 + Penalty 3108.694451 = -1155341.198688 nChanged 139 SP:Iteration 25Q (732.508835 sec): 3 clusters Score: Raw -1158490.126202 + Penalty 3108.694451 = -1155381.431751 nChanged 126 SP:Iteration 26Q (732.543289 sec): 3 clusters Score: Raw -1158524.756460 + Penalty 3108.694451 = -1155416.062009 nChanged 117 SP:Iteration 27Q (732.577569 sec): 3 clusters Score: Raw -1158555.388765 + Penalty 3108.694451 = -1155446.694315 nChanged 116 SP:Iteration 28Q (732.611865 sec): 3 clusters Score: Raw -1158581.064101 + Penalty 3108.694451 = -1155472.369651 nChanged 99 SP:Iteration 29Q (732.646345 sec): 3 clusters Score: Raw -1158609.227024 + Penalty 3108.694451 = -1155500.532574 nChanged 98 SP:Iteration 30Q (732.680587 sec): 3 clusters Score: Raw -1158636.699614 + Penalty 3108.694451 = -1155528.005163 nChanged 94 SP:Iteration 31Q (732.714717 sec): 3 clusters Score: Raw -1158660.090242 + Penalty 3108.694451 = -1155551.395791 nChanged 99 SP:Iteration 32Q (732.749315 sec): 3 clusters Score: Raw -1158685.073318 + Penalty 3108.694451 = -1155576.378867 nChanged 83 SP:Iteration 33Q (732.783800 sec): 3 clusters Score: Raw -1158705.292045 + Penalty 3108.694451 = -1155596.597594 nChanged 74 SP:Iteration 34Q (732.818034 sec): 3 clusters Score: Raw -1158722.250713 + Penalty 3108.694451 = -1155613.556262 nChanged 64 SP:Iteration 35Q (732.852465 sec): 3 clusters Score: Raw -1158732.844809 + Penalty 3108.694451 = -1155624.150359 nChanged 54 SP:Iteration 36Q (732.886788 sec): 3 clusters Score: Raw -1158741.300799 + Penalty 3108.694451 = -1155632.606349 nChanged 52 SP:Iteration 37Q (732.920834 sec): 3 clusters Score: Raw -1158748.784073 + Penalty 3108.694451 = -1155640.089622 nChanged 35 SP:Iteration 38Q (732.954872 sec): 3 clusters Score: Raw -1158752.380236 + Penalty 3108.694451 = -1155643.685786 nChanged 27 SP:Iteration 39Q (732.988995 sec): 3 clusters Score: Raw -1158755.374947 + Penalty 3108.694451 = -1155646.680496 nChanged 16 SP:Iteration 40F (733.024449 sec): 3 clusters Score: Raw -1158757.491122 + Penalty 3108.694451 = -1155648.796671 nChanged 10 SP:Iteration 41Q (733.058839 sec): 3 clusters Score: Raw -1158758.940044 + Penalty 3108.694451 = -1155650.245594 nChanged 19 SP:Iteration 42Q (733.093361 sec): 3 clusters Score: Raw -1158761.426236 + Penalty 3108.694451 = -1155652.731786 nChanged 15 SP:Iteration 43Q (733.127594 sec): 3 clusters Score: Raw -1158762.797693 + Penalty 3108.694451 = -1155654.103242 nChanged 12 SP:Iteration 44Q (733.161975 sec): 3 clusters Score: Raw -1158763.681850 + Penalty 3108.694451 = -1155654.987399 nChanged 7 SP:Iteration 45Q (733.196323 sec): 3 clusters Score: Raw -1158764.273570 + Penalty 3108.694451 = -1155655.579120 nChanged 8 SP:Iteration 46Q (733.230683 sec): 3 clusters Score: Raw -1158764.798125 + Penalty 3108.694451 = -1155656.103675 nChanged 7 SP:Iteration 47Q (733.265084 sec): 3 clusters Score: Raw -1158765.395519 + Penalty 3108.694451 = -1155656.701068 nChanged 6 SP:Iteration 48Q (733.299724 sec): 3 clusters Score: Raw -1158766.096515 + Penalty 3108.694451 = -1155657.402064 nChanged 6 SP:Iteration 49Q (733.334191 sec): 3 clusters Score: Raw -1158766.730816 + Penalty 3108.694451 = -1155658.036365 nChanged 4 SP:Iteration 50Q (733.368655 sec): 3 clusters Score: Raw -1158766.940817 + Penalty 3108.694451 = -1155658.246367 nChanged 4 SP:Iteration 51Q (733.403043 sec): 3 clusters Score: Raw -1158767.200197 + Penalty 3108.694451 = -1155658.505746 nChanged 3 SP:Iteration 52Q (733.437454 sec): 3 clusters Score: Raw -1158767.353712 + Penalty 3108.694451 = -1155658.659261 nChanged 6 SP:Iteration 53Q (733.471819 sec): 3 clusters Score: Raw -1158767.783112 + Penalty 3108.694451 = -1155659.088662 nChanged 5 SP:Iteration 54Q (733.506154 sec): 3 clusters Score: Raw -1158768.031747 + Penalty 3108.694451 = -1155659.337297 nChanged 2 SP:Iteration 55Q (733.540487 sec): 3 clusters Score: Raw -1158768.200594 + Penalty 3108.694451 = -1155659.506144 nChanged 3 SP:Iteration 56Q (733.574781 sec): 3 clusters Score: Raw -1158768.433514 + Penalty 3108.694451 = -1155659.739064 nChanged 4 SP:Iteration 57Q (733.609217 sec): 3 clusters Score: Raw -1158768.805835 + Penalty 3108.694451 = -1155660.111384 nChanged 4 SP:Iteration 58Q (733.643459 sec): 3 clusters Score: Raw -1158769.064849 + Penalty 3108.694451 = -1155660.370399 nChanged 3 SP:Iteration 59Q (733.677680 sec): 3 clusters Score: Raw -1158769.422481 + Penalty 3108.694451 = -1155660.728031 nChanged 3 SP:Iteration 60F (733.712979 sec): 3 clusters Score: Raw -1158769.654342 + Penalty 3108.694451 = -1155660.959891 nChanged 4 SP:Iteration 61Q (733.747391 sec): 3 clusters Score: Raw -1158770.038169 + Penalty 3108.694451 = -1155661.343719 nChanged 2 SP:Iteration 62Q (733.781652 sec): 3 clusters Score: Raw -1158770.170125 + Penalty 3108.694451 = -1155661.475674 nChanged 2 SP:Iteration 63Q (733.816066 sec): 3 clusters Score: Raw -1158770.263120 + Penalty 3108.694451 = -1155661.568670 nChanged 3 SP:Iteration 64Q (733.850441 sec): 3 clusters Score: Raw -1158770.619371 + Penalty 3108.694451 = -1155661.924920 nChanged 5 SP:Iteration 65Q (733.884780 sec): 3 clusters Score: Raw -1158771.257401 + Penalty 3108.694451 = -1155662.562950 nChanged 5 SP:Iteration 66Q (733.919151 sec): 3 clusters Score: Raw -1158771.630440 + Penalty 3108.694451 = -1155662.935989 nChanged 8 SP:Iteration 67Q (733.953463 sec): 3 clusters Score: Raw -1158772.266794 + Penalty 3108.694451 = -1155663.572343 nChanged 8 SP:Iteration 68Q (733.987937 sec): 3 clusters Score: Raw -1158772.755445 + Penalty 3108.694451 = -1155664.060994 nChanged 7 SP:Iteration 69Q (734.022438 sec): 3 clusters Score: Raw -1158773.233991 + Penalty 3108.694451 = -1155664.539540 nChanged 7 SP:Iteration 70Q (734.056756 sec): 3 clusters Score: Raw -1158773.746329 + Penalty 3108.694451 = -1155665.051878 nChanged 5 SP:Iteration 71Q (734.091141 sec): 3 clusters Score: Raw -1158773.998381 + Penalty 3108.694451 = -1155665.303930 nChanged 4 SP:Iteration 72Q (734.125532 sec): 3 clusters Score: Raw -1158774.418833 + Penalty 3108.694451 = -1155665.724382 nChanged 6 SP:Iteration 73Q (734.159928 sec): 3 clusters Score: Raw -1158774.975162 + Penalty 3108.694451 = -1155666.280712 nChanged 11 SP:Iteration 74Q (734.194382 sec): 3 clusters Score: Raw -1158776.241405 + Penalty 3108.694451 = -1155667.546954 nChanged 11 SP:Iteration 75Q (734.228780 sec): 3 clusters Score: Raw -1158777.163550 + Penalty 3108.694451 = -1155668.469100 nChanged 9 SP:Iteration 76Q (734.263302 sec): 3 clusters Score: Raw -1158777.929559 + Penalty 3108.694451 = -1155669.235108 nChanged 8 SP:Iteration 77Q (734.297625 sec): 3 clusters Score: Raw -1158778.500726 + Penalty 3108.694451 = -1155669.806275 nChanged 7 SP:Iteration 78Q (734.331939 sec): 3 clusters Score: Raw -1158779.174233 + Penalty 3108.694451 = -1155670.479782 nChanged 1 SP:Iteration 79Q (734.366315 sec): 3 clusters Score: Raw -1158779.256709 + Penalty 3108.694451 = -1155670.562258 nChanged 0 SP:Iteration 80F (734.401708 sec): 3 clusters Score: Raw -1158779.256709 + Penalty 3108.694451 = -1155670.562258 nChanged 0 Trying to split cluster 22 (5177 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (734.419894 sec): 2 clusters Score: Raw -392958.779436 + Penalty 1389.696915 = -391569.082521 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (734.442005 sec): 3 clusters Score: Raw -390306.475255 + Penalty 2779.393830 = -387527.081424 nChanged 2129 SP:Iteration 1F (734.463821 sec): 3 clusters Score: Raw -391743.192309 + Penalty 2779.393830 = -388963.798478 nChanged 448 SP:Iteration 2F (734.485458 sec): 3 clusters Score: Raw -392119.739877 + Penalty 2779.393830 = -389340.346047 nChanged 401 SP:Iteration 3F (734.507071 sec): 3 clusters Score: Raw -392462.682873 + Penalty 2779.393830 = -389683.289043 nChanged 351 SP:Iteration 4F (734.528525 sec): 3 clusters Score: Raw -392779.576047 + Penalty 2779.393830 = -390000.182216 nChanged 323 SP:Iteration 5F (734.550137 sec): 3 clusters Score: Raw -393053.207516 + Penalty 2779.393830 = -390273.813686 nChanged 251 SP:Iteration 6Q (734.571761 sec): 3 clusters Score: Raw -393222.073470 + Penalty 2779.393830 = -390442.679639 nChanged 183 SP:Iteration 7Q (734.593433 sec): 3 clusters Score: Raw -393336.296574 + Penalty 2779.393830 = -390556.902743 nChanged 140 SP:Iteration 8Q (734.614923 sec): 3 clusters Score: Raw -393423.958210 + Penalty 2779.393830 = -390644.564379 nChanged 114 SP:Iteration 9Q (734.636475 sec): 3 clusters Score: Raw -393488.457304 + Penalty 2779.393830 = -390709.063473 nChanged 80 SP:Iteration 10Q (734.657975 sec): 3 clusters Score: Raw -393529.112458 + Penalty 2779.393830 = -390749.718628 nChanged 80 SP:Iteration 11Q (734.713985 sec): 3 clusters Score: Raw -393566.551350 + Penalty 2779.393830 = -390787.157519 nChanged 80 SP:Iteration 12Q (734.769277 sec): 3 clusters Score: Raw -393604.955108 + Penalty 2779.393830 = -390825.561278 nChanged 79 SP:Iteration 13Q (734.789504 sec): 3 clusters Score: Raw -393641.616365 + Penalty 2779.393830 = -390862.222535 nChanged 64 SP:Iteration 14Q (734.810997 sec): 3 clusters Score: Raw -393670.718220 + Penalty 2779.393830 = -390891.324389 nChanged 62 SP:Iteration 15Q (734.832240 sec): 3 clusters Score: Raw -393695.878451 + Penalty 2779.393830 = -390916.484621 nChanged 55 SP:Iteration 16Q (734.853454 sec): 3 clusters Score: Raw -393719.113906 + Penalty 2779.393830 = -390939.720076 nChanged 41 SP:Iteration 17Q (734.874515 sec): 3 clusters Score: Raw -393734.926900 + Penalty 2779.393830 = -390955.533070 nChanged 34 SP:Iteration 18Q (734.895645 sec): 3 clusters Score: Raw -393748.248945 + Penalty 2779.393830 = -390968.855114 nChanged 32 SP:Iteration 19Q (734.917066 sec): 3 clusters Score: Raw -393761.360053 + Penalty 2779.393830 = -390981.966223 nChanged 33 SP:Iteration 20F (734.938683 sec): 3 clusters Score: Raw -393779.855498 + Penalty 2779.393830 = -391000.461667 nChanged 33 SP:Iteration 21Q (734.959654 sec): 3 clusters Score: Raw -393795.988472 + Penalty 2779.393830 = -391016.594642 nChanged 27 SP:Iteration 22Q (734.980924 sec): 3 clusters Score: Raw -393806.062759 + Penalty 2779.393830 = -391026.668929 nChanged 22 SP:Iteration 23Q (735.001992 sec): 3 clusters Score: Raw -393814.243970 + Penalty 2779.393830 = -391034.850139 nChanged 12 SP:Iteration 24Q (735.022786 sec): 3 clusters Score: Raw -393818.677665 + Penalty 2779.393830 = -391039.283834 nChanged 18 SP:Iteration 25Q (735.043747 sec): 3 clusters Score: Raw -393826.868070 + Penalty 2779.393830 = -391047.474240 nChanged 15 SP:Iteration 26Q (735.064858 sec): 3 clusters Score: Raw -393834.519479 + Penalty 2779.393830 = -391055.125648 nChanged 12 SP:Iteration 27Q (735.086092 sec): 3 clusters Score: Raw -393840.081146 + Penalty 2779.393830 = -391060.687315 nChanged 11 SP:Iteration 28Q (735.106869 sec): 3 clusters Score: Raw -393844.055101 + Penalty 2779.393830 = -391064.661270 nChanged 11 SP:Iteration 29Q (735.127890 sec): 3 clusters Score: Raw -393849.158971 + Penalty 2779.393830 = -391069.765141 nChanged 13 SP:Iteration 30Q (735.148956 sec): 3 clusters Score: Raw -393855.357972 + Penalty 2779.393830 = -391075.964141 nChanged 10 SP:Iteration 31Q (735.169581 sec): 3 clusters Score: Raw -393859.053320 + Penalty 2779.393830 = -391079.659489 nChanged 8 SP:Iteration 32Q (735.190282 sec): 3 clusters Score: Raw -393861.369612 + Penalty 2779.393830 = -391081.975781 nChanged 5 SP:Iteration 33Q (735.211243 sec): 3 clusters Score: Raw -393863.707450 + Penalty 2779.393830 = -391084.313619 nChanged 7 SP:Iteration 34Q (735.232166 sec): 3 clusters Score: Raw -393866.419090 + Penalty 2779.393830 = -391087.025259 nChanged 9 SP:Iteration 35Q (735.253191 sec): 3 clusters Score: Raw -393871.482541 + Penalty 2779.393830 = -391092.088711 nChanged 10 SP:Iteration 36Q (735.274058 sec): 3 clusters Score: Raw -393878.245912 + Penalty 2779.393830 = -391098.852082 nChanged 4 SP:Iteration 37Q (735.295028 sec): 3 clusters Score: Raw -393881.573405 + Penalty 2779.393830 = -391102.179574 nChanged 6 SP:Iteration 38Q (735.315988 sec): 3 clusters Score: Raw -393884.883645 + Penalty 2779.393830 = -391105.489815 nChanged 7 SP:Iteration 39Q (735.336749 sec): 3 clusters Score: Raw -393887.958270 + Penalty 2779.393830 = -391108.564439 nChanged 1 SP:Iteration 40F (735.358341 sec): 3 clusters Score: Raw -393888.256213 + Penalty 2779.393830 = -391108.862382 nChanged 0 Trying to split cluster 23 (8156 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (735.381403 sec): 2 clusters Score: Raw -650179.387342 + Penalty 1463.557734 = -648715.829609 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (735.408409 sec): 3 clusters Score: Raw -645734.963702 + Penalty 2927.115468 = -642807.848234 nChanged 3396 SP:Iteration 1F (735.434567 sec): 3 clusters Score: Raw -647566.900535 + Penalty 2927.115468 = -644639.785067 nChanged 526 SP:Iteration 2F (735.460736 sec): 3 clusters Score: Raw -647808.588934 + Penalty 2927.115468 = -644881.473466 nChanged 430 SP:Iteration 3F (735.486741 sec): 3 clusters Score: Raw -648005.548494 + Penalty 2927.115468 = -645078.433026 nChanged 370 SP:Iteration 4Q (735.513179 sec): 3 clusters Score: Raw -648205.647672 + Penalty 2927.115468 = -645278.532204 nChanged 364 SP:Iteration 5Q (735.539232 sec): 3 clusters Score: Raw -648428.335977 + Penalty 2927.115468 = -645501.220509 nChanged 390 SP:Iteration 6Q (735.565298 sec): 3 clusters Score: Raw -648710.200926 + Penalty 2927.115468 = -645783.085458 nChanged 456 SP:Iteration 7F (735.591384 sec): 3 clusters Score: Raw -649078.424209 + Penalty 2927.115468 = -646151.308741 nChanged 418 SP:Iteration 8F (735.617711 sec): 3 clusters Score: Raw -649444.935034 + Penalty 2927.115468 = -646517.819566 nChanged 458 SP:Iteration 9F (735.643813 sec): 3 clusters Score: Raw -649829.963685 + Penalty 2927.115468 = -646902.848217 nChanged 410 SP:Iteration 10F (735.669933 sec): 3 clusters Score: Raw -650145.906109 + Penalty 2927.115468 = -647218.790642 nChanged 358 SP:Iteration 11Q (735.695668 sec): 3 clusters Score: Raw -650389.954432 + Penalty 2927.115468 = -647462.838964 nChanged 254 SP:Iteration 12Q (735.721261 sec): 3 clusters Score: Raw -650527.955909 + Penalty 2927.115468 = -647600.840441 nChanged 177 SP:Iteration 13Q (735.746681 sec): 3 clusters Score: Raw -650609.436897 + Penalty 2927.115468 = -647682.321429 nChanged 121 SP:Iteration 14Q (735.771985 sec): 3 clusters Score: Raw -650656.648527 + Penalty 2927.115468 = -647729.533059 nChanged 96 SP:Iteration 15Q (735.797252 sec): 3 clusters Score: Raw -650687.049699 + Penalty 2927.115468 = -647759.934231 nChanged 61 SP:Iteration 16Q (735.822369 sec): 3 clusters Score: Raw -650704.964483 + Penalty 2927.115468 = -647777.849015 nChanged 57 SP:Iteration 17Q (735.847482 sec): 3 clusters Score: Raw -650722.274197 + Penalty 2927.115468 = -647795.158729 nChanged 45 SP:Iteration 18Q (735.872818 sec): 3 clusters Score: Raw -650734.482956 + Penalty 2927.115468 = -647807.367488 nChanged 26 SP:Iteration 19Q (735.897868 sec): 3 clusters Score: Raw -650740.079341 + Penalty 2927.115468 = -647812.963873 nChanged 21 SP:Iteration 20F (735.923984 sec): 3 clusters Score: Raw -650744.825924 + Penalty 2927.115468 = -647817.710456 nChanged 21 SP:Iteration 21Q (735.949141 sec): 3 clusters Score: Raw -650748.664286 + Penalty 2927.115468 = -647821.548818 nChanged 20 SP:Iteration 22Q (735.974178 sec): 3 clusters Score: Raw -650752.056549 + Penalty 2927.115468 = -647824.941081 nChanged 19 SP:Iteration 23Q (735.999161 sec): 3 clusters Score: Raw -650754.211296 + Penalty 2927.115468 = -647827.095828 nChanged 12 SP:Iteration 24Q (736.024109 sec): 3 clusters Score: Raw -650756.094984 + Penalty 2927.115468 = -647828.979517 nChanged 11 SP:Iteration 25Q (736.048812 sec): 3 clusters Score: Raw -650757.864394 + Penalty 2927.115468 = -647830.748926 nChanged 13 SP:Iteration 26Q (736.074005 sec): 3 clusters Score: Raw -650760.559010 + Penalty 2927.115468 = -647833.443542 nChanged 11 SP:Iteration 27Q (736.098967 sec): 3 clusters Score: Raw -650762.817721 + Penalty 2927.115468 = -647835.702253 nChanged 13 SP:Iteration 28Q (736.124084 sec): 3 clusters Score: Raw -650765.006652 + Penalty 2927.115468 = -647837.891184 nChanged 9 SP:Iteration 29Q (736.149269 sec): 3 clusters Score: Raw -650766.462376 + Penalty 2927.115468 = -647839.346908 nChanged 7 SP:Iteration 30Q (736.174147 sec): 3 clusters Score: Raw -650767.456182 + Penalty 2927.115468 = -647840.340714 nChanged 4 SP:Iteration 31Q (736.199323 sec): 3 clusters Score: Raw -650768.012117 + Penalty 2927.115468 = -647840.896649 nChanged 2 SP:Iteration 32Q (736.224584 sec): 3 clusters Score: Raw -650768.261536 + Penalty 2927.115468 = -647841.146068 nChanged 2 SP:Iteration 33Q (736.249706 sec): 3 clusters Score: Raw -650768.537735 + Penalty 2927.115468 = -647841.422267 nChanged 0 SP:Iteration 34F (736.275848 sec): 3 clusters Score: Raw -650768.537735 + Penalty 2927.115468 = -647841.422267 nChanged 0 Trying to split cluster 24 (1822 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (736.290854 sec): 2 clusters Score: Raw -109836.034006 + Penalty 1219.999638 = -108616.034369 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (736.300867 sec): 3 clusters Score: Raw -109174.507869 + Penalty 2439.999275 = -106734.508594 nChanged 657 SP:Iteration 1F (736.310274 sec): 3 clusters Score: Raw -109655.956859 + Penalty 2439.999275 = -107215.957584 nChanged 182 SP:Iteration 2F (736.319696 sec): 3 clusters Score: Raw -109878.995816 + Penalty 2439.999275 = -107438.996541 nChanged 125 SP:Iteration 3F (736.329123 sec): 3 clusters Score: Raw -110067.032706 + Penalty 2439.999275 = -107627.033431 nChanged 115 SP:Iteration 4F (736.338421 sec): 3 clusters Score: Raw -110252.010095 + Penalty 2439.999275 = -107812.010819 nChanged 87 SP:Iteration 5Q (736.347723 sec): 3 clusters Score: Raw -110349.694327 + Penalty 2439.999275 = -107909.695052 nChanged 65 SP:Iteration 6Q (736.356985 sec): 3 clusters Score: Raw -110434.833669 + Penalty 2439.999275 = -107994.834393 nChanged 55 SP:Iteration 7Q (736.366234 sec): 3 clusters Score: Raw -110542.790143 + Penalty 2439.999275 = -108102.790868 nChanged 64 SP:Iteration 8Q (736.375367 sec): 3 clusters Score: Raw -110629.593880 + Penalty 2439.999275 = -108189.594605 nChanged 42 SP:Iteration 9Q (736.384597 sec): 3 clusters Score: Raw -110664.609426 + Penalty 2439.999275 = -108224.610151 nChanged 19 SP:Iteration 10Q (736.393794 sec): 3 clusters Score: Raw -110689.921246 + Penalty 2439.999275 = -108249.921971 nChanged 27 SP:Iteration 11Q (736.402993 sec): 3 clusters Score: Raw -110705.040407 + Penalty 2439.999275 = -108265.041132 nChanged 18 SP:Iteration 12Q (736.412201 sec): 3 clusters Score: Raw -110717.246927 + Penalty 2439.999275 = -108277.247652 nChanged 10 SP:Iteration 13Q (736.421399 sec): 3 clusters Score: Raw -110725.749667 + Penalty 2439.999275 = -108285.750392 nChanged 15 SP:Iteration 14Q (736.430587 sec): 3 clusters Score: Raw -110738.322631 + Penalty 2439.999275 = -108298.323356 nChanged 13 SP:Iteration 15Q (736.439825 sec): 3 clusters Score: Raw -110749.393491 + Penalty 2439.999275 = -108309.394215 nChanged 13 SP:Iteration 16Q (736.449015 sec): 3 clusters Score: Raw -110761.336866 + Penalty 2439.999275 = -108321.337591 nChanged 16 SP:Iteration 17Q (736.458190 sec): 3 clusters Score: Raw -110790.335810 + Penalty 2439.999275 = -108350.336534 nChanged 13 SP:Iteration 18Q (736.467355 sec): 3 clusters Score: Raw -110843.317637 + Penalty 2439.999275 = -108403.318362 nChanged 24 SP:Iteration 19Q (736.476558 sec): 3 clusters Score: Raw -110868.284703 + Penalty 2439.999275 = -108428.285427 nChanged 27 SP:Iteration 20F (736.485927 sec): 3 clusters Score: Raw -110887.681116 + Penalty 2439.999275 = -108447.681841 nChanged 23 SP:Iteration 21Q (736.495077 sec): 3 clusters Score: Raw -110902.817040 + Penalty 2439.999275 = -108462.817765 nChanged 16 SP:Iteration 22Q (736.504223 sec): 3 clusters Score: Raw -110915.812134 + Penalty 2439.999275 = -108475.812859 nChanged 21 SP:Iteration 23Q (736.513285 sec): 3 clusters Score: Raw -110929.924144 + Penalty 2439.999275 = -108489.924869 nChanged 14 SP:Iteration 24Q (736.522424 sec): 3 clusters Score: Raw -110941.204647 + Penalty 2439.999275 = -108501.205372 nChanged 16 SP:Iteration 25Q (736.531553 sec): 3 clusters Score: Raw -110948.634193 + Penalty 2439.999275 = -108508.634918 nChanged 6 SP:Iteration 26Q (736.540690 sec): 3 clusters Score: Raw -110953.708840 + Penalty 2439.999275 = -108513.709565 nChanged 4 SP:Iteration 27Q (736.549803 sec): 3 clusters Score: Raw -110954.818079 + Penalty 2439.999275 = -108514.818803 nChanged 1 SP:Iteration 28Q (736.558895 sec): 3 clusters Score: Raw -110955.115933 + Penalty 2439.999275 = -108515.116657 nChanged 2 SP:Iteration 29Q (736.568013 sec): 3 clusters Score: Raw -110955.912826 + Penalty 2439.999275 = -108515.913551 nChanged 3 SP:Iteration 30Q (736.577112 sec): 3 clusters Score: Raw -110957.185370 + Penalty 2439.999275 = -108517.186094 nChanged 0 SP:Iteration 31F (736.586390 sec): 3 clusters Score: Raw -110957.185370 + Penalty 2439.999275 = -108517.186094 nChanged 0 Trying to split cluster 25 (17259 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (736.621325 sec): 2 clusters Score: Raw -1404106.052118 + Penalty 1585.364467 = -1402520.687652 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (736.662790 sec): 3 clusters Score: Raw -1393911.552034 + Penalty 3170.728933 = -1390740.823101 nChanged 7640 SP:Iteration 1F (736.702581 sec): 3 clusters Score: Raw -1398100.894023 + Penalty 3170.728933 = -1394930.165090 nChanged 987 SP:Iteration 2F (736.742454 sec): 3 clusters Score: Raw -1398514.266642 + Penalty 3170.728933 = -1395343.537709 nChanged 901 SP:Iteration 3F (736.782403 sec): 3 clusters Score: Raw -1398905.443922 + Penalty 3170.728933 = -1395734.714989 nChanged 859 SP:Iteration 4Q (736.822776 sec): 3 clusters Score: Raw -1399316.297100 + Penalty 3170.728933 = -1396145.568167 nChanged 825 SP:Iteration 5Q (736.863035 sec): 3 clusters Score: Raw -1399721.904805 + Penalty 3170.728933 = -1396551.175871 nChanged 837 SP:Iteration 6Q (736.903443 sec): 3 clusters Score: Raw -1400153.884556 + Penalty 3170.728933 = -1396983.155623 nChanged 839 SP:Iteration 7Q (736.943806 sec): 3 clusters Score: Raw -1400559.916515 + Penalty 3170.728933 = -1397389.187581 nChanged 780 SP:Iteration 8Q (736.984061 sec): 3 clusters Score: Raw -1400929.879089 + Penalty 3170.728933 = -1397759.150155 nChanged 727 SP:Iteration 9Q (737.024069 sec): 3 clusters Score: Raw -1401283.522496 + Penalty 3170.728933 = -1398112.793563 nChanged 669 SP:Iteration 10Q (737.063856 sec): 3 clusters Score: Raw -1401662.936770 + Penalty 3170.728933 = -1398492.207837 nChanged 648 SP:Iteration 11Q (737.103555 sec): 3 clusters Score: Raw -1402162.492441 + Penalty 3170.728933 = -1398991.763508 nChanged 635 SP:Iteration 12Q (737.143077 sec): 3 clusters Score: Raw -1402789.506950 + Penalty 3170.728933 = -1399618.778017 nChanged 600 SP:Iteration 13Q (737.182231 sec): 3 clusters Score: Raw -1403359.154896 + Penalty 3170.728933 = -1400188.425962 nChanged 525 SP:Iteration 14Q (737.220883 sec): 3 clusters Score: Raw -1403747.605378 + Penalty 3170.728933 = -1400576.876445 nChanged 413 SP:Iteration 15Q (737.258863 sec): 3 clusters Score: Raw -1404023.017623 + Penalty 3170.728933 = -1400852.288689 nChanged 333 SP:Iteration 16Q (737.296644 sec): 3 clusters Score: Raw -1404229.243444 + Penalty 3170.728933 = -1401058.514511 nChanged 280 SP:Iteration 17Q (737.333893 sec): 3 clusters Score: Raw -1404364.362475 + Penalty 3170.728933 = -1401193.633542 nChanged 201 SP:Iteration 18Q (737.370992 sec): 3 clusters Score: Raw -1404445.876132 + Penalty 3170.728933 = -1401275.147199 nChanged 178 SP:Iteration 19Q (737.407783 sec): 3 clusters Score: Raw -1404517.292801 + Penalty 3170.728933 = -1401346.563868 nChanged 159 SP:Iteration 20F (737.447537 sec): 3 clusters Score: Raw -1404576.753640 + Penalty 3170.728933 = -1401406.024706 nChanged 150 SP:Iteration 21Q (737.484314 sec): 3 clusters Score: Raw -1404625.534325 + Penalty 3170.728933 = -1401454.805392 nChanged 125 SP:Iteration 22Q (737.520706 sec): 3 clusters Score: Raw -1404668.709972 + Penalty 3170.728933 = -1401497.981039 nChanged 117 SP:Iteration 23Q (737.557019 sec): 3 clusters Score: Raw -1404709.360948 + Penalty 3170.728933 = -1401538.632015 nChanged 116 SP:Iteration 24Q (737.593186 sec): 3 clusters Score: Raw -1404746.160279 + Penalty 3170.728933 = -1401575.431346 nChanged 84 SP:Iteration 25Q (737.629273 sec): 3 clusters Score: Raw -1404772.427224 + Penalty 3170.728933 = -1401601.698290 nChanged 81 SP:Iteration 26Q (737.665453 sec): 3 clusters Score: Raw -1404796.349735 + Penalty 3170.728933 = -1401625.620801 nChanged 66 SP:Iteration 27Q (737.701418 sec): 3 clusters Score: Raw -1404810.711584 + Penalty 3170.728933 = -1401639.982650 nChanged 45 SP:Iteration 28Q (737.737266 sec): 3 clusters Score: Raw -1404819.750434 + Penalty 3170.728933 = -1401649.021500 nChanged 52 SP:Iteration 29Q (737.773356 sec): 3 clusters Score: Raw -1404831.705098 + Penalty 3170.728933 = -1401660.976165 nChanged 51 SP:Iteration 30Q (737.809342 sec): 3 clusters Score: Raw -1404842.439850 + Penalty 3170.728933 = -1401671.710917 nChanged 46 SP:Iteration 31Q (737.845262 sec): 3 clusters Score: Raw -1404852.274244 + Penalty 3170.728933 = -1401681.545311 nChanged 50 SP:Iteration 32Q (737.880992 sec): 3 clusters Score: Raw -1404863.967468 + Penalty 3170.728933 = -1401693.238534 nChanged 47 SP:Iteration 33Q (737.916580 sec): 3 clusters Score: Raw -1404876.657235 + Penalty 3170.728933 = -1401705.928302 nChanged 50 SP:Iteration 34Q (737.952167 sec): 3 clusters Score: Raw -1404890.753580 + Penalty 3170.728933 = -1401720.024647 nChanged 57 SP:Iteration 35Q (737.987747 sec): 3 clusters Score: Raw -1404907.719385 + Penalty 3170.728933 = -1401736.990451 nChanged 64 SP:Iteration 36Q (738.023318 sec): 3 clusters Score: Raw -1404923.605848 + Penalty 3170.728933 = -1401752.876915 nChanged 52 SP:Iteration 37Q (738.058839 sec): 3 clusters Score: Raw -1404935.110343 + Penalty 3170.728933 = -1401764.381410 nChanged 45 SP:Iteration 38Q (738.094820 sec): 3 clusters Score: Raw -1404943.677176 + Penalty 3170.728933 = -1401772.948243 nChanged 33 SP:Iteration 39Q (738.130215 sec): 3 clusters Score: Raw -1404951.449248 + Penalty 3170.728933 = -1401780.720314 nChanged 32 SP:Iteration 40F (738.170010 sec): 3 clusters Score: Raw -1404958.329217 + Penalty 3170.728933 = -1401787.600284 nChanged 30 SP:Iteration 41Q (738.205447 sec): 3 clusters Score: Raw -1404963.681304 + Penalty 3170.728933 = -1401792.952371 nChanged 19 SP:Iteration 42Q (738.240793 sec): 3 clusters Score: Raw -1404965.905440 + Penalty 3170.728933 = -1401795.176507 nChanged 15 SP:Iteration 43Q (738.276109 sec): 3 clusters Score: Raw -1404968.740177 + Penalty 3170.728933 = -1401798.011244 nChanged 19 SP:Iteration 44Q (738.311357 sec): 3 clusters Score: Raw -1404971.593674 + Penalty 3170.728933 = -1401800.864741 nChanged 17 SP:Iteration 45Q (738.346776 sec): 3 clusters Score: Raw -1404973.599345 + Penalty 3170.728933 = -1401802.870411 nChanged 10 SP:Iteration 46Q (738.381986 sec): 3 clusters Score: Raw -1404974.418988 + Penalty 3170.728933 = -1401803.690054 nChanged 8 SP:Iteration 47Q (738.417427 sec): 3 clusters Score: Raw -1404975.277652 + Penalty 3170.728933 = -1401804.548719 nChanged 4 SP:Iteration 48Q (738.452838 sec): 3 clusters Score: Raw -1404975.940950 + Penalty 3170.728933 = -1401805.212017 nChanged 6 SP:Iteration 49Q (738.488073 sec): 3 clusters Score: Raw -1404976.852472 + Penalty 3170.728933 = -1401806.123539 nChanged 11 SP:Iteration 50Q (738.523354 sec): 3 clusters Score: Raw -1404978.318133 + Penalty 3170.728933 = -1401807.589200 nChanged 12 SP:Iteration 51Q (738.558594 sec): 3 clusters Score: Raw -1404979.812525 + Penalty 3170.728933 = -1401809.083592 nChanged 12 SP:Iteration 52Q (738.593790 sec): 3 clusters Score: Raw -1404981.441314 + Penalty 3170.728933 = -1401810.712380 nChanged 13 SP:Iteration 53Q (738.629172 sec): 3 clusters Score: Raw -1404983.654217 + Penalty 3170.728933 = -1401812.925284 nChanged 18 SP:Iteration 54Q (738.664356 sec): 3 clusters Score: Raw -1404987.016935 + Penalty 3170.728933 = -1401816.288002 nChanged 20 SP:Iteration 55Q (738.699728 sec): 3 clusters Score: Raw -1404990.254597 + Penalty 3170.728933 = -1401819.525664 nChanged 14 SP:Iteration 56Q (738.735016 sec): 3 clusters Score: Raw -1404992.427795 + Penalty 3170.728933 = -1401821.698862 nChanged 9 SP:Iteration 57Q (738.770157 sec): 3 clusters Score: Raw -1404994.078648 + Penalty 3170.728933 = -1401823.349715 nChanged 9 SP:Iteration 58Q (738.805314 sec): 3 clusters Score: Raw -1404995.055929 + Penalty 3170.728933 = -1401824.326996 nChanged 5 SP:Iteration 59Q (738.840533 sec): 3 clusters Score: Raw -1404995.598757 + Penalty 3170.728933 = -1401824.869824 nChanged 2 SP:Iteration 60F (738.880402 sec): 3 clusters Score: Raw -1404995.728835 + Penalty 3170.728933 = -1401824.999902 nChanged 3 SP:Iteration 61Q (738.915523 sec): 3 clusters Score: Raw -1404996.043578 + Penalty 3170.728933 = -1401825.314644 nChanged 4 SP:Iteration 62Q (738.950695 sec): 3 clusters Score: Raw -1404996.360554 + Penalty 3170.728933 = -1401825.631621 nChanged 2 SP:Iteration 63Q (738.985785 sec): 3 clusters Score: Raw -1404996.526756 + Penalty 3170.728933 = -1401825.797823 nChanged 4 SP:Iteration 64Q (739.021012 sec): 3 clusters Score: Raw -1404996.819421 + Penalty 3170.728933 = -1401826.090488 nChanged 1 SP:Iteration 65Q (739.056110 sec): 3 clusters Score: Raw -1404996.872959 + Penalty 3170.728933 = -1401826.144026 nChanged 0 SP:Iteration 66F (739.095895 sec): 3 clusters Score: Raw -1404996.872959 + Penalty 3170.728933 = -1401826.144026 nChanged 0 Trying to split cluster 26 (8689 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (739.117522 sec): 2 clusters Score: Raw -707325.011322 + Penalty 1473.844635 = -705851.166688 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (739.145067 sec): 3 clusters Score: Raw -702437.005765 + Penalty 2947.689269 = -699489.316496 nChanged 3771 SP:Iteration 1F (739.172007 sec): 3 clusters Score: Raw -704480.438710 + Penalty 2947.689269 = -701532.749441 nChanged 586 SP:Iteration 2F (739.198830 sec): 3 clusters Score: Raw -704758.664589 + Penalty 2947.689269 = -701810.975320 nChanged 496 SP:Iteration 3F (739.225599 sec): 3 clusters Score: Raw -704983.580203 + Penalty 2947.689269 = -702035.890933 nChanged 406 SP:Iteration 4Q (739.252392 sec): 3 clusters Score: Raw -705153.465846 + Penalty 2947.689269 = -702205.776577 nChanged 353 SP:Iteration 5Q (739.279156 sec): 3 clusters Score: Raw -705311.366085 + Penalty 2947.689269 = -702363.676815 nChanged 334 SP:Iteration 6Q (739.306006 sec): 3 clusters Score: Raw -705452.942266 + Penalty 2947.689269 = -702505.252997 nChanged 294 SP:Iteration 7Q (739.333140 sec): 3 clusters Score: Raw -705573.009554 + Penalty 2947.689269 = -702625.320285 nChanged 300 SP:Iteration 8Q (739.360108 sec): 3 clusters Score: Raw -705722.540542 + Penalty 2947.689269 = -702774.851273 nChanged 346 SP:Iteration 9Q (739.386943 sec): 3 clusters Score: Raw -705902.387297 + Penalty 2947.689269 = -702954.698028 nChanged 348 SP:Iteration 10Q (739.413549 sec): 3 clusters Score: Raw -706101.048421 + Penalty 2947.689269 = -703153.359152 nChanged 312 SP:Iteration 11Q (739.440350 sec): 3 clusters Score: Raw -706263.536367 + Penalty 2947.689269 = -703315.847097 nChanged 293 SP:Iteration 12Q (739.467083 sec): 3 clusters Score: Raw -706408.175229 + Penalty 2947.689269 = -703460.485959 nChanged 279 SP:Iteration 13Q (739.493761 sec): 3 clusters Score: Raw -706551.966417 + Penalty 2947.689269 = -703604.277147 nChanged 233 SP:Iteration 14Q (739.520203 sec): 3 clusters Score: Raw -706672.969448 + Penalty 2947.689269 = -703725.280179 nChanged 204 SP:Iteration 15Q (739.546549 sec): 3 clusters Score: Raw -706776.934155 + Penalty 2947.689269 = -703829.244886 nChanged 187 SP:Iteration 16Q (739.572751 sec): 3 clusters Score: Raw -706865.597826 + Penalty 2947.689269 = -703917.908556 nChanged 168 SP:Iteration 17Q (739.598768 sec): 3 clusters Score: Raw -706938.895419 + Penalty 2947.689269 = -703991.206150 nChanged 138 SP:Iteration 18Q (739.624625 sec): 3 clusters Score: Raw -706999.672166 + Penalty 2947.689269 = -704051.982897 nChanged 125 SP:Iteration 19Q (739.650388 sec): 3 clusters Score: Raw -707050.847131 + Penalty 2947.689269 = -704103.157861 nChanged 109 SP:Iteration 20F (739.677131 sec): 3 clusters Score: Raw -707100.757132 + Penalty 2947.689269 = -704153.067863 nChanged 140 SP:Iteration 21Q (739.702682 sec): 3 clusters Score: Raw -707169.851085 + Penalty 2947.689269 = -704222.161816 nChanged 116 SP:Iteration 22Q (739.728278 sec): 3 clusters Score: Raw -707221.584925 + Penalty 2947.689269 = -704273.895655 nChanged 114 SP:Iteration 23Q (739.753661 sec): 3 clusters Score: Raw -707282.428769 + Penalty 2947.689269 = -704334.739500 nChanged 120 SP:Iteration 24Q (739.779105 sec): 3 clusters Score: Raw -707347.229746 + Penalty 2947.689269 = -704399.540476 nChanged 116 SP:Iteration 25Q (739.804442 sec): 3 clusters Score: Raw -707416.322400 + Penalty 2947.689269 = -704468.633131 nChanged 104 SP:Iteration 26Q (739.829554 sec): 3 clusters Score: Raw -707480.552388 + Penalty 2947.689269 = -704532.863119 nChanged 97 SP:Iteration 27Q (739.854659 sec): 3 clusters Score: Raw -707536.920452 + Penalty 2947.689269 = -704589.231182 nChanged 80 SP:Iteration 28Q (739.879726 sec): 3 clusters Score: Raw -707584.603827 + Penalty 2947.689269 = -704636.914557 nChanged 59 SP:Iteration 29Q (739.904497 sec): 3 clusters Score: Raw -707614.837779 + Penalty 2947.689269 = -704667.148509 nChanged 43 SP:Iteration 30Q (739.929199 sec): 3 clusters Score: Raw -707642.029930 + Penalty 2947.689269 = -704694.340661 nChanged 43 SP:Iteration 31Q (739.999737 sec): 3 clusters Score: Raw -707670.212499 + Penalty 2947.689269 = -704722.523230 nChanged 37 SP:Iteration 32Q (740.019707 sec): 3 clusters Score: Raw -707689.894806 + Penalty 2947.689269 = -704742.205537 nChanged 23 SP:Iteration 33Q (740.044062 sec): 3 clusters Score: Raw -707701.011164 + Penalty 2947.689269 = -704753.321894 nChanged 16 SP:Iteration 34Q (740.068541 sec): 3 clusters Score: Raw -707712.680440 + Penalty 2947.689269 = -704764.991170 nChanged 16 SP:Iteration 35Q (740.092841 sec): 3 clusters Score: Raw -707720.936940 + Penalty 2947.689269 = -704773.247671 nChanged 9 SP:Iteration 36Q (740.117194 sec): 3 clusters Score: Raw -707724.368122 + Penalty 2947.689269 = -704776.678852 nChanged 10 SP:Iteration 37Q (740.174933 sec): 3 clusters Score: Raw -707729.376567 + Penalty 2947.689269 = -704781.687298 nChanged 4 SP:Iteration 38Q (740.198690 sec): 3 clusters Score: Raw -707731.735711 + Penalty 2947.689269 = -704784.046442 nChanged 4 SP:Iteration 39Q (740.255677 sec): 3 clusters Score: Raw -707733.982434 + Penalty 2947.689269 = -704786.293165 nChanged 6 SP:Iteration 40F (740.282285 sec): 3 clusters Score: Raw -707737.211303 + Penalty 2947.689269 = -704789.522034 nChanged 3 SP:Iteration 41Q (740.306786 sec): 3 clusters Score: Raw -707738.668646 + Penalty 2947.689269 = -704790.979377 nChanged 3 SP:Iteration 42Q (740.331296 sec): 3 clusters Score: Raw -707740.373310 + Penalty 2947.689269 = -704792.684040 nChanged 3 SP:Iteration 43Q (740.355779 sec): 3 clusters Score: Raw -707742.659868 + Penalty 2947.689269 = -704794.970598 nChanged 2 SP:Iteration 44Q (740.380142 sec): 3 clusters Score: Raw -707742.895491 + Penalty 2947.689269 = -704795.206221 nChanged 0 SP:Iteration 45F (740.406879 sec): 3 clusters Score: Raw -707742.895491 + Penalty 2947.689269 = -704795.206221 nChanged 0 Trying to split cluster 27 (10839 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (740.433030 sec): 2 clusters Score: Raw -894400.417932 + Penalty 1509.772228 = -892890.645704 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (740.463952 sec): 3 clusters Score: Raw -888202.424191 + Penalty 3019.544456 = -885182.879734 nChanged 4704 SP:Iteration 1F (740.493996 sec): 3 clusters Score: Raw -890829.894546 + Penalty 3019.544456 = -887810.350089 nChanged 664 SP:Iteration 2F (740.524037 sec): 3 clusters Score: Raw -891193.430791 + Penalty 3019.544456 = -888173.886334 nChanged 598 SP:Iteration 3F (740.554174 sec): 3 clusters Score: Raw -891524.668558 + Penalty 3019.544456 = -888505.124101 nChanged 634 SP:Iteration 4F (740.584384 sec): 3 clusters Score: Raw -891928.764562 + Penalty 3019.544456 = -888909.220105 nChanged 658 SP:Iteration 5F (740.614291 sec): 3 clusters Score: Raw -892331.760719 + Penalty 3019.544456 = -889312.216263 nChanged 638 SP:Iteration 6F (740.644292 sec): 3 clusters Score: Raw -892774.746800 + Penalty 3019.544456 = -889755.202343 nChanged 675 SP:Iteration 7F (740.674243 sec): 3 clusters Score: Raw -893269.417560 + Penalty 3019.544456 = -890249.873104 nChanged 572 SP:Iteration 8F (740.704269 sec): 3 clusters Score: Raw -893729.789223 + Penalty 3019.544456 = -890710.244766 nChanged 503 SP:Iteration 9Q (740.734232 sec): 3 clusters Score: Raw -894171.506878 + Penalty 3019.544456 = -891151.962421 nChanged 362 SP:Iteration 10Q (740.764172 sec): 3 clusters Score: Raw -894459.175571 + Penalty 3019.544456 = -891439.631114 nChanged 244 SP:Iteration 11Q (740.793543 sec): 3 clusters Score: Raw -894639.226284 + Penalty 3019.544456 = -891619.681828 nChanged 162 SP:Iteration 12Q (740.822269 sec): 3 clusters Score: Raw -894758.484948 + Penalty 3019.544456 = -891738.940492 nChanged 123 SP:Iteration 13Q (740.850559 sec): 3 clusters Score: Raw -894828.944379 + Penalty 3019.544456 = -891809.399923 nChanged 89 SP:Iteration 14Q (740.878491 sec): 3 clusters Score: Raw -894872.033076 + Penalty 3019.544456 = -891852.488620 nChanged 71 SP:Iteration 15Q (740.906199 sec): 3 clusters Score: Raw -894901.243737 + Penalty 3019.544456 = -891881.699280 nChanged 48 SP:Iteration 16Q (740.933710 sec): 3 clusters Score: Raw -894916.675949 + Penalty 3019.544456 = -891897.131492 nChanged 36 SP:Iteration 17Q (740.960940 sec): 3 clusters Score: Raw -894926.827915 + Penalty 3019.544456 = -891907.283459 nChanged 34 SP:Iteration 18Q (740.988046 sec): 3 clusters Score: Raw -894936.078196 + Penalty 3019.544456 = -891916.533739 nChanged 31 SP:Iteration 19Q (741.015105 sec): 3 clusters Score: Raw -894943.295617 + Penalty 3019.544456 = -891923.751161 nChanged 15 SP:Iteration 20F (741.045080 sec): 3 clusters Score: Raw -894946.257297 + Penalty 3019.544456 = -891926.712841 nChanged 13 SP:Iteration 21Q (741.072243 sec): 3 clusters Score: Raw -894949.916650 + Penalty 3019.544456 = -891930.372194 nChanged 17 SP:Iteration 22Q (741.099616 sec): 3 clusters Score: Raw -894954.206185 + Penalty 3019.544456 = -891934.661729 nChanged 19 SP:Iteration 23Q (741.126839 sec): 3 clusters Score: Raw -894958.775074 + Penalty 3019.544456 = -891939.230618 nChanged 12 SP:Iteration 24Q (741.154053 sec): 3 clusters Score: Raw -894961.739944 + Penalty 3019.544456 = -891942.195488 nChanged 11 SP:Iteration 25Q (741.180958 sec): 3 clusters Score: Raw -894964.339905 + Penalty 3019.544456 = -891944.795449 nChanged 7 SP:Iteration 26Q (741.208154 sec): 3 clusters Score: Raw -894966.192255 + Penalty 3019.544456 = -891946.647799 nChanged 6 SP:Iteration 27Q (741.235075 sec): 3 clusters Score: Raw -894967.231484 + Penalty 3019.544456 = -891947.687028 nChanged 4 SP:Iteration 28Q (741.261912 sec): 3 clusters Score: Raw -894967.600694 + Penalty 3019.544456 = -891948.056238 nChanged 0 SP:Iteration 29F (741.291904 sec): 3 clusters Score: Raw -894967.600694 + Penalty 3019.544456 = -891948.056238 nChanged 0 Trying to split cluster 28 (3507 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (741.308750 sec): 2 clusters Score: Raw -239584.387157 + Penalty 1326.408891 = -238257.978267 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (741.326992 sec): 3 clusters Score: Raw -237983.329017 + Penalty 2652.817781 = -235330.511235 nChanged 1375 SP:Iteration 1F (741.344316 sec): 3 clusters Score: Raw -239156.978115 + Penalty 2652.817781 = -236504.160333 nChanged 343 SP:Iteration 2F (741.361638 sec): 3 clusters Score: Raw -239600.126578 + Penalty 2652.817781 = -236947.308797 nChanged 304 SP:Iteration 3F (741.378934 sec): 3 clusters Score: Raw -240008.874349 + Penalty 2652.817781 = -237356.056568 nChanged 259 SP:Iteration 4F (741.396303 sec): 3 clusters Score: Raw -240308.492830 + Penalty 2652.817781 = -237655.675048 nChanged 210 SP:Iteration 5F (741.413642 sec): 3 clusters Score: Raw -240519.930304 + Penalty 2652.817781 = -237867.112522 nChanged 149 SP:Iteration 6Q (741.430527 sec): 3 clusters Score: Raw -240708.121606 + Penalty 2652.817781 = -238055.303825 nChanged 133 SP:Iteration 7Q (741.447505 sec): 3 clusters Score: Raw -240856.428032 + Penalty 2652.817781 = -238203.610251 nChanged 102 SP:Iteration 8Q (741.464426 sec): 3 clusters Score: Raw -240952.124833 + Penalty 2652.817781 = -238299.307052 nChanged 77 SP:Iteration 9Q (741.481285 sec): 3 clusters Score: Raw -241014.139772 + Penalty 2652.817781 = -238361.321991 nChanged 57 SP:Iteration 10Q (741.498122 sec): 3 clusters Score: Raw -241058.209759 + Penalty 2652.817781 = -238405.391977 nChanged 44 SP:Iteration 11Q (741.514910 sec): 3 clusters Score: Raw -241099.398226 + Penalty 2652.817781 = -238446.580445 nChanged 30 SP:Iteration 12Q (741.531607 sec): 3 clusters Score: Raw -241130.174343 + Penalty 2652.817781 = -238477.356561 nChanged 32 SP:Iteration 13Q (741.548310 sec): 3 clusters Score: Raw -241174.179234 + Penalty 2652.817781 = -238521.361453 nChanged 38 SP:Iteration 14Q (741.564953 sec): 3 clusters Score: Raw -241211.188492 + Penalty 2652.817781 = -238558.370711 nChanged 32 SP:Iteration 15Q (741.581554 sec): 3 clusters Score: Raw -241238.790382 + Penalty 2652.817781 = -238585.972601 nChanged 32 SP:Iteration 16Q (741.598105 sec): 3 clusters Score: Raw -241263.759850 + Penalty 2652.817781 = -238610.942069 nChanged 26 SP:Iteration 17Q (741.614644 sec): 3 clusters Score: Raw -241283.835838 + Penalty 2652.817781 = -238631.018056 nChanged 18 SP:Iteration 18Q (741.631011 sec): 3 clusters Score: Raw -241296.697936 + Penalty 2652.817781 = -238643.880154 nChanged 11 SP:Iteration 19Q (741.647406 sec): 3 clusters Score: Raw -241307.276827 + Penalty 2652.817781 = -238654.459046 nChanged 11 SP:Iteration 20F (741.664698 sec): 3 clusters Score: Raw -241328.990059 + Penalty 2652.817781 = -238676.172277 nChanged 18 SP:Iteration 21Q (741.681213 sec): 3 clusters Score: Raw -241361.473622 + Penalty 2652.817781 = -238708.655841 nChanged 26 SP:Iteration 22Q (741.697702 sec): 3 clusters Score: Raw -241385.791469 + Penalty 2652.817781 = -238732.973688 nChanged 11 SP:Iteration 23Q (741.714172 sec): 3 clusters Score: Raw -241395.386781 + Penalty 2652.817781 = -238742.569000 nChanged 11 SP:Iteration 24Q (741.730589 sec): 3 clusters Score: Raw -241402.487715 + Penalty 2652.817781 = -238749.669933 nChanged 5 SP:Iteration 25Q (741.747049 sec): 3 clusters Score: Raw -241405.173085 + Penalty 2652.817781 = -238752.355304 nChanged 5 SP:Iteration 26Q (741.763459 sec): 3 clusters Score: Raw -241408.677251 + Penalty 2652.817781 = -238755.859470 nChanged 6 SP:Iteration 27Q (741.779914 sec): 3 clusters Score: Raw -241410.901142 + Penalty 2652.817781 = -238758.083361 nChanged 3 SP:Iteration 28Q (741.796326 sec): 3 clusters Score: Raw -241411.847714 + Penalty 2652.817781 = -238759.029932 nChanged 1 SP:Iteration 29Q (741.812769 sec): 3 clusters Score: Raw -241412.107171 + Penalty 2652.817781 = -238759.289389 nChanged 1 SP:Iteration 30Q (741.829199 sec): 3 clusters Score: Raw -241412.368138 + Penalty 2652.817781 = -238759.550357 nChanged 1 SP:Iteration 31Q (741.845673 sec): 3 clusters Score: Raw -241412.664841 + Penalty 2652.817781 = -238759.847059 nChanged 1 SP:Iteration 32Q (741.861932 sec): 3 clusters Score: Raw -241412.880521 + Penalty 2652.817781 = -238760.062740 nChanged 1 SP:Iteration 33Q (741.878381 sec): 3 clusters Score: Raw -241413.879330 + Penalty 2652.817781 = -238761.061549 nChanged 3 SP:Iteration 34Q (741.894792 sec): 3 clusters Score: Raw -241415.373822 + Penalty 2652.817781 = -238762.556041 nChanged 3 SP:Iteration 35Q (741.911084 sec): 3 clusters Score: Raw -241416.774398 + Penalty 2652.817781 = -238763.956617 nChanged 0 SP:Iteration 36F (741.928346 sec): 3 clusters Score: Raw -241416.774398 + Penalty 2652.817781 = -238763.956617 nChanged 0 Score: Raw -49124193.795339 + Penalty 80236.761971 = -49043957.033369 Splitting cluster 28 changes total score from -49041209.234484 to -49043957.033369 So it's getting split into cluster 37. Trying to split cluster 29 (22279 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (757.045647 sec): 2 clusters Score: Raw -1683391.183013 + Penalty 1626.852469 = -1681764.330543 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (757.095292 sec): 3 clusters Score: Raw -1670067.608411 + Penalty 3253.704938 = -1666813.903473 nChanged 10071 SP:Iteration 1F (757.142865 sec): 3 clusters Score: Raw -1675759.616988 + Penalty 3253.704938 = -1672505.912050 nChanged 1366 SP:Iteration 2F (757.190302 sec): 3 clusters Score: Raw -1676495.595867 + Penalty 3253.704938 = -1673241.890929 nChanged 1455 SP:Iteration 3F (757.237881 sec): 3 clusters Score: Raw -1677377.741400 + Penalty 3253.704938 = -1674124.036462 nChanged 1427 SP:Iteration 4F (757.285414 sec): 3 clusters Score: Raw -1678280.141647 + Penalty 3253.704938 = -1675026.436709 nChanged 1365 SP:Iteration 5F (757.332957 sec): 3 clusters Score: Raw -1679149.461368 + Penalty 3253.704938 = -1675895.756430 nChanged 1249 SP:Iteration 6F (757.380360 sec): 3 clusters Score: Raw -1679938.950671 + Penalty 3253.704938 = -1676685.245733 nChanged 1038 SP:Iteration 7Q (757.428536 sec): 3 clusters Score: Raw -1680585.363172 + Penalty 3253.704938 = -1677331.658234 nChanged 865 SP:Iteration 8Q (757.476085 sec): 3 clusters Score: Raw -1681144.059448 + Penalty 3253.704938 = -1677890.354510 nChanged 745 SP:Iteration 9Q (757.523388 sec): 3 clusters Score: Raw -1681669.544404 + Penalty 3253.704938 = -1678415.839466 nChanged 616 SP:Iteration 10Q (757.570127 sec): 3 clusters Score: Raw -1682069.379848 + Penalty 3253.704938 = -1678815.674910 nChanged 488 SP:Iteration 11Q (757.615625 sec): 3 clusters Score: Raw -1682342.555233 + Penalty 3253.704938 = -1679088.850295 nChanged 415 SP:Iteration 12Q (757.660596 sec): 3 clusters Score: Raw -1682558.439007 + Penalty 3253.704938 = -1679304.734069 nChanged 316 SP:Iteration 13Q (757.704708 sec): 3 clusters Score: Raw -1682704.361301 + Penalty 3253.704938 = -1679450.656363 nChanged 277 SP:Iteration 14Q (757.748290 sec): 3 clusters Score: Raw -1682814.256653 + Penalty 3253.704938 = -1679560.551714 nChanged 231 SP:Iteration 15Q (757.791805 sec): 3 clusters Score: Raw -1682892.756625 + Penalty 3253.704938 = -1679639.051686 nChanged 192 SP:Iteration 16Q (757.834759 sec): 3 clusters Score: Raw -1682952.548221 + Penalty 3253.704938 = -1679698.843282 nChanged 167 SP:Iteration 17Q (757.877627 sec): 3 clusters Score: Raw -1683009.511503 + Penalty 3253.704938 = -1679755.806565 nChanged 168 SP:Iteration 18Q (757.920047 sec): 3 clusters Score: Raw -1683060.559833 + Penalty 3253.704938 = -1679806.854895 nChanged 160 SP:Iteration 19Q (757.962347 sec): 3 clusters Score: Raw -1683104.063037 + Penalty 3253.704938 = -1679850.358099 nChanged 152 SP:Iteration 20F (758.009501 sec): 3 clusters Score: Raw -1683143.714721 + Penalty 3253.704938 = -1679890.009783 nChanged 131 SP:Iteration 21Q (758.051771 sec): 3 clusters Score: Raw -1683175.300104 + Penalty 3253.704938 = -1679921.595166 nChanged 114 SP:Iteration 22Q (758.093950 sec): 3 clusters Score: Raw -1683200.558945 + Penalty 3253.704938 = -1679946.854007 nChanged 120 SP:Iteration 23Q (758.135625 sec): 3 clusters Score: Raw -1683229.424216 + Penalty 3253.704938 = -1679975.719278 nChanged 114 SP:Iteration 24Q (758.177485 sec): 3 clusters Score: Raw -1683258.895465 + Penalty 3253.704938 = -1680005.190527 nChanged 104 SP:Iteration 25Q (758.218971 sec): 3 clusters Score: Raw -1683281.173803 + Penalty 3253.704938 = -1680027.468865 nChanged 84 SP:Iteration 26Q (758.260360 sec): 3 clusters Score: Raw -1683301.204715 + Penalty 3253.704938 = -1680047.499777 nChanged 95 SP:Iteration 27Q (758.301959 sec): 3 clusters Score: Raw -1683323.964588 + Penalty 3253.704938 = -1680070.259649 nChanged 89 SP:Iteration 28Q (758.343110 sec): 3 clusters Score: Raw -1683342.273370 + Penalty 3253.704938 = -1680088.568432 nChanged 74 SP:Iteration 29Q (758.384260 sec): 3 clusters Score: Raw -1683357.341452 + Penalty 3253.704938 = -1680103.636514 nChanged 70 SP:Iteration 30Q (758.425504 sec): 3 clusters Score: Raw -1683370.520891 + Penalty 3253.704938 = -1680116.815953 nChanged 73 SP:Iteration 31Q (758.466416 sec): 3 clusters Score: Raw -1683384.245127 + Penalty 3253.704938 = -1680130.540189 nChanged 63 SP:Iteration 32Q (758.507254 sec): 3 clusters Score: Raw -1683395.769141 + Penalty 3253.704938 = -1680142.064203 nChanged 52 SP:Iteration 33Q (758.548374 sec): 3 clusters Score: Raw -1683405.103615 + Penalty 3253.704938 = -1680151.398677 nChanged 50 SP:Iteration 34Q (758.589140 sec): 3 clusters Score: Raw -1683414.990663 + Penalty 3253.704938 = -1680161.285725 nChanged 59 SP:Iteration 35Q (758.629813 sec): 3 clusters Score: Raw -1683425.630463 + Penalty 3253.704938 = -1680171.925525 nChanged 62 SP:Iteration 36Q (758.670821 sec): 3 clusters Score: Raw -1683436.870870 + Penalty 3253.704938 = -1680183.165932 nChanged 60 SP:Iteration 37Q (758.711415 sec): 3 clusters Score: Raw -1683448.391176 + Penalty 3253.704938 = -1680194.686238 nChanged 56 SP:Iteration 38Q (758.752139 sec): 3 clusters Score: Raw -1683459.074678 + Penalty 3253.704938 = -1680205.369739 nChanged 51 SP:Iteration 39Q (758.794537 sec): 3 clusters Score: Raw -1683469.540908 + Penalty 3253.704938 = -1680215.835969 nChanged 52 SP:Iteration 40F (758.841828 sec): 3 clusters Score: Raw -1683482.784025 + Penalty 3253.704938 = -1680229.079087 nChanged 53 SP:Iteration 41Q (758.883289 sec): 3 clusters Score: Raw -1683495.496880 + Penalty 3253.704938 = -1680241.791941 nChanged 50 SP:Iteration 42Q (758.924512 sec): 3 clusters Score: Raw -1683508.529779 + Penalty 3253.704938 = -1680254.824840 nChanged 53 SP:Iteration 43Q (758.965211 sec): 3 clusters Score: Raw -1683519.957979 + Penalty 3253.704938 = -1680266.253040 nChanged 45 SP:Iteration 44Q (759.006239 sec): 3 clusters Score: Raw -1683527.976546 + Penalty 3253.704938 = -1680274.271608 nChanged 35 SP:Iteration 45Q (759.046932 sec): 3 clusters Score: Raw -1683535.801432 + Penalty 3253.704938 = -1680282.096493 nChanged 30 SP:Iteration 46Q (759.087095 sec): 3 clusters Score: Raw -1683540.838822 + Penalty 3253.704938 = -1680287.133883 nChanged 29 SP:Iteration 47Q (759.127375 sec): 3 clusters Score: Raw -1683547.252646 + Penalty 3253.704938 = -1680293.547708 nChanged 32 SP:Iteration 48Q (759.167828 sec): 3 clusters Score: Raw -1683556.024822 + Penalty 3253.704938 = -1680302.319883 nChanged 42 SP:Iteration 49Q (759.208277 sec): 3 clusters Score: Raw -1683569.050753 + Penalty 3253.704938 = -1680315.345815 nChanged 48 SP:Iteration 50Q (759.248508 sec): 3 clusters Score: Raw -1683581.614759 + Penalty 3253.704938 = -1680327.909821 nChanged 49 SP:Iteration 51Q (759.288524 sec): 3 clusters Score: Raw -1683594.563605 + Penalty 3253.704938 = -1680340.858667 nChanged 45 SP:Iteration 52Q (759.329301 sec): 3 clusters Score: Raw -1683604.186945 + Penalty 3253.704938 = -1680350.482006 nChanged 23 SP:Iteration 53Q (759.368899 sec): 3 clusters Score: Raw -1683608.967200 + Penalty 3253.704938 = -1680355.262262 nChanged 23 SP:Iteration 54Q (759.408783 sec): 3 clusters Score: Raw -1683613.509613 + Penalty 3253.704938 = -1680359.804675 nChanged 22 SP:Iteration 55Q (759.448849 sec): 3 clusters Score: Raw -1683618.250067 + Penalty 3253.704938 = -1680364.545129 nChanged 26 SP:Iteration 56Q (759.488619 sec): 3 clusters Score: Raw -1683624.883120 + Penalty 3253.704938 = -1680371.178182 nChanged 30 SP:Iteration 57Q (759.528432 sec): 3 clusters Score: Raw -1683630.230078 + Penalty 3253.704938 = -1680376.525140 nChanged 20 SP:Iteration 58Q (759.568484 sec): 3 clusters Score: Raw -1683634.015694 + Penalty 3253.704938 = -1680380.310755 nChanged 20 SP:Iteration 59Q (759.608281 sec): 3 clusters Score: Raw -1683637.998098 + Penalty 3253.704938 = -1680384.293160 nChanged 19 SP:Iteration 60F (759.655364 sec): 3 clusters Score: Raw -1683640.911348 + Penalty 3253.704938 = -1680387.206410 nChanged 18 SP:Iteration 61Q (759.695500 sec): 3 clusters Score: Raw -1683644.502571 + Penalty 3253.704938 = -1680390.797633 nChanged 18 SP:Iteration 62Q (759.757278 sec): 3 clusters Score: Raw -1683648.766669 + Penalty 3253.704938 = -1680395.061731 nChanged 27 SP:Iteration 63Q (759.814580 sec): 3 clusters Score: Raw -1683654.723327 + Penalty 3253.704938 = -1680401.018389 nChanged 22 SP:Iteration 64Q (759.893356 sec): 3 clusters Score: Raw -1683659.126044 + Penalty 3253.704938 = -1680405.421106 nChanged 23 SP:Iteration 65Q (759.956022 sec): 3 clusters Score: Raw -1683664.256106 + Penalty 3253.704938 = -1680410.551168 nChanged 24 SP:Iteration 66Q (760.003977 sec): 3 clusters Score: Raw -1683669.032727 + Penalty 3253.704938 = -1680415.327789 nChanged 24 SP:Iteration 67Q (760.043380 sec): 3 clusters Score: Raw -1683675.173009 + Penalty 3253.704938 = -1680421.468071 nChanged 23 SP:Iteration 68Q (760.082769 sec): 3 clusters Score: Raw -1683682.005124 + Penalty 3253.704938 = -1680428.300186 nChanged 23 SP:Iteration 69Q (760.122345 sec): 3 clusters Score: Raw -1683687.928789 + Penalty 3253.704938 = -1680434.223850 nChanged 34 SP:Iteration 70Q (760.161707 sec): 3 clusters Score: Raw -1683695.843679 + Penalty 3253.704938 = -1680442.138741 nChanged 31 SP:Iteration 71Q (760.201029 sec): 3 clusters Score: Raw -1683703.944326 + Penalty 3253.704938 = -1680450.239387 nChanged 32 SP:Iteration 72Q (760.240282 sec): 3 clusters Score: Raw -1683713.325579 + Penalty 3253.704938 = -1680459.620641 nChanged 31 SP:Iteration 73Q (760.279768 sec): 3 clusters Score: Raw -1683721.426088 + Penalty 3253.704938 = -1680467.721150 nChanged 26 SP:Iteration 74Q (760.318876 sec): 3 clusters Score: Raw -1683726.491465 + Penalty 3253.704938 = -1680472.786527 nChanged 20 SP:Iteration 75Q (760.358032 sec): 3 clusters Score: Raw -1683730.830368 + Penalty 3253.704938 = -1680477.125430 nChanged 19 SP:Iteration 76Q (760.397548 sec): 3 clusters Score: Raw -1683735.311212 + Penalty 3253.704938 = -1680481.606274 nChanged 14 SP:Iteration 77Q (760.436698 sec): 3 clusters Score: Raw -1683738.198436 + Penalty 3253.704938 = -1680484.493498 nChanged 13 SP:Iteration 78Q (760.475850 sec): 3 clusters Score: Raw -1683740.891914 + Penalty 3253.704938 = -1680487.186976 nChanged 6 SP:Iteration 79Q (760.515011 sec): 3 clusters Score: Raw -1683741.957583 + Penalty 3253.704938 = -1680488.252645 nChanged 9 SP:Iteration 80F (760.562166 sec): 3 clusters Score: Raw -1683744.210333 + Penalty 3253.704938 = -1680490.505395 nChanged 10 SP:Iteration 81Q (760.601597 sec): 3 clusters Score: Raw -1683746.406408 + Penalty 3253.704938 = -1680492.701470 nChanged 9 SP:Iteration 82Q (760.640942 sec): 3 clusters Score: Raw -1683748.231369 + Penalty 3253.704938 = -1680494.526431 nChanged 10 SP:Iteration 83Q (760.679945 sec): 3 clusters Score: Raw -1683749.769564 + Penalty 3253.704938 = -1680496.064626 nChanged 6 SP:Iteration 84Q (760.718963 sec): 3 clusters Score: Raw -1683751.195196 + Penalty 3253.704938 = -1680497.490258 nChanged 5 SP:Iteration 85Q (760.757940 sec): 3 clusters Score: Raw -1683752.231457 + Penalty 3253.704938 = -1680498.526519 nChanged 9 SP:Iteration 86Q (760.797173 sec): 3 clusters Score: Raw -1683753.670671 + Penalty 3253.704938 = -1680499.965733 nChanged 9 SP:Iteration 87Q (760.836184 sec): 3 clusters Score: Raw -1683755.541881 + Penalty 3253.704938 = -1680501.836943 nChanged 8 SP:Iteration 88Q (760.875271 sec): 3 clusters Score: Raw -1683757.206942 + Penalty 3253.704938 = -1680503.502004 nChanged 7 SP:Iteration 89Q (760.914332 sec): 3 clusters Score: Raw -1683758.548811 + Penalty 3253.704938 = -1680504.843872 nChanged 7 SP:Iteration 90Q (760.953520 sec): 3 clusters Score: Raw -1683761.131806 + Penalty 3253.704938 = -1680507.426868 nChanged 12 SP:Iteration 91Q (760.992492 sec): 3 clusters Score: Raw -1683764.304466 + Penalty 3253.704938 = -1680510.599528 nChanged 11 SP:Iteration 92Q (761.031410 sec): 3 clusters Score: Raw -1683766.887314 + Penalty 3253.704938 = -1680513.182376 nChanged 9 SP:Iteration 93Q (761.070755 sec): 3 clusters Score: Raw -1683768.688086 + Penalty 3253.704938 = -1680514.983148 nChanged 3 SP:Iteration 94Q (761.109665 sec): 3 clusters Score: Raw -1683769.084555 + Penalty 3253.704938 = -1680515.379617 nChanged 3 SP:Iteration 95Q (761.148556 sec): 3 clusters Score: Raw -1683769.382932 + Penalty 3253.704938 = -1680515.677993 nChanged 4 SP:Iteration 96Q (761.187469 sec): 3 clusters Score: Raw -1683770.174384 + Penalty 3253.704938 = -1680516.469445 nChanged 2 SP:Iteration 97Q (761.226547 sec): 3 clusters Score: Raw -1683770.506569 + Penalty 3253.704938 = -1680516.801631 nChanged 3 SP:Iteration 98Q (761.265453 sec): 3 clusters Score: Raw -1683771.051072 + Penalty 3253.704938 = -1680517.346134 nChanged 2 SP:Iteration 99Q (761.304397 sec): 3 clusters Score: Raw -1683771.594705 + Penalty 3253.704938 = -1680517.889767 nChanged 4 SP:Iteration 100F (761.351589 sec): 3 clusters Score: Raw -1683772.569487 + Penalty 3253.704938 = -1680518.864549 nChanged 4 SP:Iteration 101Q (761.390974 sec): 3 clusters Score: Raw -1683773.283337 + Penalty 3253.704938 = -1680519.578399 nChanged 3 SP:Iteration 102Q (761.429957 sec): 3 clusters Score: Raw -1683773.775175 + Penalty 3253.704938 = -1680520.070236 nChanged 3 SP:Iteration 103Q (761.469177 sec): 3 clusters Score: Raw -1683774.782470 + Penalty 3253.704938 = -1680521.077532 nChanged 3 SP:Iteration 104Q (761.508042 sec): 3 clusters Score: Raw -1683776.072243 + Penalty 3253.704938 = -1680522.367305 nChanged 7 SP:Iteration 105Q (761.547062 sec): 3 clusters Score: Raw -1683778.198560 + Penalty 3253.704938 = -1680524.493622 nChanged 10 SP:Iteration 106Q (761.585997 sec): 3 clusters Score: Raw -1683780.745993 + Penalty 3253.704938 = -1680527.041055 nChanged 10 SP:Iteration 107Q (761.625263 sec): 3 clusters Score: Raw -1683783.308553 + Penalty 3253.704938 = -1680529.603614 nChanged 12 SP:Iteration 108Q (761.664170 sec): 3 clusters Score: Raw -1683785.998969 + Penalty 3253.704938 = -1680532.294031 nChanged 18 SP:Iteration 109Q (761.702994 sec): 3 clusters Score: Raw -1683789.528279 + Penalty 3253.704938 = -1680535.823341 nChanged 14 SP:Iteration 110Q (761.741989 sec): 3 clusters Score: Raw -1683792.587740 + Penalty 3253.704938 = -1680538.882802 nChanged 13 SP:Iteration 111Q (761.781043 sec): 3 clusters Score: Raw -1683796.236741 + Penalty 3253.704938 = -1680542.531803 nChanged 11 SP:Iteration 112Q (761.819831 sec): 3 clusters Score: Raw -1683799.729619 + Penalty 3253.704938 = -1680546.024681 nChanged 7 SP:Iteration 113Q (761.858521 sec): 3 clusters Score: Raw -1683803.440745 + Penalty 3253.704938 = -1680549.735807 nChanged 13 SP:Iteration 114Q (761.897565 sec): 3 clusters Score: Raw -1683809.849128 + Penalty 3253.704938 = -1680556.144190 nChanged 21 SP:Iteration 115Q (761.936320 sec): 3 clusters Score: Raw -1683816.082178 + Penalty 3253.704938 = -1680562.377240 nChanged 15 SP:Iteration 116Q (761.975056 sec): 3 clusters Score: Raw -1683818.477820 + Penalty 3253.704938 = -1680564.772882 nChanged 7 SP:Iteration 117Q (762.013912 sec): 3 clusters Score: Raw -1683819.820949 + Penalty 3253.704938 = -1680566.116011 nChanged 4 SP:Iteration 118Q (762.052902 sec): 3 clusters Score: Raw -1683820.431303 + Penalty 3253.704938 = -1680566.726365 nChanged 5 SP:Iteration 119Q (762.091635 sec): 3 clusters Score: Raw -1683821.246503 + Penalty 3253.704938 = -1680567.541565 nChanged 5 SP:Iteration 120F (762.138736 sec): 3 clusters Score: Raw -1683822.417168 + Penalty 3253.704938 = -1680568.712230 nChanged 3 SP:Iteration 121Q (762.177983 sec): 3 clusters Score: Raw -1683822.998038 + Penalty 3253.704938 = -1680569.293099 nChanged 3 SP:Iteration 122Q (762.216812 sec): 3 clusters Score: Raw -1683823.725008 + Penalty 3253.704938 = -1680570.020070 nChanged 3 SP:Iteration 123Q (762.255485 sec): 3 clusters Score: Raw -1683824.268250 + Penalty 3253.704938 = -1680570.563312 nChanged 4 SP:Iteration 124Q (762.294310 sec): 3 clusters Score: Raw -1683825.015516 + Penalty 3253.704938 = -1680571.310578 nChanged 2 SP:Iteration 125Q (762.332944 sec): 3 clusters Score: Raw -1683825.430266 + Penalty 3253.704938 = -1680571.725328 nChanged 3 SP:Iteration 126Q (762.371648 sec): 3 clusters Score: Raw -1683825.883488 + Penalty 3253.704938 = -1680572.178550 nChanged 5 SP:Iteration 127Q (762.420022 sec): 3 clusters Score: Raw -1683826.862075 + Penalty 3253.704938 = -1680573.157137 nChanged 2 SP:Iteration 128Q (762.458640 sec): 3 clusters Score: Raw -1683827.558596 + Penalty 3253.704938 = -1680573.853658 nChanged 2 SP:Iteration 129Q (762.497319 sec): 3 clusters Score: Raw -1683828.147151 + Penalty 3253.704938 = -1680574.442213 nChanged 1 SP:Iteration 130Q (762.536190 sec): 3 clusters Score: Raw -1683828.337201 + Penalty 3253.704938 = -1680574.632263 nChanged 0 SP:Iteration 131F (762.583356 sec): 3 clusters Score: Raw -1683828.337201 + Penalty 3253.704938 = -1680574.632263 nChanged 0 Trying to split cluster 30 (112475 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (762.737814 sec): 2 clusters Score: Raw -9351410.658682 + Penalty 1889.954016 = -9349520.704666 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (762.930884 sec): 3 clusters Score: Raw -9278167.256791 + Penalty 3779.908032 = -9274387.348758 nChanged 53715 SP:Iteration 1F (763.121521 sec): 3 clusters Score: Raw -9310058.574297 + Penalty 3779.908032 = -9306278.666264 nChanged 4814 SP:Iteration 2Q (763.324617 sec): 3 clusters Score: Raw -9311843.006129 + Penalty 3779.908032 = -9308063.098097 nChanged 5479 SP:Iteration 3Q (763.527456 sec): 3 clusters Score: Raw -9314310.200851 + Penalty 3779.908032 = -9310530.292819 nChanged 6437 SP:Iteration 4F (763.718108 sec): 3 clusters Score: Raw -9317689.042575 + Penalty 3779.908032 = -9313909.134543 nChanged 7118 SP:Iteration 5F (763.909808 sec): 3 clusters Score: Raw -9321626.366794 + Penalty 3779.908032 = -9317846.458762 nChanged 6981 SP:Iteration 6F (764.100946 sec): 3 clusters Score: Raw -9325402.105163 + Penalty 3779.908032 = -9321622.197130 nChanged 6308 SP:Iteration 7F (764.291223 sec): 3 clusters Score: Raw -9328672.576511 + Penalty 3779.908032 = -9324892.668479 nChanged 5386 SP:Iteration 8Q (764.493037 sec): 3 clusters Score: Raw -9331438.897096 + Penalty 3779.908032 = -9327658.989063 nChanged 4527 SP:Iteration 9Q (764.694831 sec): 3 clusters Score: Raw -9334119.355598 + Penalty 3779.908032 = -9330339.447566 nChanged 4177 SP:Iteration 10Q (764.895466 sec): 3 clusters Score: Raw -9337154.632389 + Penalty 3779.908032 = -9333374.724357 nChanged 3767 SP:Iteration 11Q (765.093430 sec): 3 clusters Score: Raw -9340210.582711 + Penalty 3779.908032 = -9336430.674678 nChanged 3167 SP:Iteration 12Q (765.286245 sec): 3 clusters Score: Raw -9342592.613694 + Penalty 3779.908032 = -9338812.705662 nChanged 2481 SP:Iteration 13Q (765.473104 sec): 3 clusters Score: Raw -9344011.736382 + Penalty 3779.908032 = -9340231.828350 nChanged 1998 SP:Iteration 14Q (765.655499 sec): 3 clusters Score: Raw -9344951.879934 + Penalty 3779.908032 = -9341171.971902 nChanged 1765 SP:Iteration 15Q (765.834685 sec): 3 clusters Score: Raw -9345691.594640 + Penalty 3779.908032 = -9341911.686608 nChanged 1596 SP:Iteration 16Q (766.011634 sec): 3 clusters Score: Raw -9346331.089680 + Penalty 3779.908032 = -9342551.181647 nChanged 1511 SP:Iteration 17Q (766.186929 sec): 3 clusters Score: Raw -9346918.835621 + Penalty 3779.908032 = -9343138.927588 nChanged 1455 SP:Iteration 18Q (766.360656 sec): 3 clusters Score: Raw -9347484.861398 + Penalty 3779.908032 = -9343704.953365 nChanged 1356 SP:Iteration 19Q (766.532895 sec): 3 clusters Score: Raw -9348018.348487 + Penalty 3779.908032 = -9344238.440455 nChanged 1254 SP:Iteration 20F (766.722753 sec): 3 clusters Score: Raw -9348509.140214 + Penalty 3779.908032 = -9344729.232182 nChanged 1160 SP:Iteration 21Q (766.891876 sec): 3 clusters Score: Raw -9348965.718445 + Penalty 3779.908032 = -9345185.810412 nChanged 1044 SP:Iteration 22Q (767.059837 sec): 3 clusters Score: Raw -9349377.993774 + Penalty 3779.908032 = -9345598.085741 nChanged 947 SP:Iteration 23Q (767.226422 sec): 3 clusters Score: Raw -9349755.946159 + Penalty 3779.908032 = -9345976.038127 nChanged 868 SP:Iteration 24Q (767.391988 sec): 3 clusters Score: Raw -9350115.845880 + Penalty 3779.908032 = -9346335.937847 nChanged 768 SP:Iteration 25Q (767.557230 sec): 3 clusters Score: Raw -9350443.769465 + Penalty 3779.908032 = -9346663.861433 nChanged 671 SP:Iteration 26Q (767.720028 sec): 3 clusters Score: Raw -9350726.437201 + Penalty 3779.908032 = -9346946.529168 nChanged 545 SP:Iteration 27Q (767.882071 sec): 3 clusters Score: Raw -9350956.853656 + Penalty 3779.908032 = -9347176.945623 nChanged 465 SP:Iteration 28Q (768.041996 sec): 3 clusters Score: Raw -9351138.456591 + Penalty 3779.908032 = -9347358.548559 nChanged 359 SP:Iteration 29Q (768.201397 sec): 3 clusters Score: Raw -9351268.543019 + Penalty 3779.908032 = -9347488.634986 nChanged 260 SP:Iteration 30Q (768.360067 sec): 3 clusters Score: Raw -9351364.804005 + Penalty 3779.908032 = -9347584.895973 nChanged 240 SP:Iteration 31Q (768.518191 sec): 3 clusters Score: Raw -9351450.838285 + Penalty 3779.908032 = -9347670.930253 nChanged 190 SP:Iteration 32Q (768.676134 sec): 3 clusters Score: Raw -9351522.086730 + Penalty 3779.908032 = -9347742.178698 nChanged 169 SP:Iteration 33Q (768.833902 sec): 3 clusters Score: Raw -9351585.601384 + Penalty 3779.908032 = -9347805.693351 nChanged 134 SP:Iteration 34Q (768.991256 sec): 3 clusters Score: Raw -9351639.658032 + Penalty 3779.908032 = -9347859.750000 nChanged 120 SP:Iteration 35Q (769.148210 sec): 3 clusters Score: Raw -9351678.846113 + Penalty 3779.908032 = -9347898.938080 nChanged 100 SP:Iteration 36Q (769.304990 sec): 3 clusters Score: Raw -9351711.141586 + Penalty 3779.908032 = -9347931.233554 nChanged 78 SP:Iteration 37Q (769.472581 sec): 3 clusters Score: Raw -9351737.836038 + Penalty 3779.908032 = -9347957.928005 nChanged 63 SP:Iteration 38Q (769.629209 sec): 3 clusters Score: Raw -9351756.462803 + Penalty 3779.908032 = -9347976.554771 nChanged 65 SP:Iteration 39Q (769.786121 sec): 3 clusters Score: Raw -9351773.985468 + Penalty 3779.908032 = -9347994.077435 nChanged 55 SP:Iteration 40F (769.974895 sec): 3 clusters Score: Raw -9351790.021189 + Penalty 3779.908032 = -9348010.113157 nChanged 34 SP:Iteration 41Q (770.131518 sec): 3 clusters Score: Raw -9351799.024267 + Penalty 3779.908032 = -9348019.116234 nChanged 23 SP:Iteration 42Q (770.288176 sec): 3 clusters Score: Raw -9351803.760167 + Penalty 3779.908032 = -9348023.852135 nChanged 27 SP:Iteration 43Q (770.444709 sec): 3 clusters Score: Raw -9351810.440537 + Penalty 3779.908032 = -9348030.532505 nChanged 18 SP:Iteration 44Q (770.601161 sec): 3 clusters Score: Raw -9351813.309866 + Penalty 3779.908032 = -9348033.401834 nChanged 9 SP:Iteration 45Q (770.756534 sec): 3 clusters Score: Raw -9351815.719890 + Penalty 3779.908032 = -9348035.811858 nChanged 14 SP:Iteration 46Q (770.934196 sec): 3 clusters Score: Raw -9351819.883360 + Penalty 3779.908032 = -9348039.975328 nChanged 21 SP:Iteration 47Q (771.090621 sec): 3 clusters Score: Raw -9351824.112974 + Penalty 3779.908032 = -9348044.204942 nChanged 19 SP:Iteration 48Q (771.246930 sec): 3 clusters Score: Raw -9351828.149341 + Penalty 3779.908032 = -9348048.241309 nChanged 12 SP:Iteration 49Q (771.403389 sec): 3 clusters Score: Raw -9351830.584714 + Penalty 3779.908032 = -9348050.676681 nChanged 9 SP:Iteration 50Q (771.559649 sec): 3 clusters Score: Raw -9351832.443498 + Penalty 3779.908032 = -9348052.535466 nChanged 9 SP:Iteration 51Q (771.716090 sec): 3 clusters Score: Raw -9351834.201363 + Penalty 3779.908032 = -9348054.293331 nChanged 12 SP:Iteration 52Q (771.872417 sec): 3 clusters Score: Raw -9351837.531474 + Penalty 3779.908032 = -9348057.623442 nChanged 16 SP:Iteration 53Q (772.028861 sec): 3 clusters Score: Raw -9351841.075735 + Penalty 3779.908032 = -9348061.167702 nChanged 16 SP:Iteration 54Q (772.185220 sec): 3 clusters Score: Raw -9351844.525961 + Penalty 3779.908032 = -9348064.617929 nChanged 11 SP:Iteration 55Q (772.341341 sec): 3 clusters Score: Raw -9351847.052679 + Penalty 3779.908032 = -9348067.144646 nChanged 10 SP:Iteration 56Q (772.497658 sec): 3 clusters Score: Raw -9351850.176219 + Penalty 3779.908032 = -9348070.268186 nChanged 10 SP:Iteration 57Q (772.653876 sec): 3 clusters Score: Raw -9351852.793576 + Penalty 3779.908032 = -9348072.885543 nChanged 7 SP:Iteration 58Q (772.810076 sec): 3 clusters Score: Raw -9351854.484409 + Penalty 3779.908032 = -9348074.576376 nChanged 3 SP:Iteration 59Q (772.966262 sec): 3 clusters Score: Raw -9351855.235652 + Penalty 3779.908032 = -9348075.327620 nChanged 4 SP:Iteration 60F (773.154936 sec): 3 clusters Score: Raw -9351855.970716 + Penalty 3779.908032 = -9348076.062684 nChanged 4 SP:Iteration 61Q (773.311196 sec): 3 clusters Score: Raw -9351856.723125 + Penalty 3779.908032 = -9348076.815093 nChanged 4 SP:Iteration 62Q (773.467456 sec): 3 clusters Score: Raw -9351857.347493 + Penalty 3779.908032 = -9348077.439461 nChanged 4 SP:Iteration 63Q (773.623823 sec): 3 clusters Score: Raw -9351858.269488 + Penalty 3779.908032 = -9348078.361456 nChanged 1 SP:Iteration 64Q (773.780088 sec): 3 clusters Score: Raw -9351858.425065 + Penalty 3779.908032 = -9348078.517032 nChanged 1 SP:Iteration 65Q (773.936278 sec): 3 clusters Score: Raw -9351858.805135 + Penalty 3779.908032 = -9348078.897103 nChanged 2 SP:Iteration 66Q (774.092557 sec): 3 clusters Score: Raw -9351859.077891 + Penalty 3779.908032 = -9348079.169858 nChanged 3 SP:Iteration 67Q (774.249730 sec): 3 clusters Score: Raw -9351859.652324 + Penalty 3779.908032 = -9348079.744292 nChanged 0 SP:Iteration 68F (774.438490 sec): 3 clusters Score: Raw -9351859.652324 + Penalty 3779.908032 = -9348079.744292 nChanged 0 Trying to split cluster 31 (7467 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (774.454175 sec): 2 clusters Score: Raw -587759.204163 + Penalty 1449.215396 = -586309.988766 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (774.479899 sec): 3 clusters Score: Raw -583678.303243 + Penalty 2898.430792 = -580779.872451 nChanged 3141 SP:Iteration 1F (774.504754 sec): 3 clusters Score: Raw -585374.396388 + Penalty 2898.430792 = -582475.965596 nChanged 485 SP:Iteration 2F (774.529700 sec): 3 clusters Score: Raw -585643.824017 + Penalty 2898.430792 = -582745.393225 nChanged 424 SP:Iteration 3F (774.554732 sec): 3 clusters Score: Raw -585946.515335 + Penalty 2898.430792 = -583048.084543 nChanged 435 SP:Iteration 4F (774.579662 sec): 3 clusters Score: Raw -586382.649735 + Penalty 2898.430792 = -583484.218943 nChanged 489 SP:Iteration 5F (774.604785 sec): 3 clusters Score: Raw -587047.731232 + Penalty 2898.430792 = -584149.300439 nChanged 532 SP:Iteration 6F (774.629715 sec): 3 clusters Score: Raw -587884.774966 + Penalty 2898.430792 = -584986.344174 nChanged 613 SP:Iteration 7F (774.654578 sec): 3 clusters Score: Raw -588772.611970 + Penalty 2898.430792 = -585874.181178 nChanged 504 SP:Iteration 8F (774.679428 sec): 3 clusters Score: Raw -589466.845536 + Penalty 2898.430792 = -586568.414744 nChanged 405 SP:Iteration 9F (774.704304 sec): 3 clusters Score: Raw -589930.625317 + Penalty 2898.430792 = -587032.194525 nChanged 249 SP:Iteration 10Q (774.727353 sec): 3 clusters Score: Raw -590143.799368 + Penalty 2898.430792 = -587245.368575 nChanged 134 SP:Iteration 11Q (774.750361 sec): 3 clusters Score: Raw -590210.105745 + Penalty 2898.430792 = -587311.674953 nChanged 76 SP:Iteration 12Q (774.773030 sec): 3 clusters Score: Raw -590239.853926 + Penalty 2898.430792 = -587341.423134 nChanged 47 SP:Iteration 13Q (774.795642 sec): 3 clusters Score: Raw -590254.985982 + Penalty 2898.430792 = -587356.555190 nChanged 28 SP:Iteration 14Q (774.818377 sec): 3 clusters Score: Raw -590260.617715 + Penalty 2898.430792 = -587362.186923 nChanged 17 SP:Iteration 15Q (774.841015 sec): 3 clusters Score: Raw -590264.030231 + Penalty 2898.430792 = -587365.599439 nChanged 14 SP:Iteration 16Q (774.863570 sec): 3 clusters Score: Raw -590266.977218 + Penalty 2898.430792 = -587368.546425 nChanged 10 SP:Iteration 17Q (774.886346 sec): 3 clusters Score: Raw -590268.518874 + Penalty 2898.430792 = -587370.088082 nChanged 6 SP:Iteration 18Q (774.909077 sec): 3 clusters Score: Raw -590269.626392 + Penalty 2898.430792 = -587371.195600 nChanged 8 SP:Iteration 19Q (774.931779 sec): 3 clusters Score: Raw -590271.002894 + Penalty 2898.430792 = -587372.572102 nChanged 7 SP:Iteration 20F (774.956627 sec): 3 clusters Score: Raw -590271.994091 + Penalty 2898.430792 = -587373.563299 nChanged 11 SP:Iteration 21Q (774.979104 sec): 3 clusters Score: Raw -590273.585400 + Penalty 2898.430792 = -587375.154608 nChanged 6 SP:Iteration 22Q (775.001958 sec): 3 clusters Score: Raw -590274.200660 + Penalty 2898.430792 = -587375.769868 nChanged 6 SP:Iteration 23Q (775.024607 sec): 3 clusters Score: Raw -590275.367502 + Penalty 2898.430792 = -587376.936710 nChanged 6 SP:Iteration 24Q (775.047281 sec): 3 clusters Score: Raw -590276.298496 + Penalty 2898.430792 = -587377.867704 nChanged 7 SP:Iteration 25Q (775.069917 sec): 3 clusters Score: Raw -590277.046106 + Penalty 2898.430792 = -587378.615314 nChanged 6 SP:Iteration 26Q (775.092647 sec): 3 clusters Score: Raw -590277.579476 + Penalty 2898.430792 = -587379.148683 nChanged 3 SP:Iteration 27Q (775.115179 sec): 3 clusters Score: Raw -590278.292304 + Penalty 2898.430792 = -587379.861512 nChanged 5 SP:Iteration 28Q (775.137826 sec): 3 clusters Score: Raw -590278.964091 + Penalty 2898.430792 = -587380.533299 nChanged 3 SP:Iteration 29Q (775.160503 sec): 3 clusters Score: Raw -590279.666845 + Penalty 2898.430792 = -587381.236053 nChanged 5 SP:Iteration 30Q (775.183145 sec): 3 clusters Score: Raw -590280.746463 + Penalty 2898.430792 = -587382.315671 nChanged 7 SP:Iteration 31Q (775.205585 sec): 3 clusters Score: Raw -590282.027078 + Penalty 2898.430792 = -587383.596285 nChanged 9 SP:Iteration 32Q (775.228119 sec): 3 clusters Score: Raw -590283.000409 + Penalty 2898.430792 = -587384.569617 nChanged 6 SP:Iteration 33Q (775.250490 sec): 3 clusters Score: Raw -590283.887267 + Penalty 2898.430792 = -587385.456474 nChanged 5 SP:Iteration 34Q (775.273320 sec): 3 clusters Score: Raw -590284.493203 + Penalty 2898.430792 = -587386.062411 nChanged 4 SP:Iteration 35Q (775.295962 sec): 3 clusters Score: Raw -590285.148538 + Penalty 2898.430792 = -587386.717746 nChanged 3 SP:Iteration 36Q (775.318572 sec): 3 clusters Score: Raw -590285.492682 + Penalty 2898.430792 = -587387.061890 nChanged 2 SP:Iteration 37Q (775.341111 sec): 3 clusters Score: Raw -590285.803830 + Penalty 2898.430792 = -587387.373038 nChanged 1 SP:Iteration 38Q (775.363789 sec): 3 clusters Score: Raw -590286.010727 + Penalty 2898.430792 = -587387.579935 nChanged 3 SP:Iteration 39Q (775.386433 sec): 3 clusters Score: Raw -590286.340882 + Penalty 2898.430792 = -587387.910090 nChanged 3 SP:Iteration 40F (775.411329 sec): 3 clusters Score: Raw -590286.771083 + Penalty 2898.430792 = -587388.340291 nChanged 5 SP:Iteration 41Q (775.433876 sec): 3 clusters Score: Raw -590287.385011 + Penalty 2898.430792 = -587388.954219 nChanged 5 SP:Iteration 42Q (775.456564 sec): 3 clusters Score: Raw -590288.019193 + Penalty 2898.430792 = -587389.588401 nChanged 4 SP:Iteration 43Q (775.479331 sec): 3 clusters Score: Raw -590288.337061 + Penalty 2898.430792 = -587389.906268 nChanged 3 SP:Iteration 44Q (775.502062 sec): 3 clusters Score: Raw -590288.641117 + Penalty 2898.430792 = -587390.210325 nChanged 2 SP:Iteration 45Q (775.524798 sec): 3 clusters Score: Raw -590288.847599 + Penalty 2898.430792 = -587390.416806 nChanged 1 SP:Iteration 46Q (775.547103 sec): 3 clusters Score: Raw -590288.911692 + Penalty 2898.430792 = -587390.480900 nChanged 0 SP:Iteration 47F (775.572137 sec): 3 clusters Score: Raw -590288.911692 + Penalty 2898.430792 = -587390.480900 nChanged 0 Score: Raw -49126723.502868 + Penalty 82405.323105 = -49044318.179763 Splitting cluster 31 changes total score from -49041209.234484 to -49044318.179763 So it's getting split into cluster 38. Trying to split cluster 32 (24042 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (791.059809 sec): 2 clusters Score: Raw -2036599.938170 + Penalty 1639.228107 = -2034960.710063 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (791.112228 sec): 3 clusters Score: Raw -2021936.160036 + Penalty 3278.456213 = -2018657.703822 nChanged 10954 SP:Iteration 1F (791.162646 sec): 3 clusters Score: Raw -2028041.423695 + Penalty 3278.456213 = -2024762.967482 nChanged 1399 SP:Iteration 2F (791.213138 sec): 3 clusters Score: Raw -2028679.886260 + Penalty 3278.456213 = -2025401.430046 nChanged 1432 SP:Iteration 3F (791.263201 sec): 3 clusters Score: Raw -2029366.496968 + Penalty 3278.456213 = -2026088.040754 nChanged 1431 SP:Iteration 4F (791.313690 sec): 3 clusters Score: Raw -2030115.464957 + Penalty 3278.456213 = -2026837.008744 nChanged 1470 SP:Iteration 5F (791.364086 sec): 3 clusters Score: Raw -2030970.802218 + Penalty 3278.456213 = -2027692.346004 nChanged 1425 SP:Iteration 6F (791.414466 sec): 3 clusters Score: Raw -2031893.794040 + Penalty 3278.456213 = -2028615.337827 nChanged 1376 SP:Iteration 7F (791.464634 sec): 3 clusters Score: Raw -2032789.631395 + Penalty 3278.456213 = -2029511.175182 nChanged 1215 SP:Iteration 8F (791.514943 sec): 3 clusters Score: Raw -2033525.370602 + Penalty 3278.456213 = -2030246.914388 nChanged 993 SP:Iteration 9Q (791.566168 sec): 3 clusters Score: Raw -2034101.381494 + Penalty 3278.456213 = -2030822.925280 nChanged 824 SP:Iteration 10Q (791.616908 sec): 3 clusters Score: Raw -2034590.343241 + Penalty 3278.456213 = -2031311.887027 nChanged 687 SP:Iteration 11Q (791.666878 sec): 3 clusters Score: Raw -2035009.345850 + Penalty 3278.456213 = -2031730.889636 nChanged 575 SP:Iteration 12Q (791.716530 sec): 3 clusters Score: Raw -2035375.993166 + Penalty 3278.456213 = -2032097.536953 nChanged 502 SP:Iteration 13Q (791.765225 sec): 3 clusters Score: Raw -2035703.036587 + Penalty 3278.456213 = -2032424.580373 nChanged 432 SP:Iteration 14Q (791.812716 sec): 3 clusters Score: Raw -2035956.601420 + Penalty 3278.456213 = -2032678.145207 nChanged 377 SP:Iteration 15Q (791.859315 sec): 3 clusters Score: Raw -2036143.031452 + Penalty 3278.456213 = -2032864.575238 nChanged 297 SP:Iteration 16Q (791.905135 sec): 3 clusters Score: Raw -2036264.619405 + Penalty 3278.456213 = -2032986.163192 nChanged 263 SP:Iteration 17Q (791.950492 sec): 3 clusters Score: Raw -2036374.236090 + Penalty 3278.456213 = -2033095.779876 nChanged 229 SP:Iteration 18Q (791.995253 sec): 3 clusters Score: Raw -2036462.283261 + Penalty 3278.456213 = -2033183.827047 nChanged 192 SP:Iteration 19Q (792.039860 sec): 3 clusters Score: Raw -2036526.937890 + Penalty 3278.456213 = -2033248.481676 nChanged 186 SP:Iteration 20F (792.089879 sec): 3 clusters Score: Raw -2036586.700743 + Penalty 3278.456213 = -2033308.244529 nChanged 137 SP:Iteration 21Q (792.134298 sec): 3 clusters Score: Raw -2036624.112096 + Penalty 3278.456213 = -2033345.655882 nChanged 117 SP:Iteration 22Q (792.178121 sec): 3 clusters Score: Raw -2036654.295121 + Penalty 3278.456213 = -2033375.838908 nChanged 107 SP:Iteration 23Q (792.221836 sec): 3 clusters Score: Raw -2036682.745454 + Penalty 3278.456213 = -2033404.289240 nChanged 92 SP:Iteration 24Q (792.265565 sec): 3 clusters Score: Raw -2036704.934729 + Penalty 3278.456213 = -2033426.478516 nChanged 73 SP:Iteration 25Q (792.308846 sec): 3 clusters Score: Raw -2036721.661216 + Penalty 3278.456213 = -2033443.205003 nChanged 86 SP:Iteration 26Q (792.352251 sec): 3 clusters Score: Raw -2036742.315639 + Penalty 3278.456213 = -2033463.859425 nChanged 76 SP:Iteration 27Q (792.395495 sec): 3 clusters Score: Raw -2036759.945783 + Penalty 3278.456213 = -2033481.489569 nChanged 66 SP:Iteration 28Q (792.438707 sec): 3 clusters Score: Raw -2036774.106194 + Penalty 3278.456213 = -2033495.649981 nChanged 66 SP:Iteration 29Q (792.481813 sec): 3 clusters Score: Raw -2036785.983853 + Penalty 3278.456213 = -2033507.527640 nChanged 46 SP:Iteration 30Q (792.524676 sec): 3 clusters Score: Raw -2036794.414229 + Penalty 3278.456213 = -2033515.958016 nChanged 40 SP:Iteration 31Q (792.567763 sec): 3 clusters Score: Raw -2036801.325593 + Penalty 3278.456213 = -2033522.869379 nChanged 35 SP:Iteration 32Q (792.610502 sec): 3 clusters Score: Raw -2036807.917509 + Penalty 3278.456213 = -2033529.461296 nChanged 37 SP:Iteration 33Q (792.653510 sec): 3 clusters Score: Raw -2036814.897505 + Penalty 3278.456213 = -2033536.441291 nChanged 36 SP:Iteration 34Q (792.696314 sec): 3 clusters Score: Raw -2036822.031595 + Penalty 3278.456213 = -2033543.575382 nChanged 40 SP:Iteration 35Q (792.739128 sec): 3 clusters Score: Raw -2036828.740956 + Penalty 3278.456213 = -2033550.284743 nChanged 36 SP:Iteration 36Q (792.781880 sec): 3 clusters Score: Raw -2036836.170624 + Penalty 3278.456213 = -2033557.714411 nChanged 42 SP:Iteration 37Q (792.824646 sec): 3 clusters Score: Raw -2036844.444173 + Penalty 3278.456213 = -2033565.987960 nChanged 32 SP:Iteration 38Q (792.867254 sec): 3 clusters Score: Raw -2036850.675452 + Penalty 3278.456213 = -2033572.219239 nChanged 25 SP:Iteration 39Q (792.909782 sec): 3 clusters Score: Raw -2036855.078618 + Penalty 3278.456213 = -2033576.622404 nChanged 29 SP:Iteration 40F (792.960018 sec): 3 clusters Score: Raw -2036859.922624 + Penalty 3278.456213 = -2033581.466411 nChanged 24 SP:Iteration 41Q (793.002614 sec): 3 clusters Score: Raw -2036863.885405 + Penalty 3278.456213 = -2033585.429191 nChanged 24 SP:Iteration 42Q (793.045948 sec): 3 clusters Score: Raw -2036868.994925 + Penalty 3278.456213 = -2033590.538711 nChanged 24 SP:Iteration 43Q (793.088027 sec): 3 clusters Score: Raw -2036873.846446 + Penalty 3278.456213 = -2033595.390233 nChanged 27 SP:Iteration 44Q (793.130326 sec): 3 clusters Score: Raw -2036879.602819 + Penalty 3278.456213 = -2033601.146606 nChanged 27 SP:Iteration 45Q (793.172699 sec): 3 clusters Score: Raw -2036884.544726 + Penalty 3278.456213 = -2033606.088513 nChanged 27 SP:Iteration 46Q (793.214914 sec): 3 clusters Score: Raw -2036889.368653 + Penalty 3278.456213 = -2033610.912439 nChanged 18 SP:Iteration 47Q (793.256985 sec): 3 clusters Score: Raw -2036891.858186 + Penalty 3278.456213 = -2033613.401973 nChanged 15 SP:Iteration 48Q (793.299186 sec): 3 clusters Score: Raw -2036894.428323 + Penalty 3278.456213 = -2033615.972110 nChanged 19 SP:Iteration 49Q (793.341402 sec): 3 clusters Score: Raw -2036897.492049 + Penalty 3278.456213 = -2033619.035835 nChanged 21 SP:Iteration 50Q (793.383404 sec): 3 clusters Score: Raw -2036901.197928 + Penalty 3278.456213 = -2033622.741715 nChanged 31 SP:Iteration 51Q (793.425532 sec): 3 clusters Score: Raw -2036907.286228 + Penalty 3278.456213 = -2033628.830015 nChanged 26 SP:Iteration 52Q (793.467536 sec): 3 clusters Score: Raw -2036912.629433 + Penalty 3278.456213 = -2033634.173220 nChanged 26 SP:Iteration 53Q (793.509719 sec): 3 clusters Score: Raw -2036917.536780 + Penalty 3278.456213 = -2033639.080566 nChanged 29 SP:Iteration 54Q (793.551667 sec): 3 clusters Score: Raw -2036923.474144 + Penalty 3278.456213 = -2033645.017930 nChanged 24 SP:Iteration 55Q (793.620726 sec): 3 clusters Score: Raw -2036929.693114 + Penalty 3278.456213 = -2033651.236901 nChanged 35 SP:Iteration 56Q (793.674757 sec): 3 clusters Score: Raw -2036939.816109 + Penalty 3278.456213 = -2033661.359895 nChanged 42 SP:Iteration 57Q (793.725978 sec): 3 clusters Score: Raw -2036951.916174 + Penalty 3278.456213 = -2033673.459960 nChanged 43 SP:Iteration 58Q (793.767544 sec): 3 clusters Score: Raw -2036965.075386 + Penalty 3278.456213 = -2033686.619173 nChanged 41 SP:Iteration 59Q (793.809357 sec): 3 clusters Score: Raw -2036975.580457 + Penalty 3278.456213 = -2033697.124244 nChanged 31 SP:Iteration 60F (793.859731 sec): 3 clusters Score: Raw -2036982.664537 + Penalty 3278.456213 = -2033704.208324 nChanged 31 SP:Iteration 61Q (793.901446 sec): 3 clusters Score: Raw -2036988.722100 + Penalty 3278.456213 = -2033710.265886 nChanged 30 SP:Iteration 62Q (793.943045 sec): 3 clusters Score: Raw -2036996.335338 + Penalty 3278.456213 = -2033717.879124 nChanged 26 SP:Iteration 63Q (793.984409 sec): 3 clusters Score: Raw -2037001.498782 + Penalty 3278.456213 = -2033723.042569 nChanged 12 SP:Iteration 64Q (794.025996 sec): 3 clusters Score: Raw -2037003.316003 + Penalty 3278.456213 = -2033724.859790 nChanged 11 SP:Iteration 65Q (794.067368 sec): 3 clusters Score: Raw -2037005.344757 + Penalty 3278.456213 = -2033726.888544 nChanged 20 SP:Iteration 66Q (794.108876 sec): 3 clusters Score: Raw -2037008.855408 + Penalty 3278.456213 = -2033730.399194 nChanged 15 SP:Iteration 67Q (794.150325 sec): 3 clusters Score: Raw -2037011.192469 + Penalty 3278.456213 = -2033732.736256 nChanged 13 SP:Iteration 68Q (794.191829 sec): 3 clusters Score: Raw -2037013.788343 + Penalty 3278.456213 = -2033735.332130 nChanged 19 SP:Iteration 69Q (794.233087 sec): 3 clusters Score: Raw -2037016.358912 + Penalty 3278.456213 = -2033737.902698 nChanged 12 SP:Iteration 70Q (794.274395 sec): 3 clusters Score: Raw -2037019.447413 + Penalty 3278.456213 = -2033740.991199 nChanged 20 SP:Iteration 71Q (794.315720 sec): 3 clusters Score: Raw -2037024.727139 + Penalty 3278.456213 = -2033746.270925 nChanged 18 SP:Iteration 72Q (794.357166 sec): 3 clusters Score: Raw -2037028.593342 + Penalty 3278.456213 = -2033750.137128 nChanged 23 SP:Iteration 73Q (794.398480 sec): 3 clusters Score: Raw -2037033.145789 + Penalty 3278.456213 = -2033754.689575 nChanged 20 SP:Iteration 74Q (794.439918 sec): 3 clusters Score: Raw -2037037.123965 + Penalty 3278.456213 = -2033758.667751 nChanged 14 SP:Iteration 75Q (794.481186 sec): 3 clusters Score: Raw -2037039.983325 + Penalty 3278.456213 = -2033761.527112 nChanged 14 SP:Iteration 76Q (794.522564 sec): 3 clusters Score: Raw -2037042.865490 + Penalty 3278.456213 = -2033764.409276 nChanged 11 SP:Iteration 77Q (794.563824 sec): 3 clusters Score: Raw -2037045.486126 + Penalty 3278.456213 = -2033767.029912 nChanged 15 SP:Iteration 78Q (794.605102 sec): 3 clusters Score: Raw -2037048.678749 + Penalty 3278.456213 = -2033770.222536 nChanged 15 SP:Iteration 79Q (794.646331 sec): 3 clusters Score: Raw -2037051.930768 + Penalty 3278.456213 = -2033773.474555 nChanged 15 SP:Iteration 80F (794.696564 sec): 3 clusters Score: Raw -2037056.409417 + Penalty 3278.456213 = -2033777.953204 nChanged 18 SP:Iteration 81Q (794.738026 sec): 3 clusters Score: Raw -2037059.240237 + Penalty 3278.456213 = -2033780.784024 nChanged 11 SP:Iteration 82Q (794.779228 sec): 3 clusters Score: Raw -2037061.634607 + Penalty 3278.456213 = -2033783.178393 nChanged 15 SP:Iteration 83Q (794.820369 sec): 3 clusters Score: Raw -2037065.528424 + Penalty 3278.456213 = -2033787.072210 nChanged 11 SP:Iteration 84Q (794.861557 sec): 3 clusters Score: Raw -2037067.062272 + Penalty 3278.456213 = -2033788.606059 nChanged 10 SP:Iteration 85Q (794.902603 sec): 3 clusters Score: Raw -2037069.637476 + Penalty 3278.456213 = -2033791.181262 nChanged 15 SP:Iteration 86Q (794.943990 sec): 3 clusters Score: Raw -2037073.565816 + Penalty 3278.456213 = -2033795.109602 nChanged 19 SP:Iteration 87Q (794.985164 sec): 3 clusters Score: Raw -2037078.617099 + Penalty 3278.456213 = -2033800.160885 nChanged 21 SP:Iteration 88Q (795.026399 sec): 3 clusters Score: Raw -2037083.256885 + Penalty 3278.456213 = -2033804.800672 nChanged 18 SP:Iteration 89Q (795.067697 sec): 3 clusters Score: Raw -2037086.988167 + Penalty 3278.456213 = -2033808.531953 nChanged 20 SP:Iteration 90Q (795.109070 sec): 3 clusters Score: Raw -2037089.990258 + Penalty 3278.456213 = -2033811.534044 nChanged 14 SP:Iteration 91Q (795.150121 sec): 3 clusters Score: Raw -2037092.474820 + Penalty 3278.456213 = -2033814.018606 nChanged 15 SP:Iteration 92Q (795.191392 sec): 3 clusters Score: Raw -2037095.701444 + Penalty 3278.456213 = -2033817.245231 nChanged 19 SP:Iteration 93Q (795.232636 sec): 3 clusters Score: Raw -2037098.416107 + Penalty 3278.456213 = -2033819.959894 nChanged 12 SP:Iteration 94Q (795.273753 sec): 3 clusters Score: Raw -2037101.055739 + Penalty 3278.456213 = -2033822.599526 nChanged 11 SP:Iteration 95Q (795.314663 sec): 3 clusters Score: Raw -2037102.597109 + Penalty 3278.456213 = -2033824.140896 nChanged 9 SP:Iteration 96Q (795.355859 sec): 3 clusters Score: Raw -2037103.899272 + Penalty 3278.456213 = -2033825.443058 nChanged 13 SP:Iteration 97Q (795.396785 sec): 3 clusters Score: Raw -2037106.236658 + Penalty 3278.456213 = -2033827.780444 nChanged 14 SP:Iteration 98Q (795.437993 sec): 3 clusters Score: Raw -2037108.379592 + Penalty 3278.456213 = -2033829.923379 nChanged 12 SP:Iteration 99Q (795.479076 sec): 3 clusters Score: Raw -2037110.303069 + Penalty 3278.456213 = -2033831.846856 nChanged 11 SP:Iteration 100F (795.529178 sec): 3 clusters Score: Raw -2037112.370837 + Penalty 3278.456213 = -2033833.914624 nChanged 13 SP:Iteration 101Q (795.570501 sec): 3 clusters Score: Raw -2037115.002829 + Penalty 3278.456213 = -2033836.546615 nChanged 13 SP:Iteration 102Q (795.611787 sec): 3 clusters Score: Raw -2037118.458016 + Penalty 3278.456213 = -2033840.001802 nChanged 22 SP:Iteration 103Q (795.652767 sec): 3 clusters Score: Raw -2037124.166331 + Penalty 3278.456213 = -2033845.710117 nChanged 27 SP:Iteration 104Q (795.693860 sec): 3 clusters Score: Raw -2037130.227637 + Penalty 3278.456213 = -2033851.771423 nChanged 22 SP:Iteration 105Q (795.734895 sec): 3 clusters Score: Raw -2037135.665698 + Penalty 3278.456213 = -2033857.209484 nChanged 23 SP:Iteration 106Q (795.776110 sec): 3 clusters Score: Raw -2037141.272153 + Penalty 3278.456213 = -2033862.815939 nChanged 21 SP:Iteration 107Q (795.817054 sec): 3 clusters Score: Raw -2037145.529344 + Penalty 3278.456213 = -2033867.073130 nChanged 20 SP:Iteration 108Q (795.858240 sec): 3 clusters Score: Raw -2037149.311257 + Penalty 3278.456213 = -2033870.855044 nChanged 24 SP:Iteration 109Q (795.899205 sec): 3 clusters Score: Raw -2037157.275608 + Penalty 3278.456213 = -2033878.819394 nChanged 22 SP:Iteration 110Q (795.940327 sec): 3 clusters Score: Raw -2037165.048450 + Penalty 3278.456213 = -2033886.592236 nChanged 36 SP:Iteration 111Q (795.981345 sec): 3 clusters Score: Raw -2037175.086666 + Penalty 3278.456213 = -2033896.630453 nChanged 22 SP:Iteration 112Q (796.022316 sec): 3 clusters Score: Raw -2037179.803457 + Penalty 3278.456213 = -2033901.347244 nChanged 19 SP:Iteration 113Q (796.063220 sec): 3 clusters Score: Raw -2037182.846530 + Penalty 3278.456213 = -2033904.390317 nChanged 19 SP:Iteration 114Q (796.104255 sec): 3 clusters Score: Raw -2037186.592509 + Penalty 3278.456213 = -2033908.136296 nChanged 13 SP:Iteration 115Q (796.144993 sec): 3 clusters Score: Raw -2037188.978580 + Penalty 3278.456213 = -2033910.522367 nChanged 7 SP:Iteration 116Q (796.186129 sec): 3 clusters Score: Raw -2037190.214408 + Penalty 3278.456213 = -2033911.758195 nChanged 7 SP:Iteration 117Q (796.226937 sec): 3 clusters Score: Raw -2037192.318208 + Penalty 3278.456213 = -2033913.861995 nChanged 15 SP:Iteration 118Q (796.267831 sec): 3 clusters Score: Raw -2037196.580823 + Penalty 3278.456213 = -2033918.124610 nChanged 12 SP:Iteration 119Q (796.308779 sec): 3 clusters Score: Raw -2037199.359003 + Penalty 3278.456213 = -2033920.902789 nChanged 15 SP:Iteration 120F (796.358794 sec): 3 clusters Score: Raw -2037201.750538 + Penalty 3278.456213 = -2033923.294324 nChanged 6 SP:Iteration 121Q (796.399908 sec): 3 clusters Score: Raw -2037202.763161 + Penalty 3278.456213 = -2033924.306947 nChanged 6 SP:Iteration 122Q (796.440974 sec): 3 clusters Score: Raw -2037203.623869 + Penalty 3278.456213 = -2033925.167656 nChanged 4 SP:Iteration 123Q (796.481853 sec): 3 clusters Score: Raw -2037204.123347 + Penalty 3278.456213 = -2033925.667133 nChanged 4 SP:Iteration 124Q (796.522751 sec): 3 clusters Score: Raw -2037204.887515 + Penalty 3278.456213 = -2033926.431301 nChanged 6 SP:Iteration 125Q (796.563589 sec): 3 clusters Score: Raw -2037205.685458 + Penalty 3278.456213 = -2033927.229244 nChanged 7 SP:Iteration 126Q (796.604494 sec): 3 clusters Score: Raw -2037206.919125 + Penalty 3278.456213 = -2033928.462911 nChanged 7 SP:Iteration 127Q (796.645285 sec): 3 clusters Score: Raw -2037208.722705 + Penalty 3278.456213 = -2033930.266491 nChanged 13 SP:Iteration 128Q (796.686302 sec): 3 clusters Score: Raw -2037210.817548 + Penalty 3278.456213 = -2033932.361335 nChanged 6 SP:Iteration 129Q (796.727319 sec): 3 clusters Score: Raw -2037211.926408 + Penalty 3278.456213 = -2033933.470195 nChanged 8 SP:Iteration 130Q (796.768252 sec): 3 clusters Score: Raw -2037212.869553 + Penalty 3278.456213 = -2033934.413339 nChanged 4 SP:Iteration 131Q (796.809088 sec): 3 clusters Score: Raw -2037213.565083 + Penalty 3278.456213 = -2033935.108870 nChanged 4 SP:Iteration 132Q (796.850023 sec): 3 clusters Score: Raw -2037214.005441 + Penalty 3278.456213 = -2033935.549227 nChanged 1 SP:Iteration 133Q (796.890876 sec): 3 clusters Score: Raw -2037214.210343 + Penalty 3278.456213 = -2033935.754129 nChanged 4 SP:Iteration 134Q (796.931866 sec): 3 clusters Score: Raw -2037215.151933 + Penalty 3278.456213 = -2033936.695720 nChanged 9 SP:Iteration 135Q (796.972577 sec): 3 clusters Score: Raw -2037217.575354 + Penalty 3278.456213 = -2033939.119140 nChanged 14 SP:Iteration 136Q (797.013594 sec): 3 clusters Score: Raw -2037220.160226 + Penalty 3278.456213 = -2033941.704012 nChanged 12 SP:Iteration 137Q (797.054386 sec): 3 clusters Score: Raw -2037221.976658 + Penalty 3278.456213 = -2033943.520444 nChanged 12 SP:Iteration 138Q (797.095286 sec): 3 clusters Score: Raw -2037224.033285 + Penalty 3278.456213 = -2033945.577071 nChanged 9 SP:Iteration 139Q (797.135981 sec): 3 clusters Score: Raw -2037225.092568 + Penalty 3278.456213 = -2033946.636355 nChanged 6 SP:Iteration 140F (797.186140 sec): 3 clusters Score: Raw -2037226.071365 + Penalty 3278.456213 = -2033947.615152 nChanged 5 SP:Iteration 141Q (797.227058 sec): 3 clusters Score: Raw -2037226.924293 + Penalty 3278.456213 = -2033948.468079 nChanged 0 SP:Iteration 142F (797.277305 sec): 3 clusters Score: Raw -2037226.924293 + Penalty 3278.456213 = -2033948.468079 nChanged 0 Trying to split cluster 33 (3121 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (797.292803 sec): 2 clusters Score: Raw -256416.922753 + Penalty 1307.460171 = -255109.462582 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (797.309473 sec): 3 clusters Score: Raw -255117.693065 + Penalty 2614.920341 = -252502.772724 nChanged 1159 SP:Iteration 1F (797.324904 sec): 3 clusters Score: Raw -256479.177537 + Penalty 2614.920341 = -253864.257196 nChanged 423 SP:Iteration 2F (797.340428 sec): 3 clusters Score: Raw -257268.340173 + Penalty 2614.920341 = -254653.419832 nChanged 301 SP:Iteration 3F (797.355970 sec): 3 clusters Score: Raw -257658.157059 + Penalty 2614.920341 = -255043.236717 nChanged 149 SP:Iteration 4Q (797.371310 sec): 3 clusters Score: Raw -257811.469852 + Penalty 2614.920341 = -255196.549511 nChanged 76 SP:Iteration 5Q (797.386475 sec): 3 clusters Score: Raw -257868.001821 + Penalty 2614.920341 = -255253.081480 nChanged 50 SP:Iteration 6Q (797.401739 sec): 3 clusters Score: Raw -257904.681401 + Penalty 2614.920341 = -255289.761060 nChanged 36 SP:Iteration 7Q (797.417017 sec): 3 clusters Score: Raw -257923.473986 + Penalty 2614.920341 = -255308.553645 nChanged 20 SP:Iteration 8Q (797.432148 sec): 3 clusters Score: Raw -257930.349127 + Penalty 2614.920341 = -255315.428786 nChanged 11 SP:Iteration 9Q (797.447426 sec): 3 clusters Score: Raw -257933.289578 + Penalty 2614.920341 = -255318.369236 nChanged 3 SP:Iteration 10Q (797.462631 sec): 3 clusters Score: Raw -257934.431672 + Penalty 2614.920341 = -255319.511330 nChanged 3 SP:Iteration 11Q (797.477750 sec): 3 clusters Score: Raw -257935.542315 + Penalty 2614.920341 = -255320.621974 nChanged 2 SP:Iteration 12Q (797.492869 sec): 3 clusters Score: Raw -257936.092427 + Penalty 2614.920341 = -255321.172086 nChanged 3 SP:Iteration 13Q (797.507975 sec): 3 clusters Score: Raw -257936.744810 + Penalty 2614.920341 = -255321.824469 nChanged 0 SP:Iteration 14F (797.523457 sec): 3 clusters Score: Raw -257936.744810 + Penalty 2614.920341 = -255321.824469 nChanged 0 Score: Raw -49128243.324925 + Penalty 84573.884239 = -49043669.440686 Splitting cluster 33 changes total score from -49041209.234484 to -49043669.440686 So it's getting split into cluster 39. Iteration 59Q (820.262357 sec): 40 clusters Score: Raw -49129850.937683 + Penalty 84573.884239 = -49045277.053443 nChanged 3324 Iteration 60F (836.125113 sec): 40 clusters Score: Raw -49131639.015427 + Penalty 84573.884239 = -49047065.131187 nChanged 2850 Iteration 61Q (842.762841 sec): 40 clusters Score: Raw -49132672.828476 + Penalty 84573.884239 = -49048098.944237 nChanged 2151 Iteration 62Q (849.445826 sec): 40 clusters Score: Raw -49133330.162893 + Penalty 84573.884239 = -49048756.278653 nChanged 1886 Iteration 63Q (856.096027 sec): 40 clusters Score: Raw -49133784.721974 + Penalty 84573.884239 = -49049210.837734 nChanged 1679 Iteration 64Q (862.766837 sec): 40 clusters Score: Raw -49134097.640919 + Penalty 84573.884239 = -49049523.756679 nChanged 1447 Iteration 65Q (869.426330 sec): 40 clusters Score: Raw -49134324.880073 + Penalty 84573.884239 = -49049750.995833 nChanged 1353 Iteration 66Q (876.092433 sec): 40 clusters Score: Raw -49134504.087863 + Penalty 84573.884239 = -49049930.203624 nChanged 1215 Iteration 67Q (882.716837 sec): 40 clusters Score: Raw -49134651.814123 + Penalty 84573.884239 = -49050077.929884 nChanged 1110 Iteration 68Q (889.382233 sec): 40 clusters Score: Raw -49134766.678770 + Penalty 84573.884239 = -49050192.794531 nChanged 1012 Iteration 69Q (896.017490 sec): 40 clusters Score: Raw -49134861.058302 + Penalty 84573.884239 = -49050287.174063 nChanged 970 Iteration 70Q (902.670762 sec): 40 clusters Score: Raw -49134946.446707 + Penalty 84573.884239 = -49050372.562468 nChanged 880 Iteration 71Q (909.292707 sec): 40 clusters Score: Raw -49135027.552163 + Penalty 84573.884239 = -49050453.667923 nChanged 825 Iteration 72Q (915.939773 sec): 40 clusters Score: Raw -49135107.392838 + Penalty 84573.884239 = -49050533.508598 nChanged 777 Iteration 73Q (922.570305 sec): 40 clusters Score: Raw -49135171.144375 + Penalty 84573.884239 = -49050597.260136 nChanged 667 Iteration 74Q (929.238756 sec): 40 clusters Score: Raw -49135220.684752 + Penalty 84573.884239 = -49050646.800513 nChanged 633 Iteration 75Q (935.839477 sec): 40 clusters Score: Raw -49135269.080081 + Penalty 84573.884239 = -49050695.195842 nChanged 600 Iteration 76Q (942.506555 sec): 40 clusters Score: Raw -49135319.768889 + Penalty 84573.884239 = -49050745.884650 nChanged 609 Iteration 77Q (949.095966 sec): 40 clusters Score: Raw -49135373.624703 + Penalty 84573.884239 = -49050799.740464 nChanged 587 Iteration 78Q (955.753672 sec): 40 clusters Score: Raw -49135425.892663 + Penalty 84573.884239 = -49050852.008423 nChanged 608 Iteration 79Q (962.351086 sec): 40 clusters Score: Raw -49135493.281868 + Penalty 84573.884239 = -49050919.397629 nChanged 565 Iteration 80F (978.164557 sec): 40 clusters Score: Raw -49135622.919293 + Penalty 84573.884239 = -49051049.035054 nChanged 587 Iteration 81Q (984.786968 sec): 40 clusters Score: Raw -49135739.263417 + Penalty 84573.884239 = -49051165.379178 nChanged 642 Iteration 82Q (991.466139 sec): 40 clusters Score: Raw -49135867.389783 + Penalty 84573.884239 = -49051293.505544 nChanged 654 Iteration 83Q (998.085456 sec): 40 clusters Score: Raw -49136028.233560 + Penalty 84573.884239 = -49051454.349320 nChanged 718 Iteration 84Q (1004.756241 sec): 40 clusters Score: Raw -49136263.369450 + Penalty 84573.884239 = -49051689.485210 nChanged 677 Iteration 85Q (1011.387683 sec): 40 clusters Score: Raw -49136554.566485 + Penalty 84573.884239 = -49051980.682246 nChanged 665 Iteration 86Q (1018.094530 sec): 40 clusters Score: Raw -49136804.155226 + Penalty 84573.884239 = -49052230.270987 nChanged 681 Iteration 87Q (1024.708996 sec): 40 clusters Score: Raw -49136988.939693 + Penalty 84573.884239 = -49052415.055454 nChanged 651 Iteration 88Q (1031.382622 sec): 40 clusters Score: Raw -49137111.502773 + Penalty 84573.884239 = -49052537.618534 nChanged 603 Iteration 89Q (1038.059707 sec): 40 clusters Score: Raw -49137196.792099 + Penalty 84573.884239 = -49052622.907859 nChanged 574 Iteration 90Q (1044.746813 sec): 40 clusters Score: Raw -49137272.550195 + Penalty 84573.884239 = -49052698.665956 nChanged 601 Iteration 91Q (1051.391812 sec): 40 clusters Score: Raw -49137327.007744 + Penalty 84573.884239 = -49052753.123504 nChanged 526 Iteration 92Q (1058.044830 sec): 40 clusters Score: Raw -49137369.451206 + Penalty 84573.884239 = -49052795.566967 nChanged 490 Iteration 93Q (1064.655391 sec): 40 clusters Score: Raw -49137422.778316 + Penalty 84573.884239 = -49052848.894077 nChanged 468 Iteration 94Q (1071.323196 sec): 40 clusters Score: Raw -49137459.093528 + Penalty 84573.884239 = -49052885.209288 nChanged 451 Iteration 95Q (1077.940244 sec): 40 clusters Score: Raw -49137490.098503 + Penalty 84573.884239 = -49052916.214264 nChanged 421 Iteration 96Q (1084.604327 sec): 40 clusters Score: Raw -49137519.047025 + Penalty 84573.884239 = -49052945.162786 nChanged 394 Iteration 97Q (1091.220528 sec): 40 clusters Score: Raw -49137554.576625 + Penalty 84573.884239 = -49052980.692386 nChanged 396 Iteration 98Q (1097.903858 sec): 40 clusters Score: Raw -49137588.663327 + Penalty 84573.884239 = -49053014.779088 nChanged 391 Writing temp clu file Because OldScore, -49052980.692386, is greater than current (better) Score,-49053014.779088 Compute initial score before splitting: Score: Raw -49137588.663327 + Penalty 84573.884239 = -49053014.779088 Trying to split cluster 1 (60922 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1098.096443 sec): 2 clusters Score: Raw -5077337.670882 + Penalty 1790.319316 = -5075547.351566 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1098.209594 sec): 3 clusters Score: Raw -5038259.089578 + Penalty 3580.638632 = -5034678.450946 nChanged 28790 SP:Iteration 1F (1098.339039 sec): 3 clusters Score: Raw -5054738.663640 + Penalty 3580.638632 = -5051158.025008 nChanged 2613 SP:Iteration 2Q (1098.454220 sec): 3 clusters Score: Raw -5055592.472669 + Penalty 3580.638632 = -5052011.834038 nChanged 2738 SP:Iteration 3Q (1098.569311 sec): 3 clusters Score: Raw -5056664.410108 + Penalty 3580.638632 = -5053083.771476 nChanged 2951 SP:Iteration 4Q (1098.684542 sec): 3 clusters Score: Raw -5058091.591034 + Penalty 3580.638632 = -5054510.952402 nChanged 3354 SP:Iteration 5F (1098.793989 sec): 3 clusters Score: Raw -5060096.130767 + Penalty 3580.638632 = -5056515.492135 nChanged 3768 SP:Iteration 6F (1098.903220 sec): 3 clusters Score: Raw -5062698.526040 + Penalty 3580.638632 = -5059117.887408 nChanged 4062 SP:Iteration 7F (1099.012071 sec): 3 clusters Score: Raw -5065611.719962 + Penalty 3580.638632 = -5062031.081330 nChanged 3981 SP:Iteration 8F (1099.121183 sec): 3 clusters Score: Raw -5068482.602315 + Penalty 3580.638632 = -5064901.963683 nChanged 3535 SP:Iteration 9F (1099.230639 sec): 3 clusters Score: Raw -5070783.008243 + Penalty 3580.638632 = -5067202.369611 nChanged 2812 SP:Iteration 10Q (1099.342556 sec): 3 clusters Score: Raw -5072320.510209 + Penalty 3580.638632 = -5068739.871577 nChanged 2057 SP:Iteration 11Q (1099.453338 sec): 3 clusters Score: Raw -5073235.396808 + Penalty 3580.638632 = -5069654.758176 nChanged 1601 SP:Iteration 12Q (1099.563720 sec): 3 clusters Score: Raw -5073828.246897 + Penalty 3580.638632 = -5070247.608266 nChanged 1192 SP:Iteration 13Q (1099.673783 sec): 3 clusters Score: Raw -5074178.283771 + Penalty 3580.638632 = -5070597.645139 nChanged 913 SP:Iteration 14Q (1099.784062 sec): 3 clusters Score: Raw -5074390.325461 + Penalty 3580.638632 = -5070809.686829 nChanged 719 SP:Iteration 15Q (1099.894434 sec): 3 clusters Score: Raw -5074537.215663 + Penalty 3580.638632 = -5070956.577031 nChanged 603 SP:Iteration 16Q (1100.004616 sec): 3 clusters Score: Raw -5074645.167598 + Penalty 3580.638632 = -5071064.528966 nChanged 498 SP:Iteration 17Q (1100.114750 sec): 3 clusters Score: Raw -5074722.260103 + Penalty 3580.638632 = -5071141.621472 nChanged 447 SP:Iteration 18Q (1100.224839 sec): 3 clusters Score: Raw -5074783.166368 + Penalty 3580.638632 = -5071202.527737 nChanged 373 SP:Iteration 19Q (1100.334657 sec): 3 clusters Score: Raw -5074826.755517 + Penalty 3580.638632 = -5071246.116886 nChanged 311 SP:Iteration 20F (1100.443566 sec): 3 clusters Score: Raw -5074857.175167 + Penalty 3580.638632 = -5071276.536535 nChanged 260 SP:Iteration 21Q (1100.568392 sec): 3 clusters Score: Raw -5074881.802706 + Penalty 3580.638632 = -5071301.164074 nChanged 239 SP:Iteration 22Q (1100.678437 sec): 3 clusters Score: Raw -5074898.971704 + Penalty 3580.638632 = -5071318.333073 nChanged 190 SP:Iteration 23Q (1100.788297 sec): 3 clusters Score: Raw -5074911.329229 + Penalty 3580.638632 = -5071330.690598 nChanged 178 SP:Iteration 24Q (1100.898110 sec): 3 clusters Score: Raw -5074922.602622 + Penalty 3580.638632 = -5071341.963991 nChanged 144 SP:Iteration 25Q (1101.008079 sec): 3 clusters Score: Raw -5074931.646181 + Penalty 3580.638632 = -5071351.007549 nChanged 133 SP:Iteration 26Q (1101.127942 sec): 3 clusters Score: Raw -5074938.672355 + Penalty 3580.638632 = -5071358.033723 nChanged 111 SP:Iteration 27Q (1101.268777 sec): 3 clusters Score: Raw -5074944.131459 + Penalty 3580.638632 = -5071363.492827 nChanged 105 SP:Iteration 28Q (1101.399025 sec): 3 clusters Score: Raw -5074949.365438 + Penalty 3580.638632 = -5071368.726807 nChanged 105 SP:Iteration 29Q (1101.508801 sec): 3 clusters Score: Raw -5074954.026079 + Penalty 3580.638632 = -5071373.387448 nChanged 96 SP:Iteration 30Q (1101.618480 sec): 3 clusters Score: Raw -5074958.703579 + Penalty 3580.638632 = -5071378.064947 nChanged 95 SP:Iteration 31Q (1101.730853 sec): 3 clusters Score: Raw -5074962.533028 + Penalty 3580.638632 = -5071381.894396 nChanged 72 SP:Iteration 32Q (1101.840824 sec): 3 clusters Score: Raw -5074965.495339 + Penalty 3580.638632 = -5071384.856707 nChanged 81 SP:Iteration 33Q (1101.965359 sec): 3 clusters Score: Raw -5074968.398517 + Penalty 3580.638632 = -5071387.759885 nChanged 58 SP:Iteration 34Q (1102.076342 sec): 3 clusters Score: Raw -5074970.059347 + Penalty 3580.638632 = -5071389.420715 nChanged 49 SP:Iteration 35Q (1102.193802 sec): 3 clusters Score: Raw -5074971.769608 + Penalty 3580.638632 = -5071391.130976 nChanged 59 SP:Iteration 36Q (1102.340523 sec): 3 clusters Score: Raw -5074973.515931 + Penalty 3580.638632 = -5071392.877299 nChanged 45 SP:Iteration 37Q (1102.450205 sec): 3 clusters Score: Raw -5074974.792510 + Penalty 3580.638632 = -5071394.153879 nChanged 44 SP:Iteration 38Q (1102.591753 sec): 3 clusters Score: Raw -5074976.017637 + Penalty 3580.638632 = -5071395.379005 nChanged 39 SP:Iteration 39Q (1102.734215 sec): 3 clusters Score: Raw -5074977.195316 + Penalty 3580.638632 = -5071396.556685 nChanged 41 SP:Iteration 40F (1102.878533 sec): 3 clusters Score: Raw -5074978.316630 + Penalty 3580.638632 = -5071397.677998 nChanged 44 SP:Iteration 41Q (1102.996523 sec): 3 clusters Score: Raw -5074979.420127 + Penalty 3580.638632 = -5071398.781495 nChanged 32 SP:Iteration 42Q (1103.107157 sec): 3 clusters Score: Raw -5074980.073511 + Penalty 3580.638632 = -5071399.434879 nChanged 25 SP:Iteration 43Q (1103.217886 sec): 3 clusters Score: Raw -5074980.819143 + Penalty 3580.638632 = -5071400.180511 nChanged 29 SP:Iteration 44Q (1103.328242 sec): 3 clusters Score: Raw -5074981.589160 + Penalty 3580.638632 = -5071400.950528 nChanged 24 SP:Iteration 45Q (1103.464450 sec): 3 clusters Score: Raw -5074982.195597 + Penalty 3580.638632 = -5071401.556965 nChanged 22 SP:Iteration 46Q (1103.574488 sec): 3 clusters Score: Raw -5074982.754317 + Penalty 3580.638632 = -5071402.115686 nChanged 21 SP:Iteration 47Q (1103.684384 sec): 3 clusters Score: Raw -5074983.242138 + Penalty 3580.638632 = -5071402.603506 nChanged 22 SP:Iteration 48Q (1103.794680 sec): 3 clusters Score: Raw -5074983.709570 + Penalty 3580.638632 = -5071403.070938 nChanged 25 SP:Iteration 49Q (1103.904930 sec): 3 clusters Score: Raw -5074984.304427 + Penalty 3580.638632 = -5071403.665796 nChanged 29 SP:Iteration 50Q (1104.017875 sec): 3 clusters Score: Raw -5074984.997766 + Penalty 3580.638632 = -5071404.359134 nChanged 26 SP:Iteration 51Q (1104.128340 sec): 3 clusters Score: Raw -5074985.483959 + Penalty 3580.638632 = -5071404.845327 nChanged 23 SP:Iteration 52Q (1104.257208 sec): 3 clusters Score: Raw -5074985.954800 + Penalty 3580.638632 = -5071405.316168 nChanged 23 SP:Iteration 53Q (1104.376027 sec): 3 clusters Score: Raw -5074986.392570 + Penalty 3580.638632 = -5071405.753938 nChanged 29 SP:Iteration 54Q (1104.486553 sec): 3 clusters Score: Raw -5074987.102429 + Penalty 3580.638632 = -5071406.463798 nChanged 31 SP:Iteration 55Q (1104.598800 sec): 3 clusters Score: Raw -5074987.970770 + Penalty 3580.638632 = -5071407.332138 nChanged 28 SP:Iteration 56Q (1104.709160 sec): 3 clusters Score: Raw -5074988.772150 + Penalty 3580.638632 = -5071408.133518 nChanged 31 SP:Iteration 57Q (1104.819268 sec): 3 clusters Score: Raw -5074989.473881 + Penalty 3580.638632 = -5071408.835249 nChanged 22 SP:Iteration 58Q (1104.940945 sec): 3 clusters Score: Raw -5074989.992892 + Penalty 3580.638632 = -5071409.354260 nChanged 26 SP:Iteration 59Q (1105.073084 sec): 3 clusters Score: Raw -5074990.547117 + Penalty 3580.638632 = -5071409.908485 nChanged 27 SP:Iteration 60F (1105.197140 sec): 3 clusters Score: Raw -5074991.150246 + Penalty 3580.638632 = -5071410.511614 nChanged 21 SP:Iteration 61Q (1105.307306 sec): 3 clusters Score: Raw -5074991.542393 + Penalty 3580.638632 = -5071410.903761 nChanged 17 SP:Iteration 62Q (1105.418158 sec): 3 clusters Score: Raw -5074991.875119 + Penalty 3580.638632 = -5071411.236487 nChanged 19 SP:Iteration 63Q (1105.528945 sec): 3 clusters Score: Raw -5074992.243777 + Penalty 3580.638632 = -5071411.605145 nChanged 14 SP:Iteration 64Q (1105.639165 sec): 3 clusters Score: Raw -5074992.563416 + Penalty 3580.638632 = -5071411.924785 nChanged 18 SP:Iteration 65Q (1105.758896 sec): 3 clusters Score: Raw -5074992.968312 + Penalty 3580.638632 = -5071412.329680 nChanged 22 SP:Iteration 66Q (1105.871882 sec): 3 clusters Score: Raw -5074993.497490 + Penalty 3580.638632 = -5071412.858858 nChanged 23 SP:Iteration 67Q (1105.982716 sec): 3 clusters Score: Raw -5074993.932880 + Penalty 3580.638632 = -5071413.294248 nChanged 14 SP:Iteration 68Q (1106.094460 sec): 3 clusters Score: Raw -5074994.189388 + Penalty 3580.638632 = -5071413.550756 nChanged 16 SP:Iteration 69Q (1106.204613 sec): 3 clusters Score: Raw -5074994.494932 + Penalty 3580.638632 = -5071413.856300 nChanged 17 SP:Iteration 70Q (1106.315282 sec): 3 clusters Score: Raw -5074994.814504 + Penalty 3580.638632 = -5071414.175872 nChanged 17 SP:Iteration 71Q (1106.426582 sec): 3 clusters Score: Raw -5074995.101943 + Penalty 3580.638632 = -5071414.463311 nChanged 15 SP:Iteration 72Q (1106.536665 sec): 3 clusters Score: Raw -5074995.452078 + Penalty 3580.638632 = -5071414.813447 nChanged 14 SP:Iteration 73Q (1106.647283 sec): 3 clusters Score: Raw -5074995.718134 + Penalty 3580.638632 = -5071415.079502 nChanged 15 SP:Iteration 74Q (1106.757495 sec): 3 clusters Score: Raw -5074996.048004 + Penalty 3580.638632 = -5071415.409372 nChanged 9 SP:Iteration 75Q (1106.868006 sec): 3 clusters Score: Raw -5074996.227110 + Penalty 3580.638632 = -5071415.588478 nChanged 15 SP:Iteration 76Q (1106.978741 sec): 3 clusters Score: Raw -5074996.480953 + Penalty 3580.638632 = -5071415.842321 nChanged 22 SP:Iteration 77Q (1107.088807 sec): 3 clusters Score: Raw -5074997.041379 + Penalty 3580.638632 = -5071416.402747 nChanged 13 SP:Iteration 78Q (1107.198882 sec): 3 clusters Score: Raw -5074997.317127 + Penalty 3580.638632 = -5071416.678495 nChanged 18 SP:Iteration 79Q (1107.311518 sec): 3 clusters Score: Raw -5074997.717882 + Penalty 3580.638632 = -5071417.079250 nChanged 15 SP:Iteration 80F (1107.420239 sec): 3 clusters Score: Raw -5074998.032369 + Penalty 3580.638632 = -5071417.393738 nChanged 18 SP:Iteration 81Q (1107.530536 sec): 3 clusters Score: Raw -5074998.448083 + Penalty 3580.638632 = -5071417.809451 nChanged 19 SP:Iteration 82Q (1107.640820 sec): 3 clusters Score: Raw -5074998.885191 + Penalty 3580.638632 = -5071418.246559 nChanged 21 SP:Iteration 83Q (1107.764549 sec): 3 clusters Score: Raw -5074999.350360 + Penalty 3580.638632 = -5071418.711728 nChanged 20 SP:Iteration 84Q (1107.887707 sec): 3 clusters Score: Raw -5074999.866180 + Penalty 3580.638632 = -5071419.227548 nChanged 22 SP:Iteration 85Q (1108.009913 sec): 3 clusters Score: Raw -5075000.356507 + Penalty 3580.638632 = -5071419.717876 nChanged 20 SP:Iteration 86Q (1108.134958 sec): 3 clusters Score: Raw -5075000.773252 + Penalty 3580.638632 = -5071420.134620 nChanged 12 SP:Iteration 87Q (1108.250620 sec): 3 clusters Score: Raw -5075001.097720 + Penalty 3580.638632 = -5071420.459088 nChanged 19 SP:Iteration 88Q (1108.374334 sec): 3 clusters Score: Raw -5075001.460341 + Penalty 3580.638632 = -5071420.821709 nChanged 21 SP:Iteration 89Q (1108.485470 sec): 3 clusters Score: Raw -5075001.970011 + Penalty 3580.638632 = -5071421.331379 nChanged 26 SP:Iteration 90Q (1108.618703 sec): 3 clusters Score: Raw -5075002.506515 + Penalty 3580.638632 = -5071421.867883 nChanged 18 SP:Iteration 91Q (1108.729235 sec): 3 clusters Score: Raw -5075002.829216 + Penalty 3580.638632 = -5071422.190584 nChanged 16 SP:Iteration 92Q (1108.839786 sec): 3 clusters Score: Raw -5075003.281151 + Penalty 3580.638632 = -5071422.642519 nChanged 24 SP:Iteration 93Q (1108.950277 sec): 3 clusters Score: Raw -5075003.818392 + Penalty 3580.638632 = -5071423.179760 nChanged 21 SP:Iteration 94Q (1109.060696 sec): 3 clusters Score: Raw -5075004.385774 + Penalty 3580.638632 = -5071423.747143 nChanged 16 SP:Iteration 95Q (1109.171156 sec): 3 clusters Score: Raw -5075004.759956 + Penalty 3580.638632 = -5071424.121324 nChanged 19 SP:Iteration 96Q (1109.281850 sec): 3 clusters Score: Raw -5075005.159177 + Penalty 3580.638632 = -5071424.520545 nChanged 21 SP:Iteration 97Q (1109.392335 sec): 3 clusters Score: Raw -5075005.631038 + Penalty 3580.638632 = -5071424.992406 nChanged 24 SP:Iteration 98Q (1109.502895 sec): 3 clusters Score: Raw -5075006.405463 + Penalty 3580.638632 = -5071425.766831 nChanged 35 SP:Iteration 99Q (1109.613469 sec): 3 clusters Score: Raw -5075007.547010 + Penalty 3580.638632 = -5071426.908379 nChanged 50 SP:Iteration 100F (1109.723773 sec): 3 clusters Score: Raw -5075009.020936 + Penalty 3580.638632 = -5071428.382304 nChanged 49 SP:Iteration 101Q (1109.834650 sec): 3 clusters Score: Raw -5075010.451905 + Penalty 3580.638632 = -5071429.813273 nChanged 31 SP:Iteration 102Q (1109.945974 sec): 3 clusters Score: Raw -5075011.389277 + Penalty 3580.638632 = -5071430.750645 nChanged 33 SP:Iteration 103Q (1110.056410 sec): 3 clusters Score: Raw -5075012.671620 + Penalty 3580.638632 = -5071432.032989 nChanged 46 SP:Iteration 104Q (1110.166728 sec): 3 clusters Score: Raw -5075014.294572 + Penalty 3580.638632 = -5071433.655941 nChanged 42 SP:Iteration 105Q (1110.276873 sec): 3 clusters Score: Raw -5075015.703049 + Penalty 3580.638632 = -5071435.064417 nChanged 42 SP:Iteration 106Q (1110.387491 sec): 3 clusters Score: Raw -5075016.887384 + Penalty 3580.638632 = -5071436.248752 nChanged 41 SP:Iteration 107Q (1110.497923 sec): 3 clusters Score: Raw -5075018.192193 + Penalty 3580.638632 = -5071437.553561 nChanged 47 SP:Iteration 108Q (1110.611343 sec): 3 clusters Score: Raw -5075019.654722 + Penalty 3580.638632 = -5071439.016090 nChanged 46 SP:Iteration 109Q (1110.722933 sec): 3 clusters Score: Raw -5075020.972083 + Penalty 3580.638632 = -5071440.333452 nChanged 44 SP:Iteration 110Q (1110.833389 sec): 3 clusters Score: Raw -5075022.161324 + Penalty 3580.638632 = -5071441.522693 nChanged 54 SP:Iteration 111Q (1110.943866 sec): 3 clusters Score: Raw -5075023.987731 + Penalty 3580.638632 = -5071443.349099 nChanged 65 SP:Iteration 112Q (1111.054368 sec): 3 clusters Score: Raw -5075026.300504 + Penalty 3580.638632 = -5071445.661872 nChanged 65 SP:Iteration 113Q (1111.164631 sec): 3 clusters Score: Raw -5075028.701234 + Penalty 3580.638632 = -5071448.062602 nChanged 64 SP:Iteration 114Q (1111.275239 sec): 3 clusters Score: Raw -5075031.329812 + Penalty 3580.638632 = -5071450.691180 nChanged 69 SP:Iteration 115Q (1111.385468 sec): 3 clusters Score: Raw -5075034.235648 + Penalty 3580.638632 = -5071453.597016 nChanged 65 SP:Iteration 116Q (1111.496079 sec): 3 clusters Score: Raw -5075036.326460 + Penalty 3580.638632 = -5071455.687828 nChanged 57 SP:Iteration 117Q (1111.606567 sec): 3 clusters Score: Raw -5075038.129236 + Penalty 3580.638632 = -5071457.490604 nChanged 59 SP:Iteration 118Q (1111.719468 sec): 3 clusters Score: Raw -5075040.021599 + Penalty 3580.638632 = -5071459.382968 nChanged 59 SP:Iteration 119Q (1111.829808 sec): 3 clusters Score: Raw -5075042.141023 + Penalty 3580.638632 = -5071461.502391 nChanged 70 SP:Iteration 120F (1111.939679 sec): 3 clusters Score: Raw -5075044.325157 + Penalty 3580.638632 = -5071463.686525 nChanged 65 SP:Iteration 121Q (1112.049964 sec): 3 clusters Score: Raw -5075046.490083 + Penalty 3580.638632 = -5071465.851451 nChanged 70 SP:Iteration 122Q (1112.160617 sec): 3 clusters Score: Raw -5075049.185478 + Penalty 3580.638632 = -5071468.546846 nChanged 81 SP:Iteration 123Q (1112.271062 sec): 3 clusters Score: Raw -5075052.278166 + Penalty 3580.638632 = -5071471.639534 nChanged 66 SP:Iteration 124Q (1112.381383 sec): 3 clusters Score: Raw -5075054.660769 + Penalty 3580.638632 = -5071474.022137 nChanged 66 SP:Iteration 125Q (1112.492075 sec): 3 clusters Score: Raw -5075056.997220 + Penalty 3580.638632 = -5071476.358589 nChanged 66 SP:Iteration 126Q (1112.605873 sec): 3 clusters Score: Raw -5075059.312202 + Penalty 3580.638632 = -5071478.673570 nChanged 67 SP:Iteration 127Q (1112.716434 sec): 3 clusters Score: Raw -5075061.370281 + Penalty 3580.638632 = -5071480.731649 nChanged 58 SP:Iteration 128Q (1112.827103 sec): 3 clusters Score: Raw -5075063.590515 + Penalty 3580.638632 = -5071482.951883 nChanged 62 SP:Iteration 129Q (1112.937250 sec): 3 clusters Score: Raw -5075066.084515 + Penalty 3580.638632 = -5071485.445883 nChanged 61 SP:Iteration 130Q (1113.047146 sec): 3 clusters Score: Raw -5075068.255673 + Penalty 3580.638632 = -5071487.617041 nChanged 76 SP:Iteration 131Q (1113.157161 sec): 3 clusters Score: Raw -5075071.498301 + Penalty 3580.638632 = -5071490.859670 nChanged 78 SP:Iteration 132Q (1113.267140 sec): 3 clusters Score: Raw -5075075.079733 + Penalty 3580.638632 = -5071494.441101 nChanged 85 SP:Iteration 133Q (1113.377094 sec): 3 clusters Score: Raw -5075078.880062 + Penalty 3580.638632 = -5071498.241430 nChanged 100 SP:Iteration 134Q (1113.494269 sec): 3 clusters Score: Raw -5075083.257090 + Penalty 3580.638632 = -5071502.618459 nChanged 100 SP:Iteration 135Q (1113.604269 sec): 3 clusters Score: Raw -5075088.004751 + Penalty 3580.638632 = -5071507.366119 nChanged 107 SP:Iteration 136Q (1113.736042 sec): 3 clusters Score: Raw -5075093.389181 + Penalty 3580.638632 = -5071512.750549 nChanged 108 SP:Iteration 137Q (1113.849266 sec): 3 clusters Score: Raw -5075098.141395 + Penalty 3580.638632 = -5071517.502763 nChanged 98 SP:Iteration 138Q (1113.961841 sec): 3 clusters Score: Raw -5075102.906947 + Penalty 3580.638632 = -5071522.268315 nChanged 110 SP:Iteration 139Q (1114.074371 sec): 3 clusters Score: Raw -5075109.164083 + Penalty 3580.638632 = -5071528.525451 nChanged 118 SP:Iteration 140F (1114.183489 sec): 3 clusters Score: Raw -5075115.102500 + Penalty 3580.638632 = -5071534.463868 nChanged 121 SP:Iteration 141Q (1114.293762 sec): 3 clusters Score: Raw -5075122.044845 + Penalty 3580.638632 = -5071541.406213 nChanged 150 SP:Iteration 142Q (1114.403754 sec): 3 clusters Score: Raw -5075131.579786 + Penalty 3580.638632 = -5071550.941154 nChanged 153 SP:Iteration 143Q (1114.513678 sec): 3 clusters Score: Raw -5075141.832738 + Penalty 3580.638632 = -5071561.194106 nChanged 157 SP:Iteration 144Q (1114.623541 sec): 3 clusters Score: Raw -5075152.777014 + Penalty 3580.638632 = -5071572.138382 nChanged 167 SP:Iteration 145Q (1114.733841 sec): 3 clusters Score: Raw -5075164.741287 + Penalty 3580.638632 = -5071584.102655 nChanged 173 SP:Iteration 146Q (1114.844539 sec): 3 clusters Score: Raw -5075176.796790 + Penalty 3580.638632 = -5071596.158159 nChanged 185 SP:Iteration 147Q (1114.955873 sec): 3 clusters Score: Raw -5075189.235359 + Penalty 3580.638632 = -5071608.596728 nChanged 175 SP:Iteration 148Q (1115.069665 sec): 3 clusters Score: Raw -5075200.612811 + Penalty 3580.638632 = -5071619.974179 nChanged 161 SP:Iteration 149Q (1115.202120 sec): 3 clusters Score: Raw -5075211.119540 + Penalty 3580.638632 = -5071630.480908 nChanged 192 SP:Iteration 150Q (1115.331682 sec): 3 clusters Score: Raw -5075227.747897 + Penalty 3580.638632 = -5071647.109266 nChanged 210 SP:Iteration 151Q (1115.441311 sec): 3 clusters Score: Raw -5075245.204669 + Penalty 3580.638632 = -5071664.566037 nChanged 206 SP:Iteration 152Q (1115.550438 sec): 3 clusters Score: Raw -5075263.177081 + Penalty 3580.638632 = -5071682.538449 nChanged 216 SP:Iteration 153Q (1115.659848 sec): 3 clusters Score: Raw -5075281.134207 + Penalty 3580.638632 = -5071700.495575 nChanged 223 SP:Iteration 154Q (1115.769526 sec): 3 clusters Score: Raw -5075299.359181 + Penalty 3580.638632 = -5071718.720550 nChanged 205 SP:Iteration 155Q (1115.878440 sec): 3 clusters Score: Raw -5075314.666769 + Penalty 3580.638632 = -5071734.028137 nChanged 198 SP:Iteration 156Q (1115.986877 sec): 3 clusters Score: Raw -5075329.658420 + Penalty 3580.638632 = -5071749.019789 nChanged 174 SP:Iteration 157Q (1116.093390 sec): 3 clusters Score: Raw -5075342.591645 + Penalty 3580.638632 = -5071761.953013 nChanged 184 SP:Iteration 158Q (1116.201937 sec): 3 clusters Score: Raw -5075358.205815 + Penalty 3580.638632 = -5071777.567183 nChanged 204 SP:Iteration 159Q (1116.310522 sec): 3 clusters Score: Raw -5075381.708633 + Penalty 3580.638632 = -5071801.070001 nChanged 240 SP:Iteration 160F (1116.419557 sec): 3 clusters Score: Raw -5075410.717605 + Penalty 3580.638632 = -5071830.078974 nChanged 258 SP:Iteration 161Q (1116.527877 sec): 3 clusters Score: Raw -5075441.160474 + Penalty 3580.638632 = -5071860.521843 nChanged 244 SP:Iteration 162Q (1116.636539 sec): 3 clusters Score: Raw -5075469.551199 + Penalty 3580.638632 = -5071888.912567 nChanged 229 SP:Iteration 163Q (1116.745416 sec): 3 clusters Score: Raw -5075493.370404 + Penalty 3580.638632 = -5071912.731773 nChanged 235 SP:Iteration 164Q (1116.852459 sec): 3 clusters Score: Raw -5075517.579027 + Penalty 3580.638632 = -5071936.940395 nChanged 229 SP:Iteration 165Q (1116.960736 sec): 3 clusters Score: Raw -5075544.559585 + Penalty 3580.638632 = -5071963.920953 nChanged 232 SP:Iteration 166Q (1117.068600 sec): 3 clusters Score: Raw -5075573.758054 + Penalty 3580.638632 = -5071993.119422 nChanged 237 SP:Iteration 167Q (1117.176018 sec): 3 clusters Score: Raw -5075604.994703 + Penalty 3580.638632 = -5072024.356071 nChanged 242 SP:Iteration 168Q (1117.283189 sec): 3 clusters Score: Raw -5075637.138587 + Penalty 3580.638632 = -5072056.499955 nChanged 259 SP:Iteration 169Q (1117.389872 sec): 3 clusters Score: Raw -5075672.249843 + Penalty 3580.638632 = -5072091.611211 nChanged 271 SP:Iteration 170Q (1117.496795 sec): 3 clusters Score: Raw -5075712.870271 + Penalty 3580.638632 = -5072132.231639 nChanged 276 SP:Iteration 171Q (1117.603016 sec): 3 clusters Score: Raw -5075757.549508 + Penalty 3580.638632 = -5072176.910877 nChanged 305 SP:Iteration 172Q (1117.709218 sec): 3 clusters Score: Raw -5075807.588382 + Penalty 3580.638632 = -5072226.949750 nChanged 289 SP:Iteration 173Q (1117.815188 sec): 3 clusters Score: Raw -5075853.599160 + Penalty 3580.638632 = -5072272.960529 nChanged 319 SP:Iteration 174Q (1117.920590 sec): 3 clusters Score: Raw -5075901.776909 + Penalty 3580.638632 = -5072321.138277 nChanged 302 SP:Iteration 175Q (1118.025706 sec): 3 clusters Score: Raw -5075946.244144 + Penalty 3580.638632 = -5072365.605512 nChanged 313 SP:Iteration 176Q (1118.130383 sec): 3 clusters Score: Raw -5075996.513206 + Penalty 3580.638632 = -5072415.874574 nChanged 327 SP:Iteration 177Q (1118.234789 sec): 3 clusters Score: Raw -5076047.032043 + Penalty 3580.638632 = -5072466.393411 nChanged 322 SP:Iteration 178Q (1118.339215 sec): 3 clusters Score: Raw -5076091.641153 + Penalty 3580.638632 = -5072511.002521 nChanged 326 SP:Iteration 179Q (1118.443055 sec): 3 clusters Score: Raw -5076136.521766 + Penalty 3580.638632 = -5072555.883134 nChanged 340 SP:Iteration 180F (1118.552271 sec): 3 clusters Score: Raw -5076183.898064 + Penalty 3580.638632 = -5072603.259432 nChanged 353 SP:Iteration 181Q (1118.656412 sec): 3 clusters Score: Raw -5076236.350657 + Penalty 3580.638632 = -5072655.712025 nChanged 358 SP:Iteration 182Q (1118.760065 sec): 3 clusters Score: Raw -5076292.808188 + Penalty 3580.638632 = -5072712.169556 nChanged 345 SP:Iteration 183Q (1118.863473 sec): 3 clusters Score: Raw -5076351.039467 + Penalty 3580.638632 = -5072770.400835 nChanged 369 SP:Iteration 184Q (1118.966470 sec): 3 clusters Score: Raw -5076415.202217 + Penalty 3580.638632 = -5072834.563586 nChanged 386 SP:Iteration 185Q (1119.068823 sec): 3 clusters Score: Raw -5076477.160004 + Penalty 3580.638632 = -5072896.521372 nChanged 362 SP:Iteration 186Q (1119.171093 sec): 3 clusters Score: Raw -5076536.609505 + Penalty 3580.638632 = -5072955.970873 nChanged 338 SP:Iteration 187Q (1119.272657 sec): 3 clusters Score: Raw -5076590.234260 + Penalty 3580.638632 = -5073009.595628 nChanged 320 SP:Iteration 188Q (1119.394296 sec): 3 clusters Score: Raw -5076637.478657 + Penalty 3580.638632 = -5073056.840025 nChanged 311 SP:Iteration 189Q (1119.501061 sec): 3 clusters Score: Raw -5076680.803007 + Penalty 3580.638632 = -5073100.164375 nChanged 276 SP:Iteration 190Q (1119.631002 sec): 3 clusters Score: Raw -5076715.871179 + Penalty 3580.638632 = -5073135.232548 nChanged 257 SP:Iteration 191Q (1119.731394 sec): 3 clusters Score: Raw -5076749.518117 + Penalty 3580.638632 = -5073168.879485 nChanged 275 SP:Iteration 192Q (1119.831222 sec): 3 clusters Score: Raw -5076786.883919 + Penalty 3580.638632 = -5073206.245287 nChanged 280 SP:Iteration 193Q (1119.931050 sec): 3 clusters Score: Raw -5076826.596331 + Penalty 3580.638632 = -5073245.957699 nChanged 260 SP:Iteration 194Q (1120.030533 sec): 3 clusters Score: Raw -5076860.080117 + Penalty 3580.638632 = -5073279.441485 nChanged 231 SP:Iteration 195Q (1120.129543 sec): 3 clusters Score: Raw -5076888.133126 + Penalty 3580.638632 = -5073307.494494 nChanged 229 SP:Iteration 196Q (1120.228178 sec): 3 clusters Score: Raw -5076916.511288 + Penalty 3580.638632 = -5073335.872657 nChanged 223 SP:Iteration 197Q (1120.326290 sec): 3 clusters Score: Raw -5076944.672453 + Penalty 3580.638632 = -5073364.033821 nChanged 224 SP:Iteration 198Q (1120.424122 sec): 3 clusters Score: Raw -5076976.488644 + Penalty 3580.638632 = -5073395.850012 nChanged 253 SP:Iteration 199Q (1120.521755 sec): 3 clusters Score: Raw -5077017.549637 + Penalty 3580.638632 = -5073436.911006 nChanged 279 SP:Iteration 200F (1120.630508 sec): 3 clusters Score: Raw -5077064.590152 + Penalty 3580.638632 = -5073483.951520 nChanged 275 SP:Iteration 201Q (1120.728011 sec): 3 clusters Score: Raw -5077114.047782 + Penalty 3580.638632 = -5073533.409150 nChanged 296 SP:Iteration 202Q (1120.825142 sec): 3 clusters Score: Raw -5077170.278541 + Penalty 3580.638632 = -5073589.639910 nChanged 289 SP:Iteration 203Q (1120.921820 sec): 3 clusters Score: Raw -5077225.299097 + Penalty 3580.638632 = -5073644.660465 nChanged 274 SP:Iteration 204Q (1121.018501 sec): 3 clusters Score: Raw -5077275.852091 + Penalty 3580.638632 = -5073695.213459 nChanged 274 SP:Iteration 205Q (1121.114694 sec): 3 clusters Score: Raw -5077323.424430 + Penalty 3580.638632 = -5073742.785798 nChanged 250 SP:Iteration 206Q (1121.210567 sec): 3 clusters Score: Raw -5077362.263269 + Penalty 3580.638632 = -5073781.624637 nChanged 234 SP:Iteration 207Q (1121.306126 sec): 3 clusters Score: Raw -5077396.967060 + Penalty 3580.638632 = -5073816.328428 nChanged 222 SP:Iteration 208Q (1121.401154 sec): 3 clusters Score: Raw -5077428.460156 + Penalty 3580.638632 = -5073847.821524 nChanged 208 SP:Iteration 209Q (1121.496057 sec): 3 clusters Score: Raw -5077459.278139 + Penalty 3580.638632 = -5073878.639507 nChanged 203 SP:Iteration 210Q (1121.590727 sec): 3 clusters Score: Raw -5077490.106990 + Penalty 3580.638632 = -5073909.468359 nChanged 231 SP:Iteration 211Q (1121.684862 sec): 3 clusters Score: Raw -5077524.990579 + Penalty 3580.638632 = -5073944.351947 nChanged 230 SP:Iteration 212Q (1121.779031 sec): 3 clusters Score: Raw -5077560.097671 + Penalty 3580.638632 = -5073979.459039 nChanged 224 SP:Iteration 213Q (1121.872849 sec): 3 clusters Score: Raw -5077597.092637 + Penalty 3580.638632 = -5074016.454005 nChanged 208 SP:Iteration 214Q (1121.966211 sec): 3 clusters Score: Raw -5077631.652448 + Penalty 3580.638632 = -5074051.013816 nChanged 208 SP:Iteration 215Q (1122.059374 sec): 3 clusters Score: Raw -5077663.669457 + Penalty 3580.638632 = -5074083.030825 nChanged 178 SP:Iteration 216Q (1122.151962 sec): 3 clusters Score: Raw -5077690.846733 + Penalty 3580.638632 = -5074110.208101 nChanged 168 SP:Iteration 217Q (1122.244513 sec): 3 clusters Score: Raw -5077718.525246 + Penalty 3580.638632 = -5074137.886614 nChanged 160 SP:Iteration 218Q (1122.336710 sec): 3 clusters Score: Raw -5077740.773242 + Penalty 3580.638632 = -5074160.134611 nChanged 147 SP:Iteration 219Q (1122.429386 sec): 3 clusters Score: Raw -5077760.376870 + Penalty 3580.638632 = -5074179.738238 nChanged 133 SP:Iteration 220F (1122.537692 sec): 3 clusters Score: Raw -5077777.794992 + Penalty 3580.638632 = -5074197.156360 nChanged 121 SP:Iteration 221Q (1122.629734 sec): 3 clusters Score: Raw -5077792.952618 + Penalty 3580.638632 = -5074212.313986 nChanged 110 SP:Iteration 222Q (1122.721184 sec): 3 clusters Score: Raw -5077807.320033 + Penalty 3580.638632 = -5074226.681401 nChanged 114 SP:Iteration 223Q (1122.812546 sec): 3 clusters Score: Raw -5077821.617672 + Penalty 3580.638632 = -5074240.979040 nChanged 85 SP:Iteration 224Q (1122.929978 sec): 3 clusters Score: Raw -5077831.184430 + Penalty 3580.638632 = -5074250.545798 nChanged 77 SP:Iteration 225Q (1123.044121 sec): 3 clusters Score: Raw -5077841.077304 + Penalty 3580.638632 = -5074260.438672 nChanged 87 SP:Iteration 226Q (1123.135442 sec): 3 clusters Score: Raw -5077851.578380 + Penalty 3580.638632 = -5074270.939748 nChanged 81 SP:Iteration 227Q (1123.226057 sec): 3 clusters Score: Raw -5077860.186348 + Penalty 3580.638632 = -5074279.547716 nChanged 70 SP:Iteration 228Q (1123.316900 sec): 3 clusters Score: Raw -5077868.045904 + Penalty 3580.638632 = -5074287.407272 nChanged 68 SP:Iteration 229Q (1123.407349 sec): 3 clusters Score: Raw -5077874.896048 + Penalty 3580.638632 = -5074294.257416 nChanged 53 SP:Iteration 230Q (1123.497767 sec): 3 clusters Score: Raw -5077880.617140 + Penalty 3580.638632 = -5074299.978508 nChanged 61 SP:Iteration 231Q (1123.587996 sec): 3 clusters Score: Raw -5077887.022437 + Penalty 3580.638632 = -5074306.383805 nChanged 60 SP:Iteration 232Q (1123.678349 sec): 3 clusters Score: Raw -5077894.187525 + Penalty 3580.638632 = -5074313.548893 nChanged 73 SP:Iteration 233Q (1123.768483 sec): 3 clusters Score: Raw -5077903.954316 + Penalty 3580.638632 = -5074323.315684 nChanged 79 SP:Iteration 234Q (1123.858641 sec): 3 clusters Score: Raw -5077914.748486 + Penalty 3580.638632 = -5074334.109854 nChanged 76 SP:Iteration 235Q (1123.947669 sec): 3 clusters Score: Raw -5077925.045487 + Penalty 3580.638632 = -5074344.406855 nChanged 70 SP:Iteration 236Q (1124.037728 sec): 3 clusters Score: Raw -5077933.739404 + Penalty 3580.638632 = -5074353.100772 nChanged 61 SP:Iteration 237Q (1124.127292 sec): 3 clusters Score: Raw -5077940.889777 + Penalty 3580.638632 = -5074360.251145 nChanged 57 SP:Iteration 238Q (1124.216935 sec): 3 clusters Score: Raw -5077947.793432 + Penalty 3580.638632 = -5074367.154800 nChanged 54 SP:Iteration 239Q (1124.306382 sec): 3 clusters Score: Raw -5077954.889099 + Penalty 3580.638632 = -5074374.250467 nChanged 53 SP:Iteration 240F (1124.414806 sec): 3 clusters Score: Raw -5077961.176930 + Penalty 3580.638632 = -5074380.538298 nChanged 45 SP:Iteration 241Q (1124.504394 sec): 3 clusters Score: Raw -5077967.049113 + Penalty 3580.638632 = -5074386.410481 nChanged 53 SP:Iteration 242Q (1124.593891 sec): 3 clusters Score: Raw -5077975.977880 + Penalty 3580.638632 = -5074395.339248 nChanged 64 SP:Iteration 243Q (1124.683181 sec): 3 clusters Score: Raw -5077985.373800 + Penalty 3580.638632 = -5074404.735168 nChanged 50 SP:Iteration 244Q (1124.772232 sec): 3 clusters Score: Raw -5077992.058799 + Penalty 3580.638632 = -5074411.420167 nChanged 46 SP:Iteration 245Q (1124.861279 sec): 3 clusters Score: Raw -5077997.223484 + Penalty 3580.638632 = -5074416.584852 nChanged 46 SP:Iteration 246Q (1124.950160 sec): 3 clusters Score: Raw -5078001.875907 + Penalty 3580.638632 = -5074421.237275 nChanged 47 SP:Iteration 247Q (1125.039469 sec): 3 clusters Score: Raw -5078007.652954 + Penalty 3580.638632 = -5074427.014322 nChanged 41 SP:Iteration 248Q (1125.128151 sec): 3 clusters Score: Raw -5078013.031554 + Penalty 3580.638632 = -5074432.392922 nChanged 44 SP:Iteration 249Q (1125.216716 sec): 3 clusters Score: Raw -5078018.268637 + Penalty 3580.638632 = -5074437.630005 nChanged 48 SP:Iteration 250Q (1125.306360 sec): 3 clusters Score: Raw -5078025.319284 + Penalty 3580.638632 = -5074444.680652 nChanged 45 SP:Iteration 251Q (1125.394814 sec): 3 clusters Score: Raw -5078032.010563 + Penalty 3580.638632 = -5074451.371931 nChanged 39 SP:Iteration 252Q (1125.483255 sec): 3 clusters Score: Raw -5078037.312633 + Penalty 3580.638632 = -5074456.674001 nChanged 31 SP:Iteration 253Q (1125.592348 sec): 3 clusters Score: Raw -5078040.380668 + Penalty 3580.638632 = -5074459.742037 nChanged 31 SP:Iteration 254Q (1125.690812 sec): 3 clusters Score: Raw -5078044.244381 + Penalty 3580.638632 = -5074463.605749 nChanged 33 SP:Iteration 255Q (1125.779041 sec): 3 clusters Score: Raw -5078047.745000 + Penalty 3580.638632 = -5074467.106368 nChanged 23 SP:Iteration 256Q (1125.867212 sec): 3 clusters Score: Raw -5078049.997048 + Penalty 3580.638632 = -5074469.358416 nChanged 33 SP:Iteration 257Q (1125.955471 sec): 3 clusters Score: Raw -5078053.999210 + Penalty 3580.638632 = -5074473.360578 nChanged 31 SP:Iteration 258Q (1126.044294 sec): 3 clusters Score: Raw -5078058.122146 + Penalty 3580.638632 = -5074477.483514 nChanged 35 SP:Iteration 259Q (1126.132734 sec): 3 clusters Score: Raw -5078062.249775 + Penalty 3580.638632 = -5074481.611143 nChanged 29 SP:Iteration 260F (1126.241391 sec): 3 clusters Score: Raw -5078065.290783 + Penalty 3580.638632 = -5074484.652152 nChanged 31 SP:Iteration 261Q (1126.329540 sec): 3 clusters Score: Raw -5078068.932267 + Penalty 3580.638632 = -5074488.293635 nChanged 28 SP:Iteration 262Q (1126.452179 sec): 3 clusters Score: Raw -5078072.235791 + Penalty 3580.638632 = -5074491.597159 nChanged 28 SP:Iteration 263Q (1126.572129 sec): 3 clusters Score: Raw -5078075.591759 + Penalty 3580.638632 = -5074494.953127 nChanged 30 SP:Iteration 264Q (1126.665237 sec): 3 clusters Score: Raw -5078078.383388 + Penalty 3580.638632 = -5074497.744756 nChanged 19 SP:Iteration 265Q (1126.751934 sec): 3 clusters Score: Raw -5078080.322892 + Penalty 3580.638632 = -5074499.684260 nChanged 12 SP:Iteration 266Q (1126.841014 sec): 3 clusters Score: Raw -5078081.551410 + Penalty 3580.638632 = -5074500.912778 nChanged 17 SP:Iteration 267Q (1126.928722 sec): 3 clusters Score: Raw -5078083.271451 + Penalty 3580.638632 = -5074502.632819 nChanged 17 SP:Iteration 268Q (1127.041230 sec): 3 clusters Score: Raw -5078085.307327 + Penalty 3580.638632 = -5074504.668695 nChanged 12 SP:Iteration 269Q (1127.129742 sec): 3 clusters Score: Raw -5078086.697669 + Penalty 3580.638632 = -5074506.059037 nChanged 12 SP:Iteration 270Q (1127.217606 sec): 3 clusters Score: Raw -5078087.827417 + Penalty 3580.638632 = -5074507.188785 nChanged 10 SP:Iteration 271Q (1127.305317 sec): 3 clusters Score: Raw -5078088.622398 + Penalty 3580.638632 = -5074507.983766 nChanged 11 SP:Iteration 272Q (1127.392970 sec): 3 clusters Score: Raw -5078089.571896 + Penalty 3580.638632 = -5074508.933264 nChanged 10 SP:Iteration 273Q (1127.480682 sec): 3 clusters Score: Raw -5078090.027522 + Penalty 3580.638632 = -5074509.388890 nChanged 3 SP:Iteration 274Q (1127.568395 sec): 3 clusters Score: Raw -5078090.132741 + Penalty 3580.638632 = -5074509.494109 nChanged 2 SP:Iteration 275Q (1127.656109 sec): 3 clusters Score: Raw -5078090.200092 + Penalty 3580.638632 = -5074509.561461 nChanged 0 SP:Iteration 276F (1127.764822 sec): 3 clusters Score: Raw -5078090.200092 + Penalty 3580.638632 = -5074509.561461 nChanged 0 Trying to split cluster 2 (2745 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1127.772577 sec): 2 clusters Score: Raw -198987.254605 + Penalty 1286.599658 = -197700.654947 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1127.787800 sec): 3 clusters Score: Raw -197686.090332 + Penalty 2573.199315 = -195112.891017 nChanged 1033 SP:Iteration 1F (1127.801418 sec): 3 clusters Score: Raw -198295.057241 + Penalty 2573.199315 = -195721.857926 nChanged 239 SP:Iteration 2F (1127.814915 sec): 3 clusters Score: Raw -198488.190405 + Penalty 2573.199315 = -195914.991090 nChanged 175 SP:Iteration 3F (1127.828647 sec): 3 clusters Score: Raw -198654.728236 + Penalty 2573.199315 = -196081.528921 nChanged 168 SP:Iteration 4F (1127.842282 sec): 3 clusters Score: Raw -198817.573199 + Penalty 2573.199315 = -196244.373883 nChanged 166 SP:Iteration 5F (1127.855855 sec): 3 clusters Score: Raw -199008.136402 + Penalty 2573.199315 = -196434.937087 nChanged 147 SP:Iteration 6F (1127.869350 sec): 3 clusters Score: Raw -199219.258953 + Penalty 2573.199315 = -196646.059638 nChanged 160 SP:Iteration 7F (1127.882932 sec): 3 clusters Score: Raw -199535.914046 + Penalty 2573.199315 = -196962.714731 nChanged 174 SP:Iteration 8F (1127.896491 sec): 3 clusters Score: Raw -199968.259722 + Penalty 2573.199315 = -197395.060407 nChanged 146 SP:Iteration 9F (1127.910087 sec): 3 clusters Score: Raw -200400.023918 + Penalty 2573.199315 = -197826.824603 nChanged 118 SP:Iteration 10Q (1127.923195 sec): 3 clusters Score: Raw -200553.550537 + Penalty 2573.199315 = -197980.351222 nChanged 63 SP:Iteration 11Q (1127.936318 sec): 3 clusters Score: Raw -200600.023651 + Penalty 2573.199315 = -198026.824336 nChanged 40 SP:Iteration 12Q (1127.949418 sec): 3 clusters Score: Raw -200627.685530 + Penalty 2573.199315 = -198054.486215 nChanged 25 SP:Iteration 13Q (1127.962580 sec): 3 clusters Score: Raw -200643.960272 + Penalty 2573.199315 = -198070.760957 nChanged 20 SP:Iteration 14Q (1127.976028 sec): 3 clusters Score: Raw -200655.807428 + Penalty 2573.199315 = -198082.608113 nChanged 13 SP:Iteration 15Q (1127.989004 sec): 3 clusters Score: Raw -200660.982705 + Penalty 2573.199315 = -198087.783390 nChanged 10 SP:Iteration 16Q (1128.002120 sec): 3 clusters Score: Raw -200664.316988 + Penalty 2573.199315 = -198091.117673 nChanged 5 SP:Iteration 17Q (1128.015098 sec): 3 clusters Score: Raw -200666.629761 + Penalty 2573.199315 = -198093.430446 nChanged 6 SP:Iteration 18Q (1128.028216 sec): 3 clusters Score: Raw -200668.549751 + Penalty 2573.199315 = -198095.350436 nChanged 5 SP:Iteration 19Q (1128.059374 sec): 3 clusters Score: Raw -200671.054810 + Penalty 2573.199315 = -198097.855495 nChanged 6 SP:Iteration 20F (1128.072963 sec): 3 clusters Score: Raw -200673.025852 + Penalty 2573.199315 = -198099.826537 nChanged 4 SP:Iteration 21Q (1128.086056 sec): 3 clusters Score: Raw -200674.156223 + Penalty 2573.199315 = -198100.956908 nChanged 1 SP:Iteration 22Q (1128.099241 sec): 3 clusters Score: Raw -200674.360966 + Penalty 2573.199315 = -198101.161651 nChanged 0 SP:Iteration 23F (1128.112778 sec): 3 clusters Score: Raw -200674.360966 + Penalty 2573.199315 = -198101.161651 nChanged 0 Score: Raw -49139293.155687 + Penalty 86742.445374 = -49052550.710313 Splitting cluster 2 changes total score from -49053014.779088 to -49052550.710313 So it's not getting split. Trying to split cluster 3 (19156 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1143.214807 sec): 2 clusters Score: Raw -1613118.805929 + Penalty 1602.310330 = -1611516.495599 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1143.259236 sec): 3 clusters Score: Raw -1601512.416110 + Penalty 3204.620660 = -1598307.795450 nChanged 8708 SP:Iteration 1F (1143.302200 sec): 3 clusters Score: Raw -1606414.934405 + Penalty 3204.620660 = -1603210.313745 nChanged 1048 SP:Iteration 2F (1143.345164 sec): 3 clusters Score: Raw -1606818.838357 + Penalty 3204.620660 = -1603614.217697 nChanged 938 SP:Iteration 3Q (1143.388686 sec): 3 clusters Score: Raw -1607181.740304 + Penalty 3204.620660 = -1603977.119644 nChanged 855 SP:Iteration 4Q (1143.432495 sec): 3 clusters Score: Raw -1607480.951005 + Penalty 3204.620660 = -1604276.330345 nChanged 768 SP:Iteration 5Q (1143.510521 sec): 3 clusters Score: Raw -1607740.264687 + Penalty 3204.620660 = -1604535.644028 nChanged 687 SP:Iteration 6Q (1143.553933 sec): 3 clusters Score: Raw -1607964.810182 + Penalty 3204.620660 = -1604760.189522 nChanged 664 SP:Iteration 7Q (1143.599197 sec): 3 clusters Score: Raw -1608223.897936 + Penalty 3204.620660 = -1605019.277276 nChanged 734 SP:Iteration 8Q (1143.643349 sec): 3 clusters Score: Raw -1608560.053378 + Penalty 3204.620660 = -1605355.432718 nChanged 786 SP:Iteration 9Q (1143.686706 sec): 3 clusters Score: Raw -1608958.815557 + Penalty 3204.620660 = -1605754.194897 nChanged 871 SP:Iteration 10Q (1143.729913 sec): 3 clusters Score: Raw -1609440.169412 + Penalty 3204.620660 = -1606235.548752 nChanged 863 SP:Iteration 11Q (1143.773071 sec): 3 clusters Score: Raw -1609954.757239 + Penalty 3204.620660 = -1606750.136579 nChanged 793 SP:Iteration 12Q (1143.815823 sec): 3 clusters Score: Raw -1610421.862383 + Penalty 3204.620660 = -1607217.241723 nChanged 672 SP:Iteration 13Q (1143.858625 sec): 3 clusters Score: Raw -1610794.737663 + Penalty 3204.620660 = -1607590.117003 nChanged 607 SP:Iteration 14Q (1143.900542 sec): 3 clusters Score: Raw -1611054.750026 + Penalty 3204.620660 = -1607850.129366 nChanged 467 SP:Iteration 15Q (1143.941965 sec): 3 clusters Score: Raw -1611261.720474 + Penalty 3204.620660 = -1608057.099814 nChanged 385 SP:Iteration 16Q (1143.982950 sec): 3 clusters Score: Raw -1611419.155748 + Penalty 3204.620660 = -1608214.535088 nChanged 376 SP:Iteration 17Q (1144.023491 sec): 3 clusters Score: Raw -1611573.442778 + Penalty 3204.620660 = -1608368.822118 nChanged 335 SP:Iteration 18Q (1144.063730 sec): 3 clusters Score: Raw -1611701.322353 + Penalty 3204.620660 = -1608496.701693 nChanged 306 SP:Iteration 19Q (1144.103626 sec): 3 clusters Score: Raw -1611828.084627 + Penalty 3204.620660 = -1608623.463968 nChanged 327 SP:Iteration 20F (1144.146440 sec): 3 clusters Score: Raw -1611967.806747 + Penalty 3204.620660 = -1608763.186087 nChanged 308 SP:Iteration 21Q (1144.185534 sec): 3 clusters Score: Raw -1612107.247698 + Penalty 3204.620660 = -1608902.627038 nChanged 307 SP:Iteration 22Q (1144.224375 sec): 3 clusters Score: Raw -1612252.791903 + Penalty 3204.620660 = -1609048.171243 nChanged 312 SP:Iteration 23Q (1144.262753 sec): 3 clusters Score: Raw -1612420.847416 + Penalty 3204.620660 = -1609216.226756 nChanged 294 SP:Iteration 24Q (1144.300584 sec): 3 clusters Score: Raw -1612573.902285 + Penalty 3204.620660 = -1609369.281625 nChanged 252 SP:Iteration 25Q (1144.337996 sec): 3 clusters Score: Raw -1612703.358869 + Penalty 3204.620660 = -1609498.738209 nChanged 228 SP:Iteration 26Q (1144.375021 sec): 3 clusters Score: Raw -1612834.094635 + Penalty 3204.620660 = -1609629.473975 nChanged 220 SP:Iteration 27Q (1144.411848 sec): 3 clusters Score: Raw -1612965.271440 + Penalty 3204.620660 = -1609760.650780 nChanged 188 SP:Iteration 28Q (1144.448365 sec): 3 clusters Score: Raw -1613072.219079 + Penalty 3204.620660 = -1609867.598419 nChanged 130 SP:Iteration 29Q (1144.484320 sec): 3 clusters Score: Raw -1613130.950292 + Penalty 3204.620660 = -1609926.329632 nChanged 103 SP:Iteration 30Q (1144.520042 sec): 3 clusters Score: Raw -1613177.351078 + Penalty 3204.620660 = -1609972.730418 nChanged 88 SP:Iteration 31Q (1144.555715 sec): 3 clusters Score: Raw -1613220.047631 + Penalty 3204.620660 = -1610015.426971 nChanged 70 SP:Iteration 32Q (1144.591019 sec): 3 clusters Score: Raw -1613255.676800 + Penalty 3204.620660 = -1610051.056140 nChanged 68 SP:Iteration 33Q (1144.626471 sec): 3 clusters Score: Raw -1613291.691074 + Penalty 3204.620660 = -1610087.070414 nChanged 60 SP:Iteration 34Q (1144.661785 sec): 3 clusters Score: Raw -1613318.576125 + Penalty 3204.620660 = -1610113.955465 nChanged 41 SP:Iteration 35Q (1144.696987 sec): 3 clusters Score: Raw -1613334.423837 + Penalty 3204.620660 = -1610129.803177 nChanged 39 SP:Iteration 36Q (1144.732165 sec): 3 clusters Score: Raw -1613348.506843 + Penalty 3204.620660 = -1610143.886183 nChanged 31 SP:Iteration 37Q (1144.767442 sec): 3 clusters Score: Raw -1613362.936451 + Penalty 3204.620660 = -1610158.315791 nChanged 31 SP:Iteration 38Q (1144.802374 sec): 3 clusters Score: Raw -1613378.730289 + Penalty 3204.620660 = -1610174.109629 nChanged 27 SP:Iteration 39Q (1144.837434 sec): 3 clusters Score: Raw -1613389.945935 + Penalty 3204.620660 = -1610185.325275 nChanged 25 SP:Iteration 40F (1144.880150 sec): 3 clusters Score: Raw -1613400.505026 + Penalty 3204.620660 = -1610195.884366 nChanged 26 SP:Iteration 41Q (1144.915166 sec): 3 clusters Score: Raw -1613411.639068 + Penalty 3204.620660 = -1610207.018408 nChanged 22 SP:Iteration 42Q (1144.949973 sec): 3 clusters Score: Raw -1613423.181037 + Penalty 3204.620660 = -1610218.560377 nChanged 17 SP:Iteration 43Q (1144.984630 sec): 3 clusters Score: Raw -1613429.640348 + Penalty 3204.620660 = -1610225.019688 nChanged 8 SP:Iteration 44Q (1145.019380 sec): 3 clusters Score: Raw -1613432.352145 + Penalty 3204.620660 = -1610227.731485 nChanged 9 SP:Iteration 45Q (1145.054071 sec): 3 clusters Score: Raw -1613434.653506 + Penalty 3204.620660 = -1610230.032846 nChanged 6 SP:Iteration 46Q (1145.088938 sec): 3 clusters Score: Raw -1613437.318883 + Penalty 3204.620660 = -1610232.698223 nChanged 5 SP:Iteration 47Q (1145.123413 sec): 3 clusters Score: Raw -1613438.605310 + Penalty 3204.620660 = -1610233.984650 nChanged 3 SP:Iteration 48Q (1145.158391 sec): 3 clusters Score: Raw -1613439.294995 + Penalty 3204.620660 = -1610234.674335 nChanged 3 SP:Iteration 49Q (1145.193310 sec): 3 clusters Score: Raw -1613440.392124 + Penalty 3204.620660 = -1610235.771464 nChanged 2 SP:Iteration 50Q (1145.228193 sec): 3 clusters Score: Raw -1613440.806430 + Penalty 3204.620660 = -1610236.185770 nChanged 2 SP:Iteration 51Q (1145.263191 sec): 3 clusters Score: Raw -1613441.579589 + Penalty 3204.620660 = -1610236.958929 nChanged 1 SP:Iteration 52Q (1145.297839 sec): 3 clusters Score: Raw -1613441.922296 + Penalty 3204.620660 = -1610237.301636 nChanged 3 SP:Iteration 53Q (1145.370221 sec): 3 clusters Score: Raw -1613443.400131 + Penalty 3204.620660 = -1610238.779471 nChanged 4 SP:Iteration 54Q (1145.435244 sec): 3 clusters Score: Raw -1613444.736826 + Penalty 3204.620660 = -1610240.116166 nChanged 2 SP:Iteration 55Q (1145.478533 sec): 3 clusters Score: Raw -1613445.268114 + Penalty 3204.620660 = -1610240.647454 nChanged 1 SP:Iteration 56Q (1145.513320 sec): 3 clusters Score: Raw -1613445.840551 + Penalty 3204.620660 = -1610241.219891 nChanged 1 SP:Iteration 57Q (1145.548135 sec): 3 clusters Score: Raw -1613446.015196 + Penalty 3204.620660 = -1610241.394536 nChanged 0 SP:Iteration 58F (1145.590524 sec): 3 clusters Score: Raw -1613446.015196 + Penalty 3204.620660 = -1610241.394536 nChanged 0 Trying to split cluster 4 (5090 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1145.609396 sec): 2 clusters Score: Raw -385587.133643 + Penalty 1386.942880 = -384200.190763 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1145.631260 sec): 3 clusters Score: Raw -382918.324477 + Penalty 2773.885761 = -380144.438716 nChanged 2013 SP:Iteration 1F (1145.654124 sec): 3 clusters Score: Raw -384119.884626 + Penalty 2773.885761 = -381345.998865 nChanged 384 SP:Iteration 2F (1145.675854 sec): 3 clusters Score: Raw -384375.536234 + Penalty 2773.885761 = -381601.650473 nChanged 296 SP:Iteration 3F (1145.697331 sec): 3 clusters Score: Raw -384570.395570 + Penalty 2773.885761 = -381796.509809 nChanged 268 SP:Iteration 4F (1145.718747 sec): 3 clusters Score: Raw -384745.225577 + Penalty 2773.885761 = -381971.339817 nChanged 220 SP:Iteration 5Q (1145.740320 sec): 3 clusters Score: Raw -384886.065584 + Penalty 2773.885761 = -382112.179823 nChanged 208 SP:Iteration 6Q (1145.761686 sec): 3 clusters Score: Raw -385029.002269 + Penalty 2773.885761 = -382255.116508 nChanged 186 SP:Iteration 7Q (1145.783034 sec): 3 clusters Score: Raw -385138.362887 + Penalty 2773.885761 = -382364.477126 nChanged 181 SP:Iteration 8Q (1145.804593 sec): 3 clusters Score: Raw -385246.840876 + Penalty 2773.885761 = -382472.955115 nChanged 174 SP:Iteration 9Q (1145.826001 sec): 3 clusters Score: Raw -385351.481800 + Penalty 2773.885761 = -382577.596039 nChanged 156 SP:Iteration 10Q (1145.847619 sec): 3 clusters Score: Raw -385440.812104 + Penalty 2773.885761 = -382666.926343 nChanged 149 SP:Iteration 11Q (1145.869132 sec): 3 clusters Score: Raw -385516.653050 + Penalty 2773.885761 = -382742.767289 nChanged 123 SP:Iteration 12Q (1145.890305 sec): 3 clusters Score: Raw -385565.629126 + Penalty 2773.885761 = -382791.743365 nChanged 95 SP:Iteration 13Q (1145.911641 sec): 3 clusters Score: Raw -385603.210925 + Penalty 2773.885761 = -382829.325165 nChanged 78 SP:Iteration 14Q (1145.932789 sec): 3 clusters Score: Raw -385632.592997 + Penalty 2773.885761 = -382858.707237 nChanged 70 SP:Iteration 15Q (1145.953919 sec): 3 clusters Score: Raw -385659.012159 + Penalty 2773.885761 = -382885.126398 nChanged 64 SP:Iteration 16Q (1145.974971 sec): 3 clusters Score: Raw -385677.341413 + Penalty 2773.885761 = -382903.455653 nChanged 51 SP:Iteration 17Q (1145.996170 sec): 3 clusters Score: Raw -385689.715883 + Penalty 2773.885761 = -382915.830122 nChanged 29 SP:Iteration 18Q (1146.017245 sec): 3 clusters Score: Raw -385697.638862 + Penalty 2773.885761 = -382923.753101 nChanged 27 SP:Iteration 19Q (1146.038397 sec): 3 clusters Score: Raw -385705.725334 + Penalty 2773.885761 = -382931.839573 nChanged 33 SP:Iteration 20F (1146.059902 sec): 3 clusters Score: Raw -385715.334001 + Penalty 2773.885761 = -382941.448240 nChanged 31 SP:Iteration 21Q (1146.081105 sec): 3 clusters Score: Raw -385723.156306 + Penalty 2773.885761 = -382949.270545 nChanged 24 SP:Iteration 22Q (1146.102353 sec): 3 clusters Score: Raw -385728.021498 + Penalty 2773.885761 = -382954.135737 nChanged 17 SP:Iteration 23Q (1146.123342 sec): 3 clusters Score: Raw -385731.012083 + Penalty 2773.885761 = -382957.126323 nChanged 12 SP:Iteration 24Q (1146.144333 sec): 3 clusters Score: Raw -385733.210848 + Penalty 2773.885761 = -382959.325087 nChanged 11 SP:Iteration 25Q (1146.165524 sec): 3 clusters Score: Raw -385735.229652 + Penalty 2773.885761 = -382961.343891 nChanged 9 SP:Iteration 26Q (1146.186576 sec): 3 clusters Score: Raw -385737.053423 + Penalty 2773.885761 = -382963.167663 nChanged 12 SP:Iteration 27Q (1146.207736 sec): 3 clusters Score: Raw -385739.602555 + Penalty 2773.885761 = -382965.716794 nChanged 12 SP:Iteration 28Q (1146.228989 sec): 3 clusters Score: Raw -385741.797028 + Penalty 2773.885761 = -382967.911267 nChanged 10 SP:Iteration 29Q (1146.250314 sec): 3 clusters Score: Raw -385743.499077 + Penalty 2773.885761 = -382969.613316 nChanged 10 SP:Iteration 30Q (1146.271296 sec): 3 clusters Score: Raw -385745.211164 + Penalty 2773.885761 = -382971.325404 nChanged 11 SP:Iteration 31Q (1146.292341 sec): 3 clusters Score: Raw -385746.925433 + Penalty 2773.885761 = -382973.039673 nChanged 8 SP:Iteration 32Q (1146.313483 sec): 3 clusters Score: Raw -385748.877309 + Penalty 2773.885761 = -382974.991548 nChanged 11 SP:Iteration 33Q (1146.334710 sec): 3 clusters Score: Raw -385751.736452 + Penalty 2773.885761 = -382977.850691 nChanged 14 SP:Iteration 34Q (1146.356042 sec): 3 clusters Score: Raw -385755.557945 + Penalty 2773.885761 = -382981.672185 nChanged 16 SP:Iteration 35Q (1146.376973 sec): 3 clusters Score: Raw -385759.242099 + Penalty 2773.885761 = -382985.356338 nChanged 15 SP:Iteration 36Q (1146.398018 sec): 3 clusters Score: Raw -385762.019684 + Penalty 2773.885761 = -382988.133924 nChanged 6 SP:Iteration 37Q (1146.419109 sec): 3 clusters Score: Raw -385762.946153 + Penalty 2773.885761 = -382989.060393 nChanged 5 SP:Iteration 38Q (1146.440219 sec): 3 clusters Score: Raw -385764.091109 + Penalty 2773.885761 = -382990.205348 nChanged 8 SP:Iteration 39Q (1146.461215 sec): 3 clusters Score: Raw -385765.584481 + Penalty 2773.885761 = -382991.698721 nChanged 6 SP:Iteration 40F (1146.518363 sec): 3 clusters Score: Raw -385766.847801 + Penalty 2773.885761 = -382992.962040 nChanged 8 SP:Iteration 41Q (1146.547177 sec): 3 clusters Score: Raw -385768.573277 + Penalty 2773.885761 = -382994.687516 nChanged 11 SP:Iteration 42Q (1146.570366 sec): 3 clusters Score: Raw -385770.922526 + Penalty 2773.885761 = -382997.036765 nChanged 7 SP:Iteration 43Q (1146.593651 sec): 3 clusters Score: Raw -385772.525701 + Penalty 2773.885761 = -382998.639940 nChanged 6 SP:Iteration 44Q (1146.615141 sec): 3 clusters Score: Raw -385773.760378 + Penalty 2773.885761 = -382999.874618 nChanged 12 SP:Iteration 45Q (1146.636053 sec): 3 clusters Score: Raw -385775.899851 + Penalty 2773.885761 = -383002.014090 nChanged 9 SP:Iteration 46Q (1146.657333 sec): 3 clusters Score: Raw -385777.942692 + Penalty 2773.885761 = -383004.056932 nChanged 6 SP:Iteration 47Q (1146.678588 sec): 3 clusters Score: Raw -385778.882654 + Penalty 2773.885761 = -383004.996894 nChanged 3 SP:Iteration 48Q (1146.735958 sec): 3 clusters Score: Raw -385779.683046 + Penalty 2773.885761 = -383005.797285 nChanged 5 SP:Iteration 49Q (1146.787622 sec): 3 clusters Score: Raw -385781.220159 + Penalty 2773.885761 = -383007.334399 nChanged 3 SP:Iteration 50Q (1146.840782 sec): 3 clusters Score: Raw -385781.966428 + Penalty 2773.885761 = -383008.080667 nChanged 6 SP:Iteration 51Q (1146.861916 sec): 3 clusters Score: Raw -385782.943825 + Penalty 2773.885761 = -383009.058065 nChanged 9 SP:Iteration 52Q (1146.883162 sec): 3 clusters Score: Raw -385785.058335 + Penalty 2773.885761 = -383011.172575 nChanged 10 SP:Iteration 53Q (1146.904556 sec): 3 clusters Score: Raw -385786.669062 + Penalty 2773.885761 = -383012.783302 nChanged 8 SP:Iteration 54Q (1146.925850 sec): 3 clusters Score: Raw -385787.784359 + Penalty 2773.885761 = -383013.898599 nChanged 9 SP:Iteration 55Q (1146.947004 sec): 3 clusters Score: Raw -385789.620438 + Penalty 2773.885761 = -383015.734678 nChanged 4 SP:Iteration 56Q (1146.968141 sec): 3 clusters Score: Raw -385790.656043 + Penalty 2773.885761 = -383016.770282 nChanged 7 SP:Iteration 57Q (1146.988923 sec): 3 clusters Score: Raw -385792.028363 + Penalty 2773.885761 = -383018.142602 nChanged 7 SP:Iteration 58Q (1147.008868 sec): 3 clusters Score: Raw -385793.319050 + Penalty 2773.885761 = -383019.433290 nChanged 6 SP:Iteration 59Q (1147.030013 sec): 3 clusters Score: Raw -385794.221226 + Penalty 2773.885761 = -383020.335465 nChanged 4 SP:Iteration 60F (1147.051848 sec): 3 clusters Score: Raw -385794.820853 + Penalty 2773.885761 = -383020.935093 nChanged 6 SP:Iteration 61Q (1147.085144 sec): 3 clusters Score: Raw -385795.784270 + Penalty 2773.885761 = -383021.898510 nChanged 5 SP:Iteration 62Q (1147.142341 sec): 3 clusters Score: Raw -385796.652781 + Penalty 2773.885761 = -383022.767020 nChanged 7 SP:Iteration 63Q (1147.163765 sec): 3 clusters Score: Raw -385797.505277 + Penalty 2773.885761 = -383023.619516 nChanged 7 SP:Iteration 64Q (1147.185145 sec): 3 clusters Score: Raw -385798.563165 + Penalty 2773.885761 = -383024.677404 nChanged 4 SP:Iteration 65Q (1147.206141 sec): 3 clusters Score: Raw -385799.248496 + Penalty 2773.885761 = -383025.362735 nChanged 2 SP:Iteration 66Q (1147.227050 sec): 3 clusters Score: Raw -385799.435508 + Penalty 2773.885761 = -383025.549747 nChanged 2 SP:Iteration 67Q (1147.247672 sec): 3 clusters Score: Raw -385799.853691 + Penalty 2773.885761 = -383025.967930 nChanged 3 SP:Iteration 68Q (1147.268845 sec): 3 clusters Score: Raw -385800.336375 + Penalty 2773.885761 = -383026.450614 nChanged 4 SP:Iteration 69Q (1147.289926 sec): 3 clusters Score: Raw -385800.950174 + Penalty 2773.885761 = -383027.064413 nChanged 4 SP:Iteration 70Q (1147.310927 sec): 3 clusters Score: Raw -385801.678418 + Penalty 2773.885761 = -383027.792658 nChanged 5 SP:Iteration 71Q (1147.331934 sec): 3 clusters Score: Raw -385802.844874 + Penalty 2773.885761 = -383028.959113 nChanged 8 SP:Iteration 72Q (1147.389518 sec): 3 clusters Score: Raw -385804.143877 + Penalty 2773.885761 = -383030.258117 nChanged 9 SP:Iteration 73Q (1147.442100 sec): 3 clusters Score: Raw -385805.940326 + Penalty 2773.885761 = -383032.054565 nChanged 8 SP:Iteration 74Q (1147.495002 sec): 3 clusters Score: Raw -385807.166326 + Penalty 2773.885761 = -383033.280565 nChanged 5 SP:Iteration 75Q (1147.515809 sec): 3 clusters Score: Raw -385808.303040 + Penalty 2773.885761 = -383034.417279 nChanged 3 SP:Iteration 76Q (1147.541207 sec): 3 clusters Score: Raw -385808.657268 + Penalty 2773.885761 = -383034.771508 nChanged 3 SP:Iteration 77Q (1147.562116 sec): 3 clusters Score: Raw -385809.701499 + Penalty 2773.885761 = -383035.815738 nChanged 5 SP:Iteration 78Q (1147.583218 sec): 3 clusters Score: Raw -385810.404893 + Penalty 2773.885761 = -383036.519133 nChanged 3 SP:Iteration 79Q (1147.604215 sec): 3 clusters Score: Raw -385810.852972 + Penalty 2773.885761 = -383036.967212 nChanged 3 SP:Iteration 80F (1147.625113 sec): 3 clusters Score: Raw -385811.673386 + Penalty 2773.885761 = -383037.787625 nChanged 3 SP:Iteration 81Q (1147.647893 sec): 3 clusters Score: Raw -385812.359919 + Penalty 2773.885761 = -383038.474158 nChanged 4 SP:Iteration 82Q (1147.669189 sec): 3 clusters Score: Raw -385812.879024 + Penalty 2773.885761 = -383038.993263 nChanged 3 SP:Iteration 83Q (1147.690457 sec): 3 clusters Score: Raw -385813.431942 + Penalty 2773.885761 = -383039.546182 nChanged 4 SP:Iteration 84Q (1147.711585 sec): 3 clusters Score: Raw -385813.893751 + Penalty 2773.885761 = -383040.007991 nChanged 4 SP:Iteration 85Q (1147.768652 sec): 3 clusters Score: Raw -385814.368507 + Penalty 2773.885761 = -383040.482747 nChanged 5 SP:Iteration 86Q (1147.824908 sec): 3 clusters Score: Raw -385814.930908 + Penalty 2773.885761 = -383041.045147 nChanged 0 SP:Iteration 87F (1147.846326 sec): 3 clusters Score: Raw -385814.930908 + Penalty 2773.885761 = -383041.045147 nChanged 0 Trying to split cluster 5 (6164 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1147.866153 sec): 2 clusters Score: Raw -509644.666055 + Penalty 1418.053194 = -508226.612861 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1147.889337 sec): 3 clusters Score: Raw -506422.124192 + Penalty 2836.106389 = -503586.017803 nChanged 2547 SP:Iteration 1F (1147.912618 sec): 3 clusters Score: Raw -507773.514458 + Penalty 2836.106389 = -504937.408070 nChanged 418 SP:Iteration 2F (1147.935798 sec): 3 clusters Score: Raw -507983.493008 + Penalty 2836.106389 = -505147.386619 nChanged 328 SP:Iteration 3F (1147.959019 sec): 3 clusters Score: Raw -508166.928681 + Penalty 2836.106389 = -505330.822292 nChanged 280 SP:Iteration 4Q (1147.982172 sec): 3 clusters Score: Raw -508311.024460 + Penalty 2836.106389 = -505474.918071 nChanged 231 SP:Iteration 5Q (1148.005466 sec): 3 clusters Score: Raw -508420.776763 + Penalty 2836.106389 = -505584.670374 nChanged 214 SP:Iteration 6Q (1148.028840 sec): 3 clusters Score: Raw -508514.428339 + Penalty 2836.106389 = -505678.321951 nChanged 176 SP:Iteration 7Q (1148.051890 sec): 3 clusters Score: Raw -508602.319079 + Penalty 2836.106389 = -505766.212690 nChanged 171 SP:Iteration 8Q (1148.075104 sec): 3 clusters Score: Raw -508678.875251 + Penalty 2836.106389 = -505842.768862 nChanged 149 SP:Iteration 9Q (1148.098354 sec): 3 clusters Score: Raw -508736.209605 + Penalty 2836.106389 = -505900.103216 nChanged 130 SP:Iteration 10Q (1148.121379 sec): 3 clusters Score: Raw -508793.158405 + Penalty 2836.106389 = -505957.052016 nChanged 151 SP:Iteration 11Q (1148.144467 sec): 3 clusters Score: Raw -508857.417686 + Penalty 2836.106389 = -506021.311297 nChanged 136 SP:Iteration 12Q (1148.167757 sec): 3 clusters Score: Raw -508912.831545 + Penalty 2836.106389 = -506076.725156 nChanged 144 SP:Iteration 13Q (1148.190520 sec): 3 clusters Score: Raw -508982.474570 + Penalty 2836.106389 = -506146.368181 nChanged 124 SP:Iteration 14Q (1148.213834 sec): 3 clusters Score: Raw -509043.371227 + Penalty 2836.106389 = -506207.264839 nChanged 118 SP:Iteration 15Q (1148.236784 sec): 3 clusters Score: Raw -509090.632118 + Penalty 2836.106389 = -506254.525729 nChanged 105 SP:Iteration 16Q (1148.259969 sec): 3 clusters Score: Raw -509132.830223 + Penalty 2836.106389 = -506296.723834 nChanged 78 SP:Iteration 17Q (1148.282937 sec): 3 clusters Score: Raw -509172.486380 + Penalty 2836.106389 = -506336.379992 nChanged 93 SP:Iteration 18Q (1148.305938 sec): 3 clusters Score: Raw -509217.120937 + Penalty 2836.106389 = -506381.014548 nChanged 96 SP:Iteration 19Q (1148.328880 sec): 3 clusters Score: Raw -509258.854792 + Penalty 2836.106389 = -506422.748404 nChanged 83 SP:Iteration 20F (1148.352032 sec): 3 clusters Score: Raw -509293.510905 + Penalty 2836.106389 = -506457.404516 nChanged 72 SP:Iteration 21Q (1148.374857 sec): 3 clusters Score: Raw -509323.747027 + Penalty 2836.106389 = -506487.640638 nChanged 78 SP:Iteration 22Q (1148.397668 sec): 3 clusters Score: Raw -509355.369815 + Penalty 2836.106389 = -506519.263426 nChanged 88 SP:Iteration 23Q (1148.420438 sec): 3 clusters Score: Raw -509400.989521 + Penalty 2836.106389 = -506564.883132 nChanged 86 SP:Iteration 24Q (1148.443113 sec): 3 clusters Score: Raw -509436.299267 + Penalty 2836.106389 = -506600.192878 nChanged 79 SP:Iteration 25Q (1148.465944 sec): 3 clusters Score: Raw -509473.009061 + Penalty 2836.106389 = -506636.902672 nChanged 81 SP:Iteration 26Q (1148.488785 sec): 3 clusters Score: Raw -509519.470140 + Penalty 2836.106389 = -506683.363751 nChanged 87 SP:Iteration 27Q (1148.511431 sec): 3 clusters Score: Raw -509565.844171 + Penalty 2836.106389 = -506729.737782 nChanged 79 SP:Iteration 28Q (1148.533886 sec): 3 clusters Score: Raw -509608.145756 + Penalty 2836.106389 = -506772.039368 nChanged 75 SP:Iteration 29Q (1148.556493 sec): 3 clusters Score: Raw -509647.045143 + Penalty 2836.106389 = -506810.938754 nChanged 75 SP:Iteration 30Q (1148.579161 sec): 3 clusters Score: Raw -509679.642731 + Penalty 2836.106389 = -506843.536342 nChanged 59 SP:Iteration 31Q (1148.601781 sec): 3 clusters Score: Raw -509705.361955 + Penalty 2836.106389 = -506869.255566 nChanged 62 SP:Iteration 32Q (1148.624376 sec): 3 clusters Score: Raw -509729.388524 + Penalty 2836.106389 = -506893.282135 nChanged 61 SP:Iteration 33Q (1148.646751 sec): 3 clusters Score: Raw -509752.261370 + Penalty 2836.106389 = -506916.154981 nChanged 62 SP:Iteration 34Q (1148.669247 sec): 3 clusters Score: Raw -509778.262041 + Penalty 2836.106389 = -506942.155652 nChanged 62 SP:Iteration 35Q (1148.691506 sec): 3 clusters Score: Raw -509803.816574 + Penalty 2836.106389 = -506967.710185 nChanged 68 SP:Iteration 36Q (1148.713868 sec): 3 clusters Score: Raw -509832.078957 + Penalty 2836.106389 = -506995.972568 nChanged 67 SP:Iteration 37Q (1148.736113 sec): 3 clusters Score: Raw -509857.515280 + Penalty 2836.106389 = -507021.408891 nChanged 52 SP:Iteration 38Q (1148.758331 sec): 3 clusters Score: Raw -509873.817744 + Penalty 2836.106389 = -507037.711355 nChanged 35 SP:Iteration 39Q (1148.780760 sec): 3 clusters Score: Raw -509882.799298 + Penalty 2836.106389 = -507046.692909 nChanged 35 SP:Iteration 40F (1148.803979 sec): 3 clusters Score: Raw -509893.104471 + Penalty 2836.106389 = -507056.998082 nChanged 33 SP:Iteration 41Q (1148.826180 sec): 3 clusters Score: Raw -509903.400861 + Penalty 2836.106389 = -507067.294472 nChanged 33 SP:Iteration 42Q (1148.848404 sec): 3 clusters Score: Raw -509911.448362 + Penalty 2836.106389 = -507075.341973 nChanged 22 SP:Iteration 43Q (1148.870674 sec): 3 clusters Score: Raw -509915.507847 + Penalty 2836.106389 = -507079.401459 nChanged 22 SP:Iteration 44Q (1148.892978 sec): 3 clusters Score: Raw -509920.361042 + Penalty 2836.106389 = -507084.254653 nChanged 23 SP:Iteration 45Q (1148.915188 sec): 3 clusters Score: Raw -509925.794639 + Penalty 2836.106389 = -507089.688250 nChanged 20 SP:Iteration 46Q (1148.937504 sec): 3 clusters Score: Raw -509930.377672 + Penalty 2836.106389 = -507094.271284 nChanged 26 SP:Iteration 47Q (1148.959933 sec): 3 clusters Score: Raw -509936.777112 + Penalty 2836.106389 = -507100.670723 nChanged 25 SP:Iteration 48Q (1148.982205 sec): 3 clusters Score: Raw -509942.946645 + Penalty 2836.106389 = -507106.840256 nChanged 22 SP:Iteration 49Q (1149.004671 sec): 3 clusters Score: Raw -509948.360328 + Penalty 2836.106389 = -507112.253939 nChanged 22 SP:Iteration 50Q (1149.027141 sec): 3 clusters Score: Raw -509953.771828 + Penalty 2836.106389 = -507117.665439 nChanged 23 SP:Iteration 51Q (1149.049412 sec): 3 clusters Score: Raw -509959.116087 + Penalty 2836.106389 = -507123.009698 nChanged 21 SP:Iteration 52Q (1149.071758 sec): 3 clusters Score: Raw -509964.437755 + Penalty 2836.106389 = -507128.331366 nChanged 21 SP:Iteration 53Q (1149.093876 sec): 3 clusters Score: Raw -509969.183278 + Penalty 2836.106389 = -507133.076889 nChanged 19 SP:Iteration 54Q (1149.116128 sec): 3 clusters Score: Raw -509972.432421 + Penalty 2836.106389 = -507136.326033 nChanged 15 SP:Iteration 55Q (1149.138438 sec): 3 clusters Score: Raw -509975.528420 + Penalty 2836.106389 = -507139.422031 nChanged 9 SP:Iteration 56Q (1149.160863 sec): 3 clusters Score: Raw -509977.249240 + Penalty 2836.106389 = -507141.142851 nChanged 5 SP:Iteration 57Q (1149.183229 sec): 3 clusters Score: Raw -509978.112824 + Penalty 2836.106389 = -507142.006436 nChanged 11 SP:Iteration 58Q (1149.205577 sec): 3 clusters Score: Raw -509979.958972 + Penalty 2836.106389 = -507143.852583 nChanged 12 SP:Iteration 59Q (1149.228053 sec): 3 clusters Score: Raw -509981.978488 + Penalty 2836.106389 = -507145.872099 nChanged 16 SP:Iteration 60F (1149.251260 sec): 3 clusters Score: Raw -509986.266724 + Penalty 2836.106389 = -507150.160335 nChanged 26 SP:Iteration 61Q (1149.273603 sec): 3 clusters Score: Raw -509993.083167 + Penalty 2836.106389 = -507156.976778 nChanged 18 SP:Iteration 62Q (1149.296023 sec): 3 clusters Score: Raw -509996.131144 + Penalty 2836.106389 = -507160.024755 nChanged 23 SP:Iteration 63Q (1149.318550 sec): 3 clusters Score: Raw -510000.752898 + Penalty 2836.106389 = -507164.646509 nChanged 23 SP:Iteration 64Q (1149.341280 sec): 3 clusters Score: Raw -510006.640208 + Penalty 2836.106389 = -507170.533819 nChanged 38 SP:Iteration 65Q (1149.363307 sec): 3 clusters Score: Raw -510017.423625 + Penalty 2836.106389 = -507181.317236 nChanged 47 SP:Iteration 66Q (1149.385798 sec): 3 clusters Score: Raw -510029.486919 + Penalty 2836.106389 = -507193.380530 nChanged 46 SP:Iteration 67Q (1149.408177 sec): 3 clusters Score: Raw -510041.485653 + Penalty 2836.106389 = -507205.379264 nChanged 41 SP:Iteration 68Q (1149.430626 sec): 3 clusters Score: Raw -510051.902445 + Penalty 2836.106389 = -507215.796056 nChanged 37 SP:Iteration 69Q (1149.452975 sec): 3 clusters Score: Raw -510063.568860 + Penalty 2836.106389 = -507227.462471 nChanged 46 SP:Iteration 70Q (1149.475289 sec): 3 clusters Score: Raw -510079.930256 + Penalty 2836.106389 = -507243.823868 nChanged 53 SP:Iteration 71Q (1149.497478 sec): 3 clusters Score: Raw -510096.671755 + Penalty 2836.106389 = -507260.565366 nChanged 56 SP:Iteration 72Q (1149.519669 sec): 3 clusters Score: Raw -510114.829177 + Penalty 2836.106389 = -507278.722788 nChanged 58 SP:Iteration 73Q (1149.541869 sec): 3 clusters Score: Raw -510134.518441 + Penalty 2836.106389 = -507298.412052 nChanged 55 SP:Iteration 74Q (1149.564069 sec): 3 clusters Score: Raw -510152.402389 + Penalty 2836.106389 = -507316.296000 nChanged 49 SP:Iteration 75Q (1149.586352 sec): 3 clusters Score: Raw -510169.954102 + Penalty 2836.106389 = -507333.847713 nChanged 58 SP:Iteration 76Q (1149.608804 sec): 3 clusters Score: Raw -510192.890850 + Penalty 2836.106389 = -507356.784462 nChanged 65 SP:Iteration 77Q (1149.630916 sec): 3 clusters Score: Raw -510221.291565 + Penalty 2836.106389 = -507385.185176 nChanged 68 SP:Iteration 78Q (1149.653198 sec): 3 clusters Score: Raw -510249.599707 + Penalty 2836.106389 = -507413.493318 nChanged 59 SP:Iteration 79Q (1149.675618 sec): 3 clusters Score: Raw -510271.677703 + Penalty 2836.106389 = -507435.571314 nChanged 54 SP:Iteration 80F (1149.698720 sec): 3 clusters Score: Raw -510289.824346 + Penalty 2836.106389 = -507453.717957 nChanged 51 SP:Iteration 81Q (1149.720870 sec): 3 clusters Score: Raw -510310.441655 + Penalty 2836.106389 = -507474.335266 nChanged 55 SP:Iteration 82Q (1149.743211 sec): 3 clusters Score: Raw -510341.396130 + Penalty 2836.106389 = -507505.289741 nChanged 75 SP:Iteration 83Q (1149.765644 sec): 3 clusters Score: Raw -510387.703989 + Penalty 2836.106389 = -507551.597600 nChanged 80 SP:Iteration 84Q (1149.787938 sec): 3 clusters Score: Raw -510430.450182 + Penalty 2836.106389 = -507594.343793 nChanged 69 SP:Iteration 85Q (1149.809800 sec): 3 clusters Score: Raw -510464.069300 + Penalty 2836.106389 = -507627.962911 nChanged 73 SP:Iteration 86Q (1149.832033 sec): 3 clusters Score: Raw -510505.395668 + Penalty 2836.106389 = -507669.289279 nChanged 72 SP:Iteration 87Q (1149.854255 sec): 3 clusters Score: Raw -510552.588645 + Penalty 2836.106389 = -507716.482257 nChanged 80 SP:Iteration 88Q (1149.876347 sec): 3 clusters Score: Raw -510618.587553 + Penalty 2836.106389 = -507782.481164 nChanged 70 SP:Iteration 89Q (1149.897892 sec): 3 clusters Score: Raw -510668.580926 + Penalty 2836.106389 = -507832.474537 nChanged 61 SP:Iteration 90Q (1149.919713 sec): 3 clusters Score: Raw -510704.602520 + Penalty 2836.106389 = -507868.496131 nChanged 53 SP:Iteration 91Q (1149.941360 sec): 3 clusters Score: Raw -510734.031077 + Penalty 2836.106389 = -507897.924688 nChanged 43 SP:Iteration 92Q (1149.962730 sec): 3 clusters Score: Raw -510755.770317 + Penalty 2836.106389 = -507919.663928 nChanged 27 SP:Iteration 93Q (1149.983993 sec): 3 clusters Score: Raw -510764.789284 + Penalty 2836.106389 = -507928.682895 nChanged 18 SP:Iteration 94Q (1150.005454 sec): 3 clusters Score: Raw -510769.666780 + Penalty 2836.106389 = -507933.560391 nChanged 6 SP:Iteration 95Q (1150.026812 sec): 3 clusters Score: Raw -510770.749939 + Penalty 2836.106389 = -507934.643550 nChanged 7 SP:Iteration 96Q (1150.047807 sec): 3 clusters Score: Raw -510771.968535 + Penalty 2836.106389 = -507935.862146 nChanged 6 SP:Iteration 97Q (1150.069111 sec): 3 clusters Score: Raw -510773.585493 + Penalty 2836.106389 = -507937.479104 nChanged 7 SP:Iteration 98Q (1150.090444 sec): 3 clusters Score: Raw -510775.139956 + Penalty 2836.106389 = -507939.033567 nChanged 7 SP:Iteration 99Q (1150.111638 sec): 3 clusters Score: Raw -510776.413852 + Penalty 2836.106389 = -507940.307463 nChanged 4 SP:Iteration 100F (1150.134785 sec): 3 clusters Score: Raw -510777.133591 + Penalty 2836.106389 = -507941.027202 nChanged 5 SP:Iteration 101Q (1150.156261 sec): 3 clusters Score: Raw -510777.953543 + Penalty 2836.106389 = -507941.847154 nChanged 4 SP:Iteration 102Q (1150.177556 sec): 3 clusters Score: Raw -510779.341249 + Penalty 2836.106389 = -507943.234860 nChanged 4 SP:Iteration 103Q (1150.199024 sec): 3 clusters Score: Raw -510780.098584 + Penalty 2836.106389 = -507943.992195 nChanged 1 SP:Iteration 104Q (1150.220366 sec): 3 clusters Score: Raw -510780.267978 + Penalty 2836.106389 = -507944.161589 nChanged 2 SP:Iteration 105Q (1150.241695 sec): 3 clusters Score: Raw -510780.512292 + Penalty 2836.106389 = -507944.405903 nChanged 3 SP:Iteration 106Q (1150.262753 sec): 3 clusters Score: Raw -510780.836111 + Penalty 2836.106389 = -507944.729722 nChanged 1 SP:Iteration 107Q (1150.284013 sec): 3 clusters Score: Raw -510781.055141 + Penalty 2836.106389 = -507944.948753 nChanged 2 SP:Iteration 108Q (1150.305387 sec): 3 clusters Score: Raw -510781.267189 + Penalty 2836.106389 = -507945.160800 nChanged 2 SP:Iteration 109Q (1150.326760 sec): 3 clusters Score: Raw -510782.210574 + Penalty 2836.106389 = -507946.104186 nChanged 5 SP:Iteration 110Q (1150.348156 sec): 3 clusters Score: Raw -510783.005628 + Penalty 2836.106389 = -507946.899239 nChanged 3 SP:Iteration 111Q (1150.369561 sec): 3 clusters Score: Raw -510783.640440 + Penalty 2836.106389 = -507947.534051 nChanged 4 SP:Iteration 112Q (1150.390799 sec): 3 clusters Score: Raw -510784.298858 + Penalty 2836.106389 = -507948.192469 nChanged 1 SP:Iteration 113Q (1150.412132 sec): 3 clusters Score: Raw -510784.602524 + Penalty 2836.106389 = -507948.496135 nChanged 1 SP:Iteration 114Q (1150.433514 sec): 3 clusters Score: Raw -510784.872550 + Penalty 2836.106389 = -507948.766161 nChanged 0 SP:Iteration 115F (1150.456774 sec): 3 clusters Score: Raw -510784.872550 + Penalty 2836.106389 = -507948.766161 nChanged 0 Trying to split cluster 6 (51116 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1150.536734 sec): 2 clusters Score: Raw -4228650.983006 + Penalty 1761.801086 = -4226889.181919 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1150.636308 sec): 3 clusters Score: Raw -4196236.698970 + Penalty 3523.602173 = -4192713.096798 nChanged 23864 SP:Iteration 1F (1150.729676 sec): 3 clusters Score: Raw -4210195.141811 + Penalty 3523.602173 = -4206671.539638 nChanged 2281 SP:Iteration 2Q (1150.827581 sec): 3 clusters Score: Raw -4211003.456174 + Penalty 3523.602173 = -4207479.854001 nChanged 2323 SP:Iteration 3Q (1150.925769 sec): 3 clusters Score: Raw -4211947.582609 + Penalty 3523.602173 = -4208423.980436 nChanged 2449 SP:Iteration 4Q (1151.023700 sec): 3 clusters Score: Raw -4213055.083798 + Penalty 3523.602173 = -4209531.481625 nChanged 2652 SP:Iteration 5F (1151.117002 sec): 3 clusters Score: Raw -4214318.011763 + Penalty 3523.602173 = -4210794.409591 nChanged 2713 SP:Iteration 6F (1151.210404 sec): 3 clusters Score: Raw -4215669.344801 + Penalty 3523.602173 = -4212145.742628 nChanged 2558 SP:Iteration 7F (1151.320093 sec): 3 clusters Score: Raw -4216903.005599 + Penalty 3523.602173 = -4213379.403426 nChanged 2418 SP:Iteration 8Q (1151.417724 sec): 3 clusters Score: Raw -4217958.478363 + Penalty 3523.602173 = -4214434.876190 nChanged 2163 SP:Iteration 9Q (1151.514540 sec): 3 clusters Score: Raw -4218794.863833 + Penalty 3523.602173 = -4215271.261660 nChanged 1819 SP:Iteration 10Q (1151.613862 sec): 3 clusters Score: Raw -4219400.695601 + Penalty 3523.602173 = -4215877.093428 nChanged 1558 SP:Iteration 11Q (1151.710151 sec): 3 clusters Score: Raw -4219866.467776 + Penalty 3523.602173 = -4216342.865603 nChanged 1303 SP:Iteration 12Q (1151.806038 sec): 3 clusters Score: Raw -4220230.264526 + Penalty 3523.602173 = -4216706.662354 nChanged 1124 SP:Iteration 13Q (1151.901500 sec): 3 clusters Score: Raw -4220536.816514 + Penalty 3523.602173 = -4217013.214342 nChanged 1043 SP:Iteration 14Q (1151.996947 sec): 3 clusters Score: Raw -4220813.134963 + Penalty 3523.602173 = -4217289.532791 nChanged 1037 SP:Iteration 15Q (1152.102262 sec): 3 clusters Score: Raw -4221087.715553 + Penalty 3523.602173 = -4217564.113381 nChanged 1044 SP:Iteration 16Q (1152.198231 sec): 3 clusters Score: Raw -4221372.340720 + Penalty 3523.602173 = -4217848.738547 nChanged 1087 SP:Iteration 17Q (1152.292462 sec): 3 clusters Score: Raw -4221680.587285 + Penalty 3523.602173 = -4218156.985112 nChanged 1196 SP:Iteration 18Q (1152.399290 sec): 3 clusters Score: Raw -4222029.862653 + Penalty 3523.602173 = -4218506.260481 nChanged 1281 SP:Iteration 19Q (1152.493049 sec): 3 clusters Score: Raw -4222435.318618 + Penalty 3523.602173 = -4218911.716445 nChanged 1416 SP:Iteration 20F (1152.586435 sec): 3 clusters Score: Raw -4222915.147099 + Penalty 3523.602173 = -4219391.544926 nChanged 1518 SP:Iteration 21Q (1152.678072 sec): 3 clusters Score: Raw -4223471.076328 + Penalty 3523.602173 = -4219947.474155 nChanged 1592 SP:Iteration 22Q (1152.769924 sec): 3 clusters Score: Raw -4224126.795177 + Penalty 3523.602173 = -4220603.193005 nChanged 1630 SP:Iteration 23Q (1152.859902 sec): 3 clusters Score: Raw -4224846.000529 + Penalty 3523.602173 = -4221322.398357 nChanged 1571 SP:Iteration 24Q (1152.949421 sec): 3 clusters Score: Raw -4225555.200626 + Penalty 3523.602173 = -4222031.598454 nChanged 1430 SP:Iteration 25Q (1153.037048 sec): 3 clusters Score: Raw -4226198.862310 + Penalty 3523.602173 = -4222675.260137 nChanged 1226 SP:Iteration 26Q (1153.123322 sec): 3 clusters Score: Raw -4226754.167343 + Penalty 3523.602173 = -4223230.565170 nChanged 1083 SP:Iteration 27Q (1153.208982 sec): 3 clusters Score: Raw -4227244.693664 + Penalty 3523.602173 = -4223721.091491 nChanged 905 SP:Iteration 28Q (1153.293662 sec): 3 clusters Score: Raw -4227642.808006 + Penalty 3523.602173 = -4224119.205834 nChanged 753 SP:Iteration 29Q (1153.377218 sec): 3 clusters Score: Raw -4227978.845806 + Penalty 3523.602173 = -4224455.243634 nChanged 587 SP:Iteration 30Q (1153.459758 sec): 3 clusters Score: Raw -4228234.871061 + Penalty 3523.602173 = -4224711.268889 nChanged 466 SP:Iteration 31Q (1153.541444 sec): 3 clusters Score: Raw -4228421.797529 + Penalty 3523.602173 = -4224898.195356 nChanged 377 SP:Iteration 32Q (1153.622365 sec): 3 clusters Score: Raw -4228578.707978 + Penalty 3523.602173 = -4225055.105806 nChanged 312 SP:Iteration 33Q (1153.703153 sec): 3 clusters Score: Raw -4228712.545799 + Penalty 3523.602173 = -4225188.943627 nChanged 251 SP:Iteration 34Q (1153.783280 sec): 3 clusters Score: Raw -4228816.742692 + Penalty 3523.602173 = -4225293.140519 nChanged 219 SP:Iteration 35Q (1153.863044 sec): 3 clusters Score: Raw -4228917.061665 + Penalty 3523.602173 = -4225393.459492 nChanged 188 SP:Iteration 36Q (1153.952436 sec): 3 clusters Score: Raw -4229014.151051 + Penalty 3523.602173 = -4225490.548878 nChanged 154 SP:Iteration 37Q (1154.031115 sec): 3 clusters Score: Raw -4229097.744530 + Penalty 3523.602173 = -4225574.142357 nChanged 157 SP:Iteration 38Q (1154.109409 sec): 3 clusters Score: Raw -4229190.802379 + Penalty 3523.602173 = -4225667.200206 nChanged 142 SP:Iteration 39Q (1154.187445 sec): 3 clusters Score: Raw -4229268.736554 + Penalty 3523.602173 = -4225745.134381 nChanged 128 SP:Iteration 40F (1154.279610 sec): 3 clusters Score: Raw -4229339.816414 + Penalty 3523.602173 = -4225816.214242 nChanged 102 SP:Iteration 41Q (1154.357724 sec): 3 clusters Score: Raw -4229398.589776 + Penalty 3523.602173 = -4225874.987603 nChanged 89 SP:Iteration 42Q (1154.435142 sec): 3 clusters Score: Raw -4229455.362267 + Penalty 3523.602173 = -4225931.760095 nChanged 97 SP:Iteration 43Q (1154.512540 sec): 3 clusters Score: Raw -4229508.564216 + Penalty 3523.602173 = -4225984.962043 nChanged 94 SP:Iteration 44Q (1154.589762 sec): 3 clusters Score: Raw -4229559.362720 + Penalty 3523.602173 = -4226035.760548 nChanged 83 SP:Iteration 45Q (1154.666810 sec): 3 clusters Score: Raw -4229605.929577 + Penalty 3523.602173 = -4226082.327404 nChanged 66 SP:Iteration 46Q (1154.778560 sec): 3 clusters Score: Raw -4229641.911030 + Penalty 3523.602173 = -4226118.308858 nChanged 60 SP:Iteration 47Q (1154.857313 sec): 3 clusters Score: Raw -4229670.598987 + Penalty 3523.602173 = -4226146.996815 nChanged 48 SP:Iteration 48Q (1154.933745 sec): 3 clusters Score: Raw -4229694.950276 + Penalty 3523.602173 = -4226171.348104 nChanged 50 SP:Iteration 49Q (1155.010566 sec): 3 clusters Score: Raw -4229718.250655 + Penalty 3523.602173 = -4226194.648483 nChanged 40 SP:Iteration 50Q (1155.112990 sec): 3 clusters Score: Raw -4229739.339531 + Penalty 3523.602173 = -4226215.737358 nChanged 34 SP:Iteration 51Q (1155.189821 sec): 3 clusters Score: Raw -4229754.657144 + Penalty 3523.602173 = -4226231.054971 nChanged 43 SP:Iteration 52Q (1155.266712 sec): 3 clusters Score: Raw -4229775.026570 + Penalty 3523.602173 = -4226251.424398 nChanged 38 SP:Iteration 53Q (1155.361466 sec): 3 clusters Score: Raw -4229791.508393 + Penalty 3523.602173 = -4226267.906220 nChanged 38 SP:Iteration 54Q (1155.439283 sec): 3 clusters Score: Raw -4229806.417110 + Penalty 3523.602173 = -4226282.814938 nChanged 38 SP:Iteration 55Q (1155.517425 sec): 3 clusters Score: Raw -4229821.786369 + Penalty 3523.602173 = -4226298.184197 nChanged 29 SP:Iteration 56Q (1155.592428 sec): 3 clusters Score: Raw -4229833.279811 + Penalty 3523.602173 = -4226309.677638 nChanged 20 SP:Iteration 57Q (1155.670270 sec): 3 clusters Score: Raw -4229840.701301 + Penalty 3523.602173 = -4226317.099129 nChanged 20 SP:Iteration 58Q (1155.746676 sec): 3 clusters Score: Raw -4229847.966589 + Penalty 3523.602173 = -4226324.364416 nChanged 26 SP:Iteration 59Q (1155.823557 sec): 3 clusters Score: Raw -4229856.909603 + Penalty 3523.602173 = -4226333.307430 nChanged 26 SP:Iteration 60F (1155.916134 sec): 3 clusters Score: Raw -4229892.102654 + Penalty 3523.602173 = -4226368.500481 nChanged 42 SP:Iteration 61Q (1155.993250 sec): 3 clusters Score: Raw -4229917.795514 + Penalty 3523.602173 = -4226394.193342 nChanged 33 SP:Iteration 62Q (1156.071417 sec): 3 clusters Score: Raw -4229929.609161 + Penalty 3523.602173 = -4226406.006989 nChanged 29 SP:Iteration 63Q (1156.148745 sec): 3 clusters Score: Raw -4229941.455764 + Penalty 3523.602173 = -4226417.853591 nChanged 27 SP:Iteration 64Q (1156.252789 sec): 3 clusters Score: Raw -4229951.343686 + Penalty 3523.602173 = -4226427.741513 nChanged 20 SP:Iteration 65Q (1156.340428 sec): 3 clusters Score: Raw -4229959.373630 + Penalty 3523.602173 = -4226435.771457 nChanged 21 SP:Iteration 66Q (1156.417138 sec): 3 clusters Score: Raw -4229965.394749 + Penalty 3523.602173 = -4226441.792576 nChanged 16 SP:Iteration 67Q (1156.493637 sec): 3 clusters Score: Raw -4229970.166636 + Penalty 3523.602173 = -4226446.564463 nChanged 11 SP:Iteration 68Q (1156.570494 sec): 3 clusters Score: Raw -4229972.527993 + Penalty 3523.602173 = -4226448.925820 nChanged 11 SP:Iteration 69Q (1156.647152 sec): 3 clusters Score: Raw -4229976.372633 + Penalty 3523.602173 = -4226452.770461 nChanged 16 SP:Iteration 70Q (1156.723791 sec): 3 clusters Score: Raw -4229980.774354 + Penalty 3523.602173 = -4226457.172182 nChanged 12 SP:Iteration 71Q (1156.800533 sec): 3 clusters Score: Raw -4229984.909744 + Penalty 3523.602173 = -4226461.307572 nChanged 10 SP:Iteration 72Q (1156.877049 sec): 3 clusters Score: Raw -4229988.294152 + Penalty 3523.602173 = -4226464.691979 nChanged 7 SP:Iteration 73Q (1156.953601 sec): 3 clusters Score: Raw -4229992.242680 + Penalty 3523.602173 = -4226468.640507 nChanged 13 SP:Iteration 74Q (1157.030289 sec): 3 clusters Score: Raw -4229995.884354 + Penalty 3523.602173 = -4226472.282181 nChanged 11 SP:Iteration 75Q (1157.108027 sec): 3 clusters Score: Raw -4229998.722041 + Penalty 3523.602173 = -4226475.119868 nChanged 6 SP:Iteration 76Q (1157.209434 sec): 3 clusters Score: Raw -4230000.126048 + Penalty 3523.602173 = -4226476.523875 nChanged 7 SP:Iteration 77Q (1157.286323 sec): 3 clusters Score: Raw -4230002.114750 + Penalty 3523.602173 = -4226478.512577 nChanged 5 SP:Iteration 78Q (1157.362899 sec): 3 clusters Score: Raw -4230003.470917 + Penalty 3523.602173 = -4226479.868745 nChanged 4 SP:Iteration 79Q (1157.439420 sec): 3 clusters Score: Raw -4230005.068835 + Penalty 3523.602173 = -4226481.466662 nChanged 3 SP:Iteration 80F (1157.531601 sec): 3 clusters Score: Raw -4230005.587827 + Penalty 3523.602173 = -4226481.985655 nChanged 3 SP:Iteration 81Q (1157.608826 sec): 3 clusters Score: Raw -4230006.082951 + Penalty 3523.602173 = -4226482.480779 nChanged 1 SP:Iteration 82Q (1157.685662 sec): 3 clusters Score: Raw -4230006.223444 + Penalty 3523.602173 = -4226482.621272 nChanged 0 SP:Iteration 83F (1157.777741 sec): 3 clusters Score: Raw -4230006.223444 + Penalty 3523.602173 = -4226482.621272 nChanged 0 Trying to split cluster 7 (3337 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1157.785800 sec): 2 clusters Score: Raw -244355.784316 + Penalty 1318.334465 = -243037.449851 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1157.803404 sec): 3 clusters Score: Raw -242784.200399 + Penalty 2636.668931 = -240147.531468 nChanged 1298 SP:Iteration 1F (1157.819890 sec): 3 clusters Score: Raw -243567.523166 + Penalty 2636.668931 = -240930.854236 nChanged 228 SP:Iteration 2F (1157.836101 sec): 3 clusters Score: Raw -243697.925989 + Penalty 2636.668931 = -241061.257058 nChanged 141 SP:Iteration 3Q (1157.852707 sec): 3 clusters Score: Raw -243773.003385 + Penalty 2636.668931 = -241136.334455 nChanged 113 SP:Iteration 4Q (1157.869290 sec): 3 clusters Score: Raw -243829.382649 + Penalty 2636.668931 = -241192.713719 nChanged 80 SP:Iteration 5Q (1157.885683 sec): 3 clusters Score: Raw -243869.931940 + Penalty 2636.668931 = -241233.263010 nChanged 64 SP:Iteration 6Q (1157.902257 sec): 3 clusters Score: Raw -243900.368750 + Penalty 2636.668931 = -241263.699819 nChanged 66 SP:Iteration 7Q (1157.918718 sec): 3 clusters Score: Raw -243934.705402 + Penalty 2636.668931 = -241298.036472 nChanged 57 SP:Iteration 8Q (1157.935175 sec): 3 clusters Score: Raw -243959.206168 + Penalty 2636.668931 = -241322.537238 nChanged 56 SP:Iteration 9Q (1157.951789 sec): 3 clusters Score: Raw -243985.747493 + Penalty 2636.668931 = -241349.078563 nChanged 62 SP:Iteration 10Q (1157.968517 sec): 3 clusters Score: Raw -244012.258622 + Penalty 2636.668931 = -241375.589691 nChanged 53 SP:Iteration 11Q (1157.984877 sec): 3 clusters Score: Raw -244040.774976 + Penalty 2636.668931 = -241404.106045 nChanged 66 SP:Iteration 12Q (1158.001318 sec): 3 clusters Score: Raw -244070.949215 + Penalty 2636.668931 = -241434.280285 nChanged 50 SP:Iteration 13Q (1158.035705 sec): 3 clusters Score: Raw -244096.090342 + Penalty 2636.668931 = -241459.421411 nChanged 44 SP:Iteration 14Q (1158.052348 sec): 3 clusters Score: Raw -244117.514325 + Penalty 2636.668931 = -241480.845394 nChanged 35 SP:Iteration 15Q (1158.068785 sec): 3 clusters Score: Raw -244135.334644 + Penalty 2636.668931 = -241498.665714 nChanged 33 SP:Iteration 16Q (1158.085156 sec): 3 clusters Score: Raw -244149.068132 + Penalty 2636.668931 = -241512.399202 nChanged 20 SP:Iteration 17Q (1158.101442 sec): 3 clusters Score: Raw -244159.195279 + Penalty 2636.668931 = -241522.526349 nChanged 24 SP:Iteration 18Q (1158.119769 sec): 3 clusters Score: Raw -244169.731055 + Penalty 2636.668931 = -241533.062124 nChanged 25 SP:Iteration 19Q (1158.136123 sec): 3 clusters Score: Raw -244183.576176 + Penalty 2636.668931 = -241546.907245 nChanged 31 SP:Iteration 20F (1158.152698 sec): 3 clusters Score: Raw -244193.281334 + Penalty 2636.668931 = -241556.612404 nChanged 26 SP:Iteration 21Q (1158.169125 sec): 3 clusters Score: Raw -244204.851903 + Penalty 2636.668931 = -241568.182973 nChanged 29 SP:Iteration 22Q (1158.185329 sec): 3 clusters Score: Raw -244220.066765 + Penalty 2636.668931 = -241583.397834 nChanged 33 SP:Iteration 23Q (1158.201665 sec): 3 clusters Score: Raw -244235.956337 + Penalty 2636.668931 = -241599.287406 nChanged 22 SP:Iteration 24Q (1158.217865 sec): 3 clusters Score: Raw -244243.404135 + Penalty 2636.668931 = -241606.735204 nChanged 23 SP:Iteration 25Q (1158.234060 sec): 3 clusters Score: Raw -244251.499263 + Penalty 2636.668931 = -241614.830332 nChanged 20 SP:Iteration 26Q (1158.250446 sec): 3 clusters Score: Raw -244259.999039 + Penalty 2636.668931 = -241623.330108 nChanged 29 SP:Iteration 27Q (1158.268904 sec): 3 clusters Score: Raw -244269.929435 + Penalty 2636.668931 = -241633.260504 nChanged 25 SP:Iteration 28Q (1158.285141 sec): 3 clusters Score: Raw -244278.722682 + Penalty 2636.668931 = -241642.053751 nChanged 20 SP:Iteration 29Q (1158.301500 sec): 3 clusters Score: Raw -244285.307141 + Penalty 2636.668931 = -241648.638210 nChanged 14 SP:Iteration 30Q (1158.317917 sec): 3 clusters Score: Raw -244292.087654 + Penalty 2636.668931 = -241655.418723 nChanged 9 SP:Iteration 31Q (1158.336274 sec): 3 clusters Score: Raw -244295.176903 + Penalty 2636.668931 = -241658.507972 nChanged 10 SP:Iteration 32Q (1158.352652 sec): 3 clusters Score: Raw -244298.963949 + Penalty 2636.668931 = -241662.295018 nChanged 13 SP:Iteration 33Q (1158.368972 sec): 3 clusters Score: Raw -244303.202717 + Penalty 2636.668931 = -241666.533786 nChanged 7 SP:Iteration 34Q (1158.385122 sec): 3 clusters Score: Raw -244305.313294 + Penalty 2636.668931 = -241668.644363 nChanged 4 SP:Iteration 35Q (1158.401418 sec): 3 clusters Score: Raw -244306.782831 + Penalty 2636.668931 = -241670.113900 nChanged 9 SP:Iteration 36Q (1158.417726 sec): 3 clusters Score: Raw -244309.221454 + Penalty 2636.668931 = -241672.552523 nChanged 10 SP:Iteration 37Q (1158.433902 sec): 3 clusters Score: Raw -244312.762661 + Penalty 2636.668931 = -241676.093730 nChanged 8 SP:Iteration 38Q (1158.451546 sec): 3 clusters Score: Raw -244315.170602 + Penalty 2636.668931 = -241678.501671 nChanged 3 SP:Iteration 39Q (1158.467915 sec): 3 clusters Score: Raw -244315.935960 + Penalty 2636.668931 = -241679.267029 nChanged 4 SP:Iteration 40F (1158.484463 sec): 3 clusters Score: Raw -244316.973624 + Penalty 2636.668931 = -241680.304693 nChanged 8 SP:Iteration 41Q (1158.500757 sec): 3 clusters Score: Raw -244318.621602 + Penalty 2636.668931 = -241681.952672 nChanged 7 SP:Iteration 42Q (1158.554614 sec): 3 clusters Score: Raw -244321.349258 + Penalty 2636.668931 = -241684.680327 nChanged 8 SP:Iteration 43Q (1158.582907 sec): 3 clusters Score: Raw -244324.259358 + Penalty 2636.668931 = -241687.590427 nChanged 3 SP:Iteration 44Q (1158.599307 sec): 3 clusters Score: Raw -244325.011975 + Penalty 2636.668931 = -241688.343044 nChanged 1 SP:Iteration 45Q (1158.615621 sec): 3 clusters Score: Raw -244325.278997 + Penalty 2636.668931 = -241688.610066 nChanged 2 SP:Iteration 46Q (1158.631680 sec): 3 clusters Score: Raw -244326.180198 + Penalty 2636.668931 = -241689.511267 nChanged 1 SP:Iteration 47Q (1158.648066 sec): 3 clusters Score: Raw -244326.478802 + Penalty 2636.668931 = -241689.809871 nChanged 2 SP:Iteration 48Q (1158.664312 sec): 3 clusters Score: Raw -244326.889499 + Penalty 2636.668931 = -241690.220568 nChanged 1 SP:Iteration 49Q (1158.680613 sec): 3 clusters Score: Raw -244327.222185 + Penalty 2636.668931 = -241690.553255 nChanged 4 SP:Iteration 50Q (1158.696916 sec): 3 clusters Score: Raw -244328.568546 + Penalty 2636.668931 = -241691.899615 nChanged 3 SP:Iteration 51Q (1158.713053 sec): 3 clusters Score: Raw -244329.826301 + Penalty 2636.668931 = -241693.157370 nChanged 6 SP:Iteration 52Q (1158.729117 sec): 3 clusters Score: Raw -244332.685188 + Penalty 2636.668931 = -241696.016257 nChanged 13 SP:Iteration 53Q (1158.745383 sec): 3 clusters Score: Raw -244338.943118 + Penalty 2636.668931 = -241702.274187 nChanged 13 SP:Iteration 54Q (1158.761493 sec): 3 clusters Score: Raw -244343.433736 + Penalty 2636.668931 = -241706.764805 nChanged 14 SP:Iteration 55Q (1158.777773 sec): 3 clusters Score: Raw -244347.808431 + Penalty 2636.668931 = -241711.139501 nChanged 10 SP:Iteration 56Q (1158.794003 sec): 3 clusters Score: Raw -244351.014266 + Penalty 2636.668931 = -241714.345335 nChanged 7 SP:Iteration 57Q (1158.810238 sec): 3 clusters Score: Raw -244353.306208 + Penalty 2636.668931 = -241716.637278 nChanged 8 SP:Iteration 58Q (1158.826482 sec): 3 clusters Score: Raw -244356.728919 + Penalty 2636.668931 = -241720.059989 nChanged 13 SP:Iteration 59Q (1158.842728 sec): 3 clusters Score: Raw -244360.184832 + Penalty 2636.668931 = -241723.515902 nChanged 10 SP:Iteration 60F (1158.859057 sec): 3 clusters Score: Raw -244362.985045 + Penalty 2636.668931 = -241726.316114 nChanged 6 SP:Iteration 61Q (1158.875279 sec): 3 clusters Score: Raw -244365.769761 + Penalty 2636.668931 = -241729.100830 nChanged 9 SP:Iteration 62Q (1158.891364 sec): 3 clusters Score: Raw -244369.680799 + Penalty 2636.668931 = -241733.011869 nChanged 15 SP:Iteration 63Q (1158.907595 sec): 3 clusters Score: Raw -244376.106727 + Penalty 2636.668931 = -241739.437797 nChanged 20 SP:Iteration 64Q (1158.923793 sec): 3 clusters Score: Raw -244383.990547 + Penalty 2636.668931 = -241747.321616 nChanged 22 SP:Iteration 65Q (1158.939978 sec): 3 clusters Score: Raw -244393.917810 + Penalty 2636.668931 = -241757.248880 nChanged 27 SP:Iteration 66Q (1158.956142 sec): 3 clusters Score: Raw -244406.652332 + Penalty 2636.668931 = -241769.983402 nChanged 24 SP:Iteration 67Q (1158.972329 sec): 3 clusters Score: Raw -244418.260504 + Penalty 2636.668931 = -241781.591573 nChanged 25 SP:Iteration 68Q (1158.988482 sec): 3 clusters Score: Raw -244430.677260 + Penalty 2636.668931 = -241794.008330 nChanged 29 SP:Iteration 69Q (1159.004633 sec): 3 clusters Score: Raw -244446.283199 + Penalty 2636.668931 = -241809.614268 nChanged 24 SP:Iteration 70Q (1159.020771 sec): 3 clusters Score: Raw -244456.903531 + Penalty 2636.668931 = -241820.234600 nChanged 18 SP:Iteration 71Q (1159.036872 sec): 3 clusters Score: Raw -244467.535671 + Penalty 2636.668931 = -241830.866740 nChanged 22 SP:Iteration 72Q (1159.052933 sec): 3 clusters Score: Raw -244480.133429 + Penalty 2636.668931 = -241843.464499 nChanged 18 SP:Iteration 73Q (1159.069017 sec): 3 clusters Score: Raw -244499.946655 + Penalty 2636.668931 = -241863.277724 nChanged 30 SP:Iteration 74Q (1159.085091 sec): 3 clusters Score: Raw -244528.161003 + Penalty 2636.668931 = -241891.492072 nChanged 34 SP:Iteration 75Q (1159.101011 sec): 3 clusters Score: Raw -244564.007429 + Penalty 2636.668931 = -241927.338499 nChanged 35 SP:Iteration 76Q (1159.116859 sec): 3 clusters Score: Raw -244594.467268 + Penalty 2636.668931 = -241957.798338 nChanged 39 SP:Iteration 77Q (1159.132851 sec): 3 clusters Score: Raw -244624.692212 + Penalty 2636.668931 = -241988.023281 nChanged 34 SP:Iteration 78Q (1159.148773 sec): 3 clusters Score: Raw -244651.002710 + Penalty 2636.668931 = -242014.333780 nChanged 37 SP:Iteration 79Q (1159.164542 sec): 3 clusters Score: Raw -244675.703559 + Penalty 2636.668931 = -242039.034628 nChanged 39 SP:Iteration 80F (1159.180800 sec): 3 clusters Score: Raw -244708.741863 + Penalty 2636.668931 = -242072.072932 nChanged 43 SP:Iteration 81Q (1159.215148 sec): 3 clusters Score: Raw -244742.835511 + Penalty 2636.668931 = -242106.166581 nChanged 25 SP:Iteration 82Q (1159.225354 sec): 3 clusters Score: Raw -244765.762572 + Penalty 2636.668931 = -242129.093641 nChanged 28 SP:Iteration 83Q (1159.240990 sec): 3 clusters Score: Raw -244780.371767 + Penalty 2636.668931 = -242143.702836 nChanged 17 SP:Iteration 84Q (1159.257298 sec): 3 clusters Score: Raw -244788.496989 + Penalty 2636.668931 = -242151.828058 nChanged 13 SP:Iteration 85Q (1159.273302 sec): 3 clusters Score: Raw -244795.502078 + Penalty 2636.668931 = -242158.833147 nChanged 13 SP:Iteration 86Q (1159.291073 sec): 3 clusters Score: Raw -244802.057747 + Penalty 2636.668931 = -242165.388817 nChanged 10 SP:Iteration 87Q (1159.306921 sec): 3 clusters Score: Raw -244806.656642 + Penalty 2636.668931 = -242169.987711 nChanged 11 SP:Iteration 88Q (1159.323586 sec): 3 clusters Score: Raw -244814.637724 + Penalty 2636.668931 = -242177.968793 nChanged 10 SP:Iteration 89Q (1159.339342 sec): 3 clusters Score: Raw -244820.455060 + Penalty 2636.668931 = -242183.786130 nChanged 7 SP:Iteration 90Q (1159.354980 sec): 3 clusters Score: Raw -244824.428645 + Penalty 2636.668931 = -242187.759715 nChanged 4 SP:Iteration 91Q (1159.370645 sec): 3 clusters Score: Raw -244826.288192 + Penalty 2636.668931 = -242189.619261 nChanged 4 SP:Iteration 92Q (1159.387213 sec): 3 clusters Score: Raw -244828.210193 + Penalty 2636.668931 = -242191.541262 nChanged 5 SP:Iteration 93Q (1159.402919 sec): 3 clusters Score: Raw -244830.056515 + Penalty 2636.668931 = -242193.387585 nChanged 4 SP:Iteration 94Q (1159.418422 sec): 3 clusters Score: Raw -244831.485963 + Penalty 2636.668931 = -242194.817032 nChanged 5 SP:Iteration 95Q (1159.434084 sec): 3 clusters Score: Raw -244833.172392 + Penalty 2636.668931 = -242196.503461 nChanged 2 SP:Iteration 96Q (1159.450639 sec): 3 clusters Score: Raw -244833.774130 + Penalty 2636.668931 = -242197.105199 nChanged 1 SP:Iteration 97Q (1159.466348 sec): 3 clusters Score: Raw -244834.254286 + Penalty 2636.668931 = -242197.585355 nChanged 3 SP:Iteration 98Q (1159.481973 sec): 3 clusters Score: Raw -244835.873889 + Penalty 2636.668931 = -242199.204958 nChanged 2 SP:Iteration 99Q (1159.497632 sec): 3 clusters Score: Raw -244836.374090 + Penalty 2636.668931 = -242199.705159 nChanged 1 SP:Iteration 100F (1159.538885 sec): 3 clusters Score: Raw -244836.712218 + Penalty 2636.668931 = -242200.043288 nChanged 1 SP:Iteration 101Q (1159.553715 sec): 3 clusters Score: Raw -244836.921834 + Penalty 2636.668931 = -242200.252903 nChanged 0 SP:Iteration 102F (1159.571556 sec): 3 clusters Score: Raw -244836.921834 + Penalty 2636.668931 = -242200.252903 nChanged 0 Trying to split cluster 8 (1538 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1159.586864 sec): 2 clusters Score: Raw -120715.439506 + Penalty 1192.463699 = -119522.975806 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1159.595390 sec): 3 clusters Score: Raw -120163.712067 + Penalty 2384.927399 = -117778.784668 nChanged 530 SP:Iteration 1F (1159.603430 sec): 3 clusters Score: Raw -120652.780522 + Penalty 2384.927399 = -118267.853123 nChanged 130 SP:Iteration 2F (1159.611424 sec): 3 clusters Score: Raw -120764.918170 + Penalty 2384.927399 = -118379.990772 nChanged 74 SP:Iteration 3Q (1159.655733 sec): 3 clusters Score: Raw -120841.071078 + Penalty 2384.927399 = -118456.143679 nChanged 52 SP:Iteration 4Q (1159.665413 sec): 3 clusters Score: Raw -120881.550272 + Penalty 2384.927399 = -118496.622873 nChanged 36 SP:Iteration 5Q (1159.673389 sec): 3 clusters Score: Raw -120914.931353 + Penalty 2384.927399 = -118530.003954 nChanged 33 SP:Iteration 6Q (1159.681189 sec): 3 clusters Score: Raw -120951.426333 + Penalty 2384.927399 = -118566.498934 nChanged 35 SP:Iteration 7Q (1159.689050 sec): 3 clusters Score: Raw -120983.808089 + Penalty 2384.927399 = -118598.880691 nChanged 38 SP:Iteration 8Q (1159.696991 sec): 3 clusters Score: Raw -121014.903966 + Penalty 2384.927399 = -118629.976568 nChanged 37 SP:Iteration 9Q (1159.704846 sec): 3 clusters Score: Raw -121048.679798 + Penalty 2384.927399 = -118663.752400 nChanged 41 SP:Iteration 10Q (1159.712702 sec): 3 clusters Score: Raw -121082.638755 + Penalty 2384.927399 = -118697.711356 nChanged 33 SP:Iteration 11Q (1159.720567 sec): 3 clusters Score: Raw -121111.910325 + Penalty 2384.927399 = -118726.982926 nChanged 34 SP:Iteration 12Q (1159.728375 sec): 3 clusters Score: Raw -121145.072848 + Penalty 2384.927399 = -118760.145449 nChanged 34 SP:Iteration 13Q (1159.736189 sec): 3 clusters Score: Raw -121175.596761 + Penalty 2384.927399 = -118790.669362 nChanged 18 SP:Iteration 14Q (1159.743884 sec): 3 clusters Score: Raw -121190.705015 + Penalty 2384.927399 = -118805.777616 nChanged 17 SP:Iteration 15Q (1159.751664 sec): 3 clusters Score: Raw -121212.578654 + Penalty 2384.927399 = -118827.651255 nChanged 16 SP:Iteration 16Q (1159.759435 sec): 3 clusters Score: Raw -121230.477329 + Penalty 2384.927399 = -118845.549930 nChanged 12 SP:Iteration 17Q (1159.767200 sec): 3 clusters Score: Raw -121243.313010 + Penalty 2384.927399 = -118858.385611 nChanged 16 SP:Iteration 18Q (1159.774949 sec): 3 clusters Score: Raw -121263.475792 + Penalty 2384.927399 = -118878.548393 nChanged 14 SP:Iteration 19Q (1159.782659 sec): 3 clusters Score: Raw -121278.988521 + Penalty 2384.927399 = -118894.061122 nChanged 11 SP:Iteration 20F (1159.790620 sec): 3 clusters Score: Raw -121288.414487 + Penalty 2384.927399 = -118903.487088 nChanged 7 SP:Iteration 21Q (1159.798365 sec): 3 clusters Score: Raw -121297.822757 + Penalty 2384.927399 = -118912.895358 nChanged 6 SP:Iteration 22Q (1159.813739 sec): 3 clusters Score: Raw -121306.655580 + Penalty 2384.927399 = -118921.728181 nChanged 7 SP:Iteration 23Q (1159.821455 sec): 3 clusters Score: Raw -121317.794444 + Penalty 2384.927399 = -118932.867045 nChanged 7 SP:Iteration 24Q (1159.829154 sec): 3 clusters Score: Raw -121334.181496 + Penalty 2384.927399 = -118949.254097 nChanged 13 SP:Iteration 25Q (1159.836811 sec): 3 clusters Score: Raw -121352.829894 + Penalty 2384.927399 = -118967.902496 nChanged 9 SP:Iteration 26Q (1159.844438 sec): 3 clusters Score: Raw -121364.713477 + Penalty 2384.927399 = -118979.786079 nChanged 5 SP:Iteration 27Q (1159.852051 sec): 3 clusters Score: Raw -121370.991890 + Penalty 2384.927399 = -118986.064492 nChanged 4 SP:Iteration 28Q (1159.859671 sec): 3 clusters Score: Raw -121377.596387 + Penalty 2384.927399 = -118992.668988 nChanged 4 SP:Iteration 29Q (1159.867136 sec): 3 clusters Score: Raw -121381.599246 + Penalty 2384.927399 = -118996.671847 nChanged 2 SP:Iteration 30Q (1159.874694 sec): 3 clusters Score: Raw -121386.459678 + Penalty 2384.927399 = -119001.532280 nChanged 3 SP:Iteration 31Q (1159.882246 sec): 3 clusters Score: Raw -121391.535705 + Penalty 2384.927399 = -119006.608306 nChanged 1 SP:Iteration 32Q (1159.889874 sec): 3 clusters Score: Raw -121393.354170 + Penalty 2384.927399 = -119008.426771 nChanged 0 SP:Iteration 33F (1159.903646 sec): 3 clusters Score: Raw -121393.354170 + Penalty 2384.927399 = -119008.426771 nChanged 0 Trying to split cluster 9 (18185 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1159.939402 sec): 2 clusters Score: Raw -1453965.925145 + Penalty 1593.857258 = -1452372.067887 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1159.982325 sec): 3 clusters Score: Raw -1443066.147519 + Penalty 3187.714516 = -1439878.433002 nChanged 8212 SP:Iteration 1F (1160.023585 sec): 3 clusters Score: Raw -1447598.153388 + Penalty 3187.714516 = -1444410.438872 nChanged 989 SP:Iteration 2F (1160.064802 sec): 3 clusters Score: Raw -1447997.626479 + Penalty 3187.714516 = -1444809.911962 nChanged 939 SP:Iteration 3F (1160.106306 sec): 3 clusters Score: Raw -1448422.248064 + Penalty 3187.714516 = -1445234.533548 nChanged 907 SP:Iteration 4Q (1160.148145 sec): 3 clusters Score: Raw -1448843.121883 + Penalty 3187.714516 = -1445655.407366 nChanged 901 SP:Iteration 5Q (1160.189865 sec): 3 clusters Score: Raw -1449329.242181 + Penalty 3187.714516 = -1446141.527664 nChanged 950 SP:Iteration 6F (1160.231305 sec): 3 clusters Score: Raw -1449857.013965 + Penalty 3187.714516 = -1446669.299449 nChanged 934 SP:Iteration 7F (1160.272806 sec): 3 clusters Score: Raw -1450393.994465 + Penalty 3187.714516 = -1447206.279949 nChanged 869 SP:Iteration 8Q (1160.314858 sec): 3 clusters Score: Raw -1450847.589892 + Penalty 3187.714516 = -1447659.875376 nChanged 772 SP:Iteration 9Q (1160.356344 sec): 3 clusters Score: Raw -1451195.960393 + Penalty 3187.714516 = -1448008.245877 nChanged 607 SP:Iteration 10Q (1160.397904 sec): 3 clusters Score: Raw -1451455.716999 + Penalty 3187.714516 = -1448268.002483 nChanged 555 SP:Iteration 11Q (1160.439137 sec): 3 clusters Score: Raw -1451644.169291 + Penalty 3187.714516 = -1448456.454775 nChanged 410 SP:Iteration 12Q (1160.480374 sec): 3 clusters Score: Raw -1451771.123259 + Penalty 3187.714516 = -1448583.408743 nChanged 352 SP:Iteration 13Q (1160.521655 sec): 3 clusters Score: Raw -1451865.420286 + Penalty 3187.714516 = -1448677.705770 nChanged 268 SP:Iteration 14Q (1160.562566 sec): 3 clusters Score: Raw -1451931.830623 + Penalty 3187.714516 = -1448744.116106 nChanged 235 SP:Iteration 15Q (1160.632980 sec): 3 clusters Score: Raw -1451990.453532 + Penalty 3187.714516 = -1448802.739016 nChanged 238 SP:Iteration 16Q (1160.676502 sec): 3 clusters Score: Raw -1452050.152987 + Penalty 3187.714516 = -1448862.438471 nChanged 243 SP:Iteration 17Q (1160.717158 sec): 3 clusters Score: Raw -1452115.218850 + Penalty 3187.714516 = -1448927.504334 nChanged 264 SP:Iteration 18Q (1160.758220 sec): 3 clusters Score: Raw -1452187.784901 + Penalty 3187.714516 = -1449000.070385 nChanged 252 SP:Iteration 19Q (1160.831600 sec): 3 clusters Score: Raw -1452245.005075 + Penalty 3187.714516 = -1449057.290559 nChanged 235 SP:Iteration 20F (1160.868871 sec): 3 clusters Score: Raw -1452300.118640 + Penalty 3187.714516 = -1449112.404124 nChanged 231 SP:Iteration 21Q (1160.909289 sec): 3 clusters Score: Raw -1452353.763028 + Penalty 3187.714516 = -1449166.048512 nChanged 217 SP:Iteration 22Q (1160.949609 sec): 3 clusters Score: Raw -1452400.049156 + Penalty 3187.714516 = -1449212.334640 nChanged 202 SP:Iteration 23Q (1160.989653 sec): 3 clusters Score: Raw -1452444.144956 + Penalty 3187.714516 = -1449256.430439 nChanged 193 SP:Iteration 24Q (1161.029919 sec): 3 clusters Score: Raw -1452486.514328 + Penalty 3187.714516 = -1449298.799812 nChanged 195 SP:Iteration 25Q (1161.069912 sec): 3 clusters Score: Raw -1452528.550786 + Penalty 3187.714516 = -1449340.836270 nChanged 183 SP:Iteration 26Q (1161.109577 sec): 3 clusters Score: Raw -1452570.773291 + Penalty 3187.714516 = -1449383.058775 nChanged 202 SP:Iteration 27Q (1161.149252 sec): 3 clusters Score: Raw -1452625.470975 + Penalty 3187.714516 = -1449437.756459 nChanged 202 SP:Iteration 28Q (1161.188684 sec): 3 clusters Score: Raw -1452675.319325 + Penalty 3187.714516 = -1449487.604809 nChanged 200 SP:Iteration 29Q (1161.228050 sec): 3 clusters Score: Raw -1452722.993227 + Penalty 3187.714516 = -1449535.278711 nChanged 199 SP:Iteration 30Q (1161.267202 sec): 3 clusters Score: Raw -1452772.528136 + Penalty 3187.714516 = -1449584.813620 nChanged 213 SP:Iteration 31Q (1161.306486 sec): 3 clusters Score: Raw -1452840.753429 + Penalty 3187.714516 = -1449653.038913 nChanged 231 SP:Iteration 32Q (1161.352721 sec): 3 clusters Score: Raw -1452915.921178 + Penalty 3187.714516 = -1449728.206662 nChanged 220 SP:Iteration 33Q (1161.391004 sec): 3 clusters Score: Raw -1452982.834110 + Penalty 3187.714516 = -1449795.119594 nChanged 223 SP:Iteration 34Q (1161.429519 sec): 3 clusters Score: Raw -1453057.777258 + Penalty 3187.714516 = -1449870.062742 nChanged 245 SP:Iteration 35Q (1161.467764 sec): 3 clusters Score: Raw -1453146.995390 + Penalty 3187.714516 = -1449959.280874 nChanged 252 SP:Iteration 36Q (1161.505701 sec): 3 clusters Score: Raw -1453244.089160 + Penalty 3187.714516 = -1450056.374644 nChanged 243 SP:Iteration 37Q (1161.543628 sec): 3 clusters Score: Raw -1453334.362775 + Penalty 3187.714516 = -1450146.648259 nChanged 230 SP:Iteration 38Q (1161.589311 sec): 3 clusters Score: Raw -1453422.196016 + Penalty 3187.714516 = -1450234.481499 nChanged 215 SP:Iteration 39Q (1161.629114 sec): 3 clusters Score: Raw -1453506.807428 + Penalty 3187.714516 = -1450319.092912 nChanged 215 SP:Iteration 40F (1161.670475 sec): 3 clusters Score: Raw -1453597.235684 + Penalty 3187.714516 = -1450409.521168 nChanged 209 SP:Iteration 41Q (1161.707281 sec): 3 clusters Score: Raw -1453683.352333 + Penalty 3187.714516 = -1450495.637817 nChanged 196 SP:Iteration 42Q (1161.743566 sec): 3 clusters Score: Raw -1453759.027872 + Penalty 3187.714516 = -1450571.313356 nChanged 176 SP:Iteration 43Q (1161.779699 sec): 3 clusters Score: Raw -1453824.987518 + Penalty 3187.714516 = -1450637.273002 nChanged 140 SP:Iteration 44Q (1161.815429 sec): 3 clusters Score: Raw -1453886.224405 + Penalty 3187.714516 = -1450698.509888 nChanged 136 SP:Iteration 45Q (1161.862024 sec): 3 clusters Score: Raw -1453937.244380 + Penalty 3187.714516 = -1450749.529864 nChanged 125 SP:Iteration 46Q (1161.934206 sec): 3 clusters Score: Raw -1453980.340978 + Penalty 3187.714516 = -1450792.626462 nChanged 116 SP:Iteration 47Q (1162.004194 sec): 3 clusters Score: Raw -1454023.677783 + Penalty 3187.714516 = -1450835.963267 nChanged 113 SP:Iteration 48Q (1162.049567 sec): 3 clusters Score: Raw -1454065.725081 + Penalty 3187.714516 = -1450878.010565 nChanged 101 SP:Iteration 49Q (1162.085467 sec): 3 clusters Score: Raw -1454101.425257 + Penalty 3187.714516 = -1450913.710741 nChanged 96 SP:Iteration 50Q (1162.120676 sec): 3 clusters Score: Raw -1454141.448973 + Penalty 3187.714516 = -1450953.734457 nChanged 87 SP:Iteration 51Q (1162.155485 sec): 3 clusters Score: Raw -1454176.971526 + Penalty 3187.714516 = -1450989.257010 nChanged 83 SP:Iteration 52Q (1162.190202 sec): 3 clusters Score: Raw -1454204.805670 + Penalty 3187.714516 = -1451017.091154 nChanged 65 SP:Iteration 53Q (1162.224773 sec): 3 clusters Score: Raw -1454227.844176 + Penalty 3187.714516 = -1451040.129660 nChanged 56 SP:Iteration 54Q (1162.259797 sec): 3 clusters Score: Raw -1454245.747506 + Penalty 3187.714516 = -1451058.032990 nChanged 51 SP:Iteration 55Q (1162.327793 sec): 3 clusters Score: Raw -1454263.399856 + Penalty 3187.714516 = -1451075.685339 nChanged 48 SP:Iteration 56Q (1162.399774 sec): 3 clusters Score: Raw -1454282.556561 + Penalty 3187.714516 = -1451094.842044 nChanged 52 SP:Iteration 57Q (1162.443669 sec): 3 clusters Score: Raw -1454300.248672 + Penalty 3187.714516 = -1451112.534156 nChanged 37 SP:Iteration 58Q (1162.478054 sec): 3 clusters Score: Raw -1454312.044333 + Penalty 3187.714516 = -1451124.329817 nChanged 35 SP:Iteration 59Q (1162.512368 sec): 3 clusters Score: Raw -1454324.513527 + Penalty 3187.714516 = -1451136.799011 nChanged 35 SP:Iteration 60F (1162.553746 sec): 3 clusters Score: Raw -1454334.063204 + Penalty 3187.714516 = -1451146.348688 nChanged 29 SP:Iteration 61Q (1162.588244 sec): 3 clusters Score: Raw -1454342.169916 + Penalty 3187.714516 = -1451154.455399 nChanged 22 SP:Iteration 62Q (1162.622674 sec): 3 clusters Score: Raw -1454348.929381 + Penalty 3187.714516 = -1451161.214865 nChanged 22 SP:Iteration 63Q (1162.657093 sec): 3 clusters Score: Raw -1454353.540928 + Penalty 3187.714516 = -1451165.826412 nChanged 22 SP:Iteration 64Q (1162.691511 sec): 3 clusters Score: Raw -1454359.506602 + Penalty 3187.714516 = -1451171.792086 nChanged 18 SP:Iteration 65Q (1162.726239 sec): 3 clusters Score: Raw -1454364.607383 + Penalty 3187.714516 = -1451176.892867 nChanged 19 SP:Iteration 66Q (1162.767077 sec): 3 clusters Score: Raw -1454370.935802 + Penalty 3187.714516 = -1451183.221286 nChanged 24 SP:Iteration 67Q (1162.800914 sec): 3 clusters Score: Raw -1454378.303398 + Penalty 3187.714516 = -1451190.588882 nChanged 19 SP:Iteration 68Q (1162.835357 sec): 3 clusters Score: Raw -1454384.121887 + Penalty 3187.714516 = -1451196.407371 nChanged 18 SP:Iteration 69Q (1162.869652 sec): 3 clusters Score: Raw -1454388.085519 + Penalty 3187.714516 = -1451200.371003 nChanged 18 SP:Iteration 70Q (1162.904304 sec): 3 clusters Score: Raw -1454392.918898 + Penalty 3187.714516 = -1451205.204382 nChanged 15 SP:Iteration 71Q (1162.938246 sec): 3 clusters Score: Raw -1454396.833060 + Penalty 3187.714516 = -1451209.118544 nChanged 13 SP:Iteration 72Q (1162.972264 sec): 3 clusters Score: Raw -1454399.628872 + Penalty 3187.714516 = -1451211.914356 nChanged 10 SP:Iteration 73Q (1163.006668 sec): 3 clusters Score: Raw -1454402.311438 + Penalty 3187.714516 = -1451214.596922 nChanged 10 SP:Iteration 74Q (1163.040548 sec): 3 clusters Score: Raw -1454404.947436 + Penalty 3187.714516 = -1451217.232919 nChanged 11 SP:Iteration 75Q (1163.078970 sec): 3 clusters Score: Raw -1454407.688019 + Penalty 3187.714516 = -1451219.973503 nChanged 6 SP:Iteration 76Q (1163.114100 sec): 3 clusters Score: Raw -1454410.655643 + Penalty 3187.714516 = -1451222.941127 nChanged 13 SP:Iteration 77Q (1163.153894 sec): 3 clusters Score: Raw -1454418.055062 + Penalty 3187.714516 = -1451230.340546 nChanged 17 SP:Iteration 78Q (1163.189296 sec): 3 clusters Score: Raw -1454428.335058 + Penalty 3187.714516 = -1451240.620542 nChanged 20 SP:Iteration 79Q (1163.228323 sec): 3 clusters Score: Raw -1454437.327537 + Penalty 3187.714516 = -1451249.613021 nChanged 20 SP:Iteration 80F (1163.269570 sec): 3 clusters Score: Raw -1454446.409119 + Penalty 3187.714516 = -1451258.694603 nChanged 19 SP:Iteration 81Q (1163.304681 sec): 3 clusters Score: Raw -1454451.963604 + Penalty 3187.714516 = -1451264.249087 nChanged 15 SP:Iteration 82Q (1163.338701 sec): 3 clusters Score: Raw -1454455.667070 + Penalty 3187.714516 = -1451267.952554 nChanged 19 SP:Iteration 83Q (1163.373134 sec): 3 clusters Score: Raw -1454463.730261 + Penalty 3187.714516 = -1451276.015745 nChanged 19 SP:Iteration 84Q (1163.409149 sec): 3 clusters Score: Raw -1454471.238059 + Penalty 3187.714516 = -1451283.523543 nChanged 24 SP:Iteration 85Q (1163.443476 sec): 3 clusters Score: Raw -1454482.590797 + Penalty 3187.714516 = -1451294.876281 nChanged 23 SP:Iteration 86Q (1163.478190 sec): 3 clusters Score: Raw -1454490.323372 + Penalty 3187.714516 = -1451302.608856 nChanged 17 SP:Iteration 87Q (1163.511919 sec): 3 clusters Score: Raw -1454496.370256 + Penalty 3187.714516 = -1451308.655740 nChanged 18 SP:Iteration 88Q (1163.545974 sec): 3 clusters Score: Raw -1454503.031235 + Penalty 3187.714516 = -1451315.316719 nChanged 18 SP:Iteration 89Q (1163.585658 sec): 3 clusters Score: Raw -1454510.153017 + Penalty 3187.714516 = -1451322.438501 nChanged 18 SP:Iteration 90Q (1163.620030 sec): 3 clusters Score: Raw -1454518.057518 + Penalty 3187.714516 = -1451330.343002 nChanged 21 SP:Iteration 91Q (1163.653732 sec): 3 clusters Score: Raw -1454526.883315 + Penalty 3187.714516 = -1451339.168799 nChanged 21 SP:Iteration 92Q (1163.687369 sec): 3 clusters Score: Raw -1454534.442836 + Penalty 3187.714516 = -1451346.728320 nChanged 13 SP:Iteration 93Q (1163.721206 sec): 3 clusters Score: Raw -1454538.611721 + Penalty 3187.714516 = -1451350.897205 nChanged 14 SP:Iteration 94Q (1163.755879 sec): 3 clusters Score: Raw -1454545.586036 + Penalty 3187.714516 = -1451357.871520 nChanged 28 SP:Iteration 95Q (1163.796494 sec): 3 clusters Score: Raw -1454557.065400 + Penalty 3187.714516 = -1451369.350884 nChanged 19 SP:Iteration 96Q (1163.829932 sec): 3 clusters Score: Raw -1454563.372213 + Penalty 3187.714516 = -1451375.657697 nChanged 10 SP:Iteration 97Q (1163.863445 sec): 3 clusters Score: Raw -1454567.550338 + Penalty 3187.714516 = -1451379.835822 nChanged 10 SP:Iteration 98Q (1163.897079 sec): 3 clusters Score: Raw -1454570.272938 + Penalty 3187.714516 = -1451382.558422 nChanged 9 SP:Iteration 99Q (1163.930851 sec): 3 clusters Score: Raw -1454572.987223 + Penalty 3187.714516 = -1451385.272707 nChanged 8 SP:Iteration 100F (1163.972119 sec): 3 clusters Score: Raw -1454575.342637 + Penalty 3187.714516 = -1451387.628120 nChanged 6 SP:Iteration 101Q (1164.005943 sec): 3 clusters Score: Raw -1454577.647838 + Penalty 3187.714516 = -1451389.933322 nChanged 5 SP:Iteration 102Q (1164.039604 sec): 3 clusters Score: Raw -1454579.212712 + Penalty 3187.714516 = -1451391.498196 nChanged 7 SP:Iteration 103Q (1164.073310 sec): 3 clusters Score: Raw -1454582.230860 + Penalty 3187.714516 = -1451394.516344 nChanged 6 SP:Iteration 104Q (1164.107351 sec): 3 clusters Score: Raw -1454585.205202 + Penalty 3187.714516 = -1451397.490686 nChanged 9 SP:Iteration 105Q (1164.150101 sec): 3 clusters Score: Raw -1454588.814287 + Penalty 3187.714516 = -1451401.099771 nChanged 9 SP:Iteration 106Q (1164.183397 sec): 3 clusters Score: Raw -1454591.589276 + Penalty 3187.714516 = -1451403.874760 nChanged 6 SP:Iteration 107Q (1164.216961 sec): 3 clusters Score: Raw -1454594.662732 + Penalty 3187.714516 = -1451406.948216 nChanged 7 SP:Iteration 108Q (1164.250555 sec): 3 clusters Score: Raw -1454596.668884 + Penalty 3187.714516 = -1451408.954367 nChanged 5 SP:Iteration 109Q (1164.301195 sec): 3 clusters Score: Raw -1454598.070554 + Penalty 3187.714516 = -1451410.356037 nChanged 5 SP:Iteration 110Q (1164.333687 sec): 3 clusters Score: Raw -1454599.167805 + Penalty 3187.714516 = -1451411.453288 nChanged 6 SP:Iteration 111Q (1164.402098 sec): 3 clusters Score: Raw -1454601.311273 + Penalty 3187.714516 = -1451413.596757 nChanged 5 SP:Iteration 112Q (1164.435366 sec): 3 clusters Score: Raw -1454603.141368 + Penalty 3187.714516 = -1451415.426852 nChanged 3 SP:Iteration 113Q (1164.468864 sec): 3 clusters Score: Raw -1454604.029138 + Penalty 3187.714516 = -1451416.314622 nChanged 3 SP:Iteration 114Q (1164.502194 sec): 3 clusters Score: Raw -1454605.004449 + Penalty 3187.714516 = -1451417.289933 nChanged 2 SP:Iteration 115Q (1164.535929 sec): 3 clusters Score: Raw -1454605.851986 + Penalty 3187.714516 = -1451418.137470 nChanged 2 SP:Iteration 116Q (1164.569469 sec): 3 clusters Score: Raw -1454606.537431 + Penalty 3187.714516 = -1451418.822915 nChanged 1 SP:Iteration 117Q (1164.602962 sec): 3 clusters Score: Raw -1454606.795128 + Penalty 3187.714516 = -1451419.080612 nChanged 1 SP:Iteration 118Q (1164.636367 sec): 3 clusters Score: Raw -1454607.058693 + Penalty 3187.714516 = -1451419.344177 nChanged 0 SP:Iteration 119F (1164.677573 sec): 3 clusters Score: Raw -1454607.058693 + Penalty 3187.714516 = -1451419.344177 nChanged 0 Trying to split cluster 10 (3251 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1164.694147 sec): 2 clusters Score: Raw -259231.147604 + Penalty 1314.091662 = -257917.055942 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1164.711320 sec): 3 clusters Score: Raw -257705.382771 + Penalty 2628.183324 = -255077.199447 nChanged 1231 SP:Iteration 1F (1164.727824 sec): 3 clusters Score: Raw -258375.053956 + Penalty 2628.183324 = -255746.870632 nChanged 234 SP:Iteration 2F (1164.743782 sec): 3 clusters Score: Raw -258518.941517 + Penalty 2628.183324 = -255890.758193 nChanged 171 SP:Iteration 3F (1164.759789 sec): 3 clusters Score: Raw -258648.498603 + Penalty 2628.183324 = -256020.315279 nChanged 182 SP:Iteration 4F (1164.775837 sec): 3 clusters Score: Raw -258783.218334 + Penalty 2628.183324 = -256155.035010 nChanged 149 SP:Iteration 5Q (1164.792049 sec): 3 clusters Score: Raw -258902.951572 + Penalty 2628.183324 = -256274.768247 nChanged 169 SP:Iteration 6F (1164.808189 sec): 3 clusters Score: Raw -259077.908666 + Penalty 2628.183324 = -256449.725342 nChanged 171 SP:Iteration 7F (1164.824234 sec): 3 clusters Score: Raw -259291.330391 + Penalty 2628.183324 = -256663.147067 nChanged 183 SP:Iteration 8F (1164.840418 sec): 3 clusters Score: Raw -259548.517604 + Penalty 2628.183324 = -256920.334280 nChanged 180 SP:Iteration 9F (1164.856780 sec): 3 clusters Score: Raw -259789.933984 + Penalty 2628.183324 = -257161.750660 nChanged 174 SP:Iteration 10F (1164.872976 sec): 3 clusters Score: Raw -260007.544146 + Penalty 2628.183324 = -257379.360822 nChanged 162 SP:Iteration 11Q (1164.888622 sec): 3 clusters Score: Raw -260228.787858 + Penalty 2628.183324 = -257600.604534 nChanged 177 SP:Iteration 12F (1164.904648 sec): 3 clusters Score: Raw -260485.501464 + Penalty 2628.183324 = -257857.318140 nChanged 162 SP:Iteration 13Q (1164.920580 sec): 3 clusters Score: Raw -260771.617603 + Penalty 2628.183324 = -258143.434279 nChanged 114 SP:Iteration 14Q (1164.935932 sec): 3 clusters Score: Raw -260971.064546 + Penalty 2628.183324 = -258342.881222 nChanged 82 SP:Iteration 15Q (1164.951089 sec): 3 clusters Score: Raw -261089.211401 + Penalty 2628.183324 = -258461.028077 nChanged 61 SP:Iteration 16Q (1164.965994 sec): 3 clusters Score: Raw -261170.585106 + Penalty 2628.183324 = -258542.401782 nChanged 48 SP:Iteration 17Q (1164.980899 sec): 3 clusters Score: Raw -261239.672491 + Penalty 2628.183324 = -258611.489166 nChanged 42 SP:Iteration 18Q (1164.995695 sec): 3 clusters Score: Raw -261305.485976 + Penalty 2628.183324 = -258677.302652 nChanged 32 SP:Iteration 19Q (1165.010473 sec): 3 clusters Score: Raw -261347.884306 + Penalty 2628.183324 = -258719.700982 nChanged 28 SP:Iteration 20F (1165.026589 sec): 3 clusters Score: Raw -261379.272580 + Penalty 2628.183324 = -258751.089256 nChanged 22 SP:Iteration 21Q (1165.041378 sec): 3 clusters Score: Raw -261405.863034 + Penalty 2628.183324 = -258777.679710 nChanged 18 SP:Iteration 22Q (1165.056085 sec): 3 clusters Score: Raw -261419.752870 + Penalty 2628.183324 = -258791.569546 nChanged 8 SP:Iteration 23Q (1165.070979 sec): 3 clusters Score: Raw -261424.757695 + Penalty 2628.183324 = -258796.574371 nChanged 10 SP:Iteration 24Q (1165.085820 sec): 3 clusters Score: Raw -261427.991235 + Penalty 2628.183324 = -258799.807911 nChanged 2 SP:Iteration 25Q (1165.100551 sec): 3 clusters Score: Raw -261428.465211 + Penalty 2628.183324 = -258800.281887 nChanged 0 SP:Iteration 26F (1165.116693 sec): 3 clusters Score: Raw -261428.465211 + Penalty 2628.183324 = -258800.281887 nChanged 0 Score: Raw -49139803.366933 + Penalty 86742.445374 = -49053060.921559 Splitting cluster 10 changes total score from -49053014.779088 to -49053060.921559 So it's getting split into cluster 40. Trying to split cluster 11 (20722 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1181.250083 sec): 2 clusters Score: Raw -1674819.011654 + Penalty 1615.079573 = -1673203.932082 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1181.334470 sec): 3 clusters Score: Raw -1662388.846920 + Penalty 3230.159145 = -1659158.687774 nChanged 9388 SP:Iteration 1F (1181.409046 sec): 3 clusters Score: Raw -1667565.212555 + Penalty 3230.159145 = -1664335.053410 nChanged 1130 SP:Iteration 2F (1181.491022 sec): 3 clusters Score: Raw -1668053.797527 + Penalty 3230.159145 = -1664823.638381 nChanged 1122 SP:Iteration 3F (1181.570246 sec): 3 clusters Score: Raw -1668705.155869 + Penalty 3230.159145 = -1665474.996724 nChanged 1188 SP:Iteration 4F (1181.650225 sec): 3 clusters Score: Raw -1669589.945989 + Penalty 3230.159145 = -1666359.786844 nChanged 1306 SP:Iteration 5F (1181.707226 sec): 3 clusters Score: Raw -1670724.044794 + Penalty 3230.159145 = -1667493.885649 nChanged 1433 SP:Iteration 6F (1181.766613 sec): 3 clusters Score: Raw -1671951.953012 + Penalty 3230.159145 = -1668721.793866 nChanged 1368 SP:Iteration 7F (1181.814795 sec): 3 clusters Score: Raw -1672946.393624 + Penalty 3230.159145 = -1669716.234479 nChanged 1044 SP:Iteration 8F (1181.859757 sec): 3 clusters Score: Raw -1673557.439034 + Penalty 3230.159145 = -1670327.279889 nChanged 828 SP:Iteration 9Q (1181.904270 sec): 3 clusters Score: Raw -1673900.752725 + Penalty 3230.159145 = -1670670.593580 nChanged 563 SP:Iteration 10Q (1181.973822 sec): 3 clusters Score: Raw -1674088.108498 + Penalty 3230.159145 = -1670857.949353 nChanged 403 SP:Iteration 11Q (1182.063523 sec): 3 clusters Score: Raw -1674199.650441 + Penalty 3230.159145 = -1670969.491296 nChanged 283 SP:Iteration 12Q (1182.143603 sec): 3 clusters Score: Raw -1674273.044922 + Penalty 3230.159145 = -1671042.885777 nChanged 224 SP:Iteration 13Q (1182.206602 sec): 3 clusters Score: Raw -1674325.630592 + Penalty 3230.159145 = -1671095.471447 nChanged 179 SP:Iteration 14Q (1182.289079 sec): 3 clusters Score: Raw -1674359.416817 + Penalty 3230.159145 = -1671129.257672 nChanged 156 SP:Iteration 15Q (1182.364587 sec): 3 clusters Score: Raw -1674384.161346 + Penalty 3230.159145 = -1671154.002200 nChanged 137 SP:Iteration 16Q (1182.443880 sec): 3 clusters Score: Raw -1674404.822218 + Penalty 3230.159145 = -1671174.663073 nChanged 126 SP:Iteration 17Q (1182.488028 sec): 3 clusters Score: Raw -1674425.958405 + Penalty 3230.159145 = -1671195.799259 nChanged 123 SP:Iteration 18Q (1182.563457 sec): 3 clusters Score: Raw -1674445.769662 + Penalty 3230.159145 = -1671215.610517 nChanged 105 SP:Iteration 19Q (1182.606909 sec): 3 clusters Score: Raw -1674464.762107 + Penalty 3230.159145 = -1671234.602962 nChanged 107 SP:Iteration 20F (1182.652134 sec): 3 clusters Score: Raw -1674481.214413 + Penalty 3230.159145 = -1671251.055268 nChanged 99 SP:Iteration 21Q (1182.696180 sec): 3 clusters Score: Raw -1674497.927324 + Penalty 3230.159145 = -1671267.768178 nChanged 109 SP:Iteration 22Q (1182.740156 sec): 3 clusters Score: Raw -1674515.259526 + Penalty 3230.159145 = -1671285.100380 nChanged 106 SP:Iteration 23Q (1182.796341 sec): 3 clusters Score: Raw -1674530.031061 + Penalty 3230.159145 = -1671299.871915 nChanged 86 SP:Iteration 24Q (1182.839659 sec): 3 clusters Score: Raw -1674541.750883 + Penalty 3230.159145 = -1671311.591738 nChanged 65 SP:Iteration 25Q (1182.882996 sec): 3 clusters Score: Raw -1674550.783364 + Penalty 3230.159145 = -1671320.624219 nChanged 59 SP:Iteration 26Q (1182.941343 sec): 3 clusters Score: Raw -1674557.657448 + Penalty 3230.159145 = -1671327.498303 nChanged 69 SP:Iteration 27Q (1182.995162 sec): 3 clusters Score: Raw -1674566.445715 + Penalty 3230.159145 = -1671336.286569 nChanged 67 SP:Iteration 28Q (1183.037834 sec): 3 clusters Score: Raw -1674574.403834 + Penalty 3230.159145 = -1671344.244689 nChanged 62 SP:Iteration 29Q (1183.115729 sec): 3 clusters Score: Raw -1674581.515234 + Penalty 3230.159145 = -1671351.356089 nChanged 57 SP:Iteration 30Q (1183.158884 sec): 3 clusters Score: Raw -1674587.634944 + Penalty 3230.159145 = -1671357.475798 nChanged 48 SP:Iteration 31Q (1183.220875 sec): 3 clusters Score: Raw -1674593.443534 + Penalty 3230.159145 = -1671363.284389 nChanged 47 SP:Iteration 32Q (1183.291402 sec): 3 clusters Score: Raw -1674598.041305 + Penalty 3230.159145 = -1671367.882160 nChanged 47 SP:Iteration 33Q (1183.334068 sec): 3 clusters Score: Raw -1674603.044586 + Penalty 3230.159145 = -1671372.885440 nChanged 56 SP:Iteration 34Q (1183.377439 sec): 3 clusters Score: Raw -1674609.660572 + Penalty 3230.159145 = -1671379.501427 nChanged 56 SP:Iteration 35Q (1183.426165 sec): 3 clusters Score: Raw -1674614.951907 + Penalty 3230.159145 = -1671384.792761 nChanged 56 SP:Iteration 36Q (1183.469033 sec): 3 clusters Score: Raw -1674619.962962 + Penalty 3230.159145 = -1671389.803816 nChanged 65 SP:Iteration 37Q (1183.512305 sec): 3 clusters Score: Raw -1674626.997123 + Penalty 3230.159145 = -1671396.837977 nChanged 69 SP:Iteration 38Q (1183.555562 sec): 3 clusters Score: Raw -1674635.217185 + Penalty 3230.159145 = -1671405.058040 nChanged 79 SP:Iteration 39Q (1183.598295 sec): 3 clusters Score: Raw -1674644.811758 + Penalty 3230.159145 = -1671414.652612 nChanged 76 SP:Iteration 40F (1183.661716 sec): 3 clusters Score: Raw -1674655.232333 + Penalty 3230.159145 = -1671425.073187 nChanged 83 SP:Iteration 41Q (1183.716260 sec): 3 clusters Score: Raw -1674667.412245 + Penalty 3230.159145 = -1671437.253099 nChanged 95 SP:Iteration 42Q (1183.784541 sec): 3 clusters Score: Raw -1674683.752527 + Penalty 3230.159145 = -1671453.593382 nChanged 90 SP:Iteration 43Q (1183.849728 sec): 3 clusters Score: Raw -1674697.175953 + Penalty 3230.159145 = -1671467.016807 nChanged 102 SP:Iteration 44Q (1183.895447 sec): 3 clusters Score: Raw -1674714.057868 + Penalty 3230.159145 = -1671483.898722 nChanged 93 SP:Iteration 45Q (1183.949108 sec): 3 clusters Score: Raw -1674726.228258 + Penalty 3230.159145 = -1671496.069113 nChanged 99 SP:Iteration 46Q (1183.996855 sec): 3 clusters Score: Raw -1674740.220834 + Penalty 3230.159145 = -1671510.061689 nChanged 88 SP:Iteration 47Q (1184.039240 sec): 3 clusters Score: Raw -1674754.218775 + Penalty 3230.159145 = -1671524.059629 nChanged 89 SP:Iteration 48Q (1184.118205 sec): 3 clusters Score: Raw -1674767.953254 + Penalty 3230.159145 = -1671537.794108 nChanged 94 SP:Iteration 49Q (1184.198064 sec): 3 clusters Score: Raw -1674783.205595 + Penalty 3230.159145 = -1671553.046449 nChanged 95 SP:Iteration 50Q (1184.275381 sec): 3 clusters Score: Raw -1674800.343825 + Penalty 3230.159145 = -1671570.184680 nChanged 97 SP:Iteration 51Q (1184.353378 sec): 3 clusters Score: Raw -1674817.630616 + Penalty 3230.159145 = -1671587.471470 nChanged 101 SP:Iteration 52Q (1184.430408 sec): 3 clusters Score: Raw -1674838.092348 + Penalty 3230.159145 = -1671607.933203 nChanged 120 SP:Iteration 53Q (1184.501963 sec): 3 clusters Score: Raw -1674864.080654 + Penalty 3230.159145 = -1671633.921508 nChanged 121 SP:Iteration 54Q (1184.580344 sec): 3 clusters Score: Raw -1674890.489199 + Penalty 3230.159145 = -1671660.330053 nChanged 120 SP:Iteration 55Q (1184.656656 sec): 3 clusters Score: Raw -1674921.405922 + Penalty 3230.159145 = -1671691.246777 nChanged 120 SP:Iteration 56Q (1184.718388 sec): 3 clusters Score: Raw -1674954.949320 + Penalty 3230.159145 = -1671724.790175 nChanged 144 SP:Iteration 57Q (1184.795267 sec): 3 clusters Score: Raw -1674998.031165 + Penalty 3230.159145 = -1671767.872019 nChanged 170 SP:Iteration 58Q (1184.871272 sec): 3 clusters Score: Raw -1675054.575270 + Penalty 3230.159145 = -1671824.416125 nChanged 176 SP:Iteration 59Q (1184.929953 sec): 3 clusters Score: Raw -1675120.961736 + Penalty 3230.159145 = -1671890.802591 nChanged 191 SP:Iteration 60F (1185.011706 sec): 3 clusters Score: Raw -1675196.409968 + Penalty 3230.159145 = -1671966.250822 nChanged 209 SP:Iteration 61Q (1185.090069 sec): 3 clusters Score: Raw -1675285.034358 + Penalty 3230.159145 = -1672054.875212 nChanged 223 SP:Iteration 62Q (1185.159365 sec): 3 clusters Score: Raw -1675379.855535 + Penalty 3230.159145 = -1672149.696389 nChanged 207 SP:Iteration 63Q (1185.237176 sec): 3 clusters Score: Raw -1675482.718773 + Penalty 3230.159145 = -1672252.559628 nChanged 216 SP:Iteration 64Q (1185.314593 sec): 3 clusters Score: Raw -1675606.051816 + Penalty 3230.159145 = -1672375.892671 nChanged 208 SP:Iteration 65Q (1185.383576 sec): 3 clusters Score: Raw -1675743.135593 + Penalty 3230.159145 = -1672512.976448 nChanged 209 SP:Iteration 66Q (1185.460267 sec): 3 clusters Score: Raw -1675883.126275 + Penalty 3230.159145 = -1672652.967130 nChanged 201 SP:Iteration 67Q (1185.543167 sec): 3 clusters Score: Raw -1676035.177357 + Penalty 3230.159145 = -1672805.018211 nChanged 186 SP:Iteration 68Q (1185.611155 sec): 3 clusters Score: Raw -1676176.028051 + Penalty 3230.159145 = -1672945.868906 nChanged 174 SP:Iteration 69Q (1185.688537 sec): 3 clusters Score: Raw -1676282.961065 + Penalty 3230.159145 = -1673052.801920 nChanged 138 SP:Iteration 70Q (1185.751953 sec): 3 clusters Score: Raw -1676365.639492 + Penalty 3230.159145 = -1673135.480346 nChanged 138 SP:Iteration 71Q (1185.823643 sec): 3 clusters Score: Raw -1676439.319690 + Penalty 3230.159145 = -1673209.160544 nChanged 109 SP:Iteration 72Q (1185.902405 sec): 3 clusters Score: Raw -1676483.781400 + Penalty 3230.159145 = -1673253.622255 nChanged 90 SP:Iteration 73Q (1185.960062 sec): 3 clusters Score: Raw -1676510.808789 + Penalty 3230.159145 = -1673280.649644 nChanged 67 SP:Iteration 74Q (1186.028758 sec): 3 clusters Score: Raw -1676526.709288 + Penalty 3230.159145 = -1673296.550142 nChanged 46 SP:Iteration 75Q (1186.097244 sec): 3 clusters Score: Raw -1676536.590114 + Penalty 3230.159145 = -1673306.430969 nChanged 40 SP:Iteration 76Q (1186.155501 sec): 3 clusters Score: Raw -1676544.850735 + Penalty 3230.159145 = -1673314.691590 nChanged 26 SP:Iteration 77Q (1186.224074 sec): 3 clusters Score: Raw -1676550.245725 + Penalty 3230.159145 = -1673320.086579 nChanged 25 SP:Iteration 78Q (1186.293393 sec): 3 clusters Score: Raw -1676553.990405 + Penalty 3230.159145 = -1673323.831260 nChanged 19 SP:Iteration 79Q (1186.366194 sec): 3 clusters Score: Raw -1676557.088409 + Penalty 3230.159145 = -1673326.929263 nChanged 18 SP:Iteration 80F (1186.441474 sec): 3 clusters Score: Raw -1676559.070141 + Penalty 3230.159145 = -1673328.910996 nChanged 12 SP:Iteration 81Q (1186.501563 sec): 3 clusters Score: Raw -1676560.452591 + Penalty 3230.159145 = -1673330.293445 nChanged 6 SP:Iteration 82Q (1186.565538 sec): 3 clusters Score: Raw -1676561.350897 + Penalty 3230.159145 = -1673331.191751 nChanged 6 SP:Iteration 83Q (1186.634760 sec): 3 clusters Score: Raw -1676562.132338 + Penalty 3230.159145 = -1673331.973193 nChanged 6 SP:Iteration 84Q (1186.707454 sec): 3 clusters Score: Raw -1676562.891458 + Penalty 3230.159145 = -1673332.732313 nChanged 6 SP:Iteration 85Q (1186.783371 sec): 3 clusters Score: Raw -1676563.441368 + Penalty 3230.159145 = -1673333.282223 nChanged 2 SP:Iteration 86Q (1186.837791 sec): 3 clusters Score: Raw -1676563.705906 + Penalty 3230.159145 = -1673333.546761 nChanged 2 SP:Iteration 87Q (1186.910342 sec): 3 clusters Score: Raw -1676563.772002 + Penalty 3230.159145 = -1673333.612857 nChanged 0 SP:Iteration 88F (1186.992190 sec): 3 clusters Score: Raw -1676563.772002 + Penalty 3230.159145 = -1673333.612857 nChanged 0 Score: Raw -49141548.127281 + Penalty 88911.006508 = -49052637.120773 Splitting cluster 11 changes total score from -49053014.779088 to -49052637.120773 So it's not getting split. Trying to split cluster 12 (2713 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1204.155843 sec): 2 clusters Score: Raw -216714.264099 + Penalty 1284.694176 = -215429.569924 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1204.197427 sec): 3 clusters Score: Raw -215460.009735 + Penalty 2569.388352 = -212890.621383 nChanged 1029 SP:Iteration 1F (1204.246736 sec): 3 clusters Score: Raw -216137.828929 + Penalty 2569.388352 = -213568.440577 nChanged 230 SP:Iteration 2F (1204.299384 sec): 3 clusters Score: Raw -216379.675236 + Penalty 2569.388352 = -213810.286884 nChanged 193 SP:Iteration 3F (1204.352345 sec): 3 clusters Score: Raw -216564.888849 + Penalty 2569.388352 = -213995.500497 nChanged 152 SP:Iteration 4F (1204.405532 sec): 3 clusters Score: Raw -216686.424925 + Penalty 2569.388352 = -214117.036573 nChanged 138 SP:Iteration 5F (1204.458625 sec): 3 clusters Score: Raw -216779.810352 + Penalty 2569.388352 = -214210.422001 nChanged 125 SP:Iteration 6Q (1204.511153 sec): 3 clusters Score: Raw -216883.573627 + Penalty 2569.388352 = -214314.185276 nChanged 135 SP:Iteration 7Q (1204.564789 sec): 3 clusters Score: Raw -217003.667385 + Penalty 2569.388352 = -214434.279034 nChanged 125 SP:Iteration 8Q (1204.617692 sec): 3 clusters Score: Raw -217113.843032 + Penalty 2569.388352 = -214544.454680 nChanged 98 SP:Iteration 9Q (1204.660851 sec): 3 clusters Score: Raw -217196.912221 + Penalty 2569.388352 = -214627.523869 nChanged 82 SP:Iteration 10Q (1204.713311 sec): 3 clusters Score: Raw -217270.441367 + Penalty 2569.388352 = -214701.053015 nChanged 70 SP:Iteration 11Q (1204.766079 sec): 3 clusters Score: Raw -217342.649920 + Penalty 2569.388352 = -214773.261569 nChanged 53 SP:Iteration 12Q (1204.816257 sec): 3 clusters Score: Raw -217395.892245 + Penalty 2569.388352 = -214826.503894 nChanged 21 SP:Iteration 13Q (1204.869006 sec): 3 clusters Score: Raw -217415.956977 + Penalty 2569.388352 = -214846.568626 nChanged 18 SP:Iteration 14Q (1204.910664 sec): 3 clusters Score: Raw -217432.047819 + Penalty 2569.388352 = -214862.659467 nChanged 13 SP:Iteration 15Q (1204.961919 sec): 3 clusters Score: Raw -217442.449349 + Penalty 2569.388352 = -214873.060998 nChanged 9 SP:Iteration 16Q (1205.018446 sec): 3 clusters Score: Raw -217449.156910 + Penalty 2569.388352 = -214879.768559 nChanged 6 SP:Iteration 17Q (1205.064872 sec): 3 clusters Score: Raw -217453.500840 + Penalty 2569.388352 = -214884.112488 nChanged 5 SP:Iteration 18Q (1205.108717 sec): 3 clusters Score: Raw -217457.002279 + Penalty 2569.388352 = -214887.613927 nChanged 8 SP:Iteration 19Q (1205.158395 sec): 3 clusters Score: Raw -217464.209642 + Penalty 2569.388352 = -214894.821290 nChanged 6 SP:Iteration 20F (1205.186934 sec): 3 clusters Score: Raw -217469.470969 + Penalty 2569.388352 = -214900.082618 nChanged 5 SP:Iteration 21Q (1205.232330 sec): 3 clusters Score: Raw -217472.305027 + Penalty 2569.388352 = -214902.916675 nChanged 3 SP:Iteration 22Q (1205.279278 sec): 3 clusters Score: Raw -217474.828524 + Penalty 2569.388352 = -214905.440172 nChanged 3 SP:Iteration 23Q (1205.331282 sec): 3 clusters Score: Raw -217479.100271 + Penalty 2569.388352 = -214909.711920 nChanged 9 SP:Iteration 24Q (1205.383331 sec): 3 clusters Score: Raw -217490.995318 + Penalty 2569.388352 = -214921.606966 nChanged 7 SP:Iteration 25Q (1205.435460 sec): 3 clusters Score: Raw -217499.635361 + Penalty 2569.388352 = -214930.247009 nChanged 7 SP:Iteration 26Q (1205.487779 sec): 3 clusters Score: Raw -217507.084263 + Penalty 2569.388352 = -214937.695911 nChanged 6 SP:Iteration 27Q (1205.536148 sec): 3 clusters Score: Raw -217517.604761 + Penalty 2569.388352 = -214948.216410 nChanged 7 SP:Iteration 28Q (1205.586810 sec): 3 clusters Score: Raw -217527.432544 + Penalty 2569.388352 = -214958.044193 nChanged 4 SP:Iteration 29Q (1205.638366 sec): 3 clusters Score: Raw -217532.227720 + Penalty 2569.388352 = -214962.839369 nChanged 3 SP:Iteration 30Q (1205.686062 sec): 3 clusters Score: Raw -217535.599580 + Penalty 2569.388352 = -214966.211228 nChanged 2 SP:Iteration 31Q (1205.737904 sec): 3 clusters Score: Raw -217538.247681 + Penalty 2569.388352 = -214968.859330 nChanged 3 SP:Iteration 32Q (1205.787385 sec): 3 clusters Score: Raw -217542.908158 + Penalty 2569.388352 = -214973.519806 nChanged 7 SP:Iteration 33Q (1205.839039 sec): 3 clusters Score: Raw -217555.040198 + Penalty 2569.388352 = -214985.651847 nChanged 4 SP:Iteration 34Q (1205.899343 sec): 3 clusters Score: Raw -217561.132566 + Penalty 2569.388352 = -214991.744215 nChanged 2 SP:Iteration 35Q (1205.936581 sec): 3 clusters Score: Raw -217563.797383 + Penalty 2569.388352 = -214994.409031 nChanged 0 SP:Iteration 36F (1205.982918 sec): 3 clusters Score: Raw -217563.797383 + Penalty 2569.388352 = -214994.409031 nChanged 0 Trying to split cluster 13 (3521 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1206.024245 sec): 2 clusters Score: Raw -250097.062200 + Penalty 1327.056302 = -248770.005898 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1206.061295 sec): 3 clusters Score: Raw -248441.027785 + Penalty 2654.112604 = -245786.915181 nChanged 1370 SP:Iteration 1F (1206.115467 sec): 3 clusters Score: Raw -249398.767189 + Penalty 2654.112604 = -246744.654585 nChanged 322 SP:Iteration 2F (1206.170442 sec): 3 clusters Score: Raw -249746.714279 + Penalty 2654.112604 = -247092.601676 nChanged 298 SP:Iteration 3F (1206.223958 sec): 3 clusters Score: Raw -250079.011271 + Penalty 2654.112604 = -247424.898667 nChanged 257 SP:Iteration 4F (1206.277520 sec): 3 clusters Score: Raw -250360.645145 + Penalty 2654.112604 = -247706.532541 nChanged 198 SP:Iteration 5F (1206.319978 sec): 3 clusters Score: Raw -250587.147785 + Penalty 2654.112604 = -247933.035181 nChanged 148 SP:Iteration 6Q (1206.373061 sec): 3 clusters Score: Raw -250693.468732 + Penalty 2654.112604 = -248039.356128 nChanged 76 SP:Iteration 7Q (1206.426899 sec): 3 clusters Score: Raw -250747.586310 + Penalty 2654.112604 = -248093.473707 nChanged 66 SP:Iteration 8Q (1206.475264 sec): 3 clusters Score: Raw -250790.865352 + Penalty 2654.112604 = -248136.752748 nChanged 40 SP:Iteration 9Q (1206.529378 sec): 3 clusters Score: Raw -250811.536338 + Penalty 2654.112604 = -248157.423734 nChanged 28 SP:Iteration 10Q (1206.577636 sec): 3 clusters Score: Raw -250825.932673 + Penalty 2654.112604 = -248171.820069 nChanged 23 SP:Iteration 11Q (1206.623488 sec): 3 clusters Score: Raw -250835.388670 + Penalty 2654.112604 = -248181.276066 nChanged 15 SP:Iteration 12Q (1206.681084 sec): 3 clusters Score: Raw -250842.557130 + Penalty 2654.112604 = -248188.444526 nChanged 8 SP:Iteration 13Q (1206.719499 sec): 3 clusters Score: Raw -250847.619172 + Penalty 2654.112604 = -248193.506568 nChanged 10 SP:Iteration 14Q (1206.774241 sec): 3 clusters Score: Raw -250853.475671 + Penalty 2654.112604 = -248199.363068 nChanged 9 SP:Iteration 15Q (1206.828519 sec): 3 clusters Score: Raw -250856.789359 + Penalty 2654.112604 = -248202.676755 nChanged 3 SP:Iteration 16Q (1206.871325 sec): 3 clusters Score: Raw -250857.234025 + Penalty 2654.112604 = -248203.121421 nChanged 2 SP:Iteration 17Q (1206.925517 sec): 3 clusters Score: Raw -250857.552816 + Penalty 2654.112604 = -248203.440212 nChanged 1 SP:Iteration 18Q (1206.978731 sec): 3 clusters Score: Raw -250858.010508 + Penalty 2654.112604 = -248203.897904 nChanged 1 SP:Iteration 19Q (1207.023104 sec): 3 clusters Score: Raw -250858.373492 + Penalty 2654.112604 = -248204.260888 nChanged 4 SP:Iteration 20F (1207.079155 sec): 3 clusters Score: Raw -250860.097865 + Penalty 2654.112604 = -248205.985261 nChanged 6 SP:Iteration 21Q (1207.130600 sec): 3 clusters Score: Raw -250863.310075 + Penalty 2654.112604 = -248209.197471 nChanged 9 SP:Iteration 22Q (1207.176776 sec): 3 clusters Score: Raw -250865.134627 + Penalty 2654.112604 = -248211.022023 nChanged 4 SP:Iteration 23Q (1207.230933 sec): 3 clusters Score: Raw -250865.738996 + Penalty 2654.112604 = -248211.626392 nChanged 1 SP:Iteration 24Q (1207.285028 sec): 3 clusters Score: Raw -250866.072190 + Penalty 2654.112604 = -248211.959586 nChanged 4 SP:Iteration 25Q (1207.338971 sec): 3 clusters Score: Raw -250867.238618 + Penalty 2654.112604 = -248213.126015 nChanged 6 SP:Iteration 26Q (1207.405639 sec): 3 clusters Score: Raw -250868.693398 + Penalty 2654.112604 = -248214.580795 nChanged 5 SP:Iteration 27Q (1207.448174 sec): 3 clusters Score: Raw -250870.106563 + Penalty 2654.112604 = -248215.993960 nChanged 1 SP:Iteration 28Q (1207.501956 sec): 3 clusters Score: Raw -250870.473431 + Penalty 2654.112604 = -248216.360827 nChanged 0 SP:Iteration 29F (1207.555165 sec): 3 clusters Score: Raw -250870.473431 + Penalty 2654.112604 = -248216.360827 nChanged 0 Trying to split cluster 14 (18724 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1207.598431 sec): 2 clusters Score: Raw -1575885.131158 + Penalty 1598.603728 = -1574286.527430 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1207.689000 sec): 3 clusters Score: Raw -1564664.748333 + Penalty 3197.207456 = -1561467.540878 nChanged 8489 SP:Iteration 1F (1207.763098 sec): 3 clusters Score: Raw -1569373.150315 + Penalty 3197.207456 = -1566175.942859 nChanged 1053 SP:Iteration 2F (1207.824377 sec): 3 clusters Score: Raw -1569841.493587 + Penalty 3197.207456 = -1566644.286131 nChanged 1026 SP:Iteration 3F (1207.904352 sec): 3 clusters Score: Raw -1570289.379499 + Penalty 3197.207456 = -1567092.172043 nChanged 941 SP:Iteration 4F (1207.967221 sec): 3 clusters Score: Raw -1570733.385540 + Penalty 3197.207456 = -1567536.178084 nChanged 952 SP:Iteration 5F (1208.041120 sec): 3 clusters Score: Raw -1571282.194234 + Penalty 3197.207456 = -1568084.986778 nChanged 1004 SP:Iteration 6F (1208.113782 sec): 3 clusters Score: Raw -1571936.964666 + Penalty 3197.207456 = -1568739.757210 nChanged 1015 SP:Iteration 7F (1208.189372 sec): 3 clusters Score: Raw -1572694.168635 + Penalty 3197.207456 = -1569496.961179 nChanged 1000 SP:Iteration 8F (1208.258991 sec): 3 clusters Score: Raw -1573431.458852 + Penalty 3197.207456 = -1570234.251396 nChanged 830 SP:Iteration 9Q (1208.322478 sec): 3 clusters Score: Raw -1573925.937773 + Penalty 3197.207456 = -1570728.730318 nChanged 596 SP:Iteration 10Q (1208.393874 sec): 3 clusters Score: Raw -1574189.948212 + Penalty 3197.207456 = -1570992.740756 nChanged 406 SP:Iteration 11Q (1208.465920 sec): 3 clusters Score: Raw -1574357.663834 + Penalty 3197.207456 = -1571160.456378 nChanged 335 SP:Iteration 12Q (1208.538538 sec): 3 clusters Score: Raw -1574489.939113 + Penalty 3197.207456 = -1571292.731657 nChanged 294 SP:Iteration 13Q (1208.614953 sec): 3 clusters Score: Raw -1574621.238250 + Penalty 3197.207456 = -1571424.030795 nChanged 276 SP:Iteration 14Q (1208.690750 sec): 3 clusters Score: Raw -1574740.808376 + Penalty 3197.207456 = -1571543.600920 nChanged 247 SP:Iteration 15Q (1208.767048 sec): 3 clusters Score: Raw -1574854.794015 + Penalty 3197.207456 = -1571657.586559 nChanged 257 SP:Iteration 16Q (1208.839960 sec): 3 clusters Score: Raw -1574973.344961 + Penalty 3197.207456 = -1571776.137506 nChanged 233 SP:Iteration 17Q (1208.922762 sec): 3 clusters Score: Raw -1575072.466840 + Penalty 3197.207456 = -1571875.259384 nChanged 241 SP:Iteration 18Q (1208.992616 sec): 3 clusters Score: Raw -1575182.745514 + Penalty 3197.207456 = -1571985.538058 nChanged 228 SP:Iteration 19Q (1209.065101 sec): 3 clusters Score: Raw -1575288.330964 + Penalty 3197.207456 = -1572091.123508 nChanged 237 SP:Iteration 20F (1209.145171 sec): 3 clusters Score: Raw -1575397.348049 + Penalty 3197.207456 = -1572200.140593 nChanged 200 SP:Iteration 21Q (1209.220637 sec): 3 clusters Score: Raw -1575471.425050 + Penalty 3197.207456 = -1572274.217595 nChanged 145 SP:Iteration 22Q (1209.279324 sec): 3 clusters Score: Raw -1575522.072200 + Penalty 3197.207456 = -1572324.864744 nChanged 133 SP:Iteration 23Q (1209.355091 sec): 3 clusters Score: Raw -1575564.029133 + Penalty 3197.207456 = -1572366.821677 nChanged 122 SP:Iteration 24Q (1209.428551 sec): 3 clusters Score: Raw -1575605.879754 + Penalty 3197.207456 = -1572408.672298 nChanged 123 SP:Iteration 25Q (1209.502789 sec): 3 clusters Score: Raw -1575644.991664 + Penalty 3197.207456 = -1572447.784208 nChanged 100 SP:Iteration 26Q (1209.576638 sec): 3 clusters Score: Raw -1575673.327166 + Penalty 3197.207456 = -1572476.119711 nChanged 98 SP:Iteration 27Q (1209.651754 sec): 3 clusters Score: Raw -1575696.454181 + Penalty 3197.207456 = -1572499.246725 nChanged 91 SP:Iteration 28Q (1209.721310 sec): 3 clusters Score: Raw -1575716.023229 + Penalty 3197.207456 = -1572518.815773 nChanged 70 SP:Iteration 29Q (1209.795558 sec): 3 clusters Score: Raw -1575727.890331 + Penalty 3197.207456 = -1572530.682875 nChanged 40 SP:Iteration 30Q (1209.870088 sec): 3 clusters Score: Raw -1575733.426611 + Penalty 3197.207456 = -1572536.219155 nChanged 30 SP:Iteration 31Q (1209.932784 sec): 3 clusters Score: Raw -1575737.347806 + Penalty 3197.207456 = -1572540.140351 nChanged 34 SP:Iteration 32Q (1210.006637 sec): 3 clusters Score: Raw -1575742.022264 + Penalty 3197.207456 = -1572544.814808 nChanged 32 SP:Iteration 33Q (1210.080333 sec): 3 clusters Score: Raw -1575747.023952 + Penalty 3197.207456 = -1572549.816496 nChanged 39 SP:Iteration 34Q (1210.154440 sec): 3 clusters Score: Raw -1575754.004666 + Penalty 3197.207456 = -1572556.797210 nChanged 33 SP:Iteration 35Q (1210.225417 sec): 3 clusters Score: Raw -1575758.500935 + Penalty 3197.207456 = -1572561.293480 nChanged 34 SP:Iteration 36Q (1210.299714 sec): 3 clusters Score: Raw -1575763.592105 + Penalty 3197.207456 = -1572566.384649 nChanged 39 SP:Iteration 37Q (1210.374005 sec): 3 clusters Score: Raw -1575769.739722 + Penalty 3197.207456 = -1572572.532266 nChanged 37 SP:Iteration 38Q (1210.448406 sec): 3 clusters Score: Raw -1575774.926915 + Penalty 3197.207456 = -1572577.719460 nChanged 33 SP:Iteration 39Q (1210.522492 sec): 3 clusters Score: Raw -1575779.145508 + Penalty 3197.207456 = -1572581.938053 nChanged 23 SP:Iteration 40F (1210.601736 sec): 3 clusters Score: Raw -1575781.900054 + Penalty 3197.207456 = -1572584.692598 nChanged 15 SP:Iteration 41Q (1210.660326 sec): 3 clusters Score: Raw -1575783.815675 + Penalty 3197.207456 = -1572586.608219 nChanged 19 SP:Iteration 42Q (1210.730094 sec): 3 clusters Score: Raw -1575785.762548 + Penalty 3197.207456 = -1572588.555092 nChanged 15 SP:Iteration 43Q (1210.798614 sec): 3 clusters Score: Raw -1575787.362222 + Penalty 3197.207456 = -1572590.154767 nChanged 10 SP:Iteration 44Q (1210.866470 sec): 3 clusters Score: Raw -1575788.529156 + Penalty 3197.207456 = -1572591.321700 nChanged 11 SP:Iteration 45Q (1210.933996 sec): 3 clusters Score: Raw -1575789.779644 + Penalty 3197.207456 = -1572592.572188 nChanged 7 SP:Iteration 46Q (1210.993846 sec): 3 clusters Score: Raw -1575790.439373 + Penalty 3197.207456 = -1572593.231917 nChanged 8 SP:Iteration 47Q (1211.062483 sec): 3 clusters Score: Raw -1575791.071260 + Penalty 3197.207456 = -1572593.863804 nChanged 7 SP:Iteration 48Q (1211.127508 sec): 3 clusters Score: Raw -1575791.639500 + Penalty 3197.207456 = -1572594.432044 nChanged 7 SP:Iteration 49Q (1211.195338 sec): 3 clusters Score: Raw -1575792.289552 + Penalty 3197.207456 = -1572595.082097 nChanged 11 SP:Iteration 50Q (1211.268279 sec): 3 clusters Score: Raw -1575793.383644 + Penalty 3197.207456 = -1572596.176189 nChanged 5 SP:Iteration 51Q (1211.324119 sec): 3 clusters Score: Raw -1575793.986687 + Penalty 3197.207456 = -1572596.779231 nChanged 7 SP:Iteration 52Q (1211.392906 sec): 3 clusters Score: Raw -1575794.618590 + Penalty 3197.207456 = -1572597.411134 nChanged 5 SP:Iteration 53Q (1211.461850 sec): 3 clusters Score: Raw -1575794.922544 + Penalty 3197.207456 = -1572597.715089 nChanged 3 SP:Iteration 54Q (1211.533414 sec): 3 clusters Score: Raw -1575795.140417 + Penalty 3197.207456 = -1572597.932961 nChanged 4 SP:Iteration 55Q (1211.604266 sec): 3 clusters Score: Raw -1575795.569693 + Penalty 3197.207456 = -1572598.362237 nChanged 7 SP:Iteration 56Q (1211.681741 sec): 3 clusters Score: Raw -1575796.412125 + Penalty 3197.207456 = -1572599.204669 nChanged 10 SP:Iteration 57Q (1211.745848 sec): 3 clusters Score: Raw -1575797.760706 + Penalty 3197.207456 = -1572600.553250 nChanged 15 SP:Iteration 58Q (1211.815417 sec): 3 clusters Score: Raw -1575799.482533 + Penalty 3197.207456 = -1572602.275077 nChanged 13 SP:Iteration 59Q (1211.887254 sec): 3 clusters Score: Raw -1575800.937975 + Penalty 3197.207456 = -1572603.730519 nChanged 15 SP:Iteration 60F (1211.961898 sec): 3 clusters Score: Raw -1575802.648195 + Penalty 3197.207456 = -1572605.440739 nChanged 21 SP:Iteration 61Q (1212.027713 sec): 3 clusters Score: Raw -1575805.578178 + Penalty 3197.207456 = -1572608.370723 nChanged 26 SP:Iteration 62Q (1212.099690 sec): 3 clusters Score: Raw -1575810.009226 + Penalty 3197.207456 = -1572612.801770 nChanged 30 SP:Iteration 63Q (1212.171611 sec): 3 clusters Score: Raw -1575814.723624 + Penalty 3197.207456 = -1572617.516168 nChanged 28 SP:Iteration 64Q (1212.240644 sec): 3 clusters Score: Raw -1575819.412330 + Penalty 3197.207456 = -1572622.204874 nChanged 30 SP:Iteration 65Q (1212.312520 sec): 3 clusters Score: Raw -1575824.783395 + Penalty 3197.207456 = -1572627.575939 nChanged 32 SP:Iteration 66Q (1212.385168 sec): 3 clusters Score: Raw -1575829.733706 + Penalty 3197.207456 = -1572632.526251 nChanged 25 SP:Iteration 67Q (1212.460291 sec): 3 clusters Score: Raw -1575832.936947 + Penalty 3197.207456 = -1572635.729491 nChanged 17 SP:Iteration 68Q (1212.524794 sec): 3 clusters Score: Raw -1575834.798319 + Penalty 3197.207456 = -1572637.590863 nChanged 12 SP:Iteration 69Q (1212.603557 sec): 3 clusters Score: Raw -1575835.813505 + Penalty 3197.207456 = -1572638.606049 nChanged 12 SP:Iteration 70Q (1212.656863 sec): 3 clusters Score: Raw -1575837.232776 + Penalty 3197.207456 = -1572640.025321 nChanged 13 SP:Iteration 71Q (1212.733603 sec): 3 clusters Score: Raw -1575838.562781 + Penalty 3197.207456 = -1572641.355326 nChanged 10 SP:Iteration 72Q (1212.796303 sec): 3 clusters Score: Raw -1575839.527349 + Penalty 3197.207456 = -1572642.319893 nChanged 13 SP:Iteration 73Q (1212.853276 sec): 3 clusters Score: Raw -1575840.459903 + Penalty 3197.207456 = -1572643.252447 nChanged 8 SP:Iteration 74Q (1212.934562 sec): 3 clusters Score: Raw -1575841.284335 + Penalty 3197.207456 = -1572644.076879 nChanged 8 SP:Iteration 75Q (1212.995175 sec): 3 clusters Score: Raw -1575842.387455 + Penalty 3197.207456 = -1572645.179999 nChanged 9 SP:Iteration 76Q (1213.064885 sec): 3 clusters Score: Raw -1575843.379496 + Penalty 3197.207456 = -1572646.172040 nChanged 6 SP:Iteration 77Q (1213.143790 sec): 3 clusters Score: Raw -1575843.993640 + Penalty 3197.207456 = -1572646.786184 nChanged 3 SP:Iteration 78Q (1213.199441 sec): 3 clusters Score: Raw -1575844.237315 + Penalty 3197.207456 = -1572647.029859 nChanged 3 SP:Iteration 79Q (1213.276732 sec): 3 clusters Score: Raw -1575844.614427 + Penalty 3197.207456 = -1572647.406972 nChanged 4 SP:Iteration 80F (1213.340892 sec): 3 clusters Score: Raw -1575845.062814 + Penalty 3197.207456 = -1572647.855358 nChanged 4 SP:Iteration 81Q (1213.385574 sec): 3 clusters Score: Raw -1575845.471363 + Penalty 3197.207456 = -1572648.263908 nChanged 3 SP:Iteration 82Q (1213.423339 sec): 3 clusters Score: Raw -1575846.005616 + Penalty 3197.207456 = -1572648.798161 nChanged 6 SP:Iteration 83Q (1213.488516 sec): 3 clusters Score: Raw -1575846.866660 + Penalty 3197.207456 = -1572649.659205 nChanged 6 SP:Iteration 84Q (1213.525096 sec): 3 clusters Score: Raw -1575847.257259 + Penalty 3197.207456 = -1572650.049803 nChanged 7 SP:Iteration 85Q (1213.562697 sec): 3 clusters Score: Raw -1575848.053919 + Penalty 3197.207456 = -1572650.846464 nChanged 11 SP:Iteration 86Q (1213.600419 sec): 3 clusters Score: Raw -1575849.189061 + Penalty 3197.207456 = -1572651.981605 nChanged 11 SP:Iteration 87Q (1213.638211 sec): 3 clusters Score: Raw -1575850.290555 + Penalty 3197.207456 = -1572653.083100 nChanged 14 SP:Iteration 88Q (1213.675942 sec): 3 clusters Score: Raw -1575851.939862 + Penalty 3197.207456 = -1572654.732406 nChanged 13 SP:Iteration 89Q (1213.713748 sec): 3 clusters Score: Raw -1575853.432366 + Penalty 3197.207456 = -1572656.224910 nChanged 14 SP:Iteration 90Q (1213.751346 sec): 3 clusters Score: Raw -1575855.329153 + Penalty 3197.207456 = -1572658.121698 nChanged 15 SP:Iteration 91Q (1213.789037 sec): 3 clusters Score: Raw -1575857.139534 + Penalty 3197.207456 = -1572659.932079 nChanged 16 SP:Iteration 92Q (1213.826592 sec): 3 clusters Score: Raw -1575859.424138 + Penalty 3197.207456 = -1572662.216682 nChanged 18 SP:Iteration 93Q (1213.864228 sec): 3 clusters Score: Raw -1575861.204301 + Penalty 3197.207456 = -1572663.996845 nChanged 16 SP:Iteration 94Q (1213.901952 sec): 3 clusters Score: Raw -1575863.415835 + Penalty 3197.207456 = -1572666.208380 nChanged 15 SP:Iteration 95Q (1213.939583 sec): 3 clusters Score: Raw -1575865.203467 + Penalty 3197.207456 = -1572667.996011 nChanged 16 SP:Iteration 96Q (1213.977029 sec): 3 clusters Score: Raw -1575867.734889 + Penalty 3197.207456 = -1572670.527433 nChanged 21 SP:Iteration 97Q (1214.014754 sec): 3 clusters Score: Raw -1575870.769947 + Penalty 3197.207456 = -1572673.562491 nChanged 12 SP:Iteration 98Q (1214.052156 sec): 3 clusters Score: Raw -1575872.072801 + Penalty 3197.207456 = -1572674.865345 nChanged 10 SP:Iteration 99Q (1214.089770 sec): 3 clusters Score: Raw -1575873.628290 + Penalty 3197.207456 = -1572676.420835 nChanged 11 SP:Iteration 100F (1214.131582 sec): 3 clusters Score: Raw -1575875.361946 + Penalty 3197.207456 = -1572678.154490 nChanged 16 SP:Iteration 101Q (1214.172684 sec): 3 clusters Score: Raw -1575877.377030 + Penalty 3197.207456 = -1572680.169574 nChanged 15 SP:Iteration 102Q (1214.212421 sec): 3 clusters Score: Raw -1575879.071718 + Penalty 3197.207456 = -1572681.864262 nChanged 10 SP:Iteration 103Q (1214.250129 sec): 3 clusters Score: Raw -1575879.925221 + Penalty 3197.207456 = -1572682.717765 nChanged 5 SP:Iteration 104Q (1214.287547 sec): 3 clusters Score: Raw -1575880.279575 + Penalty 3197.207456 = -1572683.072119 nChanged 3 SP:Iteration 105Q (1214.325189 sec): 3 clusters Score: Raw -1575880.635046 + Penalty 3197.207456 = -1572683.427590 nChanged 2 SP:Iteration 106Q (1214.367452 sec): 3 clusters Score: Raw -1575880.823985 + Penalty 3197.207456 = -1572683.616530 nChanged 1 SP:Iteration 107Q (1214.405001 sec): 3 clusters Score: Raw -1575880.934776 + Penalty 3197.207456 = -1572683.727320 nChanged 1 SP:Iteration 108Q (1214.447475 sec): 3 clusters Score: Raw -1575880.991504 + Penalty 3197.207456 = -1572683.784048 nChanged 1 SP:Iteration 109Q (1214.485237 sec): 3 clusters Score: Raw -1575881.112351 + Penalty 3197.207456 = -1572683.904895 nChanged 3 SP:Iteration 110Q (1214.523261 sec): 3 clusters Score: Raw -1575881.336761 + Penalty 3197.207456 = -1572684.129306 nChanged 3 SP:Iteration 111Q (1214.560962 sec): 3 clusters Score: Raw -1575881.574258 + Penalty 3197.207456 = -1572684.366803 nChanged 1 SP:Iteration 112Q (1214.598581 sec): 3 clusters Score: Raw -1575881.620787 + Penalty 3197.207456 = -1572684.413331 nChanged 0 SP:Iteration 113F (1214.641029 sec): 3 clusters Score: Raw -1575881.620787 + Penalty 3197.207456 = -1572684.413331 nChanged 0 Trying to split cluster 15 (53631 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1214.726149 sec): 2 clusters Score: Raw -4249040.321398 + Penalty 1769.605912 = -4247270.715486 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1214.829088 sec): 3 clusters Score: Raw -4214808.427316 + Penalty 3539.211825 = -4211269.215491 nChanged 25216 SP:Iteration 1F (1214.927419 sec): 3 clusters Score: Raw -4229684.526245 + Penalty 3539.211825 = -4226145.314420 nChanged 2564 SP:Iteration 2Q (1215.033065 sec): 3 clusters Score: Raw -4230676.195361 + Penalty 3539.211825 = -4227136.983536 nChanged 2942 SP:Iteration 3F (1215.137900 sec): 3 clusters Score: Raw -4232109.328742 + Penalty 3539.211825 = -4228570.116917 nChanged 3435 SP:Iteration 4F (1215.235551 sec): 3 clusters Score: Raw -4234305.561280 + Penalty 3539.211825 = -4230766.349455 nChanged 4015 SP:Iteration 5F (1215.333591 sec): 3 clusters Score: Raw -4237393.829323 + Penalty 3539.211825 = -4233854.617498 nChanged 4076 SP:Iteration 6F (1215.431161 sec): 3 clusters Score: Raw -4240930.656928 + Penalty 3539.211825 = -4237391.445103 nChanged 3576 SP:Iteration 7F (1215.529086 sec): 3 clusters Score: Raw -4244235.242482 + Penalty 3539.211825 = -4240696.030657 nChanged 2565 SP:Iteration 8Q (1215.627393 sec): 3 clusters Score: Raw -4246587.826660 + Penalty 3539.211825 = -4243048.614835 nChanged 1530 SP:Iteration 9Q (1215.720310 sec): 3 clusters Score: Raw -4247919.144381 + Penalty 3539.211825 = -4244379.932556 nChanged 805 SP:Iteration 10Q (1215.807960 sec): 3 clusters Score: Raw -4248594.917381 + Penalty 3539.211825 = -4245055.705556 nChanged 390 SP:Iteration 11Q (1215.892305 sec): 3 clusters Score: Raw -4248928.928418 + Penalty 3539.211825 = -4245389.716593 nChanged 186 SP:Iteration 12Q (1215.974182 sec): 3 clusters Score: Raw -4249097.325595 + Penalty 3539.211825 = -4245558.113770 nChanged 105 SP:Iteration 13Q (1216.054765 sec): 3 clusters Score: Raw -4249196.747027 + Penalty 3539.211825 = -4245657.535202 nChanged 68 SP:Iteration 14Q (1216.134607 sec): 3 clusters Score: Raw -4249251.720600 + Penalty 3539.211825 = -4245712.508775 nChanged 48 SP:Iteration 15Q (1216.214430 sec): 3 clusters Score: Raw -4249292.890162 + Penalty 3539.211825 = -4245753.678337 nChanged 31 SP:Iteration 16Q (1216.304894 sec): 3 clusters Score: Raw -4249319.017953 + Penalty 3539.211825 = -4245779.806128 nChanged 27 SP:Iteration 17Q (1216.385053 sec): 3 clusters Score: Raw -4249343.103202 + Penalty 3539.211825 = -4245803.891377 nChanged 17 SP:Iteration 18Q (1216.475809 sec): 3 clusters Score: Raw -4249357.502677 + Penalty 3539.211825 = -4245818.290852 nChanged 9 SP:Iteration 19Q (1216.568067 sec): 3 clusters Score: Raw -4249364.818212 + Penalty 3539.211825 = -4245825.606387 nChanged 13 SP:Iteration 20F (1216.665096 sec): 3 clusters Score: Raw -4249376.162014 + Penalty 3539.211825 = -4245836.950189 nChanged 9 SP:Iteration 21Q (1216.745046 sec): 3 clusters Score: Raw -4249386.084331 + Penalty 3539.211825 = -4245846.872506 nChanged 7 SP:Iteration 22Q (1216.823450 sec): 3 clusters Score: Raw -4249392.551138 + Penalty 3539.211825 = -4245853.339313 nChanged 5 SP:Iteration 23Q (1216.918574 sec): 3 clusters Score: Raw -4249398.264216 + Penalty 3539.211825 = -4245859.052391 nChanged 5 SP:Iteration 24Q (1216.998263 sec): 3 clusters Score: Raw -4249401.981880 + Penalty 3539.211825 = -4245862.770055 nChanged 5 SP:Iteration 25Q (1217.077489 sec): 3 clusters Score: Raw -4249405.397209 + Penalty 3539.211825 = -4245866.185384 nChanged 3 SP:Iteration 26Q (1217.156749 sec): 3 clusters Score: Raw -4249407.923129 + Penalty 3539.211825 = -4245868.711304 nChanged 4 SP:Iteration 27Q (1217.236357 sec): 3 clusters Score: Raw -4249411.699009 + Penalty 3539.211825 = -4245872.487184 nChanged 1 SP:Iteration 28Q (1217.315146 sec): 3 clusters Score: Raw -4249412.997230 + Penalty 3539.211825 = -4245873.785405 nChanged 2 SP:Iteration 29Q (1217.395092 sec): 3 clusters Score: Raw -4249414.400808 + Penalty 3539.211825 = -4245875.188983 nChanged 2 SP:Iteration 30Q (1217.474415 sec): 3 clusters Score: Raw -4249415.586824 + Penalty 3539.211825 = -4245876.374999 nChanged 3 SP:Iteration 31Q (1217.553794 sec): 3 clusters Score: Raw -4249416.473978 + Penalty 3539.211825 = -4245877.262154 nChanged 0 SP:Iteration 32F (1217.666132 sec): 3 clusters Score: Raw -4249416.473978 + Penalty 3539.211825 = -4245877.262154 nChanged 0 Trying to split cluster 16 (978 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1217.675112 sec): 2 clusters Score: Raw -67307.482503 + Penalty 1118.895321 = -66188.587181 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1217.725919 sec): 3 clusters Score: Raw -67010.531398 + Penalty 2237.790643 = -64772.740756 nChanged 294 SP:Iteration 1F (1217.757616 sec): 3 clusters Score: Raw -67297.704521 + Penalty 2237.790643 = -65059.913878 nChanged 81 SP:Iteration 2F (1217.763005 sec): 3 clusters Score: Raw -67393.502068 + Penalty 2237.790643 = -65155.711426 nChanged 54 SP:Iteration 3F (1217.768409 sec): 3 clusters Score: Raw -67461.023399 + Penalty 2237.790643 = -65223.232756 nChanged 30 SP:Iteration 4Q (1217.773796 sec): 3 clusters Score: Raw -67497.071304 + Penalty 2237.790643 = -65259.280662 nChanged 28 SP:Iteration 5Q (1217.779119 sec): 3 clusters Score: Raw -67535.008819 + Penalty 2237.790643 = -65297.218176 nChanged 32 SP:Iteration 6Q (1217.784438 sec): 3 clusters Score: Raw -67577.568901 + Penalty 2237.790643 = -65339.778259 nChanged 34 SP:Iteration 7Q (1217.789784 sec): 3 clusters Score: Raw -67625.313631 + Penalty 2237.790643 = -65387.522988 nChanged 26 SP:Iteration 8Q (1217.795050 sec): 3 clusters Score: Raw -67647.722839 + Penalty 2237.790643 = -65409.932197 nChanged 18 SP:Iteration 9Q (1217.800327 sec): 3 clusters Score: Raw -67665.215319 + Penalty 2237.790643 = -65427.424676 nChanged 10 SP:Iteration 10Q (1217.805530 sec): 3 clusters Score: Raw -67674.630226 + Penalty 2237.790643 = -65436.839583 nChanged 9 SP:Iteration 11Q (1217.810792 sec): 3 clusters Score: Raw -67681.064987 + Penalty 2237.790643 = -65443.274345 nChanged 4 SP:Iteration 12Q (1217.815990 sec): 3 clusters Score: Raw -67687.293748 + Penalty 2237.790643 = -65449.503105 nChanged 4 SP:Iteration 13Q (1217.821233 sec): 3 clusters Score: Raw -67689.630384 + Penalty 2237.790643 = -65451.839742 nChanged 5 SP:Iteration 14Q (1217.826473 sec): 3 clusters Score: Raw -67695.807340 + Penalty 2237.790643 = -65458.016698 nChanged 4 SP:Iteration 15Q (1217.831677 sec): 3 clusters Score: Raw -67699.160961 + Penalty 2237.790643 = -65461.370318 nChanged 2 SP:Iteration 16Q (1217.836897 sec): 3 clusters Score: Raw -67699.869987 + Penalty 2237.790643 = -65462.079344 nChanged 0 SP:Iteration 17F (1217.842244 sec): 3 clusters Score: Raw -67699.869987 + Penalty 2237.790643 = -65462.079344 nChanged 0 Trying to split cluster 17 (23204 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1217.885184 sec): 2 clusters Score: Raw -1937616.303298 + Penalty 1633.462993 = -1935982.840305 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1217.936619 sec): 3 clusters Score: Raw -1923468.491622 + Penalty 3266.925986 = -1920201.565637 nChanged 10516 SP:Iteration 1F (1217.988608 sec): 3 clusters Score: Raw -1929165.166386 + Penalty 3266.925986 = -1925898.240400 nChanged 1047 SP:Iteration 2Q (1218.039196 sec): 3 clusters Score: Raw -1929517.865646 + Penalty 3266.925986 = -1926250.939660 nChanged 1045 SP:Iteration 3Q (1218.089491 sec): 3 clusters Score: Raw -1929888.238830 + Penalty 3266.925986 = -1926621.312845 nChanged 1110 SP:Iteration 4Q (1218.139732 sec): 3 clusters Score: Raw -1930394.671263 + Penalty 3266.925986 = -1927127.745277 nChanged 1333 SP:Iteration 5F (1218.188847 sec): 3 clusters Score: Raw -1931205.575732 + Penalty 3266.925986 = -1927938.649746 nChanged 1614 SP:Iteration 6F (1218.238285 sec): 3 clusters Score: Raw -1932403.808263 + Penalty 3266.925986 = -1929136.882277 nChanged 1796 SP:Iteration 7F (1218.287308 sec): 3 clusters Score: Raw -1933854.200841 + Penalty 3266.925986 = -1930587.274855 nChanged 1615 SP:Iteration 8F (1218.336931 sec): 3 clusters Score: Raw -1935068.531675 + Penalty 3266.925986 = -1931801.605689 nChanged 1268 SP:Iteration 9F (1218.386297 sec): 3 clusters Score: Raw -1935894.892321 + Penalty 3266.925986 = -1932627.966335 nChanged 888 SP:Iteration 10Q (1218.435948 sec): 3 clusters Score: Raw -1936440.431344 + Penalty 3266.925986 = -1933173.505358 nChanged 631 SP:Iteration 11Q (1218.485529 sec): 3 clusters Score: Raw -1936822.199559 + Penalty 3266.925986 = -1933555.273574 nChanged 473 SP:Iteration 12Q (1218.533927 sec): 3 clusters Score: Raw -1937085.416129 + Penalty 3266.925986 = -1933818.490144 nChanged 376 SP:Iteration 13Q (1218.581678 sec): 3 clusters Score: Raw -1937299.659565 + Penalty 3266.925986 = -1934032.733579 nChanged 340 SP:Iteration 14Q (1218.628427 sec): 3 clusters Score: Raw -1937471.778163 + Penalty 3266.925986 = -1934204.852177 nChanged 263 SP:Iteration 15Q (1218.674130 sec): 3 clusters Score: Raw -1937588.660541 + Penalty 3266.925986 = -1934321.734555 nChanged 185 SP:Iteration 16Q (1218.719220 sec): 3 clusters Score: Raw -1937649.315637 + Penalty 3266.925986 = -1934382.389651 nChanged 124 SP:Iteration 17Q (1218.764169 sec): 3 clusters Score: Raw -1937683.660339 + Penalty 3266.925986 = -1934416.734353 nChanged 107 SP:Iteration 18Q (1218.808660 sec): 3 clusters Score: Raw -1937715.356631 + Penalty 3266.925986 = -1934448.430646 nChanged 94 SP:Iteration 19Q (1218.852781 sec): 3 clusters Score: Raw -1937737.639770 + Penalty 3266.925986 = -1934470.713784 nChanged 79 SP:Iteration 20F (1218.902065 sec): 3 clusters Score: Raw -1937752.571183 + Penalty 3266.925986 = -1934485.645197 nChanged 64 SP:Iteration 21Q (1218.946518 sec): 3 clusters Score: Raw -1937764.173688 + Penalty 3266.925986 = -1934497.247702 nChanged 61 SP:Iteration 22Q (1218.991276 sec): 3 clusters Score: Raw -1937775.693513 + Penalty 3266.925986 = -1934508.767527 nChanged 76 SP:Iteration 23Q (1219.038132 sec): 3 clusters Score: Raw -1937794.001817 + Penalty 3266.925986 = -1934527.075831 nChanged 74 SP:Iteration 24Q (1219.081835 sec): 3 clusters Score: Raw -1937811.388076 + Penalty 3266.925986 = -1934544.462090 nChanged 68 SP:Iteration 25Q (1219.125765 sec): 3 clusters Score: Raw -1937825.787745 + Penalty 3266.925986 = -1934558.861759 nChanged 53 SP:Iteration 26Q (1219.170367 sec): 3 clusters Score: Raw -1937835.022383 + Penalty 3266.925986 = -1934568.096397 nChanged 45 SP:Iteration 27Q (1219.215044 sec): 3 clusters Score: Raw -1937842.454902 + Penalty 3266.925986 = -1934575.528916 nChanged 34 SP:Iteration 28Q (1219.261706 sec): 3 clusters Score: Raw -1937847.810031 + Penalty 3266.925986 = -1934580.884045 nChanged 34 SP:Iteration 29Q (1219.305768 sec): 3 clusters Score: Raw -1937852.978498 + Penalty 3266.925986 = -1934586.052512 nChanged 26 SP:Iteration 30Q (1219.370586 sec): 3 clusters Score: Raw -1937856.408292 + Penalty 3266.925986 = -1934589.482306 nChanged 24 SP:Iteration 31Q (1219.414603 sec): 3 clusters Score: Raw -1937859.799656 + Penalty 3266.925986 = -1934592.873671 nChanged 31 SP:Iteration 32Q (1219.500939 sec): 3 clusters Score: Raw -1937863.680438 + Penalty 3266.925986 = -1934596.754452 nChanged 19 SP:Iteration 33Q (1219.538629 sec): 3 clusters Score: Raw -1937866.227916 + Penalty 3266.925986 = -1934599.301930 nChanged 20 SP:Iteration 34Q (1219.582229 sec): 3 clusters Score: Raw -1937868.997671 + Penalty 3266.925986 = -1934602.071685 nChanged 19 SP:Iteration 35Q (1219.625891 sec): 3 clusters Score: Raw -1937871.530474 + Penalty 3266.925986 = -1934604.604488 nChanged 22 SP:Iteration 36Q (1219.669596 sec): 3 clusters Score: Raw -1937874.810986 + Penalty 3266.925986 = -1934607.885000 nChanged 21 SP:Iteration 37Q (1219.713350 sec): 3 clusters Score: Raw -1937877.552491 + Penalty 3266.925986 = -1934610.626505 nChanged 17 SP:Iteration 38Q (1219.756772 sec): 3 clusters Score: Raw -1937879.099855 + Penalty 3266.925986 = -1934612.173869 nChanged 16 SP:Iteration 39Q (1219.800715 sec): 3 clusters Score: Raw -1937880.770325 + Penalty 3266.925986 = -1934613.844339 nChanged 20 SP:Iteration 40F (1219.883878 sec): 3 clusters Score: Raw -1937883.977109 + Penalty 3266.925986 = -1934617.051123 nChanged 26 SP:Iteration 41Q (1219.927231 sec): 3 clusters Score: Raw -1937888.095294 + Penalty 3266.925986 = -1934621.169308 nChanged 28 SP:Iteration 42Q (1219.970848 sec): 3 clusters Score: Raw -1937892.394067 + Penalty 3266.925986 = -1934625.468081 nChanged 20 SP:Iteration 43Q (1220.014648 sec): 3 clusters Score: Raw -1937895.308365 + Penalty 3266.925986 = -1934628.382379 nChanged 23 SP:Iteration 44Q (1220.057821 sec): 3 clusters Score: Raw -1937898.053799 + Penalty 3266.925986 = -1934631.127813 nChanged 20 SP:Iteration 45Q (1220.101585 sec): 3 clusters Score: Raw -1937900.476223 + Penalty 3266.925986 = -1934633.550237 nChanged 20 SP:Iteration 46Q (1220.145439 sec): 3 clusters Score: Raw -1937903.163365 + Penalty 3266.925986 = -1934636.237379 nChanged 20 SP:Iteration 47Q (1220.189190 sec): 3 clusters Score: Raw -1937905.312006 + Penalty 3266.925986 = -1934638.386020 nChanged 11 SP:Iteration 48Q (1220.232333 sec): 3 clusters Score: Raw -1937906.591490 + Penalty 3266.925986 = -1934639.665504 nChanged 11 SP:Iteration 49Q (1220.275906 sec): 3 clusters Score: Raw -1937907.722032 + Penalty 3266.925986 = -1934640.796046 nChanged 12 SP:Iteration 50Q (1220.319510 sec): 3 clusters Score: Raw -1937909.054599 + Penalty 3266.925986 = -1934642.128613 nChanged 14 SP:Iteration 51Q (1220.363112 sec): 3 clusters Score: Raw -1937910.499714 + Penalty 3266.925986 = -1934643.573728 nChanged 13 SP:Iteration 52Q (1220.406701 sec): 3 clusters Score: Raw -1937911.984497 + Penalty 3266.925986 = -1934645.058511 nChanged 14 SP:Iteration 53Q (1220.450319 sec): 3 clusters Score: Raw -1937913.601744 + Penalty 3266.925986 = -1934646.675758 nChanged 14 SP:Iteration 54Q (1220.506346 sec): 3 clusters Score: Raw -1937915.036256 + Penalty 3266.925986 = -1934648.110270 nChanged 8 SP:Iteration 55Q (1220.548720 sec): 3 clusters Score: Raw -1937915.919809 + Penalty 3266.925986 = -1934648.993824 nChanged 9 SP:Iteration 56Q (1220.592539 sec): 3 clusters Score: Raw -1937917.384476 + Penalty 3266.925986 = -1934650.458490 nChanged 15 SP:Iteration 57Q (1220.635790 sec): 3 clusters Score: Raw -1937920.387724 + Penalty 3266.925986 = -1934653.461738 nChanged 16 SP:Iteration 58Q (1220.678955 sec): 3 clusters Score: Raw -1937922.851578 + Penalty 3266.925986 = -1934655.925592 nChanged 13 SP:Iteration 59Q (1220.722127 sec): 3 clusters Score: Raw -1937924.563881 + Penalty 3266.925986 = -1934657.637896 nChanged 11 SP:Iteration 60F (1220.771872 sec): 3 clusters Score: Raw -1937926.196006 + Penalty 3266.925986 = -1934659.270020 nChanged 12 SP:Iteration 61Q (1220.815153 sec): 3 clusters Score: Raw -1937928.214816 + Penalty 3266.925986 = -1934661.288830 nChanged 16 SP:Iteration 62Q (1220.858347 sec): 3 clusters Score: Raw -1937930.593030 + Penalty 3266.925986 = -1934663.667044 nChanged 12 SP:Iteration 63Q (1220.901775 sec): 3 clusters Score: Raw -1937931.983525 + Penalty 3266.925986 = -1934665.057539 nChanged 11 SP:Iteration 64Q (1220.945034 sec): 3 clusters Score: Raw -1937933.216201 + Penalty 3266.925986 = -1934666.290215 nChanged 17 SP:Iteration 65Q (1220.988164 sec): 3 clusters Score: Raw -1937935.726619 + Penalty 3266.925986 = -1934668.800633 nChanged 16 SP:Iteration 66Q (1221.031201 sec): 3 clusters Score: Raw -1937937.622891 + Penalty 3266.925986 = -1934670.696905 nChanged 13 SP:Iteration 67Q (1221.074274 sec): 3 clusters Score: Raw -1937939.396376 + Penalty 3266.925986 = -1934672.470390 nChanged 12 SP:Iteration 68Q (1221.117539 sec): 3 clusters Score: Raw -1937941.134652 + Penalty 3266.925986 = -1934674.208666 nChanged 11 SP:Iteration 69Q (1221.160945 sec): 3 clusters Score: Raw -1937942.197993 + Penalty 3266.925986 = -1934675.272007 nChanged 7 SP:Iteration 70Q (1221.203929 sec): 3 clusters Score: Raw -1937942.913055 + Penalty 3266.925986 = -1934675.987069 nChanged 11 SP:Iteration 71Q (1221.249334 sec): 3 clusters Score: Raw -1937944.559242 + Penalty 3266.925986 = -1934677.633256 nChanged 13 SP:Iteration 72Q (1221.292114 sec): 3 clusters Score: Raw -1937946.039045 + Penalty 3266.925986 = -1934679.113059 nChanged 9 SP:Iteration 73Q (1221.335997 sec): 3 clusters Score: Raw -1937947.095849 + Penalty 3266.925986 = -1934680.169863 nChanged 9 SP:Iteration 74Q (1221.378989 sec): 3 clusters Score: Raw -1937948.080914 + Penalty 3266.925986 = -1934681.154928 nChanged 8 SP:Iteration 75Q (1221.422211 sec): 3 clusters Score: Raw -1937948.974837 + Penalty 3266.925986 = -1934682.048851 nChanged 10 SP:Iteration 76Q (1221.465200 sec): 3 clusters Score: Raw -1937949.845372 + Penalty 3266.925986 = -1934682.919386 nChanged 8 SP:Iteration 77Q (1221.508492 sec): 3 clusters Score: Raw -1937950.590631 + Penalty 3266.925986 = -1934683.664645 nChanged 9 SP:Iteration 78Q (1221.551704 sec): 3 clusters Score: Raw -1937951.589447 + Penalty 3266.925986 = -1934684.663461 nChanged 11 SP:Iteration 79Q (1221.594714 sec): 3 clusters Score: Raw -1937952.740900 + Penalty 3266.925986 = -1934685.814914 nChanged 17 SP:Iteration 80F (1221.643554 sec): 3 clusters Score: Raw -1937955.555835 + Penalty 3266.925986 = -1934688.629849 nChanged 19 SP:Iteration 81Q (1221.686702 sec): 3 clusters Score: Raw -1937958.443968 + Penalty 3266.925986 = -1934691.517983 nChanged 26 SP:Iteration 82Q (1221.736212 sec): 3 clusters Score: Raw -1937961.938180 + Penalty 3266.925986 = -1934695.012194 nChanged 19 SP:Iteration 83Q (1221.779124 sec): 3 clusters Score: Raw -1937964.284505 + Penalty 3266.925986 = -1934697.358519 nChanged 18 SP:Iteration 84Q (1221.826321 sec): 3 clusters Score: Raw -1937966.065237 + Penalty 3266.925986 = -1934699.139251 nChanged 14 SP:Iteration 85Q (1221.864615 sec): 3 clusters Score: Raw -1937967.903364 + Penalty 3266.925986 = -1934700.977378 nChanged 15 SP:Iteration 86Q (1221.907644 sec): 3 clusters Score: Raw -1937969.872151 + Penalty 3266.925986 = -1934702.946165 nChanged 19 SP:Iteration 87Q (1221.950485 sec): 3 clusters Score: Raw -1937972.615783 + Penalty 3266.925986 = -1934705.689797 nChanged 20 SP:Iteration 88Q (1221.993451 sec): 3 clusters Score: Raw -1937975.303793 + Penalty 3266.925986 = -1934708.377807 nChanged 18 SP:Iteration 89Q (1222.036662 sec): 3 clusters Score: Raw -1937977.452188 + Penalty 3266.925986 = -1934710.526202 nChanged 18 SP:Iteration 90Q (1222.079749 sec): 3 clusters Score: Raw -1937980.206607 + Penalty 3266.925986 = -1934713.280621 nChanged 23 SP:Iteration 91Q (1222.122652 sec): 3 clusters Score: Raw -1937983.598874 + Penalty 3266.925986 = -1934716.672888 nChanged 21 SP:Iteration 92Q (1222.165984 sec): 3 clusters Score: Raw -1937986.381227 + Penalty 3266.925986 = -1934719.455241 nChanged 27 SP:Iteration 93Q (1222.208798 sec): 3 clusters Score: Raw -1937990.514522 + Penalty 3266.925986 = -1934723.588536 nChanged 22 SP:Iteration 94Q (1222.251836 sec): 3 clusters Score: Raw -1937994.095814 + Penalty 3266.925986 = -1934727.169828 nChanged 18 SP:Iteration 95Q (1222.294806 sec): 3 clusters Score: Raw -1937996.662429 + Penalty 3266.925986 = -1934729.736443 nChanged 19 SP:Iteration 96Q (1222.337841 sec): 3 clusters Score: Raw -1937999.754149 + Penalty 3266.925986 = -1934732.828163 nChanged 20 SP:Iteration 97Q (1222.380897 sec): 3 clusters Score: Raw -1938003.047325 + Penalty 3266.925986 = -1934736.121339 nChanged 27 SP:Iteration 98Q (1222.435508 sec): 3 clusters Score: Raw -1938008.610738 + Penalty 3266.925986 = -1934741.684752 nChanged 29 SP:Iteration 99Q (1222.484065 sec): 3 clusters Score: Raw -1938014.548310 + Penalty 3266.925986 = -1934747.622324 nChanged 25 SP:Iteration 100F (1222.532299 sec): 3 clusters Score: Raw -1938018.983502 + Penalty 3266.925986 = -1934752.057516 nChanged 17 SP:Iteration 101Q (1222.575986 sec): 3 clusters Score: Raw -1938021.672773 + Penalty 3266.925986 = -1934754.746787 nChanged 12 SP:Iteration 102Q (1222.618427 sec): 3 clusters Score: Raw -1938023.973185 + Penalty 3266.925986 = -1934757.047199 nChanged 20 SP:Iteration 103Q (1222.661623 sec): 3 clusters Score: Raw -1938027.611363 + Penalty 3266.925986 = -1934760.685377 nChanged 17 SP:Iteration 104Q (1222.704277 sec): 3 clusters Score: Raw -1938031.050719 + Penalty 3266.925986 = -1934764.124733 nChanged 19 SP:Iteration 105Q (1222.747228 sec): 3 clusters Score: Raw -1938033.955525 + Penalty 3266.925986 = -1934767.029540 nChanged 18 SP:Iteration 106Q (1222.796859 sec): 3 clusters Score: Raw -1938036.667107 + Penalty 3266.925986 = -1934769.741121 nChanged 15 SP:Iteration 107Q (1222.872381 sec): 3 clusters Score: Raw -1938039.775519 + Penalty 3266.925986 = -1934772.849534 nChanged 16 SP:Iteration 108Q (1222.923471 sec): 3 clusters Score: Raw -1938043.192307 + Penalty 3266.925986 = -1934776.266322 nChanged 22 SP:Iteration 109Q (1222.965325 sec): 3 clusters Score: Raw -1938046.272505 + Penalty 3266.925986 = -1934779.346519 nChanged 13 SP:Iteration 110Q (1223.007850 sec): 3 clusters Score: Raw -1938047.982483 + Penalty 3266.925986 = -1934781.056497 nChanged 10 SP:Iteration 111Q (1223.050764 sec): 3 clusters Score: Raw -1938049.233253 + Penalty 3266.925986 = -1934782.307267 nChanged 9 SP:Iteration 112Q (1223.093274 sec): 3 clusters Score: Raw -1938050.804635 + Penalty 3266.925986 = -1934783.878649 nChanged 8 SP:Iteration 113Q (1223.136082 sec): 3 clusters Score: Raw -1938051.927924 + Penalty 3266.925986 = -1934785.001938 nChanged 7 SP:Iteration 114Q (1223.178653 sec): 3 clusters Score: Raw -1938053.176519 + Penalty 3266.925986 = -1934786.250533 nChanged 6 SP:Iteration 115Q (1223.221217 sec): 3 clusters Score: Raw -1938054.924131 + Penalty 3266.925986 = -1934787.998145 nChanged 10 SP:Iteration 116Q (1223.263846 sec): 3 clusters Score: Raw -1938057.649091 + Penalty 3266.925986 = -1934790.723105 nChanged 13 SP:Iteration 117Q (1223.306334 sec): 3 clusters Score: Raw -1938060.878268 + Penalty 3266.925986 = -1934793.952282 nChanged 14 SP:Iteration 118Q (1223.349000 sec): 3 clusters Score: Raw -1938063.946883 + Penalty 3266.925986 = -1934797.020898 nChanged 12 SP:Iteration 119Q (1223.391387 sec): 3 clusters Score: Raw -1938066.347457 + Penalty 3266.925986 = -1934799.421471 nChanged 16 SP:Iteration 120F (1223.440184 sec): 3 clusters Score: Raw -1938070.050254 + Penalty 3266.925986 = -1934803.124268 nChanged 16 SP:Iteration 121Q (1223.482898 sec): 3 clusters Score: Raw -1938075.144781 + Penalty 3266.925986 = -1934808.218795 nChanged 17 SP:Iteration 122Q (1223.525570 sec): 3 clusters Score: Raw -1938078.750464 + Penalty 3266.925986 = -1934811.824478 nChanged 18 SP:Iteration 123Q (1223.568029 sec): 3 clusters Score: Raw -1938084.650154 + Penalty 3266.925986 = -1934817.724168 nChanged 19 SP:Iteration 124Q (1223.610747 sec): 3 clusters Score: Raw -1938089.957030 + Penalty 3266.925986 = -1934823.031044 nChanged 15 SP:Iteration 125Q (1223.653088 sec): 3 clusters Score: Raw -1938092.956345 + Penalty 3266.925986 = -1934826.030359 nChanged 18 SP:Iteration 126Q (1223.695483 sec): 3 clusters Score: Raw -1938097.055280 + Penalty 3266.925986 = -1934830.129294 nChanged 17 SP:Iteration 127Q (1223.738085 sec): 3 clusters Score: Raw -1938102.179308 + Penalty 3266.925986 = -1934835.253323 nChanged 16 SP:Iteration 128Q (1223.780521 sec): 3 clusters Score: Raw -1938106.702706 + Penalty 3266.925986 = -1934839.776720 nChanged 15 SP:Iteration 129Q (1223.822782 sec): 3 clusters Score: Raw -1938110.510120 + Penalty 3266.925986 = -1934843.584134 nChanged 15 SP:Iteration 130Q (1223.865202 sec): 3 clusters Score: Raw -1938113.703044 + Penalty 3266.925986 = -1934846.777058 nChanged 20 SP:Iteration 131Q (1223.907432 sec): 3 clusters Score: Raw -1938117.356891 + Penalty 3266.925986 = -1934850.430905 nChanged 19 SP:Iteration 132Q (1223.949734 sec): 3 clusters Score: Raw -1938122.638137 + Penalty 3266.925986 = -1934855.712151 nChanged 20 SP:Iteration 133Q (1223.992057 sec): 3 clusters Score: Raw -1938129.357856 + Penalty 3266.925986 = -1934862.431870 nChanged 24 SP:Iteration 134Q (1224.034107 sec): 3 clusters Score: Raw -1938135.430248 + Penalty 3266.925986 = -1934868.504262 nChanged 19 SP:Iteration 135Q (1224.076438 sec): 3 clusters Score: Raw -1938140.652561 + Penalty 3266.925986 = -1934873.726576 nChanged 20 SP:Iteration 136Q (1224.118547 sec): 3 clusters Score: Raw -1938146.918722 + Penalty 3266.925986 = -1934879.992736 nChanged 17 SP:Iteration 137Q (1224.160912 sec): 3 clusters Score: Raw -1938152.155305 + Penalty 3266.925986 = -1934885.229319 nChanged 16 SP:Iteration 138Q (1224.203085 sec): 3 clusters Score: Raw -1938157.356645 + Penalty 3266.925986 = -1934890.430659 nChanged 13 SP:Iteration 139Q (1224.245045 sec): 3 clusters Score: Raw -1938160.276176 + Penalty 3266.925986 = -1934893.350190 nChanged 15 SP:Iteration 140F (1224.293905 sec): 3 clusters Score: Raw -1938163.768334 + Penalty 3266.925986 = -1934896.842348 nChanged 12 SP:Iteration 141Q (1224.336123 sec): 3 clusters Score: Raw -1938166.767921 + Penalty 3266.925986 = -1934899.841936 nChanged 9 SP:Iteration 142Q (1224.378297 sec): 3 clusters Score: Raw -1938169.443906 + Penalty 3266.925986 = -1934902.517920 nChanged 13 SP:Iteration 143Q (1224.420294 sec): 3 clusters Score: Raw -1938172.580040 + Penalty 3266.925986 = -1934905.654054 nChanged 17 SP:Iteration 144Q (1224.462543 sec): 3 clusters Score: Raw -1938177.425258 + Penalty 3266.925986 = -1934910.499272 nChanged 16 SP:Iteration 145Q (1224.504565 sec): 3 clusters Score: Raw -1938180.965214 + Penalty 3266.925986 = -1934914.039228 nChanged 14 SP:Iteration 146Q (1224.546715 sec): 3 clusters Score: Raw -1938184.509256 + Penalty 3266.925986 = -1934917.583270 nChanged 14 SP:Iteration 147Q (1224.588523 sec): 3 clusters Score: Raw -1938188.626454 + Penalty 3266.925986 = -1934921.700468 nChanged 16 SP:Iteration 148Q (1224.630640 sec): 3 clusters Score: Raw -1938194.684844 + Penalty 3266.925986 = -1934927.758858 nChanged 20 SP:Iteration 149Q (1224.672759 sec): 3 clusters Score: Raw -1938201.221941 + Penalty 3266.925986 = -1934934.295955 nChanged 20 SP:Iteration 150Q (1224.714565 sec): 3 clusters Score: Raw -1938208.522403 + Penalty 3266.925986 = -1934941.596417 nChanged 20 SP:Iteration 151Q (1224.756521 sec): 3 clusters Score: Raw -1938216.044762 + Penalty 3266.925986 = -1934949.118776 nChanged 19 SP:Iteration 152Q (1224.798282 sec): 3 clusters Score: Raw -1938221.048764 + Penalty 3266.925986 = -1934954.122778 nChanged 12 SP:Iteration 153Q (1224.840147 sec): 3 clusters Score: Raw -1938223.675482 + Penalty 3266.925986 = -1934956.749496 nChanged 13 SP:Iteration 154Q (1224.883029 sec): 3 clusters Score: Raw -1938227.624686 + Penalty 3266.925986 = -1934960.698700 nChanged 14 SP:Iteration 155Q (1224.961370 sec): 3 clusters Score: Raw -1938231.566330 + Penalty 3266.925986 = -1934964.640344 nChanged 9 SP:Iteration 156Q (1225.002466 sec): 3 clusters Score: Raw -1938233.689652 + Penalty 3266.925986 = -1934966.763666 nChanged 7 SP:Iteration 157Q (1225.044334 sec): 3 clusters Score: Raw -1938235.765036 + Penalty 3266.925986 = -1934968.839050 nChanged 9 SP:Iteration 158Q (1225.085894 sec): 3 clusters Score: Raw -1938238.153467 + Penalty 3266.925986 = -1934971.227481 nChanged 4 SP:Iteration 159Q (1225.127850 sec): 3 clusters Score: Raw -1938239.497885 + Penalty 3266.925986 = -1934972.571899 nChanged 3 SP:Iteration 160F (1225.176417 sec): 3 clusters Score: Raw -1938239.886891 + Penalty 3266.925986 = -1934972.960905 nChanged 2 SP:Iteration 161Q (1225.218498 sec): 3 clusters Score: Raw -1938240.145154 + Penalty 3266.925986 = -1934973.219168 nChanged 2 SP:Iteration 162Q (1225.260298 sec): 3 clusters Score: Raw -1938240.367726 + Penalty 3266.925986 = -1934973.441740 nChanged 1 SP:Iteration 163Q (1225.302640 sec): 3 clusters Score: Raw -1938240.481822 + Penalty 3266.925986 = -1934973.555836 nChanged 1 SP:Iteration 164Q (1225.381019 sec): 3 clusters Score: Raw -1938240.622024 + Penalty 3266.925986 = -1934973.696038 nChanged 0 SP:Iteration 165F (1225.450499 sec): 3 clusters Score: Raw -1938240.622024 + Penalty 3266.925986 = -1934973.696038 nChanged 0 Trying to split cluster 18 (63593 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1225.528799 sec): 2 clusters Score: Raw -5323980.487399 + Penalty 1797.292036 = -5322183.195363 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1225.646269 sec): 3 clusters Score: Raw -5283373.864001 + Penalty 3594.584071 = -5279779.279930 nChanged 30084 SP:Iteration 1F (1225.771729 sec): 3 clusters Score: Raw -5300540.889757 + Penalty 3594.584071 = -5296946.305686 nChanged 2486 SP:Iteration 2Q (1225.897266 sec): 3 clusters Score: Raw -5301236.562317 + Penalty 3594.584071 = -5297641.978246 nChanged 2490 SP:Iteration 3Q (1226.017544 sec): 3 clusters Score: Raw -5301984.838023 + Penalty 3594.584071 = -5298390.253952 nChanged 2536 SP:Iteration 4Q (1226.141895 sec): 3 clusters Score: Raw -5302817.017216 + Penalty 3594.584071 = -5299222.433145 nChanged 2658 SP:Iteration 5Q (1226.262427 sec): 3 clusters Score: Raw -5303899.787163 + Penalty 3594.584071 = -5300305.203092 nChanged 3038 SP:Iteration 6Q (1226.382514 sec): 3 clusters Score: Raw -5305395.479124 + Penalty 3594.584071 = -5301800.895053 nChanged 3407 SP:Iteration 7F (1226.496161 sec): 3 clusters Score: Raw -5307552.740648 + Penalty 3594.584071 = -5303958.156577 nChanged 3695 SP:Iteration 8F (1226.610073 sec): 3 clusters Score: Raw -5310232.255528 + Penalty 3594.584071 = -5306637.671457 nChanged 3497 SP:Iteration 9F (1226.723907 sec): 3 clusters Score: Raw -5312735.557513 + Penalty 3594.584071 = -5309140.973442 nChanged 2958 SP:Iteration 10Q (1226.840694 sec): 3 clusters Score: Raw -5314633.896346 + Penalty 3594.584071 = -5311039.312275 nChanged 2250 SP:Iteration 11Q (1226.954780 sec): 3 clusters Score: Raw -5315898.675414 + Penalty 3594.584071 = -5312304.091343 nChanged 1795 SP:Iteration 12Q (1227.066607 sec): 3 clusters Score: Raw -5316754.605769 + Penalty 3594.584071 = -5313160.021698 nChanged 1440 SP:Iteration 13Q (1227.186440 sec): 3 clusters Score: Raw -5317434.962893 + Penalty 3594.584071 = -5313840.378822 nChanged 1328 SP:Iteration 14Q (1227.295417 sec): 3 clusters Score: Raw -5318069.513722 + Penalty 3594.584071 = -5314474.929651 nChanged 1322 SP:Iteration 15Q (1227.402094 sec): 3 clusters Score: Raw -5318749.358826 + Penalty 3594.584071 = -5315154.774755 nChanged 1299 SP:Iteration 16Q (1227.508736 sec): 3 clusters Score: Raw -5319450.631953 + Penalty 3594.584071 = -5315856.047881 nChanged 1211 SP:Iteration 17Q (1227.618956 sec): 3 clusters Score: Raw -5320168.587951 + Penalty 3594.584071 = -5316574.003880 nChanged 1159 SP:Iteration 18Q (1227.727708 sec): 3 clusters Score: Raw -5320872.574079 + Penalty 3594.584071 = -5317277.990008 nChanged 1013 SP:Iteration 19Q (1227.829965 sec): 3 clusters Score: Raw -5321480.580211 + Penalty 3594.584071 = -5317885.996140 nChanged 844 SP:Iteration 20F (1227.944016 sec): 3 clusters Score: Raw -5322000.816682 + Penalty 3594.584071 = -5318406.232611 nChanged 751 SP:Iteration 21Q (1228.044094 sec): 3 clusters Score: Raw -5322468.791189 + Penalty 3594.584071 = -5318874.207118 nChanged 616 SP:Iteration 22Q (1228.142720 sec): 3 clusters Score: Raw -5322858.777927 + Penalty 3594.584071 = -5319264.193856 nChanged 524 SP:Iteration 23Q (1228.238744 sec): 3 clusters Score: Raw -5323195.497830 + Penalty 3594.584071 = -5319600.913759 nChanged 439 SP:Iteration 24Q (1228.334809 sec): 3 clusters Score: Raw -5323485.559775 + Penalty 3594.584071 = -5319890.975703 nChanged 328 SP:Iteration 25Q (1228.430856 sec): 3 clusters Score: Raw -5323684.828794 + Penalty 3594.584071 = -5320090.244723 nChanged 261 SP:Iteration 26Q (1228.535566 sec): 3 clusters Score: Raw -5323841.524209 + Penalty 3594.584071 = -5320246.940138 nChanged 211 SP:Iteration 27Q (1228.630427 sec): 3 clusters Score: Raw -5323967.536673 + Penalty 3594.584071 = -5320372.952602 nChanged 146 SP:Iteration 28Q (1228.725555 sec): 3 clusters Score: Raw -5324059.175175 + Penalty 3594.584071 = -5320464.591104 nChanged 99 SP:Iteration 29Q (1228.819958 sec): 3 clusters Score: Raw -5324121.834169 + Penalty 3594.584071 = -5320527.250098 nChanged 71 SP:Iteration 30Q (1228.914810 sec): 3 clusters Score: Raw -5324164.558216 + Penalty 3594.584071 = -5320569.974145 nChanged 59 SP:Iteration 31Q (1229.016423 sec): 3 clusters Score: Raw -5324209.627268 + Penalty 3594.584071 = -5320615.043197 nChanged 58 SP:Iteration 32Q (1229.110638 sec): 3 clusters Score: Raw -5324252.516949 + Penalty 3594.584071 = -5320657.932878 nChanged 45 SP:Iteration 33Q (1229.214828 sec): 3 clusters Score: Raw -5324282.628255 + Penalty 3594.584071 = -5320688.044184 nChanged 37 SP:Iteration 34Q (1229.309695 sec): 3 clusters Score: Raw -5324306.026418 + Penalty 3594.584071 = -5320711.442347 nChanged 35 SP:Iteration 35Q (1229.403922 sec): 3 clusters Score: Raw -5324326.592958 + Penalty 3594.584071 = -5320732.008886 nChanged 39 SP:Iteration 36Q (1229.498043 sec): 3 clusters Score: Raw -5324354.157889 + Penalty 3594.584071 = -5320759.573818 nChanged 38 SP:Iteration 37Q (1229.600317 sec): 3 clusters Score: Raw -5324381.569162 + Penalty 3594.584071 = -5320786.985091 nChanged 27 SP:Iteration 38Q (1229.693861 sec): 3 clusters Score: Raw -5324397.492816 + Penalty 3594.584071 = -5320802.908745 nChanged 23 SP:Iteration 39Q (1229.799701 sec): 3 clusters Score: Raw -5324408.220376 + Penalty 3594.584071 = -5320813.636304 nChanged 14 SP:Iteration 40F (1229.914397 sec): 3 clusters Score: Raw -5324416.626376 + Penalty 3594.584071 = -5320822.042304 nChanged 20 SP:Iteration 41Q (1230.009046 sec): 3 clusters Score: Raw -5324429.456963 + Penalty 3594.584071 = -5320834.872892 nChanged 18 SP:Iteration 42Q (1230.102557 sec): 3 clusters Score: Raw -5324439.474034 + Penalty 3594.584071 = -5320844.889963 nChanged 14 SP:Iteration 43Q (1230.196428 sec): 3 clusters Score: Raw -5324447.255664 + Penalty 3594.584071 = -5320852.671592 nChanged 11 SP:Iteration 44Q (1230.296424 sec): 3 clusters Score: Raw -5324452.492321 + Penalty 3594.584071 = -5320857.908250 nChanged 8 SP:Iteration 45Q (1230.400426 sec): 3 clusters Score: Raw -5324455.051266 + Penalty 3594.584071 = -5320860.467194 nChanged 2 SP:Iteration 46Q (1230.494201 sec): 3 clusters Score: Raw -5324455.568530 + Penalty 3594.584071 = -5320860.984459 nChanged 2 SP:Iteration 47Q (1230.587664 sec): 3 clusters Score: Raw -5324455.926591 + Penalty 3594.584071 = -5320861.342520 nChanged 0 SP:Iteration 48F (1230.724519 sec): 3 clusters Score: Raw -5324455.926591 + Penalty 3594.584071 = -5320861.342520 nChanged 0 Trying to split cluster 19 (6128 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1230.736973 sec): 2 clusters Score: Raw -482654.879507 + Penalty 1417.101353 = -481237.778154 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1230.761817 sec): 3 clusters Score: Raw -479428.308492 + Penalty 2834.202706 = -476594.105786 nChanged 2553 SP:Iteration 1F (1230.784733 sec): 3 clusters Score: Raw -480835.350182 + Penalty 2834.202706 = -478001.147476 nChanged 479 SP:Iteration 2F (1230.829151 sec): 3 clusters Score: Raw -481119.266312 + Penalty 2834.202706 = -478285.063606 nChanged 399 SP:Iteration 3F (1230.859724 sec): 3 clusters Score: Raw -481379.288492 + Penalty 2834.202706 = -478545.085786 nChanged 381 SP:Iteration 4F (1230.882654 sec): 3 clusters Score: Raw -481662.557688 + Penalty 2834.202706 = -478828.354982 nChanged 351 SP:Iteration 5F (1230.905630 sec): 3 clusters Score: Raw -481927.994632 + Penalty 2834.202706 = -479093.791926 nChanged 346 SP:Iteration 6F (1230.928429 sec): 3 clusters Score: Raw -482206.328873 + Penalty 2834.202706 = -479372.126167 nChanged 317 SP:Iteration 7F (1230.951467 sec): 3 clusters Score: Raw -482459.705738 + Penalty 2834.202706 = -479625.503032 nChanged 248 SP:Iteration 8Q (1230.982901 sec): 3 clusters Score: Raw -482631.234291 + Penalty 2834.202706 = -479797.031585 nChanged 206 SP:Iteration 9Q (1231.005238 sec): 3 clusters Score: Raw -482751.421725 + Penalty 2834.202706 = -479917.219019 nChanged 172 SP:Iteration 10Q (1231.027954 sec): 3 clusters Score: Raw -482854.566843 + Penalty 2834.202706 = -480020.364137 nChanged 135 SP:Iteration 11Q (1231.050511 sec): 3 clusters Score: Raw -482915.558106 + Penalty 2834.202706 = -480081.355400 nChanged 101 SP:Iteration 12Q (1231.073275 sec): 3 clusters Score: Raw -482953.321750 + Penalty 2834.202706 = -480119.119044 nChanged 69 SP:Iteration 13Q (1231.098813 sec): 3 clusters Score: Raw -482974.096041 + Penalty 2834.202706 = -480139.893335 nChanged 49 SP:Iteration 14Q (1231.121187 sec): 3 clusters Score: Raw -482990.664482 + Penalty 2834.202706 = -480156.461776 nChanged 54 SP:Iteration 15Q (1231.143564 sec): 3 clusters Score: Raw -483009.349411 + Penalty 2834.202706 = -480175.146705 nChanged 48 SP:Iteration 16Q (1231.168313 sec): 3 clusters Score: Raw -483022.094610 + Penalty 2834.202706 = -480187.891904 nChanged 31 SP:Iteration 17Q (1231.190809 sec): 3 clusters Score: Raw -483030.481269 + Penalty 2834.202706 = -480196.278563 nChanged 20 SP:Iteration 18Q (1231.213199 sec): 3 clusters Score: Raw -483035.609686 + Penalty 2834.202706 = -480201.406979 nChanged 23 SP:Iteration 19Q (1231.235649 sec): 3 clusters Score: Raw -483040.999095 + Penalty 2834.202706 = -480206.796389 nChanged 17 SP:Iteration 20F (1231.258419 sec): 3 clusters Score: Raw -483045.441768 + Penalty 2834.202706 = -480211.239062 nChanged 15 SP:Iteration 21Q (1231.280715 sec): 3 clusters Score: Raw -483049.476090 + Penalty 2834.202706 = -480215.273383 nChanged 13 SP:Iteration 22Q (1231.303059 sec): 3 clusters Score: Raw -483051.568968 + Penalty 2834.202706 = -480217.366261 nChanged 12 SP:Iteration 23Q (1231.327482 sec): 3 clusters Score: Raw -483053.370101 + Penalty 2834.202706 = -480219.167395 nChanged 9 SP:Iteration 24Q (1231.349851 sec): 3 clusters Score: Raw -483055.052394 + Penalty 2834.202706 = -480220.849688 nChanged 8 SP:Iteration 25Q (1231.372079 sec): 3 clusters Score: Raw -483056.129014 + Penalty 2834.202706 = -480221.926308 nChanged 4 SP:Iteration 26Q (1231.394444 sec): 3 clusters Score: Raw -483057.118394 + Penalty 2834.202706 = -480222.915688 nChanged 8 SP:Iteration 27Q (1231.416952 sec): 3 clusters Score: Raw -483058.521177 + Penalty 2834.202706 = -480224.318471 nChanged 4 SP:Iteration 28Q (1231.439739 sec): 3 clusters Score: Raw -483059.010875 + Penalty 2834.202706 = -480224.808169 nChanged 0 SP:Iteration 29F (1231.467602 sec): 3 clusters Score: Raw -483059.010875 + Penalty 2834.202706 = -480224.808169 nChanged 0 Trying to split cluster 20 (5301 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1231.486529 sec): 2 clusters Score: Raw -403648.446933 + Penalty 1393.543249 = -402254.903685 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1231.508646 sec): 3 clusters Score: Raw -400865.970187 + Penalty 2787.086497 = -398078.883689 nChanged 2184 SP:Iteration 1F (1231.530327 sec): 3 clusters Score: Raw -402345.973119 + Penalty 2787.086497 = -399558.886621 nChanged 487 SP:Iteration 2F (1231.587642 sec): 3 clusters Score: Raw -402834.941958 + Penalty 2787.086497 = -400047.855461 nChanged 509 SP:Iteration 3F (1231.642036 sec): 3 clusters Score: Raw -403312.353472 + Penalty 2787.086497 = -400525.266974 nChanged 444 SP:Iteration 4F (1231.694947 sec): 3 clusters Score: Raw -403684.281019 + Penalty 2787.086497 = -400897.194522 nChanged 370 SP:Iteration 5F (1231.749405 sec): 3 clusters Score: Raw -403958.788061 + Penalty 2787.086497 = -401171.701564 nChanged 300 SP:Iteration 6F (1231.770927 sec): 3 clusters Score: Raw -404172.714239 + Penalty 2787.086497 = -401385.627742 nChanged 236 SP:Iteration 7Q (1231.829240 sec): 3 clusters Score: Raw -404334.039392 + Penalty 2787.086497 = -401546.952895 nChanged 190 SP:Iteration 8Q (1231.880855 sec): 3 clusters Score: Raw -404452.306959 + Penalty 2787.086497 = -401665.220461 nChanged 152 SP:Iteration 9Q (1231.934697 sec): 3 clusters Score: Raw -404532.296359 + Penalty 2787.086497 = -401745.209862 nChanged 94 SP:Iteration 10Q (1231.963432 sec): 3 clusters Score: Raw -404580.420185 + Penalty 2787.086497 = -401793.333688 nChanged 76 SP:Iteration 11Q (1231.984895 sec): 3 clusters Score: Raw -404627.017843 + Penalty 2787.086497 = -401839.931346 nChanged 62 SP:Iteration 12Q (1232.016542 sec): 3 clusters Score: Raw -404661.828253 + Penalty 2787.086497 = -401874.741756 nChanged 61 SP:Iteration 13Q (1232.037950 sec): 3 clusters Score: Raw -404689.208832 + Penalty 2787.086497 = -401902.122334 nChanged 37 SP:Iteration 14Q (1232.059412 sec): 3 clusters Score: Raw -404703.270750 + Penalty 2787.086497 = -401916.184253 nChanged 32 SP:Iteration 15Q (1232.080909 sec): 3 clusters Score: Raw -404716.235364 + Penalty 2787.086497 = -401929.148867 nChanged 18 SP:Iteration 16Q (1232.102572 sec): 3 clusters Score: Raw -404723.741598 + Penalty 2787.086497 = -401936.655100 nChanged 17 SP:Iteration 17Q (1232.133702 sec): 3 clusters Score: Raw -404731.694612 + Penalty 2787.086497 = -401944.608114 nChanged 19 SP:Iteration 18Q (1232.181740 sec): 3 clusters Score: Raw -404738.946431 + Penalty 2787.086497 = -401951.859934 nChanged 9 SP:Iteration 19Q (1232.234733 sec): 3 clusters Score: Raw -404742.050911 + Penalty 2787.086497 = -401954.964413 nChanged 9 SP:Iteration 20F (1232.256910 sec): 3 clusters Score: Raw -404745.146836 + Penalty 2787.086497 = -401958.060338 nChanged 13 SP:Iteration 21Q (1232.279134 sec): 3 clusters Score: Raw -404750.198833 + Penalty 2787.086497 = -401963.112336 nChanged 5 SP:Iteration 22Q (1232.310664 sec): 3 clusters Score: Raw -404752.428526 + Penalty 2787.086497 = -401965.342029 nChanged 8 SP:Iteration 23Q (1232.332724 sec): 3 clusters Score: Raw -404755.630177 + Penalty 2787.086497 = -401968.543679 nChanged 10 SP:Iteration 24Q (1232.353962 sec): 3 clusters Score: Raw -404759.547570 + Penalty 2787.086497 = -401972.461072 nChanged 8 SP:Iteration 25Q (1232.375634 sec): 3 clusters Score: Raw -404763.717610 + Penalty 2787.086497 = -401976.631112 nChanged 5 SP:Iteration 26Q (1232.417795 sec): 3 clusters Score: Raw -404765.560060 + Penalty 2787.086497 = -401978.473563 nChanged 6 SP:Iteration 27Q (1232.470270 sec): 3 clusters Score: Raw -404768.075570 + Penalty 2787.086497 = -401980.989073 nChanged 3 SP:Iteration 28Q (1232.534690 sec): 3 clusters Score: Raw -404768.625150 + Penalty 2787.086497 = -401981.538652 nChanged 1 SP:Iteration 29Q (1232.553467 sec): 3 clusters Score: Raw -404769.000816 + Penalty 2787.086497 = -401981.914319 nChanged 0 SP:Iteration 30F (1232.575355 sec): 3 clusters Score: Raw -404769.000816 + Penalty 2787.086497 = -401981.914319 nChanged 0 Trying to split cluster 21 (12914 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1232.604452 sec): 2 clusters Score: Raw -1057148.487874 + Penalty 1538.235932 = -1055610.251942 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1232.638819 sec): 3 clusters Score: Raw -1049647.651798 + Penalty 3076.471864 = -1046571.179934 nChanged 5680 SP:Iteration 1F (1232.672135 sec): 3 clusters Score: Raw -1052841.532148 + Penalty 3076.471864 = -1049765.060284 nChanged 809 SP:Iteration 2F (1232.705458 sec): 3 clusters Score: Raw -1053219.544223 + Penalty 3076.471864 = -1050143.072359 nChanged 657 SP:Iteration 3F (1232.738994 sec): 3 clusters Score: Raw -1053535.103949 + Penalty 3076.471864 = -1050458.632086 nChanged 662 SP:Iteration 4F (1232.772386 sec): 3 clusters Score: Raw -1053867.708379 + Penalty 3076.471864 = -1050791.236516 nChanged 621 SP:Iteration 5Q (1232.805341 sec): 3 clusters Score: Raw -1054187.833754 + Penalty 3076.471864 = -1051111.361891 nChanged 612 SP:Iteration 6Q (1232.861687 sec): 3 clusters Score: Raw -1054530.629906 + Penalty 3076.471864 = -1051454.158042 nChanged 604 SP:Iteration 7Q (1232.897947 sec): 3 clusters Score: Raw -1054861.931149 + Penalty 3076.471864 = -1051785.459286 nChanged 553 SP:Iteration 8Q (1232.968858 sec): 3 clusters Score: Raw -1055133.210582 + Penalty 3076.471864 = -1052056.738718 nChanged 499 SP:Iteration 9Q (1233.001910 sec): 3 clusters Score: Raw -1055379.319338 + Penalty 3076.471864 = -1052302.847474 nChanged 458 SP:Iteration 10Q (1233.036337 sec): 3 clusters Score: Raw -1055607.105526 + Penalty 3076.471864 = -1052530.633662 nChanged 424 SP:Iteration 11Q (1233.069323 sec): 3 clusters Score: Raw -1055816.384023 + Penalty 3076.471864 = -1052739.912160 nChanged 419 SP:Iteration 12Q (1233.102538 sec): 3 clusters Score: Raw -1056023.979692 + Penalty 3076.471864 = -1052947.507828 nChanged 373 SP:Iteration 13Q (1233.160529 sec): 3 clusters Score: Raw -1056210.683523 + Penalty 3076.471864 = -1053134.211659 nChanged 333 SP:Iteration 14Q (1233.193512 sec): 3 clusters Score: Raw -1056365.772699 + Penalty 3076.471864 = -1053289.300836 nChanged 310 SP:Iteration 15Q (1233.226431 sec): 3 clusters Score: Raw -1056513.432286 + Penalty 3076.471864 = -1053436.960423 nChanged 329 SP:Iteration 16Q (1233.259324 sec): 3 clusters Score: Raw -1056660.866230 + Penalty 3076.471864 = -1053584.394366 nChanged 274 SP:Iteration 17Q (1233.292164 sec): 3 clusters Score: Raw -1056779.353377 + Penalty 3076.471864 = -1053702.881513 nChanged 246 SP:Iteration 18Q (1233.348596 sec): 3 clusters Score: Raw -1056871.357205 + Penalty 3076.471864 = -1053794.885341 nChanged 217 SP:Iteration 19Q (1233.407342 sec): 3 clusters Score: Raw -1056950.642097 + Penalty 3076.471864 = -1053874.170233 nChanged 210 SP:Iteration 20F (1233.474995 sec): 3 clusters Score: Raw -1057017.690489 + Penalty 3076.471864 = -1053941.218626 nChanged 184 SP:Iteration 21Q (1233.542077 sec): 3 clusters Score: Raw -1057075.220954 + Penalty 3076.471864 = -1053998.749090 nChanged 160 SP:Iteration 22Q (1233.599817 sec): 3 clusters Score: Raw -1057127.924096 + Penalty 3076.471864 = -1054051.452232 nChanged 151 SP:Iteration 23Q (1233.658397 sec): 3 clusters Score: Raw -1057176.976414 + Penalty 3076.471864 = -1054100.504550 nChanged 140 SP:Iteration 24Q (1233.715317 sec): 3 clusters Score: Raw -1057220.702950 + Penalty 3076.471864 = -1054144.231086 nChanged 136 SP:Iteration 25Q (1233.753575 sec): 3 clusters Score: Raw -1057257.016660 + Penalty 3076.471864 = -1054180.544797 nChanged 122 SP:Iteration 26Q (1233.786205 sec): 3 clusters Score: Raw -1057291.156531 + Penalty 3076.471864 = -1054214.684667 nChanged 122 SP:Iteration 27Q (1233.818775 sec): 3 clusters Score: Raw -1057330.840143 + Penalty 3076.471864 = -1054254.368279 nChanged 123 SP:Iteration 28Q (1233.851497 sec): 3 clusters Score: Raw -1057367.898690 + Penalty 3076.471864 = -1054291.426826 nChanged 116 SP:Iteration 29Q (1233.883896 sec): 3 clusters Score: Raw -1057400.112804 + Penalty 3076.471864 = -1054323.640940 nChanged 94 SP:Iteration 30Q (1233.952600 sec): 3 clusters Score: Raw -1057424.413336 + Penalty 3076.471864 = -1054347.941472 nChanged 97 SP:Iteration 31Q (1234.020207 sec): 3 clusters Score: Raw -1057447.979609 + Penalty 3076.471864 = -1054371.507745 nChanged 86 SP:Iteration 32Q (1234.101314 sec): 3 clusters Score: Raw -1057470.848742 + Penalty 3076.471864 = -1054394.376878 nChanged 81 SP:Iteration 33Q (1234.155660 sec): 3 clusters Score: Raw -1057489.512776 + Penalty 3076.471864 = -1054413.040913 nChanged 70 SP:Iteration 34Q (1234.224134 sec): 3 clusters Score: Raw -1057503.020378 + Penalty 3076.471864 = -1054426.548514 nChanged 53 SP:Iteration 35Q (1234.287443 sec): 3 clusters Score: Raw -1057514.515345 + Penalty 3076.471864 = -1054438.043481 nChanged 53 SP:Iteration 36Q (1234.319905 sec): 3 clusters Score: Raw -1057522.786496 + Penalty 3076.471864 = -1054446.314632 nChanged 49 SP:Iteration 37Q (1234.352083 sec): 3 clusters Score: Raw -1057530.624153 + Penalty 3076.471864 = -1054454.152290 nChanged 46 SP:Iteration 38Q (1234.384530 sec): 3 clusters Score: Raw -1057538.687997 + Penalty 3076.471864 = -1054462.216133 nChanged 41 SP:Iteration 39Q (1234.416771 sec): 3 clusters Score: Raw -1057544.052016 + Penalty 3076.471864 = -1054467.580152 nChanged 31 SP:Iteration 40F (1234.449815 sec): 3 clusters Score: Raw -1057548.716435 + Penalty 3076.471864 = -1054472.244571 nChanged 32 SP:Iteration 41Q (1234.482623 sec): 3 clusters Score: Raw -1057552.911242 + Penalty 3076.471864 = -1054476.439378 nChanged 29 SP:Iteration 42Q (1234.515111 sec): 3 clusters Score: Raw -1057557.188319 + Penalty 3076.471864 = -1054480.716455 nChanged 32 SP:Iteration 43Q (1234.547537 sec): 3 clusters Score: Raw -1057561.858589 + Penalty 3076.471864 = -1054485.386725 nChanged 31 SP:Iteration 44Q (1234.579961 sec): 3 clusters Score: Raw -1057565.507292 + Penalty 3076.471864 = -1054489.035428 nChanged 24 SP:Iteration 45Q (1234.612373 sec): 3 clusters Score: Raw -1057568.594118 + Penalty 3076.471864 = -1054492.122254 nChanged 24 SP:Iteration 46Q (1234.644538 sec): 3 clusters Score: Raw -1057572.126961 + Penalty 3076.471864 = -1054495.655097 nChanged 24 SP:Iteration 47Q (1234.677202 sec): 3 clusters Score: Raw -1057576.239433 + Penalty 3076.471864 = -1054499.767569 nChanged 28 SP:Iteration 48Q (1234.709519 sec): 3 clusters Score: Raw -1057580.185724 + Penalty 3076.471864 = -1054503.713860 nChanged 24 SP:Iteration 49Q (1234.742025 sec): 3 clusters Score: Raw -1057583.445115 + Penalty 3076.471864 = -1054506.973251 nChanged 29 SP:Iteration 50Q (1234.774754 sec): 3 clusters Score: Raw -1057587.163228 + Penalty 3076.471864 = -1054510.691364 nChanged 21 SP:Iteration 51Q (1234.806928 sec): 3 clusters Score: Raw -1057588.967887 + Penalty 3076.471864 = -1054512.496023 nChanged 19 SP:Iteration 52Q (1234.842797 sec): 3 clusters Score: Raw -1057591.550979 + Penalty 3076.471864 = -1054515.079115 nChanged 16 SP:Iteration 53Q (1234.875119 sec): 3 clusters Score: Raw -1057593.863615 + Penalty 3076.471864 = -1054517.391751 nChanged 12 SP:Iteration 54Q (1234.907520 sec): 3 clusters Score: Raw -1057595.580145 + Penalty 3076.471864 = -1054519.108282 nChanged 21 SP:Iteration 55Q (1234.940021 sec): 3 clusters Score: Raw -1057599.804731 + Penalty 3076.471864 = -1054523.332867 nChanged 24 SP:Iteration 56Q (1234.972393 sec): 3 clusters Score: Raw -1057603.486260 + Penalty 3076.471864 = -1054527.014396 nChanged 28 SP:Iteration 57Q (1235.004551 sec): 3 clusters Score: Raw -1057607.661212 + Penalty 3076.471864 = -1054531.189348 nChanged 19 SP:Iteration 58Q (1235.036761 sec): 3 clusters Score: Raw -1057609.582632 + Penalty 3076.471864 = -1054533.110768 nChanged 17 SP:Iteration 59Q (1235.068852 sec): 3 clusters Score: Raw -1057611.002613 + Penalty 3076.471864 = -1054534.530749 nChanged 14 SP:Iteration 60F (1235.101985 sec): 3 clusters Score: Raw -1057612.498305 + Penalty 3076.471864 = -1054536.026441 nChanged 15 SP:Iteration 61Q (1235.134357 sec): 3 clusters Score: Raw -1057614.146100 + Penalty 3076.471864 = -1054537.674237 nChanged 8 SP:Iteration 62Q (1235.166784 sec): 3 clusters Score: Raw -1057615.043055 + Penalty 3076.471864 = -1054538.571191 nChanged 9 SP:Iteration 63Q (1235.199134 sec): 3 clusters Score: Raw -1057616.236315 + Penalty 3076.471864 = -1054539.764451 nChanged 14 SP:Iteration 64Q (1235.231294 sec): 3 clusters Score: Raw -1057617.902525 + Penalty 3076.471864 = -1054541.430661 nChanged 11 SP:Iteration 65Q (1235.263652 sec): 3 clusters Score: Raw -1057618.860788 + Penalty 3076.471864 = -1054542.388924 nChanged 4 SP:Iteration 66Q (1235.295922 sec): 3 clusters Score: Raw -1057619.247436 + Penalty 3076.471864 = -1054542.775573 nChanged 5 SP:Iteration 67Q (1235.328376 sec): 3 clusters Score: Raw -1057619.595311 + Penalty 3076.471864 = -1054543.123447 nChanged 5 SP:Iteration 68Q (1235.360720 sec): 3 clusters Score: Raw -1057619.971489 + Penalty 3076.471864 = -1054543.499626 nChanged 4 SP:Iteration 69Q (1235.393056 sec): 3 clusters Score: Raw -1057620.256356 + Penalty 3076.471864 = -1054543.784492 nChanged 2 SP:Iteration 70Q (1235.425315 sec): 3 clusters Score: Raw -1057620.374113 + Penalty 3076.471864 = -1054543.902250 nChanged 2 SP:Iteration 71Q (1235.457555 sec): 3 clusters Score: Raw -1057620.439384 + Penalty 3076.471864 = -1054543.967520 nChanged 0 SP:Iteration 72F (1235.490959 sec): 3 clusters Score: Raw -1057620.439384 + Penalty 3076.471864 = -1054543.967520 nChanged 0 Trying to split cluster 22 (5179 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1235.509146 sec): 2 clusters Score: Raw -393437.624470 + Penalty 1389.759681 = -392047.864789 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1235.530843 sec): 3 clusters Score: Raw -390775.267998 + Penalty 2779.519362 = -387995.748636 nChanged 2101 SP:Iteration 1F (1235.552492 sec): 3 clusters Score: Raw -392037.916965 + Penalty 2779.519362 = -389258.397603 nChanged 407 SP:Iteration 2F (1235.574092 sec): 3 clusters Score: Raw -392293.901225 + Penalty 2779.519362 = -389514.381863 nChanged 315 SP:Iteration 3F (1235.595666 sec): 3 clusters Score: Raw -392481.609802 + Penalty 2779.519362 = -389702.090441 nChanged 277 SP:Iteration 4F (1235.617430 sec): 3 clusters Score: Raw -392647.978598 + Penalty 2779.519362 = -389868.459237 nChanged 247 SP:Iteration 5Q (1235.639037 sec): 3 clusters Score: Raw -392788.061530 + Penalty 2779.519362 = -390008.542168 nChanged 216 SP:Iteration 6Q (1235.660520 sec): 3 clusters Score: Raw -392934.428882 + Penalty 2779.519362 = -390154.909520 nChanged 224 SP:Iteration 7Q (1235.681967 sec): 3 clusters Score: Raw -393091.577512 + Penalty 2779.519362 = -390312.058151 nChanged 251 SP:Iteration 8Q (1235.703499 sec): 3 clusters Score: Raw -393277.122656 + Penalty 2779.519362 = -390497.603294 nChanged 253 SP:Iteration 9Q (1235.725181 sec): 3 clusters Score: Raw -393460.232665 + Penalty 2779.519362 = -390680.713303 nChanged 220 SP:Iteration 10Q (1235.746829 sec): 3 clusters Score: Raw -393609.513499 + Penalty 2779.519362 = -390829.994137 nChanged 187 SP:Iteration 11Q (1235.768417 sec): 3 clusters Score: Raw -393734.280839 + Penalty 2779.519362 = -390954.761478 nChanged 165 SP:Iteration 12Q (1235.790100 sec): 3 clusters Score: Raw -393841.913694 + Penalty 2779.519362 = -391062.394333 nChanged 134 SP:Iteration 13Q (1235.811556 sec): 3 clusters Score: Raw -393933.336490 + Penalty 2779.519362 = -391153.817128 nChanged 118 SP:Iteration 14Q (1235.832747 sec): 3 clusters Score: Raw -394006.116623 + Penalty 2779.519362 = -391226.597261 nChanged 100 SP:Iteration 15Q (1235.854214 sec): 3 clusters Score: Raw -394063.477291 + Penalty 2779.519362 = -391283.957930 nChanged 78 SP:Iteration 16Q (1235.875749 sec): 3 clusters Score: Raw -394108.534647 + Penalty 2779.519362 = -391329.015285 nChanged 71 SP:Iteration 17Q (1235.897087 sec): 3 clusters Score: Raw -394155.187083 + Penalty 2779.519362 = -391375.667722 nChanged 61 SP:Iteration 18Q (1235.918135 sec): 3 clusters Score: Raw -394189.388155 + Penalty 2779.519362 = -391409.868794 nChanged 30 SP:Iteration 19Q (1235.939229 sec): 3 clusters Score: Raw -394207.136216 + Penalty 2779.519362 = -391427.616854 nChanged 26 SP:Iteration 20F (1235.961054 sec): 3 clusters Score: Raw -394217.576143 + Penalty 2779.519362 = -391438.056782 nChanged 18 SP:Iteration 21Q (1235.982362 sec): 3 clusters Score: Raw -394228.483944 + Penalty 2779.519362 = -391448.964583 nChanged 23 SP:Iteration 22Q (1236.003609 sec): 3 clusters Score: Raw -394240.815241 + Penalty 2779.519362 = -391461.295880 nChanged 22 SP:Iteration 23Q (1236.024648 sec): 3 clusters Score: Raw -394252.054433 + Penalty 2779.519362 = -391472.535071 nChanged 25 SP:Iteration 24Q (1236.045894 sec): 3 clusters Score: Raw -394265.922763 + Penalty 2779.519362 = -391486.403401 nChanged 26 SP:Iteration 25Q (1236.066900 sec): 3 clusters Score: Raw -394279.633765 + Penalty 2779.519362 = -391500.114404 nChanged 29 SP:Iteration 26Q (1236.087873 sec): 3 clusters Score: Raw -394294.381097 + Penalty 2779.519362 = -391514.861735 nChanged 18 SP:Iteration 27Q (1236.108730 sec): 3 clusters Score: Raw -394303.177363 + Penalty 2779.519362 = -391523.658001 nChanged 11 SP:Iteration 28Q (1236.129562 sec): 3 clusters Score: Raw -394307.667924 + Penalty 2779.519362 = -391528.148562 nChanged 10 SP:Iteration 29Q (1236.150418 sec): 3 clusters Score: Raw -394312.753689 + Penalty 2779.519362 = -391533.234328 nChanged 10 SP:Iteration 30Q (1236.171170 sec): 3 clusters Score: Raw -394316.070856 + Penalty 2779.519362 = -391536.551494 nChanged 6 SP:Iteration 31Q (1236.192104 sec): 3 clusters Score: Raw -394318.389995 + Penalty 2779.519362 = -391538.870633 nChanged 8 SP:Iteration 32Q (1236.213109 sec): 3 clusters Score: Raw -394321.145574 + Penalty 2779.519362 = -391541.626212 nChanged 4 SP:Iteration 33Q (1236.233828 sec): 3 clusters Score: Raw -394323.923275 + Penalty 2779.519362 = -391544.403913 nChanged 5 SP:Iteration 34Q (1236.254661 sec): 3 clusters Score: Raw -394325.877763 + Penalty 2779.519362 = -391546.358402 nChanged 3 SP:Iteration 35Q (1236.275381 sec): 3 clusters Score: Raw -394327.332899 + Penalty 2779.519362 = -391547.813537 nChanged 2 SP:Iteration 36Q (1236.296406 sec): 3 clusters Score: Raw -394327.847058 + Penalty 2779.519362 = -391548.327697 nChanged 2 SP:Iteration 37Q (1236.317360 sec): 3 clusters Score: Raw -394328.910126 + Penalty 2779.519362 = -391549.390764 nChanged 1 SP:Iteration 38Q (1236.338234 sec): 3 clusters Score: Raw -394329.305035 + Penalty 2779.519362 = -391549.785674 nChanged 2 SP:Iteration 39Q (1236.358927 sec): 3 clusters Score: Raw -394329.859100 + Penalty 2779.519362 = -391550.339739 nChanged 3 SP:Iteration 40F (1236.380421 sec): 3 clusters Score: Raw -394331.329313 + Penalty 2779.519362 = -391551.809952 nChanged 3 SP:Iteration 41Q (1236.401232 sec): 3 clusters Score: Raw -394334.411724 + Penalty 2779.519362 = -391554.892363 nChanged 6 SP:Iteration 42Q (1236.422058 sec): 3 clusters Score: Raw -394336.584571 + Penalty 2779.519362 = -391557.065210 nChanged 5 SP:Iteration 43Q (1236.442957 sec): 3 clusters Score: Raw -394339.313050 + Penalty 2779.519362 = -391559.793688 nChanged 5 SP:Iteration 44Q (1236.463649 sec): 3 clusters Score: Raw -394341.918553 + Penalty 2779.519362 = -391562.399192 nChanged 2 SP:Iteration 45Q (1236.484625 sec): 3 clusters Score: Raw -394342.347376 + Penalty 2779.519362 = -391562.828014 nChanged 0 SP:Iteration 46F (1236.506279 sec): 3 clusters Score: Raw -394342.347376 + Penalty 2779.519362 = -391562.828014 nChanged 0 Trying to split cluster 23 (9982 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1236.531680 sec): 2 clusters Score: Raw -805458.742419 + Penalty 1496.387547 = -803962.354872 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1236.561426 sec): 3 clusters Score: Raw -799852.569743 + Penalty 2992.775094 = -796859.794649 nChanged 4246 SP:Iteration 1F (1236.590082 sec): 3 clusters Score: Raw -802127.402909 + Penalty 2992.775094 = -799134.627816 nChanged 649 SP:Iteration 2F (1236.619025 sec): 3 clusters Score: Raw -802432.896126 + Penalty 2992.775094 = -799440.121032 nChanged 543 SP:Iteration 3F (1236.647701 sec): 3 clusters Score: Raw -802685.629196 + Penalty 2992.775094 = -799692.854103 nChanged 472 SP:Iteration 4Q (1236.676646 sec): 3 clusters Score: Raw -802894.862212 + Penalty 2992.775094 = -799902.087118 nChanged 406 SP:Iteration 5Q (1236.705528 sec): 3 clusters Score: Raw -803083.271240 + Penalty 2992.775094 = -800090.496146 nChanged 415 SP:Iteration 6Q (1236.734425 sec): 3 clusters Score: Raw -803318.854561 + Penalty 2992.775094 = -800326.079467 nChanged 461 SP:Iteration 7Q (1236.763361 sec): 3 clusters Score: Raw -803617.387272 + Penalty 2992.775094 = -800624.612178 nChanged 457 SP:Iteration 8Q (1236.792318 sec): 3 clusters Score: Raw -803919.487395 + Penalty 2992.775094 = -800926.712301 nChanged 444 SP:Iteration 9Q (1236.821228 sec): 3 clusters Score: Raw -804237.098933 + Penalty 2992.775094 = -801244.323839 nChanged 447 SP:Iteration 10Q (1236.850020 sec): 3 clusters Score: Raw -804527.683832 + Penalty 2992.775094 = -801534.908738 nChanged 400 SP:Iteration 11Q (1236.878868 sec): 3 clusters Score: Raw -804759.009463 + Penalty 2992.775094 = -801766.234369 nChanged 341 SP:Iteration 12Q (1236.907254 sec): 3 clusters Score: Raw -804956.301887 + Penalty 2992.775094 = -801963.526793 nChanged 274 SP:Iteration 13Q (1236.935749 sec): 3 clusters Score: Raw -805104.870122 + Penalty 2992.775094 = -802112.095029 nChanged 245 SP:Iteration 14Q (1236.963955 sec): 3 clusters Score: Raw -805198.997329 + Penalty 2992.775094 = -802206.222235 nChanged 180 SP:Iteration 15Q (1236.992110 sec): 3 clusters Score: Raw -805258.717354 + Penalty 2992.775094 = -802265.942261 nChanged 138 SP:Iteration 16Q (1237.020170 sec): 3 clusters Score: Raw -805299.679073 + Penalty 2992.775094 = -802306.903979 nChanged 97 SP:Iteration 17Q (1237.048368 sec): 3 clusters Score: Raw -805324.601790 + Penalty 2992.775094 = -802331.826696 nChanged 92 SP:Iteration 18Q (1237.076169 sec): 3 clusters Score: Raw -805347.876672 + Penalty 2992.775094 = -802355.101578 nChanged 83 SP:Iteration 19Q (1237.104409 sec): 3 clusters Score: Raw -805372.225944 + Penalty 2992.775094 = -802379.450851 nChanged 68 SP:Iteration 20F (1237.133205 sec): 3 clusters Score: Raw -805393.519217 + Penalty 2992.775094 = -802400.744123 nChanged 82 SP:Iteration 21Q (1237.161037 sec): 3 clusters Score: Raw -805417.563384 + Penalty 2992.775094 = -802424.788290 nChanged 86 SP:Iteration 22Q (1237.188907 sec): 3 clusters Score: Raw -805443.539982 + Penalty 2992.775094 = -802450.764888 nChanged 84 SP:Iteration 23Q (1237.216658 sec): 3 clusters Score: Raw -805464.877892 + Penalty 2992.775094 = -802472.102798 nChanged 72 SP:Iteration 24Q (1237.244521 sec): 3 clusters Score: Raw -805483.611104 + Penalty 2992.775094 = -802490.836011 nChanged 61 SP:Iteration 25Q (1237.272560 sec): 3 clusters Score: Raw -805498.222224 + Penalty 2992.775094 = -802505.447130 nChanged 61 SP:Iteration 26Q (1237.300501 sec): 3 clusters Score: Raw -805513.843738 + Penalty 2992.775094 = -802521.068644 nChanged 60 SP:Iteration 27Q (1237.328382 sec): 3 clusters Score: Raw -805529.126678 + Penalty 2992.775094 = -802536.351584 nChanged 62 SP:Iteration 28Q (1237.356158 sec): 3 clusters Score: Raw -805542.631691 + Penalty 2992.775094 = -802549.856598 nChanged 54 SP:Iteration 29Q (1237.383922 sec): 3 clusters Score: Raw -805557.037438 + Penalty 2992.775094 = -802564.262344 nChanged 53 SP:Iteration 30Q (1237.411634 sec): 3 clusters Score: Raw -805571.296954 + Penalty 2992.775094 = -802578.521861 nChanged 61 SP:Iteration 31Q (1237.439411 sec): 3 clusters Score: Raw -805583.264757 + Penalty 2992.775094 = -802590.489663 nChanged 40 SP:Iteration 32Q (1237.467133 sec): 3 clusters Score: Raw -805590.427339 + Penalty 2992.775094 = -802597.652245 nChanged 28 SP:Iteration 33Q (1237.494831 sec): 3 clusters Score: Raw -805596.185159 + Penalty 2992.775094 = -802603.410065 nChanged 30 SP:Iteration 34Q (1237.522645 sec): 3 clusters Score: Raw -805601.908177 + Penalty 2992.775094 = -802609.133083 nChanged 31 SP:Iteration 35Q (1237.550371 sec): 3 clusters Score: Raw -805607.964455 + Penalty 2992.775094 = -802615.189362 nChanged 30 SP:Iteration 36Q (1237.577934 sec): 3 clusters Score: Raw -805613.013686 + Penalty 2992.775094 = -802620.238592 nChanged 18 SP:Iteration 37Q (1237.605532 sec): 3 clusters Score: Raw -805615.919666 + Penalty 2992.775094 = -802623.144572 nChanged 20 SP:Iteration 38Q (1237.633265 sec): 3 clusters Score: Raw -805618.835331 + Penalty 2992.775094 = -802626.060237 nChanged 21 SP:Iteration 39Q (1237.660848 sec): 3 clusters Score: Raw -805621.852613 + Penalty 2992.775094 = -802629.077519 nChanged 18 SP:Iteration 40F (1237.689621 sec): 3 clusters Score: Raw -805624.803990 + Penalty 2992.775094 = -802632.028897 nChanged 14 SP:Iteration 41Q (1237.717393 sec): 3 clusters Score: Raw -805627.077851 + Penalty 2992.775094 = -802634.302758 nChanged 12 SP:Iteration 42Q (1237.745351 sec): 3 clusters Score: Raw -805629.010012 + Penalty 2992.775094 = -802636.234919 nChanged 17 SP:Iteration 43Q (1237.773249 sec): 3 clusters Score: Raw -805632.005164 + Penalty 2992.775094 = -802639.230071 nChanged 22 SP:Iteration 44Q (1237.801124 sec): 3 clusters Score: Raw -805635.972998 + Penalty 2992.775094 = -802643.197904 nChanged 20 SP:Iteration 45Q (1237.828839 sec): 3 clusters Score: Raw -805638.988110 + Penalty 2992.775094 = -802646.213016 nChanged 17 SP:Iteration 46Q (1237.856680 sec): 3 clusters Score: Raw -805641.239809 + Penalty 2992.775094 = -802648.464716 nChanged 13 SP:Iteration 47Q (1237.884614 sec): 3 clusters Score: Raw -805642.939674 + Penalty 2992.775094 = -802650.164580 nChanged 10 SP:Iteration 48Q (1237.912704 sec): 3 clusters Score: Raw -805645.387542 + Penalty 2992.775094 = -802652.612448 nChanged 13 SP:Iteration 49Q (1237.940418 sec): 3 clusters Score: Raw -805647.654393 + Penalty 2992.775094 = -802654.879300 nChanged 14 SP:Iteration 50Q (1237.968227 sec): 3 clusters Score: Raw -805649.682059 + Penalty 2992.775094 = -802656.906965 nChanged 13 SP:Iteration 51Q (1237.996226 sec): 3 clusters Score: Raw -805651.191887 + Penalty 2992.775094 = -802658.416794 nChanged 7 SP:Iteration 52Q (1238.023949 sec): 3 clusters Score: Raw -805651.954477 + Penalty 2992.775094 = -802659.179383 nChanged 9 SP:Iteration 53Q (1238.051679 sec): 3 clusters Score: Raw -805653.002131 + Penalty 2992.775094 = -802660.227038 nChanged 17 SP:Iteration 54Q (1238.079593 sec): 3 clusters Score: Raw -805655.104480 + Penalty 2992.775094 = -802662.329386 nChanged 7 SP:Iteration 55Q (1238.107594 sec): 3 clusters Score: Raw -805656.009010 + Penalty 2992.775094 = -802663.233916 nChanged 9 SP:Iteration 56Q (1238.135399 sec): 3 clusters Score: Raw -805657.435087 + Penalty 2992.775094 = -802664.659993 nChanged 9 SP:Iteration 57Q (1238.163126 sec): 3 clusters Score: Raw -805658.958504 + Penalty 2992.775094 = -802666.183410 nChanged 11 SP:Iteration 58Q (1238.190723 sec): 3 clusters Score: Raw -805660.464649 + Penalty 2992.775094 = -802667.689555 nChanged 8 SP:Iteration 59Q (1238.218673 sec): 3 clusters Score: Raw -805661.526932 + Penalty 2992.775094 = -802668.751839 nChanged 7 SP:Iteration 60F (1238.247462 sec): 3 clusters Score: Raw -805662.423201 + Penalty 2992.775094 = -802669.648107 nChanged 4 SP:Iteration 61Q (1238.275191 sec): 3 clusters Score: Raw -805662.763196 + Penalty 2992.775094 = -802669.988102 nChanged 4 SP:Iteration 62Q (1238.303170 sec): 3 clusters Score: Raw -805663.568902 + Penalty 2992.775094 = -802670.793809 nChanged 6 SP:Iteration 63Q (1238.331192 sec): 3 clusters Score: Raw -805664.211828 + Penalty 2992.775094 = -802671.436734 nChanged 9 SP:Iteration 64Q (1238.358879 sec): 3 clusters Score: Raw -805665.392692 + Penalty 2992.775094 = -802672.617599 nChanged 11 SP:Iteration 65Q (1238.386990 sec): 3 clusters Score: Raw -805667.370421 + Penalty 2992.775094 = -802674.595327 nChanged 19 SP:Iteration 66Q (1238.414714 sec): 3 clusters Score: Raw -805670.994839 + Penalty 2992.775094 = -802678.219746 nChanged 23 SP:Iteration 67Q (1238.442709 sec): 3 clusters Score: Raw -805674.696829 + Penalty 2992.775094 = -802681.921736 nChanged 20 SP:Iteration 68Q (1238.470630 sec): 3 clusters Score: Raw -805677.306466 + Penalty 2992.775094 = -802684.531372 nChanged 16 SP:Iteration 69Q (1238.498558 sec): 3 clusters Score: Raw -805678.962014 + Penalty 2992.775094 = -802686.186921 nChanged 11 SP:Iteration 70Q (1238.560034 sec): 3 clusters Score: Raw -805680.273280 + Penalty 2992.775094 = -802687.498186 nChanged 8 SP:Iteration 71Q (1238.600026 sec): 3 clusters Score: Raw -805681.292681 + Penalty 2992.775094 = -802688.517587 nChanged 8 SP:Iteration 72Q (1238.665653 sec): 3 clusters Score: Raw -805682.033322 + Penalty 2992.775094 = -802689.258229 nChanged 8 SP:Iteration 73Q (1238.693371 sec): 3 clusters Score: Raw -805682.803490 + Penalty 2992.775094 = -802690.028396 nChanged 3 SP:Iteration 74Q (1238.721119 sec): 3 clusters Score: Raw -805683.122651 + Penalty 2992.775094 = -802690.347557 nChanged 3 SP:Iteration 75Q (1238.748991 sec): 3 clusters Score: Raw -805683.307730 + Penalty 2992.775094 = -802690.532636 nChanged 3 SP:Iteration 76Q (1238.776864 sec): 3 clusters Score: Raw -805683.657099 + Penalty 2992.775094 = -802690.882005 nChanged 2 SP:Iteration 77Q (1238.804692 sec): 3 clusters Score: Raw -805683.922065 + Penalty 2992.775094 = -802691.146971 nChanged 1 SP:Iteration 78Q (1238.832570 sec): 3 clusters Score: Raw -805683.992280 + Penalty 2992.775094 = -802691.217186 nChanged 0 SP:Iteration 79F (1238.861204 sec): 3 clusters Score: Raw -805683.992280 + Penalty 2992.775094 = -802691.217186 nChanged 0 Trying to split cluster 24 (1553 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1238.875661 sec): 2 clusters Score: Raw -92261.891346 + Penalty 1194.040871 = -91067.850474 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1238.884340 sec): 3 clusters Score: Raw -91815.115678 + Penalty 2388.081743 = -89427.033936 nChanged 562 SP:Iteration 1F (1238.892490 sec): 3 clusters Score: Raw -92441.170939 + Penalty 2388.081743 = -90053.089196 nChanged 177 SP:Iteration 2F (1238.900588 sec): 3 clusters Score: Raw -92728.714660 + Penalty 2388.081743 = -90340.632917 nChanged 121 SP:Iteration 3F (1238.908717 sec): 3 clusters Score: Raw -92889.836081 + Penalty 2388.081743 = -90501.754339 nChanged 64 SP:Iteration 4Q (1238.916736 sec): 3 clusters Score: Raw -92963.763826 + Penalty 2388.081743 = -90575.682084 nChanged 51 SP:Iteration 5Q (1238.924738 sec): 3 clusters Score: Raw -93019.192764 + Penalty 2388.081743 = -90631.111021 nChanged 33 SP:Iteration 6Q (1238.932760 sec): 3 clusters Score: Raw -93063.859724 + Penalty 2388.081743 = -90675.777982 nChanged 25 SP:Iteration 7Q (1238.940659 sec): 3 clusters Score: Raw -93109.075230 + Penalty 2388.081743 = -90720.993487 nChanged 22 SP:Iteration 8Q (1238.948618 sec): 3 clusters Score: Raw -93134.038677 + Penalty 2388.081743 = -90745.956934 nChanged 22 SP:Iteration 9Q (1238.956579 sec): 3 clusters Score: Raw -93159.834627 + Penalty 2388.081743 = -90771.752885 nChanged 26 SP:Iteration 10Q (1238.964571 sec): 3 clusters Score: Raw -93189.371422 + Penalty 2388.081743 = -90801.289679 nChanged 14 SP:Iteration 11Q (1238.972530 sec): 3 clusters Score: Raw -93199.960997 + Penalty 2388.081743 = -90811.879254 nChanged 6 SP:Iteration 12Q (1238.980461 sec): 3 clusters Score: Raw -93205.017734 + Penalty 2388.081743 = -90816.935992 nChanged 6 SP:Iteration 13Q (1238.988336 sec): 3 clusters Score: Raw -93215.685578 + Penalty 2388.081743 = -90827.603835 nChanged 7 SP:Iteration 14Q (1238.996284 sec): 3 clusters Score: Raw -93220.244939 + Penalty 2388.081743 = -90832.163197 nChanged 3 SP:Iteration 15Q (1239.004171 sec): 3 clusters Score: Raw -93221.348284 + Penalty 2388.081743 = -90833.266542 nChanged 3 SP:Iteration 16Q (1239.012055 sec): 3 clusters Score: Raw -93222.098541 + Penalty 2388.081743 = -90834.016799 nChanged 1 SP:Iteration 17Q (1239.019939 sec): 3 clusters Score: Raw -93222.338825 + Penalty 2388.081743 = -90834.257082 nChanged 0 SP:Iteration 18F (1239.028005 sec): 3 clusters Score: Raw -93222.338825 + Penalty 2388.081743 = -90834.257082 nChanged 0 Trying to split cluster 25 (17035 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1239.062629 sec): 2 clusters Score: Raw -1386724.486181 + Penalty 1583.241616 = -1385141.244565 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1239.103985 sec): 3 clusters Score: Raw -1376554.022850 + Penalty 3166.483232 = -1373387.539618 nChanged 7622 SP:Iteration 1F (1239.143346 sec): 3 clusters Score: Raw -1380883.943582 + Penalty 3166.483232 = -1377717.460350 nChanged 944 SP:Iteration 2F (1239.182886 sec): 3 clusters Score: Raw -1381240.422690 + Penalty 3166.483232 = -1378073.939458 nChanged 847 SP:Iteration 3Q (1239.223134 sec): 3 clusters Score: Raw -1381589.209511 + Penalty 3166.483232 = -1378422.726279 nChanged 838 SP:Iteration 4Q (1239.263023 sec): 3 clusters Score: Raw -1381988.087112 + Penalty 3166.483232 = -1378821.603879 nChanged 884 SP:Iteration 5F (1239.302517 sec): 3 clusters Score: Raw -1382463.694798 + Penalty 3166.483232 = -1379297.211566 nChanged 910 SP:Iteration 6F (1239.342132 sec): 3 clusters Score: Raw -1383013.895279 + Penalty 3166.483232 = -1379847.412046 nChanged 873 SP:Iteration 7F (1239.381497 sec): 3 clusters Score: Raw -1383574.410194 + Penalty 3166.483232 = -1380407.926962 nChanged 819 SP:Iteration 8Q (1239.421531 sec): 3 clusters Score: Raw -1384098.875734 + Penalty 3166.483232 = -1380932.392502 nChanged 765 SP:Iteration 9Q (1239.461313 sec): 3 clusters Score: Raw -1384597.553220 + Penalty 3166.483232 = -1381431.069988 nChanged 666 SP:Iteration 10Q (1239.500706 sec): 3 clusters Score: Raw -1385005.213802 + Penalty 3166.483232 = -1381838.730570 nChanged 541 SP:Iteration 11Q (1239.539990 sec): 3 clusters Score: Raw -1385309.675802 + Penalty 3166.483232 = -1382143.192570 nChanged 429 SP:Iteration 12Q (1239.578714 sec): 3 clusters Score: Raw -1385538.419060 + Penalty 3166.483232 = -1382371.935828 nChanged 344 SP:Iteration 13Q (1239.616913 sec): 3 clusters Score: Raw -1385704.159180 + Penalty 3166.483232 = -1382537.675948 nChanged 296 SP:Iteration 14Q (1239.654613 sec): 3 clusters Score: Raw -1385848.563082 + Penalty 3166.483232 = -1382682.079850 nChanged 255 SP:Iteration 15Q (1239.692132 sec): 3 clusters Score: Raw -1385981.330106 + Penalty 3166.483232 = -1382814.846874 nChanged 217 SP:Iteration 16Q (1239.728807 sec): 3 clusters Score: Raw -1386086.274213 + Penalty 3166.483232 = -1382919.790981 nChanged 213 SP:Iteration 17Q (1239.765476 sec): 3 clusters Score: Raw -1386197.201316 + Penalty 3166.483232 = -1383030.718084 nChanged 198 SP:Iteration 18Q (1239.812472 sec): 3 clusters Score: Raw -1386293.839980 + Penalty 3166.483232 = -1383127.356748 nChanged 174 SP:Iteration 19Q (1239.856833 sec): 3 clusters Score: Raw -1386370.789566 + Penalty 3166.483232 = -1383204.306334 nChanged 162 SP:Iteration 20F (1239.919349 sec): 3 clusters Score: Raw -1386446.953523 + Penalty 3166.483232 = -1383280.470291 nChanged 158 SP:Iteration 21Q (1239.959051 sec): 3 clusters Score: Raw -1386522.707973 + Penalty 3166.483232 = -1383356.224740 nChanged 165 SP:Iteration 22Q (1239.994141 sec): 3 clusters Score: Raw -1386602.476755 + Penalty 3166.483232 = -1383435.993522 nChanged 130 SP:Iteration 23Q (1240.028882 sec): 3 clusters Score: Raw -1386666.039133 + Penalty 3166.483232 = -1383499.555901 nChanged 135 SP:Iteration 24Q (1240.063437 sec): 3 clusters Score: Raw -1386732.524949 + Penalty 3166.483232 = -1383566.041717 nChanged 144 SP:Iteration 25Q (1240.098011 sec): 3 clusters Score: Raw -1386809.044216 + Penalty 3166.483232 = -1383642.560984 nChanged 128 SP:Iteration 26Q (1240.132099 sec): 3 clusters Score: Raw -1386880.049376 + Penalty 3166.483232 = -1383713.566143 nChanged 123 SP:Iteration 27Q (1240.165984 sec): 3 clusters Score: Raw -1386952.833268 + Penalty 3166.483232 = -1383786.350035 nChanged 115 SP:Iteration 28Q (1240.199601 sec): 3 clusters Score: Raw -1387022.237907 + Penalty 3166.483232 = -1383855.754674 nChanged 110 SP:Iteration 29Q (1240.233109 sec): 3 clusters Score: Raw -1387085.587708 + Penalty 3166.483232 = -1383919.104476 nChanged 89 SP:Iteration 30Q (1240.266513 sec): 3 clusters Score: Raw -1387128.418105 + Penalty 3166.483232 = -1383961.934873 nChanged 77 SP:Iteration 31Q (1240.299771 sec): 3 clusters Score: Raw -1387168.006339 + Penalty 3166.483232 = -1384001.523107 nChanged 62 SP:Iteration 32Q (1240.332910 sec): 3 clusters Score: Raw -1387200.149477 + Penalty 3166.483232 = -1384033.666244 nChanged 66 SP:Iteration 33Q (1240.365758 sec): 3 clusters Score: Raw -1387239.980107 + Penalty 3166.483232 = -1384073.496875 nChanged 58 SP:Iteration 34Q (1240.398654 sec): 3 clusters Score: Raw -1387275.897839 + Penalty 3166.483232 = -1384109.414607 nChanged 53 SP:Iteration 35Q (1240.431402 sec): 3 clusters Score: Raw -1387302.240719 + Penalty 3166.483232 = -1384135.757487 nChanged 44 SP:Iteration 36Q (1240.464071 sec): 3 clusters Score: Raw -1387326.655128 + Penalty 3166.483232 = -1384160.171896 nChanged 33 SP:Iteration 37Q (1240.496616 sec): 3 clusters Score: Raw -1387340.557263 + Penalty 3166.483232 = -1384174.074031 nChanged 33 SP:Iteration 38Q (1240.529154 sec): 3 clusters Score: Raw -1387353.486529 + Penalty 3166.483232 = -1384187.003297 nChanged 24 SP:Iteration 39Q (1240.561837 sec): 3 clusters Score: Raw -1387362.754566 + Penalty 3166.483232 = -1384196.271333 nChanged 21 SP:Iteration 40F (1240.601570 sec): 3 clusters Score: Raw -1387376.756204 + Penalty 3166.483232 = -1384210.272972 nChanged 24 SP:Iteration 41Q (1240.634267 sec): 3 clusters Score: Raw -1387387.818901 + Penalty 3166.483232 = -1384221.335668 nChanged 22 SP:Iteration 42Q (1240.666672 sec): 3 clusters Score: Raw -1387401.161695 + Penalty 3166.483232 = -1384234.678463 nChanged 26 SP:Iteration 43Q (1240.699102 sec): 3 clusters Score: Raw -1387414.962924 + Penalty 3166.483232 = -1384248.479692 nChanged 25 SP:Iteration 44Q (1240.731585 sec): 3 clusters Score: Raw -1387424.194701 + Penalty 3166.483232 = -1384257.711469 nChanged 16 SP:Iteration 45Q (1240.763912 sec): 3 clusters Score: Raw -1387430.262727 + Penalty 3166.483232 = -1384263.779495 nChanged 8 SP:Iteration 46Q (1240.796379 sec): 3 clusters Score: Raw -1387432.003608 + Penalty 3166.483232 = -1384265.520376 nChanged 7 SP:Iteration 47Q (1240.828643 sec): 3 clusters Score: Raw -1387434.222414 + Penalty 3166.483232 = -1384267.739182 nChanged 5 SP:Iteration 48Q (1240.861074 sec): 3 clusters Score: Raw -1387435.542574 + Penalty 3166.483232 = -1384269.059342 nChanged 5 SP:Iteration 49Q (1240.893402 sec): 3 clusters Score: Raw -1387436.858066 + Penalty 3166.483232 = -1384270.374834 nChanged 3 SP:Iteration 50Q (1240.925894 sec): 3 clusters Score: Raw -1387437.478461 + Penalty 3166.483232 = -1384270.995228 nChanged 0 SP:Iteration 51F (1240.965251 sec): 3 clusters Score: Raw -1387437.478461 + Penalty 3166.483232 = -1384270.995228 nChanged 0 Trying to split cluster 26 (9486 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1240.987806 sec): 2 clusters Score: Raw -770171.962999 + Penalty 1488.105500 = -768683.857499 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1241.016631 sec): 3 clusters Score: Raw -764864.842955 + Penalty 2976.211000 = -761888.631955 nChanged 4066 SP:Iteration 1F (1241.044654 sec): 3 clusters Score: Raw -767037.370252 + Penalty 2976.211000 = -764061.159253 nChanged 631 SP:Iteration 2F (1241.072776 sec): 3 clusters Score: Raw -767326.368285 + Penalty 2976.211000 = -764350.157286 nChanged 506 SP:Iteration 3F (1241.100875 sec): 3 clusters Score: Raw -767559.417488 + Penalty 2976.211000 = -764583.206488 nChanged 476 SP:Iteration 4F (1241.128783 sec): 3 clusters Score: Raw -767833.777931 + Penalty 2976.211000 = -764857.566932 nChanged 496 SP:Iteration 5F (1241.156726 sec): 3 clusters Score: Raw -768157.146196 + Penalty 2976.211000 = -765180.935197 nChanged 568 SP:Iteration 6F (1241.184675 sec): 3 clusters Score: Raw -768564.090644 + Penalty 2976.211000 = -765587.879644 nChanged 636 SP:Iteration 7F (1241.212685 sec): 3 clusters Score: Raw -769046.779787 + Penalty 2976.211000 = -766070.568787 nChanged 609 SP:Iteration 8F (1241.240798 sec): 3 clusters Score: Raw -769505.598995 + Penalty 2976.211000 = -766529.387996 nChanged 509 SP:Iteration 9F (1241.268914 sec): 3 clusters Score: Raw -769842.779071 + Penalty 2976.211000 = -766866.568072 nChanged 352 SP:Iteration 10Q (1241.297065 sec): 3 clusters Score: Raw -770055.160273 + Penalty 2976.211000 = -767078.949274 nChanged 231 SP:Iteration 11Q (1241.325261 sec): 3 clusters Score: Raw -770179.829924 + Penalty 2976.211000 = -767203.618925 nChanged 167 SP:Iteration 12Q (1241.353177 sec): 3 clusters Score: Raw -770260.826522 + Penalty 2976.211000 = -767284.615522 nChanged 122 SP:Iteration 13Q (1241.381094 sec): 3 clusters Score: Raw -770324.811139 + Penalty 2976.211000 = -767348.600140 nChanged 103 SP:Iteration 14Q (1241.408926 sec): 3 clusters Score: Raw -770375.587227 + Penalty 2976.211000 = -767399.376227 nChanged 82 SP:Iteration 15Q (1241.436676 sec): 3 clusters Score: Raw -770412.635466 + Penalty 2976.211000 = -767436.424466 nChanged 75 SP:Iteration 16Q (1241.464611 sec): 3 clusters Score: Raw -770447.811762 + Penalty 2976.211000 = -767471.600762 nChanged 58 SP:Iteration 17Q (1241.492565 sec): 3 clusters Score: Raw -770478.055136 + Penalty 2976.211000 = -767501.844137 nChanged 53 SP:Iteration 18Q (1241.519939 sec): 3 clusters Score: Raw -770507.749672 + Penalty 2976.211000 = -767531.538672 nChanged 48 SP:Iteration 19Q (1241.547201 sec): 3 clusters Score: Raw -770533.912444 + Penalty 2976.211000 = -767557.701444 nChanged 41 SP:Iteration 20F (1241.575237 sec): 3 clusters Score: Raw -770553.993408 + Penalty 2976.211000 = -767577.782408 nChanged 36 SP:Iteration 21Q (1241.602466 sec): 3 clusters Score: Raw -770574.166487 + Penalty 2976.211000 = -767597.955487 nChanged 36 SP:Iteration 22Q (1241.629620 sec): 3 clusters Score: Raw -770595.486129 + Penalty 2976.211000 = -767619.275130 nChanged 40 SP:Iteration 23Q (1241.656518 sec): 3 clusters Score: Raw -770626.559133 + Penalty 2976.211000 = -767650.348133 nChanged 50 SP:Iteration 24Q (1241.683748 sec): 3 clusters Score: Raw -770661.428997 + Penalty 2976.211000 = -767685.217998 nChanged 39 SP:Iteration 25Q (1241.710438 sec): 3 clusters Score: Raw -770687.833890 + Penalty 2976.211000 = -767711.622890 nChanged 30 SP:Iteration 26Q (1241.736750 sec): 3 clusters Score: Raw -770716.017767 + Penalty 2976.211000 = -767739.806767 nChanged 38 SP:Iteration 27Q (1241.763132 sec): 3 clusters Score: Raw -770740.390444 + Penalty 2976.211000 = -767764.179445 nChanged 33 SP:Iteration 28Q (1241.789237 sec): 3 clusters Score: Raw -770769.726002 + Penalty 2976.211000 = -767793.515002 nChanged 30 SP:Iteration 29Q (1241.815117 sec): 3 clusters Score: Raw -770799.998259 + Penalty 2976.211000 = -767823.787259 nChanged 37 SP:Iteration 30Q (1241.841079 sec): 3 clusters Score: Raw -770840.462984 + Penalty 2976.211000 = -767864.251984 nChanged 39 SP:Iteration 31Q (1241.866710 sec): 3 clusters Score: Raw -770878.355527 + Penalty 2976.211000 = -767902.144527 nChanged 38 SP:Iteration 32Q (1241.892309 sec): 3 clusters Score: Raw -770900.842926 + Penalty 2976.211000 = -767924.631926 nChanged 30 SP:Iteration 33Q (1241.917850 sec): 3 clusters Score: Raw -770917.555078 + Penalty 2976.211000 = -767941.344079 nChanged 27 SP:Iteration 34Q (1241.943163 sec): 3 clusters Score: Raw -770931.117498 + Penalty 2976.211000 = -767954.906498 nChanged 16 SP:Iteration 35Q (1241.968446 sec): 3 clusters Score: Raw -770937.958460 + Penalty 2976.211000 = -767961.747460 nChanged 9 SP:Iteration 36Q (1241.993965 sec): 3 clusters Score: Raw -770940.750032 + Penalty 2976.211000 = -767964.539032 nChanged 8 SP:Iteration 37Q (1242.019475 sec): 3 clusters Score: Raw -770944.618178 + Penalty 2976.211000 = -767968.407179 nChanged 7 SP:Iteration 38Q (1242.045084 sec): 3 clusters Score: Raw -770947.301652 + Penalty 2976.211000 = -767971.090653 nChanged 10 SP:Iteration 39Q (1242.070368 sec): 3 clusters Score: Raw -770951.481947 + Penalty 2976.211000 = -767975.270948 nChanged 8 SP:Iteration 40F (1242.098163 sec): 3 clusters Score: Raw -770954.308568 + Penalty 2976.211000 = -767978.097568 nChanged 6 SP:Iteration 41Q (1242.123519 sec): 3 clusters Score: Raw -770955.689904 + Penalty 2976.211000 = -767979.478904 nChanged 2 SP:Iteration 42Q (1242.148774 sec): 3 clusters Score: Raw -770956.128698 + Penalty 2976.211000 = -767979.917699 nChanged 4 SP:Iteration 43Q (1242.174263 sec): 3 clusters Score: Raw -770957.173005 + Penalty 2976.211000 = -767980.962005 nChanged 3 SP:Iteration 44Q (1242.199476 sec): 3 clusters Score: Raw -770958.027136 + Penalty 2976.211000 = -767981.816137 nChanged 3 SP:Iteration 45Q (1242.224739 sec): 3 clusters Score: Raw -770958.631174 + Penalty 2976.211000 = -767982.420174 nChanged 3 SP:Iteration 46Q (1242.250027 sec): 3 clusters Score: Raw -770959.755322 + Penalty 2976.211000 = -767983.544322 nChanged 3 SP:Iteration 47Q (1242.275229 sec): 3 clusters Score: Raw -770961.023923 + Penalty 2976.211000 = -767984.812923 nChanged 4 SP:Iteration 48Q (1242.300498 sec): 3 clusters Score: Raw -770962.218845 + Penalty 2976.211000 = -767986.007846 nChanged 1 SP:Iteration 49Q (1242.325954 sec): 3 clusters Score: Raw -770962.497996 + Penalty 2976.211000 = -767986.286997 nChanged 2 SP:Iteration 50Q (1242.351450 sec): 3 clusters Score: Raw -770962.737253 + Penalty 2976.211000 = -767986.526254 nChanged 3 SP:Iteration 51Q (1242.376662 sec): 3 clusters Score: Raw -770963.750784 + Penalty 2976.211000 = -767987.539784 nChanged 7 SP:Iteration 52Q (1242.402021 sec): 3 clusters Score: Raw -770966.109958 + Penalty 2976.211000 = -767989.898958 nChanged 7 SP:Iteration 53Q (1242.427433 sec): 3 clusters Score: Raw -770969.966882 + Penalty 2976.211000 = -767993.755882 nChanged 7 SP:Iteration 54Q (1242.452585 sec): 3 clusters Score: Raw -770973.451407 + Penalty 2976.211000 = -767997.240407 nChanged 6 SP:Iteration 55Q (1242.477873 sec): 3 clusters Score: Raw -770976.596555 + Penalty 2976.211000 = -768000.385555 nChanged 8 SP:Iteration 56Q (1242.503036 sec): 3 clusters Score: Raw -770978.814311 + Penalty 2976.211000 = -768002.603312 nChanged 6 SP:Iteration 57Q (1242.528354 sec): 3 clusters Score: Raw -770980.475204 + Penalty 2976.211000 = -768004.264204 nChanged 6 SP:Iteration 58Q (1242.553697 sec): 3 clusters Score: Raw -770983.198474 + Penalty 2976.211000 = -768006.987474 nChanged 5 SP:Iteration 59Q (1242.579100 sec): 3 clusters Score: Raw -770984.416591 + Penalty 2976.211000 = -768008.205592 nChanged 5 SP:Iteration 60F (1242.607005 sec): 3 clusters Score: Raw -770985.770106 + Penalty 2976.211000 = -768009.559107 nChanged 1 SP:Iteration 61Q (1242.632304 sec): 3 clusters Score: Raw -770986.133898 + Penalty 2976.211000 = -768009.922898 nChanged 0 SP:Iteration 62F (1242.660199 sec): 3 clusters Score: Raw -770986.133898 + Penalty 2976.211000 = -768009.922898 nChanged 0 Trying to split cluster 27 (11442 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1242.687102 sec): 2 clusters Score: Raw -943503.957429 + Penalty 1518.569987 = -941985.387442 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1242.719060 sec): 3 clusters Score: Raw -936885.566552 + Penalty 3037.139974 = -933848.426578 nChanged 4997 SP:Iteration 1F (1242.750207 sec): 3 clusters Score: Raw -939657.742729 + Penalty 3037.139974 = -936620.602755 nChanged 705 SP:Iteration 2F (1242.781104 sec): 3 clusters Score: Raw -939958.559481 + Penalty 3037.139974 = -936921.419507 nChanged 617 SP:Iteration 3F (1242.812292 sec): 3 clusters Score: Raw -940243.557057 + Penalty 3037.139974 = -937206.417083 nChanged 589 SP:Iteration 4F (1242.843330 sec): 3 clusters Score: Raw -940538.314805 + Penalty 3037.139974 = -937501.174831 nChanged 594 SP:Iteration 5F (1242.874192 sec): 3 clusters Score: Raw -940831.905103 + Penalty 3037.139974 = -937794.765129 nChanged 605 SP:Iteration 6F (1242.904964 sec): 3 clusters Score: Raw -941197.453610 + Penalty 3037.139974 = -938160.313635 nChanged 665 SP:Iteration 7F (1242.935704 sec): 3 clusters Score: Raw -941651.818866 + Penalty 3037.139974 = -938614.678892 nChanged 637 SP:Iteration 8F (1242.966684 sec): 3 clusters Score: Raw -942141.158898 + Penalty 3037.139974 = -939104.018924 nChanged 615 SP:Iteration 9F (1242.997489 sec): 3 clusters Score: Raw -942641.483289 + Penalty 3037.139974 = -939604.343315 nChanged 449 SP:Iteration 10Q (1243.028453 sec): 3 clusters Score: Raw -943001.591523 + Penalty 3037.139974 = -939964.451549 nChanged 311 SP:Iteration 11Q (1243.058995 sec): 3 clusters Score: Raw -943251.863850 + Penalty 3037.139974 = -940214.723876 nChanged 218 SP:Iteration 12Q (1243.089259 sec): 3 clusters Score: Raw -943437.548391 + Penalty 3037.139974 = -940400.408416 nChanged 148 SP:Iteration 13Q (1243.118778 sec): 3 clusters Score: Raw -943563.671996 + Penalty 3037.139974 = -940526.532022 nChanged 99 SP:Iteration 14Q (1243.147971 sec): 3 clusters Score: Raw -943662.603771 + Penalty 3037.139974 = -940625.463797 nChanged 74 SP:Iteration 15Q (1243.176439 sec): 3 clusters Score: Raw -943722.444118 + Penalty 3037.139974 = -940685.304143 nChanged 34 SP:Iteration 16Q (1243.204538 sec): 3 clusters Score: Raw -943756.132048 + Penalty 3037.139974 = -940718.992074 nChanged 28 SP:Iteration 17Q (1243.232295 sec): 3 clusters Score: Raw -943782.593309 + Penalty 3037.139974 = -940745.453335 nChanged 20 SP:Iteration 18Q (1243.260041 sec): 3 clusters Score: Raw -943806.154962 + Penalty 3037.139974 = -940769.014988 nChanged 15 SP:Iteration 19Q (1243.287671 sec): 3 clusters Score: Raw -943820.854611 + Penalty 3037.139974 = -940783.714637 nChanged 16 SP:Iteration 20F (1243.318658 sec): 3 clusters Score: Raw -943827.837291 + Penalty 3037.139974 = -940790.697317 nChanged 11 SP:Iteration 21Q (1243.346098 sec): 3 clusters Score: Raw -943837.745730 + Penalty 3037.139974 = -940800.605756 nChanged 10 SP:Iteration 22Q (1243.373444 sec): 3 clusters Score: Raw -943845.154228 + Penalty 3037.139974 = -940808.014254 nChanged 4 SP:Iteration 23Q (1243.400872 sec): 3 clusters Score: Raw -943849.031976 + Penalty 3037.139974 = -940811.892002 nChanged 9 SP:Iteration 24Q (1243.428094 sec): 3 clusters Score: Raw -943858.344299 + Penalty 3037.139974 = -940821.204325 nChanged 6 SP:Iteration 25Q (1243.455551 sec): 3 clusters Score: Raw -943861.721010 + Penalty 3037.139974 = -940824.581036 nChanged 3 SP:Iteration 26Q (1243.482882 sec): 3 clusters Score: Raw -943863.607287 + Penalty 3037.139974 = -940826.467313 nChanged 6 SP:Iteration 27Q (1243.510183 sec): 3 clusters Score: Raw -943869.851285 + Penalty 3037.139974 = -940832.711311 nChanged 7 SP:Iteration 28Q (1243.537543 sec): 3 clusters Score: Raw -943877.135672 + Penalty 3037.139974 = -940839.995698 nChanged 3 SP:Iteration 29Q (1243.564666 sec): 3 clusters Score: Raw -943878.631961 + Penalty 3037.139974 = -940841.491986 nChanged 3 SP:Iteration 30Q (1243.591727 sec): 3 clusters Score: Raw -943879.722854 + Penalty 3037.139974 = -940842.582880 nChanged 3 SP:Iteration 31Q (1243.619035 sec): 3 clusters Score: Raw -943881.296653 + Penalty 3037.139974 = -940844.156679 nChanged 0 SP:Iteration 32F (1243.650192 sec): 3 clusters Score: Raw -943881.296653 + Penalty 3037.139974 = -940844.156679 nChanged 0 Trying to split cluster 28 (4292 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1243.673235 sec): 2 clusters Score: Raw -299626.428951 + Penalty 1359.232567 = -298267.196384 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1243.692669 sec): 3 clusters Score: Raw -297538.666556 + Penalty 2718.465134 = -294820.201422 nChanged 1688 SP:Iteration 1F (1243.712723 sec): 3 clusters Score: Raw -298753.508447 + Penalty 2718.465134 = -296035.043314 nChanged 399 SP:Iteration 2F (1243.732798 sec): 3 clusters Score: Raw -299150.473832 + Penalty 2718.465134 = -296432.008698 nChanged 306 SP:Iteration 3F (1243.789590 sec): 3 clusters Score: Raw -299399.705123 + Penalty 2718.465134 = -296681.239990 nChanged 228 SP:Iteration 4F (1243.844506 sec): 3 clusters Score: Raw -299555.293741 + Penalty 2718.465134 = -296836.828607 nChanged 178 SP:Iteration 5Q (1243.898246 sec): 3 clusters Score: Raw -299674.965141 + Penalty 2718.465134 = -296956.500008 nChanged 137 SP:Iteration 6Q (1243.952212 sec): 3 clusters Score: Raw -299756.559363 + Penalty 2718.465134 = -297038.094229 nChanged 118 SP:Iteration 7Q (1244.006533 sec): 3 clusters Score: Raw -299832.842406 + Penalty 2718.465134 = -297114.377272 nChanged 107 SP:Iteration 8Q (1244.060179 sec): 3 clusters Score: Raw -299903.557988 + Penalty 2718.465134 = -297185.092855 nChanged 95 SP:Iteration 9Q (1244.114382 sec): 3 clusters Score: Raw -299959.258511 + Penalty 2718.465134 = -297240.793377 nChanged 78 SP:Iteration 10Q (1244.168507 sec): 3 clusters Score: Raw -299990.329383 + Penalty 2718.465134 = -297271.864249 nChanged 65 SP:Iteration 11Q (1244.212990 sec): 3 clusters Score: Raw -300018.628291 + Penalty 2718.465134 = -297300.163157 nChanged 48 SP:Iteration 12Q (1244.232930 sec): 3 clusters Score: Raw -300039.203425 + Penalty 2718.465134 = -297320.738291 nChanged 38 SP:Iteration 13Q (1244.252749 sec): 3 clusters Score: Raw -300053.090948 + Penalty 2718.465134 = -297334.625814 nChanged 27 SP:Iteration 14Q (1244.272647 sec): 3 clusters Score: Raw -300064.513081 + Penalty 2718.465134 = -297346.047947 nChanged 22 SP:Iteration 15Q (1244.292736 sec): 3 clusters Score: Raw -300069.519322 + Penalty 2718.465134 = -297351.054189 nChanged 14 SP:Iteration 16Q (1244.312725 sec): 3 clusters Score: Raw -300072.491563 + Penalty 2718.465134 = -297354.026429 nChanged 10 SP:Iteration 17Q (1244.332787 sec): 3 clusters Score: Raw -300075.622437 + Penalty 2718.465134 = -297357.157303 nChanged 9 SP:Iteration 18Q (1244.352827 sec): 3 clusters Score: Raw -300077.704981 + Penalty 2718.465134 = -297359.239847 nChanged 7 SP:Iteration 19Q (1244.372723 sec): 3 clusters Score: Raw -300080.140054 + Penalty 2718.465134 = -297361.674920 nChanged 8 SP:Iteration 20F (1244.392842 sec): 3 clusters Score: Raw -300082.168284 + Penalty 2718.465134 = -297363.703150 nChanged 4 SP:Iteration 21Q (1244.412514 sec): 3 clusters Score: Raw -300083.218926 + Penalty 2718.465134 = -297364.753792 nChanged 4 SP:Iteration 22Q (1244.432447 sec): 3 clusters Score: Raw -300084.248290 + Penalty 2718.465134 = -297365.783156 nChanged 6 SP:Iteration 23Q (1244.452321 sec): 3 clusters Score: Raw -300085.887610 + Penalty 2718.465134 = -297367.422476 nChanged 7 SP:Iteration 24Q (1244.472211 sec): 3 clusters Score: Raw -300087.056553 + Penalty 2718.465134 = -297368.591419 nChanged 4 SP:Iteration 25Q (1244.492069 sec): 3 clusters Score: Raw -300087.741294 + Penalty 2718.465134 = -297369.276160 nChanged 5 SP:Iteration 26Q (1244.511979 sec): 3 clusters Score: Raw -300088.654446 + Penalty 2718.465134 = -297370.189313 nChanged 3 SP:Iteration 27Q (1244.531907 sec): 3 clusters Score: Raw -300089.237747 + Penalty 2718.465134 = -297370.772613 nChanged 1 SP:Iteration 28Q (1244.551773 sec): 3 clusters Score: Raw -300089.499867 + Penalty 2718.465134 = -297371.034734 nChanged 1 SP:Iteration 29Q (1244.571554 sec): 3 clusters Score: Raw -300090.388063 + Penalty 2718.465134 = -297371.922929 nChanged 4 SP:Iteration 30Q (1244.591499 sec): 3 clusters Score: Raw -300092.649373 + Penalty 2718.465134 = -297374.184239 nChanged 3 SP:Iteration 31Q (1244.611170 sec): 3 clusters Score: Raw -300093.931307 + Penalty 2718.465134 = -297375.466173 nChanged 1 SP:Iteration 32Q (1244.631105 sec): 3 clusters Score: Raw -300094.165870 + Penalty 2718.465134 = -297375.700737 nChanged 1 SP:Iteration 33Q (1244.650818 sec): 3 clusters Score: Raw -300094.290592 + Penalty 2718.465134 = -297375.825458 nChanged 0 SP:Iteration 34F (1244.670884 sec): 3 clusters Score: Raw -300094.290592 + Penalty 2718.465134 = -297375.825458 nChanged 0 Trying to split cluster 29 (23789 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1244.713652 sec): 2 clusters Score: Raw -1801090.381079 + Penalty 1637.509017 = -1799452.872061 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1244.765939 sec): 3 clusters Score: Raw -1786617.646474 + Penalty 3275.018035 = -1783342.628440 nChanged 10801 SP:Iteration 1F (1244.815968 sec): 3 clusters Score: Raw -1792748.448565 + Penalty 3275.018035 = -1789473.430531 nChanged 1255 SP:Iteration 2F (1244.866041 sec): 3 clusters Score: Raw -1793225.407152 + Penalty 3275.018035 = -1789950.389117 nChanged 1243 SP:Iteration 3F (1244.915863 sec): 3 clusters Score: Raw -1793759.654315 + Penalty 3275.018035 = -1790484.636281 nChanged 1306 SP:Iteration 4F (1244.965790 sec): 3 clusters Score: Raw -1794388.733594 + Penalty 3275.018035 = -1791113.715560 nChanged 1453 SP:Iteration 5F (1245.015648 sec): 3 clusters Score: Raw -1795141.549093 + Penalty 3275.018035 = -1791866.531059 nChanged 1475 SP:Iteration 6F (1245.065549 sec): 3 clusters Score: Raw -1795959.220509 + Penalty 3275.018035 = -1792684.202475 nChanged 1354 SP:Iteration 7F (1245.115376 sec): 3 clusters Score: Raw -1796731.704355 + Penalty 3275.018035 = -1793456.686321 nChanged 1203 SP:Iteration 8F (1245.165306 sec): 3 clusters Score: Raw -1797442.254503 + Penalty 3275.018035 = -1794167.236468 nChanged 1079 SP:Iteration 9Q (1245.216297 sec): 3 clusters Score: Raw -1798107.969638 + Penalty 3275.018035 = -1794832.951603 nChanged 964 SP:Iteration 10Q (1245.266960 sec): 3 clusters Score: Raw -1798789.448133 + Penalty 3275.018035 = -1795514.430099 nChanged 813 SP:Iteration 11Q (1245.317624 sec): 3 clusters Score: Raw -1799364.158043 + Penalty 3275.018035 = -1796089.140009 nChanged 666 SP:Iteration 12Q (1245.368100 sec): 3 clusters Score: Raw -1799876.216916 + Penalty 3275.018035 = -1796601.198881 nChanged 526 SP:Iteration 13Q (1245.417924 sec): 3 clusters Score: Raw -1800303.027110 + Penalty 3275.018035 = -1797028.009076 nChanged 424 SP:Iteration 14Q (1245.466478 sec): 3 clusters Score: Raw -1800673.282939 + Penalty 3275.018035 = -1797398.264905 nChanged 296 SP:Iteration 15Q (1245.512585 sec): 3 clusters Score: Raw -1800969.688948 + Penalty 3275.018035 = -1797694.670914 nChanged 220 SP:Iteration 16Q (1245.556459 sec): 3 clusters Score: Raw -1801166.895189 + Penalty 3275.018035 = -1797891.877155 nChanged 139 SP:Iteration 17Q (1245.600838 sec): 3 clusters Score: Raw -1801293.757084 + Penalty 3275.018035 = -1798018.739050 nChanged 90 SP:Iteration 18Q (1245.642398 sec): 3 clusters Score: Raw -1801366.251166 + Penalty 3275.018035 = -1798091.233132 nChanged 61 SP:Iteration 19Q (1245.683377 sec): 3 clusters Score: Raw -1801420.328755 + Penalty 3275.018035 = -1798145.310720 nChanged 52 SP:Iteration 20F (1245.732866 sec): 3 clusters Score: Raw -1801462.662695 + Penalty 3275.018035 = -1798187.644660 nChanged 39 SP:Iteration 21Q (1245.773316 sec): 3 clusters Score: Raw -1801491.491233 + Penalty 3275.018035 = -1798216.473198 nChanged 34 SP:Iteration 22Q (1245.813229 sec): 3 clusters Score: Raw -1801515.884415 + Penalty 3275.018035 = -1798240.866380 nChanged 32 SP:Iteration 23Q (1245.853057 sec): 3 clusters Score: Raw -1801535.671965 + Penalty 3275.018035 = -1798260.653931 nChanged 28 SP:Iteration 24Q (1245.892915 sec): 3 clusters Score: Raw -1801556.023174 + Penalty 3275.018035 = -1798281.005139 nChanged 24 SP:Iteration 25Q (1245.932600 sec): 3 clusters Score: Raw -1801568.252293 + Penalty 3275.018035 = -1798293.234258 nChanged 20 SP:Iteration 26Q (1245.972477 sec): 3 clusters Score: Raw -1801579.620520 + Penalty 3275.018035 = -1798304.602485 nChanged 19 SP:Iteration 27Q (1246.012121 sec): 3 clusters Score: Raw -1801588.927952 + Penalty 3275.018035 = -1798313.909918 nChanged 13 SP:Iteration 28Q (1246.052018 sec): 3 clusters Score: Raw -1801594.474633 + Penalty 3275.018035 = -1798319.456599 nChanged 6 SP:Iteration 29Q (1246.091595 sec): 3 clusters Score: Raw -1801597.037295 + Penalty 3275.018035 = -1798322.019261 nChanged 7 SP:Iteration 30Q (1246.131347 sec): 3 clusters Score: Raw -1801600.408397 + Penalty 3275.018035 = -1798325.390362 nChanged 12 SP:Iteration 31Q (1246.171118 sec): 3 clusters Score: Raw -1801604.702080 + Penalty 3275.018035 = -1798329.684046 nChanged 6 SP:Iteration 32Q (1246.210714 sec): 3 clusters Score: Raw -1801609.199748 + Penalty 3275.018035 = -1798334.181714 nChanged 6 SP:Iteration 33Q (1246.250316 sec): 3 clusters Score: Raw -1801611.504681 + Penalty 3275.018035 = -1798336.486646 nChanged 5 SP:Iteration 34Q (1246.290103 sec): 3 clusters Score: Raw -1801614.143733 + Penalty 3275.018035 = -1798339.125699 nChanged 1 SP:Iteration 35Q (1246.329802 sec): 3 clusters Score: Raw -1801614.438685 + Penalty 3275.018035 = -1798339.420650 nChanged 2 SP:Iteration 36Q (1246.369289 sec): 3 clusters Score: Raw -1801615.108298 + Penalty 3275.018035 = -1798340.090263 nChanged 2 SP:Iteration 37Q (1246.408803 sec): 3 clusters Score: Raw -1801615.918997 + Penalty 3275.018035 = -1798340.900962 nChanged 3 SP:Iteration 38Q (1246.448719 sec): 3 clusters Score: Raw -1801617.027238 + Penalty 3275.018035 = -1798342.009204 nChanged 4 SP:Iteration 39Q (1246.488176 sec): 3 clusters Score: Raw -1801618.874422 + Penalty 3275.018035 = -1798343.856388 nChanged 3 SP:Iteration 40F (1246.537635 sec): 3 clusters Score: Raw -1801620.266684 + Penalty 3275.018035 = -1798345.248650 nChanged 3 SP:Iteration 41Q (1246.577403 sec): 3 clusters Score: Raw -1801622.045633 + Penalty 3275.018035 = -1798347.027598 nChanged 6 SP:Iteration 42Q (1246.617122 sec): 3 clusters Score: Raw -1801625.828812 + Penalty 3275.018035 = -1798350.810777 nChanged 4 SP:Iteration 43Q (1246.656735 sec): 3 clusters Score: Raw -1801627.693176 + Penalty 3275.018035 = -1798352.675141 nChanged 5 SP:Iteration 44Q (1246.696366 sec): 3 clusters Score: Raw -1801631.260035 + Penalty 3275.018035 = -1798356.242001 nChanged 4 SP:Iteration 45Q (1246.735928 sec): 3 clusters Score: Raw -1801633.880644 + Penalty 3275.018035 = -1798358.862609 nChanged 5 SP:Iteration 46Q (1246.775424 sec): 3 clusters Score: Raw -1801636.225875 + Penalty 3275.018035 = -1798361.207840 nChanged 2 SP:Iteration 47Q (1246.814984 sec): 3 clusters Score: Raw -1801637.007115 + Penalty 3275.018035 = -1798361.989081 nChanged 2 SP:Iteration 48Q (1246.854393 sec): 3 clusters Score: Raw -1801637.598740 + Penalty 3275.018035 = -1798362.580705 nChanged 2 SP:Iteration 49Q (1246.894000 sec): 3 clusters Score: Raw -1801637.855333 + Penalty 3275.018035 = -1798362.837298 nChanged 0 SP:Iteration 50F (1246.943382 sec): 3 clusters Score: Raw -1801637.855333 + Penalty 3275.018035 = -1798362.837298 nChanged 0 Trying to split cluster 30 (109281 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1247.078627 sec): 2 clusters Score: Raw -9096545.983853 + Penalty 1885.272647 = -9094660.711207 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1247.266571 sec): 3 clusters Score: Raw -9025245.271506 + Penalty 3770.545293 = -9021474.726213 nChanged 52205 SP:Iteration 1F (1247.452249 sec): 3 clusters Score: Raw -9056274.698274 + Penalty 3770.545293 = -9052504.152981 nChanged 4021 SP:Iteration 2Q (1247.649959 sec): 3 clusters Score: Raw -9057509.420884 + Penalty 3770.545293 = -9053738.875591 nChanged 4379 SP:Iteration 3Q (1247.847652 sec): 3 clusters Score: Raw -9059049.392257 + Penalty 3770.545293 = -9055278.846963 nChanged 4906 SP:Iteration 4Q (1248.045410 sec): 3 clusters Score: Raw -9061086.538870 + Penalty 3770.545293 = -9057315.993577 nChanged 5540 SP:Iteration 5F (1248.232255 sec): 3 clusters Score: Raw -9063753.073883 + Penalty 3770.545293 = -9059982.528590 nChanged 6073 SP:Iteration 6F (1248.418111 sec): 3 clusters Score: Raw -9067021.611172 + Penalty 3770.545293 = -9063251.065879 nChanged 6512 SP:Iteration 7F (1248.604383 sec): 3 clusters Score: Raw -9070974.529883 + Penalty 3770.545293 = -9067203.984590 nChanged 6511 SP:Iteration 8F (1248.791509 sec): 3 clusters Score: Raw -9075241.278183 + Penalty 3770.545293 = -9071470.732889 nChanged 5874 SP:Iteration 9F (1248.978219 sec): 3 clusters Score: Raw -9079083.042208 + Penalty 3770.545293 = -9075312.496914 nChanged 4934 SP:Iteration 10Q (1249.173132 sec): 3 clusters Score: Raw -9082078.208959 + Penalty 3770.545293 = -9078307.663666 nChanged 3801 SP:Iteration 11Q (1249.364249 sec): 3 clusters Score: Raw -9084092.858440 + Penalty 3770.545293 = -9080322.313147 nChanged 2945 SP:Iteration 12Q (1249.553604 sec): 3 clusters Score: Raw -9085496.601433 + Penalty 3770.545293 = -9081726.056140 nChanged 2446 SP:Iteration 13Q (1249.737327 sec): 3 clusters Score: Raw -9086581.721966 + Penalty 3770.545293 = -9082811.176673 nChanged 2253 SP:Iteration 14Q (1249.916893 sec): 3 clusters Score: Raw -9087595.275447 + Penalty 3770.545293 = -9083824.730154 nChanged 2225 SP:Iteration 15Q (1250.095821 sec): 3 clusters Score: Raw -9088640.695877 + Penalty 3770.545293 = -9084870.150583 nChanged 2159 SP:Iteration 16Q (1250.271419 sec): 3 clusters Score: Raw -9089685.400471 + Penalty 3770.545293 = -9085914.855178 nChanged 1995 SP:Iteration 17Q (1250.445004 sec): 3 clusters Score: Raw -9090654.058121 + Penalty 3770.545293 = -9086883.512828 nChanged 1848 SP:Iteration 18Q (1250.616174 sec): 3 clusters Score: Raw -9091556.049086 + Penalty 3770.545293 = -9087785.503793 nChanged 1629 SP:Iteration 19Q (1250.786058 sec): 3 clusters Score: Raw -9092359.153074 + Penalty 3770.545293 = -9088588.607781 nChanged 1456 SP:Iteration 20F (1250.971702 sec): 3 clusters Score: Raw -9093083.236695 + Penalty 3770.545293 = -9089312.691402 nChanged 1286 SP:Iteration 21Q (1251.136945 sec): 3 clusters Score: Raw -9093719.995370 + Penalty 3770.545293 = -9089949.450077 nChanged 1170 SP:Iteration 22Q (1251.300795 sec): 3 clusters Score: Raw -9094305.238981 + Penalty 3770.545293 = -9090534.693687 nChanged 1015 SP:Iteration 23Q (1251.467259 sec): 3 clusters Score: Raw -9094819.586461 + Penalty 3770.545293 = -9091049.041167 nChanged 880 SP:Iteration 24Q (1251.628338 sec): 3 clusters Score: Raw -9095242.217543 + Penalty 3770.545293 = -9091471.672250 nChanged 716 SP:Iteration 25Q (1251.788414 sec): 3 clusters Score: Raw -9095574.316099 + Penalty 3770.545293 = -9091803.770806 nChanged 604 SP:Iteration 26Q (1251.945551 sec): 3 clusters Score: Raw -9095858.691852 + Penalty 3770.545293 = -9092088.146559 nChanged 488 SP:Iteration 27Q (1252.101657 sec): 3 clusters Score: Raw -9096080.317443 + Penalty 3770.545293 = -9092309.772149 nChanged 384 SP:Iteration 28Q (1252.256936 sec): 3 clusters Score: Raw -9096266.751767 + Penalty 3770.545293 = -9092496.206474 nChanged 308 SP:Iteration 29Q (1252.407690 sec): 3 clusters Score: Raw -9096417.948220 + Penalty 3770.545293 = -9092647.402927 nChanged 252 SP:Iteration 30Q (1252.562167 sec): 3 clusters Score: Raw -9096532.229200 + Penalty 3770.545293 = -9092761.683907 nChanged 202 SP:Iteration 31Q (1252.716410 sec): 3 clusters Score: Raw -9096620.264925 + Penalty 3770.545293 = -9092849.719631 nChanged 160 SP:Iteration 32Q (1252.870400 sec): 3 clusters Score: Raw -9096691.460758 + Penalty 3770.545293 = -9092920.915465 nChanged 127 SP:Iteration 33Q (1253.035687 sec): 3 clusters Score: Raw -9096749.464321 + Penalty 3770.545293 = -9092978.919028 nChanged 108 SP:Iteration 34Q (1253.193066 sec): 3 clusters Score: Raw -9096793.261539 + Penalty 3770.545293 = -9093022.716245 nChanged 93 SP:Iteration 35Q (1253.348016 sec): 3 clusters Score: Raw -9096829.543571 + Penalty 3770.545293 = -9093058.998278 nChanged 60 SP:Iteration 36Q (1253.504544 sec): 3 clusters Score: Raw -9096856.145331 + Penalty 3770.545293 = -9093085.600038 nChanged 60 SP:Iteration 37Q (1253.660194 sec): 3 clusters Score: Raw -9096880.388815 + Penalty 3770.545293 = -9093109.843522 nChanged 45 SP:Iteration 38Q (1253.814093 sec): 3 clusters Score: Raw -9096895.973098 + Penalty 3770.545293 = -9093125.427804 nChanged 33 SP:Iteration 39Q (1253.968427 sec): 3 clusters Score: Raw -9096907.196676 + Penalty 3770.545293 = -9093136.651383 nChanged 30 SP:Iteration 40F (1254.153503 sec): 3 clusters Score: Raw -9096916.586369 + Penalty 3770.545293 = -9093146.041076 nChanged 27 SP:Iteration 41Q (1254.307868 sec): 3 clusters Score: Raw -9096923.346920 + Penalty 3770.545293 = -9093152.801627 nChanged 23 SP:Iteration 42Q (1254.495863 sec): 3 clusters Score: Raw -9096930.961162 + Penalty 3770.545293 = -9093160.415869 nChanged 24 SP:Iteration 43Q (1254.648937 sec): 3 clusters Score: Raw -9096940.790017 + Penalty 3770.545293 = -9093170.244723 nChanged 23 SP:Iteration 44Q (1254.813005 sec): 3 clusters Score: Raw -9096949.334902 + Penalty 3770.545293 = -9093178.789609 nChanged 18 SP:Iteration 45Q (1254.966347 sec): 3 clusters Score: Raw -9096956.235061 + Penalty 3770.545293 = -9093185.689768 nChanged 18 SP:Iteration 46Q (1255.119059 sec): 3 clusters Score: Raw -9096960.563001 + Penalty 3770.545293 = -9093190.017708 nChanged 11 SP:Iteration 47Q (1255.271727 sec): 3 clusters Score: Raw -9096963.337883 + Penalty 3770.545293 = -9093192.792590 nChanged 6 SP:Iteration 48Q (1255.424589 sec): 3 clusters Score: Raw -9096965.138459 + Penalty 3770.545293 = -9093194.593165 nChanged 7 SP:Iteration 49Q (1255.577543 sec): 3 clusters Score: Raw -9096967.035901 + Penalty 3770.545293 = -9093196.490608 nChanged 7 SP:Iteration 50Q (1255.730383 sec): 3 clusters Score: Raw -9096969.124131 + Penalty 3770.545293 = -9093198.578838 nChanged 9 SP:Iteration 51Q (1255.889124 sec): 3 clusters Score: Raw -9096972.108960 + Penalty 3770.545293 = -9093201.563666 nChanged 8 SP:Iteration 52Q (1256.041936 sec): 3 clusters Score: Raw -9096974.285638 + Penalty 3770.545293 = -9093203.740344 nChanged 4 SP:Iteration 53Q (1256.194907 sec): 3 clusters Score: Raw -9096975.226484 + Penalty 3770.545293 = -9093204.681190 nChanged 4 SP:Iteration 54Q (1256.347795 sec): 3 clusters Score: Raw -9096976.619789 + Penalty 3770.545293 = -9093206.074496 nChanged 6 SP:Iteration 55Q (1256.500697 sec): 3 clusters Score: Raw -9096978.146432 + Penalty 3770.545293 = -9093207.601139 nChanged 5 SP:Iteration 56Q (1256.653429 sec): 3 clusters Score: Raw -9096979.975575 + Penalty 3770.545293 = -9093209.430282 nChanged 6 SP:Iteration 57Q (1256.806064 sec): 3 clusters Score: Raw -9096981.529344 + Penalty 3770.545293 = -9093210.984050 nChanged 6 SP:Iteration 58Q (1256.958708 sec): 3 clusters Score: Raw -9096982.863413 + Penalty 3770.545293 = -9093212.318119 nChanged 4 SP:Iteration 59Q (1257.111344 sec): 3 clusters Score: Raw -9096984.983188 + Penalty 3770.545293 = -9093214.437894 nChanged 3 SP:Iteration 60F (1257.296366 sec): 3 clusters Score: Raw -9096986.081736 + Penalty 3770.545293 = -9093215.536443 nChanged 3 SP:Iteration 61Q (1257.448896 sec): 3 clusters Score: Raw -9096987.003477 + Penalty 3770.545293 = -9093216.458184 nChanged 1 SP:Iteration 62Q (1257.627525 sec): 3 clusters Score: Raw -9096987.107625 + Penalty 3770.545293 = -9093216.562332 nChanged 0 SP:Iteration 63F (1257.830316 sec): 3 clusters Score: Raw -9096987.107625 + Penalty 3770.545293 = -9093216.562332 nChanged 0 Trying to split cluster 31 (3750 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1257.842841 sec): 2 clusters Score: Raw -298784.989225 + Penalty 1337.295557 = -297447.693668 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1257.862255 sec): 3 clusters Score: Raw -296875.609126 + Penalty 2674.591114 = -294201.018012 nChanged 1492 SP:Iteration 1F (1257.880919 sec): 3 clusters Score: Raw -297726.597915 + Penalty 2674.591114 = -295052.006801 nChanged 257 SP:Iteration 2F (1257.899572 sec): 3 clusters Score: Raw -297845.123682 + Penalty 2674.591114 = -295170.532568 nChanged 179 SP:Iteration 3Q (1257.918266 sec): 3 clusters Score: Raw -297939.665188 + Penalty 2674.591114 = -295265.074074 nChanged 137 SP:Iteration 4Q (1257.936750 sec): 3 clusters Score: Raw -298011.863652 + Penalty 2674.591114 = -295337.272538 nChanged 118 SP:Iteration 5Q (1257.955184 sec): 3 clusters Score: Raw -298076.010703 + Penalty 2674.591114 = -295401.419590 nChanged 113 SP:Iteration 6Q (1257.973816 sec): 3 clusters Score: Raw -298132.127310 + Penalty 2674.591114 = -295457.536197 nChanged 111 SP:Iteration 7Q (1257.992420 sec): 3 clusters Score: Raw -298186.245240 + Penalty 2674.591114 = -295511.654126 nChanged 103 SP:Iteration 8Q (1258.010826 sec): 3 clusters Score: Raw -298240.673360 + Penalty 2674.591114 = -295566.082247 nChanged 120 SP:Iteration 9Q (1258.029366 sec): 3 clusters Score: Raw -298316.044744 + Penalty 2674.591114 = -295641.453631 nChanged 133 SP:Iteration 10Q (1258.047687 sec): 3 clusters Score: Raw -298397.247833 + Penalty 2674.591114 = -295722.656719 nChanged 119 SP:Iteration 11Q (1258.066164 sec): 3 clusters Score: Raw -298464.850849 + Penalty 2674.591114 = -295790.259735 nChanged 122 SP:Iteration 12Q (1258.084379 sec): 3 clusters Score: Raw -298538.901848 + Penalty 2674.591114 = -295864.310734 nChanged 97 SP:Iteration 13Q (1258.102792 sec): 3 clusters Score: Raw -298595.626221 + Penalty 2674.591114 = -295921.035108 nChanged 81 SP:Iteration 14Q (1258.121139 sec): 3 clusters Score: Raw -298641.670315 + Penalty 2674.591114 = -295967.079202 nChanged 64 SP:Iteration 15Q (1258.139429 sec): 3 clusters Score: Raw -298684.667472 + Penalty 2674.591114 = -296010.076359 nChanged 58 SP:Iteration 16Q (1258.157677 sec): 3 clusters Score: Raw -298732.487697 + Penalty 2674.591114 = -296057.896583 nChanged 39 SP:Iteration 17Q (1258.175872 sec): 3 clusters Score: Raw -298757.660218 + Penalty 2674.591114 = -296083.069104 nChanged 35 SP:Iteration 18Q (1258.193819 sec): 3 clusters Score: Raw -298783.063232 + Penalty 2674.591114 = -296108.472118 nChanged 33 SP:Iteration 19Q (1258.211898 sec): 3 clusters Score: Raw -298806.884955 + Penalty 2674.591114 = -296132.293841 nChanged 26 SP:Iteration 20F (1258.230118 sec): 3 clusters Score: Raw -298824.267439 + Penalty 2674.591114 = -296149.676326 nChanged 27 SP:Iteration 21Q (1258.248137 sec): 3 clusters Score: Raw -298845.803756 + Penalty 2674.591114 = -296171.212642 nChanged 20 SP:Iteration 22Q (1258.266137 sec): 3 clusters Score: Raw -298861.426348 + Penalty 2674.591114 = -296186.835234 nChanged 14 SP:Iteration 23Q (1258.284101 sec): 3 clusters Score: Raw -298871.235747 + Penalty 2674.591114 = -296196.644634 nChanged 11 SP:Iteration 24Q (1258.301857 sec): 3 clusters Score: Raw -298880.386654 + Penalty 2674.591114 = -296205.795540 nChanged 12 SP:Iteration 25Q (1258.319709 sec): 3 clusters Score: Raw -298887.262277 + Penalty 2674.591114 = -296212.671163 nChanged 7 SP:Iteration 26Q (1258.337591 sec): 3 clusters Score: Raw -298891.826675 + Penalty 2674.591114 = -296217.235561 nChanged 5 SP:Iteration 27Q (1258.355267 sec): 3 clusters Score: Raw -298895.409900 + Penalty 2674.591114 = -296220.818787 nChanged 3 SP:Iteration 28Q (1258.373110 sec): 3 clusters Score: Raw -298897.660476 + Penalty 2674.591114 = -296223.069362 nChanged 3 SP:Iteration 29Q (1258.390806 sec): 3 clusters Score: Raw -298899.280080 + Penalty 2674.591114 = -296224.688966 nChanged 2 SP:Iteration 30Q (1258.442074 sec): 3 clusters Score: Raw -298900.819048 + Penalty 2674.591114 = -296226.227934 nChanged 3 SP:Iteration 31Q (1258.459945 sec): 3 clusters Score: Raw -298902.078586 + Penalty 2674.591114 = -296227.487472 nChanged 2 SP:Iteration 32Q (1258.477635 sec): 3 clusters Score: Raw -298903.796350 + Penalty 2674.591114 = -296229.205236 nChanged 4 SP:Iteration 33Q (1258.495453 sec): 3 clusters Score: Raw -298906.778425 + Penalty 2674.591114 = -296232.187311 nChanged 3 SP:Iteration 34Q (1258.513255 sec): 3 clusters Score: Raw -298909.088116 + Penalty 2674.591114 = -296234.497003 nChanged 3 SP:Iteration 35Q (1258.534018 sec): 3 clusters Score: Raw -298910.902188 + Penalty 2674.591114 = -296236.311074 nChanged 3 SP:Iteration 36Q (1258.551834 sec): 3 clusters Score: Raw -298912.371724 + Penalty 2674.591114 = -296237.780610 nChanged 6 SP:Iteration 37Q (1258.569616 sec): 3 clusters Score: Raw -298918.007543 + Penalty 2674.591114 = -296243.416430 nChanged 8 SP:Iteration 38Q (1258.587216 sec): 3 clusters Score: Raw -298923.115008 + Penalty 2674.591114 = -296248.523894 nChanged 4 SP:Iteration 39Q (1258.605004 sec): 3 clusters Score: Raw -298927.009585 + Penalty 2674.591114 = -296252.418471 nChanged 6 SP:Iteration 40F (1258.623155 sec): 3 clusters Score: Raw -298930.765749 + Penalty 2674.591114 = -296256.174635 nChanged 4 SP:Iteration 41Q (1258.640884 sec): 3 clusters Score: Raw -298932.756051 + Penalty 2674.591114 = -296258.164937 nChanged 0 SP:Iteration 42F (1258.659269 sec): 3 clusters Score: Raw -298932.756051 + Penalty 2674.591114 = -296258.164937 nChanged 0 Trying to split cluster 32 (23647 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1258.699472 sec): 2 clusters Score: Raw -2003910.788312 + Penalty 1636.536125 = -2002274.252188 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1258.751053 sec): 3 clusters Score: Raw -1989589.723695 + Penalty 3273.072249 = -1986316.651446 nChanged 10789 SP:Iteration 1F (1258.801049 sec): 3 clusters Score: Raw -1995465.541676 + Penalty 3273.072249 = -1992192.469427 nChanged 1278 SP:Iteration 2F (1258.850816 sec): 3 clusters Score: Raw -1996103.876583 + Penalty 3273.072249 = -1992830.804334 nChanged 1423 SP:Iteration 3F (1258.900925 sec): 3 clusters Score: Raw -1997042.948688 + Penalty 3273.072249 = -1993769.876439 nChanged 1592 SP:Iteration 4F (1258.951687 sec): 3 clusters Score: Raw -1998217.173860 + Penalty 3273.072249 = -1994944.101611 nChanged 1630 SP:Iteration 5F (1259.001275 sec): 3 clusters Score: Raw -1999436.346832 + Penalty 3273.072249 = -1996163.274583 nChanged 1567 SP:Iteration 6F (1259.050653 sec): 3 clusters Score: Raw -2000380.066796 + Penalty 3273.072249 = -1997106.994547 nChanged 1223 SP:Iteration 7F (1259.100551 sec): 3 clusters Score: Raw -2000956.633406 + Penalty 3273.072249 = -1997683.561156 nChanged 915 SP:Iteration 8Q (1259.150562 sec): 3 clusters Score: Raw -2001317.013478 + Penalty 3273.072249 = -1998043.941229 nChanged 691 SP:Iteration 9Q (1259.201379 sec): 3 clusters Score: Raw -2001534.647526 + Penalty 3273.072249 = -1998261.575277 nChanged 509 SP:Iteration 10Q (1259.250419 sec): 3 clusters Score: Raw -2001671.807412 + Penalty 3273.072249 = -1998398.735163 nChanged 458 SP:Iteration 11Q (1259.305068 sec): 3 clusters Score: Raw -2001786.279633 + Penalty 3273.072249 = -1998513.207384 nChanged 390 SP:Iteration 12Q (1259.353778 sec): 3 clusters Score: Raw -2001878.763309 + Penalty 3273.072249 = -1998605.691060 nChanged 406 SP:Iteration 13Q (1259.402421 sec): 3 clusters Score: Raw -2001984.919780 + Penalty 3273.072249 = -1998711.847531 nChanged 355 SP:Iteration 14Q (1259.451080 sec): 3 clusters Score: Raw -2002074.640074 + Penalty 3273.072249 = -1998801.567825 nChanged 371 SP:Iteration 15Q (1259.499666 sec): 3 clusters Score: Raw -2002168.638935 + Penalty 3273.072249 = -1998895.566686 nChanged 379 SP:Iteration 16Q (1259.547669 sec): 3 clusters Score: Raw -2002260.645693 + Penalty 3273.072249 = -1998987.573444 nChanged 329 SP:Iteration 17Q (1259.595995 sec): 3 clusters Score: Raw -2002338.821298 + Penalty 3273.072249 = -1999065.749048 nChanged 352 SP:Iteration 18Q (1259.644071 sec): 3 clusters Score: Raw -2002431.570626 + Penalty 3273.072249 = -1999158.498377 nChanged 387 SP:Iteration 19Q (1259.691837 sec): 3 clusters Score: Raw -2002531.620279 + Penalty 3273.072249 = -1999258.548030 nChanged 382 SP:Iteration 20F (1259.741108 sec): 3 clusters Score: Raw -2002633.003832 + Penalty 3273.072249 = -1999359.931583 nChanged 409 SP:Iteration 21Q (1259.788737 sec): 3 clusters Score: Raw -2002749.296029 + Penalty 3273.072249 = -1999476.223780 nChanged 401 SP:Iteration 22Q (1259.835921 sec): 3 clusters Score: Raw -2002863.309905 + Penalty 3273.072249 = -1999590.237656 nChanged 413 SP:Iteration 23Q (1259.883202 sec): 3 clusters Score: Raw -2002991.005249 + Penalty 3273.072249 = -1999717.933000 nChanged 431 SP:Iteration 24Q (1259.930383 sec): 3 clusters Score: Raw -2003136.134883 + Penalty 3273.072249 = -1999863.062634 nChanged 432 SP:Iteration 25Q (1259.976743 sec): 3 clusters Score: Raw -2003291.579661 + Penalty 3273.072249 = -2000018.507412 nChanged 426 SP:Iteration 26Q (1260.022823 sec): 3 clusters Score: Raw -2003454.240372 + Penalty 3273.072249 = -2000181.168123 nChanged 417 SP:Iteration 27Q (1260.068815 sec): 3 clusters Score: Raw -2003607.936156 + Penalty 3273.072249 = -2000334.863907 nChanged 382 SP:Iteration 28Q (1260.114208 sec): 3 clusters Score: Raw -2003746.872423 + Penalty 3273.072249 = -2000473.800174 nChanged 362 SP:Iteration 29Q (1260.159437 sec): 3 clusters Score: Raw -2003886.250231 + Penalty 3273.072249 = -2000613.177982 nChanged 338 SP:Iteration 30Q (1260.204551 sec): 3 clusters Score: Raw -2004022.729277 + Penalty 3273.072249 = -2000749.657028 nChanged 308 SP:Iteration 31Q (1260.249396 sec): 3 clusters Score: Raw -2004156.057834 + Penalty 3273.072249 = -2000882.985584 nChanged 283 SP:Iteration 32Q (1260.293975 sec): 3 clusters Score: Raw -2004277.125126 + Penalty 3273.072249 = -2001004.052877 nChanged 219 SP:Iteration 33Q (1260.339324 sec): 3 clusters Score: Raw -2004365.972910 + Penalty 3273.072249 = -2001092.900660 nChanged 199 SP:Iteration 34Q (1260.388369 sec): 3 clusters Score: Raw -2004454.890832 + Penalty 3273.072249 = -2001181.818582 nChanged 190 SP:Iteration 35Q (1260.432939 sec): 3 clusters Score: Raw -2004538.755062 + Penalty 3273.072249 = -2001265.682813 nChanged 155 SP:Iteration 36Q (1260.476899 sec): 3 clusters Score: Raw -2004626.592518 + Penalty 3273.072249 = -2001353.520269 nChanged 158 SP:Iteration 37Q (1260.524133 sec): 3 clusters Score: Raw -2004709.251559 + Penalty 3273.072249 = -2001436.179310 nChanged 136 SP:Iteration 38Q (1260.567426 sec): 3 clusters Score: Raw -2004774.020436 + Penalty 3273.072249 = -2001500.948187 nChanged 105 SP:Iteration 39Q (1260.611764 sec): 3 clusters Score: Raw -2004814.654594 + Penalty 3273.072249 = -2001541.582345 nChanged 84 SP:Iteration 40F (1260.668139 sec): 3 clusters Score: Raw -2004843.475973 + Penalty 3273.072249 = -2001570.403724 nChanged 65 SP:Iteration 41Q (1260.711119 sec): 3 clusters Score: Raw -2004868.116131 + Penalty 3273.072249 = -2001595.043882 nChanged 66 SP:Iteration 42Q (1260.754203 sec): 3 clusters Score: Raw -2004892.984992 + Penalty 3273.072249 = -2001619.912743 nChanged 62 SP:Iteration 43Q (1260.818680 sec): 3 clusters Score: Raw -2004913.138741 + Penalty 3273.072249 = -2001640.066491 nChanged 36 SP:Iteration 44Q (1260.861372 sec): 3 clusters Score: Raw -2004921.667040 + Penalty 3273.072249 = -2001648.594791 nChanged 21 SP:Iteration 45Q (1260.904295 sec): 3 clusters Score: Raw -2004926.686943 + Penalty 3273.072249 = -2001653.614694 nChanged 19 SP:Iteration 46Q (1260.947170 sec): 3 clusters Score: Raw -2004931.575558 + Penalty 3273.072249 = -2001658.503309 nChanged 15 SP:Iteration 47Q (1260.990101 sec): 3 clusters Score: Raw -2004935.788126 + Penalty 3273.072249 = -2001662.715877 nChanged 17 SP:Iteration 48Q (1261.032932 sec): 3 clusters Score: Raw -2004940.047176 + Penalty 3273.072249 = -2001666.974927 nChanged 15 SP:Iteration 49Q (1261.076094 sec): 3 clusters Score: Raw -2004943.070238 + Penalty 3273.072249 = -2001669.997989 nChanged 9 SP:Iteration 50Q (1261.118997 sec): 3 clusters Score: Raw -2004944.590402 + Penalty 3273.072249 = -2001671.518152 nChanged 7 SP:Iteration 51Q (1261.161939 sec): 3 clusters Score: Raw -2004945.679095 + Penalty 3273.072249 = -2001672.606845 nChanged 2 SP:Iteration 52Q (1261.204639 sec): 3 clusters Score: Raw -2004946.100710 + Penalty 3273.072249 = -2001673.028461 nChanged 2 SP:Iteration 53Q (1261.247550 sec): 3 clusters Score: Raw -2004946.633435 + Penalty 3273.072249 = -2001673.561186 nChanged 1 SP:Iteration 54Q (1261.290590 sec): 3 clusters Score: Raw -2004946.799985 + Penalty 3273.072249 = -2001673.727736 nChanged 2 SP:Iteration 55Q (1261.333486 sec): 3 clusters Score: Raw -2004947.171133 + Penalty 3273.072249 = -2001674.098884 nChanged 0 SP:Iteration 56F (1261.383156 sec): 3 clusters Score: Raw -2004947.171133 + Penalty 3273.072249 = -2001674.098884 nChanged 0 Trying to split cluster 33 (1660 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1261.397309 sec): 2 clusters Score: Raw -126945.815861 + Penalty 1204.868093 = -125740.947768 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1261.406533 sec): 3 clusters Score: Raw -126264.512438 + Penalty 2409.736186 = -123854.776251 nChanged 574 SP:Iteration 1F (1261.415121 sec): 3 clusters Score: Raw -126730.494207 + Penalty 2409.736186 = -124320.758021 nChanged 139 SP:Iteration 2F (1261.423702 sec): 3 clusters Score: Raw -126889.279752 + Penalty 2409.736186 = -124479.543566 nChanged 121 SP:Iteration 3F (1261.432377 sec): 3 clusters Score: Raw -127061.315904 + Penalty 2409.736186 = -124651.579718 nChanged 104 SP:Iteration 4F (1261.441033 sec): 3 clusters Score: Raw -127202.808055 + Penalty 2409.736186 = -124793.071869 nChanged 90 SP:Iteration 5F (1261.449659 sec): 3 clusters Score: Raw -127324.358438 + Penalty 2409.736186 = -124914.622252 nChanged 61 SP:Iteration 6Q (1261.458050 sec): 3 clusters Score: Raw -127397.009198 + Penalty 2409.736186 = -124987.273012 nChanged 54 SP:Iteration 7Q (1261.466513 sec): 3 clusters Score: Raw -127458.272288 + Penalty 2409.736186 = -125048.536101 nChanged 34 SP:Iteration 8Q (1261.474931 sec): 3 clusters Score: Raw -127490.859582 + Penalty 2409.736186 = -125081.123396 nChanged 34 SP:Iteration 9Q (1261.483320 sec): 3 clusters Score: Raw -127537.001806 + Penalty 2409.736186 = -125127.265619 nChanged 31 SP:Iteration 10Q (1261.491721 sec): 3 clusters Score: Raw -127574.124441 + Penalty 2409.736186 = -125164.388254 nChanged 33 SP:Iteration 11Q (1261.500075 sec): 3 clusters Score: Raw -127612.452758 + Penalty 2409.736186 = -125202.716572 nChanged 28 SP:Iteration 12Q (1261.508380 sec): 3 clusters Score: Raw -127649.854352 + Penalty 2409.736186 = -125240.118166 nChanged 19 SP:Iteration 13Q (1261.516648 sec): 3 clusters Score: Raw -127674.501033 + Penalty 2409.736186 = -125264.764847 nChanged 14 SP:Iteration 14Q (1261.524924 sec): 3 clusters Score: Raw -127689.400917 + Penalty 2409.736186 = -125279.664730 nChanged 10 SP:Iteration 15Q (1261.533159 sec): 3 clusters Score: Raw -127702.252005 + Penalty 2409.736186 = -125292.515819 nChanged 11 SP:Iteration 16Q (1261.541305 sec): 3 clusters Score: Raw -127712.964807 + Penalty 2409.736186 = -125303.228620 nChanged 7 SP:Iteration 17Q (1261.549516 sec): 3 clusters Score: Raw -127718.273131 + Penalty 2409.736186 = -125308.536944 nChanged 3 SP:Iteration 18Q (1261.557667 sec): 3 clusters Score: Raw -127721.137486 + Penalty 2409.736186 = -125311.401299 nChanged 3 SP:Iteration 19Q (1261.565868 sec): 3 clusters Score: Raw -127723.674616 + Penalty 2409.736186 = -125313.938430 nChanged 0 SP:Iteration 20F (1261.574469 sec): 3 clusters Score: Raw -127723.674616 + Penalty 2409.736186 = -125313.938430 nChanged 0 Trying to split cluster 34 (1543 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1261.589828 sec): 2 clusters Score: Raw -117813.382972 + Penalty 1192.991126 = -116620.391846 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1261.598508 sec): 3 clusters Score: Raw -117208.469659 + Penalty 2385.982252 = -114822.487407 nChanged 514 SP:Iteration 1F (1261.606606 sec): 3 clusters Score: Raw -117589.152938 + Penalty 2385.982252 = -115203.170686 nChanged 126 SP:Iteration 2F (1261.614699 sec): 3 clusters Score: Raw -117693.512715 + Penalty 2385.982252 = -115307.530463 nChanged 70 SP:Iteration 3Q (1261.622784 sec): 3 clusters Score: Raw -117752.959010 + Penalty 2385.982252 = -115366.976758 nChanged 47 SP:Iteration 4Q (1261.630800 sec): 3 clusters Score: Raw -117789.919370 + Penalty 2385.982252 = -115403.937118 nChanged 32 SP:Iteration 5Q (1261.638845 sec): 3 clusters Score: Raw -117813.258313 + Penalty 2385.982252 = -115427.276061 nChanged 28 SP:Iteration 6Q (1261.646932 sec): 3 clusters Score: Raw -117830.118020 + Penalty 2385.982252 = -115444.135768 nChanged 14 SP:Iteration 7Q (1261.654934 sec): 3 clusters Score: Raw -117837.331968 + Penalty 2385.982252 = -115451.349716 nChanged 12 SP:Iteration 8Q (1261.662992 sec): 3 clusters Score: Raw -117848.847075 + Penalty 2385.982252 = -115462.864823 nChanged 18 SP:Iteration 9Q (1261.671033 sec): 3 clusters Score: Raw -117860.793180 + Penalty 2385.982252 = -115474.810928 nChanged 16 SP:Iteration 10Q (1261.679083 sec): 3 clusters Score: Raw -117870.599950 + Penalty 2385.982252 = -115484.617698 nChanged 9 SP:Iteration 11Q (1261.687120 sec): 3 clusters Score: Raw -117874.940173 + Penalty 2385.982252 = -115488.957921 nChanged 7 SP:Iteration 12Q (1261.695151 sec): 3 clusters Score: Raw -117879.016217 + Penalty 2385.982252 = -115493.033965 nChanged 5 SP:Iteration 13Q (1261.703103 sec): 3 clusters Score: Raw -117881.026494 + Penalty 2385.982252 = -115495.044242 nChanged 2 SP:Iteration 14Q (1261.711157 sec): 3 clusters Score: Raw -117882.111274 + Penalty 2385.982252 = -115496.129022 nChanged 7 SP:Iteration 15Q (1261.719191 sec): 3 clusters Score: Raw -117886.949978 + Penalty 2385.982252 = -115500.967726 nChanged 6 SP:Iteration 16Q (1261.727221 sec): 3 clusters Score: Raw -117898.028199 + Penalty 2385.982252 = -115512.045947 nChanged 15 SP:Iteration 17Q (1261.735234 sec): 3 clusters Score: Raw -117904.921447 + Penalty 2385.982252 = -115518.939195 nChanged 8 SP:Iteration 18Q (1261.743275 sec): 3 clusters Score: Raw -117909.182405 + Penalty 2385.982252 = -115523.200153 nChanged 8 SP:Iteration 19Q (1261.751290 sec): 3 clusters Score: Raw -117914.795664 + Penalty 2385.982252 = -115528.813412 nChanged 8 SP:Iteration 20F (1261.759385 sec): 3 clusters Score: Raw -117919.830058 + Penalty 2385.982252 = -115533.847806 nChanged 4 SP:Iteration 21Q (1261.767391 sec): 3 clusters Score: Raw -117923.031572 + Penalty 2385.982252 = -115537.049320 nChanged 5 SP:Iteration 22Q (1261.775431 sec): 3 clusters Score: Raw -117924.712272 + Penalty 2385.982252 = -115538.730020 nChanged 1 SP:Iteration 23Q (1261.783456 sec): 3 clusters Score: Raw -117925.144159 + Penalty 2385.982252 = -115539.161907 nChanged 2 SP:Iteration 24Q (1261.791381 sec): 3 clusters Score: Raw -117926.394896 + Penalty 2385.982252 = -115540.412644 nChanged 0 SP:Iteration 25F (1261.799445 sec): 3 clusters Score: Raw -117926.394896 + Penalty 2385.982252 = -115540.412644 nChanged 0 Trying to split cluster 35 (8579 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1261.823530 sec): 2 clusters Score: Raw -696595.539407 + Penalty 1471.774303 = -695123.765104 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1261.851042 sec): 3 clusters Score: Raw -691840.855464 + Penalty 2943.548607 = -688897.306858 nChanged 3648 SP:Iteration 1F (1261.877572 sec): 3 clusters Score: Raw -693956.582320 + Penalty 2943.548607 = -691013.033714 nChanged 676 SP:Iteration 2F (1261.904188 sec): 3 clusters Score: Raw -694403.990214 + Penalty 2943.548607 = -691460.441608 nChanged 603 SP:Iteration 3F (1261.930866 sec): 3 clusters Score: Raw -694848.851817 + Penalty 2943.548607 = -691905.303210 nChanged 551 SP:Iteration 4F (1261.957472 sec): 3 clusters Score: Raw -695270.421693 + Penalty 2943.548607 = -692326.873086 nChanged 561 SP:Iteration 5F (1261.984149 sec): 3 clusters Score: Raw -695686.293849 + Penalty 2943.548607 = -692742.745243 nChanged 483 SP:Iteration 6F (1262.010691 sec): 3 clusters Score: Raw -696027.073698 + Penalty 2943.548607 = -693083.525091 nChanged 437 SP:Iteration 7F (1262.061670 sec): 3 clusters Score: Raw -696289.403196 + Penalty 2943.548607 = -693345.854589 nChanged 338 SP:Iteration 8Q (1262.097952 sec): 3 clusters Score: Raw -696455.165604 + Penalty 2943.548607 = -693511.616997 nChanged 245 SP:Iteration 9Q (1262.124436 sec): 3 clusters Score: Raw -696562.255908 + Penalty 2943.548607 = -693618.707301 nChanged 189 SP:Iteration 10Q (1262.150928 sec): 3 clusters Score: Raw -696639.022746 + Penalty 2943.548607 = -693695.474139 nChanged 146 SP:Iteration 11Q (1262.177434 sec): 3 clusters Score: Raw -696696.358927 + Penalty 2943.548607 = -693752.810320 nChanged 124 SP:Iteration 12Q (1262.203855 sec): 3 clusters Score: Raw -696735.446797 + Penalty 2943.548607 = -693791.898190 nChanged 100 SP:Iteration 13Q (1262.230051 sec): 3 clusters Score: Raw -696764.147464 + Penalty 2943.548607 = -693820.598858 nChanged 81 SP:Iteration 14Q (1262.256359 sec): 3 clusters Score: Raw -696792.272291 + Penalty 2943.548607 = -693848.723685 nChanged 93 SP:Iteration 15Q (1262.282544 sec): 3 clusters Score: Raw -696824.328215 + Penalty 2943.548607 = -693880.779609 nChanged 102 SP:Iteration 16Q (1262.308838 sec): 3 clusters Score: Raw -696862.586315 + Penalty 2943.548607 = -693919.037708 nChanged 109 SP:Iteration 17Q (1262.335104 sec): 3 clusters Score: Raw -696917.537433 + Penalty 2943.548607 = -693973.988827 nChanged 136 SP:Iteration 18Q (1262.361425 sec): 3 clusters Score: Raw -696990.690119 + Penalty 2943.548607 = -694047.141512 nChanged 155 SP:Iteration 19Q (1262.387593 sec): 3 clusters Score: Raw -697071.747187 + Penalty 2943.548607 = -694128.198581 nChanged 172 SP:Iteration 20F (1262.414252 sec): 3 clusters Score: Raw -697166.612714 + Penalty 2943.548607 = -694223.064107 nChanged 192 SP:Iteration 21Q (1262.440444 sec): 3 clusters Score: Raw -697269.838026 + Penalty 2943.548607 = -694326.289420 nChanged 208 SP:Iteration 22Q (1262.466771 sec): 3 clusters Score: Raw -697389.856221 + Penalty 2943.548607 = -694446.307615 nChanged 231 SP:Iteration 23Q (1262.492740 sec): 3 clusters Score: Raw -697554.309759 + Penalty 2943.548607 = -694610.761153 nChanged 247 SP:Iteration 24Q (1262.518735 sec): 3 clusters Score: Raw -697733.365654 + Penalty 2943.548607 = -694789.817047 nChanged 238 SP:Iteration 25Q (1262.544635 sec): 3 clusters Score: Raw -697904.979570 + Penalty 2943.548607 = -694961.430964 nChanged 204 SP:Iteration 26Q (1262.570288 sec): 3 clusters Score: Raw -698036.070305 + Penalty 2943.548607 = -695092.521699 nChanged 195 SP:Iteration 27Q (1262.595936 sec): 3 clusters Score: Raw -698139.651591 + Penalty 2943.548607 = -695196.102985 nChanged 158 SP:Iteration 28Q (1262.621497 sec): 3 clusters Score: Raw -698213.592519 + Penalty 2943.548607 = -695270.043912 nChanged 114 SP:Iteration 29Q (1262.646804 sec): 3 clusters Score: Raw -698254.749838 + Penalty 2943.548607 = -695311.201231 nChanged 99 SP:Iteration 30Q (1262.672103 sec): 3 clusters Score: Raw -698283.572447 + Penalty 2943.548607 = -695340.023840 nChanged 72 SP:Iteration 31Q (1262.697269 sec): 3 clusters Score: Raw -698302.573810 + Penalty 2943.548607 = -695359.025203 nChanged 58 SP:Iteration 32Q (1262.722545 sec): 3 clusters Score: Raw -698317.207724 + Penalty 2943.548607 = -695373.659117 nChanged 54 SP:Iteration 33Q (1262.747829 sec): 3 clusters Score: Raw -698329.717270 + Penalty 2943.548607 = -695386.168663 nChanged 48 SP:Iteration 34Q (1262.772888 sec): 3 clusters Score: Raw -698340.063376 + Penalty 2943.548607 = -695396.514769 nChanged 38 SP:Iteration 35Q (1262.798122 sec): 3 clusters Score: Raw -698347.027263 + Penalty 2943.548607 = -695403.478656 nChanged 31 SP:Iteration 36Q (1262.823311 sec): 3 clusters Score: Raw -698352.164679 + Penalty 2943.548607 = -695408.616072 nChanged 22 SP:Iteration 37Q (1262.848541 sec): 3 clusters Score: Raw -698355.164562 + Penalty 2943.548607 = -695411.615955 nChanged 15 SP:Iteration 38Q (1262.910229 sec): 3 clusters Score: Raw -698357.291242 + Penalty 2943.548607 = -695413.742636 nChanged 12 SP:Iteration 39Q (1262.972382 sec): 3 clusters Score: Raw -698359.207137 + Penalty 2943.548607 = -695415.658530 nChanged 12 SP:Iteration 40F (1263.030859 sec): 3 clusters Score: Raw -698362.904581 + Penalty 2943.548607 = -695419.355974 nChanged 9 SP:Iteration 41Q (1263.085381 sec): 3 clusters Score: Raw -698364.754678 + Penalty 2943.548607 = -695421.206071 nChanged 10 SP:Iteration 42Q (1263.150483 sec): 3 clusters Score: Raw -698366.824314 + Penalty 2943.548607 = -695423.275707 nChanged 14 SP:Iteration 43Q (1263.207262 sec): 3 clusters Score: Raw -698369.596925 + Penalty 2943.548607 = -695426.048318 nChanged 9 SP:Iteration 44Q (1263.252792 sec): 3 clusters Score: Raw -698371.572485 + Penalty 2943.548607 = -695428.023879 nChanged 11 SP:Iteration 45Q (1263.306480 sec): 3 clusters Score: Raw -698373.348704 + Penalty 2943.548607 = -695429.800098 nChanged 11 SP:Iteration 46Q (1263.365732 sec): 3 clusters Score: Raw -698374.831412 + Penalty 2943.548607 = -695431.282805 nChanged 6 SP:Iteration 47Q (1263.426191 sec): 3 clusters Score: Raw -698375.998280 + Penalty 2943.548607 = -695432.449674 nChanged 12 SP:Iteration 48Q (1263.477135 sec): 3 clusters Score: Raw -698378.025836 + Penalty 2943.548607 = -695434.477229 nChanged 11 SP:Iteration 49Q (1263.545864 sec): 3 clusters Score: Raw -698379.098137 + Penalty 2943.548607 = -695435.549531 nChanged 9 SP:Iteration 50Q (1263.585043 sec): 3 clusters Score: Raw -698380.386245 + Penalty 2943.548607 = -695436.837639 nChanged 12 SP:Iteration 51Q (1263.641131 sec): 3 clusters Score: Raw -698381.972626 + Penalty 2943.548607 = -695438.424019 nChanged 4 SP:Iteration 52Q (1263.695166 sec): 3 clusters Score: Raw -698382.504161 + Penalty 2943.548607 = -695438.955554 nChanged 2 SP:Iteration 53Q (1263.749828 sec): 3 clusters Score: Raw -698382.838887 + Penalty 2943.548607 = -695439.290281 nChanged 4 SP:Iteration 54Q (1263.808841 sec): 3 clusters Score: Raw -698383.337380 + Penalty 2943.548607 = -695439.788774 nChanged 3 SP:Iteration 55Q (1263.868087 sec): 3 clusters Score: Raw -698383.799418 + Penalty 2943.548607 = -695440.250812 nChanged 5 SP:Iteration 56Q (1263.929664 sec): 3 clusters Score: Raw -698384.296081 + Penalty 2943.548607 = -695440.747475 nChanged 1 SP:Iteration 57Q (1263.991155 sec): 3 clusters Score: Raw -698384.386606 + Penalty 2943.548607 = -695440.837999 nChanged 1 SP:Iteration 58Q (1264.049946 sec): 3 clusters Score: Raw -698384.500329 + Penalty 2943.548607 = -695440.951722 nChanged 0 SP:Iteration 59F (1264.110526 sec): 3 clusters Score: Raw -698384.500329 + Penalty 2943.548607 = -695440.951722 nChanged 0 Score: Raw -49141592.327854 + Penalty 88911.006508 = -49052681.321346 Splitting cluster 35 changes total score from -49053014.779088 to -49052681.321346 So it's not getting split. Trying to split cluster 36 (3102 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1280.717100 sec): 2 clusters Score: Raw -246233.682858 + Penalty 1306.467881 = -244927.214977 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1280.733707 sec): 3 clusters Score: Raw -244773.045845 + Penalty 2612.935762 = -242160.110083 nChanged 1183 SP:Iteration 1F (1280.749267 sec): 3 clusters Score: Raw -245545.273355 + Penalty 2612.935762 = -242932.337593 nChanged 281 SP:Iteration 2F (1280.764866 sec): 3 clusters Score: Raw -245785.526320 + Penalty 2612.935762 = -243172.590559 nChanged 246 SP:Iteration 3F (1280.780423 sec): 3 clusters Score: Raw -246098.138388 + Penalty 2612.935762 = -243485.202627 nChanged 241 SP:Iteration 4F (1280.795989 sec): 3 clusters Score: Raw -246444.473662 + Penalty 2612.935762 = -243831.537900 nChanged 219 SP:Iteration 5F (1280.811519 sec): 3 clusters Score: Raw -246754.355800 + Penalty 2612.935762 = -244141.420038 nChanged 159 SP:Iteration 6F (1280.826949 sec): 3 clusters Score: Raw -246944.412484 + Penalty 2612.935762 = -244331.476722 nChanged 109 SP:Iteration 7Q (1280.842194 sec): 3 clusters Score: Raw -247042.182180 + Penalty 2612.935762 = -244429.246419 nChanged 62 SP:Iteration 8Q (1280.857204 sec): 3 clusters Score: Raw -247102.667934 + Penalty 2612.935762 = -244489.732172 nChanged 56 SP:Iteration 9Q (1280.872248 sec): 3 clusters Score: Raw -247148.713756 + Penalty 2612.935762 = -244535.777994 nChanged 35 SP:Iteration 10Q (1280.887274 sec): 3 clusters Score: Raw -247177.985911 + Penalty 2612.935762 = -244565.050149 nChanged 25 SP:Iteration 11Q (1280.902097 sec): 3 clusters Score: Raw -247197.339237 + Penalty 2612.935762 = -244584.403475 nChanged 20 SP:Iteration 12Q (1280.916987 sec): 3 clusters Score: Raw -247209.136832 + Penalty 2612.935762 = -244596.201071 nChanged 12 SP:Iteration 13Q (1280.931828 sec): 3 clusters Score: Raw -247214.878571 + Penalty 2612.935762 = -244601.942809 nChanged 10 SP:Iteration 14Q (1280.946675 sec): 3 clusters Score: Raw -247219.652575 + Penalty 2612.935762 = -244606.716813 nChanged 7 SP:Iteration 15Q (1280.961455 sec): 3 clusters Score: Raw -247224.301060 + Penalty 2612.935762 = -244611.365298 nChanged 7 SP:Iteration 16Q (1280.976261 sec): 3 clusters Score: Raw -247229.095859 + Penalty 2612.935762 = -244616.160098 nChanged 13 SP:Iteration 17Q (1280.990913 sec): 3 clusters Score: Raw -247238.249840 + Penalty 2612.935762 = -244625.314078 nChanged 12 SP:Iteration 18Q (1281.005683 sec): 3 clusters Score: Raw -247250.224977 + Penalty 2612.935762 = -244637.289215 nChanged 20 SP:Iteration 19Q (1281.020402 sec): 3 clusters Score: Raw -247266.980660 + Penalty 2612.935762 = -244654.044899 nChanged 15 SP:Iteration 20F (1281.035773 sec): 3 clusters Score: Raw -247280.278184 + Penalty 2612.935762 = -244667.342422 nChanged 13 SP:Iteration 21Q (1281.050458 sec): 3 clusters Score: Raw -247294.100810 + Penalty 2612.935762 = -244681.165048 nChanged 14 SP:Iteration 22Q (1281.065090 sec): 3 clusters Score: Raw -247312.982956 + Penalty 2612.935762 = -244700.047195 nChanged 18 SP:Iteration 23Q (1281.079696 sec): 3 clusters Score: Raw -247337.378850 + Penalty 2612.935762 = -244724.443088 nChanged 14 SP:Iteration 24Q (1281.094079 sec): 3 clusters Score: Raw -247349.823390 + Penalty 2612.935762 = -244736.887629 nChanged 6 SP:Iteration 25Q (1281.108439 sec): 3 clusters Score: Raw -247355.562617 + Penalty 2612.935762 = -244742.626855 nChanged 6 SP:Iteration 26Q (1281.122887 sec): 3 clusters Score: Raw -247364.458482 + Penalty 2612.935762 = -244751.522721 nChanged 6 SP:Iteration 27Q (1281.137324 sec): 3 clusters Score: Raw -247369.033569 + Penalty 2612.935762 = -244756.097808 nChanged 4 SP:Iteration 28Q (1281.151750 sec): 3 clusters Score: Raw -247372.588822 + Penalty 2612.935762 = -244759.653060 nChanged 2 SP:Iteration 29Q (1281.166179 sec): 3 clusters Score: Raw -247376.357529 + Penalty 2612.935762 = -244763.421767 nChanged 3 SP:Iteration 30Q (1281.180549 sec): 3 clusters Score: Raw -247382.239347 + Penalty 2612.935762 = -244769.303585 nChanged 3 SP:Iteration 31Q (1281.194911 sec): 3 clusters Score: Raw -247384.951155 + Penalty 2612.935762 = -244772.015393 nChanged 2 SP:Iteration 32Q (1281.209553 sec): 3 clusters Score: Raw -247386.135111 + Penalty 2612.935762 = -244773.199349 nChanged 1 SP:Iteration 33Q (1281.223874 sec): 3 clusters Score: Raw -247386.583072 + Penalty 2612.935762 = -244773.647310 nChanged 0 SP:Iteration 34F (1281.239462 sec): 3 clusters Score: Raw -247386.583072 + Penalty 2612.935762 = -244773.647310 nChanged 0 Trying to split cluster 37 (1181 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1281.254378 sec): 2 clusters Score: Raw -87076.338817 + Penalty 1149.543983 = -85926.794834 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1281.261246 sec): 3 clusters Score: Raw -86678.526451 + Penalty 2299.087965 = -84379.438485 nChanged 381 SP:Iteration 1F (1281.267586 sec): 3 clusters Score: Raw -87058.727771 + Penalty 2299.087965 = -84759.639806 nChanged 111 SP:Iteration 2F (1281.273943 sec): 3 clusters Score: Raw -87240.878874 + Penalty 2299.087965 = -84941.790908 nChanged 77 SP:Iteration 3F (1281.280301 sec): 3 clusters Score: Raw -87378.941293 + Penalty 2299.087965 = -85079.853327 nChanged 60 SP:Iteration 4F (1281.286642 sec): 3 clusters Score: Raw -87474.904256 + Penalty 2299.087965 = -85175.816291 nChanged 41 SP:Iteration 5Q (1281.292917 sec): 3 clusters Score: Raw -87529.773263 + Penalty 2299.087965 = -85230.685297 nChanged 33 SP:Iteration 6Q (1281.299103 sec): 3 clusters Score: Raw -87583.526027 + Penalty 2299.087965 = -85284.438062 nChanged 28 SP:Iteration 7Q (1281.305286 sec): 3 clusters Score: Raw -87622.738022 + Penalty 2299.087965 = -85323.650056 nChanged 23 SP:Iteration 8Q (1281.311501 sec): 3 clusters Score: Raw -87653.640351 + Penalty 2299.087965 = -85354.552386 nChanged 17 SP:Iteration 9Q (1281.317697 sec): 3 clusters Score: Raw -87677.983964 + Penalty 2299.087965 = -85378.895998 nChanged 19 SP:Iteration 10Q (1281.323875 sec): 3 clusters Score: Raw -87712.135520 + Penalty 2299.087965 = -85413.047554 nChanged 14 SP:Iteration 11Q (1281.330074 sec): 3 clusters Score: Raw -87726.258658 + Penalty 2299.087965 = -85427.170693 nChanged 7 SP:Iteration 12Q (1281.336216 sec): 3 clusters Score: Raw -87732.933515 + Penalty 2299.087965 = -85433.845550 nChanged 8 SP:Iteration 13Q (1281.342326 sec): 3 clusters Score: Raw -87743.464077 + Penalty 2299.087965 = -85444.376112 nChanged 8 SP:Iteration 14Q (1281.348453 sec): 3 clusters Score: Raw -87754.719142 + Penalty 2299.087965 = -85455.631176 nChanged 8 SP:Iteration 15Q (1281.354569 sec): 3 clusters Score: Raw -87766.531963 + Penalty 2299.087965 = -85467.443998 nChanged 9 SP:Iteration 16Q (1281.360654 sec): 3 clusters Score: Raw -87781.258645 + Penalty 2299.087965 = -85482.170680 nChanged 5 SP:Iteration 17Q (1281.366764 sec): 3 clusters Score: Raw -87792.613508 + Penalty 2299.087965 = -85493.525543 nChanged 3 SP:Iteration 18Q (1281.372850 sec): 3 clusters Score: Raw -87796.122080 + Penalty 2299.087965 = -85497.034115 nChanged 4 SP:Iteration 19Q (1281.378938 sec): 3 clusters Score: Raw -87799.661865 + Penalty 2299.087965 = -85500.573900 nChanged 2 SP:Iteration 20F (1281.385283 sec): 3 clusters Score: Raw -87801.441567 + Penalty 2299.087965 = -85502.353602 nChanged 3 SP:Iteration 21Q (1281.391343 sec): 3 clusters Score: Raw -87804.822789 + Penalty 2299.087965 = -85505.734824 nChanged 2 SP:Iteration 22Q (1281.397456 sec): 3 clusters Score: Raw -87806.690320 + Penalty 2299.087965 = -85507.602354 nChanged 2 SP:Iteration 23Q (1281.403554 sec): 3 clusters Score: Raw -87808.685913 + Penalty 2299.087965 = -85509.597948 nChanged 2 SP:Iteration 24Q (1281.409656 sec): 3 clusters Score: Raw -87810.015144 + Penalty 2299.087965 = -85510.927179 nChanged 0 SP:Iteration 25F (1281.415983 sec): 3 clusters Score: Raw -87810.015144 + Penalty 2299.087965 = -85510.927179 nChanged 0 Trying to split cluster 38 (3786 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1281.434148 sec): 2 clusters Score: Raw -301597.081244 + Penalty 1338.848116 = -300258.233128 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1281.453932 sec): 3 clusters Score: Raw -299689.571635 + Penalty 2677.696233 = -297011.875402 nChanged 1527 SP:Iteration 1F (1281.472536 sec): 3 clusters Score: Raw -300550.348979 + Penalty 2677.696233 = -297872.652746 nChanged 304 SP:Iteration 2F (1281.491371 sec): 3 clusters Score: Raw -300719.489193 + Penalty 2677.696233 = -298041.792960 nChanged 194 SP:Iteration 3F (1281.510296 sec): 3 clusters Score: Raw -300816.378449 + Penalty 2677.696233 = -298138.682216 nChanged 131 SP:Iteration 4Q (1281.529096 sec): 3 clusters Score: Raw -300879.753505 + Penalty 2677.696233 = -298202.057272 nChanged 108 SP:Iteration 5Q (1281.547918 sec): 3 clusters Score: Raw -300916.457908 + Penalty 2677.696233 = -298238.761675 nChanged 67 SP:Iteration 6Q (1281.566666 sec): 3 clusters Score: Raw -300937.595559 + Penalty 2677.696233 = -298259.899327 nChanged 40 SP:Iteration 7Q (1281.585344 sec): 3 clusters Score: Raw -300950.657364 + Penalty 2677.696233 = -298272.961131 nChanged 34 SP:Iteration 8Q (1281.604015 sec): 3 clusters Score: Raw -300963.476347 + Penalty 2677.696233 = -298285.780114 nChanged 43 SP:Iteration 9Q (1281.622797 sec): 3 clusters Score: Raw -300976.385581 + Penalty 2677.696233 = -298298.689348 nChanged 41 SP:Iteration 10Q (1281.641610 sec): 3 clusters Score: Raw -300986.287112 + Penalty 2677.696233 = -298308.590879 nChanged 26 SP:Iteration 11Q (1281.660419 sec): 3 clusters Score: Raw -300993.602458 + Penalty 2677.696233 = -298315.906226 nChanged 23 SP:Iteration 12Q (1281.679265 sec): 3 clusters Score: Raw -301000.332661 + Penalty 2677.696233 = -298322.636428 nChanged 22 SP:Iteration 13Q (1281.698051 sec): 3 clusters Score: Raw -301007.524935 + Penalty 2677.696233 = -298329.828702 nChanged 25 SP:Iteration 14Q (1281.716834 sec): 3 clusters Score: Raw -301016.330068 + Penalty 2677.696233 = -298338.633835 nChanged 32 SP:Iteration 15Q (1281.735592 sec): 3 clusters Score: Raw -301024.551500 + Penalty 2677.696233 = -298346.855267 nChanged 22 SP:Iteration 16Q (1281.754322 sec): 3 clusters Score: Raw -301030.192984 + Penalty 2677.696233 = -298352.496751 nChanged 22 SP:Iteration 17Q (1281.773105 sec): 3 clusters Score: Raw -301037.202478 + Penalty 2677.696233 = -298359.506245 nChanged 18 SP:Iteration 18Q (1281.791720 sec): 3 clusters Score: Raw -301044.436639 + Penalty 2677.696233 = -298366.740406 nChanged 23 SP:Iteration 19Q (1281.810529 sec): 3 clusters Score: Raw -301050.798426 + Penalty 2677.696233 = -298373.102194 nChanged 23 SP:Iteration 20F (1281.829274 sec): 3 clusters Score: Raw -301057.082819 + Penalty 2677.696233 = -298379.386586 nChanged 25 SP:Iteration 21Q (1281.847858 sec): 3 clusters Score: Raw -301064.936163 + Penalty 2677.696233 = -298387.239930 nChanged 21 SP:Iteration 22Q (1281.866611 sec): 3 clusters Score: Raw -301070.598259 + Penalty 2677.696233 = -298392.902026 nChanged 23 SP:Iteration 23Q (1281.885354 sec): 3 clusters Score: Raw -301077.446357 + Penalty 2677.696233 = -298399.750124 nChanged 23 SP:Iteration 24Q (1281.904112 sec): 3 clusters Score: Raw -301085.957794 + Penalty 2677.696233 = -298408.261561 nChanged 27 SP:Iteration 25Q (1281.922653 sec): 3 clusters Score: Raw -301092.386566 + Penalty 2677.696233 = -298414.690334 nChanged 24 SP:Iteration 26Q (1281.941322 sec): 3 clusters Score: Raw -301100.419499 + Penalty 2677.696233 = -298422.723266 nChanged 27 SP:Iteration 27Q (1281.960067 sec): 3 clusters Score: Raw -301108.352629 + Penalty 2677.696233 = -298430.656396 nChanged 33 SP:Iteration 28Q (1281.978758 sec): 3 clusters Score: Raw -301118.454113 + Penalty 2677.696233 = -298440.757880 nChanged 27 SP:Iteration 29Q (1281.997459 sec): 3 clusters Score: Raw -301125.944821 + Penalty 2677.696233 = -298448.248588 nChanged 27 SP:Iteration 30Q (1282.015961 sec): 3 clusters Score: Raw -301133.878165 + Penalty 2677.696233 = -298456.181933 nChanged 33 SP:Iteration 31Q (1282.034618 sec): 3 clusters Score: Raw -301147.704560 + Penalty 2677.696233 = -298470.008328 nChanged 33 SP:Iteration 32Q (1282.053269 sec): 3 clusters Score: Raw -301161.426227 + Penalty 2677.696233 = -298483.729994 nChanged 38 SP:Iteration 33Q (1282.071908 sec): 3 clusters Score: Raw -301177.447102 + Penalty 2677.696233 = -298499.750869 nChanged 48 SP:Iteration 34Q (1282.090547 sec): 3 clusters Score: Raw -301194.952832 + Penalty 2677.696233 = -298517.256599 nChanged 40 SP:Iteration 35Q (1282.109155 sec): 3 clusters Score: Raw -301211.361722 + Penalty 2677.696233 = -298533.665489 nChanged 50 SP:Iteration 36Q (1282.127768 sec): 3 clusters Score: Raw -301233.288808 + Penalty 2677.696233 = -298555.592575 nChanged 54 SP:Iteration 37Q (1282.146358 sec): 3 clusters Score: Raw -301255.874048 + Penalty 2677.696233 = -298578.177815 nChanged 52 SP:Iteration 38Q (1282.164763 sec): 3 clusters Score: Raw -301276.604156 + Penalty 2677.696233 = -298598.907923 nChanged 53 SP:Iteration 39Q (1282.183306 sec): 3 clusters Score: Raw -301304.165809 + Penalty 2677.696233 = -298626.469576 nChanged 57 SP:Iteration 40F (1282.201908 sec): 3 clusters Score: Raw -301337.610037 + Penalty 2677.696233 = -298659.913805 nChanged 68 SP:Iteration 41Q (1282.220376 sec): 3 clusters Score: Raw -301381.206106 + Penalty 2677.696233 = -298703.509873 nChanged 70 SP:Iteration 42Q (1282.238820 sec): 3 clusters Score: Raw -301422.696362 + Penalty 2677.696233 = -298745.000129 nChanged 54 SP:Iteration 43Q (1282.257273 sec): 3 clusters Score: Raw -301455.056015 + Penalty 2677.696233 = -298777.359782 nChanged 50 SP:Iteration 44Q (1282.275636 sec): 3 clusters Score: Raw -301485.191206 + Penalty 2677.696233 = -298807.494974 nChanged 55 SP:Iteration 45Q (1282.293812 sec): 3 clusters Score: Raw -301519.628878 + Penalty 2677.696233 = -298841.932646 nChanged 54 SP:Iteration 46Q (1282.312092 sec): 3 clusters Score: Raw -301558.320045 + Penalty 2677.696233 = -298880.623812 nChanged 52 SP:Iteration 47Q (1282.330317 sec): 3 clusters Score: Raw -301597.599056 + Penalty 2677.696233 = -298919.902823 nChanged 51 SP:Iteration 48Q (1282.348453 sec): 3 clusters Score: Raw -301638.884834 + Penalty 2677.696233 = -298961.188601 nChanged 48 SP:Iteration 49Q (1282.366475 sec): 3 clusters Score: Raw -301680.200161 + Penalty 2677.696233 = -299002.503928 nChanged 31 SP:Iteration 50Q (1282.384461 sec): 3 clusters Score: Raw -301705.843013 + Penalty 2677.696233 = -299028.146781 nChanged 20 SP:Iteration 51Q (1282.402334 sec): 3 clusters Score: Raw -301721.520062 + Penalty 2677.696233 = -299043.823829 nChanged 15 SP:Iteration 52Q (1282.420249 sec): 3 clusters Score: Raw -301735.005295 + Penalty 2677.696233 = -299057.309062 nChanged 15 SP:Iteration 53Q (1282.438066 sec): 3 clusters Score: Raw -301744.541756 + Penalty 2677.696233 = -299066.845523 nChanged 7 SP:Iteration 54Q (1282.455825 sec): 3 clusters Score: Raw -301750.157301 + Penalty 2677.696233 = -299072.461068 nChanged 13 SP:Iteration 55Q (1282.473592 sec): 3 clusters Score: Raw -301760.856321 + Penalty 2677.696233 = -299083.160089 nChanged 7 SP:Iteration 56Q (1282.491317 sec): 3 clusters Score: Raw -301766.321497 + Penalty 2677.696233 = -299088.625264 nChanged 9 SP:Iteration 57Q (1282.509032 sec): 3 clusters Score: Raw -301773.719928 + Penalty 2677.696233 = -299096.023695 nChanged 4 SP:Iteration 58Q (1282.526740 sec): 3 clusters Score: Raw -301777.462869 + Penalty 2677.696233 = -299099.766637 nChanged 5 SP:Iteration 59Q (1282.544451 sec): 3 clusters Score: Raw -301781.682410 + Penalty 2677.696233 = -299103.986177 nChanged 3 SP:Iteration 60F (1282.565180 sec): 3 clusters Score: Raw -301785.597779 + Penalty 2677.696233 = -299107.901546 nChanged 4 SP:Iteration 61Q (1282.582840 sec): 3 clusters Score: Raw -301788.229517 + Penalty 2677.696233 = -299110.533285 nChanged 3 SP:Iteration 62Q (1282.600382 sec): 3 clusters Score: Raw -301789.511276 + Penalty 2677.696233 = -299111.815043 nChanged 1 SP:Iteration 63Q (1282.618060 sec): 3 clusters Score: Raw -301789.878681 + Penalty 2677.696233 = -299112.182448 nChanged 2 SP:Iteration 64Q (1282.635747 sec): 3 clusters Score: Raw -301791.187546 + Penalty 2677.696233 = -299113.491313 nChanged 1 SP:Iteration 65Q (1282.653192 sec): 3 clusters Score: Raw -301791.631016 + Penalty 2677.696233 = -299113.934783 nChanged 1 SP:Iteration 66Q (1282.670861 sec): 3 clusters Score: Raw -301792.336318 + Penalty 2677.696233 = -299114.640085 nChanged 0 SP:Iteration 67F (1282.689371 sec): 3 clusters Score: Raw -301792.336318 + Penalty 2677.696233 = -299114.640085 nChanged 0 Trying to split cluster 39 (2438 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1282.705404 sec): 2 clusters Score: Raw -205711.301156 + Penalty 1267.326663 = -204443.974493 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1282.718735 sec): 3 clusters Score: Raw -204587.262234 + Penalty 2534.653326 = -202052.608909 nChanged 889 SP:Iteration 1F (1282.731191 sec): 3 clusters Score: Raw -205111.603588 + Penalty 2534.653326 = -202576.950262 nChanged 168 SP:Iteration 2F (1282.743595 sec): 3 clusters Score: Raw -205221.815579 + Penalty 2534.653326 = -202687.162253 nChanged 110 SP:Iteration 3Q (1282.756011 sec): 3 clusters Score: Raw -205291.739503 + Penalty 2534.653326 = -202757.086177 nChanged 76 SP:Iteration 4Q (1282.768454 sec): 3 clusters Score: Raw -205333.771588 + Penalty 2534.653326 = -202799.118262 nChanged 55 SP:Iteration 5Q (1282.780863 sec): 3 clusters Score: Raw -205362.197514 + Penalty 2534.653326 = -202827.544188 nChanged 48 SP:Iteration 6Q (1282.793331 sec): 3 clusters Score: Raw -205383.281470 + Penalty 2534.653326 = -202848.628145 nChanged 34 SP:Iteration 7Q (1282.805743 sec): 3 clusters Score: Raw -205396.765043 + Penalty 2534.653326 = -202862.111717 nChanged 29 SP:Iteration 8Q (1282.818220 sec): 3 clusters Score: Raw -205412.145203 + Penalty 2534.653326 = -202877.491878 nChanged 31 SP:Iteration 9Q (1282.830494 sec): 3 clusters Score: Raw -205428.283607 + Penalty 2534.653326 = -202893.630281 nChanged 30 SP:Iteration 10Q (1282.842826 sec): 3 clusters Score: Raw -205442.765047 + Penalty 2534.653326 = -202908.111721 nChanged 32 SP:Iteration 11Q (1282.855281 sec): 3 clusters Score: Raw -205454.224452 + Penalty 2534.653326 = -202919.571126 nChanged 20 SP:Iteration 12Q (1282.867660 sec): 3 clusters Score: Raw -205460.967394 + Penalty 2534.653326 = -202926.314069 nChanged 14 SP:Iteration 13Q (1282.880032 sec): 3 clusters Score: Raw -205465.745403 + Penalty 2534.653326 = -202931.092077 nChanged 13 SP:Iteration 14Q (1282.892285 sec): 3 clusters Score: Raw -205470.083936 + Penalty 2534.653326 = -202935.430610 nChanged 16 SP:Iteration 15Q (1282.904665 sec): 3 clusters Score: Raw -205473.886491 + Penalty 2534.653326 = -202939.233165 nChanged 10 SP:Iteration 16Q (1282.917047 sec): 3 clusters Score: Raw -205477.431757 + Penalty 2534.653326 = -202942.778431 nChanged 11 SP:Iteration 17Q (1282.929251 sec): 3 clusters Score: Raw -205484.839171 + Penalty 2534.653326 = -202950.185845 nChanged 22 SP:Iteration 18Q (1282.941509 sec): 3 clusters Score: Raw -205495.114776 + Penalty 2534.653326 = -202960.461450 nChanged 25 SP:Iteration 19Q (1282.953904 sec): 3 clusters Score: Raw -205503.170066 + Penalty 2534.653326 = -202968.516741 nChanged 13 SP:Iteration 20F (1282.966174 sec): 3 clusters Score: Raw -205508.888000 + Penalty 2534.653326 = -202974.234674 nChanged 15 SP:Iteration 21Q (1282.978420 sec): 3 clusters Score: Raw -205513.397933 + Penalty 2534.653326 = -202978.744607 nChanged 11 SP:Iteration 22Q (1282.990767 sec): 3 clusters Score: Raw -205517.149130 + Penalty 2534.653326 = -202982.495804 nChanged 11 SP:Iteration 23Q (1283.003103 sec): 3 clusters Score: Raw -205521.382590 + Penalty 2534.653326 = -202986.729265 nChanged 10 SP:Iteration 24Q (1283.015464 sec): 3 clusters Score: Raw -205524.694170 + Penalty 2534.653326 = -202990.040844 nChanged 8 SP:Iteration 25Q (1283.027731 sec): 3 clusters Score: Raw -205527.577136 + Penalty 2534.653326 = -202992.923810 nChanged 12 SP:Iteration 26Q (1283.039966 sec): 3 clusters Score: Raw -205531.804522 + Penalty 2534.653326 = -202997.151196 nChanged 14 SP:Iteration 27Q (1283.052202 sec): 3 clusters Score: Raw -205536.973125 + Penalty 2534.653326 = -203002.319799 nChanged 14 SP:Iteration 28Q (1283.064514 sec): 3 clusters Score: Raw -205543.002350 + Penalty 2534.653326 = -203008.349024 nChanged 18 SP:Iteration 29Q (1283.076868 sec): 3 clusters Score: Raw -205552.340255 + Penalty 2534.653326 = -203017.686929 nChanged 15 SP:Iteration 30Q (1283.089108 sec): 3 clusters Score: Raw -205559.023587 + Penalty 2534.653326 = -203024.370262 nChanged 14 SP:Iteration 31Q (1283.101291 sec): 3 clusters Score: Raw -205564.513084 + Penalty 2534.653326 = -203029.859758 nChanged 17 SP:Iteration 32Q (1283.113650 sec): 3 clusters Score: Raw -205571.240553 + Penalty 2534.653326 = -203036.587227 nChanged 14 SP:Iteration 33Q (1283.125871 sec): 3 clusters Score: Raw -205577.243911 + Penalty 2534.653326 = -203042.590585 nChanged 14 SP:Iteration 34Q (1283.138209 sec): 3 clusters Score: Raw -205583.552487 + Penalty 2534.653326 = -203048.899161 nChanged 16 SP:Iteration 35Q (1283.150527 sec): 3 clusters Score: Raw -205591.009893 + Penalty 2534.653326 = -203056.356568 nChanged 16 SP:Iteration 36Q (1283.173422 sec): 3 clusters Score: Raw -205598.133449 + Penalty 2534.653326 = -203063.480123 nChanged 14 SP:Iteration 37Q (1283.185840 sec): 3 clusters Score: Raw -205604.010444 + Penalty 2534.653326 = -203069.357119 nChanged 15 SP:Iteration 38Q (1283.198174 sec): 3 clusters Score: Raw -205609.864241 + Penalty 2534.653326 = -203075.210915 nChanged 16 SP:Iteration 39Q (1283.210498 sec): 3 clusters Score: Raw -205615.998829 + Penalty 2534.653326 = -203081.345504 nChanged 16 SP:Iteration 40F (1283.222695 sec): 3 clusters Score: Raw -205622.597282 + Penalty 2534.653326 = -203087.943957 nChanged 19 SP:Iteration 41Q (1283.235027 sec): 3 clusters Score: Raw -205630.212339 + Penalty 2534.653326 = -203095.559013 nChanged 22 SP:Iteration 42Q (1283.247203 sec): 3 clusters Score: Raw -205638.931568 + Penalty 2534.653326 = -203104.278242 nChanged 16 SP:Iteration 43Q (1283.259484 sec): 3 clusters Score: Raw -205645.684663 + Penalty 2534.653326 = -203111.031337 nChanged 13 SP:Iteration 44Q (1283.271721 sec): 3 clusters Score: Raw -205651.426571 + Penalty 2534.653326 = -203116.773245 nChanged 14 SP:Iteration 45Q (1283.284019 sec): 3 clusters Score: Raw -205659.365409 + Penalty 2534.653326 = -203124.712083 nChanged 18 SP:Iteration 46Q (1283.296203 sec): 3 clusters Score: Raw -205668.727295 + Penalty 2534.653326 = -203134.073969 nChanged 19 SP:Iteration 47Q (1283.308355 sec): 3 clusters Score: Raw -205677.976827 + Penalty 2534.653326 = -203143.323501 nChanged 21 SP:Iteration 48Q (1283.320595 sec): 3 clusters Score: Raw -205688.969002 + Penalty 2534.653326 = -203154.315676 nChanged 18 SP:Iteration 49Q (1283.332866 sec): 3 clusters Score: Raw -205701.162757 + Penalty 2534.653326 = -203166.509431 nChanged 13 SP:Iteration 50Q (1283.345117 sec): 3 clusters Score: Raw -205709.424722 + Penalty 2534.653326 = -203174.771397 nChanged 15 SP:Iteration 51Q (1283.357335 sec): 3 clusters Score: Raw -205720.134173 + Penalty 2534.653326 = -203185.480847 nChanged 17 SP:Iteration 52Q (1283.369457 sec): 3 clusters Score: Raw -205732.287657 + Penalty 2534.653326 = -203197.634332 nChanged 17 SP:Iteration 53Q (1283.381551 sec): 3 clusters Score: Raw -205742.481052 + Penalty 2534.653326 = -203207.827726 nChanged 12 SP:Iteration 54Q (1283.393786 sec): 3 clusters Score: Raw -205748.001050 + Penalty 2534.653326 = -203213.347724 nChanged 8 SP:Iteration 55Q (1283.405891 sec): 3 clusters Score: Raw -205752.781477 + Penalty 2534.653326 = -203218.128152 nChanged 5 SP:Iteration 56Q (1283.418053 sec): 3 clusters Score: Raw -205755.672057 + Penalty 2534.653326 = -203221.018731 nChanged 7 SP:Iteration 57Q (1283.430189 sec): 3 clusters Score: Raw -205759.416776 + Penalty 2534.653326 = -203224.763450 nChanged 4 SP:Iteration 58Q (1283.442339 sec): 3 clusters Score: Raw -205761.988499 + Penalty 2534.653326 = -203227.335173 nChanged 4 SP:Iteration 59Q (1283.454532 sec): 3 clusters Score: Raw -205765.034213 + Penalty 2534.653326 = -203230.380887 nChanged 7 SP:Iteration 60F (1283.466817 sec): 3 clusters Score: Raw -205767.805271 + Penalty 2534.653326 = -203233.151945 nChanged 6 SP:Iteration 61Q (1283.478884 sec): 3 clusters Score: Raw -205769.782355 + Penalty 2534.653326 = -203235.129030 nChanged 5 SP:Iteration 62Q (1283.491069 sec): 3 clusters Score: Raw -205771.611190 + Penalty 2534.653326 = -203236.957864 nChanged 3 SP:Iteration 63Q (1283.503112 sec): 3 clusters Score: Raw -205772.727283 + Penalty 2534.653326 = -203238.073957 nChanged 2 SP:Iteration 64Q (1283.515247 sec): 3 clusters Score: Raw -205773.435122 + Penalty 2534.653326 = -203238.781797 nChanged 1 SP:Iteration 65Q (1283.527427 sec): 3 clusters Score: Raw -205773.701687 + Penalty 2534.653326 = -203239.048362 nChanged 1 SP:Iteration 66Q (1283.539499 sec): 3 clusters Score: Raw -205774.239522 + Penalty 2534.653326 = -203239.586196 nChanged 2 SP:Iteration 67Q (1283.551694 sec): 3 clusters Score: Raw -205774.793137 + Penalty 2534.653326 = -203240.139812 nChanged 1 SP:Iteration 68Q (1283.563534 sec): 3 clusters Score: Raw -205775.819970 + Penalty 2534.653326 = -203241.166644 nChanged 1 SP:Iteration 69Q (1283.575787 sec): 3 clusters Score: Raw -205776.473556 + Penalty 2534.653326 = -203241.820231 nChanged 3 SP:Iteration 70Q (1283.587890 sec): 3 clusters Score: Raw -205777.976387 + Penalty 2534.653326 = -203243.323061 nChanged 2 SP:Iteration 71Q (1283.600049 sec): 3 clusters Score: Raw -205779.324407 + Penalty 2534.653326 = -203244.671081 nChanged 3 SP:Iteration 72Q (1283.612246 sec): 3 clusters Score: Raw -205780.709990 + Penalty 2534.653326 = -203246.056664 nChanged 2 SP:Iteration 73Q (1283.624369 sec): 3 clusters Score: Raw -205781.901422 + Penalty 2534.653326 = -203247.248096 nChanged 1 SP:Iteration 74Q (1283.636443 sec): 3 clusters Score: Raw -205782.442525 + Penalty 2534.653326 = -203247.789199 nChanged 1 SP:Iteration 75Q (1283.648589 sec): 3 clusters Score: Raw -205782.922773 + Penalty 2534.653326 = -203248.269447 nChanged 1 SP:Iteration 76Q (1283.660742 sec): 3 clusters Score: Raw -205783.641246 + Penalty 2534.653326 = -203248.987920 nChanged 3 SP:Iteration 77Q (1283.672891 sec): 3 clusters Score: Raw -205785.226164 + Penalty 2534.653326 = -203250.572838 nChanged 2 SP:Iteration 78Q (1283.685034 sec): 3 clusters Score: Raw -205786.560277 + Penalty 2534.653326 = -203251.906951 nChanged 2 SP:Iteration 79Q (1283.697069 sec): 3 clusters Score: Raw -205787.583498 + Penalty 2534.653326 = -203252.930172 nChanged 2 SP:Iteration 80F (1283.709418 sec): 3 clusters Score: Raw -205788.183984 + Penalty 2534.653326 = -203253.530658 nChanged 0 Iteration 99Q (1290.551589 sec): 41 clusters Score: Raw -49139974.628708 + Penalty 86742.445374 = -49053232.183334 nChanged 567 Iteration 100F (1306.782154 sec): 41 clusters Score: Raw -49140385.744690 + Penalty 86742.445374 = -49053643.299316 nChanged 843 Iteration 101Q (1313.671203 sec): 41 clusters Score: Raw -49140754.334843 + Penalty 86742.445374 = -49054011.889470 nChanged 716 Iteration 102Q (1320.494177 sec): 41 clusters Score: Raw -49140995.157900 + Penalty 86742.445374 = -49054252.712526 nChanged 680 Iteration 103Q (1327.340558 sec): 41 clusters Score: Raw -49141220.786002 + Penalty 86742.445374 = -49054478.340628 nChanged 702 Iteration 104Q (1334.160553 sec): 41 clusters Score: Raw -49141428.477912 + Penalty 86742.445374 = -49054686.032539 nChanged 687 Iteration 105Q (1340.964606 sec): 41 clusters Score: Raw -49141621.241546 + Penalty 86742.445374 = -49054878.796172 nChanged 666 Iteration 106Q (1347.777667 sec): 41 clusters Score: Raw -49141829.995156 + Penalty 86742.445374 = -49055087.549782 nChanged 719 Iteration 107Q (1354.594275 sec): 41 clusters Score: Raw -49142033.472020 + Penalty 86742.445374 = -49055291.026647 nChanged 716 Iteration 108Q (1361.395715 sec): 41 clusters Score: Raw -49142194.086294 + Penalty 86742.445374 = -49055451.640921 nChanged 706 Iteration 109Q (1368.217739 sec): 41 clusters Score: Raw -49142322.390608 + Penalty 86742.445374 = -49055579.945234 nChanged 675 Iteration 110Q (1375.020488 sec): 41 clusters Score: Raw -49142418.528848 + Penalty 86742.445374 = -49055676.083474 nChanged 610 Iteration 111Q (1381.875078 sec): 41 clusters Score: Raw -49142488.349500 + Penalty 86742.445374 = -49055745.904126 nChanged 510 Iteration 112Q (1388.698737 sec): 41 clusters Score: Raw -49142536.001806 + Penalty 86742.445374 = -49055793.556432 nChanged 444 Iteration 113Q (1395.513201 sec): 41 clusters Score: Raw -49142576.126281 + Penalty 86742.445374 = -49055833.680907 nChanged 410 Iteration 114Q (1402.339241 sec): 41 clusters Score: Raw -49142602.463838 + Penalty 86742.445374 = -49055860.018464 nChanged 376 Iteration 115Q (1409.174698 sec): 41 clusters Score: Raw -49142630.855800 + Penalty 86742.445374 = -49055888.410426 nChanged 337 Iteration 116Q (1415.971367 sec): 41 clusters Score: Raw -49142652.724659 + Penalty 86742.445374 = -49055910.279286 nChanged 290 Iteration 117Q (1422.755281 sec): 41 clusters Score: Raw -49142672.276546 + Penalty 86742.445374 = -49055929.831173 nChanged 288 Iteration 118Q (1429.543463 sec): 41 clusters Score: Raw -49142688.653518 + Penalty 86742.445374 = -49055946.208145 nChanged 268 Iteration 119Q (1436.335678 sec): 41 clusters Score: Raw -49142701.624267 + Penalty 86742.445374 = -49055959.178893 nChanged 230 Iteration 120F (1452.534648 sec): 41 clusters Score: Raw -49142877.054078 + Penalty 86742.445374 = -49056134.608704 nChanged 397 Iteration 121Q (1459.384133 sec): 41 clusters Score: Raw -49142994.751795 + Penalty 86742.445374 = -49056252.306421 nChanged 502 Iteration 122Q (1466.222821 sec): 41 clusters Score: Raw -49143077.459037 + Penalty 86742.445374 = -49056335.013663 nChanged 510 Iteration 123Q (1473.060509 sec): 41 clusters Score: Raw -49143149.124288 + Penalty 86742.445374 = -49056406.678914 nChanged 511 Iteration 124Q (1479.881279 sec): 41 clusters Score: Raw -49143213.257439 + Penalty 86742.445374 = -49056470.812065 nChanged 479 Iteration 125Q (1486.731154 sec): 41 clusters Score: Raw -49143267.307452 + Penalty 86742.445374 = -49056524.862078 nChanged 442 Iteration 126Q (1493.542087 sec): 41 clusters Score: Raw -49143312.245933 + Penalty 86742.445374 = -49056569.800559 nChanged 411 Iteration 127Q (1500.350965 sec): 41 clusters Score: Raw -49143355.831349 + Penalty 86742.445374 = -49056613.385975 nChanged 403 Iteration 128Q (1507.180028 sec): 41 clusters Score: Raw -49143394.152812 + Penalty 86742.445374 = -49056651.707439 nChanged 403 Iteration 129Q (1514.023925 sec): 41 clusters Score: Raw -49143428.505054 + Penalty 86742.445374 = -49056686.059680 nChanged 423 Iteration 130Q (1520.840723 sec): 41 clusters Score: Raw -49143462.896075 + Penalty 86742.445374 = -49056720.450702 nChanged 390 Iteration 131Q (1527.674477 sec): 41 clusters Score: Raw -49143492.631220 + Penalty 86742.445374 = -49056750.185846 nChanged 385 Iteration 132Q (1534.468504 sec): 41 clusters Score: Raw -49143523.236274 + Penalty 86742.445374 = -49056780.790901 nChanged 369 Iteration 133Q (1541.283914 sec): 41 clusters Score: Raw -49143554.229206 + Penalty 86742.445374 = -49056811.783833 nChanged 393 Iteration 134Q (1548.113357 sec): 41 clusters Score: Raw -49143585.532457 + Penalty 86742.445374 = -49056843.087083 nChanged 358 Iteration 135Q (1554.968240 sec): 41 clusters Score: Raw -49143609.481466 + Penalty 86742.445374 = -49056867.036092 nChanged 327 Iteration 136Q (1561.792949 sec): 41 clusters Score: Raw -49143629.416166 + Penalty 86742.445374 = -49056886.970792 nChanged 285 Iteration 137Q (1568.577746 sec): 41 clusters Score: Raw -49143646.462556 + Penalty 86742.445374 = -49056904.017183 nChanged 260 Iteration 138Q (1575.423223 sec): 41 clusters Score: Raw -49143660.921271 + Penalty 86742.445374 = -49056918.475897 nChanged 253 Writing temp clu file Because OldScore, -49056904.017183, is greater than current (better) Score,-49056918.475897 Compute initial score before splitting: Score: Raw -49143660.921271 + Penalty 86742.445374 = -49056918.475897 Trying to split cluster 1 (60251 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1575.634864 sec): 2 clusters Score: Raw -5022363.586853 + Penalty 1788.519598 = -5020575.067255 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1575.745098 sec): 3 clusters Score: Raw -4983779.456435 + Penalty 3577.039196 = -4980202.417239 nChanged 28495 SP:Iteration 1F (1575.853095 sec): 3 clusters Score: Raw -5001898.922360 + Penalty 3577.039196 = -4998321.883164 nChanged 3800 SP:Iteration 2F (1575.960958 sec): 3 clusters Score: Raw -5004342.348617 + Penalty 3577.039196 = -5000765.309421 nChanged 4624 SP:Iteration 3F (1576.068739 sec): 3 clusters Score: Raw -5008058.995078 + Penalty 3577.039196 = -5004481.955882 nChanged 5056 SP:Iteration 4F (1576.176610 sec): 3 clusters Score: Raw -5012694.854669 + Penalty 3577.039196 = -5009117.815473 nChanged 4553 SP:Iteration 5F (1576.284815 sec): 3 clusters Score: Raw -5017157.553464 + Penalty 3577.039196 = -5013580.514268 nChanged 3239 SP:Iteration 6F (1576.392762 sec): 3 clusters Score: Raw -5019813.243124 + Penalty 3577.039196 = -5016236.203928 nChanged 2029 SP:Iteration 7Q (1576.498916 sec): 3 clusters Score: Raw -5020928.478246 + Penalty 3577.039196 = -5017351.439050 nChanged 1202 SP:Iteration 8Q (1576.602555 sec): 3 clusters Score: Raw -5021409.877031 + Penalty 3577.039196 = -5017832.837835 nChanged 764 SP:Iteration 9Q (1576.704403 sec): 3 clusters Score: Raw -5021661.680769 + Penalty 3577.039196 = -5018084.641574 nChanged 550 SP:Iteration 10Q (1576.805531 sec): 3 clusters Score: Raw -5021822.170435 + Penalty 3577.039196 = -5018245.131240 nChanged 464 SP:Iteration 11Q (1576.913862 sec): 3 clusters Score: Raw -5021950.808322 + Penalty 3577.039196 = -5018373.769126 nChanged 404 SP:Iteration 12Q (1577.014631 sec): 3 clusters Score: Raw -5022042.597888 + Penalty 3577.039196 = -5018465.558692 nChanged 349 SP:Iteration 13Q (1577.115006 sec): 3 clusters Score: Raw -5022117.553701 + Penalty 3577.039196 = -5018540.514506 nChanged 325 SP:Iteration 14Q (1577.215201 sec): 3 clusters Score: Raw -5022189.116896 + Penalty 3577.039196 = -5018612.077700 nChanged 307 SP:Iteration 15Q (1577.315235 sec): 3 clusters Score: Raw -5022259.201322 + Penalty 3577.039196 = -5018682.162126 nChanged 314 SP:Iteration 16Q (1577.414167 sec): 3 clusters Score: Raw -5022335.575882 + Penalty 3577.039196 = -5018758.536687 nChanged 306 SP:Iteration 17Q (1577.513348 sec): 3 clusters Score: Raw -5022402.543924 + Penalty 3577.039196 = -5018825.504728 nChanged 260 SP:Iteration 18Q (1577.610938 sec): 3 clusters Score: Raw -5022454.043705 + Penalty 3577.039196 = -5018877.004509 nChanged 234 SP:Iteration 19Q (1577.715987 sec): 3 clusters Score: Raw -5022502.826549 + Penalty 3577.039196 = -5018925.787353 nChanged 247 SP:Iteration 20F (1577.824000 sec): 3 clusters Score: Raw -5022548.571118 + Penalty 3577.039196 = -5018971.531922 nChanged 226 SP:Iteration 21Q (1577.920957 sec): 3 clusters Score: Raw -5022587.751596 + Penalty 3577.039196 = -5019010.712400 nChanged 211 SP:Iteration 22Q (1578.017548 sec): 3 clusters Score: Raw -5022625.526680 + Penalty 3577.039196 = -5019048.487484 nChanged 197 SP:Iteration 23Q (1578.113981 sec): 3 clusters Score: Raw -5022658.553617 + Penalty 3577.039196 = -5019081.514421 nChanged 186 SP:Iteration 24Q (1578.210385 sec): 3 clusters Score: Raw -5022690.202768 + Penalty 3577.039196 = -5019113.163572 nChanged 180 SP:Iteration 25Q (1578.306327 sec): 3 clusters Score: Raw -5022718.978379 + Penalty 3577.039196 = -5019141.939183 nChanged 160 SP:Iteration 26Q (1578.402154 sec): 3 clusters Score: Raw -5022744.221533 + Penalty 3577.039196 = -5019167.182337 nChanged 143 SP:Iteration 27Q (1578.497831 sec): 3 clusters Score: Raw -5022765.705875 + Penalty 3577.039196 = -5019188.666679 nChanged 139 SP:Iteration 28Q (1578.593289 sec): 3 clusters Score: Raw -5022788.955287 + Penalty 3577.039196 = -5019211.916091 nChanged 152 SP:Iteration 29Q (1578.688623 sec): 3 clusters Score: Raw -5022816.311487 + Penalty 3577.039196 = -5019239.272291 nChanged 144 SP:Iteration 30Q (1578.783706 sec): 3 clusters Score: Raw -5022838.139147 + Penalty 3577.039196 = -5019261.099951 nChanged 119 SP:Iteration 31Q (1578.878596 sec): 3 clusters Score: Raw -5022853.127446 + Penalty 3577.039196 = -5019276.088250 nChanged 110 SP:Iteration 32Q (1578.973558 sec): 3 clusters Score: Raw -5022867.978813 + Penalty 3577.039196 = -5019290.939617 nChanged 99 SP:Iteration 33Q (1579.068143 sec): 3 clusters Score: Raw -5022880.685180 + Penalty 3577.039196 = -5019303.645985 nChanged 93 SP:Iteration 34Q (1579.161895 sec): 3 clusters Score: Raw -5022892.251991 + Penalty 3577.039196 = -5019315.212795 nChanged 77 SP:Iteration 35Q (1579.257423 sec): 3 clusters Score: Raw -5022901.039333 + Penalty 3577.039196 = -5019324.000137 nChanged 75 SP:Iteration 36Q (1579.374818 sec): 3 clusters Score: Raw -5022908.949920 + Penalty 3577.039196 = -5019331.910724 nChanged 69 SP:Iteration 37Q (1579.469500 sec): 3 clusters Score: Raw -5022917.927619 + Penalty 3577.039196 = -5019340.888423 nChanged 72 SP:Iteration 38Q (1579.566239 sec): 3 clusters Score: Raw -5022927.333028 + Penalty 3577.039196 = -5019350.293832 nChanged 54 SP:Iteration 39Q (1579.660082 sec): 3 clusters Score: Raw -5022934.526455 + Penalty 3577.039196 = -5019357.487259 nChanged 56 SP:Iteration 40F (1579.768820 sec): 3 clusters Score: Raw -5022940.814572 + Penalty 3577.039196 = -5019363.775376 nChanged 62 SP:Iteration 41Q (1579.862796 sec): 3 clusters Score: Raw -5022948.279278 + Penalty 3577.039196 = -5019371.240083 nChanged 62 SP:Iteration 42Q (1579.955716 sec): 3 clusters Score: Raw -5022954.712506 + Penalty 3577.039196 = -5019377.673310 nChanged 44 SP:Iteration 43Q (1580.050423 sec): 3 clusters Score: Raw -5022958.611025 + Penalty 3577.039196 = -5019381.571829 nChanged 36 SP:Iteration 44Q (1580.143916 sec): 3 clusters Score: Raw -5022962.613867 + Penalty 3577.039196 = -5019385.574671 nChanged 39 SP:Iteration 45Q (1580.238903 sec): 3 clusters Score: Raw -5022966.470541 + Penalty 3577.039196 = -5019389.431346 nChanged 29 SP:Iteration 46Q (1580.342837 sec): 3 clusters Score: Raw -5022969.034140 + Penalty 3577.039196 = -5019391.994944 nChanged 24 SP:Iteration 47Q (1580.446741 sec): 3 clusters Score: Raw -5022971.359339 + Penalty 3577.039196 = -5019394.320143 nChanged 26 SP:Iteration 48Q (1580.551616 sec): 3 clusters Score: Raw -5022974.562607 + Penalty 3577.039196 = -5019397.523411 nChanged 36 SP:Iteration 49Q (1580.671281 sec): 3 clusters Score: Raw -5022978.731434 + Penalty 3577.039196 = -5019401.692238 nChanged 34 SP:Iteration 50Q (1580.789051 sec): 3 clusters Score: Raw -5022981.991499 + Penalty 3577.039196 = -5019404.952303 nChanged 31 SP:Iteration 51Q (1580.884195 sec): 3 clusters Score: Raw -5022985.341459 + Penalty 3577.039196 = -5019408.302263 nChanged 42 SP:Iteration 52Q (1580.977623 sec): 3 clusters Score: Raw -5022991.192205 + Penalty 3577.039196 = -5019414.153010 nChanged 45 SP:Iteration 53Q (1581.071598 sec): 3 clusters Score: Raw -5022998.066590 + Penalty 3577.039196 = -5019421.027394 nChanged 47 SP:Iteration 54Q (1581.164893 sec): 3 clusters Score: Raw -5023003.768800 + Penalty 3577.039196 = -5019426.729604 nChanged 35 SP:Iteration 55Q (1581.258995 sec): 3 clusters Score: Raw -5023007.093625 + Penalty 3577.039196 = -5019430.054429 nChanged 24 SP:Iteration 56Q (1581.385516 sec): 3 clusters Score: Raw -5023009.993112 + Penalty 3577.039196 = -5019432.953916 nChanged 24 SP:Iteration 57Q (1581.480641 sec): 3 clusters Score: Raw -5023011.931324 + Penalty 3577.039196 = -5019434.892128 nChanged 24 SP:Iteration 58Q (1581.574163 sec): 3 clusters Score: Raw -5023014.310756 + Penalty 3577.039196 = -5019437.271560 nChanged 20 SP:Iteration 59Q (1581.667528 sec): 3 clusters Score: Raw -5023015.792126 + Penalty 3577.039196 = -5019438.752930 nChanged 13 SP:Iteration 60F (1581.776096 sec): 3 clusters Score: Raw -5023016.782533 + Penalty 3577.039196 = -5019439.743337 nChanged 15 SP:Iteration 61Q (1581.869413 sec): 3 clusters Score: Raw -5023018.404374 + Penalty 3577.039196 = -5019441.365178 nChanged 20 SP:Iteration 62Q (1581.962658 sec): 3 clusters Score: Raw -5023020.329151 + Penalty 3577.039196 = -5019443.289955 nChanged 23 SP:Iteration 63Q (1582.062420 sec): 3 clusters Score: Raw -5023022.782307 + Penalty 3577.039196 = -5019445.743111 nChanged 22 SP:Iteration 64Q (1582.155957 sec): 3 clusters Score: Raw -5023025.037200 + Penalty 3577.039196 = -5019447.998004 nChanged 22 SP:Iteration 65Q (1582.249340 sec): 3 clusters Score: Raw -5023027.524960 + Penalty 3577.039196 = -5019450.485765 nChanged 25 SP:Iteration 66Q (1582.342390 sec): 3 clusters Score: Raw -5023029.880069 + Penalty 3577.039196 = -5019452.840873 nChanged 18 SP:Iteration 67Q (1582.459010 sec): 3 clusters Score: Raw -5023031.552290 + Penalty 3577.039196 = -5019454.513094 nChanged 16 SP:Iteration 68Q (1582.564333 sec): 3 clusters Score: Raw -5023033.125814 + Penalty 3577.039196 = -5019456.086618 nChanged 27 SP:Iteration 69Q (1582.659339 sec): 3 clusters Score: Raw -5023035.778801 + Penalty 3577.039196 = -5019458.739605 nChanged 25 SP:Iteration 70Q (1582.775673 sec): 3 clusters Score: Raw -5023038.656666 + Penalty 3577.039196 = -5019461.617470 nChanged 24 SP:Iteration 71Q (1582.869206 sec): 3 clusters Score: Raw -5023041.455564 + Penalty 3577.039196 = -5019464.416369 nChanged 32 SP:Iteration 72Q (1582.961191 sec): 3 clusters Score: Raw -5023045.453680 + Penalty 3577.039196 = -5019468.414484 nChanged 29 SP:Iteration 73Q (1583.054698 sec): 3 clusters Score: Raw -5023048.769610 + Penalty 3577.039196 = -5019471.730414 nChanged 31 SP:Iteration 74Q (1583.148151 sec): 3 clusters Score: Raw -5023053.301250 + Penalty 3577.039196 = -5019476.262054 nChanged 34 SP:Iteration 75Q (1583.241213 sec): 3 clusters Score: Raw -5023058.609252 + Penalty 3577.039196 = -5019481.570056 nChanged 34 SP:Iteration 76Q (1583.348634 sec): 3 clusters Score: Raw -5023063.040579 + Penalty 3577.039196 = -5019486.001383 nChanged 34 SP:Iteration 77Q (1583.441749 sec): 3 clusters Score: Raw -5023067.405118 + Penalty 3577.039196 = -5019490.365922 nChanged 30 SP:Iteration 78Q (1583.534567 sec): 3 clusters Score: Raw -5023071.228388 + Penalty 3577.039196 = -5019494.189192 nChanged 28 SP:Iteration 79Q (1583.626960 sec): 3 clusters Score: Raw -5023074.659266 + Penalty 3577.039196 = -5019497.620070 nChanged 21 SP:Iteration 80F (1583.734810 sec): 3 clusters Score: Raw -5023076.616931 + Penalty 3577.039196 = -5019499.577735 nChanged 17 SP:Iteration 81Q (1583.827525 sec): 3 clusters Score: Raw -5023078.873703 + Penalty 3577.039196 = -5019501.834508 nChanged 22 SP:Iteration 82Q (1583.945338 sec): 3 clusters Score: Raw -5023080.864158 + Penalty 3577.039196 = -5019503.824962 nChanged 24 SP:Iteration 83Q (1584.038076 sec): 3 clusters Score: Raw -5023082.837472 + Penalty 3577.039196 = -5019505.798276 nChanged 15 SP:Iteration 84Q (1584.132401 sec): 3 clusters Score: Raw -5023084.169505 + Penalty 3577.039196 = -5019507.130309 nChanged 10 SP:Iteration 85Q (1584.225401 sec): 3 clusters Score: Raw -5023084.965006 + Penalty 3577.039196 = -5019507.925810 nChanged 12 SP:Iteration 86Q (1584.318079 sec): 3 clusters Score: Raw -5023085.933484 + Penalty 3577.039196 = -5019508.894289 nChanged 15 SP:Iteration 87Q (1584.410164 sec): 3 clusters Score: Raw -5023087.175748 + Penalty 3577.039196 = -5019510.136552 nChanged 15 SP:Iteration 88Q (1584.502313 sec): 3 clusters Score: Raw -5023088.750624 + Penalty 3577.039196 = -5019511.711428 nChanged 11 SP:Iteration 89Q (1584.594284 sec): 3 clusters Score: Raw -5023089.658979 + Penalty 3577.039196 = -5019512.619783 nChanged 8 SP:Iteration 90Q (1584.686381 sec): 3 clusters Score: Raw -5023090.229126 + Penalty 3577.039196 = -5019513.189930 nChanged 6 SP:Iteration 91Q (1584.778816 sec): 3 clusters Score: Raw -5023090.767274 + Penalty 3577.039196 = -5019513.728078 nChanged 8 SP:Iteration 92Q (1584.875232 sec): 3 clusters Score: Raw -5023091.544828 + Penalty 3577.039196 = -5019514.505632 nChanged 11 SP:Iteration 93Q (1584.967372 sec): 3 clusters Score: Raw -5023092.641561 + Penalty 3577.039196 = -5019515.602365 nChanged 7 SP:Iteration 94Q (1585.070268 sec): 3 clusters Score: Raw -5023093.505036 + Penalty 3577.039196 = -5019516.465840 nChanged 11 SP:Iteration 95Q (1585.182749 sec): 3 clusters Score: Raw -5023094.816708 + Penalty 3577.039196 = -5019517.777513 nChanged 8 SP:Iteration 96Q (1585.315399 sec): 3 clusters Score: Raw -5023096.131219 + Penalty 3577.039196 = -5019519.092024 nChanged 11 SP:Iteration 97Q (1585.409320 sec): 3 clusters Score: Raw -5023097.529530 + Penalty 3577.039196 = -5019520.490334 nChanged 19 SP:Iteration 98Q (1585.501771 sec): 3 clusters Score: Raw -5023099.612911 + Penalty 3577.039196 = -5019522.573715 nChanged 27 SP:Iteration 99Q (1585.595267 sec): 3 clusters Score: Raw -5023103.657243 + Penalty 3577.039196 = -5019526.618047 nChanged 29 SP:Iteration 100F (1585.702856 sec): 3 clusters Score: Raw -5023107.486123 + Penalty 3577.039196 = -5019530.446927 nChanged 31 SP:Iteration 101Q (1585.795432 sec): 3 clusters Score: Raw -5023111.512479 + Penalty 3577.039196 = -5019534.473283 nChanged 29 SP:Iteration 102Q (1585.888385 sec): 3 clusters Score: Raw -5023116.266939 + Penalty 3577.039196 = -5019539.227743 nChanged 27 SP:Iteration 103Q (1585.980430 sec): 3 clusters Score: Raw -5023119.396821 + Penalty 3577.039196 = -5019542.357626 nChanged 24 SP:Iteration 104Q (1586.072895 sec): 3 clusters Score: Raw -5023122.684634 + Penalty 3577.039196 = -5019545.645438 nChanged 23 SP:Iteration 105Q (1586.164995 sec): 3 clusters Score: Raw -5023125.826770 + Penalty 3577.039196 = -5019548.787574 nChanged 20 SP:Iteration 106Q (1586.257017 sec): 3 clusters Score: Raw -5023127.684122 + Penalty 3577.039196 = -5019550.644926 nChanged 11 SP:Iteration 107Q (1586.349905 sec): 3 clusters Score: Raw -5023129.201265 + Penalty 3577.039196 = -5019552.162069 nChanged 18 SP:Iteration 108Q (1586.442535 sec): 3 clusters Score: Raw -5023131.408173 + Penalty 3577.039196 = -5019554.368977 nChanged 17 SP:Iteration 109Q (1586.547547 sec): 3 clusters Score: Raw -5023133.756928 + Penalty 3577.039196 = -5019556.717732 nChanged 18 SP:Iteration 110Q (1586.640695 sec): 3 clusters Score: Raw -5023136.657961 + Penalty 3577.039196 = -5019559.618765 nChanged 24 SP:Iteration 111Q (1586.735801 sec): 3 clusters Score: Raw -5023140.064743 + Penalty 3577.039196 = -5019563.025547 nChanged 26 SP:Iteration 112Q (1586.827953 sec): 3 clusters Score: Raw -5023143.689139 + Penalty 3577.039196 = -5019566.649943 nChanged 24 SP:Iteration 113Q (1586.922987 sec): 3 clusters Score: Raw -5023146.793616 + Penalty 3577.039196 = -5019569.754420 nChanged 25 SP:Iteration 114Q (1587.015124 sec): 3 clusters Score: Raw -5023150.136274 + Penalty 3577.039196 = -5019573.097078 nChanged 24 SP:Iteration 115Q (1587.107089 sec): 3 clusters Score: Raw -5023153.550881 + Penalty 3577.039196 = -5019576.511685 nChanged 24 SP:Iteration 116Q (1587.200932 sec): 3 clusters Score: Raw -5023156.771268 + Penalty 3577.039196 = -5019579.732072 nChanged 24 SP:Iteration 117Q (1587.293274 sec): 3 clusters Score: Raw -5023159.721095 + Penalty 3577.039196 = -5019582.681899 nChanged 21 SP:Iteration 118Q (1587.389434 sec): 3 clusters Score: Raw -5023162.707901 + Penalty 3577.039196 = -5019585.668705 nChanged 21 SP:Iteration 119Q (1587.480845 sec): 3 clusters Score: Raw -5023165.556507 + Penalty 3577.039196 = -5019588.517312 nChanged 22 SP:Iteration 120F (1587.588031 sec): 3 clusters Score: Raw -5023168.271882 + Penalty 3577.039196 = -5019591.232686 nChanged 23 SP:Iteration 121Q (1587.679576 sec): 3 clusters Score: Raw -5023171.760733 + Penalty 3577.039196 = -5019594.721537 nChanged 21 SP:Iteration 122Q (1587.771809 sec): 3 clusters Score: Raw -5023174.395536 + Penalty 3577.039196 = -5019597.356340 nChanged 21 SP:Iteration 123Q (1587.863815 sec): 3 clusters Score: Raw -5023177.908004 + Penalty 3577.039196 = -5019600.868808 nChanged 20 SP:Iteration 124Q (1587.955738 sec): 3 clusters Score: Raw -5023180.239415 + Penalty 3577.039196 = -5019603.200219 nChanged 19 SP:Iteration 125Q (1588.069017 sec): 3 clusters Score: Raw -5023182.759363 + Penalty 3577.039196 = -5019605.720167 nChanged 20 SP:Iteration 126Q (1588.165524 sec): 3 clusters Score: Raw -5023185.232037 + Penalty 3577.039196 = -5019608.192841 nChanged 23 SP:Iteration 127Q (1588.257129 sec): 3 clusters Score: Raw -5023187.725918 + Penalty 3577.039196 = -5019610.686722 nChanged 10 SP:Iteration 128Q (1588.354577 sec): 3 clusters Score: Raw -5023189.269537 + Penalty 3577.039196 = -5019612.230341 nChanged 11 SP:Iteration 129Q (1588.446549 sec): 3 clusters Score: Raw -5023190.640145 + Penalty 3577.039196 = -5019613.600950 nChanged 10 SP:Iteration 130Q (1588.538050 sec): 3 clusters Score: Raw -5023192.051535 + Penalty 3577.039196 = -5019615.012339 nChanged 18 SP:Iteration 131Q (1588.629400 sec): 3 clusters Score: Raw -5023194.288284 + Penalty 3577.039196 = -5019617.249088 nChanged 14 SP:Iteration 132Q (1588.721110 sec): 3 clusters Score: Raw -5023196.205569 + Penalty 3577.039196 = -5019619.166373 nChanged 15 SP:Iteration 133Q (1588.811916 sec): 3 clusters Score: Raw -5023198.157922 + Penalty 3577.039196 = -5019621.118726 nChanged 16 SP:Iteration 134Q (1588.902961 sec): 3 clusters Score: Raw -5023200.826326 + Penalty 3577.039196 = -5019623.787130 nChanged 15 SP:Iteration 135Q (1588.994544 sec): 3 clusters Score: Raw -5023202.974023 + Penalty 3577.039196 = -5019625.934827 nChanged 18 SP:Iteration 136Q (1589.092621 sec): 3 clusters Score: Raw -5023205.346605 + Penalty 3577.039196 = -5019628.307409 nChanged 9 SP:Iteration 137Q (1589.183515 sec): 3 clusters Score: Raw -5023206.493142 + Penalty 3577.039196 = -5019629.453947 nChanged 10 SP:Iteration 138Q (1589.274514 sec): 3 clusters Score: Raw -5023207.662028 + Penalty 3577.039196 = -5019630.622832 nChanged 8 SP:Iteration 139Q (1589.365620 sec): 3 clusters Score: Raw -5023208.977057 + Penalty 3577.039196 = -5019631.937862 nChanged 10 SP:Iteration 140F (1589.473376 sec): 3 clusters Score: Raw -5023210.316174 + Penalty 3577.039196 = -5019633.276978 nChanged 7 SP:Iteration 141Q (1589.567615 sec): 3 clusters Score: Raw -5023211.166142 + Penalty 3577.039196 = -5019634.126946 nChanged 13 SP:Iteration 142Q (1589.659443 sec): 3 clusters Score: Raw -5023212.873978 + Penalty 3577.039196 = -5019635.834782 nChanged 14 SP:Iteration 143Q (1589.750788 sec): 3 clusters Score: Raw -5023214.050068 + Penalty 3577.039196 = -5019637.010872 nChanged 6 SP:Iteration 144Q (1589.841554 sec): 3 clusters Score: Raw -5023214.723583 + Penalty 3577.039196 = -5019637.684387 nChanged 3 SP:Iteration 145Q (1589.932166 sec): 3 clusters Score: Raw -5023215.018826 + Penalty 3577.039196 = -5019637.979630 nChanged 3 SP:Iteration 146Q (1590.022998 sec): 3 clusters Score: Raw -5023215.621138 + Penalty 3577.039196 = -5019638.581942 nChanged 2 SP:Iteration 147Q (1590.114972 sec): 3 clusters Score: Raw -5023215.705400 + Penalty 3577.039196 = -5019638.666204 nChanged 2 SP:Iteration 148Q (1590.206309 sec): 3 clusters Score: Raw -5023215.910533 + Penalty 3577.039196 = -5019638.871337 nChanged 3 SP:Iteration 149Q (1590.297182 sec): 3 clusters Score: Raw -5023216.108375 + Penalty 3577.039196 = -5019639.069179 nChanged 4 SP:Iteration 150Q (1590.387929 sec): 3 clusters Score: Raw -5023216.433581 + Penalty 3577.039196 = -5019639.394385 nChanged 5 SP:Iteration 151Q (1590.478706 sec): 3 clusters Score: Raw -5023217.092721 + Penalty 3577.039196 = -5019640.053525 nChanged 5 SP:Iteration 152Q (1590.569282 sec): 3 clusters Score: Raw -5023217.411735 + Penalty 3577.039196 = -5019640.372539 nChanged 4 SP:Iteration 153Q (1590.660068 sec): 3 clusters Score: Raw -5023217.775144 + Penalty 3577.039196 = -5019640.735948 nChanged 5 SP:Iteration 154Q (1590.775220 sec): 3 clusters Score: Raw -5023218.296000 + Penalty 3577.039196 = -5019641.256804 nChanged 2 SP:Iteration 155Q (1590.880245 sec): 3 clusters Score: Raw -5023218.426927 + Penalty 3577.039196 = -5019641.387731 nChanged 0 SP:Iteration 156F (1591.016159 sec): 3 clusters Score: Raw -5023218.426927 + Penalty 3577.039196 = -5019641.387731 nChanged 0 Trying to split cluster 2 (2674 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1591.037260 sec): 2 clusters Score: Raw -193496.701963 + Penalty 1282.341248 = -192214.360715 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1591.075500 sec): 3 clusters Score: Raw -192312.204748 + Penalty 2564.682496 = -189747.522252 nChanged 978 SP:Iteration 1F (1591.088797 sec): 3 clusters Score: Raw -192991.771005 + Penalty 2564.682496 = -190427.088509 nChanged 234 SP:Iteration 2F (1591.101869 sec): 3 clusters Score: Raw -193192.951586 + Penalty 2564.682496 = -190628.269090 nChanged 175 SP:Iteration 3F (1591.115051 sec): 3 clusters Score: Raw -193344.055907 + Penalty 2564.682496 = -190779.373411 nChanged 148 SP:Iteration 4F (1591.132729 sec): 3 clusters Score: Raw -193488.774312 + Penalty 2564.682496 = -190924.091816 nChanged 139 SP:Iteration 5F (1591.145790 sec): 3 clusters Score: Raw -193619.173534 + Penalty 2564.682496 = -191054.491038 nChanged 124 SP:Iteration 6Q (1591.163777 sec): 3 clusters Score: Raw -193735.953897 + Penalty 2564.682496 = -191171.271401 nChanged 91 SP:Iteration 7Q (1591.176761 sec): 3 clusters Score: Raw -193826.528858 + Penalty 2564.682496 = -191261.846362 nChanged 86 SP:Iteration 8Q (1591.193934 sec): 3 clusters Score: Raw -193939.029366 + Penalty 2564.682496 = -191374.346869 nChanged 84 SP:Iteration 9Q (1591.206948 sec): 3 clusters Score: Raw -194061.475835 + Penalty 2564.682496 = -191496.793339 nChanged 92 SP:Iteration 10Q (1591.219849 sec): 3 clusters Score: Raw -194190.251945 + Penalty 2564.682496 = -191625.569449 nChanged 83 SP:Iteration 11Q (1591.232747 sec): 3 clusters Score: Raw -194297.724718 + Penalty 2564.682496 = -191733.042222 nChanged 78 SP:Iteration 12Q (1591.245642 sec): 3 clusters Score: Raw -194395.806375 + Penalty 2564.682496 = -191831.123878 nChanged 68 SP:Iteration 13Q (1591.257481 sec): 3 clusters Score: Raw -194528.987391 + Penalty 2564.682496 = -191964.304895 nChanged 70 SP:Iteration 14Q (1591.270120 sec): 3 clusters Score: Raw -194723.255077 + Penalty 2564.682496 = -192158.572581 nChanged 68 SP:Iteration 15Q (1591.287309 sec): 3 clusters Score: Raw -194894.492452 + Penalty 2564.682496 = -192329.809956 nChanged 43 SP:Iteration 16Q (1591.299899 sec): 3 clusters Score: Raw -194978.844372 + Penalty 2564.682496 = -192414.161876 nChanged 36 SP:Iteration 17Q (1591.317749 sec): 3 clusters Score: Raw -195047.824326 + Penalty 2564.682496 = -192483.141830 nChanged 35 SP:Iteration 18Q (1591.330211 sec): 3 clusters Score: Raw -195079.978424 + Penalty 2564.682496 = -192515.295927 nChanged 19 SP:Iteration 19Q (1591.342715 sec): 3 clusters Score: Raw -195097.125019 + Penalty 2564.682496 = -192532.442523 nChanged 21 SP:Iteration 20F (1591.355850 sec): 3 clusters Score: Raw -195113.261250 + Penalty 2564.682496 = -192548.578754 nChanged 16 SP:Iteration 21Q (1591.368539 sec): 3 clusters Score: Raw -195133.601715 + Penalty 2564.682496 = -192568.919219 nChanged 25 SP:Iteration 22Q (1591.380425 sec): 3 clusters Score: Raw -195161.996905 + Penalty 2564.682496 = -192597.314409 nChanged 19 SP:Iteration 23Q (1591.393069 sec): 3 clusters Score: Raw -195175.747927 + Penalty 2564.682496 = -192611.065431 nChanged 21 SP:Iteration 24Q (1591.411468 sec): 3 clusters Score: Raw -195189.329606 + Penalty 2564.682496 = -192624.647110 nChanged 15 SP:Iteration 25Q (1591.424087 sec): 3 clusters Score: Raw -195197.636534 + Penalty 2564.682496 = -192632.954038 nChanged 6 SP:Iteration 26Q (1591.441815 sec): 3 clusters Score: Raw -195200.881483 + Penalty 2564.682496 = -192636.198986 nChanged 1 SP:Iteration 27Q (1591.454436 sec): 3 clusters Score: Raw -195201.487088 + Penalty 2564.682496 = -192636.804592 nChanged 1 SP:Iteration 28Q (1591.467105 sec): 3 clusters Score: Raw -195202.015524 + Penalty 2564.682496 = -192637.333028 nChanged 2 SP:Iteration 29Q (1591.479618 sec): 3 clusters Score: Raw -195202.638355 + Penalty 2564.682496 = -192637.955859 nChanged 1 SP:Iteration 30Q (1591.492129 sec): 3 clusters Score: Raw -195202.824834 + Penalty 2564.682496 = -192638.142338 nChanged 2 SP:Iteration 31Q (1591.504371 sec): 3 clusters Score: Raw -195203.570775 + Penalty 2564.682496 = -192638.888279 nChanged 1 SP:Iteration 32Q (1591.516978 sec): 3 clusters Score: Raw -195204.600604 + Penalty 2564.682496 = -192639.918107 nChanged 1 SP:Iteration 33Q (1591.535427 sec): 3 clusters Score: Raw -195205.099961 + Penalty 2564.682496 = -192640.417465 nChanged 0 SP:Iteration 34F (1591.548454 sec): 3 clusters Score: Raw -195205.099961 + Penalty 2564.682496 = -192640.417465 nChanged 0 Score: Raw -49145379.624007 + Penalty 88911.006508 = -49056468.617499 Splitting cluster 2 changes total score from -49056918.475897 to -49056468.617499 So it's not getting split. Trying to split cluster 3 (19414 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1608.303287 sec): 2 clusters Score: Raw -1633608.147839 + Penalty 1604.484332 = -1632003.663507 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1608.348054 sec): 3 clusters Score: Raw -1621903.326938 + Penalty 3208.968664 = -1618694.358275 nChanged 8799 SP:Iteration 1F (1608.391527 sec): 3 clusters Score: Raw -1627010.874002 + Penalty 3208.968664 = -1623801.905339 nChanged 1232 SP:Iteration 2F (1608.434715 sec): 3 clusters Score: Raw -1627668.046991 + Penalty 3208.968664 = -1624459.078327 nChanged 1374 SP:Iteration 3F (1608.477785 sec): 3 clusters Score: Raw -1628572.695917 + Penalty 3208.968664 = -1625363.727253 nChanged 1497 SP:Iteration 4F (1608.520913 sec): 3 clusters Score: Raw -1629651.106331 + Penalty 3208.968664 = -1626442.137668 nChanged 1420 SP:Iteration 5F (1608.564069 sec): 3 clusters Score: Raw -1630640.466784 + Penalty 3208.968664 = -1627431.498120 nChanged 1206 SP:Iteration 6F (1608.607145 sec): 3 clusters Score: Raw -1631365.927680 + Penalty 3208.968664 = -1628156.959016 nChanged 946 SP:Iteration 7Q (1608.650868 sec): 3 clusters Score: Raw -1631856.214410 + Penalty 3208.968664 = -1628647.245746 nChanged 686 SP:Iteration 8Q (1608.694464 sec): 3 clusters Score: Raw -1632161.752186 + Penalty 3208.968664 = -1628952.783523 nChanged 507 SP:Iteration 9Q (1608.738138 sec): 3 clusters Score: Raw -1632371.335173 + Penalty 3208.968664 = -1629162.366509 nChanged 424 SP:Iteration 10Q (1608.781763 sec): 3 clusters Score: Raw -1632556.270048 + Penalty 3208.968664 = -1629347.301385 nChanged 360 SP:Iteration 11Q (1608.825348 sec): 3 clusters Score: Raw -1632722.613666 + Penalty 3208.968664 = -1629513.645002 nChanged 354 SP:Iteration 12Q (1608.868978 sec): 3 clusters Score: Raw -1632895.564822 + Penalty 3208.968664 = -1629686.596158 nChanged 319 SP:Iteration 13Q (1608.912429 sec): 3 clusters Score: Raw -1633071.219592 + Penalty 3208.968664 = -1629862.250929 nChanged 268 SP:Iteration 14Q (1608.955578 sec): 3 clusters Score: Raw -1633250.888215 + Penalty 3208.968664 = -1630041.919551 nChanged 240 SP:Iteration 15Q (1608.998253 sec): 3 clusters Score: Raw -1633439.168110 + Penalty 3208.968664 = -1630230.199446 nChanged 259 SP:Iteration 16Q (1609.040056 sec): 3 clusters Score: Raw -1633655.816884 + Penalty 3208.968664 = -1630446.848220 nChanged 219 SP:Iteration 17Q (1609.080058 sec): 3 clusters Score: Raw -1633816.481541 + Penalty 3208.968664 = -1630607.512877 nChanged 161 SP:Iteration 18Q (1609.119835 sec): 3 clusters Score: Raw -1633907.785595 + Penalty 3208.968664 = -1630698.816931 nChanged 119 SP:Iteration 19Q (1609.159235 sec): 3 clusters Score: Raw -1633943.331525 + Penalty 3208.968664 = -1630734.362861 nChanged 74 SP:Iteration 20F (1609.202828 sec): 3 clusters Score: Raw -1633985.269047 + Penalty 3208.968664 = -1630776.300384 nChanged 72 SP:Iteration 21Q (1609.241155 sec): 3 clusters Score: Raw -1634020.098186 + Penalty 3208.968664 = -1630811.129522 nChanged 67 SP:Iteration 22Q (1609.279209 sec): 3 clusters Score: Raw -1634041.123319 + Penalty 3208.968664 = -1630832.154656 nChanged 48 SP:Iteration 23Q (1609.345430 sec): 3 clusters Score: Raw -1634054.357034 + Penalty 3208.968664 = -1630845.388370 nChanged 46 SP:Iteration 24Q (1609.412683 sec): 3 clusters Score: Raw -1634065.069945 + Penalty 3208.968664 = -1630856.101281 nChanged 41 SP:Iteration 25Q (1609.490602 sec): 3 clusters Score: Raw -1634074.142071 + Penalty 3208.968664 = -1630865.173407 nChanged 35 SP:Iteration 26Q (1609.536069 sec): 3 clusters Score: Raw -1634082.469041 + Penalty 3208.968664 = -1630873.500377 nChanged 29 SP:Iteration 27Q (1609.574217 sec): 3 clusters Score: Raw -1634088.540618 + Penalty 3208.968664 = -1630879.571954 nChanged 25 SP:Iteration 28Q (1609.612240 sec): 3 clusters Score: Raw -1634094.040418 + Penalty 3208.968664 = -1630885.071755 nChanged 24 SP:Iteration 29Q (1609.650124 sec): 3 clusters Score: Raw -1634099.667956 + Penalty 3208.968664 = -1630890.699293 nChanged 22 SP:Iteration 30Q (1609.687964 sec): 3 clusters Score: Raw -1634104.127651 + Penalty 3208.968664 = -1630895.158988 nChanged 20 SP:Iteration 31Q (1609.725908 sec): 3 clusters Score: Raw -1634107.242129 + Penalty 3208.968664 = -1630898.273465 nChanged 15 SP:Iteration 32Q (1609.763930 sec): 3 clusters Score: Raw -1634110.447348 + Penalty 3208.968664 = -1630901.478684 nChanged 14 SP:Iteration 33Q (1609.801740 sec): 3 clusters Score: Raw -1634112.597388 + Penalty 3208.968664 = -1630903.628724 nChanged 15 SP:Iteration 34Q (1609.875990 sec): 3 clusters Score: Raw -1634114.740210 + Penalty 3208.968664 = -1630905.771546 nChanged 11 SP:Iteration 35Q (1609.935628 sec): 3 clusters Score: Raw -1634116.869090 + Penalty 3208.968664 = -1630907.900426 nChanged 5 SP:Iteration 36Q (1609.962976 sec): 3 clusters Score: Raw -1634117.554595 + Penalty 3208.968664 = -1630908.585932 nChanged 1 SP:Iteration 37Q (1610.002011 sec): 3 clusters Score: Raw -1634117.637876 + Penalty 3208.968664 = -1630908.669212 nChanged 0 SP:Iteration 38F (1610.046428 sec): 3 clusters Score: Raw -1634117.637876 + Penalty 3208.968664 = -1630908.669212 nChanged 0 Trying to split cluster 4 (4921 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1610.064835 sec): 2 clusters Score: Raw -373347.270968 + Penalty 1381.455894 = -371965.815074 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1610.086422 sec): 3 clusters Score: Raw -370776.471443 + Penalty 2762.911788 = -368013.559654 nChanged 2033 SP:Iteration 1F (1610.107425 sec): 3 clusters Score: Raw -371995.775223 + Penalty 2762.911788 = -369232.863434 nChanged 420 SP:Iteration 2F (1610.128671 sec): 3 clusters Score: Raw -372391.477708 + Penalty 2762.911788 = -369628.565920 nChanged 356 SP:Iteration 3F (1610.149748 sec): 3 clusters Score: Raw -372725.830306 + Penalty 2762.911788 = -369962.918518 nChanged 301 SP:Iteration 4F (1610.171036 sec): 3 clusters Score: Raw -372943.189538 + Penalty 2762.911788 = -370180.277749 nChanged 232 SP:Iteration 5Q (1610.192183 sec): 3 clusters Score: Raw -373082.052633 + Penalty 2762.911788 = -370319.140844 nChanged 198 SP:Iteration 6Q (1610.213334 sec): 3 clusters Score: Raw -373201.012666 + Penalty 2762.911788 = -370438.100878 nChanged 152 SP:Iteration 7Q (1610.234514 sec): 3 clusters Score: Raw -373284.074815 + Penalty 2762.911788 = -370521.163027 nChanged 139 SP:Iteration 8Q (1610.255714 sec): 3 clusters Score: Raw -373361.154712 + Penalty 2762.911788 = -370598.242924 nChanged 116 SP:Iteration 9Q (1610.276735 sec): 3 clusters Score: Raw -373412.894319 + Penalty 2762.911788 = -370649.982531 nChanged 93 SP:Iteration 10Q (1610.297638 sec): 3 clusters Score: Raw -373458.303923 + Penalty 2762.911788 = -370695.392135 nChanged 92 SP:Iteration 11Q (1610.318794 sec): 3 clusters Score: Raw -373503.833234 + Penalty 2762.911788 = -370740.921445 nChanged 85 SP:Iteration 12Q (1610.339776 sec): 3 clusters Score: Raw -373537.012998 + Penalty 2762.911788 = -370774.101210 nChanged 58 SP:Iteration 13Q (1610.360819 sec): 3 clusters Score: Raw -373555.747862 + Penalty 2762.911788 = -370792.836073 nChanged 43 SP:Iteration 14Q (1610.381857 sec): 3 clusters Score: Raw -373572.206293 + Penalty 2762.911788 = -370809.294504 nChanged 37 SP:Iteration 15Q (1610.402594 sec): 3 clusters Score: Raw -373586.197852 + Penalty 2762.911788 = -370823.286064 nChanged 29 SP:Iteration 16Q (1610.423350 sec): 3 clusters Score: Raw -373594.614859 + Penalty 2762.911788 = -370831.703070 nChanged 22 SP:Iteration 17Q (1610.444095 sec): 3 clusters Score: Raw -373598.799377 + Penalty 2762.911788 = -370835.887589 nChanged 10 SP:Iteration 18Q (1610.464734 sec): 3 clusters Score: Raw -373600.535796 + Penalty 2762.911788 = -370837.624008 nChanged 6 SP:Iteration 19Q (1610.485524 sec): 3 clusters Score: Raw -373601.411630 + Penalty 2762.911788 = -370838.499842 nChanged 6 SP:Iteration 20F (1610.506813 sec): 3 clusters Score: Raw -373602.729543 + Penalty 2762.911788 = -370839.817755 nChanged 5 SP:Iteration 21Q (1610.527380 sec): 3 clusters Score: Raw -373603.953504 + Penalty 2762.911788 = -370841.041716 nChanged 10 SP:Iteration 22Q (1610.548303 sec): 3 clusters Score: Raw -373606.221143 + Penalty 2762.911788 = -370843.309355 nChanged 10 SP:Iteration 23Q (1610.569274 sec): 3 clusters Score: Raw -373608.337793 + Penalty 2762.911788 = -370845.426005 nChanged 9 SP:Iteration 24Q (1610.590113 sec): 3 clusters Score: Raw -373609.976183 + Penalty 2762.911788 = -370847.064394 nChanged 6 SP:Iteration 25Q (1610.610725 sec): 3 clusters Score: Raw -373611.252973 + Penalty 2762.911788 = -370848.341185 nChanged 7 SP:Iteration 26Q (1610.631447 sec): 3 clusters Score: Raw -373613.782807 + Penalty 2762.911788 = -370850.871019 nChanged 10 SP:Iteration 27Q (1610.652127 sec): 3 clusters Score: Raw -373615.890787 + Penalty 2762.911788 = -370852.978999 nChanged 8 SP:Iteration 28Q (1610.672875 sec): 3 clusters Score: Raw -373618.423417 + Penalty 2762.911788 = -370855.511629 nChanged 8 SP:Iteration 29Q (1610.693737 sec): 3 clusters Score: Raw -373620.310407 + Penalty 2762.911788 = -370857.398619 nChanged 2 SP:Iteration 30Q (1610.714335 sec): 3 clusters Score: Raw -373620.787271 + Penalty 2762.911788 = -370857.875482 nChanged 2 SP:Iteration 31Q (1610.734889 sec): 3 clusters Score: Raw -373621.169537 + Penalty 2762.911788 = -370858.257749 nChanged 4 SP:Iteration 32Q (1610.755414 sec): 3 clusters Score: Raw -373623.499528 + Penalty 2762.911788 = -370860.587740 nChanged 5 SP:Iteration 33Q (1610.786365 sec): 3 clusters Score: Raw -373624.570755 + Penalty 2762.911788 = -370861.658966 nChanged 5 SP:Iteration 34Q (1610.807395 sec): 3 clusters Score: Raw -373625.140325 + Penalty 2762.911788 = -370862.228537 nChanged 1 SP:Iteration 35Q (1610.828142 sec): 3 clusters Score: Raw -373625.344627 + Penalty 2762.911788 = -370862.432839 nChanged 1 SP:Iteration 36Q (1610.848691 sec): 3 clusters Score: Raw -373625.664102 + Penalty 2762.911788 = -370862.752314 nChanged 2 SP:Iteration 37Q (1610.869487 sec): 3 clusters Score: Raw -373625.991458 + Penalty 2762.911788 = -370863.079670 nChanged 1 SP:Iteration 38Q (1610.908479 sec): 3 clusters Score: Raw -373626.238207 + Penalty 2762.911788 = -370863.326419 nChanged 3 SP:Iteration 39Q (1610.929360 sec): 3 clusters Score: Raw -373627.001553 + Penalty 2762.911788 = -370864.089764 nChanged 2 SP:Iteration 40F (1610.950477 sec): 3 clusters Score: Raw -373627.532186 + Penalty 2762.911788 = -370864.620398 nChanged 5 SP:Iteration 41Q (1610.971101 sec): 3 clusters Score: Raw -373628.876795 + Penalty 2762.911788 = -370865.965007 nChanged 7 SP:Iteration 42Q (1610.991785 sec): 3 clusters Score: Raw -373630.950277 + Penalty 2762.911788 = -370868.038489 nChanged 11 SP:Iteration 43Q (1611.012706 sec): 3 clusters Score: Raw -373633.367138 + Penalty 2762.911788 = -370870.455350 nChanged 10 SP:Iteration 44Q (1611.033191 sec): 3 clusters Score: Raw -373635.240771 + Penalty 2762.911788 = -370872.328983 nChanged 4 SP:Iteration 45Q (1611.054040 sec): 3 clusters Score: Raw -373635.775820 + Penalty 2762.911788 = -370872.864032 nChanged 2 SP:Iteration 46Q (1611.074867 sec): 3 clusters Score: Raw -373636.517259 + Penalty 2762.911788 = -370873.605471 nChanged 2 SP:Iteration 47Q (1611.095683 sec): 3 clusters Score: Raw -373636.851805 + Penalty 2762.911788 = -370873.940017 nChanged 4 SP:Iteration 48Q (1611.116934 sec): 3 clusters Score: Raw -373637.348240 + Penalty 2762.911788 = -370874.436451 nChanged 1 SP:Iteration 49Q (1611.137757 sec): 3 clusters Score: Raw -373637.493049 + Penalty 2762.911788 = -370874.581261 nChanged 1 SP:Iteration 50Q (1611.158603 sec): 3 clusters Score: Raw -373637.683061 + Penalty 2762.911788 = -370874.771273 nChanged 1 SP:Iteration 51Q (1611.179523 sec): 3 clusters Score: Raw -373637.735467 + Penalty 2762.911788 = -370874.823679 nChanged 1 SP:Iteration 52Q (1611.200138 sec): 3 clusters Score: Raw -373637.931776 + Penalty 2762.911788 = -370875.019988 nChanged 1 SP:Iteration 53Q (1611.221039 sec): 3 clusters Score: Raw -373638.245078 + Penalty 2762.911788 = -370875.333289 nChanged 2 SP:Iteration 54Q (1611.241861 sec): 3 clusters Score: Raw -373638.765974 + Penalty 2762.911788 = -370875.854186 nChanged 5 SP:Iteration 55Q (1611.262737 sec): 3 clusters Score: Raw -373639.636283 + Penalty 2762.911788 = -370876.724495 nChanged 5 SP:Iteration 56Q (1611.283501 sec): 3 clusters Score: Raw -373640.288703 + Penalty 2762.911788 = -370877.376915 nChanged 3 SP:Iteration 57Q (1611.304285 sec): 3 clusters Score: Raw -373640.743714 + Penalty 2762.911788 = -370877.831926 nChanged 6 SP:Iteration 58Q (1611.324932 sec): 3 clusters Score: Raw -373642.184909 + Penalty 2762.911788 = -370879.273121 nChanged 11 SP:Iteration 59Q (1611.345649 sec): 3 clusters Score: Raw -373644.670910 + Penalty 2762.911788 = -370881.759121 nChanged 8 SP:Iteration 60F (1611.367029 sec): 3 clusters Score: Raw -373646.657243 + Penalty 2762.911788 = -370883.745455 nChanged 10 SP:Iteration 61Q (1611.387855 sec): 3 clusters Score: Raw -373648.692262 + Penalty 2762.911788 = -370885.780474 nChanged 11 SP:Iteration 62Q (1611.408816 sec): 3 clusters Score: Raw -373650.584138 + Penalty 2762.911788 = -370887.672350 nChanged 8 SP:Iteration 63Q (1611.429423 sec): 3 clusters Score: Raw -373652.192833 + Penalty 2762.911788 = -370889.281045 nChanged 6 SP:Iteration 64Q (1611.450280 sec): 3 clusters Score: Raw -373653.281836 + Penalty 2762.911788 = -370890.370047 nChanged 9 SP:Iteration 65Q (1611.470871 sec): 3 clusters Score: Raw -373654.912731 + Penalty 2762.911788 = -370892.000942 nChanged 9 SP:Iteration 66Q (1611.491614 sec): 3 clusters Score: Raw -373656.498003 + Penalty 2762.911788 = -370893.586215 nChanged 8 SP:Iteration 67Q (1611.512239 sec): 3 clusters Score: Raw -373658.181143 + Penalty 2762.911788 = -370895.269354 nChanged 11 SP:Iteration 68Q (1611.533026 sec): 3 clusters Score: Raw -373660.003640 + Penalty 2762.911788 = -370897.091852 nChanged 11 SP:Iteration 69Q (1611.553693 sec): 3 clusters Score: Raw -373662.462800 + Penalty 2762.911788 = -370899.551012 nChanged 16 SP:Iteration 70Q (1611.574518 sec): 3 clusters Score: Raw -373666.872770 + Penalty 2762.911788 = -370903.960981 nChanged 11 SP:Iteration 71Q (1611.594945 sec): 3 clusters Score: Raw -373669.844377 + Penalty 2762.911788 = -370906.932589 nChanged 19 SP:Iteration 72Q (1611.615340 sec): 3 clusters Score: Raw -373674.843362 + Penalty 2762.911788 = -370911.931574 nChanged 23 SP:Iteration 73Q (1611.666428 sec): 3 clusters Score: Raw -373681.411002 + Penalty 2762.911788 = -370918.499214 nChanged 25 SP:Iteration 74Q (1611.686073 sec): 3 clusters Score: Raw -373688.810303 + Penalty 2762.911788 = -370925.898515 nChanged 24 SP:Iteration 75Q (1611.706644 sec): 3 clusters Score: Raw -373695.127132 + Penalty 2762.911788 = -370932.215344 nChanged 21 SP:Iteration 76Q (1611.727254 sec): 3 clusters Score: Raw -373700.504101 + Penalty 2762.911788 = -370937.592313 nChanged 22 SP:Iteration 77Q (1611.748049 sec): 3 clusters Score: Raw -373705.205749 + Penalty 2762.911788 = -370942.293960 nChanged 18 SP:Iteration 78Q (1611.768685 sec): 3 clusters Score: Raw -373710.527100 + Penalty 2762.911788 = -370947.615312 nChanged 35 SP:Iteration 79Q (1611.789324 sec): 3 clusters Score: Raw -373723.052636 + Penalty 2762.911788 = -370960.140848 nChanged 40 SP:Iteration 80F (1611.810250 sec): 3 clusters Score: Raw -373736.819876 + Penalty 2762.911788 = -370973.908088 nChanged 34 SP:Iteration 81Q (1611.830677 sec): 3 clusters Score: Raw -373749.188051 + Penalty 2762.911788 = -370986.276263 nChanged 31 SP:Iteration 82Q (1611.851462 sec): 3 clusters Score: Raw -373759.898828 + Penalty 2762.911788 = -370996.987040 nChanged 43 SP:Iteration 83Q (1611.872282 sec): 3 clusters Score: Raw -373777.779453 + Penalty 2762.911788 = -371014.867665 nChanged 47 SP:Iteration 84Q (1611.892829 sec): 3 clusters Score: Raw -373802.165949 + Penalty 2762.911788 = -371039.254161 nChanged 47 SP:Iteration 85Q (1611.913339 sec): 3 clusters Score: Raw -373822.611226 + Penalty 2762.911788 = -371059.699438 nChanged 50 SP:Iteration 86Q (1611.934020 sec): 3 clusters Score: Raw -373844.932275 + Penalty 2762.911788 = -371082.020487 nChanged 51 SP:Iteration 87Q (1611.954662 sec): 3 clusters Score: Raw -373867.897954 + Penalty 2762.911788 = -371104.986166 nChanged 61 SP:Iteration 88Q (1611.975282 sec): 3 clusters Score: Raw -373894.630108 + Penalty 2762.911788 = -371131.718320 nChanged 50 SP:Iteration 89Q (1611.995725 sec): 3 clusters Score: Raw -373913.777055 + Penalty 2762.911788 = -371150.865267 nChanged 49 SP:Iteration 90Q (1612.016339 sec): 3 clusters Score: Raw -373940.032536 + Penalty 2762.911788 = -371177.120748 nChanged 54 SP:Iteration 91Q (1612.036786 sec): 3 clusters Score: Raw -373973.976039 + Penalty 2762.911788 = -371211.064251 nChanged 68 SP:Iteration 92Q (1612.057137 sec): 3 clusters Score: Raw -374014.899520 + Penalty 2762.911788 = -371251.987732 nChanged 71 SP:Iteration 93Q (1612.077216 sec): 3 clusters Score: Raw -374058.166399 + Penalty 2762.911788 = -371295.254611 nChanged 66 SP:Iteration 94Q (1612.097596 sec): 3 clusters Score: Raw -374101.896969 + Penalty 2762.911788 = -371338.985181 nChanged 54 SP:Iteration 95Q (1612.117617 sec): 3 clusters Score: Raw -374144.360608 + Penalty 2762.911788 = -371381.448819 nChanged 50 SP:Iteration 96Q (1612.137702 sec): 3 clusters Score: Raw -374174.773795 + Penalty 2762.911788 = -371411.862007 nChanged 31 SP:Iteration 97Q (1612.157732 sec): 3 clusters Score: Raw -374189.784647 + Penalty 2762.911788 = -371426.872859 nChanged 22 SP:Iteration 98Q (1612.177795 sec): 3 clusters Score: Raw -374201.172423 + Penalty 2762.911788 = -371438.260635 nChanged 18 SP:Iteration 99Q (1612.197783 sec): 3 clusters Score: Raw -374210.018266 + Penalty 2762.911788 = -371447.106478 nChanged 14 SP:Iteration 100F (1612.219007 sec): 3 clusters Score: Raw -374218.438763 + Penalty 2762.911788 = -371455.526975 nChanged 17 SP:Iteration 101Q (1612.238725 sec): 3 clusters Score: Raw -374229.890822 + Penalty 2762.911788 = -371466.979033 nChanged 12 SP:Iteration 102Q (1612.258601 sec): 3 clusters Score: Raw -374234.240328 + Penalty 2762.911788 = -371471.328540 nChanged 7 SP:Iteration 103Q (1612.278414 sec): 3 clusters Score: Raw -374236.798265 + Penalty 2762.911788 = -371473.886476 nChanged 4 SP:Iteration 104Q (1612.298384 sec): 3 clusters Score: Raw -374238.696009 + Penalty 2762.911788 = -371475.784221 nChanged 2 SP:Iteration 105Q (1612.318141 sec): 3 clusters Score: Raw -374239.779267 + Penalty 2762.911788 = -371476.867478 nChanged 3 SP:Iteration 106Q (1612.337947 sec): 3 clusters Score: Raw -374240.439480 + Penalty 2762.911788 = -371477.527691 nChanged 0 SP:Iteration 107F (1612.359111 sec): 3 clusters Score: Raw -374240.439480 + Penalty 2762.911788 = -371477.527691 nChanged 0 Trying to split cluster 5 (6279 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1612.379125 sec): 2 clusters Score: Raw -518263.588338 + Penalty 1421.056977 = -516842.531361 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1612.402846 sec): 3 clusters Score: Raw -514987.552837 + Penalty 2842.113954 = -512145.438883 nChanged 2575 SP:Iteration 1F (1612.425864 sec): 3 clusters Score: Raw -516414.034491 + Penalty 2842.113954 = -513571.920537 nChanged 420 SP:Iteration 2F (1612.449215 sec): 3 clusters Score: Raw -516685.188578 + Penalty 2842.113954 = -513843.074625 nChanged 390 SP:Iteration 3F (1612.480212 sec): 3 clusters Score: Raw -516915.969351 + Penalty 2842.113954 = -514073.855398 nChanged 343 SP:Iteration 4F (1612.503546 sec): 3 clusters Score: Raw -517101.539396 + Penalty 2842.113954 = -514259.425442 nChanged 268 SP:Iteration 5Q (1612.526527 sec): 3 clusters Score: Raw -517242.010136 + Penalty 2842.113954 = -514399.896182 nChanged 245 SP:Iteration 6Q (1612.549325 sec): 3 clusters Score: Raw -517389.637173 + Penalty 2842.113954 = -514547.523219 nChanged 246 SP:Iteration 7Q (1612.572626 sec): 3 clusters Score: Raw -517531.359552 + Penalty 2842.113954 = -514689.245599 nChanged 230 SP:Iteration 8Q (1612.595758 sec): 3 clusters Score: Raw -517675.798398 + Penalty 2842.113954 = -514833.684445 nChanged 210 SP:Iteration 9Q (1612.618956 sec): 3 clusters Score: Raw -517807.405033 + Penalty 2842.113954 = -514965.291079 nChanged 182 SP:Iteration 10Q (1612.644394 sec): 3 clusters Score: Raw -517920.769912 + Penalty 2842.113954 = -515078.655959 nChanged 188 SP:Iteration 11Q (1612.668131 sec): 3 clusters Score: Raw -518058.064012 + Penalty 2842.113954 = -515215.950058 nChanged 212 SP:Iteration 12Q (1612.690849 sec): 3 clusters Score: Raw -518214.074334 + Penalty 2842.113954 = -515371.960380 nChanged 191 SP:Iteration 13Q (1612.713611 sec): 3 clusters Score: Raw -518361.882215 + Penalty 2842.113954 = -515519.768261 nChanged 180 SP:Iteration 14Q (1612.735888 sec): 3 clusters Score: Raw -518510.208008 + Penalty 2842.113954 = -515668.094054 nChanged 174 SP:Iteration 15Q (1612.758320 sec): 3 clusters Score: Raw -518648.812621 + Penalty 2842.113954 = -515806.698668 nChanged 157 SP:Iteration 16Q (1612.780741 sec): 3 clusters Score: Raw -518770.171562 + Penalty 2842.113954 = -515928.057608 nChanged 147 SP:Iteration 17Q (1612.802983 sec): 3 clusters Score: Raw -518910.496041 + Penalty 2842.113954 = -516068.382088 nChanged 137 SP:Iteration 18Q (1612.826759 sec): 3 clusters Score: Raw -519054.928633 + Penalty 2842.113954 = -516212.814679 nChanged 137 SP:Iteration 19Q (1612.851929 sec): 3 clusters Score: Raw -519188.203816 + Penalty 2842.113954 = -516346.089862 nChanged 113 SP:Iteration 20F (1612.876380 sec): 3 clusters Score: Raw -519292.350985 + Penalty 2842.113954 = -516450.237032 nChanged 96 SP:Iteration 21Q (1612.898267 sec): 3 clusters Score: Raw -519380.954360 + Penalty 2842.113954 = -516538.840406 nChanged 66 SP:Iteration 22Q (1612.920080 sec): 3 clusters Score: Raw -519414.839345 + Penalty 2842.113954 = -516572.725391 nChanged 37 SP:Iteration 23Q (1612.941558 sec): 3 clusters Score: Raw -519428.924061 + Penalty 2842.113954 = -516586.810107 nChanged 21 SP:Iteration 24Q (1612.963063 sec): 3 clusters Score: Raw -519435.374740 + Penalty 2842.113954 = -516593.260786 nChanged 20 SP:Iteration 25Q (1613.006611 sec): 3 clusters Score: Raw -519441.670935 + Penalty 2842.113954 = -516599.556981 nChanged 10 SP:Iteration 26Q (1613.031944 sec): 3 clusters Score: Raw -519444.133562 + Penalty 2842.113954 = -516602.019608 nChanged 8 SP:Iteration 27Q (1613.066532 sec): 3 clusters Score: Raw -519445.660957 + Penalty 2842.113954 = -516603.547004 nChanged 4 SP:Iteration 28Q (1613.120928 sec): 3 clusters Score: Raw -519446.170499 + Penalty 2842.113954 = -516604.056546 nChanged 5 SP:Iteration 29Q (1613.171268 sec): 3 clusters Score: Raw -519446.933973 + Penalty 2842.113954 = -516604.820019 nChanged 4 SP:Iteration 30Q (1613.222895 sec): 3 clusters Score: Raw -519447.918644 + Penalty 2842.113954 = -516605.804691 nChanged 4 SP:Iteration 31Q (1613.272228 sec): 3 clusters Score: Raw -519449.197486 + Penalty 2842.113954 = -516607.083532 nChanged 1 SP:Iteration 32Q (1613.303048 sec): 3 clusters Score: Raw -519450.001779 + Penalty 2842.113954 = -516607.887825 nChanged 2 SP:Iteration 33Q (1613.324609 sec): 3 clusters Score: Raw -519451.118058 + Penalty 2842.113954 = -516609.004104 nChanged 2 SP:Iteration 34Q (1613.346012 sec): 3 clusters Score: Raw -519451.717312 + Penalty 2842.113954 = -516609.603358 nChanged 4 SP:Iteration 35Q (1613.367372 sec): 3 clusters Score: Raw -519452.589266 + Penalty 2842.113954 = -516610.475312 nChanged 0 SP:Iteration 36F (1613.390578 sec): 3 clusters Score: Raw -519452.589266 + Penalty 2842.113954 = -516610.475312 nChanged 0 Trying to split cluster 6 (51119 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1613.476626 sec): 2 clusters Score: Raw -4228863.668631 + Penalty 1761.810623 = -4227101.858008 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1613.576082 sec): 3 clusters Score: Raw -4196488.755874 + Penalty 3523.621246 = -4192965.134628 nChanged 24072 SP:Iteration 1F (1613.670302 sec): 3 clusters Score: Raw -4211311.928888 + Penalty 3523.621246 = -4207788.307641 nChanged 2701 SP:Iteration 2F (1613.768746 sec): 3 clusters Score: Raw -4212609.073506 + Penalty 3523.621246 = -4209085.452259 nChanged 2923 SP:Iteration 3F (1613.863195 sec): 3 clusters Score: Raw -4214229.049323 + Penalty 3523.621246 = -4210705.428077 nChanged 3279 SP:Iteration 4F (1613.957020 sec): 3 clusters Score: Raw -4216139.226361 + Penalty 3523.621246 = -4212615.605114 nChanged 3362 SP:Iteration 5F (1614.055488 sec): 3 clusters Score: Raw -4218051.864935 + Penalty 3523.621246 = -4214528.243689 nChanged 3052 SP:Iteration 6F (1614.149846 sec): 3 clusters Score: Raw -4219622.554686 + Penalty 3523.621246 = -4216098.933440 nChanged 2610 SP:Iteration 7F (1614.242969 sec): 3 clusters Score: Raw -4220847.466184 + Penalty 3523.621246 = -4217323.844938 nChanged 2115 SP:Iteration 8Q (1614.340987 sec): 3 clusters Score: Raw -4221887.876103 + Penalty 3523.621246 = -4218364.254857 nChanged 1803 SP:Iteration 9Q (1614.437794 sec): 3 clusters Score: Raw -4222850.273644 + Penalty 3523.621246 = -4219326.652398 nChanged 1589 SP:Iteration 10Q (1614.533747 sec): 3 clusters Score: Raw -4223722.606987 + Penalty 3523.621246 = -4220198.985741 nChanged 1369 SP:Iteration 11Q (1614.634800 sec): 3 clusters Score: Raw -4224422.742591 + Penalty 3523.621246 = -4220899.121345 nChanged 1167 SP:Iteration 12Q (1614.728056 sec): 3 clusters Score: Raw -4224943.250810 + Penalty 3523.621246 = -4221419.629564 nChanged 962 SP:Iteration 13Q (1614.819871 sec): 3 clusters Score: Raw -4225341.650459 + Penalty 3523.621246 = -4221818.029212 nChanged 901 SP:Iteration 14Q (1614.932692 sec): 3 clusters Score: Raw -4225692.899598 + Penalty 3523.621246 = -4222169.278351 nChanged 848 SP:Iteration 15Q (1615.027256 sec): 3 clusters Score: Raw -4226016.974633 + Penalty 3523.621246 = -4222493.353387 nChanged 780 SP:Iteration 16Q (1615.114960 sec): 3 clusters Score: Raw -4226289.943978 + Penalty 3523.621246 = -4222766.322732 nChanged 708 SP:Iteration 17Q (1615.224103 sec): 3 clusters Score: Raw -4226545.216720 + Penalty 3523.621246 = -4223021.595474 nChanged 688 SP:Iteration 18Q (1615.312512 sec): 3 clusters Score: Raw -4226792.298190 + Penalty 3523.621246 = -4223268.676944 nChanged 664 SP:Iteration 19Q (1615.397658 sec): 3 clusters Score: Raw -4227031.180775 + Penalty 3523.621246 = -4223507.559528 nChanged 637 SP:Iteration 20F (1615.491741 sec): 3 clusters Score: Raw -4227269.168189 + Penalty 3523.621246 = -4223745.546942 nChanged 635 SP:Iteration 21Q (1615.574761 sec): 3 clusters Score: Raw -4227495.429676 + Penalty 3523.621246 = -4223971.808429 nChanged 578 SP:Iteration 22Q (1615.666190 sec): 3 clusters Score: Raw -4227710.626819 + Penalty 3523.621246 = -4224187.005573 nChanged 564 SP:Iteration 23Q (1615.748368 sec): 3 clusters Score: Raw -4227918.070282 + Penalty 3523.621246 = -4224394.449036 nChanged 518 SP:Iteration 24Q (1615.829530 sec): 3 clusters Score: Raw -4228097.728012 + Penalty 3523.621246 = -4224574.106766 nChanged 427 SP:Iteration 25Q (1615.909811 sec): 3 clusters Score: Raw -4228240.601697 + Penalty 3523.621246 = -4224716.980450 nChanged 398 SP:Iteration 26Q (1615.989334 sec): 3 clusters Score: Raw -4228374.989828 + Penalty 3523.621246 = -4224851.368582 nChanged 380 SP:Iteration 27Q (1616.068740 sec): 3 clusters Score: Raw -4228500.850428 + Penalty 3523.621246 = -4224977.229182 nChanged 347 SP:Iteration 28Q (1616.147595 sec): 3 clusters Score: Raw -4228613.056866 + Penalty 3523.621246 = -4225089.435619 nChanged 326 SP:Iteration 29Q (1616.226155 sec): 3 clusters Score: Raw -4228722.918243 + Penalty 3523.621246 = -4225199.296997 nChanged 318 SP:Iteration 30Q (1616.327610 sec): 3 clusters Score: Raw -4228834.465485 + Penalty 3523.621246 = -4225310.844238 nChanged 287 SP:Iteration 31Q (1616.412214 sec): 3 clusters Score: Raw -4228933.062054 + Penalty 3523.621246 = -4225409.440808 nChanged 231 SP:Iteration 32Q (1616.489778 sec): 3 clusters Score: Raw -4229017.096537 + Penalty 3523.621246 = -4225493.475291 nChanged 208 SP:Iteration 33Q (1616.568730 sec): 3 clusters Score: Raw -4229089.621183 + Penalty 3523.621246 = -4225565.999937 nChanged 165 SP:Iteration 34Q (1616.645101 sec): 3 clusters Score: Raw -4229146.109841 + Penalty 3523.621246 = -4225622.488595 nChanged 156 SP:Iteration 35Q (1616.741711 sec): 3 clusters Score: Raw -4229198.615528 + Penalty 3523.621246 = -4225674.994282 nChanged 131 SP:Iteration 36Q (1616.816922 sec): 3 clusters Score: Raw -4229245.904690 + Penalty 3523.621246 = -4225722.283444 nChanged 126 SP:Iteration 37Q (1616.904963 sec): 3 clusters Score: Raw -4229292.783196 + Penalty 3523.621246 = -4225769.161950 nChanged 98 SP:Iteration 38Q (1616.979515 sec): 3 clusters Score: Raw -4229327.214984 + Penalty 3523.621246 = -4225803.593738 nChanged 88 SP:Iteration 39Q (1617.053588 sec): 3 clusters Score: Raw -4229356.961086 + Penalty 3523.621246 = -4225833.339840 nChanged 80 SP:Iteration 40F (1617.146245 sec): 3 clusters Score: Raw -4229383.431934 + Penalty 3523.621246 = -4225859.810688 nChanged 67 SP:Iteration 41Q (1617.219494 sec): 3 clusters Score: Raw -4229406.788213 + Penalty 3523.621246 = -4225883.166967 nChanged 66 SP:Iteration 42Q (1617.293384 sec): 3 clusters Score: Raw -4229425.110642 + Penalty 3523.621246 = -4225901.489396 nChanged 38 SP:Iteration 43Q (1617.366413 sec): 3 clusters Score: Raw -4229437.231942 + Penalty 3523.621246 = -4225913.610695 nChanged 53 SP:Iteration 44Q (1617.439861 sec): 3 clusters Score: Raw -4229452.674327 + Penalty 3523.621246 = -4225929.053080 nChanged 35 SP:Iteration 45Q (1617.513130 sec): 3 clusters Score: Raw -4229463.738383 + Penalty 3523.621246 = -4225940.117136 nChanged 35 SP:Iteration 46Q (1617.586475 sec): 3 clusters Score: Raw -4229474.196480 + Penalty 3523.621246 = -4225950.575234 nChanged 39 SP:Iteration 47Q (1617.659373 sec): 3 clusters Score: Raw -4229484.079249 + Penalty 3523.621246 = -4225960.458003 nChanged 29 SP:Iteration 48Q (1617.732163 sec): 3 clusters Score: Raw -4229493.099796 + Penalty 3523.621246 = -4225969.478550 nChanged 28 SP:Iteration 49Q (1617.805312 sec): 3 clusters Score: Raw -4229499.825820 + Penalty 3523.621246 = -4225976.204574 nChanged 19 SP:Iteration 50Q (1617.881542 sec): 3 clusters Score: Raw -4229505.364821 + Penalty 3523.621246 = -4225981.743575 nChanged 16 SP:Iteration 51Q (1617.978419 sec): 3 clusters Score: Raw -4229510.068841 + Penalty 3523.621246 = -4225986.447595 nChanged 19 SP:Iteration 52Q (1618.051791 sec): 3 clusters Score: Raw -4229515.229638 + Penalty 3523.621246 = -4225991.608392 nChanged 18 SP:Iteration 53Q (1618.128780 sec): 3 clusters Score: Raw -4229519.523301 + Penalty 3523.621246 = -4225995.902055 nChanged 20 SP:Iteration 54Q (1618.201697 sec): 3 clusters Score: Raw -4229525.185169 + Penalty 3523.621246 = -4226001.563923 nChanged 17 SP:Iteration 55Q (1618.274820 sec): 3 clusters Score: Raw -4229529.838264 + Penalty 3523.621246 = -4226006.217018 nChanged 24 SP:Iteration 56Q (1618.348081 sec): 3 clusters Score: Raw -4229536.079148 + Penalty 3523.621246 = -4226012.457902 nChanged 15 SP:Iteration 57Q (1618.422371 sec): 3 clusters Score: Raw -4229539.446473 + Penalty 3523.621246 = -4226015.825226 nChanged 6 SP:Iteration 58Q (1618.495103 sec): 3 clusters Score: Raw -4229541.689694 + Penalty 3523.621246 = -4226018.068448 nChanged 10 SP:Iteration 59Q (1618.568318 sec): 3 clusters Score: Raw -4229544.332898 + Penalty 3523.621246 = -4226020.711652 nChanged 7 SP:Iteration 60F (1618.661868 sec): 3 clusters Score: Raw -4229546.304712 + Penalty 3523.621246 = -4226022.683466 nChanged 8 SP:Iteration 61Q (1618.734860 sec): 3 clusters Score: Raw -4229547.722425 + Penalty 3523.621246 = -4226024.101179 nChanged 7 SP:Iteration 62Q (1618.808690 sec): 3 clusters Score: Raw -4229548.984854 + Penalty 3523.621246 = -4226025.363607 nChanged 6 SP:Iteration 63Q (1618.882055 sec): 3 clusters Score: Raw -4229550.512454 + Penalty 3523.621246 = -4226026.891208 nChanged 10 SP:Iteration 64Q (1618.955079 sec): 3 clusters Score: Raw -4229553.360777 + Penalty 3523.621246 = -4226029.739531 nChanged 13 SP:Iteration 65Q (1619.028641 sec): 3 clusters Score: Raw -4229557.509425 + Penalty 3523.621246 = -4226033.888179 nChanged 14 SP:Iteration 66Q (1619.102736 sec): 3 clusters Score: Raw -4229562.417035 + Penalty 3523.621246 = -4226038.795788 nChanged 20 SP:Iteration 67Q (1619.175692 sec): 3 clusters Score: Raw -4229569.204692 + Penalty 3523.621246 = -4226045.583445 nChanged 21 SP:Iteration 68Q (1619.249272 sec): 3 clusters Score: Raw -4229575.153775 + Penalty 3523.621246 = -4226051.532529 nChanged 12 SP:Iteration 69Q (1619.350575 sec): 3 clusters Score: Raw -4229578.509320 + Penalty 3523.621246 = -4226054.888074 nChanged 13 SP:Iteration 70Q (1619.423752 sec): 3 clusters Score: Raw -4229583.067685 + Penalty 3523.621246 = -4226059.446438 nChanged 11 SP:Iteration 71Q (1619.497216 sec): 3 clusters Score: Raw -4229585.348245 + Penalty 3523.621246 = -4226061.726999 nChanged 6 SP:Iteration 72Q (1619.570270 sec): 3 clusters Score: Raw -4229586.850233 + Penalty 3523.621246 = -4226063.228986 nChanged 8 SP:Iteration 73Q (1619.644775 sec): 3 clusters Score: Raw -4229588.527615 + Penalty 3523.621246 = -4226064.906369 nChanged 5 SP:Iteration 74Q (1619.717664 sec): 3 clusters Score: Raw -4229589.350487 + Penalty 3523.621246 = -4226065.729241 nChanged 3 SP:Iteration 75Q (1619.795547 sec): 3 clusters Score: Raw -4229589.830123 + Penalty 3523.621246 = -4226066.208877 nChanged 1 SP:Iteration 76Q (1619.870561 sec): 3 clusters Score: Raw -4229589.893697 + Penalty 3523.621246 = -4226066.272451 nChanged 1 SP:Iteration 77Q (1619.943924 sec): 3 clusters Score: Raw -4229590.112485 + Penalty 3523.621246 = -4226066.491239 nChanged 2 SP:Iteration 78Q (1620.017869 sec): 3 clusters Score: Raw -4229590.468477 + Penalty 3523.621246 = -4226066.847231 nChanged 0 SP:Iteration 79F (1620.111398 sec): 3 clusters Score: Raw -4229590.468477 + Penalty 3523.621246 = -4226066.847231 nChanged 0 Trying to split cluster 7 (3297 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1620.119272 sec): 2 clusters Score: Raw -240919.325312 + Penalty 1316.374839 = -239602.950472 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1620.138269 sec): 3 clusters Score: Raw -239376.336745 + Penalty 2632.749679 = -236743.587066 nChanged 1239 SP:Iteration 1F (1620.154691 sec): 3 clusters Score: Raw -240118.250799 + Penalty 2632.749679 = -237485.501120 nChanged 267 SP:Iteration 2F (1620.172823 sec): 3 clusters Score: Raw -240316.546365 + Penalty 2632.749679 = -237683.796686 nChanged 209 SP:Iteration 3F (1620.189186 sec): 3 clusters Score: Raw -240458.511446 + Penalty 2632.749679 = -237825.761767 nChanged 172 SP:Iteration 4F (1620.205415 sec): 3 clusters Score: Raw -240575.305924 + Penalty 2632.749679 = -237942.556245 nChanged 150 SP:Iteration 5Q (1620.221844 sec): 3 clusters Score: Raw -240693.223611 + Penalty 2632.749679 = -238060.473932 nChanged 145 SP:Iteration 6Q (1620.237875 sec): 3 clusters Score: Raw -240793.602696 + Penalty 2632.749679 = -238160.853017 nChanged 134 SP:Iteration 7Q (1620.254107 sec): 3 clusters Score: Raw -240907.681517 + Penalty 2632.749679 = -238274.931838 nChanged 133 SP:Iteration 8Q (1620.269786 sec): 3 clusters Score: Raw -241007.258170 + Penalty 2632.749679 = -238374.508491 nChanged 102 SP:Iteration 9Q (1620.286145 sec): 3 clusters Score: Raw -241081.816302 + Penalty 2632.749679 = -238449.066623 nChanged 86 SP:Iteration 10Q (1620.302009 sec): 3 clusters Score: Raw -241148.808957 + Penalty 2632.749679 = -238516.059278 nChanged 68 SP:Iteration 11Q (1620.318312 sec): 3 clusters Score: Raw -241192.081362 + Penalty 2632.749679 = -238559.331683 nChanged 52 SP:Iteration 12Q (1620.334327 sec): 3 clusters Score: Raw -241230.111497 + Penalty 2632.749679 = -238597.361818 nChanged 47 SP:Iteration 13Q (1620.350643 sec): 3 clusters Score: Raw -241257.596341 + Penalty 2632.749679 = -238624.846662 nChanged 38 SP:Iteration 14Q (1620.366555 sec): 3 clusters Score: Raw -241281.497603 + Penalty 2632.749679 = -238648.747924 nChanged 24 SP:Iteration 15Q (1620.400281 sec): 3 clusters Score: Raw -241294.707853 + Penalty 2632.749679 = -238661.958174 nChanged 22 SP:Iteration 16Q (1620.418158 sec): 3 clusters Score: Raw -241308.712064 + Penalty 2632.749679 = -238675.962385 nChanged 18 SP:Iteration 17Q (1620.434445 sec): 3 clusters Score: Raw -241318.085466 + Penalty 2632.749679 = -238685.335787 nChanged 22 SP:Iteration 18Q (1620.450770 sec): 3 clusters Score: Raw -241329.538883 + Penalty 2632.749679 = -238696.789204 nChanged 19 SP:Iteration 19Q (1620.467003 sec): 3 clusters Score: Raw -241339.987983 + Penalty 2632.749679 = -238707.238304 nChanged 20 SP:Iteration 20F (1620.483150 sec): 3 clusters Score: Raw -241350.240243 + Penalty 2632.749679 = -238717.490564 nChanged 18 SP:Iteration 21Q (1620.536512 sec): 3 clusters Score: Raw -241358.343655 + Penalty 2632.749679 = -238725.593976 nChanged 17 SP:Iteration 22Q (1620.558167 sec): 3 clusters Score: Raw -241363.453524 + Penalty 2632.749679 = -238730.703845 nChanged 10 SP:Iteration 23Q (1620.574482 sec): 3 clusters Score: Raw -241366.205441 + Penalty 2632.749679 = -238733.455762 nChanged 6 SP:Iteration 24Q (1620.590763 sec): 3 clusters Score: Raw -241367.986200 + Penalty 2632.749679 = -238735.236521 nChanged 3 SP:Iteration 25Q (1620.606701 sec): 3 clusters Score: Raw -241369.180714 + Penalty 2632.749679 = -238736.431035 nChanged 5 SP:Iteration 26Q (1620.622788 sec): 3 clusters Score: Raw -241370.910433 + Penalty 2632.749679 = -238738.160754 nChanged 5 SP:Iteration 27Q (1620.640438 sec): 3 clusters Score: Raw -241373.265214 + Penalty 2632.749679 = -238740.515535 nChanged 8 SP:Iteration 28Q (1620.656797 sec): 3 clusters Score: Raw -241376.399756 + Penalty 2632.749679 = -238743.650077 nChanged 7 SP:Iteration 29Q (1620.672709 sec): 3 clusters Score: Raw -241378.387074 + Penalty 2632.749679 = -238745.637395 nChanged 9 SP:Iteration 30Q (1620.688988 sec): 3 clusters Score: Raw -241380.954072 + Penalty 2632.749679 = -238748.204393 nChanged 4 SP:Iteration 31Q (1620.705225 sec): 3 clusters Score: Raw -241382.194181 + Penalty 2632.749679 = -238749.444502 nChanged 3 SP:Iteration 32Q (1620.723050 sec): 3 clusters Score: Raw -241383.305241 + Penalty 2632.749679 = -238750.555562 nChanged 2 SP:Iteration 33Q (1620.739391 sec): 3 clusters Score: Raw -241383.768438 + Penalty 2632.749679 = -238751.018759 nChanged 0 SP:Iteration 34F (1620.755253 sec): 3 clusters Score: Raw -241383.768438 + Penalty 2632.749679 = -238751.018759 nChanged 0 Trying to split cluster 8 (1535 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1620.770455 sec): 2 clusters Score: Raw -120496.868048 + Penalty 1192.146420 = -119304.721628 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1620.779096 sec): 3 clusters Score: Raw -119933.217518 + Penalty 2384.292840 = -117548.924679 nChanged 514 SP:Iteration 1F (1620.787103 sec): 3 clusters Score: Raw -120499.842835 + Penalty 2384.292840 = -118115.549995 nChanged 174 SP:Iteration 2F (1620.795162 sec): 3 clusters Score: Raw -120834.261620 + Penalty 2384.292840 = -118449.968781 nChanged 133 SP:Iteration 3F (1620.803193 sec): 3 clusters Score: Raw -121041.970483 + Penalty 2384.292840 = -118657.677643 nChanged 81 SP:Iteration 4F (1620.811217 sec): 3 clusters Score: Raw -121156.392191 + Penalty 2384.292840 = -118772.099351 nChanged 56 SP:Iteration 5Q (1620.819162 sec): 3 clusters Score: Raw -121218.253627 + Penalty 2384.292840 = -118833.960788 nChanged 38 SP:Iteration 6Q (1620.827108 sec): 3 clusters Score: Raw -121255.083629 + Penalty 2384.292840 = -118870.790789 nChanged 34 SP:Iteration 7Q (1620.834968 sec): 3 clusters Score: Raw -121281.887049 + Penalty 2384.292840 = -118897.594209 nChanged 15 SP:Iteration 8Q (1620.842862 sec): 3 clusters Score: Raw -121295.510034 + Penalty 2384.292840 = -118911.217195 nChanged 16 SP:Iteration 9Q (1620.850463 sec): 3 clusters Score: Raw -121319.147894 + Penalty 2384.292840 = -118934.855055 nChanged 9 SP:Iteration 10Q (1620.858394 sec): 3 clusters Score: Raw -121325.608945 + Penalty 2384.292840 = -118941.316105 nChanged 4 SP:Iteration 11Q (1620.866315 sec): 3 clusters Score: Raw -121328.715361 + Penalty 2384.292840 = -118944.422521 nChanged 8 SP:Iteration 12Q (1620.878973 sec): 3 clusters Score: Raw -121334.616905 + Penalty 2384.292840 = -118950.324066 nChanged 3 SP:Iteration 13Q (1620.886842 sec): 3 clusters Score: Raw -121337.455900 + Penalty 2384.292840 = -118953.163060 nChanged 3 SP:Iteration 14Q (1620.894761 sec): 3 clusters Score: Raw -121339.259581 + Penalty 2384.292840 = -118954.966741 nChanged 1 SP:Iteration 15Q (1620.902671 sec): 3 clusters Score: Raw -121339.878600 + Penalty 2384.292840 = -118955.585760 nChanged 1 SP:Iteration 16Q (1620.911168 sec): 3 clusters Score: Raw -121340.604377 + Penalty 2384.292840 = -118956.311537 nChanged 0 SP:Iteration 17F (1620.919201 sec): 3 clusters Score: Raw -121340.604377 + Penalty 2384.292840 = -118956.311537 nChanged 0 Trying to split cluster 9 (18216 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1620.966463 sec): 2 clusters Score: Raw -1457262.020762 + Penalty 1594.134036 = -1455667.886725 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1621.019095 sec): 3 clusters Score: Raw -1446571.949428 + Penalty 3188.268073 = -1443383.681355 nChanged 8158 SP:Iteration 1F (1621.060232 sec): 3 clusters Score: Raw -1451047.242068 + Penalty 3188.268073 = -1447858.973995 nChanged 936 SP:Iteration 2F (1621.101783 sec): 3 clusters Score: Raw -1451412.816065 + Penalty 3188.268073 = -1448224.547993 nChanged 864 SP:Iteration 3Q (1621.143866 sec): 3 clusters Score: Raw -1451781.221894 + Penalty 3188.268073 = -1448592.953821 nChanged 862 SP:Iteration 4Q (1621.185823 sec): 3 clusters Score: Raw -1452209.526986 + Penalty 3188.268073 = -1449021.258913 nChanged 931 SP:Iteration 5F (1621.227095 sec): 3 clusters Score: Raw -1452706.297112 + Penalty 3188.268073 = -1449518.029039 nChanged 867 SP:Iteration 6Q (1621.268845 sec): 3 clusters Score: Raw -1453206.705983 + Penalty 3188.268073 = -1450018.437911 nChanged 917 SP:Iteration 7F (1621.310282 sec): 3 clusters Score: Raw -1453783.073440 + Penalty 3188.268073 = -1450594.805368 nChanged 873 SP:Iteration 8Q (1621.351808 sec): 3 clusters Score: Raw -1454341.318483 + Penalty 3188.268073 = -1451153.050411 nChanged 792 SP:Iteration 9Q (1621.393097 sec): 3 clusters Score: Raw -1454873.005698 + Penalty 3188.268073 = -1451684.737626 nChanged 743 SP:Iteration 10Q (1621.434024 sec): 3 clusters Score: Raw -1455287.641599 + Penalty 3188.268073 = -1452099.373527 nChanged 609 SP:Iteration 11Q (1621.474252 sec): 3 clusters Score: Raw -1455564.633990 + Penalty 3188.268073 = -1452376.365918 nChanged 447 SP:Iteration 12Q (1621.514227 sec): 3 clusters Score: Raw -1455747.110020 + Penalty 3188.268073 = -1452558.841948 nChanged 377 SP:Iteration 13Q (1621.553493 sec): 3 clusters Score: Raw -1455887.969900 + Penalty 3188.268073 = -1452699.701827 nChanged 329 SP:Iteration 14Q (1621.592900 sec): 3 clusters Score: Raw -1456008.171895 + Penalty 3188.268073 = -1452819.903822 nChanged 314 SP:Iteration 15Q (1621.631687 sec): 3 clusters Score: Raw -1456121.574727 + Penalty 3188.268073 = -1452933.306654 nChanged 264 SP:Iteration 16Q (1621.671137 sec): 3 clusters Score: Raw -1456206.931815 + Penalty 3188.268073 = -1453018.663743 nChanged 261 SP:Iteration 17Q (1621.709350 sec): 3 clusters Score: Raw -1456302.956513 + Penalty 3188.268073 = -1453114.688440 nChanged 301 SP:Iteration 18Q (1621.747346 sec): 3 clusters Score: Raw -1456428.348408 + Penalty 3188.268073 = -1453240.080335 nChanged 281 SP:Iteration 19Q (1621.784716 sec): 3 clusters Score: Raw -1456545.149576 + Penalty 3188.268073 = -1453356.881504 nChanged 249 SP:Iteration 20F (1621.826057 sec): 3 clusters Score: Raw -1456646.235213 + Penalty 3188.268073 = -1453457.967141 nChanged 254 SP:Iteration 21Q (1621.863410 sec): 3 clusters Score: Raw -1456758.086140 + Penalty 3188.268073 = -1453569.818068 nChanged 243 SP:Iteration 22Q (1621.903799 sec): 3 clusters Score: Raw -1456863.270979 + Penalty 3188.268073 = -1453675.002906 nChanged 205 SP:Iteration 23Q (1621.940284 sec): 3 clusters Score: Raw -1456957.494294 + Penalty 3188.268073 = -1453769.226221 nChanged 190 SP:Iteration 24Q (1621.979864 sec): 3 clusters Score: Raw -1457047.200688 + Penalty 3188.268073 = -1453858.932616 nChanged 189 SP:Iteration 25Q (1622.016029 sec): 3 clusters Score: Raw -1457136.364650 + Penalty 3188.268073 = -1453948.096578 nChanged 143 SP:Iteration 26Q (1622.070318 sec): 3 clusters Score: Raw -1457201.067355 + Penalty 3188.268073 = -1454012.799283 nChanged 129 SP:Iteration 27Q (1622.105700 sec): 3 clusters Score: Raw -1457256.742302 + Penalty 3188.268073 = -1454068.474230 nChanged 111 SP:Iteration 28Q (1622.140790 sec): 3 clusters Score: Raw -1457304.085393 + Penalty 3188.268073 = -1454115.817321 nChanged 89 SP:Iteration 29Q (1622.175459 sec): 3 clusters Score: Raw -1457343.706558 + Penalty 3188.268073 = -1454155.438485 nChanged 92 SP:Iteration 30Q (1622.210342 sec): 3 clusters Score: Raw -1457387.718243 + Penalty 3188.268073 = -1454199.450171 nChanged 81 SP:Iteration 31Q (1622.244745 sec): 3 clusters Score: Raw -1457432.711071 + Penalty 3188.268073 = -1454244.442998 nChanged 64 SP:Iteration 32Q (1622.279403 sec): 3 clusters Score: Raw -1457467.485130 + Penalty 3188.268073 = -1454279.217057 nChanged 54 SP:Iteration 33Q (1622.313570 sec): 3 clusters Score: Raw -1457489.986506 + Penalty 3188.268073 = -1454301.718434 nChanged 36 SP:Iteration 34Q (1622.347817 sec): 3 clusters Score: Raw -1457505.523261 + Penalty 3188.268073 = -1454317.255188 nChanged 35 SP:Iteration 35Q (1622.382130 sec): 3 clusters Score: Raw -1457516.717294 + Penalty 3188.268073 = -1454328.449222 nChanged 26 SP:Iteration 36Q (1622.416359 sec): 3 clusters Score: Raw -1457525.426733 + Penalty 3188.268073 = -1454337.158660 nChanged 29 SP:Iteration 37Q (1622.450666 sec): 3 clusters Score: Raw -1457537.981379 + Penalty 3188.268073 = -1454349.713307 nChanged 30 SP:Iteration 38Q (1622.517365 sec): 3 clusters Score: Raw -1457549.312794 + Penalty 3188.268073 = -1454361.044722 nChanged 28 SP:Iteration 39Q (1622.551383 sec): 3 clusters Score: Raw -1457559.477164 + Penalty 3188.268073 = -1454371.209092 nChanged 17 SP:Iteration 40F (1622.592682 sec): 3 clusters Score: Raw -1457566.635892 + Penalty 3188.268073 = -1454378.367819 nChanged 22 SP:Iteration 41Q (1622.627092 sec): 3 clusters Score: Raw -1457574.155406 + Penalty 3188.268073 = -1454385.887333 nChanged 17 SP:Iteration 42Q (1622.667924 sec): 3 clusters Score: Raw -1457580.564918 + Penalty 3188.268073 = -1454392.296846 nChanged 18 SP:Iteration 43Q (1622.701835 sec): 3 clusters Score: Raw -1457587.583498 + Penalty 3188.268073 = -1454399.315425 nChanged 15 SP:Iteration 44Q (1622.735814 sec): 3 clusters Score: Raw -1457593.634073 + Penalty 3188.268073 = -1454405.366000 nChanged 18 SP:Iteration 45Q (1622.769969 sec): 3 clusters Score: Raw -1457599.713654 + Penalty 3188.268073 = -1454411.445581 nChanged 16 SP:Iteration 46Q (1622.809416 sec): 3 clusters Score: Raw -1457605.834160 + Penalty 3188.268073 = -1454417.566087 nChanged 21 SP:Iteration 47Q (1622.843196 sec): 3 clusters Score: Raw -1457615.525379 + Penalty 3188.268073 = -1454427.257307 nChanged 14 SP:Iteration 48Q (1622.877387 sec): 3 clusters Score: Raw -1457620.071396 + Penalty 3188.268073 = -1454431.803323 nChanged 10 SP:Iteration 49Q (1622.916652 sec): 3 clusters Score: Raw -1457624.153425 + Penalty 3188.268073 = -1454435.885353 nChanged 8 SP:Iteration 50Q (1622.950103 sec): 3 clusters Score: Raw -1457626.983321 + Penalty 3188.268073 = -1454438.715248 nChanged 8 SP:Iteration 51Q (1622.984079 sec): 3 clusters Score: Raw -1457630.271199 + Penalty 3188.268073 = -1454442.003127 nChanged 5 SP:Iteration 52Q (1623.020654 sec): 3 clusters Score: Raw -1457632.178494 + Penalty 3188.268073 = -1454443.910422 nChanged 3 SP:Iteration 53Q (1623.054493 sec): 3 clusters Score: Raw -1457633.873073 + Penalty 3188.268073 = -1454445.605000 nChanged 5 SP:Iteration 54Q (1623.088546 sec): 3 clusters Score: Raw -1457635.626141 + Penalty 3188.268073 = -1454447.358069 nChanged 6 SP:Iteration 55Q (1623.125345 sec): 3 clusters Score: Raw -1457638.018579 + Penalty 3188.268073 = -1454449.750506 nChanged 5 SP:Iteration 56Q (1623.159037 sec): 3 clusters Score: Raw -1457639.786517 + Penalty 3188.268073 = -1454451.518444 nChanged 3 SP:Iteration 57Q (1623.193096 sec): 3 clusters Score: Raw -1457642.695443 + Penalty 3188.268073 = -1454454.427370 nChanged 7 SP:Iteration 58Q (1623.227116 sec): 3 clusters Score: Raw -1457645.172211 + Penalty 3188.268073 = -1454456.904139 nChanged 4 SP:Iteration 59Q (1623.267931 sec): 3 clusters Score: Raw -1457646.661872 + Penalty 3188.268073 = -1454458.393799 nChanged 3 SP:Iteration 60F (1623.309492 sec): 3 clusters Score: Raw -1457649.032900 + Penalty 3188.268073 = -1454460.764828 nChanged 6 SP:Iteration 61Q (1623.343344 sec): 3 clusters Score: Raw -1457651.514717 + Penalty 3188.268073 = -1454463.246644 nChanged 4 SP:Iteration 62Q (1623.377046 sec): 3 clusters Score: Raw -1457652.603290 + Penalty 3188.268073 = -1454464.335218 nChanged 3 SP:Iteration 63Q (1623.411572 sec): 3 clusters Score: Raw -1457653.609065 + Penalty 3188.268073 = -1454465.340992 nChanged 1 SP:Iteration 64Q (1623.475473 sec): 3 clusters Score: Raw -1457653.952142 + Penalty 3188.268073 = -1454465.684069 nChanged 1 SP:Iteration 65Q (1623.512203 sec): 3 clusters Score: Raw -1457654.302007 + Penalty 3188.268073 = -1454466.033934 nChanged 1 SP:Iteration 66Q (1623.554397 sec): 3 clusters Score: Raw -1457654.903726 + Penalty 3188.268073 = -1454466.635653 nChanged 1 SP:Iteration 67Q (1623.588513 sec): 3 clusters Score: Raw -1457655.226151 + Penalty 3188.268073 = -1454466.958079 nChanged 1 SP:Iteration 68Q (1623.622630 sec): 3 clusters Score: Raw -1457655.571504 + Penalty 3188.268073 = -1454467.303432 nChanged 1 SP:Iteration 69Q (1623.670026 sec): 3 clusters Score: Raw -1457655.937910 + Penalty 3188.268073 = -1454467.669837 nChanged 1 SP:Iteration 70Q (1623.703673 sec): 3 clusters Score: Raw -1457656.410285 + Penalty 3188.268073 = -1454468.142213 nChanged 1 SP:Iteration 71Q (1623.771217 sec): 3 clusters Score: Raw -1457657.498002 + Penalty 3188.268073 = -1454469.229930 nChanged 3 SP:Iteration 72Q (1623.804856 sec): 3 clusters Score: Raw -1457658.866345 + Penalty 3188.268073 = -1454470.598272 nChanged 4 SP:Iteration 73Q (1623.864781 sec): 3 clusters Score: Raw -1457660.346289 + Penalty 3188.268073 = -1454472.078217 nChanged 1 SP:Iteration 74Q (1623.898553 sec): 3 clusters Score: Raw -1457660.632828 + Penalty 3188.268073 = -1454472.364756 nChanged 1 SP:Iteration 75Q (1623.932174 sec): 3 clusters Score: Raw -1457660.991466 + Penalty 3188.268073 = -1454472.723394 nChanged 0 SP:Iteration 76F (1623.983336 sec): 3 clusters Score: Raw -1457660.991466 + Penalty 3188.268073 = -1454472.723394 nChanged 0 Trying to split cluster 10 (1499 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1623.995938 sec): 2 clusters Score: Raw -122057.891590 + Penalty 1188.289943 = -120869.601646 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1624.004403 sec): 3 clusters Score: Raw -121483.172978 + Penalty 2376.579887 = -119106.593091 nChanged 497 SP:Iteration 1F (1624.012197 sec): 3 clusters Score: Raw -121807.571655 + Penalty 2376.579887 = -119430.991768 nChanged 112 SP:Iteration 2F (1624.020213 sec): 3 clusters Score: Raw -121892.141267 + Penalty 2376.579887 = -119515.561380 nChanged 70 SP:Iteration 3Q (1624.034926 sec): 3 clusters Score: Raw -121946.016028 + Penalty 2376.579887 = -119569.436141 nChanged 46 SP:Iteration 4Q (1624.043445 sec): 3 clusters Score: Raw -121983.663728 + Penalty 2376.579887 = -119607.083841 nChanged 35 SP:Iteration 5Q (1624.062994 sec): 3 clusters Score: Raw -122013.337736 + Penalty 2376.579887 = -119636.757849 nChanged 28 SP:Iteration 6Q (1624.071301 sec): 3 clusters Score: Raw -122038.534711 + Penalty 2376.579887 = -119661.954824 nChanged 22 SP:Iteration 7Q (1624.079550 sec): 3 clusters Score: Raw -122060.393313 + Penalty 2376.579887 = -119683.813426 nChanged 24 SP:Iteration 8Q (1624.088561 sec): 3 clusters Score: Raw -122079.226421 + Penalty 2376.579887 = -119702.646534 nChanged 16 SP:Iteration 9Q (1624.096314 sec): 3 clusters Score: Raw -122092.683306 + Penalty 2376.579887 = -119716.103419 nChanged 15 SP:Iteration 10Q (1624.104127 sec): 3 clusters Score: Raw -122114.084480 + Penalty 2376.579887 = -119737.504593 nChanged 21 SP:Iteration 11Q (1624.111985 sec): 3 clusters Score: Raw -122134.051069 + Penalty 2376.579887 = -119757.471182 nChanged 25 SP:Iteration 12Q (1624.119982 sec): 3 clusters Score: Raw -122149.008290 + Penalty 2376.579887 = -119772.428403 nChanged 26 SP:Iteration 13Q (1624.127949 sec): 3 clusters Score: Raw -122166.271777 + Penalty 2376.579887 = -119789.691890 nChanged 15 SP:Iteration 14Q (1624.135712 sec): 3 clusters Score: Raw -122175.511980 + Penalty 2376.579887 = -119798.932093 nChanged 12 SP:Iteration 15Q (1624.149176 sec): 3 clusters Score: Raw -122183.661023 + Penalty 2376.579887 = -119807.081136 nChanged 13 SP:Iteration 16Q (1624.157004 sec): 3 clusters Score: Raw -122193.851127 + Penalty 2376.579887 = -119817.271240 nChanged 10 SP:Iteration 17Q (1624.164733 sec): 3 clusters Score: Raw -122198.731476 + Penalty 2376.579887 = -119822.151589 nChanged 7 SP:Iteration 18Q (1624.181173 sec): 3 clusters Score: Raw -122202.847657 + Penalty 2376.579887 = -119826.267770 nChanged 8 SP:Iteration 19Q (1624.188954 sec): 3 clusters Score: Raw -122208.324457 + Penalty 2376.579887 = -119831.744570 nChanged 7 SP:Iteration 20F (1624.196770 sec): 3 clusters Score: Raw -122213.875122 + Penalty 2376.579887 = -119837.295235 nChanged 5 SP:Iteration 21Q (1624.211113 sec): 3 clusters Score: Raw -122216.712440 + Penalty 2376.579887 = -119840.132553 nChanged 4 SP:Iteration 22Q (1624.218817 sec): 3 clusters Score: Raw -122219.153748 + Penalty 2376.579887 = -119842.573861 nChanged 2 SP:Iteration 23Q (1624.226553 sec): 3 clusters Score: Raw -122220.137335 + Penalty 2376.579887 = -119843.557448 nChanged 5 SP:Iteration 24Q (1624.234359 sec): 3 clusters Score: Raw -122222.074838 + Penalty 2376.579887 = -119845.494951 nChanged 2 SP:Iteration 25Q (1624.242039 sec): 3 clusters Score: Raw -122223.299573 + Penalty 2376.579887 = -119846.719686 nChanged 2 SP:Iteration 26Q (1624.249809 sec): 3 clusters Score: Raw -122224.293603 + Penalty 2376.579887 = -119847.713716 nChanged 2 SP:Iteration 27Q (1624.257535 sec): 3 clusters Score: Raw -122225.497184 + Penalty 2376.579887 = -119848.917297 nChanged 2 SP:Iteration 28Q (1624.265476 sec): 3 clusters Score: Raw -122226.224282 + Penalty 2376.579887 = -119849.644395 nChanged 2 SP:Iteration 29Q (1624.273912 sec): 3 clusters Score: Raw -122227.042486 + Penalty 2376.579887 = -119850.462599 nChanged 3 SP:Iteration 30Q (1624.281626 sec): 3 clusters Score: Raw -122228.328957 + Penalty 2376.579887 = -119851.749070 nChanged 2 SP:Iteration 31Q (1624.301940 sec): 3 clusters Score: Raw -122228.891049 + Penalty 2376.579887 = -119852.311162 nChanged 2 SP:Iteration 32Q (1624.314381 sec): 3 clusters Score: Raw -122230.204734 + Penalty 2376.579887 = -119853.624847 nChanged 2 SP:Iteration 33Q (1624.322098 sec): 3 clusters Score: Raw -122231.022592 + Penalty 2376.579887 = -119854.442705 nChanged 1 SP:Iteration 34Q (1624.333060 sec): 3 clusters Score: Raw -122231.374085 + Penalty 2376.579887 = -119854.794198 nChanged 0 SP:Iteration 35F (1624.340901 sec): 3 clusters Score: Raw -122231.374085 + Penalty 2376.579887 = -119854.794198 nChanged 0 Trying to split cluster 11 (21394 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1624.387484 sec): 2 clusters Score: Raw -1730032.402325 + Penalty 1620.265691 = -1728412.136635 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1624.452047 sec): 3 clusters Score: Raw -1717070.085288 + Penalty 3240.531381 = -1713829.553907 nChanged 9701 SP:Iteration 1F (1624.510109 sec): 3 clusters Score: Raw -1722752.703524 + Penalty 3240.531381 = -1719512.172143 nChanged 1368 SP:Iteration 2F (1624.577708 sec): 3 clusters Score: Raw -1723475.917089 + Penalty 3240.531381 = -1720235.385708 nChanged 1481 SP:Iteration 3F (1624.626975 sec): 3 clusters Score: Raw -1724361.861905 + Penalty 3240.531381 = -1721121.330524 nChanged 1459 SP:Iteration 4F (1624.673207 sec): 3 clusters Score: Raw -1725339.013809 + Penalty 3240.531381 = -1722098.482428 nChanged 1441 SP:Iteration 5F (1624.719946 sec): 3 clusters Score: Raw -1726456.523033 + Penalty 3240.531381 = -1723215.991652 nChanged 1279 SP:Iteration 6F (1624.766043 sec): 3 clusters Score: Raw -1727525.995041 + Penalty 3240.531381 = -1724285.463660 nChanged 1047 SP:Iteration 7Q (1624.813707 sec): 3 clusters Score: Raw -1728419.845593 + Penalty 3240.531381 = -1725179.314212 nChanged 787 SP:Iteration 8Q (1624.859856 sec): 3 clusters Score: Raw -1729230.497976 + Penalty 3240.531381 = -1725989.966595 nChanged 549 SP:Iteration 9Q (1624.904314 sec): 3 clusters Score: Raw -1729826.225153 + Penalty 3240.531381 = -1726585.693772 nChanged 367 SP:Iteration 10Q (1624.945628 sec): 3 clusters Score: Raw -1730160.655191 + Penalty 3240.531381 = -1726920.123810 nChanged 268 SP:Iteration 11Q (1624.985307 sec): 3 clusters Score: Raw -1730381.924806 + Penalty 3240.531381 = -1727141.393425 nChanged 187 SP:Iteration 12Q (1625.024334 sec): 3 clusters Score: Raw -1730514.763438 + Penalty 3240.531381 = -1727274.232057 nChanged 135 SP:Iteration 13Q (1625.062847 sec): 3 clusters Score: Raw -1730620.405021 + Penalty 3240.531381 = -1727379.873640 nChanged 122 SP:Iteration 14Q (1625.101157 sec): 3 clusters Score: Raw -1730711.339022 + Penalty 3240.531381 = -1727470.807640 nChanged 89 SP:Iteration 15Q (1625.139241 sec): 3 clusters Score: Raw -1730763.626591 + Penalty 3240.531381 = -1727523.095210 nChanged 67 SP:Iteration 16Q (1625.177127 sec): 3 clusters Score: Raw -1730799.811808 + Penalty 3240.531381 = -1727559.280427 nChanged 62 SP:Iteration 17Q (1625.214787 sec): 3 clusters Score: Raw -1730845.410604 + Penalty 3240.531381 = -1727604.879223 nChanged 60 SP:Iteration 18Q (1625.278909 sec): 3 clusters Score: Raw -1730896.101184 + Penalty 3240.531381 = -1727655.569803 nChanged 57 SP:Iteration 19Q (1625.316078 sec): 3 clusters Score: Raw -1730938.773072 + Penalty 3240.531381 = -1727698.241691 nChanged 55 SP:Iteration 20F (1625.369672 sec): 3 clusters Score: Raw -1730975.873363 + Penalty 3240.531381 = -1727735.341982 nChanged 42 SP:Iteration 21Q (1625.406646 sec): 3 clusters Score: Raw -1730994.736693 + Penalty 3240.531381 = -1727754.205312 nChanged 31 SP:Iteration 22Q (1625.443746 sec): 3 clusters Score: Raw -1731006.749125 + Penalty 3240.531381 = -1727766.217744 nChanged 23 SP:Iteration 23Q (1625.481053 sec): 3 clusters Score: Raw -1731015.452537 + Penalty 3240.531381 = -1727774.921156 nChanged 15 SP:Iteration 24Q (1625.518347 sec): 3 clusters Score: Raw -1731019.661633 + Penalty 3240.531381 = -1727779.130252 nChanged 10 SP:Iteration 25Q (1625.555457 sec): 3 clusters Score: Raw -1731023.566512 + Penalty 3240.531381 = -1727783.035131 nChanged 10 SP:Iteration 26Q (1625.592621 sec): 3 clusters Score: Raw -1731026.328614 + Penalty 3240.531381 = -1727785.797233 nChanged 6 SP:Iteration 27Q (1625.629712 sec): 3 clusters Score: Raw -1731027.335977 + Penalty 3240.531381 = -1727786.804596 nChanged 3 SP:Iteration 28Q (1625.666856 sec): 3 clusters Score: Raw -1731027.951647 + Penalty 3240.531381 = -1727787.420266 nChanged 0 SP:Iteration 29F (1625.713055 sec): 3 clusters Score: Raw -1731027.951647 + Penalty 3240.531381 = -1727787.420266 nChanged 0 Trying to split cluster 12 (2687 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1625.728517 sec): 2 clusters Score: Raw -214754.714767 + Penalty 1283.129349 = -213471.585418 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1625.742564 sec): 3 clusters Score: Raw -213511.171184 + Penalty 2566.258698 = -210944.912487 nChanged 1001 SP:Iteration 1F (1625.755865 sec): 3 clusters Score: Raw -214157.379711 + Penalty 2566.258698 = -211591.121013 nChanged 244 SP:Iteration 2F (1625.769092 sec): 3 clusters Score: Raw -214338.592559 + Penalty 2566.258698 = -211772.333861 nChanged 152 SP:Iteration 3F (1625.782298 sec): 3 clusters Score: Raw -214451.185249 + Penalty 2566.258698 = -211884.926551 nChanged 142 SP:Iteration 4F (1625.795482 sec): 3 clusters Score: Raw -214566.670862 + Penalty 2566.258698 = -212000.412164 nChanged 119 SP:Iteration 5Q (1625.808627 sec): 3 clusters Score: Raw -214662.684301 + Penalty 2566.258698 = -212096.425603 nChanged 104 SP:Iteration 6Q (1625.821820 sec): 3 clusters Score: Raw -214767.899467 + Penalty 2566.258698 = -212201.640769 nChanged 102 SP:Iteration 7Q (1625.834997 sec): 3 clusters Score: Raw -214885.341505 + Penalty 2566.258698 = -212319.082808 nChanged 95 SP:Iteration 8Q (1625.848054 sec): 3 clusters Score: Raw -215028.058534 + Penalty 2566.258698 = -212461.799836 nChanged 103 SP:Iteration 9Q (1625.861228 sec): 3 clusters Score: Raw -215172.233290 + Penalty 2566.258698 = -212605.974592 nChanged 104 SP:Iteration 10Q (1625.874357 sec): 3 clusters Score: Raw -215279.531853 + Penalty 2566.258698 = -212713.273155 nChanged 60 SP:Iteration 11Q (1625.887608 sec): 3 clusters Score: Raw -215341.192145 + Penalty 2566.258698 = -212774.933447 nChanged 40 SP:Iteration 12Q (1625.900669 sec): 3 clusters Score: Raw -215373.550431 + Penalty 2566.258698 = -212807.291733 nChanged 27 SP:Iteration 13Q (1625.913641 sec): 3 clusters Score: Raw -215394.424883 + Penalty 2566.258698 = -212828.166186 nChanged 26 SP:Iteration 14Q (1625.926696 sec): 3 clusters Score: Raw -215415.615258 + Penalty 2566.258698 = -212849.356560 nChanged 24 SP:Iteration 15Q (1625.939718 sec): 3 clusters Score: Raw -215433.216317 + Penalty 2566.258698 = -212866.957620 nChanged 15 SP:Iteration 16Q (1625.952600 sec): 3 clusters Score: Raw -215446.113988 + Penalty 2566.258698 = -212879.855291 nChanged 7 SP:Iteration 17Q (1625.965446 sec): 3 clusters Score: Raw -215452.448957 + Penalty 2566.258698 = -212886.190260 nChanged 4 SP:Iteration 18Q (1625.978293 sec): 3 clusters Score: Raw -215455.803444 + Penalty 2566.258698 = -212889.544746 nChanged 7 SP:Iteration 19Q (1625.991205 sec): 3 clusters Score: Raw -215462.210497 + Penalty 2566.258698 = -212895.951799 nChanged 8 SP:Iteration 20F (1626.004411 sec): 3 clusters Score: Raw -215472.812769 + Penalty 2566.258698 = -212906.554071 nChanged 16 SP:Iteration 21Q (1626.017416 sec): 3 clusters Score: Raw -215492.019293 + Penalty 2566.258698 = -212925.760595 nChanged 9 SP:Iteration 22Q (1626.030306 sec): 3 clusters Score: Raw -215503.167874 + Penalty 2566.258698 = -212936.909177 nChanged 8 SP:Iteration 23Q (1626.043082 sec): 3 clusters Score: Raw -215519.804499 + Penalty 2566.258698 = -212953.545801 nChanged 8 SP:Iteration 24Q (1626.055813 sec): 3 clusters Score: Raw -215543.434495 + Penalty 2566.258698 = -212977.175798 nChanged 15 SP:Iteration 25Q (1626.068658 sec): 3 clusters Score: Raw -215566.006325 + Penalty 2566.258698 = -212999.747628 nChanged 12 SP:Iteration 26Q (1626.081485 sec): 3 clusters Score: Raw -215580.025739 + Penalty 2566.258698 = -213013.767042 nChanged 8 SP:Iteration 27Q (1626.094287 sec): 3 clusters Score: Raw -215591.180634 + Penalty 2566.258698 = -213024.921937 nChanged 8 SP:Iteration 28Q (1626.106967 sec): 3 clusters Score: Raw -215597.682655 + Penalty 2566.258698 = -213031.423957 nChanged 5 SP:Iteration 29Q (1626.122123 sec): 3 clusters Score: Raw -215603.796241 + Penalty 2566.258698 = -213037.537543 nChanged 5 SP:Iteration 30Q (1626.134792 sec): 3 clusters Score: Raw -215611.212528 + Penalty 2566.258698 = -213044.953830 nChanged 6 SP:Iteration 31Q (1626.147463 sec): 3 clusters Score: Raw -215617.125125 + Penalty 2566.258698 = -213050.866427 nChanged 2 SP:Iteration 32Q (1626.160196 sec): 3 clusters Score: Raw -215620.292543 + Penalty 2566.258698 = -213054.033845 nChanged 4 SP:Iteration 33Q (1626.172738 sec): 3 clusters Score: Raw -215624.237536 + Penalty 2566.258698 = -213057.978838 nChanged 4 SP:Iteration 34Q (1626.185250 sec): 3 clusters Score: Raw -215627.532924 + Penalty 2566.258698 = -213061.274226 nChanged 1 SP:Iteration 35Q (1626.234582 sec): 3 clusters Score: Raw -215627.901929 + Penalty 2566.258698 = -213061.643232 nChanged 0 SP:Iteration 36F (1626.279333 sec): 3 clusters Score: Raw -215627.901929 + Penalty 2566.258698 = -213061.643232 nChanged 0 Trying to split cluster 13 (3583 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1626.312716 sec): 2 clusters Score: Raw -254499.032432 + Penalty 1329.892804 = -253169.139628 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1626.331633 sec): 3 clusters Score: Raw -252778.533036 + Penalty 2659.785608 = -250118.747428 nChanged 1396 SP:Iteration 1F (1626.357254 sec): 3 clusters Score: Raw -253652.465110 + Penalty 2659.785608 = -250992.679502 nChanged 309 SP:Iteration 2F (1626.375126 sec): 3 clusters Score: Raw -253897.918698 + Penalty 2659.785608 = -251238.133090 nChanged 228 SP:Iteration 3F (1626.392896 sec): 3 clusters Score: Raw -254068.400104 + Penalty 2659.785608 = -251408.614496 nChanged 170 SP:Iteration 4Q (1626.410647 sec): 3 clusters Score: Raw -254168.001561 + Penalty 2659.785608 = -251508.215953 nChanged 143 SP:Iteration 5Q (1626.428402 sec): 3 clusters Score: Raw -254255.800362 + Penalty 2659.785608 = -251596.014754 nChanged 132 SP:Iteration 6Q (1626.446119 sec): 3 clusters Score: Raw -254339.074899 + Penalty 2659.785608 = -251679.289290 nChanged 120 SP:Iteration 7Q (1626.463787 sec): 3 clusters Score: Raw -254404.517915 + Penalty 2659.785608 = -251744.732306 nChanged 95 SP:Iteration 8Q (1626.481344 sec): 3 clusters Score: Raw -254480.344237 + Penalty 2659.785608 = -251820.558629 nChanged 136 SP:Iteration 9Q (1626.499020 sec): 3 clusters Score: Raw -254591.330249 + Penalty 2659.785608 = -251931.544641 nChanged 139 SP:Iteration 10Q (1626.516705 sec): 3 clusters Score: Raw -254712.622928 + Penalty 2659.785608 = -252052.837320 nChanged 132 SP:Iteration 11Q (1626.534298 sec): 3 clusters Score: Raw -254838.280497 + Penalty 2659.785608 = -252178.494889 nChanged 131 SP:Iteration 12Q (1626.551892 sec): 3 clusters Score: Raw -254931.069889 + Penalty 2659.785608 = -252271.284281 nChanged 102 SP:Iteration 13Q (1626.569272 sec): 3 clusters Score: Raw -254997.836517 + Penalty 2659.785608 = -252338.050909 nChanged 85 SP:Iteration 14Q (1626.586808 sec): 3 clusters Score: Raw -255052.313173 + Penalty 2659.785608 = -252392.527565 nChanged 76 SP:Iteration 15Q (1626.604161 sec): 3 clusters Score: Raw -255125.317345 + Penalty 2659.785608 = -252465.531737 nChanged 81 SP:Iteration 16Q (1626.621624 sec): 3 clusters Score: Raw -255201.750450 + Penalty 2659.785608 = -252541.964842 nChanged 87 SP:Iteration 17Q (1626.639065 sec): 3 clusters Score: Raw -255277.975634 + Penalty 2659.785608 = -252618.190026 nChanged 65 SP:Iteration 18Q (1626.656442 sec): 3 clusters Score: Raw -255312.097347 + Penalty 2659.785608 = -252652.311739 nChanged 43 SP:Iteration 19Q (1626.673793 sec): 3 clusters Score: Raw -255338.310742 + Penalty 2659.785608 = -252678.525134 nChanged 42 SP:Iteration 20F (1626.691549 sec): 3 clusters Score: Raw -255368.466481 + Penalty 2659.785608 = -252708.680873 nChanged 50 SP:Iteration 21Q (1626.708871 sec): 3 clusters Score: Raw -255393.564898 + Penalty 2659.785608 = -252733.779289 nChanged 35 SP:Iteration 22Q (1626.726207 sec): 3 clusters Score: Raw -255410.119094 + Penalty 2659.785608 = -252750.333486 nChanged 23 SP:Iteration 23Q (1626.743461 sec): 3 clusters Score: Raw -255416.636496 + Penalty 2659.785608 = -252756.850888 nChanged 14 SP:Iteration 24Q (1626.760560 sec): 3 clusters Score: Raw -255419.286274 + Penalty 2659.785608 = -252759.500666 nChanged 7 SP:Iteration 25Q (1626.777853 sec): 3 clusters Score: Raw -255421.318937 + Penalty 2659.785608 = -252761.533329 nChanged 3 SP:Iteration 26Q (1626.795124 sec): 3 clusters Score: Raw -255422.025522 + Penalty 2659.785608 = -252762.239914 nChanged 4 SP:Iteration 27Q (1626.812373 sec): 3 clusters Score: Raw -255423.721161 + Penalty 2659.785608 = -252763.935552 nChanged 2 SP:Iteration 28Q (1626.829633 sec): 3 clusters Score: Raw -255423.955844 + Penalty 2659.785608 = -252764.170236 nChanged 1 SP:Iteration 29Q (1626.846878 sec): 3 clusters Score: Raw -255424.096020 + Penalty 2659.785608 = -252764.310412 nChanged 3 SP:Iteration 30Q (1626.864156 sec): 3 clusters Score: Raw -255424.731249 + Penalty 2659.785608 = -252764.945641 nChanged 2 SP:Iteration 31Q (1626.881403 sec): 3 clusters Score: Raw -255425.648248 + Penalty 2659.785608 = -252765.862640 nChanged 4 SP:Iteration 32Q (1626.898673 sec): 3 clusters Score: Raw -255431.812074 + Penalty 2659.785608 = -252772.026465 nChanged 14 SP:Iteration 33Q (1626.915713 sec): 3 clusters Score: Raw -255444.438111 + Penalty 2659.785608 = -252784.652503 nChanged 13 SP:Iteration 34Q (1626.932975 sec): 3 clusters Score: Raw -255449.624177 + Penalty 2659.785608 = -252789.838569 nChanged 13 SP:Iteration 35Q (1626.950196 sec): 3 clusters Score: Raw -255454.636951 + Penalty 2659.785608 = -252794.851343 nChanged 7 SP:Iteration 36Q (1626.967413 sec): 3 clusters Score: Raw -255457.270707 + Penalty 2659.785608 = -252797.485099 nChanged 6 SP:Iteration 37Q (1626.984455 sec): 3 clusters Score: Raw -255459.498998 + Penalty 2659.785608 = -252799.713390 nChanged 5 SP:Iteration 38Q (1627.001469 sec): 3 clusters Score: Raw -255462.151132 + Penalty 2659.785608 = -252802.365524 nChanged 7 SP:Iteration 39Q (1627.018550 sec): 3 clusters Score: Raw -255467.281420 + Penalty 2659.785608 = -252807.495812 nChanged 10 SP:Iteration 40F (1627.036266 sec): 3 clusters Score: Raw -255471.320649 + Penalty 2659.785608 = -252811.535041 nChanged 8 SP:Iteration 41Q (1627.053504 sec): 3 clusters Score: Raw -255474.238245 + Penalty 2659.785608 = -252814.452637 nChanged 12 SP:Iteration 42Q (1627.070754 sec): 3 clusters Score: Raw -255478.566807 + Penalty 2659.785608 = -252818.781199 nChanged 9 SP:Iteration 43Q (1627.087980 sec): 3 clusters Score: Raw -255481.107670 + Penalty 2659.785608 = -252821.322062 nChanged 8 SP:Iteration 44Q (1627.105161 sec): 3 clusters Score: Raw -255482.969664 + Penalty 2659.785608 = -252823.184056 nChanged 6 SP:Iteration 45Q (1627.122397 sec): 3 clusters Score: Raw -255484.562687 + Penalty 2659.785608 = -252824.777079 nChanged 2 SP:Iteration 46Q (1627.139569 sec): 3 clusters Score: Raw -255485.103138 + Penalty 2659.785608 = -252825.317530 nChanged 4 SP:Iteration 47Q (1627.156710 sec): 3 clusters Score: Raw -255486.622238 + Penalty 2659.785608 = -252826.836630 nChanged 4 SP:Iteration 48Q (1627.173871 sec): 3 clusters Score: Raw -255488.363979 + Penalty 2659.785608 = -252828.578371 nChanged 8 SP:Iteration 49Q (1627.191069 sec): 3 clusters Score: Raw -255491.109886 + Penalty 2659.785608 = -252831.324278 nChanged 6 SP:Iteration 50Q (1627.208105 sec): 3 clusters Score: Raw -255495.438444 + Penalty 2659.785608 = -252835.652836 nChanged 10 SP:Iteration 51Q (1627.225293 sec): 3 clusters Score: Raw -255497.992273 + Penalty 2659.785608 = -252838.206665 nChanged 3 SP:Iteration 52Q (1627.242474 sec): 3 clusters Score: Raw -255498.697386 + Penalty 2659.785608 = -252838.911777 nChanged 3 SP:Iteration 53Q (1627.259444 sec): 3 clusters Score: Raw -255500.005455 + Penalty 2659.785608 = -252840.219846 nChanged 6 SP:Iteration 54Q (1627.276486 sec): 3 clusters Score: Raw -255501.361132 + Penalty 2659.785608 = -252841.575524 nChanged 6 SP:Iteration 55Q (1627.293662 sec): 3 clusters Score: Raw -255503.231176 + Penalty 2659.785608 = -252843.445568 nChanged 5 SP:Iteration 56Q (1627.310853 sec): 3 clusters Score: Raw -255504.905513 + Penalty 2659.785608 = -252845.119905 nChanged 5 SP:Iteration 57Q (1627.327995 sec): 3 clusters Score: Raw -255506.173377 + Penalty 2659.785608 = -252846.387769 nChanged 6 SP:Iteration 58Q (1627.345006 sec): 3 clusters Score: Raw -255508.698531 + Penalty 2659.785608 = -252848.912923 nChanged 7 SP:Iteration 59Q (1627.362156 sec): 3 clusters Score: Raw -255511.690372 + Penalty 2659.785608 = -252851.904764 nChanged 5 SP:Iteration 60F (1627.379903 sec): 3 clusters Score: Raw -255513.692477 + Penalty 2659.785608 = -252853.906869 nChanged 4 SP:Iteration 61Q (1627.397067 sec): 3 clusters Score: Raw -255515.157495 + Penalty 2659.785608 = -252855.371887 nChanged 5 SP:Iteration 62Q (1627.414240 sec): 3 clusters Score: Raw -255516.612703 + Penalty 2659.785608 = -252856.827095 nChanged 3 SP:Iteration 63Q (1627.431225 sec): 3 clusters Score: Raw -255519.244413 + Penalty 2659.785608 = -252859.458805 nChanged 9 SP:Iteration 64Q (1627.448377 sec): 3 clusters Score: Raw -255527.492834 + Penalty 2659.785608 = -252867.707226 nChanged 8 SP:Iteration 65Q (1627.465365 sec): 3 clusters Score: Raw -255531.494674 + Penalty 2659.785608 = -252871.709066 nChanged 5 SP:Iteration 66Q (1627.482487 sec): 3 clusters Score: Raw -255533.569282 + Penalty 2659.785608 = -252873.783674 nChanged 7 SP:Iteration 67Q (1627.499652 sec): 3 clusters Score: Raw -255535.999320 + Penalty 2659.785608 = -252876.213712 nChanged 4 SP:Iteration 68Q (1627.516769 sec): 3 clusters Score: Raw -255537.455885 + Penalty 2659.785608 = -252877.670277 nChanged 5 SP:Iteration 69Q (1627.533912 sec): 3 clusters Score: Raw -255543.684588 + Penalty 2659.785608 = -252883.898980 nChanged 5 SP:Iteration 70Q (1627.551007 sec): 3 clusters Score: Raw -255545.313910 + Penalty 2659.785608 = -252885.528302 nChanged 1 SP:Iteration 71Q (1627.568165 sec): 3 clusters Score: Raw -255545.496963 + Penalty 2659.785608 = -252885.711355 nChanged 0 SP:Iteration 72F (1627.585849 sec): 3 clusters Score: Raw -255545.496963 + Penalty 2659.785608 = -252885.711355 nChanged 0 Trying to split cluster 14 (18980 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1627.620025 sec): 2 clusters Score: Raw -1598067.071457 + Penalty 1600.810424 = -1596466.261032 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1627.664425 sec): 3 clusters Score: Raw -1586821.545814 + Penalty 3201.620848 = -1583619.924966 nChanged 8453 SP:Iteration 1F (1627.706746 sec): 3 clusters Score: Raw -1591320.804459 + Penalty 3201.620848 = -1588119.183611 nChanged 950 SP:Iteration 2F (1627.749615 sec): 3 clusters Score: Raw -1591611.595818 + Penalty 3201.620848 = -1588409.974970 nChanged 781 SP:Iteration 3Q (1627.792939 sec): 3 clusters Score: Raw -1591832.479541 + Penalty 3201.620848 = -1588630.858693 nChanged 664 SP:Iteration 4Q (1627.836312 sec): 3 clusters Score: Raw -1592040.503233 + Penalty 3201.620848 = -1588838.882384 nChanged 674 SP:Iteration 5Q (1627.879435 sec): 3 clusters Score: Raw -1592253.620455 + Penalty 3201.620848 = -1589051.999606 nChanged 663 SP:Iteration 6Q (1627.922910 sec): 3 clusters Score: Raw -1592470.887003 + Penalty 3201.620848 = -1589269.266154 nChanged 659 SP:Iteration 7Q (1627.966034 sec): 3 clusters Score: Raw -1592713.057800 + Penalty 3201.620848 = -1589511.436951 nChanged 708 SP:Iteration 8Q (1628.009049 sec): 3 clusters Score: Raw -1593009.322731 + Penalty 3201.620848 = -1589807.701883 nChanged 749 SP:Iteration 9Q (1628.052024 sec): 3 clusters Score: Raw -1593373.224231 + Penalty 3201.620848 = -1590171.603382 nChanged 792 SP:Iteration 10Q (1628.125884 sec): 3 clusters Score: Raw -1593829.672779 + Penalty 3201.620848 = -1590628.051931 nChanged 864 SP:Iteration 11Q (1628.173523 sec): 3 clusters Score: Raw -1594409.331305 + Penalty 3201.620848 = -1591207.710456 nChanged 861 SP:Iteration 12Q (1628.214925 sec): 3 clusters Score: Raw -1594986.990472 + Penalty 3201.620848 = -1591785.369623 nChanged 795 SP:Iteration 13Q (1628.265172 sec): 3 clusters Score: Raw -1595493.941947 + Penalty 3201.620848 = -1592292.321099 nChanged 696 SP:Iteration 14Q (1628.317575 sec): 3 clusters Score: Raw -1595879.672504 + Penalty 3201.620848 = -1592678.051655 nChanged 524 SP:Iteration 15Q (1628.358534 sec): 3 clusters Score: Raw -1596114.311422 + Penalty 3201.620848 = -1592912.690573 nChanged 390 SP:Iteration 16Q (1628.399252 sec): 3 clusters Score: Raw -1596263.836970 + Penalty 3201.620848 = -1593062.216122 nChanged 314 SP:Iteration 17Q (1628.440073 sec): 3 clusters Score: Raw -1596381.464998 + Penalty 3201.620848 = -1593179.844150 nChanged 243 SP:Iteration 18Q (1628.515342 sec): 3 clusters Score: Raw -1596459.580035 + Penalty 3201.620848 = -1593257.959186 nChanged 205 SP:Iteration 19Q (1628.553961 sec): 3 clusters Score: Raw -1596522.836145 + Penalty 3201.620848 = -1593321.215297 nChanged 214 SP:Iteration 20F (1628.596134 sec): 3 clusters Score: Raw -1596589.814728 + Penalty 3201.620848 = -1593388.193879 nChanged 213 SP:Iteration 21Q (1628.635715 sec): 3 clusters Score: Raw -1596658.508052 + Penalty 3201.620848 = -1593456.887203 nChanged 195 SP:Iteration 22Q (1628.675060 sec): 3 clusters Score: Raw -1596728.193719 + Penalty 3201.620848 = -1593526.572870 nChanged 196 SP:Iteration 23Q (1628.714330 sec): 3 clusters Score: Raw -1596796.855449 + Penalty 3201.620848 = -1593595.234600 nChanged 195 SP:Iteration 24Q (1628.753410 sec): 3 clusters Score: Raw -1596872.698205 + Penalty 3201.620848 = -1593671.077357 nChanged 189 SP:Iteration 25Q (1628.792149 sec): 3 clusters Score: Raw -1596948.184473 + Penalty 3201.620848 = -1593746.563625 nChanged 177 SP:Iteration 26Q (1628.830925 sec): 3 clusters Score: Raw -1597028.902309 + Penalty 3201.620848 = -1593827.281461 nChanged 200 SP:Iteration 27Q (1628.869622 sec): 3 clusters Score: Raw -1597112.820000 + Penalty 3201.620848 = -1593911.199152 nChanged 169 SP:Iteration 28Q (1628.907967 sec): 3 clusters Score: Raw -1597173.405975 + Penalty 3201.620848 = -1593971.785126 nChanged 146 SP:Iteration 29Q (1628.949785 sec): 3 clusters Score: Raw -1597234.628017 + Penalty 3201.620848 = -1594033.007168 nChanged 156 SP:Iteration 30Q (1628.988198 sec): 3 clusters Score: Raw -1597307.130360 + Penalty 3201.620848 = -1594105.509512 nChanged 152 SP:Iteration 31Q (1629.025281 sec): 3 clusters Score: Raw -1597376.945965 + Penalty 3201.620848 = -1594175.325117 nChanged 157 SP:Iteration 32Q (1629.063160 sec): 3 clusters Score: Raw -1597447.976368 + Penalty 3201.620848 = -1594246.355520 nChanged 149 SP:Iteration 33Q (1629.100969 sec): 3 clusters Score: Raw -1597516.903512 + Penalty 3201.620848 = -1594315.282664 nChanged 155 SP:Iteration 34Q (1629.138606 sec): 3 clusters Score: Raw -1597581.742694 + Penalty 3201.620848 = -1594380.121846 nChanged 136 SP:Iteration 35Q (1629.176258 sec): 3 clusters Score: Raw -1597644.154231 + Penalty 3201.620848 = -1594442.533382 nChanged 142 SP:Iteration 36Q (1629.213859 sec): 3 clusters Score: Raw -1597705.282587 + Penalty 3201.620848 = -1594503.661739 nChanged 125 SP:Iteration 37Q (1629.251142 sec): 3 clusters Score: Raw -1597761.229083 + Penalty 3201.620848 = -1594559.608234 nChanged 114 SP:Iteration 38Q (1629.288377 sec): 3 clusters Score: Raw -1597808.162715 + Penalty 3201.620848 = -1594606.541867 nChanged 102 SP:Iteration 39Q (1629.325413 sec): 3 clusters Score: Raw -1597846.332779 + Penalty 3201.620848 = -1594644.711931 nChanged 102 SP:Iteration 40F (1629.367831 sec): 3 clusters Score: Raw -1597890.849987 + Penalty 3201.620848 = -1594689.229138 nChanged 88 SP:Iteration 41Q (1629.404913 sec): 3 clusters Score: Raw -1597927.284271 + Penalty 3201.620848 = -1594725.663423 nChanged 82 SP:Iteration 42Q (1629.464145 sec): 3 clusters Score: Raw -1597961.487061 + Penalty 3201.620848 = -1594759.866213 nChanged 75 SP:Iteration 43Q (1629.501415 sec): 3 clusters Score: Raw -1597992.133572 + Penalty 3201.620848 = -1594790.512724 nChanged 62 SP:Iteration 44Q (1629.546894 sec): 3 clusters Score: Raw -1598013.852210 + Penalty 3201.620848 = -1594812.231362 nChanged 53 SP:Iteration 45Q (1629.583864 sec): 3 clusters Score: Raw -1598035.618384 + Penalty 3201.620848 = -1594833.997535 nChanged 45 SP:Iteration 46Q (1629.620833 sec): 3 clusters Score: Raw -1598055.499850 + Penalty 3201.620848 = -1594853.879001 nChanged 42 SP:Iteration 47Q (1629.667194 sec): 3 clusters Score: Raw -1598072.360305 + Penalty 3201.620848 = -1594870.739457 nChanged 36 SP:Iteration 48Q (1629.703174 sec): 3 clusters Score: Raw -1598087.206776 + Penalty 3201.620848 = -1594885.585927 nChanged 29 SP:Iteration 49Q (1629.739730 sec): 3 clusters Score: Raw -1598101.510457 + Penalty 3201.620848 = -1594899.889609 nChanged 34 SP:Iteration 50Q (1629.810320 sec): 3 clusters Score: Raw -1598116.283764 + Penalty 3201.620848 = -1594914.662915 nChanged 30 SP:Iteration 51Q (1629.853135 sec): 3 clusters Score: Raw -1598128.375201 + Penalty 3201.620848 = -1594926.754353 nChanged 27 SP:Iteration 52Q (1629.889880 sec): 3 clusters Score: Raw -1598138.868597 + Penalty 3201.620848 = -1594937.247749 nChanged 23 SP:Iteration 53Q (1629.926565 sec): 3 clusters Score: Raw -1598148.835214 + Penalty 3201.620848 = -1594947.214366 nChanged 22 SP:Iteration 54Q (1629.976056 sec): 3 clusters Score: Raw -1598159.298528 + Penalty 3201.620848 = -1594957.677679 nChanged 20 SP:Iteration 55Q (1630.040013 sec): 3 clusters Score: Raw -1598167.270872 + Penalty 3201.620848 = -1594965.650023 nChanged 17 SP:Iteration 56Q (1630.091878 sec): 3 clusters Score: Raw -1598174.498287 + Penalty 3201.620848 = -1594972.877438 nChanged 15 SP:Iteration 57Q (1630.148738 sec): 3 clusters Score: Raw -1598179.284699 + Penalty 3201.620848 = -1594977.663851 nChanged 19 SP:Iteration 58Q (1630.185948 sec): 3 clusters Score: Raw -1598188.532670 + Penalty 3201.620848 = -1594986.911822 nChanged 19 SP:Iteration 59Q (1630.223749 sec): 3 clusters Score: Raw -1598199.048804 + Penalty 3201.620848 = -1594997.427956 nChanged 24 SP:Iteration 60F (1630.268808 sec): 3 clusters Score: Raw -1598210.608466 + Penalty 3201.620848 = -1595008.987618 nChanged 16 SP:Iteration 61Q (1630.305576 sec): 3 clusters Score: Raw -1598219.003655 + Penalty 3201.620848 = -1595017.382807 nChanged 15 SP:Iteration 62Q (1630.350684 sec): 3 clusters Score: Raw -1598227.236829 + Penalty 3201.620848 = -1595025.615980 nChanged 17 SP:Iteration 63Q (1630.387282 sec): 3 clusters Score: Raw -1598235.696799 + Penalty 3201.620848 = -1595034.075950 nChanged 17 SP:Iteration 64Q (1630.423854 sec): 3 clusters Score: Raw -1598243.982204 + Penalty 3201.620848 = -1595042.361355 nChanged 14 SP:Iteration 65Q (1630.489929 sec): 3 clusters Score: Raw -1598248.969347 + Penalty 3201.620848 = -1595047.348498 nChanged 12 SP:Iteration 66Q (1630.526414 sec): 3 clusters Score: Raw -1598254.118340 + Penalty 3201.620848 = -1595052.497492 nChanged 6 SP:Iteration 67Q (1630.580504 sec): 3 clusters Score: Raw -1598256.599357 + Penalty 3201.620848 = -1595054.978508 nChanged 8 SP:Iteration 68Q (1630.613782 sec): 3 clusters Score: Raw -1598259.862339 + Penalty 3201.620848 = -1595058.241491 nChanged 10 SP:Iteration 69Q (1630.657830 sec): 3 clusters Score: Raw -1598263.977856 + Penalty 3201.620848 = -1595062.357008 nChanged 6 SP:Iteration 70Q (1630.693144 sec): 3 clusters Score: Raw -1598266.204128 + Penalty 3201.620848 = -1595064.583279 nChanged 10 SP:Iteration 71Q (1630.729629 sec): 3 clusters Score: Raw -1598270.918589 + Penalty 3201.620848 = -1595069.297741 nChanged 5 SP:Iteration 72Q (1630.766160 sec): 3 clusters Score: Raw -1598273.713962 + Penalty 3201.620848 = -1595072.093113 nChanged 6 SP:Iteration 73Q (1630.818200 sec): 3 clusters Score: Raw -1598275.720560 + Penalty 3201.620848 = -1595074.099711 nChanged 2 SP:Iteration 74Q (1630.854384 sec): 3 clusters Score: Raw -1598276.501991 + Penalty 3201.620848 = -1595074.881143 nChanged 5 SP:Iteration 75Q (1630.891065 sec): 3 clusters Score: Raw -1598278.471840 + Penalty 3201.620848 = -1595076.850992 nChanged 3 SP:Iteration 76Q (1630.927415 sec): 3 clusters Score: Raw -1598279.835976 + Penalty 3201.620848 = -1595078.215127 nChanged 5 SP:Iteration 77Q (1630.963643 sec): 3 clusters Score: Raw -1598282.141921 + Penalty 3201.620848 = -1595080.521073 nChanged 4 SP:Iteration 78Q (1630.999732 sec): 3 clusters Score: Raw -1598283.793978 + Penalty 3201.620848 = -1595082.173130 nChanged 4 SP:Iteration 79Q (1631.035772 sec): 3 clusters Score: Raw -1598285.232368 + Penalty 3201.620848 = -1595083.611519 nChanged 7 SP:Iteration 80F (1631.078227 sec): 3 clusters Score: Raw -1598287.416622 + Penalty 3201.620848 = -1595085.795774 nChanged 0 Trying to split cluster 15 (52524 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1631.158529 sec): 2 clusters Score: Raw -4166786.797957 + Penalty 1766.216642 = -4165020.581316 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1631.260258 sec): 3 clusters Score: Raw -4133311.413035 + Penalty 3532.433283 = -4129778.979752 nChanged 24737 SP:Iteration 1F (1631.356149 sec): 3 clusters Score: Raw -4147885.218675 + Penalty 3532.433283 = -4144352.785392 nChanged 2501 SP:Iteration 2Q (1631.489324 sec): 3 clusters Score: Raw -4148817.740807 + Penalty 3532.433283 = -4145285.307524 nChanged 2679 SP:Iteration 3F (1631.587452 sec): 3 clusters Score: Raw -4149990.973347 + Penalty 3532.433283 = -4146458.540063 nChanged 2861 SP:Iteration 4F (1631.698770 sec): 3 clusters Score: Raw -4151397.746913 + Penalty 3532.433283 = -4147865.313630 nChanged 3023 SP:Iteration 5F (1631.799943 sec): 3 clusters Score: Raw -4153055.743968 + Penalty 3532.433283 = -4149523.310685 nChanged 3092 SP:Iteration 6F (1631.903548 sec): 3 clusters Score: Raw -4154968.018577 + Penalty 3532.433283 = -4151435.585294 nChanged 3025 SP:Iteration 7F (1632.033672 sec): 3 clusters Score: Raw -4156952.651004 + Penalty 3532.433283 = -4153420.217721 nChanged 2728 SP:Iteration 8F (1632.146143 sec): 3 clusters Score: Raw -4158696.586862 + Penalty 3532.433283 = -4155164.153578 nChanged 2264 SP:Iteration 9Q (1632.246445 sec): 3 clusters Score: Raw -4160045.107935 + Penalty 3532.433283 = -4156512.674652 nChanged 1797 SP:Iteration 10Q (1632.357026 sec): 3 clusters Score: Raw -4160864.784490 + Penalty 3532.433283 = -4157332.351206 nChanged 1326 SP:Iteration 11Q (1632.452999 sec): 3 clusters Score: Raw -4161382.111222 + Penalty 3532.433283 = -4157849.677939 nChanged 1009 SP:Iteration 12Q (1632.547900 sec): 3 clusters Score: Raw -4161733.455563 + Penalty 3532.433283 = -4158201.022280 nChanged 857 SP:Iteration 13Q (1632.641821 sec): 3 clusters Score: Raw -4162047.032612 + Penalty 3532.433283 = -4158514.599328 nChanged 837 SP:Iteration 14Q (1632.735264 sec): 3 clusters Score: Raw -4162346.942755 + Penalty 3532.433283 = -4158814.509472 nChanged 791 SP:Iteration 15Q (1632.828191 sec): 3 clusters Score: Raw -4162628.867867 + Penalty 3532.433283 = -4159096.434584 nChanged 778 SP:Iteration 16Q (1632.932425 sec): 3 clusters Score: Raw -4162906.619351 + Penalty 3532.433283 = -4159374.186068 nChanged 786 SP:Iteration 17Q (1633.025499 sec): 3 clusters Score: Raw -4163175.975106 + Penalty 3532.433283 = -4159643.541823 nChanged 724 SP:Iteration 18Q (1633.115755 sec): 3 clusters Score: Raw -4163419.672225 + Penalty 3532.433283 = -4159887.238942 nChanged 702 SP:Iteration 19Q (1633.208707 sec): 3 clusters Score: Raw -4163662.014626 + Penalty 3532.433283 = -4160129.581343 nChanged 641 SP:Iteration 20F (1633.336616 sec): 3 clusters Score: Raw -4163892.619879 + Penalty 3532.433283 = -4160360.186596 nChanged 614 SP:Iteration 21Q (1633.450621 sec): 3 clusters Score: Raw -4164113.211926 + Penalty 3532.433283 = -4160580.778643 nChanged 645 SP:Iteration 22Q (1633.540559 sec): 3 clusters Score: Raw -4164330.745245 + Penalty 3532.433283 = -4160798.311962 nChanged 613 SP:Iteration 23Q (1633.665202 sec): 3 clusters Score: Raw -4164551.975074 + Penalty 3532.433283 = -4161019.541791 nChanged 594 SP:Iteration 24Q (1633.765086 sec): 3 clusters Score: Raw -4164750.665276 + Penalty 3532.433283 = -4161218.231993 nChanged 586 SP:Iteration 25Q (1633.854013 sec): 3 clusters Score: Raw -4164935.355066 + Penalty 3532.433283 = -4161402.921783 nChanged 520 SP:Iteration 26Q (1633.941958 sec): 3 clusters Score: Raw -4165073.414287 + Penalty 3532.433283 = -4161540.981004 nChanged 430 SP:Iteration 27Q (1634.041664 sec): 3 clusters Score: Raw -4165173.431615 + Penalty 3532.433283 = -4161640.998332 nChanged 400 SP:Iteration 28Q (1634.146911 sec): 3 clusters Score: Raw -4165259.112802 + Penalty 3532.433283 = -4161726.679519 nChanged 353 SP:Iteration 29Q (1634.234145 sec): 3 clusters Score: Raw -4165329.108427 + Penalty 3532.433283 = -4161796.675143 nChanged 360 SP:Iteration 30Q (1634.321253 sec): 3 clusters Score: Raw -4165399.633428 + Penalty 3532.433283 = -4161867.200145 nChanged 346 SP:Iteration 31Q (1634.406227 sec): 3 clusters Score: Raw -4165465.383393 + Penalty 3532.433283 = -4161932.950109 nChanged 330 SP:Iteration 32Q (1634.514790 sec): 3 clusters Score: Raw -4165529.732501 + Penalty 3532.433283 = -4161997.299218 nChanged 311 SP:Iteration 33Q (1634.601736 sec): 3 clusters Score: Raw -4165588.629786 + Penalty 3532.433283 = -4162056.196503 nChanged 274 SP:Iteration 34Q (1634.687704 sec): 3 clusters Score: Raw -4165639.157596 + Penalty 3532.433283 = -4162106.724313 nChanged 287 SP:Iteration 35Q (1634.774237 sec): 3 clusters Score: Raw -4165692.947275 + Penalty 3532.433283 = -4162160.513992 nChanged 280 SP:Iteration 36Q (1634.859461 sec): 3 clusters Score: Raw -4165748.437833 + Penalty 3532.433283 = -4162216.004550 nChanged 289 SP:Iteration 37Q (1634.945667 sec): 3 clusters Score: Raw -4165805.468531 + Penalty 3532.433283 = -4162273.035248 nChanged 277 SP:Iteration 38Q (1635.030290 sec): 3 clusters Score: Raw -4165861.763905 + Penalty 3532.433283 = -4162329.330621 nChanged 279 SP:Iteration 39Q (1635.116295 sec): 3 clusters Score: Raw -4165923.154488 + Penalty 3532.433283 = -4162390.721205 nChanged 265 SP:Iteration 40F (1635.217658 sec): 3 clusters Score: Raw -4165978.979338 + Penalty 3532.433283 = -4162446.546055 nChanged 250 SP:Iteration 41Q (1635.302461 sec): 3 clusters Score: Raw -4166031.018389 + Penalty 3532.433283 = -4162498.585105 nChanged 250 SP:Iteration 42Q (1635.389135 sec): 3 clusters Score: Raw -4166086.697297 + Penalty 3532.433283 = -4162554.264014 nChanged 262 SP:Iteration 43Q (1635.473472 sec): 3 clusters Score: Raw -4166144.987643 + Penalty 3532.433283 = -4162612.554360 nChanged 261 SP:Iteration 44Q (1635.560086 sec): 3 clusters Score: Raw -4166214.269923 + Penalty 3532.433283 = -4162681.836640 nChanged 258 SP:Iteration 45Q (1635.643836 sec): 3 clusters Score: Raw -4166279.563784 + Penalty 3532.433283 = -4162747.130501 nChanged 239 SP:Iteration 46Q (1635.731076 sec): 3 clusters Score: Raw -4166337.332755 + Penalty 3532.433283 = -4162804.899472 nChanged 207 SP:Iteration 47Q (1635.814557 sec): 3 clusters Score: Raw -4166386.021344 + Penalty 3532.433283 = -4162853.588061 nChanged 212 SP:Iteration 48Q (1635.901779 sec): 3 clusters Score: Raw -4166437.767596 + Penalty 3532.433283 = -4162905.334312 nChanged 188 SP:Iteration 49Q (1635.984810 sec): 3 clusters Score: Raw -4166486.175440 + Penalty 3532.433283 = -4162953.742157 nChanged 189 SP:Iteration 50Q (1636.072326 sec): 3 clusters Score: Raw -4166534.094561 + Penalty 3532.433283 = -4163001.661277 nChanged 179 SP:Iteration 51Q (1636.154934 sec): 3 clusters Score: Raw -4166574.295894 + Penalty 3532.433283 = -4163041.862611 nChanged 152 SP:Iteration 52Q (1636.236417 sec): 3 clusters Score: Raw -4166607.586394 + Penalty 3532.433283 = -4163075.153111 nChanged 147 SP:Iteration 53Q (1636.317848 sec): 3 clusters Score: Raw -4166642.835179 + Penalty 3532.433283 = -4163110.401896 nChanged 145 SP:Iteration 54Q (1636.399048 sec): 3 clusters Score: Raw -4166679.836087 + Penalty 3532.433283 = -4163147.402804 nChanged 143 SP:Iteration 55Q (1636.480235 sec): 3 clusters Score: Raw -4166719.504700 + Penalty 3532.433283 = -4163187.071416 nChanged 120 SP:Iteration 56Q (1636.561157 sec): 3 clusters Score: Raw -4166752.010737 + Penalty 3532.433283 = -4163219.577454 nChanged 128 SP:Iteration 57Q (1636.641796 sec): 3 clusters Score: Raw -4166789.232807 + Penalty 3532.433283 = -4163256.799523 nChanged 119 SP:Iteration 58Q (1636.722405 sec): 3 clusters Score: Raw -4166821.959567 + Penalty 3532.433283 = -4163289.526283 nChanged 115 SP:Iteration 59Q (1636.802783 sec): 3 clusters Score: Raw -4166848.249419 + Penalty 3532.433283 = -4163315.816136 nChanged 93 SP:Iteration 60F (1636.897626 sec): 3 clusters Score: Raw -4166871.072828 + Penalty 3532.433283 = -4163338.639545 nChanged 75 SP:Iteration 61Q (1636.977981 sec): 3 clusters Score: Raw -4166888.223855 + Penalty 3532.433283 = -4163355.790572 nChanged 64 SP:Iteration 62Q (1637.058045 sec): 3 clusters Score: Raw -4166900.754733 + Penalty 3532.433283 = -4163368.321450 nChanged 59 SP:Iteration 63Q (1637.138022 sec): 3 clusters Score: Raw -4166912.618365 + Penalty 3532.433283 = -4163380.185082 nChanged 61 SP:Iteration 64Q (1637.218094 sec): 3 clusters Score: Raw -4166924.142232 + Penalty 3532.433283 = -4163391.708949 nChanged 44 SP:Iteration 65Q (1637.297673 sec): 3 clusters Score: Raw -4166934.731737 + Penalty 3532.433283 = -4163402.298454 nChanged 58 SP:Iteration 66Q (1637.380184 sec): 3 clusters Score: Raw -4166949.125025 + Penalty 3532.433283 = -4163416.691742 nChanged 59 SP:Iteration 67Q (1637.459650 sec): 3 clusters Score: Raw -4166963.912831 + Penalty 3532.433283 = -4163431.479548 nChanged 55 SP:Iteration 68Q (1637.540259 sec): 3 clusters Score: Raw -4166976.972573 + Penalty 3532.433283 = -4163444.539290 nChanged 65 SP:Iteration 69Q (1637.620057 sec): 3 clusters Score: Raw -4166995.102716 + Penalty 3532.433283 = -4163462.669433 nChanged 60 SP:Iteration 70Q (1637.699470 sec): 3 clusters Score: Raw -4167011.729082 + Penalty 3532.433283 = -4163479.295799 nChanged 70 SP:Iteration 71Q (1637.778558 sec): 3 clusters Score: Raw -4167031.837758 + Penalty 3532.433283 = -4163499.404475 nChanged 52 SP:Iteration 72Q (1637.857845 sec): 3 clusters Score: Raw -4167045.849864 + Penalty 3532.433283 = -4163513.416581 nChanged 51 SP:Iteration 73Q (1637.936896 sec): 3 clusters Score: Raw -4167061.207472 + Penalty 3532.433283 = -4163528.774189 nChanged 54 SP:Iteration 74Q (1638.016654 sec): 3 clusters Score: Raw -4167080.515677 + Penalty 3532.433283 = -4163548.082393 nChanged 53 SP:Iteration 75Q (1638.096436 sec): 3 clusters Score: Raw -4167100.800507 + Penalty 3532.433283 = -4163568.367224 nChanged 46 SP:Iteration 76Q (1638.175257 sec): 3 clusters Score: Raw -4167119.178785 + Penalty 3532.433283 = -4163586.745502 nChanged 49 SP:Iteration 77Q (1638.254036 sec): 3 clusters Score: Raw -4167140.664849 + Penalty 3532.433283 = -4163608.231565 nChanged 42 SP:Iteration 78Q (1638.332681 sec): 3 clusters Score: Raw -4167154.472411 + Penalty 3532.433283 = -4163622.039128 nChanged 39 SP:Iteration 79Q (1638.411327 sec): 3 clusters Score: Raw -4167165.966139 + Penalty 3532.433283 = -4163633.532855 nChanged 29 SP:Iteration 80F (1638.505804 sec): 3 clusters Score: Raw -4167176.830201 + Penalty 3532.433283 = -4163644.396918 nChanged 27 SP:Iteration 81Q (1638.584431 sec): 3 clusters Score: Raw -4167184.072574 + Penalty 3532.433283 = -4163651.639290 nChanged 22 SP:Iteration 82Q (1638.662643 sec): 3 clusters Score: Raw -4167189.402123 + Penalty 3532.433283 = -4163656.968839 nChanged 18 SP:Iteration 83Q (1638.741896 sec): 3 clusters Score: Raw -4167193.175501 + Penalty 3532.433283 = -4163660.742218 nChanged 10 SP:Iteration 84Q (1638.820612 sec): 3 clusters Score: Raw -4167196.402527 + Penalty 3532.433283 = -4163663.969244 nChanged 11 SP:Iteration 85Q (1638.899221 sec): 3 clusters Score: Raw -4167198.309766 + Penalty 3532.433283 = -4163665.876483 nChanged 4 SP:Iteration 86Q (1638.977669 sec): 3 clusters Score: Raw -4167200.035594 + Penalty 3532.433283 = -4163667.602311 nChanged 5 SP:Iteration 87Q (1639.056186 sec): 3 clusters Score: Raw -4167202.291361 + Penalty 3532.433283 = -4163669.858078 nChanged 8 SP:Iteration 88Q (1639.133900 sec): 3 clusters Score: Raw -4167204.124493 + Penalty 3532.433283 = -4163671.691209 nChanged 7 SP:Iteration 89Q (1639.213321 sec): 3 clusters Score: Raw -4167205.617950 + Penalty 3532.433283 = -4163673.184667 nChanged 1 SP:Iteration 90Q (1639.292101 sec): 3 clusters Score: Raw -4167206.032714 + Penalty 3532.433283 = -4163673.599431 nChanged 2 SP:Iteration 91Q (1639.370651 sec): 3 clusters Score: Raw -4167206.244420 + Penalty 3532.433283 = -4163673.811136 nChanged 1 SP:Iteration 92Q (1639.449090 sec): 3 clusters Score: Raw -4167206.608000 + Penalty 3532.433283 = -4163674.174717 nChanged 1 SP:Iteration 93Q (1639.527547 sec): 3 clusters Score: Raw -4167206.878432 + Penalty 3532.433283 = -4163674.445149 nChanged 3 SP:Iteration 94Q (1639.616429 sec): 3 clusters Score: Raw -4167208.609127 + Penalty 3532.433283 = -4163676.175844 nChanged 7 SP:Iteration 95Q (1639.694830 sec): 3 clusters Score: Raw -4167211.387088 + Penalty 3532.433283 = -4163678.953805 nChanged 12 SP:Iteration 96Q (1639.784615 sec): 3 clusters Score: Raw -4167214.262717 + Penalty 3532.433283 = -4163681.829434 nChanged 12 SP:Iteration 97Q (1639.863158 sec): 3 clusters Score: Raw -4167216.805163 + Penalty 3532.433283 = -4163684.371880 nChanged 6 SP:Iteration 98Q (1639.941648 sec): 3 clusters Score: Raw -4167217.964197 + Penalty 3532.433283 = -4163685.530914 nChanged 9 SP:Iteration 99Q (1640.020162 sec): 3 clusters Score: Raw -4167220.808279 + Penalty 3532.433283 = -4163688.374996 nChanged 6 SP:Iteration 100F (1640.114682 sec): 3 clusters Score: Raw -4167222.141180 + Penalty 3532.433283 = -4163689.707897 nChanged 2 SP:Iteration 101Q (1640.193249 sec): 3 clusters Score: Raw -4167222.625155 + Penalty 3532.433283 = -4163690.191872 nChanged 1 SP:Iteration 102Q (1640.271807 sec): 3 clusters Score: Raw -4167222.723035 + Penalty 3532.433283 = -4163690.289752 nChanged 0 SP:Iteration 103F (1640.366392 sec): 3 clusters Score: Raw -4167222.723035 + Penalty 3532.433283 = -4163690.289752 nChanged 0 Trying to split cluster 16 (975 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1640.371833 sec): 2 clusters Score: Raw -67162.484437 + Penalty 1118.396089 = -66044.088348 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1640.377704 sec): 3 clusters Score: Raw -66852.964345 + Penalty 2236.792178 = -64616.172167 nChanged 312 SP:Iteration 1F (1640.383101 sec): 3 clusters Score: Raw -67086.888309 + Penalty 2236.792178 = -64850.096131 nChanged 65 SP:Iteration 2F (1640.388487 sec): 3 clusters Score: Raw -67146.517990 + Penalty 2236.792178 = -64909.725812 nChanged 44 SP:Iteration 3Q (1640.393849 sec): 3 clusters Score: Raw -67197.522331 + Penalty 2236.792178 = -64960.730153 nChanged 32 SP:Iteration 4Q (1640.399200 sec): 3 clusters Score: Raw -67250.800193 + Penalty 2236.792178 = -65014.008015 nChanged 39 SP:Iteration 5Q (1640.404535 sec): 3 clusters Score: Raw -67296.645640 + Penalty 2236.792178 = -65059.853462 nChanged 32 SP:Iteration 6Q (1640.409907 sec): 3 clusters Score: Raw -67341.074338 + Penalty 2236.792178 = -65104.282160 nChanged 23 SP:Iteration 7Q (1640.415225 sec): 3 clusters Score: Raw -67364.026425 + Penalty 2236.792178 = -65127.234247 nChanged 17 SP:Iteration 8Q (1640.420477 sec): 3 clusters Score: Raw -67385.084506 + Penalty 2236.792178 = -65148.292328 nChanged 13 SP:Iteration 9Q (1640.425798 sec): 3 clusters Score: Raw -67401.980138 + Penalty 2236.792178 = -65165.187960 nChanged 13 SP:Iteration 10Q (1640.431099 sec): 3 clusters Score: Raw -67422.746678 + Penalty 2236.792178 = -65185.954500 nChanged 11 SP:Iteration 11Q (1640.436379 sec): 3 clusters Score: Raw -67433.950108 + Penalty 2236.792178 = -65197.157930 nChanged 8 SP:Iteration 12Q (1640.441651 sec): 3 clusters Score: Raw -67444.255600 + Penalty 2236.792178 = -65207.463422 nChanged 13 SP:Iteration 13Q (1640.446891 sec): 3 clusters Score: Raw -67463.049149 + Penalty 2236.792178 = -65226.256971 nChanged 11 SP:Iteration 14Q (1640.452178 sec): 3 clusters Score: Raw -67473.932920 + Penalty 2236.792178 = -65237.140742 nChanged 9 SP:Iteration 15Q (1640.457413 sec): 3 clusters Score: Raw -67479.612998 + Penalty 2236.792178 = -65242.820820 nChanged 3 SP:Iteration 16Q (1640.462680 sec): 3 clusters Score: Raw -67481.136451 + Penalty 2236.792178 = -65244.344273 nChanged 5 SP:Iteration 17Q (1640.467951 sec): 3 clusters Score: Raw -67485.087764 + Penalty 2236.792178 = -65248.295586 nChanged 5 SP:Iteration 18Q (1640.473266 sec): 3 clusters Score: Raw -67489.058853 + Penalty 2236.792178 = -65252.266675 nChanged 2 SP:Iteration 19Q (1640.478540 sec): 3 clusters Score: Raw -67490.781395 + Penalty 2236.792178 = -65253.989217 nChanged 0 SP:Iteration 20F (1640.483887 sec): 3 clusters Score: Raw -67490.781395 + Penalty 2236.792178 = -65253.989217 nChanged 0 Trying to split cluster 17 (23251 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1640.526456 sec): 2 clusters Score: Raw -1941639.877127 + Penalty 1633.791806 = -1940006.085321 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1640.577848 sec): 3 clusters Score: Raw -1927550.097255 + Penalty 3267.583612 = -1924282.513643 nChanged 10626 SP:Iteration 1F (1640.627391 sec): 3 clusters Score: Raw -1933434.757283 + Penalty 3267.583612 = -1930167.173671 nChanged 1190 SP:Iteration 2F (1640.676352 sec): 3 clusters Score: Raw -1933867.416588 + Penalty 3267.583612 = -1930599.832976 nChanged 1169 SP:Iteration 3F (1640.725448 sec): 3 clusters Score: Raw -1934402.858996 + Penalty 3267.583612 = -1931135.275384 nChanged 1281 SP:Iteration 4F (1640.774535 sec): 3 clusters Score: Raw -1935091.111787 + Penalty 3267.583612 = -1931823.528176 nChanged 1428 SP:Iteration 5F (1640.823737 sec): 3 clusters Score: Raw -1935934.759173 + Penalty 3267.583612 = -1932667.175561 nChanged 1503 SP:Iteration 6F (1640.872824 sec): 3 clusters Score: Raw -1936918.413846 + Penalty 3267.583612 = -1933650.830234 nChanged 1523 SP:Iteration 7F (1640.922056 sec): 3 clusters Score: Raw -1938053.862413 + Penalty 3267.583612 = -1934786.278801 nChanged 1389 SP:Iteration 8F (1640.971338 sec): 3 clusters Score: Raw -1939140.740712 + Penalty 3267.583612 = -1935873.157100 nChanged 1133 SP:Iteration 9Q (1641.020767 sec): 3 clusters Score: Raw -1940096.654366 + Penalty 3267.583612 = -1936829.070754 nChanged 856 SP:Iteration 10Q (1641.069608 sec): 3 clusters Score: Raw -1940814.176411 + Penalty 3267.583612 = -1937546.592799 nChanged 616 SP:Iteration 11Q (1641.116557 sec): 3 clusters Score: Raw -1941313.106591 + Penalty 3267.583612 = -1938045.522979 nChanged 400 SP:Iteration 12Q (1641.161020 sec): 3 clusters Score: Raw -1941607.792863 + Penalty 3267.583612 = -1938340.209251 nChanged 249 SP:Iteration 13Q (1641.203873 sec): 3 clusters Score: Raw -1941782.048356 + Penalty 3267.583612 = -1938514.464744 nChanged 173 SP:Iteration 14Q (1641.245388 sec): 3 clusters Score: Raw -1941915.562059 + Penalty 3267.583612 = -1938647.978447 nChanged 116 SP:Iteration 15Q (1641.286153 sec): 3 clusters Score: Raw -1942001.278955 + Penalty 3267.583612 = -1938733.695343 nChanged 69 SP:Iteration 16Q (1641.326320 sec): 3 clusters Score: Raw -1942042.956710 + Penalty 3267.583612 = -1938775.373098 nChanged 51 SP:Iteration 17Q (1641.366260 sec): 3 clusters Score: Raw -1942076.575946 + Penalty 3267.583612 = -1938808.992334 nChanged 42 SP:Iteration 18Q (1641.405799 sec): 3 clusters Score: Raw -1942106.697907 + Penalty 3267.583612 = -1938839.114295 nChanged 32 SP:Iteration 19Q (1641.445160 sec): 3 clusters Score: Raw -1942124.529691 + Penalty 3267.583612 = -1938856.946080 nChanged 26 SP:Iteration 20F (1641.494082 sec): 3 clusters Score: Raw -1942143.900064 + Penalty 3267.583612 = -1938876.316452 nChanged 28 SP:Iteration 21Q (1641.533575 sec): 3 clusters Score: Raw -1942160.394969 + Penalty 3267.583612 = -1938892.811357 nChanged 22 SP:Iteration 22Q (1641.572908 sec): 3 clusters Score: Raw -1942177.239122 + Penalty 3267.583612 = -1938909.655511 nChanged 17 SP:Iteration 23Q (1641.612057 sec): 3 clusters Score: Raw -1942188.934904 + Penalty 3267.583612 = -1938921.351293 nChanged 10 SP:Iteration 24Q (1641.651278 sec): 3 clusters Score: Raw -1942194.120081 + Penalty 3267.583612 = -1938926.536469 nChanged 9 SP:Iteration 25Q (1641.690304 sec): 3 clusters Score: Raw -1942197.786601 + Penalty 3267.583612 = -1938930.202989 nChanged 4 SP:Iteration 26Q (1641.729539 sec): 3 clusters Score: Raw -1942199.426125 + Penalty 3267.583612 = -1938931.842513 nChanged 2 SP:Iteration 27Q (1641.768691 sec): 3 clusters Score: Raw -1942200.793496 + Penalty 3267.583612 = -1938933.209884 nChanged 2 SP:Iteration 28Q (1641.807766 sec): 3 clusters Score: Raw -1942201.768655 + Penalty 3267.583612 = -1938934.185043 nChanged 1 SP:Iteration 29Q (1641.870294 sec): 3 clusters Score: Raw -1942202.739868 + Penalty 3267.583612 = -1938935.156256 nChanged 2 SP:Iteration 30Q (1641.939477 sec): 3 clusters Score: Raw -1942203.758580 + Penalty 3267.583612 = -1938936.174968 nChanged 2 SP:Iteration 31Q (1641.977800 sec): 3 clusters Score: Raw -1942204.820323 + Penalty 3267.583612 = -1938937.236711 nChanged 2 SP:Iteration 32Q (1642.016689 sec): 3 clusters Score: Raw -1942206.103739 + Penalty 3267.583612 = -1938938.520127 nChanged 3 SP:Iteration 33Q (1642.055666 sec): 3 clusters Score: Raw -1942207.242767 + Penalty 3267.583612 = -1938939.659155 nChanged 3 SP:Iteration 34Q (1642.094784 sec): 3 clusters Score: Raw -1942208.687696 + Penalty 3267.583612 = -1938941.104085 nChanged 1 SP:Iteration 35Q (1642.133700 sec): 3 clusters Score: Raw -1942209.059297 + Penalty 3267.583612 = -1938941.475685 nChanged 0 SP:Iteration 36F (1642.182445 sec): 3 clusters Score: Raw -1942209.059297 + Penalty 3267.583612 = -1938941.475685 nChanged 0 Trying to split cluster 18 (62981 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1642.268142 sec): 2 clusters Score: Raw -5274444.289696 + Penalty 1795.720611 = -5272648.569086 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1642.384250 sec): 3 clusters Score: Raw -5234041.074875 + Penalty 3591.441221 = -5230449.633654 nChanged 29771 SP:Iteration 1F (1642.496725 sec): 3 clusters Score: Raw -5251336.085023 + Penalty 3591.441221 = -5247744.643802 nChanged 2265 SP:Iteration 2Q (1642.615153 sec): 3 clusters Score: Raw -5251944.029729 + Penalty 3591.441221 = -5248352.588508 nChanged 2355 SP:Iteration 3Q (1642.731915 sec): 3 clusters Score: Raw -5252641.037582 + Penalty 3591.441221 = -5249049.596361 nChanged 2457 SP:Iteration 4Q (1642.850133 sec): 3 clusters Score: Raw -5253458.970552 + Penalty 3591.441221 = -5249867.529331 nChanged 2710 SP:Iteration 5Q (1642.968392 sec): 3 clusters Score: Raw -5254545.213992 + Penalty 3591.441221 = -5250953.772771 nChanged 3006 SP:Iteration 6Q (1643.086587 sec): 3 clusters Score: Raw -5255896.260166 + Penalty 3591.441221 = -5252304.818945 nChanged 3229 SP:Iteration 7F (1643.198918 sec): 3 clusters Score: Raw -5257614.085777 + Penalty 3591.441221 = -5254022.644556 nChanged 3411 SP:Iteration 8F (1643.311225 sec): 3 clusters Score: Raw -5259723.240278 + Penalty 3591.441221 = -5256131.799057 nChanged 3516 SP:Iteration 9F (1643.423799 sec): 3 clusters Score: Raw -5261909.536943 + Penalty 3591.441221 = -5258318.095722 nChanged 3180 SP:Iteration 10F (1643.536186 sec): 3 clusters Score: Raw -5263730.078796 + Penalty 3591.441221 = -5260138.637575 nChanged 2564 SP:Iteration 11Q (1643.652205 sec): 3 clusters Score: Raw -5264977.910948 + Penalty 3591.441221 = -5261386.469726 nChanged 1982 SP:Iteration 12Q (1643.766732 sec): 3 clusters Score: Raw -5265722.890606 + Penalty 3591.441221 = -5262131.449385 nChanged 1404 SP:Iteration 13Q (1643.880395 sec): 3 clusters Score: Raw -5266133.895146 + Penalty 3591.441221 = -5262542.453925 nChanged 993 SP:Iteration 14Q (1643.992981 sec): 3 clusters Score: Raw -5266404.457140 + Penalty 3591.441221 = -5262813.015919 nChanged 860 SP:Iteration 15Q (1644.104941 sec): 3 clusters Score: Raw -5266615.619099 + Penalty 3591.441221 = -5263024.177877 nChanged 834 SP:Iteration 16Q (1644.216411 sec): 3 clusters Score: Raw -5266829.778676 + Penalty 3591.441221 = -5263238.337455 nChanged 826 SP:Iteration 17Q (1644.327364 sec): 3 clusters Score: Raw -5267043.145103 + Penalty 3591.441221 = -5263451.703882 nChanged 830 SP:Iteration 18Q (1644.437710 sec): 3 clusters Score: Raw -5267261.683747 + Penalty 3591.441221 = -5263670.242526 nChanged 839 SP:Iteration 19Q (1644.547782 sec): 3 clusters Score: Raw -5267488.738034 + Penalty 3591.441221 = -5263897.296813 nChanged 837 SP:Iteration 20F (1644.660137 sec): 3 clusters Score: Raw -5267725.467580 + Penalty 3591.441221 = -5264134.026359 nChanged 896 SP:Iteration 21Q (1644.771564 sec): 3 clusters Score: Raw -5267998.117553 + Penalty 3591.441221 = -5264406.676332 nChanged 951 SP:Iteration 22Q (1644.881827 sec): 3 clusters Score: Raw -5268315.608011 + Penalty 3591.441221 = -5264724.166790 nChanged 1009 SP:Iteration 23Q (1644.990016 sec): 3 clusters Score: Raw -5268669.056185 + Penalty 3591.441221 = -5265077.614964 nChanged 1026 SP:Iteration 24Q (1645.098269 sec): 3 clusters Score: Raw -5269053.722661 + Penalty 3591.441221 = -5265462.281439 nChanged 1029 SP:Iteration 25Q (1645.205698 sec): 3 clusters Score: Raw -5269465.249343 + Penalty 3591.441221 = -5265873.808122 nChanged 1043 SP:Iteration 26Q (1645.311493 sec): 3 clusters Score: Raw -5269901.786428 + Penalty 3591.441221 = -5266310.345207 nChanged 1022 SP:Iteration 27Q (1645.416450 sec): 3 clusters Score: Raw -5270352.517972 + Penalty 3591.441221 = -5266761.076750 nChanged 1045 SP:Iteration 28Q (1645.520719 sec): 3 clusters Score: Raw -5270837.736561 + Penalty 3591.441221 = -5267246.295340 nChanged 1012 SP:Iteration 29Q (1645.624816 sec): 3 clusters Score: Raw -5271347.892562 + Penalty 3591.441221 = -5267756.451341 nChanged 977 SP:Iteration 30Q (1645.727628 sec): 3 clusters Score: Raw -5271847.676597 + Penalty 3591.441221 = -5268256.235376 nChanged 926 SP:Iteration 31Q (1645.830201 sec): 3 clusters Score: Raw -5272345.664380 + Penalty 3591.441221 = -5268754.223158 nChanged 843 SP:Iteration 32Q (1645.931256 sec): 3 clusters Score: Raw -5272792.733459 + Penalty 3591.441221 = -5269201.292238 nChanged 768 SP:Iteration 33Q (1646.031134 sec): 3 clusters Score: Raw -5273197.825837 + Penalty 3591.441221 = -5269606.384616 nChanged 658 SP:Iteration 34Q (1646.130078 sec): 3 clusters Score: Raw -5273533.014420 + Penalty 3591.441221 = -5269941.573199 nChanged 547 SP:Iteration 35Q (1646.228464 sec): 3 clusters Score: Raw -5273796.220183 + Penalty 3591.441221 = -5270204.778962 nChanged 460 SP:Iteration 36Q (1646.326092 sec): 3 clusters Score: Raw -5273996.286091 + Penalty 3591.441221 = -5270404.844870 nChanged 363 SP:Iteration 37Q (1646.423160 sec): 3 clusters Score: Raw -5274143.477350 + Penalty 3591.441221 = -5270552.036129 nChanged 288 SP:Iteration 38Q (1646.519945 sec): 3 clusters Score: Raw -5274255.741062 + Penalty 3591.441221 = -5270664.299841 nChanged 256 SP:Iteration 39Q (1646.616165 sec): 3 clusters Score: Raw -5274346.714736 + Penalty 3591.441221 = -5270755.273515 nChanged 205 SP:Iteration 40F (1646.728341 sec): 3 clusters Score: Raw -5274416.498899 + Penalty 3591.441221 = -5270825.057678 nChanged 183 SP:Iteration 41Q (1646.823767 sec): 3 clusters Score: Raw -5274485.054826 + Penalty 3591.441221 = -5270893.613605 nChanged 181 SP:Iteration 42Q (1646.919131 sec): 3 clusters Score: Raw -5274542.027499 + Penalty 3591.441221 = -5270950.586277 nChanged 131 SP:Iteration 43Q (1647.013745 sec): 3 clusters Score: Raw -5274580.882008 + Penalty 3591.441221 = -5270989.440787 nChanged 100 SP:Iteration 44Q (1647.107871 sec): 3 clusters Score: Raw -5274609.564789 + Penalty 3591.441221 = -5271018.123568 nChanged 80 SP:Iteration 45Q (1647.201879 sec): 3 clusters Score: Raw -5274630.694786 + Penalty 3591.441221 = -5271039.253565 nChanged 70 SP:Iteration 46Q (1647.295907 sec): 3 clusters Score: Raw -5274652.679660 + Penalty 3591.441221 = -5271061.238438 nChanged 75 SP:Iteration 47Q (1647.389890 sec): 3 clusters Score: Raw -5274676.403264 + Penalty 3591.441221 = -5271084.962043 nChanged 75 SP:Iteration 48Q (1647.483645 sec): 3 clusters Score: Raw -5274699.217156 + Penalty 3591.441221 = -5271107.775935 nChanged 54 SP:Iteration 49Q (1647.577405 sec): 3 clusters Score: Raw -5274717.827100 + Penalty 3591.441221 = -5271126.385879 nChanged 53 SP:Iteration 50Q (1647.671034 sec): 3 clusters Score: Raw -5274735.891121 + Penalty 3591.441221 = -5271144.449900 nChanged 45 SP:Iteration 51Q (1647.764246 sec): 3 clusters Score: Raw -5274748.728666 + Penalty 3591.441221 = -5271157.287445 nChanged 38 SP:Iteration 52Q (1647.857520 sec): 3 clusters Score: Raw -5274758.241364 + Penalty 3591.441221 = -5271166.800143 nChanged 21 SP:Iteration 53Q (1647.950734 sec): 3 clusters Score: Raw -5274764.653181 + Penalty 3591.441221 = -5271173.211960 nChanged 21 SP:Iteration 54Q (1648.043948 sec): 3 clusters Score: Raw -5274770.178407 + Penalty 3591.441221 = -5271178.737186 nChanged 23 SP:Iteration 55Q (1648.137163 sec): 3 clusters Score: Raw -5274775.597743 + Penalty 3591.441221 = -5271184.156522 nChanged 18 SP:Iteration 56Q (1648.230488 sec): 3 clusters Score: Raw -5274781.027144 + Penalty 3591.441221 = -5271189.585923 nChanged 14 SP:Iteration 57Q (1648.324374 sec): 3 clusters Score: Raw -5274784.644787 + Penalty 3591.441221 = -5271193.203566 nChanged 11 SP:Iteration 58Q (1648.418778 sec): 3 clusters Score: Raw -5274786.880072 + Penalty 3591.441221 = -5271195.438851 nChanged 7 SP:Iteration 59Q (1648.513892 sec): 3 clusters Score: Raw -5274788.455435 + Penalty 3591.441221 = -5271197.014214 nChanged 7 SP:Iteration 60F (1648.626256 sec): 3 clusters Score: Raw -5274789.939881 + Penalty 3591.441221 = -5271198.498660 nChanged 2 SP:Iteration 61Q (1648.737687 sec): 3 clusters Score: Raw -5274790.063574 + Penalty 3591.441221 = -5271198.622353 nChanged 0 SP:Iteration 62F (1648.851731 sec): 3 clusters Score: Raw -5274790.063574 + Penalty 3591.441221 = -5271198.622353 nChanged 0 Trying to split cluster 19 (6064 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1648.864063 sec): 2 clusters Score: Raw -479169.964607 + Penalty 1415.395301 = -477754.569306 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1648.887459 sec): 3 clusters Score: Raw -476023.032237 + Penalty 2830.790601 = -473192.241635 nChanged 2495 SP:Iteration 1F (1648.909962 sec): 3 clusters Score: Raw -477495.399423 + Penalty 2830.790601 = -474664.608821 nChanged 461 SP:Iteration 2F (1648.968800 sec): 3 clusters Score: Raw -477806.703764 + Penalty 2830.790601 = -474975.913162 nChanged 377 SP:Iteration 3F (1649.001868 sec): 3 clusters Score: Raw -478079.938082 + Penalty 2830.790601 = -475249.147481 nChanged 356 SP:Iteration 4F (1649.024618 sec): 3 clusters Score: Raw -478303.072948 + Penalty 2830.790601 = -475472.282346 nChanged 313 SP:Iteration 5F (1649.047387 sec): 3 clusters Score: Raw -478480.068312 + Penalty 2830.790601 = -475649.277710 nChanged 220 SP:Iteration 6Q (1649.070360 sec): 3 clusters Score: Raw -478610.829411 + Penalty 2830.790601 = -475780.038810 nChanged 211 SP:Iteration 7Q (1649.093116 sec): 3 clusters Score: Raw -478728.029118 + Penalty 2830.790601 = -475897.238516 nChanged 182 SP:Iteration 8Q (1649.115904 sec): 3 clusters Score: Raw -478822.695736 + Penalty 2830.790601 = -475991.905134 nChanged 159 SP:Iteration 9Q (1649.140244 sec): 3 clusters Score: Raw -478917.070855 + Penalty 2830.790601 = -476086.280254 nChanged 150 SP:Iteration 10Q (1649.163065 sec): 3 clusters Score: Raw -478998.784848 + Penalty 2830.790601 = -476167.994246 nChanged 120 SP:Iteration 11Q (1649.185992 sec): 3 clusters Score: Raw -479058.292721 + Penalty 2830.790601 = -476227.502120 nChanged 92 SP:Iteration 12Q (1649.242202 sec): 3 clusters Score: Raw -479101.240663 + Penalty 2830.790601 = -476270.450062 nChanged 87 SP:Iteration 13Q (1649.273493 sec): 3 clusters Score: Raw -479135.932547 + Penalty 2830.790601 = -476305.141945 nChanged 57 SP:Iteration 14Q (1649.296050 sec): 3 clusters Score: Raw -479160.415534 + Penalty 2830.790601 = -476329.624933 nChanged 51 SP:Iteration 15Q (1649.354401 sec): 3 clusters Score: Raw -479186.994459 + Penalty 2830.790601 = -476356.203857 nChanged 58 SP:Iteration 16Q (1649.376185 sec): 3 clusters Score: Raw -479210.958852 + Penalty 2830.790601 = -476380.168250 nChanged 46 SP:Iteration 17Q (1649.400640 sec): 3 clusters Score: Raw -479228.915564 + Penalty 2830.790601 = -476398.124962 nChanged 40 SP:Iteration 18Q (1649.423124 sec): 3 clusters Score: Raw -479243.125494 + Penalty 2830.790601 = -476412.334893 nChanged 38 SP:Iteration 19Q (1649.445645 sec): 3 clusters Score: Raw -479259.369655 + Penalty 2830.790601 = -476428.579054 nChanged 45 SP:Iteration 20F (1649.468438 sec): 3 clusters Score: Raw -479277.868977 + Penalty 2830.790601 = -476447.078376 nChanged 38 SP:Iteration 21Q (1649.490804 sec): 3 clusters Score: Raw -479294.841975 + Penalty 2830.790601 = -476464.051373 nChanged 36 SP:Iteration 22Q (1649.513368 sec): 3 clusters Score: Raw -479308.947044 + Penalty 2830.790601 = -476478.156442 nChanged 32 SP:Iteration 23Q (1649.535824 sec): 3 clusters Score: Raw -479321.012243 + Penalty 2830.790601 = -476490.221641 nChanged 30 SP:Iteration 24Q (1649.561757 sec): 3 clusters Score: Raw -479331.197740 + Penalty 2830.790601 = -476500.407139 nChanged 23 SP:Iteration 25Q (1649.584175 sec): 3 clusters Score: Raw -479340.929922 + Penalty 2830.790601 = -476510.139321 nChanged 18 SP:Iteration 26Q (1649.606899 sec): 3 clusters Score: Raw -479346.926453 + Penalty 2830.790601 = -476516.135852 nChanged 16 SP:Iteration 27Q (1649.629144 sec): 3 clusters Score: Raw -479353.947834 + Penalty 2830.790601 = -476523.157233 nChanged 18 SP:Iteration 28Q (1649.651083 sec): 3 clusters Score: Raw -479362.164578 + Penalty 2830.790601 = -476531.373976 nChanged 13 SP:Iteration 29Q (1649.673328 sec): 3 clusters Score: Raw -479368.692089 + Penalty 2830.790601 = -476537.901488 nChanged 13 SP:Iteration 30Q (1649.695930 sec): 3 clusters Score: Raw -479374.174427 + Penalty 2830.790601 = -476543.383826 nChanged 11 SP:Iteration 31Q (1649.718318 sec): 3 clusters Score: Raw -479381.480545 + Penalty 2830.790601 = -476550.689944 nChanged 13 SP:Iteration 32Q (1649.743860 sec): 3 clusters Score: Raw -479387.329336 + Penalty 2830.790601 = -476556.538735 nChanged 11 SP:Iteration 33Q (1649.766045 sec): 3 clusters Score: Raw -479391.465315 + Penalty 2830.790601 = -476560.674714 nChanged 4 SP:Iteration 34Q (1649.788127 sec): 3 clusters Score: Raw -479393.029913 + Penalty 2830.790601 = -476562.239311 nChanged 5 SP:Iteration 35Q (1649.810446 sec): 3 clusters Score: Raw -479394.856094 + Penalty 2830.790601 = -476564.065493 nChanged 4 SP:Iteration 36Q (1649.832897 sec): 3 clusters Score: Raw -479396.347115 + Penalty 2830.790601 = -476565.556513 nChanged 3 SP:Iteration 37Q (1649.883879 sec): 3 clusters Score: Raw -479397.372965 + Penalty 2830.790601 = -476566.582363 nChanged 2 SP:Iteration 38Q (1649.926687 sec): 3 clusters Score: Raw -479398.507161 + Penalty 2830.790601 = -476567.716559 nChanged 2 SP:Iteration 39Q (1649.948948 sec): 3 clusters Score: Raw -479399.324477 + Penalty 2830.790601 = -476568.533876 nChanged 3 SP:Iteration 40F (1649.971591 sec): 3 clusters Score: Raw -479400.619306 + Penalty 2830.790601 = -476569.828704 nChanged 2 SP:Iteration 41Q (1649.993821 sec): 3 clusters Score: Raw -479401.517391 + Penalty 2830.790601 = -476570.726789 nChanged 0 SP:Iteration 42F (1650.016839 sec): 3 clusters Score: Raw -479401.517391 + Penalty 2830.790601 = -476570.726789 nChanged 0 Trying to split cluster 20 (5351 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1650.035926 sec): 2 clusters Score: Raw -408377.516680 + Penalty 1395.068795 = -406982.447885 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1650.057777 sec): 3 clusters Score: Raw -405537.698155 + Penalty 2790.137590 = -402747.560565 nChanged 2226 SP:Iteration 1F (1650.079641 sec): 3 clusters Score: Raw -407033.213358 + Penalty 2790.137590 = -404243.075768 nChanged 554 SP:Iteration 2F (1650.101351 sec): 3 clusters Score: Raw -407766.932283 + Penalty 2790.137590 = -404976.794693 nChanged 648 SP:Iteration 3F (1650.123142 sec): 3 clusters Score: Raw -408497.612621 + Penalty 2790.137590 = -405707.475031 nChanged 497 SP:Iteration 4F (1650.179296 sec): 3 clusters Score: Raw -408975.272691 + Penalty 2790.137590 = -406185.135102 nChanged 321 SP:Iteration 5F (1650.235018 sec): 3 clusters Score: Raw -409226.168544 + Penalty 2790.137590 = -406436.030954 nChanged 192 SP:Iteration 6Q (1650.290725 sec): 3 clusters Score: Raw -409341.275081 + Penalty 2790.137590 = -406551.137491 nChanged 106 SP:Iteration 7Q (1650.316436 sec): 3 clusters Score: Raw -409399.414573 + Penalty 2790.137590 = -406609.276984 nChanged 77 SP:Iteration 8Q (1650.338065 sec): 3 clusters Score: Raw -409440.495398 + Penalty 2790.137590 = -406650.357808 nChanged 42 SP:Iteration 9Q (1650.359822 sec): 3 clusters Score: Raw -409461.132451 + Penalty 2790.137590 = -406670.994861 nChanged 41 SP:Iteration 10Q (1650.381270 sec): 3 clusters Score: Raw -409480.238587 + Penalty 2790.137590 = -406690.100998 nChanged 30 SP:Iteration 11Q (1650.405694 sec): 3 clusters Score: Raw -409493.603528 + Penalty 2790.137590 = -406703.465938 nChanged 31 SP:Iteration 12Q (1650.427537 sec): 3 clusters Score: Raw -409505.812879 + Penalty 2790.137590 = -406715.675289 nChanged 27 SP:Iteration 13Q (1650.449390 sec): 3 clusters Score: Raw -409516.850074 + Penalty 2790.137590 = -406726.712484 nChanged 20 SP:Iteration 14Q (1650.470964 sec): 3 clusters Score: Raw -409523.491221 + Penalty 2790.137590 = -406733.353631 nChanged 13 SP:Iteration 15Q (1650.492530 sec): 3 clusters Score: Raw -409526.697047 + Penalty 2790.137590 = -406736.559457 nChanged 15 SP:Iteration 16Q (1650.517801 sec): 3 clusters Score: Raw -409531.060457 + Penalty 2790.137590 = -406740.922867 nChanged 13 SP:Iteration 17Q (1650.539346 sec): 3 clusters Score: Raw -409534.972105 + Penalty 2790.137590 = -406744.834515 nChanged 11 SP:Iteration 18Q (1650.561096 sec): 3 clusters Score: Raw -409540.136889 + Penalty 2790.137590 = -406749.999299 nChanged 11 SP:Iteration 19Q (1650.582774 sec): 3 clusters Score: Raw -409544.962169 + Penalty 2790.137590 = -406754.824579 nChanged 11 SP:Iteration 20F (1650.604284 sec): 3 clusters Score: Raw -409549.122011 + Penalty 2790.137590 = -406758.984421 nChanged 7 SP:Iteration 21Q (1650.629555 sec): 3 clusters Score: Raw -409551.860093 + Penalty 2790.137590 = -406761.722503 nChanged 9 SP:Iteration 22Q (1650.651390 sec): 3 clusters Score: Raw -409554.543970 + Penalty 2790.137590 = -406764.406380 nChanged 3 SP:Iteration 23Q (1650.673027 sec): 3 clusters Score: Raw -409555.539713 + Penalty 2790.137590 = -406765.402123 nChanged 2 SP:Iteration 24Q (1650.694682 sec): 3 clusters Score: Raw -409556.399293 + Penalty 2790.137590 = -406766.261703 nChanged 2 SP:Iteration 25Q (1650.716131 sec): 3 clusters Score: Raw -409557.034958 + Penalty 2790.137590 = -406766.897368 nChanged 2 SP:Iteration 26Q (1650.737565 sec): 3 clusters Score: Raw -409557.643972 + Penalty 2790.137590 = -406767.506382 nChanged 3 SP:Iteration 27Q (1650.759041 sec): 3 clusters Score: Raw -409558.890753 + Penalty 2790.137590 = -406768.753163 nChanged 3 SP:Iteration 28Q (1650.780750 sec): 3 clusters Score: Raw -409559.898610 + Penalty 2790.137590 = -406769.761020 nChanged 1 SP:Iteration 29Q (1650.825708 sec): 3 clusters Score: Raw -409560.048654 + Penalty 2790.137590 = -406769.911064 nChanged 0 SP:Iteration 30F (1650.847491 sec): 3 clusters Score: Raw -409560.048654 + Penalty 2790.137590 = -406769.911064 nChanged 0 Trying to split cluster 21 (12527 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1650.875802 sec): 2 clusters Score: Raw -1027895.891974 + Penalty 1533.291759 = -1026362.600215 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1650.909510 sec): 3 clusters Score: Raw -1020576.793636 + Penalty 3066.583518 = -1017510.210118 nChanged 5542 SP:Iteration 1F (1650.942430 sec): 3 clusters Score: Raw -1023661.722535 + Penalty 3066.583518 = -1020595.139017 nChanged 903 SP:Iteration 2F (1650.980363 sec): 3 clusters Score: Raw -1024198.061323 + Penalty 3066.583518 = -1021131.477805 nChanged 950 SP:Iteration 3F (1651.012759 sec): 3 clusters Score: Raw -1024877.852171 + Penalty 3066.583518 = -1021811.268653 nChanged 977 SP:Iteration 4F (1651.047885 sec): 3 clusters Score: Raw -1025697.987965 + Penalty 3066.583518 = -1022631.404447 nChanged 940 SP:Iteration 5F (1651.080587 sec): 3 clusters Score: Raw -1026512.618067 + Penalty 3066.583518 = -1023446.034549 nChanged 705 SP:Iteration 6F (1651.113341 sec): 3 clusters Score: Raw -1027140.215821 + Penalty 3066.583518 = -1024073.632303 nChanged 519 SP:Iteration 7Q (1651.148416 sec): 3 clusters Score: Raw -1027587.225727 + Penalty 3066.583518 = -1024520.642209 nChanged 349 SP:Iteration 8Q (1651.180774 sec): 3 clusters Score: Raw -1027891.312335 + Penalty 3066.583518 = -1024824.728817 nChanged 229 SP:Iteration 9Q (1651.215406 sec): 3 clusters Score: Raw -1028089.747433 + Penalty 3066.583518 = -1025023.163915 nChanged 183 SP:Iteration 10Q (1651.246033 sec): 3 clusters Score: Raw -1028236.785552 + Penalty 3066.583518 = -1025170.202034 nChanged 146 SP:Iteration 11Q (1651.275973 sec): 3 clusters Score: Raw -1028323.216658 + Penalty 3066.583518 = -1025256.633140 nChanged 107 SP:Iteration 12Q (1651.305214 sec): 3 clusters Score: Raw -1028377.931038 + Penalty 3066.583518 = -1025311.347520 nChanged 77 SP:Iteration 13Q (1651.334504 sec): 3 clusters Score: Raw -1028418.295822 + Penalty 3066.583518 = -1025351.712304 nChanged 78 SP:Iteration 14Q (1651.363422 sec): 3 clusters Score: Raw -1028451.490745 + Penalty 3066.583518 = -1025384.907227 nChanged 52 SP:Iteration 15Q (1651.392418 sec): 3 clusters Score: Raw -1028470.708897 + Penalty 3066.583518 = -1025404.125379 nChanged 52 SP:Iteration 16Q (1651.421247 sec): 3 clusters Score: Raw -1028489.851950 + Penalty 3066.583518 = -1025423.268432 nChanged 41 SP:Iteration 17Q (1651.449926 sec): 3 clusters Score: Raw -1028502.925164 + Penalty 3066.583518 = -1025436.341646 nChanged 28 SP:Iteration 18Q (1651.478704 sec): 3 clusters Score: Raw -1028510.884421 + Penalty 3066.583518 = -1025444.300903 nChanged 20 SP:Iteration 19Q (1651.507411 sec): 3 clusters Score: Raw -1028516.862619 + Penalty 3066.583518 = -1025450.279101 nChanged 29 SP:Iteration 20F (1651.543855 sec): 3 clusters Score: Raw -1028526.067234 + Penalty 3066.583518 = -1025459.483716 nChanged 32 SP:Iteration 21Q (1651.572520 sec): 3 clusters Score: Raw -1028536.074955 + Penalty 3066.583518 = -1025469.491437 nChanged 24 SP:Iteration 22Q (1651.601711 sec): 3 clusters Score: Raw -1028541.648584 + Penalty 3066.583518 = -1025475.065066 nChanged 16 SP:Iteration 23Q (1651.630428 sec): 3 clusters Score: Raw -1028545.298897 + Penalty 3066.583518 = -1025478.715379 nChanged 6 SP:Iteration 24Q (1651.659093 sec): 3 clusters Score: Raw -1028547.165905 + Penalty 3066.583518 = -1025480.582387 nChanged 4 SP:Iteration 25Q (1651.687815 sec): 3 clusters Score: Raw -1028547.844938 + Penalty 3066.583518 = -1025481.261420 nChanged 1 SP:Iteration 26Q (1651.716784 sec): 3 clusters Score: Raw -1028547.943517 + Penalty 3066.583518 = -1025481.359999 nChanged 1 SP:Iteration 27Q (1651.745490 sec): 3 clusters Score: Raw -1028548.056951 + Penalty 3066.583518 = -1025481.473433 nChanged 1 SP:Iteration 28Q (1651.774206 sec): 3 clusters Score: Raw -1028548.268666 + Penalty 3066.583518 = -1025481.685148 nChanged 1 SP:Iteration 29Q (1651.802874 sec): 3 clusters Score: Raw -1028548.349494 + Penalty 3066.583518 = -1025481.765976 nChanged 2 SP:Iteration 30Q (1651.831702 sec): 3 clusters Score: Raw -1028548.657121 + Penalty 3066.583518 = -1025482.073603 nChanged 2 SP:Iteration 31Q (1651.862728 sec): 3 clusters Score: Raw -1028548.919830 + Penalty 3066.583518 = -1025482.336312 nChanged 5 SP:Iteration 32Q (1651.891404 sec): 3 clusters Score: Raw -1028549.727272 + Penalty 3066.583518 = -1025483.143754 nChanged 4 SP:Iteration 33Q (1651.922939 sec): 3 clusters Score: Raw -1028550.482510 + Penalty 3066.583518 = -1025483.898992 nChanged 2 SP:Iteration 34Q (1651.951805 sec): 3 clusters Score: Raw -1028550.877604 + Penalty 3066.583518 = -1025484.294086 nChanged 2 SP:Iteration 35Q (1651.983635 sec): 3 clusters Score: Raw -1028551.075135 + Penalty 3066.583518 = -1025484.491617 nChanged 0 SP:Iteration 36F (1652.043832 sec): 3 clusters Score: Raw -1028551.075135 + Penalty 3066.583518 = -1025484.491617 nChanged 0 Trying to split cluster 22 (5181 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1652.061617 sec): 2 clusters Score: Raw -393590.801496 + Penalty 1389.822422 = -392200.979074 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1652.088856 sec): 3 clusters Score: Raw -390985.853994 + Penalty 2779.644844 = -388206.209150 nChanged 2113 SP:Iteration 1F (1652.110465 sec): 3 clusters Score: Raw -392430.639915 + Penalty 2779.644844 = -389650.995071 nChanged 491 SP:Iteration 2F (1652.131836 sec): 3 clusters Score: Raw -392806.727075 + Penalty 2779.644844 = -390027.082231 nChanged 356 SP:Iteration 3F (1652.153393 sec): 3 clusters Score: Raw -393097.598046 + Penalty 2779.644844 = -390317.953202 nChanged 319 SP:Iteration 4F (1652.175014 sec): 3 clusters Score: Raw -393351.650525 + Penalty 2779.644844 = -390572.005680 nChanged 261 SP:Iteration 5F (1652.196581 sec): 3 clusters Score: Raw -393537.774163 + Penalty 2779.644844 = -390758.129319 nChanged 188 SP:Iteration 6Q (1652.217383 sec): 3 clusters Score: Raw -393659.663897 + Penalty 2779.644844 = -390880.019053 nChanged 144 SP:Iteration 7Q (1652.260314 sec): 3 clusters Score: Raw -393732.091306 + Penalty 2779.644844 = -390952.446462 nChanged 124 SP:Iteration 8Q (1652.281464 sec): 3 clusters Score: Raw -393787.963200 + Penalty 2779.644844 = -391008.318356 nChanged 97 SP:Iteration 9Q (1652.302620 sec): 3 clusters Score: Raw -393833.012665 + Penalty 2779.644844 = -391053.367821 nChanged 72 SP:Iteration 10Q (1652.327425 sec): 3 clusters Score: Raw -393857.091302 + Penalty 2779.644844 = -391077.446458 nChanged 45 SP:Iteration 11Q (1652.365234 sec): 3 clusters Score: Raw -393871.631452 + Penalty 2779.644844 = -391091.986608 nChanged 49 SP:Iteration 12Q (1652.386621 sec): 3 clusters Score: Raw -393885.519030 + Penalty 2779.644844 = -391105.874186 nChanged 43 SP:Iteration 13Q (1652.407715 sec): 3 clusters Score: Raw -393895.749004 + Penalty 2779.644844 = -391116.104159 nChanged 33 SP:Iteration 14Q (1652.448610 sec): 3 clusters Score: Raw -393902.795740 + Penalty 2779.644844 = -391123.150896 nChanged 28 SP:Iteration 15Q (1652.469752 sec): 3 clusters Score: Raw -393907.618967 + Penalty 2779.644844 = -391127.974123 nChanged 17 SP:Iteration 16Q (1652.491078 sec): 3 clusters Score: Raw -393910.427912 + Penalty 2779.644844 = -391130.783068 nChanged 16 SP:Iteration 17Q (1652.513028 sec): 3 clusters Score: Raw -393913.835396 + Penalty 2779.644844 = -391134.190552 nChanged 15 SP:Iteration 18Q (1652.540600 sec): 3 clusters Score: Raw -393916.796790 + Penalty 2779.644844 = -391137.151946 nChanged 16 SP:Iteration 19Q (1652.561786 sec): 3 clusters Score: Raw -393920.476487 + Penalty 2779.644844 = -391140.831643 nChanged 11 SP:Iteration 20F (1652.583137 sec): 3 clusters Score: Raw -393922.523120 + Penalty 2779.644844 = -391142.878276 nChanged 6 SP:Iteration 21Q (1652.604358 sec): 3 clusters Score: Raw -393924.414234 + Penalty 2779.644844 = -391144.769390 nChanged 7 SP:Iteration 22Q (1652.625759 sec): 3 clusters Score: Raw -393925.975760 + Penalty 2779.644844 = -391146.330916 nChanged 7 SP:Iteration 23Q (1652.653017 sec): 3 clusters Score: Raw -393926.963698 + Penalty 2779.644844 = -391147.318853 nChanged 7 SP:Iteration 24Q (1652.674072 sec): 3 clusters Score: Raw -393929.064451 + Penalty 2779.644844 = -391149.419607 nChanged 9 SP:Iteration 25Q (1652.695210 sec): 3 clusters Score: Raw -393930.603956 + Penalty 2779.644844 = -391150.959111 nChanged 5 SP:Iteration 26Q (1652.716626 sec): 3 clusters Score: Raw -393931.301555 + Penalty 2779.644844 = -391151.656711 nChanged 8 SP:Iteration 27Q (1652.737723 sec): 3 clusters Score: Raw -393932.259869 + Penalty 2779.644844 = -391152.615025 nChanged 3 SP:Iteration 28Q (1652.758847 sec): 3 clusters Score: Raw -393932.656754 + Penalty 2779.644844 = -391153.011910 nChanged 3 SP:Iteration 29Q (1652.780101 sec): 3 clusters Score: Raw -393933.068177 + Penalty 2779.644844 = -391153.423332 nChanged 2 SP:Iteration 30Q (1652.801338 sec): 3 clusters Score: Raw -393933.301858 + Penalty 2779.644844 = -391153.657014 nChanged 0 SP:Iteration 31F (1652.822890 sec): 3 clusters Score: Raw -393933.301858 + Penalty 2779.644844 = -391153.657014 nChanged 0 Trying to split cluster 23 (10388 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1652.848752 sec): 2 clusters Score: Raw -839927.103493 + Penalty 1502.866068 = -838424.237425 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1652.878940 sec): 3 clusters Score: Raw -834052.415903 + Penalty 3005.732136 = -831046.683767 nChanged 4475 SP:Iteration 1F (1652.908341 sec): 3 clusters Score: Raw -836576.833276 + Penalty 3005.732136 = -833571.101140 nChanged 731 SP:Iteration 2F (1652.938025 sec): 3 clusters Score: Raw -837045.359321 + Penalty 3005.732136 = -834039.627184 nChanged 741 SP:Iteration 3F (1652.967475 sec): 3 clusters Score: Raw -837513.577804 + Penalty 3005.732136 = -834507.845668 nChanged 669 SP:Iteration 4F (1652.997014 sec): 3 clusters Score: Raw -837951.953041 + Penalty 3005.732136 = -834946.220905 nChanged 591 SP:Iteration 5F (1653.032901 sec): 3 clusters Score: Raw -838370.864421 + Penalty 3005.732136 = -835365.132285 nChanged 499 SP:Iteration 6Q (1653.062487 sec): 3 clusters Score: Raw -838722.881572 + Penalty 3005.732136 = -835717.149436 nChanged 445 SP:Iteration 7Q (1653.094956 sec): 3 clusters Score: Raw -839045.520846 + Penalty 3005.732136 = -836039.788709 nChanged 355 SP:Iteration 8Q (1653.159041 sec): 3 clusters Score: Raw -839283.579405 + Penalty 3005.732136 = -836277.847269 nChanged 268 SP:Iteration 9Q (1653.188003 sec): 3 clusters Score: Raw -839434.492943 + Penalty 3005.732136 = -836428.760807 nChanged 212 SP:Iteration 10Q (1653.216308 sec): 3 clusters Score: Raw -839531.635209 + Penalty 3005.732136 = -836525.903073 nChanged 164 SP:Iteration 11Q (1653.244340 sec): 3 clusters Score: Raw -839614.191632 + Penalty 3005.732136 = -836608.459496 nChanged 125 SP:Iteration 12Q (1653.274647 sec): 3 clusters Score: Raw -839689.061094 + Penalty 3005.732136 = -836683.328958 nChanged 133 SP:Iteration 13Q (1653.327912 sec): 3 clusters Score: Raw -839762.125395 + Penalty 3005.732136 = -836756.393258 nChanged 118 SP:Iteration 14Q (1653.354483 sec): 3 clusters Score: Raw -839823.617096 + Penalty 3005.732136 = -836817.884960 nChanged 115 SP:Iteration 15Q (1653.383716 sec): 3 clusters Score: Raw -839898.238964 + Penalty 3005.732136 = -836892.506828 nChanged 113 SP:Iteration 16Q (1653.410494 sec): 3 clusters Score: Raw -839969.807294 + Penalty 3005.732136 = -836964.075158 nChanged 98 SP:Iteration 17Q (1653.436926 sec): 3 clusters Score: Raw -840026.672860 + Penalty 3005.732136 = -837020.940724 nChanged 97 SP:Iteration 18Q (1653.470175 sec): 3 clusters Score: Raw -840078.847887 + Penalty 3005.732136 = -837073.115751 nChanged 82 SP:Iteration 19Q (1653.496437 sec): 3 clusters Score: Raw -840129.371124 + Penalty 3005.732136 = -837123.638988 nChanged 93 SP:Iteration 20F (1653.525698 sec): 3 clusters Score: Raw -840183.779062 + Penalty 3005.732136 = -837178.046926 nChanged 83 SP:Iteration 21Q (1653.552092 sec): 3 clusters Score: Raw -840230.449308 + Penalty 3005.732136 = -837224.717172 nChanged 83 SP:Iteration 22Q (1653.579658 sec): 3 clusters Score: Raw -840282.703288 + Penalty 3005.732136 = -837276.971152 nChanged 77 SP:Iteration 23Q (1653.605786 sec): 3 clusters Score: Raw -840334.292582 + Penalty 3005.732136 = -837328.560446 nChanged 93 SP:Iteration 24Q (1653.632033 sec): 3 clusters Score: Raw -840400.755389 + Penalty 3005.732136 = -837395.023253 nChanged 104 SP:Iteration 25Q (1653.658069 sec): 3 clusters Score: Raw -840466.321337 + Penalty 3005.732136 = -837460.589201 nChanged 93 SP:Iteration 26Q (1653.683814 sec): 3 clusters Score: Raw -840520.253423 + Penalty 3005.732136 = -837514.521287 nChanged 96 SP:Iteration 27Q (1653.709559 sec): 3 clusters Score: Raw -840577.869737 + Penalty 3005.732136 = -837572.137601 nChanged 81 SP:Iteration 28Q (1653.735503 sec): 3 clusters Score: Raw -840626.339000 + Penalty 3005.732136 = -837620.606864 nChanged 75 SP:Iteration 29Q (1653.761416 sec): 3 clusters Score: Raw -840662.496295 + Penalty 3005.732136 = -837656.764158 nChanged 67 SP:Iteration 30Q (1653.787201 sec): 3 clusters Score: Raw -840691.232988 + Penalty 3005.732136 = -837685.500851 nChanged 42 SP:Iteration 31Q (1653.814236 sec): 3 clusters Score: Raw -840707.920802 + Penalty 3005.732136 = -837702.188666 nChanged 31 SP:Iteration 32Q (1653.839820 sec): 3 clusters Score: Raw -840716.259907 + Penalty 3005.732136 = -837710.527771 nChanged 20 SP:Iteration 33Q (1653.865587 sec): 3 clusters Score: Raw -840721.018654 + Penalty 3005.732136 = -837715.286518 nChanged 19 SP:Iteration 34Q (1653.891140 sec): 3 clusters Score: Raw -840726.638961 + Penalty 3005.732136 = -837720.906824 nChanged 20 SP:Iteration 35Q (1653.918166 sec): 3 clusters Score: Raw -840731.130907 + Penalty 3005.732136 = -837725.398770 nChanged 18 SP:Iteration 36Q (1653.946844 sec): 3 clusters Score: Raw -840735.553161 + Penalty 3005.732136 = -837729.821024 nChanged 13 SP:Iteration 37Q (1653.978688 sec): 3 clusters Score: Raw -840739.016261 + Penalty 3005.732136 = -837733.284125 nChanged 8 SP:Iteration 38Q (1654.008192 sec): 3 clusters Score: Raw -840741.105411 + Penalty 3005.732136 = -837735.373275 nChanged 9 SP:Iteration 39Q (1654.033859 sec): 3 clusters Score: Raw -840742.562616 + Penalty 3005.732136 = -837736.830480 nChanged 7 SP:Iteration 40F (1654.065039 sec): 3 clusters Score: Raw -840744.148719 + Penalty 3005.732136 = -837738.416583 nChanged 8 SP:Iteration 41Q (1654.094384 sec): 3 clusters Score: Raw -840745.863039 + Penalty 3005.732136 = -837740.130903 nChanged 5 SP:Iteration 42Q (1654.120103 sec): 3 clusters Score: Raw -840747.064665 + Penalty 3005.732136 = -837741.332529 nChanged 6 SP:Iteration 43Q (1654.151240 sec): 3 clusters Score: Raw -840748.396036 + Penalty 3005.732136 = -837742.663900 nChanged 6 SP:Iteration 44Q (1654.179722 sec): 3 clusters Score: Raw -840750.265835 + Penalty 3005.732136 = -837744.533699 nChanged 7 SP:Iteration 45Q (1654.205640 sec): 3 clusters Score: Raw -840751.833381 + Penalty 3005.732136 = -837746.101245 nChanged 4 SP:Iteration 46Q (1654.236145 sec): 3 clusters Score: Raw -840753.461513 + Penalty 3005.732136 = -837747.729377 nChanged 10 SP:Iteration 47Q (1654.264826 sec): 3 clusters Score: Raw -840754.958475 + Penalty 3005.732136 = -837749.226339 nChanged 6 SP:Iteration 48Q (1654.290626 sec): 3 clusters Score: Raw -840756.251254 + Penalty 3005.732136 = -837750.519117 nChanged 3 SP:Iteration 49Q (1654.320906 sec): 3 clusters Score: Raw -840756.779331 + Penalty 3005.732136 = -837751.047195 nChanged 2 SP:Iteration 50Q (1654.349921 sec): 3 clusters Score: Raw -840757.275098 + Penalty 3005.732136 = -837751.542962 nChanged 1 SP:Iteration 51Q (1654.375745 sec): 3 clusters Score: Raw -840757.338785 + Penalty 3005.732136 = -837751.606649 nChanged 0 SP:Iteration 52F (1654.406301 sec): 3 clusters Score: Raw -840757.338785 + Penalty 3005.732136 = -837751.606649 nChanged 0 Trying to split cluster 24 (1484 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1654.420955 sec): 2 clusters Score: Raw -87304.316299 + Penalty 1186.655669 = -86117.660630 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1654.429238 sec): 3 clusters Score: Raw -86826.185920 + Penalty 2373.311338 = -84452.874582 nChanged 535 SP:Iteration 1F (1654.441847 sec): 3 clusters Score: Raw -87509.521994 + Penalty 2373.311338 = -85136.210657 nChanged 178 SP:Iteration 2F (1654.449614 sec): 3 clusters Score: Raw -87819.898245 + Penalty 2373.311338 = -85446.586907 nChanged 98 SP:Iteration 3F (1654.457374 sec): 3 clusters Score: Raw -88090.486298 + Penalty 2373.311338 = -85717.174961 nChanged 95 SP:Iteration 4F (1654.465165 sec): 3 clusters Score: Raw -88249.923300 + Penalty 2373.311338 = -85876.611963 nChanged 55 SP:Iteration 5Q (1654.472772 sec): 3 clusters Score: Raw -88313.161761 + Penalty 2373.311338 = -85939.850424 nChanged 39 SP:Iteration 6Q (1654.480345 sec): 3 clusters Score: Raw -88361.266554 + Penalty 2373.311338 = -85987.955217 nChanged 36 SP:Iteration 7Q (1654.487881 sec): 3 clusters Score: Raw -88403.144723 + Penalty 2373.311338 = -86029.833386 nChanged 25 SP:Iteration 8Q (1654.495475 sec): 3 clusters Score: Raw -88429.228126 + Penalty 2373.311338 = -86055.916788 nChanged 24 SP:Iteration 9Q (1654.502623 sec): 3 clusters Score: Raw -88452.832545 + Penalty 2373.311338 = -86079.521207 nChanged 12 SP:Iteration 10Q (1654.510140 sec): 3 clusters Score: Raw -88462.378772 + Penalty 2373.311338 = -86089.067435 nChanged 11 SP:Iteration 11Q (1654.517607 sec): 3 clusters Score: Raw -88469.682501 + Penalty 2373.311338 = -86096.371163 nChanged 7 SP:Iteration 12Q (1654.525133 sec): 3 clusters Score: Raw -88472.783588 + Penalty 2373.311338 = -86099.472250 nChanged 4 SP:Iteration 13Q (1654.533207 sec): 3 clusters Score: Raw -88474.241084 + Penalty 2373.311338 = -86100.929747 nChanged 1 SP:Iteration 14Q (1654.540710 sec): 3 clusters Score: Raw -88480.021117 + Penalty 2373.311338 = -86106.709780 nChanged 2 SP:Iteration 15Q (1654.548220 sec): 3 clusters Score: Raw -88480.861257 + Penalty 2373.311338 = -86107.549919 nChanged 1 SP:Iteration 16Q (1654.555734 sec): 3 clusters Score: Raw -88481.340067 + Penalty 2373.311338 = -86108.028729 nChanged 1 SP:Iteration 17Q (1654.565372 sec): 3 clusters Score: Raw -88482.090258 + Penalty 2373.311338 = -86108.778920 nChanged 3 SP:Iteration 18Q (1654.572789 sec): 3 clusters Score: Raw -88495.168998 + Penalty 2373.311338 = -86121.857660 nChanged 8 SP:Iteration 19Q (1654.580222 sec): 3 clusters Score: Raw -88499.511305 + Penalty 2373.311338 = -86126.199967 nChanged 3 SP:Iteration 20F (1654.587990 sec): 3 clusters Score: Raw -88502.572342 + Penalty 2373.311338 = -86129.261005 nChanged 3 SP:Iteration 21Q (1654.595580 sec): 3 clusters Score: Raw -88509.307708 + Penalty 2373.311338 = -86135.996370 nChanged 5 SP:Iteration 22Q (1654.603083 sec): 3 clusters Score: Raw -88511.508700 + Penalty 2373.311338 = -86138.197362 nChanged 7 SP:Iteration 23Q (1654.610707 sec): 3 clusters Score: Raw -88515.767209 + Penalty 2373.311338 = -86142.455871 nChanged 5 SP:Iteration 24Q (1654.618218 sec): 3 clusters Score: Raw -88519.158733 + Penalty 2373.311338 = -86145.847396 nChanged 8 SP:Iteration 25Q (1654.629352 sec): 3 clusters Score: Raw -88524.021551 + Penalty 2373.311338 = -86150.710213 nChanged 6 SP:Iteration 26Q (1654.636843 sec): 3 clusters Score: Raw -88525.965588 + Penalty 2373.311338 = -86152.654251 nChanged 3 SP:Iteration 27Q (1654.644337 sec): 3 clusters Score: Raw -88527.071561 + Penalty 2373.311338 = -86153.760223 nChanged 1 SP:Iteration 28Q (1654.688486 sec): 3 clusters Score: Raw -88527.452671 + Penalty 2373.311338 = -86154.141334 nChanged 0 SP:Iteration 29F (1654.713592 sec): 3 clusters Score: Raw -88527.452671 + Penalty 2373.311338 = -86154.141334 nChanged 0 Score: Raw -49144894.362382 + Penalty 88911.006508 = -49055983.355874 Splitting cluster 24 changes total score from -49056918.475897 to -49055983.355874 So it's not getting split. Trying to split cluster 25 (16824 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1671.412479 sec): 2 clusters Score: Raw -1370240.749926 + Penalty 1581.216279 = -1368659.533647 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1671.453416 sec): 3 clusters Score: Raw -1360277.180681 + Penalty 3162.432558 = -1357114.748123 nChanged 7528 SP:Iteration 1F (1671.493100 sec): 3 clusters Score: Raw -1364493.329441 + Penalty 3162.432558 = -1361330.896883 nChanged 870 SP:Iteration 2F (1671.532188 sec): 3 clusters Score: Raw -1364838.112639 + Penalty 3162.432558 = -1361675.680081 nChanged 790 SP:Iteration 3Q (1671.571874 sec): 3 clusters Score: Raw -1365145.324322 + Penalty 3162.432558 = -1361982.891764 nChanged 784 SP:Iteration 4Q (1671.611742 sec): 3 clusters Score: Raw -1365506.652234 + Penalty 3162.432558 = -1362344.219676 nChanged 815 SP:Iteration 5Q (1671.651288 sec): 3 clusters Score: Raw -1365898.679303 + Penalty 3162.432558 = -1362736.246745 nChanged 802 SP:Iteration 6Q (1671.690835 sec): 3 clusters Score: Raw -1366284.739168 + Penalty 3162.432558 = -1363122.306610 nChanged 790 SP:Iteration 7Q (1671.730455 sec): 3 clusters Score: Raw -1366684.990163 + Penalty 3162.432558 = -1363522.557605 nChanged 763 SP:Iteration 8Q (1671.769846 sec): 3 clusters Score: Raw -1367117.815434 + Penalty 3162.432558 = -1363955.382876 nChanged 788 SP:Iteration 9Q (1671.809482 sec): 3 clusters Score: Raw -1367574.711080 + Penalty 3162.432558 = -1364412.278522 nChanged 742 SP:Iteration 10Q (1671.848746 sec): 3 clusters Score: Raw -1368001.123274 + Penalty 3162.432558 = -1364838.690716 nChanged 669 SP:Iteration 11Q (1671.888105 sec): 3 clusters Score: Raw -1368405.833928 + Penalty 3162.432558 = -1365243.401370 nChanged 583 SP:Iteration 12Q (1671.927149 sec): 3 clusters Score: Raw -1368697.297372 + Penalty 3162.432558 = -1365534.864814 nChanged 501 SP:Iteration 13Q (1671.966017 sec): 3 clusters Score: Raw -1368936.291715 + Penalty 3162.432558 = -1365773.859157 nChanged 429 SP:Iteration 14Q (1672.004519 sec): 3 clusters Score: Raw -1369103.061874 + Penalty 3162.432558 = -1365940.629316 nChanged 319 SP:Iteration 15Q (1672.043072 sec): 3 clusters Score: Raw -1369204.314023 + Penalty 3162.432558 = -1366041.881464 nChanged 265 SP:Iteration 16Q (1672.081514 sec): 3 clusters Score: Raw -1369284.788477 + Penalty 3162.432558 = -1366122.355919 nChanged 219 SP:Iteration 17Q (1672.119812 sec): 3 clusters Score: Raw -1369356.913532 + Penalty 3162.432558 = -1366194.480974 nChanged 205 SP:Iteration 18Q (1672.158144 sec): 3 clusters Score: Raw -1369421.710397 + Penalty 3162.432558 = -1366259.277838 nChanged 191 SP:Iteration 19Q (1672.196345 sec): 3 clusters Score: Raw -1369473.434994 + Penalty 3162.432558 = -1366311.002435 nChanged 165 SP:Iteration 20F (1672.235407 sec): 3 clusters Score: Raw -1369514.889618 + Penalty 3162.432558 = -1366352.457060 nChanged 132 SP:Iteration 21Q (1672.273658 sec): 3 clusters Score: Raw -1369545.418805 + Penalty 3162.432558 = -1366382.986247 nChanged 121 SP:Iteration 22Q (1672.311911 sec): 3 clusters Score: Raw -1369565.111010 + Penalty 3162.432558 = -1366402.678451 nChanged 98 SP:Iteration 23Q (1672.373017 sec): 3 clusters Score: Raw -1369580.533522 + Penalty 3162.432558 = -1366418.100964 nChanged 81 SP:Iteration 24Q (1672.417483 sec): 3 clusters Score: Raw -1369591.699894 + Penalty 3162.432558 = -1366429.267336 nChanged 63 SP:Iteration 25Q (1672.455708 sec): 3 clusters Score: Raw -1369602.132510 + Penalty 3162.432558 = -1366439.699952 nChanged 73 SP:Iteration 26Q (1672.493963 sec): 3 clusters Score: Raw -1369615.095781 + Penalty 3162.432558 = -1366452.663223 nChanged 77 SP:Iteration 27Q (1672.532518 sec): 3 clusters Score: Raw -1369625.898814 + Penalty 3162.432558 = -1366463.466256 nChanged 76 SP:Iteration 28Q (1672.606330 sec): 3 clusters Score: Raw -1369635.041994 + Penalty 3162.432558 = -1366472.609436 nChanged 51 SP:Iteration 29Q (1672.670179 sec): 3 clusters Score: Raw -1369641.897275 + Penalty 3162.432558 = -1366479.464716 nChanged 52 SP:Iteration 30Q (1672.713614 sec): 3 clusters Score: Raw -1369647.550207 + Penalty 3162.432558 = -1366485.117649 nChanged 38 SP:Iteration 31Q (1672.762213 sec): 3 clusters Score: Raw -1369650.797959 + Penalty 3162.432558 = -1366488.365400 nChanged 27 SP:Iteration 32Q (1672.808366 sec): 3 clusters Score: Raw -1369652.768064 + Penalty 3162.432558 = -1366490.335506 nChanged 22 SP:Iteration 33Q (1672.846160 sec): 3 clusters Score: Raw -1369654.615527 + Penalty 3162.432558 = -1366492.182969 nChanged 25 SP:Iteration 34Q (1672.903336 sec): 3 clusters Score: Raw -1369656.551411 + Penalty 3162.432558 = -1366494.118853 nChanged 23 SP:Iteration 35Q (1672.965592 sec): 3 clusters Score: Raw -1369658.872893 + Penalty 3162.432558 = -1366496.440335 nChanged 22 SP:Iteration 36Q (1673.028418 sec): 3 clusters Score: Raw -1369660.949173 + Penalty 3162.432558 = -1366498.516614 nChanged 19 SP:Iteration 37Q (1673.075665 sec): 3 clusters Score: Raw -1369662.619278 + Penalty 3162.432558 = -1366500.186720 nChanged 12 SP:Iteration 38Q (1673.113721 sec): 3 clusters Score: Raw -1369663.701117 + Penalty 3162.432558 = -1366501.268559 nChanged 12 SP:Iteration 39Q (1673.151812 sec): 3 clusters Score: Raw -1369664.630628 + Penalty 3162.432558 = -1366502.198070 nChanged 9 SP:Iteration 40F (1673.190991 sec): 3 clusters Score: Raw -1369665.581856 + Penalty 3162.432558 = -1366503.149298 nChanged 12 SP:Iteration 41Q (1673.229240 sec): 3 clusters Score: Raw -1369666.497380 + Penalty 3162.432558 = -1366504.064822 nChanged 11 SP:Iteration 42Q (1673.267685 sec): 3 clusters Score: Raw -1369667.309231 + Penalty 3162.432558 = -1366504.876672 nChanged 15 SP:Iteration 43Q (1673.305753 sec): 3 clusters Score: Raw -1369668.329663 + Penalty 3162.432558 = -1366505.897105 nChanged 12 SP:Iteration 44Q (1673.343907 sec): 3 clusters Score: Raw -1369669.072993 + Penalty 3162.432558 = -1366506.640434 nChanged 6 SP:Iteration 45Q (1673.382092 sec): 3 clusters Score: Raw -1369669.294033 + Penalty 3162.432558 = -1366506.861475 nChanged 5 SP:Iteration 46Q (1673.420144 sec): 3 clusters Score: Raw -1369669.480842 + Penalty 3162.432558 = -1366507.048284 nChanged 2 SP:Iteration 47Q (1673.458274 sec): 3 clusters Score: Raw -1369669.566468 + Penalty 3162.432558 = -1366507.133910 nChanged 2 SP:Iteration 48Q (1673.496676 sec): 3 clusters Score: Raw -1369669.746626 + Penalty 3162.432558 = -1366507.314068 nChanged 1 SP:Iteration 49Q (1673.534925 sec): 3 clusters Score: Raw -1369669.802597 + Penalty 3162.432558 = -1366507.370039 nChanged 0 SP:Iteration 50F (1673.574138 sec): 3 clusters Score: Raw -1369669.802597 + Penalty 3162.432558 = -1366507.370039 nChanged 0 Trying to split cluster 26 (9465 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1673.597349 sec): 2 clusters Score: Raw -768647.291970 + Penalty 1487.745360 = -767159.546610 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1673.626170 sec): 3 clusters Score: Raw -763277.608246 + Penalty 2975.490721 = -760302.117525 nChanged 4130 SP:Iteration 1F (1673.653945 sec): 3 clusters Score: Raw -765474.649538 + Penalty 2975.490721 = -762499.158817 nChanged 538 SP:Iteration 2F (1673.681962 sec): 3 clusters Score: Raw -765691.848297 + Penalty 2975.490721 = -762716.357576 nChanged 434 SP:Iteration 3Q (1673.710048 sec): 3 clusters Score: Raw -765877.879830 + Penalty 2975.490721 = -762902.389109 nChanged 401 SP:Iteration 4Q (1673.770937 sec): 3 clusters Score: Raw -766036.108826 + Penalty 2975.490721 = -763060.618105 nChanged 358 SP:Iteration 5Q (1673.822735 sec): 3 clusters Score: Raw -766208.596591 + Penalty 2975.490721 = -763233.105870 nChanged 362 SP:Iteration 6Q (1673.839884 sec): 3 clusters Score: Raw -766378.854271 + Penalty 2975.490721 = -763403.363550 nChanged 358 SP:Iteration 7Q (1673.868879 sec): 3 clusters Score: Raw -766562.830294 + Penalty 2975.490721 = -763587.339574 nChanged 383 SP:Iteration 8Q (1673.897632 sec): 3 clusters Score: Raw -766781.820914 + Penalty 2975.490721 = -763806.330193 nChanged 387 SP:Iteration 9Q (1673.925698 sec): 3 clusters Score: Raw -767007.019647 + Penalty 2975.490721 = -764031.528926 nChanged 399 SP:Iteration 10Q (1673.953901 sec): 3 clusters Score: Raw -767243.860784 + Penalty 2975.490721 = -764268.370063 nChanged 383 SP:Iteration 11Q (1673.981731 sec): 3 clusters Score: Raw -767454.335508 + Penalty 2975.490721 = -764478.844787 nChanged 348 SP:Iteration 12Q (1674.009380 sec): 3 clusters Score: Raw -767637.001225 + Penalty 2975.490721 = -764661.510504 nChanged 332 SP:Iteration 13Q (1674.036976 sec): 3 clusters Score: Raw -767821.025879 + Penalty 2975.490721 = -764845.535158 nChanged 297 SP:Iteration 14Q (1674.064289 sec): 3 clusters Score: Raw -767992.539795 + Penalty 2975.490721 = -765017.049074 nChanged 238 SP:Iteration 15Q (1674.091695 sec): 3 clusters Score: Raw -768133.161193 + Penalty 2975.490721 = -765157.670472 nChanged 226 SP:Iteration 16Q (1674.121865 sec): 3 clusters Score: Raw -768246.134178 + Penalty 2975.490721 = -765270.643457 nChanged 175 SP:Iteration 17Q (1674.148535 sec): 3 clusters Score: Raw -768333.740962 + Penalty 2975.490721 = -765358.250242 nChanged 171 SP:Iteration 18Q (1674.174925 sec): 3 clusters Score: Raw -768421.926188 + Penalty 2975.490721 = -765446.435468 nChanged 148 SP:Iteration 19Q (1674.201198 sec): 3 clusters Score: Raw -768503.677647 + Penalty 2975.490721 = -765528.186926 nChanged 152 SP:Iteration 20F (1674.229102 sec): 3 clusters Score: Raw -768590.087833 + Penalty 2975.490721 = -765614.597112 nChanged 117 SP:Iteration 21Q (1674.255356 sec): 3 clusters Score: Raw -768643.938675 + Penalty 2975.490721 = -765668.447954 nChanged 105 SP:Iteration 22Q (1674.291074 sec): 3 clusters Score: Raw -768695.535585 + Penalty 2975.490721 = -765720.044864 nChanged 99 SP:Iteration 23Q (1674.321425 sec): 3 clusters Score: Raw -768751.935789 + Penalty 2975.490721 = -765776.445068 nChanged 92 SP:Iteration 24Q (1674.347969 sec): 3 clusters Score: Raw -768800.593815 + Penalty 2975.490721 = -765825.103094 nChanged 64 SP:Iteration 25Q (1674.373340 sec): 3 clusters Score: Raw -768832.741880 + Penalty 2975.490721 = -765857.251160 nChanged 57 SP:Iteration 26Q (1674.398654 sec): 3 clusters Score: Raw -768862.935378 + Penalty 2975.490721 = -765887.444657 nChanged 54 SP:Iteration 27Q (1674.423839 sec): 3 clusters Score: Raw -768891.153076 + Penalty 2975.490721 = -765915.662356 nChanged 49 SP:Iteration 28Q (1674.448993 sec): 3 clusters Score: Raw -768919.496058 + Penalty 2975.490721 = -765944.005338 nChanged 43 SP:Iteration 29Q (1674.477034 sec): 3 clusters Score: Raw -768943.832631 + Penalty 2975.490721 = -765968.341910 nChanged 36 SP:Iteration 30Q (1674.502068 sec): 3 clusters Score: Raw -768960.192549 + Penalty 2975.490721 = -765984.701828 nChanged 30 SP:Iteration 31Q (1674.527063 sec): 3 clusters Score: Raw -768974.945333 + Penalty 2975.490721 = -765999.454613 nChanged 18 SP:Iteration 32Q (1674.551820 sec): 3 clusters Score: Raw -768984.795654 + Penalty 2975.490721 = -766009.304933 nChanged 14 SP:Iteration 33Q (1674.576737 sec): 3 clusters Score: Raw -768992.588706 + Penalty 2975.490721 = -766017.097985 nChanged 14 SP:Iteration 34Q (1674.601523 sec): 3 clusters Score: Raw -768998.703242 + Penalty 2975.490721 = -766023.212521 nChanged 10 SP:Iteration 35Q (1674.626175 sec): 3 clusters Score: Raw -769004.232706 + Penalty 2975.490721 = -766028.741985 nChanged 13 SP:Iteration 36Q (1674.653385 sec): 3 clusters Score: Raw -769011.697506 + Penalty 2975.490721 = -766036.206785 nChanged 7 SP:Iteration 37Q (1674.677959 sec): 3 clusters Score: Raw -769015.638508 + Penalty 2975.490721 = -766040.147788 nChanged 3 SP:Iteration 38Q (1674.702728 sec): 3 clusters Score: Raw -769016.972530 + Penalty 2975.490721 = -766041.481809 nChanged 2 SP:Iteration 39Q (1674.758718 sec): 3 clusters Score: Raw -769018.112046 + Penalty 2975.490721 = -766042.621325 nChanged 1 SP:Iteration 40F (1674.833217 sec): 3 clusters Score: Raw -769018.977125 + Penalty 2975.490721 = -766043.486404 nChanged 4 SP:Iteration 41Q (1674.873067 sec): 3 clusters Score: Raw -769021.275537 + Penalty 2975.490721 = -766045.784816 nChanged 3 SP:Iteration 42Q (1674.935133 sec): 3 clusters Score: Raw -769022.264656 + Penalty 2975.490721 = -766046.773935 nChanged 0 SP:Iteration 43F (1674.962932 sec): 3 clusters Score: Raw -769022.264656 + Penalty 2975.490721 = -766046.773935 nChanged 0 Trying to split cluster 27 (10903 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1674.988328 sec): 2 clusters Score: Raw -900089.635939 + Penalty 1510.728905 = -898578.907034 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1675.019622 sec): 3 clusters Score: Raw -893892.041414 + Penalty 3021.457809 = -890870.583604 nChanged 4717 SP:Iteration 1F (1675.049832 sec): 3 clusters Score: Raw -896431.223764 + Penalty 3021.457809 = -893409.765954 nChanged 724 SP:Iteration 2F (1675.079940 sec): 3 clusters Score: Raw -896783.809328 + Penalty 3021.457809 = -893762.351518 nChanged 621 SP:Iteration 3F (1675.109877 sec): 3 clusters Score: Raw -897131.630851 + Penalty 3021.457809 = -894110.173042 nChanged 607 SP:Iteration 4F (1675.139737 sec): 3 clusters Score: Raw -897505.095738 + Penalty 3021.457809 = -894483.637929 nChanged 592 SP:Iteration 5F (1675.169809 sec): 3 clusters Score: Raw -897910.561070 + Penalty 3021.457809 = -894889.103261 nChanged 541 SP:Iteration 6Q (1675.199673 sec): 3 clusters Score: Raw -898298.654543 + Penalty 3021.457809 = -895277.196734 nChanged 507 SP:Iteration 7Q (1675.229570 sec): 3 clusters Score: Raw -898662.655083 + Penalty 3021.457809 = -895641.197273 nChanged 483 SP:Iteration 8Q (1675.259293 sec): 3 clusters Score: Raw -899030.767812 + Penalty 3021.457809 = -896009.310003 nChanged 398 SP:Iteration 9Q (1675.315924 sec): 3 clusters Score: Raw -899375.504633 + Penalty 3021.457809 = -896354.046823 nChanged 334 SP:Iteration 10Q (1675.375253 sec): 3 clusters Score: Raw -899652.622446 + Penalty 3021.457809 = -896631.164636 nChanged 244 SP:Iteration 11Q (1675.424765 sec): 3 clusters Score: Raw -899846.174654 + Penalty 3021.457809 = -896824.716845 nChanged 177 SP:Iteration 12Q (1675.451819 sec): 3 clusters Score: Raw -899988.651687 + Penalty 3021.457809 = -896967.193878 nChanged 139 SP:Iteration 13Q (1675.478341 sec): 3 clusters Score: Raw -900104.062717 + Penalty 3021.457809 = -897082.604907 nChanged 103 SP:Iteration 14Q (1675.504667 sec): 3 clusters Score: Raw -900183.528496 + Penalty 3021.457809 = -897162.070686 nChanged 74 SP:Iteration 15Q (1675.530492 sec): 3 clusters Score: Raw -900237.767381 + Penalty 3021.457809 = -897216.309572 nChanged 47 SP:Iteration 16Q (1675.556068 sec): 3 clusters Score: Raw -900271.826240 + Penalty 3021.457809 = -897250.368431 nChanged 33 SP:Iteration 17Q (1675.581690 sec): 3 clusters Score: Raw -900297.615434 + Penalty 3021.457809 = -897276.157625 nChanged 35 SP:Iteration 18Q (1675.607249 sec): 3 clusters Score: Raw -900323.347434 + Penalty 3021.457809 = -897301.889624 nChanged 27 SP:Iteration 19Q (1675.632844 sec): 3 clusters Score: Raw -900342.398789 + Penalty 3021.457809 = -897320.940979 nChanged 20 SP:Iteration 20F (1675.662954 sec): 3 clusters Score: Raw -900356.804137 + Penalty 3021.457809 = -897335.346328 nChanged 17 SP:Iteration 21Q (1675.688419 sec): 3 clusters Score: Raw -900368.016479 + Penalty 3021.457809 = -897346.558670 nChanged 14 SP:Iteration 22Q (1675.713895 sec): 3 clusters Score: Raw -900376.801757 + Penalty 3021.457809 = -897355.343947 nChanged 12 SP:Iteration 23Q (1675.739355 sec): 3 clusters Score: Raw -900386.201956 + Penalty 3021.457809 = -897364.744146 nChanged 11 SP:Iteration 24Q (1675.764742 sec): 3 clusters Score: Raw -900392.403522 + Penalty 3021.457809 = -897370.945713 nChanged 8 SP:Iteration 25Q (1675.790129 sec): 3 clusters Score: Raw -900395.984117 + Penalty 3021.457809 = -897374.526307 nChanged 4 SP:Iteration 26Q (1675.815393 sec): 3 clusters Score: Raw -900398.670712 + Penalty 3021.457809 = -897377.212903 nChanged 5 SP:Iteration 27Q (1675.840627 sec): 3 clusters Score: Raw -900400.870917 + Penalty 3021.457809 = -897379.413108 nChanged 4 SP:Iteration 28Q (1675.866051 sec): 3 clusters Score: Raw -900402.657311 + Penalty 3021.457809 = -897381.199501 nChanged 2 SP:Iteration 29Q (1675.891336 sec): 3 clusters Score: Raw -900404.002180 + Penalty 3021.457809 = -897382.544370 nChanged 1 SP:Iteration 30Q (1675.916644 sec): 3 clusters Score: Raw -900404.402523 + Penalty 3021.457809 = -897382.944713 nChanged 0 SP:Iteration 31F (1675.946508 sec): 3 clusters Score: Raw -900404.402523 + Penalty 3021.457809 = -897382.944713 nChanged 0 Trying to split cluster 28 (4666 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1675.965277 sec): 2 clusters Score: Raw -327271.210443 + Penalty 1372.809336 = -325898.401107 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1675.986650 sec): 3 clusters Score: Raw -324928.210254 + Penalty 2745.618672 = -322182.591582 nChanged 1862 SP:Iteration 1F (1676.007334 sec): 3 clusters Score: Raw -326277.192124 + Penalty 2745.618672 = -323531.573452 nChanged 496 SP:Iteration 2F (1676.028406 sec): 3 clusters Score: Raw -326912.393550 + Penalty 2745.618672 = -324166.774878 nChanged 406 SP:Iteration 3F (1676.049170 sec): 3 clusters Score: Raw -327448.068667 + Penalty 2745.618672 = -324702.449995 nChanged 316 SP:Iteration 4F (1676.070045 sec): 3 clusters Score: Raw -327711.687182 + Penalty 2745.618672 = -324966.068509 nChanged 235 SP:Iteration 5F (1676.090935 sec): 3 clusters Score: Raw -327859.566237 + Penalty 2745.618672 = -325113.947565 nChanged 159 SP:Iteration 6Q (1676.111563 sec): 3 clusters Score: Raw -327944.857771 + Penalty 2745.618672 = -325199.239099 nChanged 119 SP:Iteration 7Q (1676.132240 sec): 3 clusters Score: Raw -328001.687023 + Penalty 2745.618672 = -325256.068351 nChanged 94 SP:Iteration 8Q (1676.152863 sec): 3 clusters Score: Raw -328054.213529 + Penalty 2745.618672 = -325308.594857 nChanged 73 SP:Iteration 9Q (1676.173229 sec): 3 clusters Score: Raw -328091.262501 + Penalty 2745.618672 = -325345.643829 nChanged 56 SP:Iteration 10Q (1676.193811 sec): 3 clusters Score: Raw -328114.367956 + Penalty 2745.618672 = -325368.749284 nChanged 46 SP:Iteration 11Q (1676.214083 sec): 3 clusters Score: Raw -328133.125230 + Penalty 2745.618672 = -325387.506558 nChanged 47 SP:Iteration 12Q (1676.234621 sec): 3 clusters Score: Raw -328153.287788 + Penalty 2745.618672 = -325407.669116 nChanged 37 SP:Iteration 13Q (1676.255167 sec): 3 clusters Score: Raw -328168.433087 + Penalty 2745.618672 = -325422.814415 nChanged 34 SP:Iteration 14Q (1676.275816 sec): 3 clusters Score: Raw -328180.155865 + Penalty 2745.618672 = -325434.537193 nChanged 21 SP:Iteration 15Q (1676.296453 sec): 3 clusters Score: Raw -328186.839248 + Penalty 2745.618672 = -325441.220576 nChanged 16 SP:Iteration 16Q (1676.316852 sec): 3 clusters Score: Raw -328191.592657 + Penalty 2745.618672 = -325445.973985 nChanged 16 SP:Iteration 17Q (1676.337356 sec): 3 clusters Score: Raw -328197.325433 + Penalty 2745.618672 = -325451.706761 nChanged 12 SP:Iteration 18Q (1676.357526 sec): 3 clusters Score: Raw -328201.614115 + Penalty 2745.618672 = -325455.995443 nChanged 12 SP:Iteration 19Q (1676.378135 sec): 3 clusters Score: Raw -328206.273684 + Penalty 2745.618672 = -325460.655012 nChanged 16 SP:Iteration 20F (1676.399116 sec): 3 clusters Score: Raw -328211.111833 + Penalty 2745.618672 = -325465.493161 nChanged 12 SP:Iteration 21Q (1676.419724 sec): 3 clusters Score: Raw -328213.767974 + Penalty 2745.618672 = -325468.149302 nChanged 7 SP:Iteration 22Q (1676.440099 sec): 3 clusters Score: Raw -328215.528019 + Penalty 2745.618672 = -325469.909347 nChanged 7 SP:Iteration 23Q (1676.460468 sec): 3 clusters Score: Raw -328216.576212 + Penalty 2745.618672 = -325470.957540 nChanged 4 SP:Iteration 24Q (1676.480950 sec): 3 clusters Score: Raw -328217.252742 + Penalty 2745.618672 = -325471.634070 nChanged 3 SP:Iteration 25Q (1676.501213 sec): 3 clusters Score: Raw -328217.640876 + Penalty 2745.618672 = -325472.022204 nChanged 0 SP:Iteration 26F (1676.521854 sec): 3 clusters Score: Raw -328217.640876 + Penalty 2745.618672 = -325472.022204 nChanged 0 Trying to split cluster 29 (24809 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1676.562344 sec): 2 clusters Score: Raw -1878764.527060 + Penalty 1644.331288 = -1877120.195772 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1676.615482 sec): 3 clusters Score: Raw -1863561.341382 + Penalty 3288.662575 = -1860272.678807 nChanged 11376 SP:Iteration 1F (1676.666407 sec): 3 clusters Score: Raw -1870085.579259 + Penalty 3288.662575 = -1866796.916684 nChanged 1256 SP:Iteration 2F (1676.717596 sec): 3 clusters Score: Raw -1870593.095380 + Penalty 3288.662575 = -1867304.432805 nChanged 1293 SP:Iteration 3F (1676.768598 sec): 3 clusters Score: Raw -1871136.200805 + Penalty 3288.662575 = -1867847.538230 nChanged 1240 SP:Iteration 4Q (1676.821283 sec): 3 clusters Score: Raw -1871736.575210 + Penalty 3288.662575 = -1868447.912635 nChanged 1242 SP:Iteration 5F (1676.871682 sec): 3 clusters Score: Raw -1872388.750534 + Penalty 3288.662575 = -1869100.087958 nChanged 1261 SP:Iteration 6F (1676.922893 sec): 3 clusters Score: Raw -1873130.645466 + Penalty 3288.662575 = -1869841.982891 nChanged 1304 SP:Iteration 7F (1676.973806 sec): 3 clusters Score: Raw -1873938.156890 + Penalty 3288.662575 = -1870649.494315 nChanged 1268 SP:Iteration 8F (1677.054337 sec): 3 clusters Score: Raw -1874723.622334 + Penalty 3288.662575 = -1871434.959759 nChanged 1198 SP:Iteration 9Q (1677.150919 sec): 3 clusters Score: Raw -1875443.438957 + Penalty 3288.662575 = -1872154.776382 nChanged 1038 SP:Iteration 10Q (1677.193775 sec): 3 clusters Score: Raw -1876055.033969 + Penalty 3288.662575 = -1872766.371393 nChanged 846 SP:Iteration 11Q (1677.244213 sec): 3 clusters Score: Raw -1876491.626580 + Penalty 3288.662575 = -1873202.964005 nChanged 671 SP:Iteration 12Q (1677.294507 sec): 3 clusters Score: Raw -1876813.041190 + Penalty 3288.662575 = -1873524.378615 nChanged 571 SP:Iteration 13Q (1677.344309 sec): 3 clusters Score: Raw -1877055.497577 + Penalty 3288.662575 = -1873766.835002 nChanged 442 SP:Iteration 14Q (1677.393866 sec): 3 clusters Score: Raw -1877223.569403 + Penalty 3288.662575 = -1873934.906828 nChanged 359 SP:Iteration 15Q (1677.443182 sec): 3 clusters Score: Raw -1877342.923331 + Penalty 3288.662575 = -1874054.260756 nChanged 323 SP:Iteration 16Q (1677.492234 sec): 3 clusters Score: Raw -1877447.901951 + Penalty 3288.662575 = -1874159.239376 nChanged 295 SP:Iteration 17Q (1677.541308 sec): 3 clusters Score: Raw -1877539.701907 + Penalty 3288.662575 = -1874251.039332 nChanged 288 SP:Iteration 18Q (1677.590225 sec): 3 clusters Score: Raw -1877624.181426 + Penalty 3288.662575 = -1874335.518851 nChanged 273 SP:Iteration 19Q (1677.638950 sec): 3 clusters Score: Raw -1877701.669693 + Penalty 3288.662575 = -1874413.007118 nChanged 246 SP:Iteration 20F (1677.689655 sec): 3 clusters Score: Raw -1877768.712784 + Penalty 3288.662575 = -1874480.050209 nChanged 225 SP:Iteration 21Q (1677.738422 sec): 3 clusters Score: Raw -1877831.237008 + Penalty 3288.662575 = -1874542.574433 nChanged 215 SP:Iteration 22Q (1677.786699 sec): 3 clusters Score: Raw -1877883.221490 + Penalty 3288.662575 = -1874594.558915 nChanged 172 SP:Iteration 23Q (1677.835465 sec): 3 clusters Score: Raw -1877920.620689 + Penalty 3288.662575 = -1874631.958114 nChanged 156 SP:Iteration 24Q (1677.894901 sec): 3 clusters Score: Raw -1877950.923258 + Penalty 3288.662575 = -1874662.260683 nChanged 142 SP:Iteration 25Q (1677.943340 sec): 3 clusters Score: Raw -1877976.778857 + Penalty 3288.662575 = -1874688.116282 nChanged 125 SP:Iteration 26Q (1677.991273 sec): 3 clusters Score: Raw -1878003.119496 + Penalty 3288.662575 = -1874714.456921 nChanged 152 SP:Iteration 27Q (1678.038960 sec): 3 clusters Score: Raw -1878034.185251 + Penalty 3288.662575 = -1874745.522676 nChanged 137 SP:Iteration 28Q (1678.086557 sec): 3 clusters Score: Raw -1878059.490103 + Penalty 3288.662575 = -1874770.827527 nChanged 136 SP:Iteration 29Q (1678.134476 sec): 3 clusters Score: Raw -1878082.554921 + Penalty 3288.662575 = -1874793.892346 nChanged 127 SP:Iteration 30Q (1678.182096 sec): 3 clusters Score: Raw -1878104.996144 + Penalty 3288.662575 = -1874816.333569 nChanged 140 SP:Iteration 31Q (1678.229438 sec): 3 clusters Score: Raw -1878131.426669 + Penalty 3288.662575 = -1874842.764094 nChanged 131 SP:Iteration 32Q (1678.276688 sec): 3 clusters Score: Raw -1878153.546035 + Penalty 3288.662575 = -1874864.883460 nChanged 126 SP:Iteration 33Q (1678.323993 sec): 3 clusters Score: Raw -1878174.744800 + Penalty 3288.662575 = -1874886.082225 nChanged 106 SP:Iteration 34Q (1678.371539 sec): 3 clusters Score: Raw -1878192.566335 + Penalty 3288.662575 = -1874903.903760 nChanged 112 SP:Iteration 35Q (1678.442773 sec): 3 clusters Score: Raw -1878212.373202 + Penalty 3288.662575 = -1874923.710627 nChanged 100 SP:Iteration 36Q (1678.489934 sec): 3 clusters Score: Raw -1878230.753656 + Penalty 3288.662575 = -1874942.091081 nChanged 107 SP:Iteration 37Q (1678.536426 sec): 3 clusters Score: Raw -1878248.510143 + Penalty 3288.662575 = -1874959.847568 nChanged 115 SP:Iteration 38Q (1678.592371 sec): 3 clusters Score: Raw -1878269.452355 + Penalty 3288.662575 = -1874980.789780 nChanged 120 SP:Iteration 39Q (1678.639323 sec): 3 clusters Score: Raw -1878293.172243 + Penalty 3288.662575 = -1875004.509668 nChanged 116 SP:Iteration 40F (1678.690524 sec): 3 clusters Score: Raw -1878314.249878 + Penalty 3288.662575 = -1875025.587303 nChanged 118 SP:Iteration 41Q (1678.739627 sec): 3 clusters Score: Raw -1878335.283757 + Penalty 3288.662575 = -1875046.621182 nChanged 116 SP:Iteration 42Q (1678.786216 sec): 3 clusters Score: Raw -1878356.860209 + Penalty 3288.662575 = -1875068.197633 nChanged 115 SP:Iteration 43Q (1678.836067 sec): 3 clusters Score: Raw -1878379.497656 + Penalty 3288.662575 = -1875090.835081 nChanged 111 SP:Iteration 44Q (1678.903152 sec): 3 clusters Score: Raw -1878399.285660 + Penalty 3288.662575 = -1875110.623085 nChanged 101 SP:Iteration 45Q (1678.949128 sec): 3 clusters Score: Raw -1878416.817111 + Penalty 3288.662575 = -1875128.154536 nChanged 97 SP:Iteration 46Q (1679.013741 sec): 3 clusters Score: Raw -1878435.982243 + Penalty 3288.662575 = -1875147.319668 nChanged 103 SP:Iteration 47Q (1679.059635 sec): 3 clusters Score: Raw -1878457.355934 + Penalty 3288.662575 = -1875168.693359 nChanged 112 SP:Iteration 48Q (1679.105721 sec): 3 clusters Score: Raw -1878477.035402 + Penalty 3288.662575 = -1875188.372826 nChanged 102 SP:Iteration 49Q (1679.177498 sec): 3 clusters Score: Raw -1878493.788606 + Penalty 3288.662575 = -1875205.126031 nChanged 92 SP:Iteration 50Q (1679.223152 sec): 3 clusters Score: Raw -1878510.067361 + Penalty 3288.662575 = -1875221.404786 nChanged 94 SP:Iteration 51Q (1679.272757 sec): 3 clusters Score: Raw -1878527.383881 + Penalty 3288.662575 = -1875238.721306 nChanged 100 SP:Iteration 52Q (1679.318265 sec): 3 clusters Score: Raw -1878547.558298 + Penalty 3288.662575 = -1875258.895722 nChanged 86 SP:Iteration 53Q (1679.374915 sec): 3 clusters Score: Raw -1878562.224809 + Penalty 3288.662575 = -1875273.562233 nChanged 60 SP:Iteration 54Q (1679.420096 sec): 3 clusters Score: Raw -1878570.853052 + Penalty 3288.662575 = -1875282.190477 nChanged 57 SP:Iteration 55Q (1679.465564 sec): 3 clusters Score: Raw -1878579.278037 + Penalty 3288.662575 = -1875290.615461 nChanged 60 SP:Iteration 56Q (1679.511110 sec): 3 clusters Score: Raw -1878590.105009 + Penalty 3288.662575 = -1875301.442434 nChanged 64 SP:Iteration 57Q (1679.558866 sec): 3 clusters Score: Raw -1878600.804802 + Penalty 3288.662575 = -1875312.142227 nChanged 56 SP:Iteration 58Q (1679.627140 sec): 3 clusters Score: Raw -1878609.561315 + Penalty 3288.662575 = -1875320.898739 nChanged 50 SP:Iteration 59Q (1679.672230 sec): 3 clusters Score: Raw -1878619.024743 + Penalty 3288.662575 = -1875330.362168 nChanged 58 SP:Iteration 60F (1679.723295 sec): 3 clusters Score: Raw -1878630.465768 + Penalty 3288.662575 = -1875341.803193 nChanged 63 SP:Iteration 61Q (1679.773040 sec): 3 clusters Score: Raw -1878643.078217 + Penalty 3288.662575 = -1875354.415641 nChanged 53 SP:Iteration 62Q (1679.851674 sec): 3 clusters Score: Raw -1878652.970877 + Penalty 3288.662575 = -1875364.308302 nChanged 47 SP:Iteration 63Q (1679.902268 sec): 3 clusters Score: Raw -1878661.386588 + Penalty 3288.662575 = -1875372.724013 nChanged 43 SP:Iteration 64Q (1679.946580 sec): 3 clusters Score: Raw -1878669.349021 + Penalty 3288.662575 = -1875380.686446 nChanged 56 SP:Iteration 65Q (1680.019243 sec): 3 clusters Score: Raw -1878680.438752 + Penalty 3288.662575 = -1875391.776177 nChanged 68 SP:Iteration 66Q (1680.098458 sec): 3 clusters Score: Raw -1878694.246007 + Penalty 3288.662575 = -1875405.583432 nChanged 83 SP:Iteration 67Q (1680.148138 sec): 3 clusters Score: Raw -1878710.873538 + Penalty 3288.662575 = -1875422.210963 nChanged 70 SP:Iteration 68Q (1680.194774 sec): 3 clusters Score: Raw -1878723.998249 + Penalty 3288.662575 = -1875435.335674 nChanged 66 SP:Iteration 69Q (1680.239418 sec): 3 clusters Score: Raw -1878736.814981 + Penalty 3288.662575 = -1875448.152406 nChanged 57 SP:Iteration 70Q (1680.283973 sec): 3 clusters Score: Raw -1878748.350568 + Penalty 3288.662575 = -1875459.687993 nChanged 44 SP:Iteration 71Q (1680.328333 sec): 3 clusters Score: Raw -1878756.350285 + Penalty 3288.662575 = -1875467.687710 nChanged 36 SP:Iteration 72Q (1680.372824 sec): 3 clusters Score: Raw -1878762.835864 + Penalty 3288.662575 = -1875474.173289 nChanged 28 SP:Iteration 73Q (1680.417059 sec): 3 clusters Score: Raw -1878769.017645 + Penalty 3288.662575 = -1875480.355070 nChanged 32 SP:Iteration 74Q (1680.461181 sec): 3 clusters Score: Raw -1878775.537061 + Penalty 3288.662575 = -1875486.874486 nChanged 39 SP:Iteration 75Q (1680.505492 sec): 3 clusters Score: Raw -1878785.199348 + Penalty 3288.662575 = -1875496.536773 nChanged 49 SP:Iteration 76Q (1680.549777 sec): 3 clusters Score: Raw -1878797.767836 + Penalty 3288.662575 = -1875509.105260 nChanged 48 SP:Iteration 77Q (1680.593838 sec): 3 clusters Score: Raw -1878808.559992 + Penalty 3288.662575 = -1875519.897417 nChanged 43 SP:Iteration 78Q (1680.638398 sec): 3 clusters Score: Raw -1878817.958854 + Penalty 3288.662575 = -1875529.296279 nChanged 35 SP:Iteration 79Q (1680.682687 sec): 3 clusters Score: Raw -1878825.698423 + Penalty 3288.662575 = -1875537.035848 nChanged 36 SP:Iteration 80F (1680.733633 sec): 3 clusters Score: Raw -1878832.901665 + Penalty 3288.662575 = -1875544.239090 nChanged 36 SP:Iteration 81Q (1680.795228 sec): 3 clusters Score: Raw -1878839.135381 + Penalty 3288.662575 = -1875550.472806 nChanged 29 SP:Iteration 82Q (1680.842008 sec): 3 clusters Score: Raw -1878843.721338 + Penalty 3288.662575 = -1875555.058763 nChanged 25 SP:Iteration 83Q (1680.898115 sec): 3 clusters Score: Raw -1878847.875724 + Penalty 3288.662575 = -1875559.213149 nChanged 32 SP:Iteration 84Q (1680.949238 sec): 3 clusters Score: Raw -1878853.435968 + Penalty 3288.662575 = -1875564.773392 nChanged 25 SP:Iteration 85Q (1680.993409 sec): 3 clusters Score: Raw -1878857.484395 + Penalty 3288.662575 = -1875568.821819 nChanged 17 SP:Iteration 86Q (1681.037658 sec): 3 clusters Score: Raw -1878859.997821 + Penalty 3288.662575 = -1875571.335246 nChanged 17 SP:Iteration 87Q (1681.081394 sec): 3 clusters Score: Raw -1878863.397407 + Penalty 3288.662575 = -1875574.734832 nChanged 12 SP:Iteration 88Q (1681.125757 sec): 3 clusters Score: Raw -1878865.151888 + Penalty 3288.662575 = -1875576.489313 nChanged 11 SP:Iteration 89Q (1681.169754 sec): 3 clusters Score: Raw -1878867.117685 + Penalty 3288.662575 = -1875578.455110 nChanged 19 SP:Iteration 90Q (1681.213651 sec): 3 clusters Score: Raw -1878870.422557 + Penalty 3288.662575 = -1875581.759982 nChanged 16 SP:Iteration 91Q (1681.257510 sec): 3 clusters Score: Raw -1878872.611493 + Penalty 3288.662575 = -1875583.948918 nChanged 11 SP:Iteration 92Q (1681.302032 sec): 3 clusters Score: Raw -1878874.859974 + Penalty 3288.662575 = -1875586.197399 nChanged 12 SP:Iteration 93Q (1681.345851 sec): 3 clusters Score: Raw -1878877.883649 + Penalty 3288.662575 = -1875589.221073 nChanged 14 SP:Iteration 94Q (1681.390245 sec): 3 clusters Score: Raw -1878879.732296 + Penalty 3288.662575 = -1875591.069721 nChanged 19 SP:Iteration 95Q (1681.433970 sec): 3 clusters Score: Raw -1878883.310737 + Penalty 3288.662575 = -1875594.648162 nChanged 14 SP:Iteration 96Q (1681.477791 sec): 3 clusters Score: Raw -1878885.852784 + Penalty 3288.662575 = -1875597.190209 nChanged 18 SP:Iteration 97Q (1681.521584 sec): 3 clusters Score: Raw -1878889.532575 + Penalty 3288.662575 = -1875600.870000 nChanged 20 SP:Iteration 98Q (1681.565429 sec): 3 clusters Score: Raw -1878894.519821 + Penalty 3288.662575 = -1875605.857246 nChanged 17 SP:Iteration 99Q (1681.609055 sec): 3 clusters Score: Raw -1878897.901315 + Penalty 3288.662575 = -1875609.238739 nChanged 15 SP:Iteration 100F (1681.660165 sec): 3 clusters Score: Raw -1878901.434277 + Penalty 3288.662575 = -1875612.771702 nChanged 17 SP:Iteration 101Q (1681.703937 sec): 3 clusters Score: Raw -1878904.432052 + Penalty 3288.662575 = -1875615.769477 nChanged 13 SP:Iteration 102Q (1681.747656 sec): 3 clusters Score: Raw -1878907.761268 + Penalty 3288.662575 = -1875619.098693 nChanged 11 SP:Iteration 103Q (1681.791787 sec): 3 clusters Score: Raw -1878909.589489 + Penalty 3288.662575 = -1875620.926913 nChanged 10 SP:Iteration 104Q (1681.835561 sec): 3 clusters Score: Raw -1878912.038507 + Penalty 3288.662575 = -1875623.375932 nChanged 10 SP:Iteration 105Q (1681.879326 sec): 3 clusters Score: Raw -1878914.368078 + Penalty 3288.662575 = -1875625.705503 nChanged 11 SP:Iteration 106Q (1681.923619 sec): 3 clusters Score: Raw -1878916.152712 + Penalty 3288.662575 = -1875627.490137 nChanged 5 SP:Iteration 107Q (1681.967705 sec): 3 clusters Score: Raw -1878917.302026 + Penalty 3288.662575 = -1875628.639451 nChanged 13 SP:Iteration 108Q (1682.011862 sec): 3 clusters Score: Raw -1878919.963689 + Penalty 3288.662575 = -1875631.301114 nChanged 8 SP:Iteration 109Q (1682.055400 sec): 3 clusters Score: Raw -1878921.534089 + Penalty 3288.662575 = -1875632.871514 nChanged 5 SP:Iteration 110Q (1682.098719 sec): 3 clusters Score: Raw -1878922.710329 + Penalty 3288.662575 = -1875634.047754 nChanged 8 SP:Iteration 111Q (1682.142812 sec): 3 clusters Score: Raw -1878925.355850 + Penalty 3288.662575 = -1875636.693275 nChanged 16 SP:Iteration 112Q (1682.186948 sec): 3 clusters Score: Raw -1878929.259917 + Penalty 3288.662575 = -1875640.597342 nChanged 21 SP:Iteration 113Q (1682.230730 sec): 3 clusters Score: Raw -1878934.226400 + Penalty 3288.662575 = -1875645.563825 nChanged 25 SP:Iteration 114Q (1682.274481 sec): 3 clusters Score: Raw -1878939.586183 + Penalty 3288.662575 = -1875650.923608 nChanged 18 SP:Iteration 115Q (1682.318593 sec): 3 clusters Score: Raw -1878944.167225 + Penalty 3288.662575 = -1875655.504650 nChanged 21 SP:Iteration 116Q (1682.376610 sec): 3 clusters Score: Raw -1878948.619344 + Penalty 3288.662575 = -1875659.956769 nChanged 12 SP:Iteration 117Q (1682.420105 sec): 3 clusters Score: Raw -1878951.533351 + Penalty 3288.662575 = -1875662.870776 nChanged 16 SP:Iteration 118Q (1682.463673 sec): 3 clusters Score: Raw -1878953.849582 + Penalty 3288.662575 = -1875665.187007 nChanged 9 SP:Iteration 119Q (1682.507153 sec): 3 clusters Score: Raw -1878956.795713 + Penalty 3288.662575 = -1875668.133138 nChanged 18 SP:Iteration 120F (1682.558251 sec): 3 clusters Score: Raw -1878960.119111 + Penalty 3288.662575 = -1875671.456536 nChanged 10 SP:Iteration 121Q (1682.601774 sec): 3 clusters Score: Raw -1878961.962026 + Penalty 3288.662575 = -1875673.299451 nChanged 6 SP:Iteration 122Q (1682.645441 sec): 3 clusters Score: Raw -1878963.016227 + Penalty 3288.662575 = -1875674.353651 nChanged 4 SP:Iteration 123Q (1682.689049 sec): 3 clusters Score: Raw -1878963.512179 + Penalty 3288.662575 = -1875674.849604 nChanged 5 SP:Iteration 124Q (1682.732660 sec): 3 clusters Score: Raw -1878964.425325 + Penalty 3288.662575 = -1875675.762750 nChanged 5 SP:Iteration 125Q (1682.776640 sec): 3 clusters Score: Raw -1878965.096262 + Penalty 3288.662575 = -1875676.433687 nChanged 0 SP:Iteration 126F (1682.828731 sec): 3 clusters Score: Raw -1878965.096262 + Penalty 3288.662575 = -1875676.433687 nChanged 0 Trying to split cluster 30 (106658 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1682.977231 sec): 2 clusters Score: Raw -8888050.958513 + Penalty 1881.324694 = -8886169.633819 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1683.161463 sec): 3 clusters Score: Raw -8818614.364586 + Penalty 3762.649388 = -8814851.715198 nChanged 50972 SP:Iteration 1F (1683.343126 sec): 3 clusters Score: Raw -8848794.666582 + Penalty 3762.649388 = -8845032.017194 nChanged 3862 SP:Iteration 2Q (1683.536972 sec): 3 clusters Score: Raw -8849990.942623 + Penalty 3762.649388 = -8846228.293234 nChanged 4303 SP:Iteration 3Q (1683.730261 sec): 3 clusters Score: Raw -8851630.186548 + Penalty 3762.649388 = -8847867.537160 nChanged 4973 SP:Iteration 4Q (1683.957095 sec): 3 clusters Score: Raw -8853928.134933 + Penalty 3762.649388 = -8850165.485545 nChanged 5792 SP:Iteration 5F (1684.171112 sec): 3 clusters Score: Raw -8857097.919158 + Penalty 3762.649388 = -8853335.269770 nChanged 6432 SP:Iteration 6F (1684.368121 sec): 3 clusters Score: Raw -8861012.070851 + Penalty 3762.649388 = -8857249.421463 nChanged 6557 SP:Iteration 7F (1684.582890 sec): 3 clusters Score: Raw -8865108.664044 + Penalty 3762.649388 = -8861346.014656 nChanged 6044 SP:Iteration 8F (1684.794000 sec): 3 clusters Score: Raw -8868714.242706 + Penalty 3762.649388 = -8864951.593318 nChanged 5152 SP:Iteration 9Q (1685.029714 sec): 3 clusters Score: Raw -8871389.609784 + Penalty 3762.649388 = -8867626.960396 nChanged 4067 SP:Iteration 10Q (1685.271739 sec): 3 clusters Score: Raw -8873163.615604 + Penalty 3762.649388 = -8869400.966216 nChanged 3168 SP:Iteration 11Q (1685.474861 sec): 3 clusters Score: Raw -8874293.921784 + Penalty 3762.649388 = -8870531.272396 nChanged 2492 SP:Iteration 12Q (1685.689280 sec): 3 clusters Score: Raw -8875042.875602 + Penalty 3762.649388 = -8871280.226214 nChanged 1929 SP:Iteration 13Q (1685.909854 sec): 3 clusters Score: Raw -8875510.311375 + Penalty 3762.649388 = -8871747.661987 nChanged 1474 SP:Iteration 14Q (1686.127782 sec): 3 clusters Score: Raw -8875838.925333 + Penalty 3762.649388 = -8872076.275945 nChanged 1269 SP:Iteration 15Q (1686.347369 sec): 3 clusters Score: Raw -8876119.286756 + Penalty 3762.649388 = -8872356.637368 nChanged 1187 SP:Iteration 16Q (1686.550883 sec): 3 clusters Score: Raw -8876366.779124 + Penalty 3762.649388 = -8872604.129735 nChanged 1135 SP:Iteration 17Q (1686.732735 sec): 3 clusters Score: Raw -8876609.356720 + Penalty 3762.649388 = -8872846.707332 nChanged 1167 SP:Iteration 18Q (1686.913826 sec): 3 clusters Score: Raw -8876872.915129 + Penalty 3762.649388 = -8873110.265741 nChanged 1205 SP:Iteration 19Q (1687.106092 sec): 3 clusters Score: Raw -8877145.042133 + Penalty 3762.649388 = -8873382.392745 nChanged 1238 SP:Iteration 20F (1687.286248 sec): 3 clusters Score: Raw -8877431.503470 + Penalty 3762.649388 = -8873668.854082 nChanged 1276 SP:Iteration 21Q (1687.465200 sec): 3 clusters Score: Raw -8877738.005671 + Penalty 3762.649388 = -8873975.356283 nChanged 1285 SP:Iteration 22Q (1687.643598 sec): 3 clusters Score: Raw -8878050.805090 + Penalty 3762.649388 = -8874288.155701 nChanged 1336 SP:Iteration 23Q (1687.821495 sec): 3 clusters Score: Raw -8878400.986387 + Penalty 3762.649388 = -8874638.336998 nChanged 1394 SP:Iteration 24Q (1687.997618 sec): 3 clusters Score: Raw -8878783.657969 + Penalty 3762.649388 = -8875021.008581 nChanged 1469 SP:Iteration 25Q (1688.174016 sec): 3 clusters Score: Raw -8879204.978075 + Penalty 3762.649388 = -8875442.328687 nChanged 1474 SP:Iteration 26Q (1688.349336 sec): 3 clusters Score: Raw -8879646.115156 + Penalty 3762.649388 = -8875883.465767 nChanged 1522 SP:Iteration 27Q (1688.525914 sec): 3 clusters Score: Raw -8880133.958777 + Penalty 3762.649388 = -8876371.309389 nChanged 1585 SP:Iteration 28Q (1688.728632 sec): 3 clusters Score: Raw -8880672.416220 + Penalty 3762.649388 = -8876909.766832 nChanged 1605 SP:Iteration 29Q (1688.933876 sec): 3 clusters Score: Raw -8881279.759913 + Penalty 3762.649388 = -8877517.110525 nChanged 1668 SP:Iteration 30Q (1689.128811 sec): 3 clusters Score: Raw -8881951.911599 + Penalty 3762.649388 = -8878189.262210 nChanged 1670 SP:Iteration 31Q (1689.298022 sec): 3 clusters Score: Raw -8882670.455299 + Penalty 3762.649388 = -8878907.805911 nChanged 1639 SP:Iteration 32Q (1689.464811 sec): 3 clusters Score: Raw -8883445.853786 + Penalty 3762.649388 = -8879683.204398 nChanged 1650 SP:Iteration 33Q (1689.630294 sec): 3 clusters Score: Raw -8884271.193583 + Penalty 3762.649388 = -8880508.544195 nChanged 1529 SP:Iteration 34Q (1689.794524 sec): 3 clusters Score: Raw -8885116.647196 + Penalty 3762.649388 = -8881353.997808 nChanged 1511 SP:Iteration 35Q (1689.957063 sec): 3 clusters Score: Raw -8886000.150516 + Penalty 3762.649388 = -8882237.501128 nChanged 1329 SP:Iteration 36Q (1690.118462 sec): 3 clusters Score: Raw -8886779.697748 + Penalty 3762.649388 = -8883017.048360 nChanged 1124 SP:Iteration 37Q (1690.285265 sec): 3 clusters Score: Raw -8887400.966932 + Penalty 3762.649388 = -8883638.317544 nChanged 880 SP:Iteration 38Q (1690.443466 sec): 3 clusters Score: Raw -8887819.402190 + Penalty 3762.649388 = -8884056.752802 nChanged 681 SP:Iteration 39Q (1690.600633 sec): 3 clusters Score: Raw -8888121.732817 + Penalty 3762.649388 = -8884359.083429 nChanged 534 SP:Iteration 40F (1690.781322 sec): 3 clusters Score: Raw -8888328.041467 + Penalty 3762.649388 = -8884565.392079 nChanged 432 SP:Iteration 41Q (1690.952814 sec): 3 clusters Score: Raw -8888483.906482 + Penalty 3762.649388 = -8884721.257094 nChanged 323 SP:Iteration 42Q (1691.107964 sec): 3 clusters Score: Raw -8888598.170505 + Penalty 3762.649388 = -8884835.521116 nChanged 229 SP:Iteration 43Q (1691.261009 sec): 3 clusters Score: Raw -8888670.526601 + Penalty 3762.649388 = -8884907.877213 nChanged 194 SP:Iteration 44Q (1691.413949 sec): 3 clusters Score: Raw -8888721.106011 + Penalty 3762.649388 = -8884958.456623 nChanged 169 SP:Iteration 45Q (1691.566663 sec): 3 clusters Score: Raw -8888762.775135 + Penalty 3762.649388 = -8885000.125747 nChanged 131 SP:Iteration 46Q (1691.718771 sec): 3 clusters Score: Raw -8888789.543313 + Penalty 3762.649388 = -8885026.893925 nChanged 90 SP:Iteration 47Q (1691.892929 sec): 3 clusters Score: Raw -8888806.142380 + Penalty 3762.649388 = -8885043.492992 nChanged 84 SP:Iteration 48Q (1692.044984 sec): 3 clusters Score: Raw -8888822.340511 + Penalty 3762.649388 = -8885059.691123 nChanged 78 SP:Iteration 49Q (1692.196743 sec): 3 clusters Score: Raw -8888838.355428 + Penalty 3762.649388 = -8885075.706040 nChanged 67 SP:Iteration 50Q (1692.373346 sec): 3 clusters Score: Raw -8888849.315788 + Penalty 3762.649388 = -8885086.666399 nChanged 51 SP:Iteration 51Q (1692.547898 sec): 3 clusters Score: Raw -8888858.122558 + Penalty 3762.649388 = -8885095.473170 nChanged 40 SP:Iteration 52Q (1692.701122 sec): 3 clusters Score: Raw -8888864.094966 + Penalty 3762.649388 = -8885101.445578 nChanged 38 SP:Iteration 53Q (1692.852547 sec): 3 clusters Score: Raw -8888869.951077 + Penalty 3762.649388 = -8885107.301689 nChanged 39 SP:Iteration 54Q (1693.004706 sec): 3 clusters Score: Raw -8888875.593811 + Penalty 3762.649388 = -8885112.944423 nChanged 26 SP:Iteration 55Q (1693.156953 sec): 3 clusters Score: Raw -8888879.551707 + Penalty 3762.649388 = -8885116.902319 nChanged 25 SP:Iteration 56Q (1693.309087 sec): 3 clusters Score: Raw -8888882.822889 + Penalty 3762.649388 = -8885120.173501 nChanged 21 SP:Iteration 57Q (1693.463603 sec): 3 clusters Score: Raw -8888886.297253 + Penalty 3762.649388 = -8885123.647864 nChanged 23 SP:Iteration 58Q (1693.616190 sec): 3 clusters Score: Raw -8888889.987225 + Penalty 3762.649388 = -8885127.337837 nChanged 24 SP:Iteration 59Q (1693.768139 sec): 3 clusters Score: Raw -8888893.824404 + Penalty 3762.649388 = -8885131.175016 nChanged 27 SP:Iteration 60F (1693.948193 sec): 3 clusters Score: Raw -8888897.626352 + Penalty 3762.649388 = -8885134.976964 nChanged 19 SP:Iteration 61Q (1694.100160 sec): 3 clusters Score: Raw -8888900.106237 + Penalty 3762.649388 = -8885137.456849 nChanged 13 SP:Iteration 62Q (1694.252478 sec): 3 clusters Score: Raw -8888902.213775 + Penalty 3762.649388 = -8885139.564387 nChanged 18 SP:Iteration 63Q (1694.404406 sec): 3 clusters Score: Raw -8888905.604055 + Penalty 3762.649388 = -8885142.954667 nChanged 16 SP:Iteration 64Q (1694.561728 sec): 3 clusters Score: Raw -8888908.240941 + Penalty 3762.649388 = -8885145.591552 nChanged 19 SP:Iteration 65Q (1694.712732 sec): 3 clusters Score: Raw -8888910.116049 + Penalty 3762.649388 = -8885147.466661 nChanged 8 SP:Iteration 66Q (1694.864002 sec): 3 clusters Score: Raw -8888911.150452 + Penalty 3762.649388 = -8885148.501064 nChanged 10 SP:Iteration 67Q (1695.015368 sec): 3 clusters Score: Raw -8888912.066422 + Penalty 3762.649388 = -8885149.417034 nChanged 6 SP:Iteration 68Q (1695.166475 sec): 3 clusters Score: Raw -8888912.447705 + Penalty 3762.649388 = -8885149.798317 nChanged 5 SP:Iteration 69Q (1695.348775 sec): 3 clusters Score: Raw -8888913.037497 + Penalty 3762.649388 = -8885150.388108 nChanged 6 SP:Iteration 70Q (1695.500703 sec): 3 clusters Score: Raw -8888913.774544 + Penalty 3762.649388 = -8885151.125155 nChanged 7 SP:Iteration 71Q (1695.657615 sec): 3 clusters Score: Raw -8888914.501028 + Penalty 3762.649388 = -8885151.851639 nChanged 7 SP:Iteration 72Q (1695.809644 sec): 3 clusters Score: Raw -8888915.369521 + Penalty 3762.649388 = -8885152.720133 nChanged 6 SP:Iteration 73Q (1695.971165 sec): 3 clusters Score: Raw -8888916.186560 + Penalty 3762.649388 = -8885153.537172 nChanged 5 SP:Iteration 74Q (1696.122610 sec): 3 clusters Score: Raw -8888916.579083 + Penalty 3762.649388 = -8885153.929695 nChanged 3 SP:Iteration 75Q (1696.277263 sec): 3 clusters Score: Raw -8888917.075539 + Penalty 3762.649388 = -8885154.426151 nChanged 6 SP:Iteration 76Q (1696.429026 sec): 3 clusters Score: Raw -8888917.838442 + Penalty 3762.649388 = -8885155.189054 nChanged 10 SP:Iteration 77Q (1696.581549 sec): 3 clusters Score: Raw -8888919.406199 + Penalty 3762.649388 = -8885156.756811 nChanged 9 SP:Iteration 78Q (1696.745134 sec): 3 clusters Score: Raw -8888920.762148 + Penalty 3762.649388 = -8885158.112759 nChanged 6 SP:Iteration 79Q (1696.897255 sec): 3 clusters Score: Raw -8888921.356480 + Penalty 3762.649388 = -8885158.707092 nChanged 5 SP:Iteration 80F (1697.077374 sec): 3 clusters Score: Raw -8888921.749848 + Penalty 3762.649388 = -8885159.100460 nChanged 2 SP:Iteration 81Q (1697.228655 sec): 3 clusters Score: Raw -8888922.014370 + Penalty 3762.649388 = -8885159.364982 nChanged 1 SP:Iteration 82Q (1697.380072 sec): 3 clusters Score: Raw -8888922.078856 + Penalty 3762.649388 = -8885159.429467 nChanged 0 SP:Iteration 83F (1697.559145 sec): 3 clusters Score: Raw -8888922.078856 + Penalty 3762.649388 = -8885159.429467 nChanged 0 Trying to split cluster 31 (3749 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1697.570993 sec): 2 clusters Score: Raw -298704.903379 + Penalty 1337.252218 = -297367.651161 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1697.590361 sec): 3 clusters Score: Raw -296839.340643 + Penalty 2674.504435 = -294164.836208 nChanged 1452 SP:Iteration 1F (1697.608884 sec): 3 clusters Score: Raw -297585.460427 + Penalty 2674.504435 = -294910.955992 nChanged 261 SP:Iteration 2F (1697.627486 sec): 3 clusters Score: Raw -297737.053328 + Penalty 2674.504435 = -295062.548893 nChanged 180 SP:Iteration 3Q (1697.646153 sec): 3 clusters Score: Raw -297837.648483 + Penalty 2674.504435 = -295163.144048 nChanged 163 SP:Iteration 4Q (1697.664690 sec): 3 clusters Score: Raw -297928.508475 + Penalty 2674.504435 = -295254.004040 nChanged 147 SP:Iteration 5Q (1697.683247 sec): 3 clusters Score: Raw -297994.650150 + Penalty 2674.504435 = -295320.145714 nChanged 98 SP:Iteration 6Q (1697.701750 sec): 3 clusters Score: Raw -298034.659128 + Penalty 2674.504435 = -295360.154693 nChanged 64 SP:Iteration 7Q (1697.720508 sec): 3 clusters Score: Raw -298061.333755 + Penalty 2674.504435 = -295386.829320 nChanged 59 SP:Iteration 8Q (1697.739050 sec): 3 clusters Score: Raw -298086.866016 + Penalty 2674.504435 = -295412.361580 nChanged 59 SP:Iteration 9Q (1697.757845 sec): 3 clusters Score: Raw -298111.600627 + Penalty 2674.504435 = -295437.096192 nChanged 57 SP:Iteration 10Q (1697.776363 sec): 3 clusters Score: Raw -298130.625641 + Penalty 2674.504435 = -295456.121206 nChanged 38 SP:Iteration 11Q (1697.795058 sec): 3 clusters Score: Raw -298141.549863 + Penalty 2674.504435 = -295467.045427 nChanged 30 SP:Iteration 12Q (1697.813669 sec): 3 clusters Score: Raw -298152.122062 + Penalty 2674.504435 = -295477.617626 nChanged 34 SP:Iteration 13Q (1697.832267 sec): 3 clusters Score: Raw -298164.657408 + Penalty 2674.504435 = -295490.152973 nChanged 31 SP:Iteration 14Q (1697.850892 sec): 3 clusters Score: Raw -298175.182488 + Penalty 2674.504435 = -295500.678053 nChanged 40 SP:Iteration 15Q (1697.869574 sec): 3 clusters Score: Raw -298189.205629 + Penalty 2674.504435 = -295514.701193 nChanged 37 SP:Iteration 16Q (1697.888226 sec): 3 clusters Score: Raw -298203.085674 + Penalty 2674.504435 = -295528.581238 nChanged 41 SP:Iteration 17Q (1697.906861 sec): 3 clusters Score: Raw -298218.259094 + Penalty 2674.504435 = -295543.754658 nChanged 42 SP:Iteration 18Q (1697.925418 sec): 3 clusters Score: Raw -298235.383002 + Penalty 2674.504435 = -295560.878567 nChanged 61 SP:Iteration 19Q (1697.944120 sec): 3 clusters Score: Raw -298258.270061 + Penalty 2674.504435 = -295583.765626 nChanged 49 SP:Iteration 20F (1697.962735 sec): 3 clusters Score: Raw -298276.981493 + Penalty 2674.504435 = -295602.477058 nChanged 51 SP:Iteration 21Q (1697.981261 sec): 3 clusters Score: Raw -298296.426750 + Penalty 2674.504435 = -295621.922314 nChanged 44 SP:Iteration 22Q (1698.000250 sec): 3 clusters Score: Raw -298312.092065 + Penalty 2674.504435 = -295637.587630 nChanged 39 SP:Iteration 23Q (1698.018933 sec): 3 clusters Score: Raw -298328.257969 + Penalty 2674.504435 = -295653.753533 nChanged 45 SP:Iteration 24Q (1698.037564 sec): 3 clusters Score: Raw -298345.732151 + Penalty 2674.504435 = -295671.227716 nChanged 52 SP:Iteration 25Q (1698.056244 sec): 3 clusters Score: Raw -298366.207892 + Penalty 2674.504435 = -295691.703457 nChanged 50 SP:Iteration 26Q (1698.074887 sec): 3 clusters Score: Raw -298388.524793 + Penalty 2674.504435 = -295714.020358 nChanged 57 SP:Iteration 27Q (1698.138856 sec): 3 clusters Score: Raw -298414.010031 + Penalty 2674.504435 = -295739.505595 nChanged 44 SP:Iteration 28Q (1698.182539 sec): 3 clusters Score: Raw -298432.896440 + Penalty 2674.504435 = -295758.392004 nChanged 46 SP:Iteration 29Q (1698.235635 sec): 3 clusters Score: Raw -298453.092737 + Penalty 2674.504435 = -295778.588301 nChanged 43 SP:Iteration 30Q (1698.253119 sec): 3 clusters Score: Raw -298469.825719 + Penalty 2674.504435 = -295795.321283 nChanged 44 SP:Iteration 31Q (1698.271826 sec): 3 clusters Score: Raw -298486.522876 + Penalty 2674.504435 = -295812.018440 nChanged 37 SP:Iteration 32Q (1698.290231 sec): 3 clusters Score: Raw -298499.638808 + Penalty 2674.504435 = -295825.134372 nChanged 31 SP:Iteration 33Q (1698.308969 sec): 3 clusters Score: Raw -298510.155617 + Penalty 2674.504435 = -295835.651181 nChanged 25 SP:Iteration 34Q (1698.376605 sec): 3 clusters Score: Raw -298519.478626 + Penalty 2674.504435 = -295844.974190 nChanged 26 SP:Iteration 35Q (1698.385213 sec): 3 clusters Score: Raw -298528.504242 + Penalty 2674.504435 = -295853.999807 nChanged 22 SP:Iteration 36Q (1698.403787 sec): 3 clusters Score: Raw -298535.891926 + Penalty 2674.504435 = -295861.387491 nChanged 25 SP:Iteration 37Q (1698.422480 sec): 3 clusters Score: Raw -298546.341572 + Penalty 2674.504435 = -295871.837137 nChanged 27 SP:Iteration 38Q (1698.440958 sec): 3 clusters Score: Raw -298556.109591 + Penalty 2674.504435 = -295881.605155 nChanged 22 SP:Iteration 39Q (1698.459586 sec): 3 clusters Score: Raw -298564.389776 + Penalty 2674.504435 = -295889.885340 nChanged 27 SP:Iteration 40F (1698.478239 sec): 3 clusters Score: Raw -298572.895128 + Penalty 2674.504435 = -295898.390693 nChanged 17 SP:Iteration 41Q (1698.496892 sec): 3 clusters Score: Raw -298580.286372 + Penalty 2674.504435 = -295905.781936 nChanged 23 SP:Iteration 42Q (1698.515381 sec): 3 clusters Score: Raw -298586.994867 + Penalty 2674.504435 = -295912.490431 nChanged 16 SP:Iteration 43Q (1698.534447 sec): 3 clusters Score: Raw -298593.144046 + Penalty 2674.504435 = -295918.639611 nChanged 23 SP:Iteration 44Q (1698.553049 sec): 3 clusters Score: Raw -298603.206504 + Penalty 2674.504435 = -295928.702069 nChanged 22 SP:Iteration 45Q (1698.571766 sec): 3 clusters Score: Raw -298612.078487 + Penalty 2674.504435 = -295937.574052 nChanged 17 SP:Iteration 46Q (1698.590224 sec): 3 clusters Score: Raw -298617.061905 + Penalty 2674.504435 = -295942.557470 nChanged 12 SP:Iteration 47Q (1698.608877 sec): 3 clusters Score: Raw -298621.088498 + Penalty 2674.504435 = -295946.584063 nChanged 11 SP:Iteration 48Q (1698.627522 sec): 3 clusters Score: Raw -298624.678312 + Penalty 2674.504435 = -295950.173877 nChanged 8 SP:Iteration 49Q (1698.646172 sec): 3 clusters Score: Raw -298627.764204 + Penalty 2674.504435 = -295953.259769 nChanged 6 SP:Iteration 50Q (1698.664355 sec): 3 clusters Score: Raw -298629.297779 + Penalty 2674.504435 = -295954.793344 nChanged 7 SP:Iteration 51Q (1698.683011 sec): 3 clusters Score: Raw -298631.474196 + Penalty 2674.504435 = -295956.969761 nChanged 2 SP:Iteration 52Q (1698.701695 sec): 3 clusters Score: Raw -298632.162032 + Penalty 2674.504435 = -295957.657596 nChanged 5 SP:Iteration 53Q (1698.720326 sec): 3 clusters Score: Raw -298633.984235 + Penalty 2674.504435 = -295959.479800 nChanged 6 SP:Iteration 54Q (1698.738969 sec): 3 clusters Score: Raw -298636.680464 + Penalty 2674.504435 = -295962.176029 nChanged 8 SP:Iteration 55Q (1698.757492 sec): 3 clusters Score: Raw -298639.844323 + Penalty 2674.504435 = -295965.339888 nChanged 7 SP:Iteration 56Q (1698.775979 sec): 3 clusters Score: Raw -298642.669424 + Penalty 2674.504435 = -295968.164989 nChanged 6 SP:Iteration 57Q (1698.794619 sec): 3 clusters Score: Raw -298644.249205 + Penalty 2674.504435 = -295969.744769 nChanged 4 SP:Iteration 58Q (1698.813069 sec): 3 clusters Score: Raw -298645.552989 + Penalty 2674.504435 = -295971.048553 nChanged 7 SP:Iteration 59Q (1698.831533 sec): 3 clusters Score: Raw -298647.621677 + Penalty 2674.504435 = -295973.117241 nChanged 4 SP:Iteration 60F (1698.850225 sec): 3 clusters Score: Raw -298648.923464 + Penalty 2674.504435 = -295974.419029 nChanged 4 SP:Iteration 61Q (1698.868914 sec): 3 clusters Score: Raw -298649.792895 + Penalty 2674.504435 = -295975.288459 nChanged 3 SP:Iteration 62Q (1698.887579 sec): 3 clusters Score: Raw -298650.384282 + Penalty 2674.504435 = -295975.879846 nChanged 1 SP:Iteration 63Q (1698.906221 sec): 3 clusters Score: Raw -298650.513438 + Penalty 2674.504435 = -295976.009002 nChanged 1 SP:Iteration 64Q (1698.924658 sec): 3 clusters Score: Raw -298651.118287 + Penalty 2674.504435 = -295976.613851 nChanged 2 SP:Iteration 65Q (1698.943299 sec): 3 clusters Score: Raw -298651.731938 + Penalty 2674.504435 = -295977.227503 nChanged 1 SP:Iteration 66Q (1698.961947 sec): 3 clusters Score: Raw -298652.153423 + Penalty 2674.504435 = -295977.648988 nChanged 1 SP:Iteration 67Q (1698.980574 sec): 3 clusters Score: Raw -298652.348997 + Penalty 2674.504435 = -295977.844562 nChanged 1 SP:Iteration 68Q (1698.999033 sec): 3 clusters Score: Raw -298652.721284 + Penalty 2674.504435 = -295978.216849 nChanged 0 SP:Iteration 69F (1699.017646 sec): 3 clusters Score: Raw -298652.721284 + Penalty 2674.504435 = -295978.216849 nChanged 0 Trying to split cluster 32 (23588 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1699.060517 sec): 2 clusters Score: Raw -1998961.710296 + Penalty 1636.130175 = -1997325.580121 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1699.112368 sec): 3 clusters Score: Raw -1984510.629536 + Penalty 3272.260351 = -1981238.369185 nChanged 10844 SP:Iteration 1F (1699.162151 sec): 3 clusters Score: Raw -1990665.002293 + Penalty 3272.260351 = -1987392.741942 nChanged 1435 SP:Iteration 2F (1699.211652 sec): 3 clusters Score: Raw -1991410.561028 + Penalty 3272.260351 = -1988138.300677 nChanged 1616 SP:Iteration 3F (1699.261264 sec): 3 clusters Score: Raw -1992471.542453 + Penalty 3272.260351 = -1989199.282102 nChanged 1798 SP:Iteration 4F (1699.310714 sec): 3 clusters Score: Raw -1993764.254703 + Penalty 3272.260351 = -1990491.994352 nChanged 1758 SP:Iteration 5F (1699.360411 sec): 3 clusters Score: Raw -1995112.777623 + Penalty 3272.260351 = -1991840.517272 nChanged 1541 SP:Iteration 6F (1699.410015 sec): 3 clusters Score: Raw -1996354.276693 + Penalty 3272.260351 = -1993082.016342 nChanged 1205 SP:Iteration 7F (1699.459711 sec): 3 clusters Score: Raw -1997383.548134 + Penalty 3272.260351 = -1994111.287783 nChanged 860 SP:Iteration 8Q (1699.509416 sec): 3 clusters Score: Raw -1998127.387770 + Penalty 3272.260351 = -1994855.127419 nChanged 575 SP:Iteration 9Q (1699.557049 sec): 3 clusters Score: Raw -1998612.444936 + Penalty 3272.260351 = -1995340.184585 nChanged 397 SP:Iteration 10Q (1699.602452 sec): 3 clusters Score: Raw -1998861.372245 + Penalty 3272.260351 = -1995589.111894 nChanged 272 SP:Iteration 11Q (1699.646601 sec): 3 clusters Score: Raw -1999000.471289 + Penalty 3272.260351 = -1995728.210938 nChanged 217 SP:Iteration 12Q (1699.690025 sec): 3 clusters Score: Raw -1999094.427567 + Penalty 3272.260351 = -1995822.167216 nChanged 173 SP:Iteration 13Q (1699.733113 sec): 3 clusters Score: Raw -1999168.326496 + Penalty 3272.260351 = -1995896.066145 nChanged 157 SP:Iteration 14Q (1699.775682 sec): 3 clusters Score: Raw -1999228.695209 + Penalty 3272.260351 = -1995956.434858 nChanged 132 SP:Iteration 15Q (1699.818153 sec): 3 clusters Score: Raw -1999277.442688 + Penalty 3272.260351 = -1996005.182337 nChanged 119 SP:Iteration 16Q (1699.860283 sec): 3 clusters Score: Raw -1999316.183680 + Penalty 3272.260351 = -1996043.923329 nChanged 108 SP:Iteration 17Q (1699.902312 sec): 3 clusters Score: Raw -1999354.103665 + Penalty 3272.260351 = -1996081.843314 nChanged 90 SP:Iteration 18Q (1699.944191 sec): 3 clusters Score: Raw -1999381.955017 + Penalty 3272.260351 = -1996109.694666 nChanged 70 SP:Iteration 19Q (1699.985985 sec): 3 clusters Score: Raw -1999405.237683 + Penalty 3272.260351 = -1996132.977332 nChanged 78 SP:Iteration 20F (1700.035357 sec): 3 clusters Score: Raw -1999429.002987 + Penalty 3272.260351 = -1996156.742636 nChanged 66 SP:Iteration 21Q (1700.077133 sec): 3 clusters Score: Raw -1999450.187361 + Penalty 3272.260351 = -1996177.927010 nChanged 66 SP:Iteration 22Q (1700.118556 sec): 3 clusters Score: Raw -1999473.047816 + Penalty 3272.260351 = -1996200.787465 nChanged 61 SP:Iteration 23Q (1700.160033 sec): 3 clusters Score: Raw -1999495.769380 + Penalty 3272.260351 = -1996223.509030 nChanged 48 SP:Iteration 24Q (1700.235406 sec): 3 clusters Score: Raw -1999511.403381 + Penalty 3272.260351 = -1996239.143030 nChanged 45 SP:Iteration 25Q (1700.305600 sec): 3 clusters Score: Raw -1999524.357225 + Penalty 3272.260351 = -1996252.096874 nChanged 38 SP:Iteration 26Q (1700.345957 sec): 3 clusters Score: Raw -1999534.813121 + Penalty 3272.260351 = -1996262.552770 nChanged 32 SP:Iteration 27Q (1700.386896 sec): 3 clusters Score: Raw -1999542.905358 + Penalty 3272.260351 = -1996270.645007 nChanged 24 SP:Iteration 28Q (1700.427832 sec): 3 clusters Score: Raw -1999550.129512 + Penalty 3272.260351 = -1996277.869161 nChanged 26 SP:Iteration 29Q (1700.468634 sec): 3 clusters Score: Raw -1999556.722573 + Penalty 3272.260351 = -1996284.462222 nChanged 22 SP:Iteration 30Q (1700.509548 sec): 3 clusters Score: Raw -1999562.323248 + Penalty 3272.260351 = -1996290.062897 nChanged 22 SP:Iteration 31Q (1700.550235 sec): 3 clusters Score: Raw -1999569.255052 + Penalty 3272.260351 = -1996296.994701 nChanged 24 SP:Iteration 32Q (1700.591126 sec): 3 clusters Score: Raw -1999575.109091 + Penalty 3272.260351 = -1996302.848740 nChanged 19 SP:Iteration 33Q (1700.631948 sec): 3 clusters Score: Raw -1999579.095544 + Penalty 3272.260351 = -1996306.835193 nChanged 18 SP:Iteration 34Q (1700.672799 sec): 3 clusters Score: Raw -1999582.814402 + Penalty 3272.260351 = -1996310.554052 nChanged 11 SP:Iteration 35Q (1700.713454 sec): 3 clusters Score: Raw -1999585.008776 + Penalty 3272.260351 = -1996312.748425 nChanged 11 SP:Iteration 36Q (1700.754241 sec): 3 clusters Score: Raw -1999586.939987 + Penalty 3272.260351 = -1996314.679636 nChanged 6 SP:Iteration 37Q (1700.795025 sec): 3 clusters Score: Raw -1999588.381077 + Penalty 3272.260351 = -1996316.120726 nChanged 9 SP:Iteration 38Q (1700.835688 sec): 3 clusters Score: Raw -1999590.380467 + Penalty 3272.260351 = -1996318.120116 nChanged 7 SP:Iteration 39Q (1700.876404 sec): 3 clusters Score: Raw -1999591.552105 + Penalty 3272.260351 = -1996319.291754 nChanged 4 SP:Iteration 40F (1700.925843 sec): 3 clusters Score: Raw -1999592.338428 + Penalty 3272.260351 = -1996320.078078 nChanged 2 SP:Iteration 41Q (1700.966605 sec): 3 clusters Score: Raw -1999592.753000 + Penalty 3272.260351 = -1996320.492649 nChanged 2 SP:Iteration 42Q (1701.007383 sec): 3 clusters Score: Raw -1999593.043562 + Penalty 3272.260351 = -1996320.783211 nChanged 1 SP:Iteration 43Q (1701.048083 sec): 3 clusters Score: Raw -1999593.186190 + Penalty 3272.260351 = -1996320.925840 nChanged 1 SP:Iteration 44Q (1701.088657 sec): 3 clusters Score: Raw -1999593.306659 + Penalty 3272.260351 = -1996321.046309 nChanged 2 SP:Iteration 45Q (1701.139476 sec): 3 clusters Score: Raw -1999593.836516 + Penalty 3272.260351 = -1996321.576165 nChanged 1 SP:Iteration 46Q (1701.180149 sec): 3 clusters Score: Raw -1999593.981897 + Penalty 3272.260351 = -1996321.721547 nChanged 0 SP:Iteration 47F (1701.229698 sec): 3 clusters Score: Raw -1999593.981897 + Penalty 3272.260351 = -1996321.721547 nChanged 0 Trying to split cluster 33 (1836 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1701.244012 sec): 2 clusters Score: Raw -138656.325657 + Penalty 1221.243493 = -137435.082164 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1701.254230 sec): 3 clusters Score: Raw -137899.463510 + Penalty 2442.486986 = -135456.976524 nChanged 625 SP:Iteration 1F (1701.263765 sec): 3 clusters Score: Raw -138469.687502 + Penalty 2442.486986 = -136027.200516 nChanged 203 SP:Iteration 2F (1701.273258 sec): 3 clusters Score: Raw -138733.971656 + Penalty 2442.486986 = -136291.484671 nChanged 136 SP:Iteration 3F (1701.282722 sec): 3 clusters Score: Raw -138920.954776 + Penalty 2442.486986 = -136478.467790 nChanged 100 SP:Iteration 4F (1701.292128 sec): 3 clusters Score: Raw -139036.322893 + Penalty 2442.486986 = -136593.835908 nChanged 65 SP:Iteration 5Q (1701.301477 sec): 3 clusters Score: Raw -139100.071910 + Penalty 2442.486986 = -136657.584925 nChanged 58 SP:Iteration 6Q (1701.310976 sec): 3 clusters Score: Raw -139177.948215 + Penalty 2442.486986 = -136735.461230 nChanged 62 SP:Iteration 7Q (1701.320298 sec): 3 clusters Score: Raw -139245.264553 + Penalty 2442.486986 = -136802.777567 nChanged 45 SP:Iteration 8Q (1701.329576 sec): 3 clusters Score: Raw -139298.431724 + Penalty 2442.486986 = -136855.944738 nChanged 41 SP:Iteration 9Q (1701.338799 sec): 3 clusters Score: Raw -139345.061022 + Penalty 2442.486986 = -136902.574037 nChanged 32 SP:Iteration 10Q (1701.348042 sec): 3 clusters Score: Raw -139373.951937 + Penalty 2442.486986 = -136931.464951 nChanged 29 SP:Iteration 11Q (1701.357176 sec): 3 clusters Score: Raw -139401.830575 + Penalty 2442.486986 = -136959.343589 nChanged 35 SP:Iteration 12Q (1701.366330 sec): 3 clusters Score: Raw -139449.045947 + Penalty 2442.486986 = -137006.558961 nChanged 40 SP:Iteration 13Q (1701.375461 sec): 3 clusters Score: Raw -139516.881197 + Penalty 2442.486986 = -137074.394211 nChanged 40 SP:Iteration 14Q (1701.384587 sec): 3 clusters Score: Raw -139571.607392 + Penalty 2442.486986 = -137129.120407 nChanged 24 SP:Iteration 15Q (1701.393651 sec): 3 clusters Score: Raw -139592.379697 + Penalty 2442.486986 = -137149.892711 nChanged 12 SP:Iteration 16Q (1701.402588 sec): 3 clusters Score: Raw -139605.683762 + Penalty 2442.486986 = -137163.196777 nChanged 7 SP:Iteration 17Q (1701.411555 sec): 3 clusters Score: Raw -139610.779065 + Penalty 2442.486986 = -137168.292080 nChanged 4 SP:Iteration 18Q (1701.420471 sec): 3 clusters Score: Raw -139612.467363 + Penalty 2442.486986 = -137169.980377 nChanged 3 SP:Iteration 19Q (1701.429428 sec): 3 clusters Score: Raw -139614.762964 + Penalty 2442.486986 = -137172.275978 nChanged 2 SP:Iteration 20F (1701.438857 sec): 3 clusters Score: Raw -139615.597396 + Penalty 2442.486986 = -137173.110410 nChanged 3 SP:Iteration 21Q (1701.447835 sec): 3 clusters Score: Raw -139617.203873 + Penalty 2442.486986 = -137174.716888 nChanged 1 SP:Iteration 22Q (1701.456731 sec): 3 clusters Score: Raw -139617.612039 + Penalty 2442.486986 = -137175.125054 nChanged 0 SP:Iteration 23F (1701.466154 sec): 3 clusters Score: Raw -139617.612039 + Penalty 2442.486986 = -137175.125054 nChanged 0 Trying to split cluster 34 (1558 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1701.481734 sec): 2 clusters Score: Raw -118922.081504 + Penalty 1194.563212 = -117727.518292 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1701.490409 sec): 3 clusters Score: Raw -118336.576156 + Penalty 2389.126424 = -115947.449732 nChanged 513 SP:Iteration 1F (1701.498526 sec): 3 clusters Score: Raw -118795.374723 + Penalty 2389.126424 = -116406.248299 nChanged 147 SP:Iteration 2F (1701.506693 sec): 3 clusters Score: Raw -118977.438028 + Penalty 2389.126424 = -116588.311604 nChanged 119 SP:Iteration 3F (1701.514865 sec): 3 clusters Score: Raw -119113.300043 + Penalty 2389.126424 = -116724.173619 nChanged 97 SP:Iteration 4F (1701.522991 sec): 3 clusters Score: Raw -119221.388996 + Penalty 2389.126424 = -116832.262572 nChanged 66 SP:Iteration 5Q (1701.531035 sec): 3 clusters Score: Raw -119287.336259 + Penalty 2389.126424 = -116898.209835 nChanged 49 SP:Iteration 6Q (1701.539112 sec): 3 clusters Score: Raw -119350.098334 + Penalty 2389.126424 = -116960.971910 nChanged 40 SP:Iteration 7Q (1701.547118 sec): 3 clusters Score: Raw -119395.961965 + Penalty 2389.126424 = -117006.835542 nChanged 25 SP:Iteration 8Q (1701.555127 sec): 3 clusters Score: Raw -119423.500180 + Penalty 2389.126424 = -117034.373756 nChanged 18 SP:Iteration 9Q (1701.563102 sec): 3 clusters Score: Raw -119441.877299 + Penalty 2389.126424 = -117052.750876 nChanged 12 SP:Iteration 10Q (1701.571097 sec): 3 clusters Score: Raw -119454.639090 + Penalty 2389.126424 = -117065.512666 nChanged 8 SP:Iteration 11Q (1701.579077 sec): 3 clusters Score: Raw -119459.076822 + Penalty 2389.126424 = -117069.950398 nChanged 5 SP:Iteration 12Q (1701.586943 sec): 3 clusters Score: Raw -119462.032588 + Penalty 2389.126424 = -117072.906165 nChanged 6 SP:Iteration 13Q (1701.594883 sec): 3 clusters Score: Raw -119465.050118 + Penalty 2389.126424 = -117075.923694 nChanged 1 SP:Iteration 14Q (1701.602822 sec): 3 clusters Score: Raw -119466.489165 + Penalty 2389.126424 = -117077.362741 nChanged 1 SP:Iteration 15Q (1701.610753 sec): 3 clusters Score: Raw -119467.710782 + Penalty 2389.126424 = -117078.584358 nChanged 1 SP:Iteration 16Q (1701.618692 sec): 3 clusters Score: Raw -119468.268913 + Penalty 2389.126424 = -117079.142489 nChanged 2 SP:Iteration 17Q (1701.626629 sec): 3 clusters Score: Raw -119468.883457 + Penalty 2389.126424 = -117079.757033 nChanged 0 SP:Iteration 18F (1701.634709 sec): 3 clusters Score: Raw -119468.883457 + Penalty 2389.126424 = -117079.757033 nChanged 0 Trying to split cluster 35 (8076 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1701.657185 sec): 2 clusters Score: Raw -655906.975509 + Penalty 1461.955947 = -654445.019562 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1701.683737 sec): 3 clusters Score: Raw -651490.896881 + Penalty 2923.911893 = -648566.984987 nChanged 3456 SP:Iteration 1F (1701.709492 sec): 3 clusters Score: Raw -653466.379523 + Penalty 2923.911893 = -650542.467630 nChanged 591 SP:Iteration 2F (1701.735306 sec): 3 clusters Score: Raw -653860.192611 + Penalty 2923.911893 = -650936.280717 nChanged 536 SP:Iteration 3F (1701.761227 sec): 3 clusters Score: Raw -654294.961711 + Penalty 2923.911893 = -651371.049818 nChanged 617 SP:Iteration 4F (1701.787004 sec): 3 clusters Score: Raw -654838.924072 + Penalty 2923.911893 = -651915.012179 nChanged 667 SP:Iteration 5F (1701.812841 sec): 3 clusters Score: Raw -655499.218523 + Penalty 2923.911893 = -652575.306630 nChanged 635 SP:Iteration 6F (1701.838795 sec): 3 clusters Score: Raw -656132.953368 + Penalty 2923.911893 = -653209.041475 nChanged 511 SP:Iteration 7F (1701.864634 sec): 3 clusters Score: Raw -656572.591998 + Penalty 2923.911893 = -653648.680105 nChanged 333 SP:Iteration 8Q (1701.890259 sec): 3 clusters Score: Raw -656830.737880 + Penalty 2923.911893 = -653906.825987 nChanged 256 SP:Iteration 9Q (1701.915855 sec): 3 clusters Score: Raw -656998.560844 + Penalty 2923.911893 = -654074.648950 nChanged 201 SP:Iteration 10Q (1701.941287 sec): 3 clusters Score: Raw -657129.546701 + Penalty 2923.911893 = -654205.634807 nChanged 174 SP:Iteration 11Q (1701.966494 sec): 3 clusters Score: Raw -657251.186029 + Penalty 2923.911893 = -654327.274136 nChanged 141 SP:Iteration 12Q (1701.991744 sec): 3 clusters Score: Raw -657331.689011 + Penalty 2923.911893 = -654407.777117 nChanged 109 SP:Iteration 13Q (1702.016996 sec): 3 clusters Score: Raw -657369.497658 + Penalty 2923.911893 = -654445.585764 nChanged 75 SP:Iteration 14Q (1702.041955 sec): 3 clusters Score: Raw -657394.907527 + Penalty 2923.911893 = -654470.995634 nChanged 75 SP:Iteration 15Q (1702.067177 sec): 3 clusters Score: Raw -657419.889237 + Penalty 2923.911893 = -654495.977344 nChanged 61 SP:Iteration 16Q (1702.092104 sec): 3 clusters Score: Raw -657436.199123 + Penalty 2923.911893 = -654512.287230 nChanged 57 SP:Iteration 17Q (1702.116945 sec): 3 clusters Score: Raw -657450.513503 + Penalty 2923.911893 = -654526.601610 nChanged 46 SP:Iteration 18Q (1702.142063 sec): 3 clusters Score: Raw -657462.583531 + Penalty 2923.911893 = -654538.671638 nChanged 39 SP:Iteration 19Q (1702.167033 sec): 3 clusters Score: Raw -657470.821168 + Penalty 2923.911893 = -654546.909274 nChanged 37 SP:Iteration 20F (1702.192796 sec): 3 clusters Score: Raw -657477.548350 + Penalty 2923.911893 = -654553.636457 nChanged 36 SP:Iteration 21Q (1702.217587 sec): 3 clusters Score: Raw -657484.652950 + Penalty 2923.911893 = -654560.741057 nChanged 33 SP:Iteration 22Q (1702.242690 sec): 3 clusters Score: Raw -657493.593155 + Penalty 2923.911893 = -654569.681262 nChanged 34 SP:Iteration 23Q (1702.267766 sec): 3 clusters Score: Raw -657500.122020 + Penalty 2923.911893 = -654576.210126 nChanged 29 SP:Iteration 24Q (1702.292706 sec): 3 clusters Score: Raw -657505.659369 + Penalty 2923.911893 = -654581.747476 nChanged 31 SP:Iteration 25Q (1702.317634 sec): 3 clusters Score: Raw -657511.822345 + Penalty 2923.911893 = -654587.910452 nChanged 27 SP:Iteration 26Q (1702.342679 sec): 3 clusters Score: Raw -657516.193805 + Penalty 2923.911893 = -654592.281911 nChanged 20 SP:Iteration 27Q (1702.367524 sec): 3 clusters Score: Raw -657519.425968 + Penalty 2923.911893 = -654595.514074 nChanged 16 SP:Iteration 28Q (1702.392637 sec): 3 clusters Score: Raw -657521.669016 + Penalty 2923.911893 = -654597.757123 nChanged 12 SP:Iteration 29Q (1702.417438 sec): 3 clusters Score: Raw -657523.074334 + Penalty 2923.911893 = -654599.162441 nChanged 8 SP:Iteration 30Q (1702.442355 sec): 3 clusters Score: Raw -657523.899064 + Penalty 2923.911893 = -654599.987171 nChanged 9 SP:Iteration 31Q (1702.467306 sec): 3 clusters Score: Raw -657525.272271 + Penalty 2923.911893 = -654601.360378 nChanged 8 SP:Iteration 32Q (1702.492153 sec): 3 clusters Score: Raw -657526.477675 + Penalty 2923.911893 = -654602.565782 nChanged 8 SP:Iteration 33Q (1702.517141 sec): 3 clusters Score: Raw -657527.378224 + Penalty 2923.911893 = -654603.466330 nChanged 6 SP:Iteration 34Q (1702.542065 sec): 3 clusters Score: Raw -657528.105375 + Penalty 2923.911893 = -654604.193482 nChanged 5 SP:Iteration 35Q (1702.566768 sec): 3 clusters Score: Raw -657528.516940 + Penalty 2923.911893 = -654604.605046 nChanged 1 SP:Iteration 36Q (1702.591415 sec): 3 clusters Score: Raw -657528.544348 + Penalty 2923.911893 = -654604.632455 nChanged 1 SP:Iteration 37Q (1702.615999 sec): 3 clusters Score: Raw -657528.629950 + Penalty 2923.911893 = -654604.718057 nChanged 1 SP:Iteration 38Q (1702.640737 sec): 3 clusters Score: Raw -657528.727155 + Penalty 2923.911893 = -654604.815261 nChanged 1 SP:Iteration 39Q (1702.665514 sec): 3 clusters Score: Raw -657528.795699 + Penalty 2923.911893 = -654604.883806 nChanged 0 SP:Iteration 40F (1702.691424 sec): 3 clusters Score: Raw -657528.795699 + Penalty 2923.911893 = -654604.883806 nChanged 0 Score: Raw -49145293.046200 + Penalty 88911.006508 = -49056382.039692 Splitting cluster 35 changes total score from -49056918.475897 to -49056382.039692 So it's not getting split. Trying to split cluster 36 (3133 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1719.439773 sec): 2 clusters Score: Raw -248789.686546 + Penalty 1308.083772 = -247481.602774 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1719.466961 sec): 3 clusters Score: Raw -247288.673683 + Penalty 2616.167545 = -244672.506138 nChanged 1196 SP:Iteration 1F (1719.482779 sec): 3 clusters Score: Raw -248081.673623 + Penalty 2616.167545 = -245465.506078 nChanged 262 SP:Iteration 2F (1719.498524 sec): 3 clusters Score: Raw -248325.449611 + Penalty 2616.167545 = -245709.282066 nChanged 204 SP:Iteration 3F (1719.514042 sec): 3 clusters Score: Raw -248570.064507 + Penalty 2616.167545 = -245953.896962 nChanged 203 SP:Iteration 4F (1719.529522 sec): 3 clusters Score: Raw -248812.795808 + Penalty 2616.167545 = -246196.628263 nChanged 213 SP:Iteration 5F (1719.545143 sec): 3 clusters Score: Raw -249053.878213 + Penalty 2616.167545 = -246437.710668 nChanged 178 SP:Iteration 6F (1719.560779 sec): 3 clusters Score: Raw -249231.254466 + Penalty 2616.167545 = -246615.086922 nChanged 154 SP:Iteration 7Q (1719.576113 sec): 3 clusters Score: Raw -249399.946407 + Penalty 2616.167545 = -246783.778862 nChanged 111 SP:Iteration 8Q (1719.591416 sec): 3 clusters Score: Raw -249528.762089 + Penalty 2616.167545 = -246912.594544 nChanged 100 SP:Iteration 9Q (1719.606543 sec): 3 clusters Score: Raw -249623.289056 + Penalty 2616.167545 = -247007.121512 nChanged 72 SP:Iteration 10Q (1719.621442 sec): 3 clusters Score: Raw -249684.721109 + Penalty 2616.167545 = -247068.553564 nChanged 66 SP:Iteration 11Q (1719.636354 sec): 3 clusters Score: Raw -249744.251498 + Penalty 2616.167545 = -247128.083953 nChanged 62 SP:Iteration 12Q (1719.651265 sec): 3 clusters Score: Raw -249802.763676 + Penalty 2616.167545 = -247186.596132 nChanged 44 SP:Iteration 13Q (1719.665933 sec): 3 clusters Score: Raw -249845.668278 + Penalty 2616.167545 = -247229.500734 nChanged 29 SP:Iteration 14Q (1719.680640 sec): 3 clusters Score: Raw -249870.388387 + Penalty 2616.167545 = -247254.220843 nChanged 20 SP:Iteration 15Q (1719.695357 sec): 3 clusters Score: Raw -249889.130675 + Penalty 2616.167545 = -247272.963131 nChanged 16 SP:Iteration 16Q (1719.709780 sec): 3 clusters Score: Raw -249899.954422 + Penalty 2616.167545 = -247283.786877 nChanged 8 SP:Iteration 17Q (1719.724207 sec): 3 clusters Score: Raw -249907.996264 + Penalty 2616.167545 = -247291.828720 nChanged 12 SP:Iteration 18Q (1719.738756 sec): 3 clusters Score: Raw -249916.952451 + Penalty 2616.167545 = -247300.784907 nChanged 10 SP:Iteration 19Q (1719.753278 sec): 3 clusters Score: Raw -249924.086789 + Penalty 2616.167545 = -247307.919244 nChanged 5 SP:Iteration 20F (1719.768789 sec): 3 clusters Score: Raw -249929.390442 + Penalty 2616.167545 = -247313.222898 nChanged 3 SP:Iteration 21Q (1719.783102 sec): 3 clusters Score: Raw -249931.208661 + Penalty 2616.167545 = -247315.041117 nChanged 1 SP:Iteration 22Q (1719.798984 sec): 3 clusters Score: Raw -249931.778471 + Penalty 2616.167545 = -247315.610926 nChanged 2 SP:Iteration 23Q (1719.813386 sec): 3 clusters Score: Raw -249934.442237 + Penalty 2616.167545 = -247318.274692 nChanged 1 SP:Iteration 24Q (1719.827723 sec): 3 clusters Score: Raw -249935.676969 + Penalty 2616.167545 = -247319.509425 nChanged 1 SP:Iteration 25Q (1719.842113 sec): 3 clusters Score: Raw -249936.375440 + Penalty 2616.167545 = -247320.207896 nChanged 0 SP:Iteration 26F (1719.857819 sec): 3 clusters Score: Raw -249936.375440 + Penalty 2616.167545 = -247320.207896 nChanged 0 Trying to split cluster 37 (1171 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1719.872796 sec): 2 clusters Score: Raw -86482.821634 + Penalty 1148.162172 = -85334.659462 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1719.879551 sec): 3 clusters Score: Raw -86090.944993 + Penalty 2296.324343 = -83794.620650 nChanged 361 SP:Iteration 1F (1719.885885 sec): 3 clusters Score: Raw -86383.486089 + Penalty 2296.324343 = -84087.161746 nChanged 89 SP:Iteration 2F (1719.892199 sec): 3 clusters Score: Raw -86488.179427 + Penalty 2296.324343 = -84191.855083 nChanged 60 SP:Iteration 3F (1719.898500 sec): 3 clusters Score: Raw -86564.749167 + Penalty 2296.324343 = -84268.424823 nChanged 61 SP:Iteration 4F (1719.904798 sec): 3 clusters Score: Raw -86653.725063 + Penalty 2296.324343 = -84357.400720 nChanged 59 SP:Iteration 5F (1719.911084 sec): 3 clusters Score: Raw -86739.059338 + Penalty 2296.324343 = -84442.734994 nChanged 55 SP:Iteration 6Q (1719.917261 sec): 3 clusters Score: Raw -86819.923229 + Penalty 2296.324343 = -84523.598885 nChanged 52 SP:Iteration 7Q (1719.923433 sec): 3 clusters Score: Raw -86890.923769 + Penalty 2296.324343 = -84594.599426 nChanged 37 SP:Iteration 8Q (1719.929548 sec): 3 clusters Score: Raw -86956.416227 + Penalty 2296.324343 = -84660.091884 nChanged 37 SP:Iteration 9Q (1719.935675 sec): 3 clusters Score: Raw -87021.933338 + Penalty 2296.324343 = -84725.608995 nChanged 33 SP:Iteration 10Q (1719.941800 sec): 3 clusters Score: Raw -87071.154086 + Penalty 2296.324343 = -84774.829743 nChanged 27 SP:Iteration 11Q (1719.947889 sec): 3 clusters Score: Raw -87120.561572 + Penalty 2296.324343 = -84824.237229 nChanged 23 SP:Iteration 12Q (1719.953940 sec): 3 clusters Score: Raw -87165.243599 + Penalty 2296.324343 = -84868.919256 nChanged 21 SP:Iteration 13Q (1719.959974 sec): 3 clusters Score: Raw -87194.480759 + Penalty 2296.324343 = -84898.156416 nChanged 13 SP:Iteration 14Q (1719.965968 sec): 3 clusters Score: Raw -87211.439227 + Penalty 2296.324343 = -84915.114884 nChanged 8 SP:Iteration 15Q (1719.971952 sec): 3 clusters Score: Raw -87220.242146 + Penalty 2296.324343 = -84923.917802 nChanged 4 SP:Iteration 16Q (1719.977959 sec): 3 clusters Score: Raw -87223.868428 + Penalty 2296.324343 = -84927.544085 nChanged 1 SP:Iteration 17Q (1719.983936 sec): 3 clusters Score: Raw -87224.044097 + Penalty 2296.324343 = -84927.719754 nChanged 0 SP:Iteration 18F (1719.990149 sec): 3 clusters Score: Raw -87224.044097 + Penalty 2296.324343 = -84927.719754 nChanged 0 Trying to split cluster 38 (3788 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1720.007775 sec): 2 clusters Score: Raw -301747.012883 + Penalty 1338.933936 = -300408.078947 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1720.027614 sec): 3 clusters Score: Raw -299894.095311 + Penalty 2677.867873 = -297216.227439 nChanged 1449 SP:Iteration 1F (1720.046290 sec): 3 clusters Score: Raw -300701.361635 + Penalty 2677.867873 = -298023.493762 nChanged 271 SP:Iteration 2F (1720.065105 sec): 3 clusters Score: Raw -300833.921785 + Penalty 2677.867873 = -298156.053912 nChanged 180 SP:Iteration 3Q (1720.083905 sec): 3 clusters Score: Raw -300911.667835 + Penalty 2677.867873 = -298233.799962 nChanged 122 SP:Iteration 4Q (1720.102542 sec): 3 clusters Score: Raw -300970.446271 + Penalty 2677.867873 = -298292.578399 nChanged 109 SP:Iteration 5Q (1720.121354 sec): 3 clusters Score: Raw -301016.421563 + Penalty 2677.867873 = -298338.553690 nChanged 81 SP:Iteration 6Q (1720.140167 sec): 3 clusters Score: Raw -301061.076983 + Penalty 2677.867873 = -298383.209110 nChanged 95 SP:Iteration 7Q (1720.158930 sec): 3 clusters Score: Raw -301118.116702 + Penalty 2677.867873 = -298440.248829 nChanged 97 SP:Iteration 8Q (1720.177691 sec): 3 clusters Score: Raw -301163.755136 + Penalty 2677.867873 = -298485.887263 nChanged 67 SP:Iteration 9Q (1720.196460 sec): 3 clusters Score: Raw -301197.999031 + Penalty 2677.867873 = -298520.131158 nChanged 72 SP:Iteration 10Q (1720.215206 sec): 3 clusters Score: Raw -301234.785641 + Penalty 2677.867873 = -298556.917768 nChanged 52 SP:Iteration 11Q (1720.234150 sec): 3 clusters Score: Raw -301254.745160 + Penalty 2677.867873 = -298576.877287 nChanged 54 SP:Iteration 12Q (1720.252742 sec): 3 clusters Score: Raw -301276.745253 + Penalty 2677.867873 = -298598.877381 nChanged 56 SP:Iteration 13Q (1720.271509 sec): 3 clusters Score: Raw -301300.149603 + Penalty 2677.867873 = -298622.281731 nChanged 62 SP:Iteration 14Q (1720.290224 sec): 3 clusters Score: Raw -301323.326281 + Penalty 2677.867873 = -298645.458409 nChanged 55 SP:Iteration 15Q (1720.308966 sec): 3 clusters Score: Raw -301345.160593 + Penalty 2677.867873 = -298667.292720 nChanged 60 SP:Iteration 16Q (1720.327756 sec): 3 clusters Score: Raw -301372.443344 + Penalty 2677.867873 = -298694.575471 nChanged 59 SP:Iteration 17Q (1720.346458 sec): 3 clusters Score: Raw -301399.968393 + Penalty 2677.867873 = -298722.100520 nChanged 59 SP:Iteration 18Q (1720.365205 sec): 3 clusters Score: Raw -301424.194432 + Penalty 2677.867873 = -298746.326559 nChanged 51 SP:Iteration 19Q (1720.383901 sec): 3 clusters Score: Raw -301443.282895 + Penalty 2677.867873 = -298765.415023 nChanged 50 SP:Iteration 20F (1720.402642 sec): 3 clusters Score: Raw -301463.126843 + Penalty 2677.867873 = -298785.258970 nChanged 37 SP:Iteration 21Q (1720.421218 sec): 3 clusters Score: Raw -301475.725977 + Penalty 2677.867873 = -298797.858105 nChanged 34 SP:Iteration 22Q (1720.439752 sec): 3 clusters Score: Raw -301485.304671 + Penalty 2677.867873 = -298807.436798 nChanged 26 SP:Iteration 23Q (1720.457918 sec): 3 clusters Score: Raw -301492.739855 + Penalty 2677.867873 = -298814.871982 nChanged 20 SP:Iteration 24Q (1720.476629 sec): 3 clusters Score: Raw -301497.594113 + Penalty 2677.867873 = -298819.726241 nChanged 12 SP:Iteration 25Q (1720.495165 sec): 3 clusters Score: Raw -301500.428867 + Penalty 2677.867873 = -298822.560994 nChanged 7 SP:Iteration 26Q (1720.513864 sec): 3 clusters Score: Raw -301502.286140 + Penalty 2677.867873 = -298824.418267 nChanged 10 SP:Iteration 27Q (1720.532738 sec): 3 clusters Score: Raw -301504.584716 + Penalty 2677.867873 = -298826.716843 nChanged 8 SP:Iteration 28Q (1720.551506 sec): 3 clusters Score: Raw -301506.356842 + Penalty 2677.867873 = -298828.488969 nChanged 7 SP:Iteration 29Q (1720.569982 sec): 3 clusters Score: Raw -301508.675979 + Penalty 2677.867873 = -298830.808107 nChanged 13 SP:Iteration 30Q (1720.588762 sec): 3 clusters Score: Raw -301512.250222 + Penalty 2677.867873 = -298834.382350 nChanged 13 SP:Iteration 31Q (1720.607511 sec): 3 clusters Score: Raw -301515.590493 + Penalty 2677.867873 = -298837.722620 nChanged 3 SP:Iteration 32Q (1720.626204 sec): 3 clusters Score: Raw -301515.928513 + Penalty 2677.867873 = -298838.060640 nChanged 3 SP:Iteration 33Q (1720.644889 sec): 3 clusters Score: Raw -301516.677215 + Penalty 2677.867873 = -298838.809342 nChanged 5 SP:Iteration 34Q (1720.663550 sec): 3 clusters Score: Raw -301517.676294 + Penalty 2677.867873 = -298839.808421 nChanged 3 SP:Iteration 35Q (1720.682265 sec): 3 clusters Score: Raw -301518.505111 + Penalty 2677.867873 = -298840.637238 nChanged 4 SP:Iteration 36Q (1720.700784 sec): 3 clusters Score: Raw -301519.416845 + Penalty 2677.867873 = -298841.548972 nChanged 6 SP:Iteration 37Q (1720.719437 sec): 3 clusters Score: Raw -301520.828474 + Penalty 2677.867873 = -298842.960601 nChanged 6 SP:Iteration 38Q (1720.738164 sec): 3 clusters Score: Raw -301522.590070 + Penalty 2677.867873 = -298844.722197 nChanged 5 SP:Iteration 39Q (1720.756812 sec): 3 clusters Score: Raw -301523.739428 + Penalty 2677.867873 = -298845.871556 nChanged 5 SP:Iteration 40F (1720.775616 sec): 3 clusters Score: Raw -301524.558597 + Penalty 2677.867873 = -298846.690725 nChanged 1 SP:Iteration 41Q (1720.794298 sec): 3 clusters Score: Raw -301524.728432 + Penalty 2677.867873 = -298846.860559 nChanged 3 SP:Iteration 42Q (1720.813003 sec): 3 clusters Score: Raw -301526.032979 + Penalty 2677.867873 = -298848.165107 nChanged 3 SP:Iteration 43Q (1720.831719 sec): 3 clusters Score: Raw -301526.907986 + Penalty 2677.867873 = -298849.040114 nChanged 3 SP:Iteration 44Q (1720.850383 sec): 3 clusters Score: Raw -301527.617836 + Penalty 2677.867873 = -298849.749963 nChanged 1 SP:Iteration 45Q (1720.869084 sec): 3 clusters Score: Raw -301528.445598 + Penalty 2677.867873 = -298850.577725 nChanged 3 SP:Iteration 46Q (1720.887758 sec): 3 clusters Score: Raw -301529.483924 + Penalty 2677.867873 = -298851.616052 nChanged 5 SP:Iteration 47Q (1720.906519 sec): 3 clusters Score: Raw -301530.924011 + Penalty 2677.867873 = -298853.056138 nChanged 3 SP:Iteration 48Q (1720.925201 sec): 3 clusters Score: Raw -301532.564595 + Penalty 2677.867873 = -298854.696722 nChanged 6 SP:Iteration 49Q (1720.943849 sec): 3 clusters Score: Raw -301534.386843 + Penalty 2677.867873 = -298856.518971 nChanged 2 SP:Iteration 50Q (1720.962524 sec): 3 clusters Score: Raw -301535.029459 + Penalty 2677.867873 = -298857.161586 nChanged 3 SP:Iteration 51Q (1720.981177 sec): 3 clusters Score: Raw -301535.995726 + Penalty 2677.867873 = -298858.127853 nChanged 6 SP:Iteration 52Q (1720.999863 sec): 3 clusters Score: Raw -301537.714542 + Penalty 2677.867873 = -298859.846670 nChanged 6 SP:Iteration 53Q (1721.018569 sec): 3 clusters Score: Raw -301539.561721 + Penalty 2677.867873 = -298861.693848 nChanged 5 SP:Iteration 54Q (1721.037251 sec): 3 clusters Score: Raw -301540.796197 + Penalty 2677.867873 = -298862.928325 nChanged 10 SP:Iteration 55Q (1721.055937 sec): 3 clusters Score: Raw -301543.497017 + Penalty 2677.867873 = -298865.629144 nChanged 5 SP:Iteration 56Q (1721.074618 sec): 3 clusters Score: Raw -301545.087598 + Penalty 2677.867873 = -298867.219725 nChanged 7 SP:Iteration 57Q (1721.102227 sec): 3 clusters Score: Raw -301546.502172 + Penalty 2677.867873 = -298868.634299 nChanged 5 SP:Iteration 58Q (1721.121184 sec): 3 clusters Score: Raw -301547.475195 + Penalty 2677.867873 = -298869.607322 nChanged 2 SP:Iteration 59Q (1721.139903 sec): 3 clusters Score: Raw -301548.041663 + Penalty 2677.867873 = -298870.173790 nChanged 4 SP:Iteration 60F (1721.158473 sec): 3 clusters Score: Raw -301549.029066 + Penalty 2677.867873 = -298871.161194 nChanged 7 SP:Iteration 61Q (1721.213871 sec): 3 clusters Score: Raw -301550.968366 + Penalty 2677.867873 = -298873.100493 nChanged 6 SP:Iteration 62Q (1721.230817 sec): 3 clusters Score: Raw -301552.411330 + Penalty 2677.867873 = -298874.543457 nChanged 5 SP:Iteration 63Q (1721.250869 sec): 3 clusters Score: Raw -301553.717177 + Penalty 2677.867873 = -298875.849305 nChanged 3 SP:Iteration 64Q (1721.271357 sec): 3 clusters Score: Raw -301554.262503 + Penalty 2677.867873 = -298876.394631 nChanged 2 SP:Iteration 65Q (1721.291792 sec): 3 clusters Score: Raw -301554.431869 + Penalty 2677.867873 = -298876.563996 nChanged 1 SP:Iteration 66Q (1721.312274 sec): 3 clusters Score: Raw -301554.618562 + Penalty 2677.867873 = -298876.750689 nChanged 2 SP:Iteration 67Q (1721.332653 sec): 3 clusters Score: Raw -301555.083838 + Penalty 2677.867873 = -298877.215965 nChanged 2 SP:Iteration 68Q (1721.351435 sec): 3 clusters Score: Raw -301555.598446 + Penalty 2677.867873 = -298877.730573 nChanged 4 SP:Iteration 69Q (1721.370156 sec): 3 clusters Score: Raw -301556.359994 + Penalty 2677.867873 = -298878.492122 nChanged 1 SP:Iteration 70Q (1721.388669 sec): 3 clusters Score: Raw -301556.581661 + Penalty 2677.867873 = -298878.713788 nChanged 1 SP:Iteration 71Q (1721.407394 sec): 3 clusters Score: Raw -301556.729730 + Penalty 2677.867873 = -298878.861857 nChanged 1 SP:Iteration 72Q (1721.426111 sec): 3 clusters Score: Raw -301556.883290 + Penalty 2677.867873 = -298879.015417 nChanged 1 SP:Iteration 73Q (1721.444679 sec): 3 clusters Score: Raw -301557.422703 + Penalty 2677.867873 = -298879.554830 nChanged 1 SP:Iteration 74Q (1721.463393 sec): 3 clusters Score: Raw -301557.508562 + Penalty 2677.867873 = -298879.640689 nChanged 2 SP:Iteration 75Q (1721.482027 sec): 3 clusters Score: Raw -301557.800539 + Penalty 2677.867873 = -298879.932667 nChanged 1 SP:Iteration 76Q (1721.500745 sec): 3 clusters Score: Raw -301558.051958 + Penalty 2677.867873 = -298880.184085 nChanged 1 SP:Iteration 77Q (1721.519439 sec): 3 clusters Score: Raw -301558.163219 + Penalty 2677.867873 = -298880.295347 nChanged 0 SP:Iteration 78F (1721.538233 sec): 3 clusters Score: Raw -301558.163219 + Penalty 2677.867873 = -298880.295347 nChanged 0 Trying to split cluster 39 (2491 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1721.554576 sec): 2 clusters Score: Raw -209828.362882 + Penalty 1270.821421 = -208557.541461 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1721.568034 sec): 3 clusters Score: Raw -208675.907288 + Penalty 2541.642842 = -206134.264446 nChanged 930 SP:Iteration 1F (1721.580754 sec): 3 clusters Score: Raw -209268.507245 + Penalty 2541.642842 = -206726.864403 nChanged 219 SP:Iteration 2F (1721.593572 sec): 3 clusters Score: Raw -209447.457450 + Penalty 2541.642842 = -206905.814607 nChanged 138 SP:Iteration 3F (1721.606069 sec): 3 clusters Score: Raw -209540.041265 + Penalty 2541.642842 = -206998.398423 nChanged 78 SP:Iteration 4Q (1721.618664 sec): 3 clusters Score: Raw -209588.421946 + Penalty 2541.642842 = -207046.779103 nChanged 72 SP:Iteration 5Q (1721.631253 sec): 3 clusters Score: Raw -209636.736375 + Penalty 2541.642842 = -207095.093533 nChanged 68 SP:Iteration 6Q (1721.643800 sec): 3 clusters Score: Raw -209673.403761 + Penalty 2541.642842 = -207131.760919 nChanged 60 SP:Iteration 7Q (1721.656355 sec): 3 clusters Score: Raw -209707.269624 + Penalty 2541.642842 = -207165.626782 nChanged 59 SP:Iteration 8Q (1721.668882 sec): 3 clusters Score: Raw -209738.477906 + Penalty 2541.642842 = -207196.835063 nChanged 48 SP:Iteration 9Q (1721.681314 sec): 3 clusters Score: Raw -209767.497864 + Penalty 2541.642842 = -207225.855021 nChanged 40 SP:Iteration 10Q (1721.693704 sec): 3 clusters Score: Raw -209784.231833 + Penalty 2541.642842 = -207242.588991 nChanged 45 SP:Iteration 11Q (1721.706197 sec): 3 clusters Score: Raw -209811.980046 + Penalty 2541.642842 = -207270.337203 nChanged 47 SP:Iteration 12Q (1721.718704 sec): 3 clusters Score: Raw -209841.289162 + Penalty 2541.642842 = -207299.646319 nChanged 41 SP:Iteration 13Q (1721.731170 sec): 3 clusters Score: Raw -209865.447609 + Penalty 2541.642842 = -207323.804766 nChanged 38 SP:Iteration 14Q (1721.743603 sec): 3 clusters Score: Raw -209892.106067 + Penalty 2541.642842 = -207350.463224 nChanged 35 SP:Iteration 15Q (1721.756030 sec): 3 clusters Score: Raw -209916.381649 + Penalty 2541.642842 = -207374.738806 nChanged 25 SP:Iteration 16Q (1721.768416 sec): 3 clusters Score: Raw -209934.945952 + Penalty 2541.642842 = -207393.303110 nChanged 21 SP:Iteration 17Q (1721.780673 sec): 3 clusters Score: Raw -209956.957627 + Penalty 2541.642842 = -207415.314784 nChanged 24 SP:Iteration 18Q (1721.793033 sec): 3 clusters Score: Raw -209974.900012 + Penalty 2541.642842 = -207433.257170 nChanged 19 SP:Iteration 19Q (1721.805344 sec): 3 clusters Score: Raw -209988.625033 + Penalty 2541.642842 = -207446.982190 nChanged 11 SP:Iteration 20F (1721.817884 sec): 3 clusters Score: Raw -209996.795231 + Penalty 2541.642842 = -207455.152388 nChanged 11 SP:Iteration 21Q (1721.830153 sec): 3 clusters Score: Raw -210003.195798 + Penalty 2541.642842 = -207461.552955 nChanged 6 SP:Iteration 22Q (1721.842456 sec): 3 clusters Score: Raw -210006.706995 + Penalty 2541.642842 = -207465.064152 nChanged 3 SP:Iteration 23Q (1721.854639 sec): 3 clusters Score: Raw -210009.135418 + Penalty 2541.642842 = -207467.492576 nChanged 5 SP:Iteration 24Q (1721.866801 sec): 3 clusters Score: Raw -210014.269177 + Penalty 2541.642842 = -207472.626335 nChanged 7 SP:Iteration 25Q (1721.879072 sec): 3 clusters Score: Raw -210017.862473 + Penalty 2541.642842 = -207476.219631 nChanged 4 SP:Iteration 26Q (1721.891319 sec): 3 clusters Score: Raw -210019.773209 + Penalty 2541.642842 = -207478.130367 nChanged 0 SP:Iteration 27F (1721.903825 sec): 3 clusters Score: Raw -210019.773209 + Penalty 2541.642842 = -207478.130367 nChanged 0 Trying to split cluster 40 (5372 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1721.923111 sec): 2 clusters Score: Raw -440044.773561 + Penalty 1395.705278 = -438649.068282 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1721.945512 sec): 3 clusters Score: Raw -437251.388243 + Penalty 2791.410556 = -434459.977687 nChanged 2206 SP:Iteration 1F (1721.967244 sec): 3 clusters Score: Raw -438441.707850 + Penalty 2791.410556 = -435650.297293 nChanged 405 SP:Iteration 2F (1721.989217 sec): 3 clusters Score: Raw -438634.785740 + Penalty 2791.410556 = -435843.375183 nChanged 276 SP:Iteration 3F (1722.011057 sec): 3 clusters Score: Raw -438771.051526 + Penalty 2791.410556 = -435979.640970 nChanged 210 SP:Iteration 4Q (1722.032751 sec): 3 clusters Score: Raw -438870.883480 + Penalty 2791.410556 = -436079.472924 nChanged 185 SP:Iteration 5Q (1722.054623 sec): 3 clusters Score: Raw -438954.674293 + Penalty 2791.410556 = -436163.263736 nChanged 181 SP:Iteration 6Q (1722.076453 sec): 3 clusters Score: Raw -439052.036279 + Penalty 2791.410556 = -436260.625723 nChanged 198 SP:Iteration 7Q (1722.098449 sec): 3 clusters Score: Raw -439180.542029 + Penalty 2791.410556 = -436389.131473 nChanged 216 SP:Iteration 8Q (1722.120489 sec): 3 clusters Score: Raw -439336.690667 + Penalty 2791.410556 = -436545.280111 nChanged 218 SP:Iteration 9Q (1722.142529 sec): 3 clusters Score: Raw -439511.489776 + Penalty 2791.410556 = -436720.079220 nChanged 235 SP:Iteration 10Q (1722.164563 sec): 3 clusters Score: Raw -439712.269204 + Penalty 2791.410556 = -436920.858648 nChanged 238 SP:Iteration 11Q (1722.186424 sec): 3 clusters Score: Raw -439935.868353 + Penalty 2791.410556 = -437144.457797 nChanged 218 SP:Iteration 12Q (1722.208153 sec): 3 clusters Score: Raw -440131.845436 + Penalty 2791.410556 = -437340.434880 nChanged 202 SP:Iteration 13Q (1722.229895 sec): 3 clusters Score: Raw -440297.333917 + Penalty 2791.410556 = -437505.923360 nChanged 179 SP:Iteration 14Q (1722.251468 sec): 3 clusters Score: Raw -440439.663196 + Penalty 2791.410556 = -437648.252640 nChanged 149 SP:Iteration 15Q (1722.272606 sec): 3 clusters Score: Raw -440538.096909 + Penalty 2791.410556 = -437746.686353 nChanged 119 SP:Iteration 16Q (1722.293957 sec): 3 clusters Score: Raw -440616.129636 + Penalty 2791.410556 = -437824.719080 nChanged 110 SP:Iteration 17Q (1722.315284 sec): 3 clusters Score: Raw -440696.557244 + Penalty 2791.410556 = -437905.146688 nChanged 109 SP:Iteration 18Q (1722.336441 sec): 3 clusters Score: Raw -440771.812581 + Penalty 2791.410556 = -437980.402025 nChanged 101 SP:Iteration 19Q (1722.357652 sec): 3 clusters Score: Raw -440843.583253 + Penalty 2791.410556 = -438052.172697 nChanged 95 SP:Iteration 20F (1722.379519 sec): 3 clusters Score: Raw -440903.869919 + Penalty 2791.410556 = -438112.459363 nChanged 79 SP:Iteration 21Q (1722.400814 sec): 3 clusters Score: Raw -440952.407854 + Penalty 2791.410556 = -438160.997298 nChanged 64 SP:Iteration 22Q (1722.422078 sec): 3 clusters Score: Raw -440983.058114 + Penalty 2791.410556 = -438191.647558 nChanged 50 SP:Iteration 23Q (1722.442973 sec): 3 clusters Score: Raw -441007.690690 + Penalty 2791.410556 = -438216.280134 nChanged 39 SP:Iteration 24Q (1722.464059 sec): 3 clusters Score: Raw -441024.225492 + Penalty 2791.410556 = -438232.814936 nChanged 27 SP:Iteration 25Q (1722.485283 sec): 3 clusters Score: Raw -441031.972286 + Penalty 2791.410556 = -438240.561730 nChanged 16 SP:Iteration 26Q (1722.506237 sec): 3 clusters Score: Raw -441036.044505 + Penalty 2791.410556 = -438244.633949 nChanged 13 SP:Iteration 27Q (1722.527514 sec): 3 clusters Score: Raw -441039.407618 + Penalty 2791.410556 = -438247.997062 nChanged 11 SP:Iteration 28Q (1722.548574 sec): 3 clusters Score: Raw -441044.301065 + Penalty 2791.410556 = -438252.890509 nChanged 8 SP:Iteration 29Q (1722.569746 sec): 3 clusters Score: Raw -441045.846376 + Penalty 2791.410556 = -438254.435819 nChanged 4 SP:Iteration 30Q (1722.590883 sec): 3 clusters Score: Raw -441046.648664 + Penalty 2791.410556 = -438255.238108 nChanged 5 SP:Iteration 31Q (1722.612144 sec): 3 clusters Score: Raw -441048.289809 + Penalty 2791.410556 = -438256.879253 nChanged 4 SP:Iteration 32Q (1722.633106 sec): 3 clusters Score: Raw -441049.348064 + Penalty 2791.410556 = -438257.937508 nChanged 3 SP:Iteration 33Q (1722.654223 sec): 3 clusters Score: Raw -441049.754854 + Penalty 2791.410556 = -438258.344298 nChanged 1 SP:Iteration 34Q (1722.675371 sec): 3 clusters Score: Raw -441049.873542 + Penalty 2791.410556 = -438258.462985 nChanged 2 SP:Iteration 35Q (1722.696493 sec): 3 clusters Score: Raw -441050.323666 + Penalty 2791.410556 = -438258.913110 nChanged 3 SP:Iteration 36Q (1722.717501 sec): 3 clusters Score: Raw -441050.966705 + Penalty 2791.410556 = -438259.556149 nChanged 4 SP:Iteration 37Q (1722.738398 sec): 3 clusters Score: Raw -441052.271410 + Penalty 2791.410556 = -438260.860854 nChanged 9 SP:Iteration 38Q (1722.759574 sec): 3 clusters Score: Raw -441054.726344 + Penalty 2791.410556 = -438263.315788 nChanged 11 SP:Iteration 39Q (1722.780583 sec): 3 clusters Score: Raw -441057.334281 + Penalty 2791.410556 = -438265.923724 nChanged 10 SP:Iteration 40F (1722.833819 sec): 3 clusters Score: Raw -441060.325598 + Penalty 2791.410556 = -438268.915042 nChanged 9 SP:Iteration 41Q (1722.886477 sec): 3 clusters Score: Raw -441063.970653 + Penalty 2791.410556 = -438272.560097 nChanged 14 SP:Iteration 42Q (1722.932517 sec): 3 clusters Score: Raw -441067.708736 + Penalty 2791.410556 = -438276.298180 nChanged 5 SP:Iteration 43Q (1722.984564 sec): 3 clusters Score: Raw -441068.537420 + Penalty 2791.410556 = -438277.126864 nChanged 4 SP:Iteration 44Q (1723.038379 sec): 3 clusters Score: Raw -441069.508360 + Penalty 2791.410556 = -438278.097804 nChanged 5 SP:Iteration 45Q (1723.093738 sec): 3 clusters Score: Raw -441070.741338 + Penalty 2791.410556 = -438279.330782 nChanged 8 SP:Iteration 46Q (1723.113340 sec): 3 clusters Score: Raw -441073.150184 + Penalty 2791.410556 = -438281.739628 nChanged 6 SP:Iteration 47Q (1723.134487 sec): 3 clusters Score: Raw -441074.735636 + Penalty 2791.410556 = -438283.325079 nChanged 4 SP:Iteration 48Q (1723.155555 sec): 3 clusters Score: Raw -441075.675714 + Penalty 2791.410556 = -438284.265158 nChanged 4 SP:Iteration 49Q (1723.176487 sec): 3 clusters Score: Raw -441076.520909 + Penalty 2791.410556 = -438285.110353 nChanged 2 SP:Iteration 50Q (1723.197345 sec): 3 clusters Score: Raw -441077.043302 + Penalty 2791.410556 = -438285.632746 nChanged 3 SP:Iteration 51Q (1723.218295 sec): 3 clusters Score: Raw -441077.705890 + Penalty 2791.410556 = -438286.295334 nChanged 5 SP:Iteration 52Q (1723.239233 sec): 3 clusters Score: Raw -441078.683525 + Penalty 2791.410556 = -438287.272969 nChanged 5 SP:Iteration 53Q (1723.260216 sec): 3 clusters Score: Raw -441079.477709 + Penalty 2791.410556 = -438288.067153 nChanged 2 SP:Iteration 54Q (1723.281109 sec): 3 clusters Score: Raw -441079.833987 + Penalty 2791.410556 = -438288.423431 nChanged 0 SP:Iteration 55F (1723.303035 sec): 3 clusters Score: Raw -441079.833987 + Penalty 2791.410556 = -438288.423431 nChanged 0 Iteration 139Q (1730.164505 sec): 41 clusters Score: Raw -49143674.386219 + Penalty 86742.445374 = -49056931.940845 nChanged 239 Iteration 140F (1746.379179 sec): 41 clusters Score: Raw -49143686.496063 + Penalty 86742.445374 = -49056944.050689 nChanged 209 Iteration 141Q (1753.182533 sec): 41 clusters Score: Raw -49143696.755625 + Penalty 86742.445374 = -49056954.310251 nChanged 180 Iteration 142Q (1760.042200 sec): 41 clusters Score: Raw -49143704.796629 + Penalty 86742.445374 = -49056962.351255 nChanged 159 Iteration 143Q (1766.856302 sec): 41 clusters Score: Raw -49143712.152211 + Penalty 86742.445374 = -49056969.706837 nChanged 159 Iteration 144Q (1773.713703 sec): 41 clusters Score: Raw -49143718.185290 + Penalty 86742.445374 = -49056975.739916 nChanged 150 Iteration 145Q (1780.599978 sec): 41 clusters Score: Raw -49143724.100546 + Penalty 86742.445374 = -49056981.655172 nChanged 146 Iteration 146Q (1787.506564 sec): 41 clusters Score: Raw -49143729.057456 + Penalty 86742.445374 = -49056986.612082 nChanged 136 Iteration 147Q (1794.386230 sec): 41 clusters Score: Raw -49143733.376611 + Penalty 86742.445374 = -49056990.931238 nChanged 112 Iteration 148Q (1801.225914 sec): 41 clusters Score: Raw -49143736.273395 + Penalty 86742.445374 = -49056993.828022 nChanged 117 Iteration 149Q (1808.064788 sec): 41 clusters Score: Raw -49143739.453120 + Penalty 86742.445374 = -49056997.007747 nChanged 110 Iteration 150Q (1814.955874 sec): 41 clusters Score: Raw -49143742.208067 + Penalty 86742.445374 = -49056999.762694 nChanged 95 Iteration 151Q (1821.858440 sec): 41 clusters Score: Raw -49143745.423845 + Penalty 86742.445374 = -49057002.978472 nChanged 80 Iteration 152Q (1828.684772 sec): 41 clusters Score: Raw -49143748.082023 + Penalty 86742.445374 = -49057005.636649 nChanged 87 Iteration 153Q (1835.575972 sec): 41 clusters Score: Raw -49143751.125951 + Penalty 86742.445374 = -49057008.680577 nChanged 84 Iteration 154Q (1842.401539 sec): 41 clusters Score: Raw -49143753.907096 + Penalty 86742.445374 = -49057011.461722 nChanged 69 Iteration 155Q (1849.253147 sec): 41 clusters Score: Raw -49143756.006299 + Penalty 86742.445374 = -49057013.560925 nChanged 69 Iteration 156Q (1856.071724 sec): 41 clusters Score: Raw -49143757.702734 + Penalty 86742.445374 = -49057015.257360 nChanged 76 Iteration 157Q (1862.902510 sec): 41 clusters Score: Raw -49143760.242847 + Penalty 86742.445374 = -49057017.797473 nChanged 70 Iteration 158Q (1869.815500 sec): 41 clusters Score: Raw -49143762.814494 + Penalty 86742.445374 = -49057020.369120 nChanged 76 Iteration 159Q (1876.677522 sec): 41 clusters Score: Raw -49143765.802721 + Penalty 86742.445374 = -49057023.357347 nChanged 75 Iteration 160F (1892.873238 sec): 41 clusters Score: Raw -49143769.275839 + Penalty 86742.445374 = -49057026.830465 nChanged 90 Iteration 161Q (1899.762553 sec): 41 clusters Score: Raw -49143772.447459 + Penalty 86742.445374 = -49057030.002086 nChanged 88 Iteration 162Q (1906.780106 sec): 41 clusters Score: Raw -49143774.936917 + Penalty 86742.445374 = -49057032.491543 nChanged 85 Iteration 163Q (1913.639366 sec): 41 clusters Score: Raw -49143777.214102 + Penalty 86742.445374 = -49057034.768728 nChanged 74 Iteration 164Q (1920.509074 sec): 41 clusters Score: Raw -49143779.064398 + Penalty 86742.445374 = -49057036.619024 nChanged 61 Iteration 165Q (1927.414503 sec): 41 clusters Score: Raw -49143780.792347 + Penalty 86742.445374 = -49057038.346973 nChanged 52 Iteration 166Q (1934.258904 sec): 41 clusters Score: Raw -49143782.709850 + Penalty 86742.445374 = -49057040.264477 nChanged 53 Iteration 167Q (1941.113408 sec): 41 clusters Score: Raw -49143784.862828 + Penalty 86742.445374 = -49057042.417455 nChanged 51 Iteration 168Q (1947.957443 sec): 41 clusters Score: Raw -49143787.039693 + Penalty 86742.445374 = -49057044.594320 nChanged 58 Iteration 169Q (1954.821163 sec): 41 clusters Score: Raw -49143789.168483 + Penalty 86742.445374 = -49057046.723109 nChanged 55 Iteration 170Q (1961.663296 sec): 41 clusters Score: Raw -49143791.415500 + Penalty 86742.445374 = -49057048.970126 nChanged 54 Iteration 171Q (1968.486559 sec): 41 clusters Score: Raw -49143793.571389 + Penalty 86742.445374 = -49057051.126015 nChanged 46 Iteration 172Q (1975.346761 sec): 41 clusters Score: Raw -49143795.650393 + Penalty 86742.445374 = -49057053.205019 nChanged 46 Iteration 173Q (1982.292430 sec): 41 clusters Score: Raw -49143797.784385 + Penalty 86742.445374 = -49057055.339011 nChanged 37 Iteration 174Q (1989.218634 sec): 41 clusters Score: Raw -49143799.189536 + Penalty 86742.445374 = -49057056.744163 nChanged 27 Iteration 175Q (1996.030307 sec): 41 clusters Score: Raw -49143800.168640 + Penalty 86742.445374 = -49057057.723266 nChanged 28 Iteration 176Q (2002.853422 sec): 41 clusters Score: Raw -49143801.154650 + Penalty 86742.445374 = -49057058.709276 nChanged 28 Iteration 177Q (2009.724797 sec): 41 clusters Score: Raw -49143801.931092 + Penalty 86742.445374 = -49057059.485718 nChanged 20 Iteration 178Q (2016.601423 sec): 41 clusters Score: Raw -49143802.505222 + Penalty 86742.445374 = -49057060.059848 nChanged 22 Writing temp clu file Because OldScore, -49057059.485718, is greater than current (better) Score,-49057060.059848 Compute initial score before splitting: Score: Raw -49143802.505222 + Penalty 86742.445374 = -49057060.059848 Trying to split cluster 1 (60071 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2016.804278 sec): 2 clusters Score: Raw -5007642.620588 + Penalty 1788.033402 = -5005854.587186 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2016.919082 sec): 3 clusters Score: Raw -4969121.911845 + Penalty 3576.066804 = -4965545.845040 nChanged 28375 SP:Iteration 1F (2017.026974 sec): 3 clusters Score: Raw -4985806.739284 + Penalty 3576.066804 = -4982230.672480 nChanged 2523 SP:Iteration 2Q (2017.144578 sec): 3 clusters Score: Raw -4986687.377466 + Penalty 3576.066804 = -4983111.310662 nChanged 2831 SP:Iteration 3Q (2017.258388 sec): 3 clusters Score: Raw -4987980.272741 + Penalty 3576.066804 = -4984404.205936 nChanged 3315 SP:Iteration 4F (2017.392688 sec): 3 clusters Score: Raw -4989988.806833 + Penalty 3576.066804 = -4986412.740028 nChanged 4044 SP:Iteration 5F (2017.522469 sec): 3 clusters Score: Raw -4993153.768126 + Penalty 3576.066804 = -4989577.701322 nChanged 4463 SP:Iteration 6F (2017.630293 sec): 3 clusters Score: Raw -4997224.932273 + Penalty 3576.066804 = -4993648.865468 nChanged 4267 SP:Iteration 7F (2017.738105 sec): 3 clusters Score: Raw -5000889.653444 + Penalty 3576.066804 = -4997313.586640 nChanged 3263 SP:Iteration 8F (2017.845904 sec): 3 clusters Score: Raw -5002957.111415 + Penalty 3576.066804 = -4999381.044611 nChanged 1961 SP:Iteration 9Q (2017.954084 sec): 3 clusters Score: Raw -5003871.186106 + Penalty 3576.066804 = -5000295.119301 nChanged 1306 SP:Iteration 10Q (2018.060109 sec): 3 clusters Score: Raw -5004467.492601 + Penalty 3576.066804 = -5000891.425797 nChanged 1026 SP:Iteration 11Q (2018.165326 sec): 3 clusters Score: Raw -5004946.818730 + Penalty 3576.066804 = -5001370.751925 nChanged 951 SP:Iteration 12Q (2018.272070 sec): 3 clusters Score: Raw -5005380.551137 + Penalty 3576.066804 = -5001804.484333 nChanged 873 SP:Iteration 13Q (2018.400257 sec): 3 clusters Score: Raw -5005759.884957 + Penalty 3576.066804 = -5002183.818152 nChanged 754 SP:Iteration 14Q (2018.526834 sec): 3 clusters Score: Raw -5006075.434904 + Penalty 3576.066804 = -5002499.368099 nChanged 687 SP:Iteration 15Q (2018.629338 sec): 3 clusters Score: Raw -5006314.675308 + Penalty 3576.066804 = -5002738.608504 nChanged 592 SP:Iteration 16Q (2018.736494 sec): 3 clusters Score: Raw -5006489.840583 + Penalty 3576.066804 = -5002913.773779 nChanged 484 SP:Iteration 17Q (2018.836741 sec): 3 clusters Score: Raw -5006618.051829 + Penalty 3576.066804 = -5003041.985025 nChanged 439 SP:Iteration 18Q (2018.936324 sec): 3 clusters Score: Raw -5006713.353993 + Penalty 3576.066804 = -5003137.287188 nChanged 359 SP:Iteration 19Q (2019.035583 sec): 3 clusters Score: Raw -5006777.910648 + Penalty 3576.066804 = -5003201.843844 nChanged 296 SP:Iteration 20F (2019.178004 sec): 3 clusters Score: Raw -5006822.974889 + Penalty 3576.066804 = -5003246.908084 nChanged 254 SP:Iteration 21Q (2019.279242 sec): 3 clusters Score: Raw -5006861.829677 + Penalty 3576.066804 = -5003285.762873 nChanged 221 SP:Iteration 22Q (2019.378500 sec): 3 clusters Score: Raw -5006890.914036 + Penalty 3576.066804 = -5003314.847232 nChanged 206 SP:Iteration 23Q (2019.477449 sec): 3 clusters Score: Raw -5006918.059332 + Penalty 3576.066804 = -5003341.992527 nChanged 198 SP:Iteration 24Q (2019.575892 sec): 3 clusters Score: Raw -5006942.871868 + Penalty 3576.066804 = -5003366.805063 nChanged 184 SP:Iteration 25Q (2019.674056 sec): 3 clusters Score: Raw -5006964.652597 + Penalty 3576.066804 = -5003388.585793 nChanged 163 SP:Iteration 26Q (2019.771806 sec): 3 clusters Score: Raw -5006983.280276 + Penalty 3576.066804 = -5003407.213472 nChanged 164 SP:Iteration 27Q (2019.869788 sec): 3 clusters Score: Raw -5007002.231725 + Penalty 3576.066804 = -5003426.164921 nChanged 191 SP:Iteration 28Q (2019.968155 sec): 3 clusters Score: Raw -5007023.696078 + Penalty 3576.066804 = -5003447.629273 nChanged 180 SP:Iteration 29Q (2020.065914 sec): 3 clusters Score: Raw -5007043.732672 + Penalty 3576.066804 = -5003467.665868 nChanged 169 SP:Iteration 30Q (2020.197867 sec): 3 clusters Score: Raw -5007063.206559 + Penalty 3576.066804 = -5003487.139755 nChanged 185 SP:Iteration 31Q (2020.305561 sec): 3 clusters Score: Raw -5007085.055051 + Penalty 3576.066804 = -5003508.988246 nChanged 196 SP:Iteration 32Q (2020.430669 sec): 3 clusters Score: Raw -5007107.581010 + Penalty 3576.066804 = -5003531.514206 nChanged 173 SP:Iteration 33Q (2020.551963 sec): 3 clusters Score: Raw -5007124.690149 + Penalty 3576.066804 = -5003548.623345 nChanged 155 SP:Iteration 34Q (2020.648302 sec): 3 clusters Score: Raw -5007138.519975 + Penalty 3576.066804 = -5003562.453171 nChanged 137 SP:Iteration 35Q (2020.744007 sec): 3 clusters Score: Raw -5007151.439967 + Penalty 3576.066804 = -5003575.373163 nChanged 148 SP:Iteration 36Q (2020.839368 sec): 3 clusters Score: Raw -5007166.050762 + Penalty 3576.066804 = -5003589.983957 nChanged 133 SP:Iteration 37Q (2020.934814 sec): 3 clusters Score: Raw -5007178.776271 + Penalty 3576.066804 = -5003602.709467 nChanged 138 SP:Iteration 38Q (2021.030044 sec): 3 clusters Score: Raw -5007193.031734 + Penalty 3576.066804 = -5003616.964930 nChanged 141 SP:Iteration 39Q (2021.155315 sec): 3 clusters Score: Raw -5007208.404778 + Penalty 3576.066804 = -5003632.337974 nChanged 148 SP:Iteration 40F (2021.287107 sec): 3 clusters Score: Raw -5007224.529739 + Penalty 3576.066804 = -5003648.462935 nChanged 155 SP:Iteration 41Q (2021.382942 sec): 3 clusters Score: Raw -5007239.739174 + Penalty 3576.066804 = -5003663.672370 nChanged 152 SP:Iteration 42Q (2021.478209 sec): 3 clusters Score: Raw -5007253.264127 + Penalty 3576.066804 = -5003677.197323 nChanged 129 SP:Iteration 43Q (2021.573401 sec): 3 clusters Score: Raw -5007265.415527 + Penalty 3576.066804 = -5003689.348723 nChanged 131 SP:Iteration 44Q (2021.668157 sec): 3 clusters Score: Raw -5007276.901395 + Penalty 3576.066804 = -5003700.834591 nChanged 121 SP:Iteration 45Q (2021.762689 sec): 3 clusters Score: Raw -5007287.778989 + Penalty 3576.066804 = -5003711.712185 nChanged 124 SP:Iteration 46Q (2021.893189 sec): 3 clusters Score: Raw -5007298.585845 + Penalty 3576.066804 = -5003722.519040 nChanged 111 SP:Iteration 47Q (2021.989198 sec): 3 clusters Score: Raw -5007308.572971 + Penalty 3576.066804 = -5003732.506167 nChanged 132 SP:Iteration 48Q (2022.083259 sec): 3 clusters Score: Raw -5007321.429225 + Penalty 3576.066804 = -5003745.362421 nChanged 125 SP:Iteration 49Q (2022.177317 sec): 3 clusters Score: Raw -5007333.328241 + Penalty 3576.066804 = -5003757.261436 nChanged 139 SP:Iteration 50Q (2022.271256 sec): 3 clusters Score: Raw -5007347.808593 + Penalty 3576.066804 = -5003771.741788 nChanged 145 SP:Iteration 51Q (2022.364844 sec): 3 clusters Score: Raw -5007364.138372 + Penalty 3576.066804 = -5003788.071568 nChanged 151 SP:Iteration 52Q (2022.458445 sec): 3 clusters Score: Raw -5007382.596133 + Penalty 3576.066804 = -5003806.529329 nChanged 156 SP:Iteration 53Q (2022.586438 sec): 3 clusters Score: Raw -5007402.602960 + Penalty 3576.066804 = -5003826.536156 nChanged 168 SP:Iteration 54Q (2022.678995 sec): 3 clusters Score: Raw -5007426.059731 + Penalty 3576.066804 = -5003849.992926 nChanged 154 SP:Iteration 55Q (2022.772127 sec): 3 clusters Score: Raw -5007447.641693 + Penalty 3576.066804 = -5003871.574889 nChanged 156 SP:Iteration 56Q (2022.864703 sec): 3 clusters Score: Raw -5007468.323335 + Penalty 3576.066804 = -5003892.256530 nChanged 158 SP:Iteration 57Q (2022.957483 sec): 3 clusters Score: Raw -5007489.989818 + Penalty 3576.066804 = -5003913.923014 nChanged 166 SP:Iteration 58Q (2023.049932 sec): 3 clusters Score: Raw -5007512.564291 + Penalty 3576.066804 = -5003936.497487 nChanged 151 SP:Iteration 59Q (2023.142083 sec): 3 clusters Score: Raw -5007532.801060 + Penalty 3576.066804 = -5003956.734256 nChanged 159 SP:Iteration 60F (2023.285706 sec): 3 clusters Score: Raw -5007554.696888 + Penalty 3576.066804 = -5003978.630084 nChanged 162 SP:Iteration 61Q (2023.411783 sec): 3 clusters Score: Raw -5007577.294977 + Penalty 3576.066804 = -5004001.228172 nChanged 152 SP:Iteration 62Q (2023.504854 sec): 3 clusters Score: Raw -5007596.683032 + Penalty 3576.066804 = -5004020.616227 nChanged 137 SP:Iteration 63Q (2023.596918 sec): 3 clusters Score: Raw -5007613.801203 + Penalty 3576.066804 = -5004037.734398 nChanged 127 SP:Iteration 64Q (2023.688908 sec): 3 clusters Score: Raw -5007627.960071 + Penalty 3576.066804 = -5004051.893266 nChanged 123 SP:Iteration 65Q (2023.792192 sec): 3 clusters Score: Raw -5007644.049803 + Penalty 3576.066804 = -5004067.982998 nChanged 129 SP:Iteration 66Q (2023.895398 sec): 3 clusters Score: Raw -5007660.394165 + Penalty 3576.066804 = -5004084.327361 nChanged 120 SP:Iteration 67Q (2023.992787 sec): 3 clusters Score: Raw -5007676.080783 + Penalty 3576.066804 = -5004100.013979 nChanged 130 SP:Iteration 68Q (2024.083969 sec): 3 clusters Score: Raw -5007691.909053 + Penalty 3576.066804 = -5004115.842249 nChanged 127 SP:Iteration 69Q (2024.175214 sec): 3 clusters Score: Raw -5007706.222394 + Penalty 3576.066804 = -5004130.155590 nChanged 114 SP:Iteration 70Q (2024.266305 sec): 3 clusters Score: Raw -5007719.745334 + Penalty 3576.066804 = -5004143.678529 nChanged 125 SP:Iteration 71Q (2024.357114 sec): 3 clusters Score: Raw -5007735.621616 + Penalty 3576.066804 = -5004159.554812 nChanged 122 SP:Iteration 72Q (2024.447820 sec): 3 clusters Score: Raw -5007751.397228 + Penalty 3576.066804 = -5004175.330423 nChanged 135 SP:Iteration 73Q (2024.538390 sec): 3 clusters Score: Raw -5007769.871983 + Penalty 3576.066804 = -5004193.805179 nChanged 125 SP:Iteration 74Q (2024.628844 sec): 3 clusters Score: Raw -5007789.455144 + Penalty 3576.066804 = -5004213.388340 nChanged 138 SP:Iteration 75Q (2024.719102 sec): 3 clusters Score: Raw -5007809.226771 + Penalty 3576.066804 = -5004233.159967 nChanged 124 SP:Iteration 76Q (2024.809303 sec): 3 clusters Score: Raw -5007826.821075 + Penalty 3576.066804 = -5004250.754271 nChanged 117 SP:Iteration 77Q (2024.899819 sec): 3 clusters Score: Raw -5007843.749871 + Penalty 3576.066804 = -5004267.683067 nChanged 105 SP:Iteration 78Q (2025.015273 sec): 3 clusters Score: Raw -5007859.535283 + Penalty 3576.066804 = -5004283.468479 nChanged 124 SP:Iteration 79Q (2025.104979 sec): 3 clusters Score: Raw -5007880.133534 + Penalty 3576.066804 = -5004304.066730 nChanged 122 SP:Iteration 80F (2025.212579 sec): 3 clusters Score: Raw -5007898.983254 + Penalty 3576.066804 = -5004322.916449 nChanged 132 SP:Iteration 81Q (2025.302289 sec): 3 clusters Score: Raw -5007920.617069 + Penalty 3576.066804 = -5004344.550265 nChanged 112 SP:Iteration 82Q (2025.391711 sec): 3 clusters Score: Raw -5007935.557749 + Penalty 3576.066804 = -5004359.490945 nChanged 107 SP:Iteration 83Q (2025.481034 sec): 3 clusters Score: Raw -5007950.887216 + Penalty 3576.066804 = -5004374.820412 nChanged 113 SP:Iteration 84Q (2025.570262 sec): 3 clusters Score: Raw -5007967.373852 + Penalty 3576.066804 = -5004391.307047 nChanged 105 SP:Iteration 85Q (2025.687993 sec): 3 clusters Score: Raw -5007984.107522 + Penalty 3576.066804 = -5004408.040717 nChanged 93 SP:Iteration 86Q (2025.778019 sec): 3 clusters Score: Raw -5007998.168618 + Penalty 3576.066804 = -5004422.101814 nChanged 92 SP:Iteration 87Q (2025.867689 sec): 3 clusters Score: Raw -5008012.546899 + Penalty 3576.066804 = -5004436.480095 nChanged 95 SP:Iteration 88Q (2025.956740 sec): 3 clusters Score: Raw -5008028.065341 + Penalty 3576.066804 = -5004451.998536 nChanged 102 SP:Iteration 89Q (2026.045452 sec): 3 clusters Score: Raw -5008045.360689 + Penalty 3576.066804 = -5004469.293885 nChanged 100 SP:Iteration 90Q (2026.166548 sec): 3 clusters Score: Raw -5008063.748551 + Penalty 3576.066804 = -5004487.681747 nChanged 103 SP:Iteration 91Q (2026.260636 sec): 3 clusters Score: Raw -5008080.536930 + Penalty 3576.066804 = -5004504.470125 nChanged 81 SP:Iteration 92Q (2026.359092 sec): 3 clusters Score: Raw -5008094.242386 + Penalty 3576.066804 = -5004518.175581 nChanged 84 SP:Iteration 93Q (2026.449032 sec): 3 clusters Score: Raw -5008107.485587 + Penalty 3576.066804 = -5004531.418783 nChanged 82 SP:Iteration 94Q (2026.538743 sec): 3 clusters Score: Raw -5008121.775190 + Penalty 3576.066804 = -5004545.708386 nChanged 70 SP:Iteration 95Q (2026.627082 sec): 3 clusters Score: Raw -5008132.175370 + Penalty 3576.066804 = -5004556.108566 nChanged 75 SP:Iteration 96Q (2026.716421 sec): 3 clusters Score: Raw -5008144.721739 + Penalty 3576.066804 = -5004568.654935 nChanged 81 SP:Iteration 97Q (2026.812048 sec): 3 clusters Score: Raw -5008159.191580 + Penalty 3576.066804 = -5004583.124776 nChanged 98 SP:Iteration 98Q (2026.900285 sec): 3 clusters Score: Raw -5008177.390110 + Penalty 3576.066804 = -5004601.323306 nChanged 91 SP:Iteration 99Q (2026.988391 sec): 3 clusters Score: Raw -5008192.663597 + Penalty 3576.066804 = -5004616.596792 nChanged 87 SP:Iteration 100F (2027.107479 sec): 3 clusters Score: Raw -5008207.723777 + Penalty 3576.066804 = -5004631.656973 nChanged 76 SP:Iteration 101Q (2027.196963 sec): 3 clusters Score: Raw -5008222.156347 + Penalty 3576.066804 = -5004646.089543 nChanged 72 SP:Iteration 102Q (2027.297440 sec): 3 clusters Score: Raw -5008232.255360 + Penalty 3576.066804 = -5004656.188556 nChanged 57 SP:Iteration 103Q (2027.386171 sec): 3 clusters Score: Raw -5008239.012355 + Penalty 3576.066804 = -5004662.945551 nChanged 41 SP:Iteration 104Q (2027.474082 sec): 3 clusters Score: Raw -5008244.961453 + Penalty 3576.066804 = -5004668.894648 nChanged 37 SP:Iteration 105Q (2027.571758 sec): 3 clusters Score: Raw -5008249.665656 + Penalty 3576.066804 = -5004673.598851 nChanged 41 SP:Iteration 106Q (2027.659312 sec): 3 clusters Score: Raw -5008255.076361 + Penalty 3576.066804 = -5004679.009557 nChanged 40 SP:Iteration 107Q (2027.745774 sec): 3 clusters Score: Raw -5008260.063533 + Penalty 3576.066804 = -5004683.996729 nChanged 30 SP:Iteration 108Q (2027.832266 sec): 3 clusters Score: Raw -5008263.371664 + Penalty 3576.066804 = -5004687.304860 nChanged 28 SP:Iteration 109Q (2027.919589 sec): 3 clusters Score: Raw -5008266.003528 + Penalty 3576.066804 = -5004689.936724 nChanged 25 SP:Iteration 110Q (2028.006161 sec): 3 clusters Score: Raw -5008269.190748 + Penalty 3576.066804 = -5004693.123944 nChanged 31 SP:Iteration 111Q (2028.093096 sec): 3 clusters Score: Raw -5008272.901535 + Penalty 3576.066804 = -5004696.834731 nChanged 27 SP:Iteration 112Q (2028.179807 sec): 3 clusters Score: Raw -5008275.658156 + Penalty 3576.066804 = -5004699.591351 nChanged 27 SP:Iteration 113Q (2028.267350 sec): 3 clusters Score: Raw -5008278.981259 + Penalty 3576.066804 = -5004702.914455 nChanged 19 SP:Iteration 114Q (2028.354754 sec): 3 clusters Score: Raw -5008282.044118 + Penalty 3576.066804 = -5004705.977313 nChanged 26 SP:Iteration 115Q (2028.447635 sec): 3 clusters Score: Raw -5008284.772892 + Penalty 3576.066804 = -5004708.706088 nChanged 22 SP:Iteration 116Q (2028.534204 sec): 3 clusters Score: Raw -5008287.166010 + Penalty 3576.066804 = -5004711.099205 nChanged 16 SP:Iteration 117Q (2028.620366 sec): 3 clusters Score: Raw -5008288.534842 + Penalty 3576.066804 = -5004712.468038 nChanged 11 SP:Iteration 118Q (2028.706583 sec): 3 clusters Score: Raw -5008289.533093 + Penalty 3576.066804 = -5004713.466289 nChanged 13 SP:Iteration 119Q (2028.792962 sec): 3 clusters Score: Raw -5008290.783357 + Penalty 3576.066804 = -5004714.716553 nChanged 13 SP:Iteration 120F (2028.900672 sec): 3 clusters Score: Raw -5008292.150479 + Penalty 3576.066804 = -5004716.083674 nChanged 14 SP:Iteration 121Q (2028.986834 sec): 3 clusters Score: Raw -5008293.269026 + Penalty 3576.066804 = -5004717.202221 nChanged 11 SP:Iteration 122Q (2029.072951 sec): 3 clusters Score: Raw -5008294.401225 + Penalty 3576.066804 = -5004718.334421 nChanged 9 SP:Iteration 123Q (2029.159376 sec): 3 clusters Score: Raw -5008295.236561 + Penalty 3576.066804 = -5004719.169756 nChanged 11 SP:Iteration 124Q (2029.245620 sec): 3 clusters Score: Raw -5008296.315606 + Penalty 3576.066804 = -5004720.248801 nChanged 19 SP:Iteration 125Q (2029.331741 sec): 3 clusters Score: Raw -5008297.645956 + Penalty 3576.066804 = -5004721.579152 nChanged 10 SP:Iteration 126Q (2029.417669 sec): 3 clusters Score: Raw -5008298.352064 + Penalty 3576.066804 = -5004722.285260 nChanged 6 SP:Iteration 127Q (2029.503840 sec): 3 clusters Score: Raw -5008298.778938 + Penalty 3576.066804 = -5004722.712133 nChanged 2 SP:Iteration 128Q (2029.601961 sec): 3 clusters Score: Raw -5008298.883735 + Penalty 3576.066804 = -5004722.816931 nChanged 1 SP:Iteration 129Q (2029.688838 sec): 3 clusters Score: Raw -5008298.947117 + Penalty 3576.066804 = -5004722.880313 nChanged 1 SP:Iteration 130Q (2029.775020 sec): 3 clusters Score: Raw -5008298.999047 + Penalty 3576.066804 = -5004722.932242 nChanged 3 SP:Iteration 131Q (2029.861221 sec): 3 clusters Score: Raw -5008299.329142 + Penalty 3576.066804 = -5004723.262338 nChanged 3 SP:Iteration 132Q (2029.947432 sec): 3 clusters Score: Raw -5008299.465929 + Penalty 3576.066804 = -5004723.399125 nChanged 0 SP:Iteration 133F (2030.081264 sec): 3 clusters Score: Raw -5008299.465929 + Penalty 3576.066804 = -5004723.399125 nChanged 0 Trying to split cluster 2 (2673 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2030.090151 sec): 2 clusters Score: Raw -193404.594619 + Penalty 1282.280466 = -192122.314153 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2030.105890 sec): 3 clusters Score: Raw -192177.636398 + Penalty 2564.560933 = -189613.075465 nChanged 975 SP:Iteration 1F (2030.121220 sec): 3 clusters Score: Raw -192794.344111 + Penalty 2564.560933 = -190229.783178 nChanged 243 SP:Iteration 2F (2030.134525 sec): 3 clusters Score: Raw -193033.763778 + Penalty 2564.560933 = -190469.202845 nChanged 202 SP:Iteration 3F (2030.147779 sec): 3 clusters Score: Raw -193245.288282 + Penalty 2564.560933 = -190680.727350 nChanged 158 SP:Iteration 4F (2030.161128 sec): 3 clusters Score: Raw -193402.491136 + Penalty 2564.560933 = -190837.930203 nChanged 142 SP:Iteration 5F (2030.174382 sec): 3 clusters Score: Raw -193542.521908 + Penalty 2564.560933 = -190977.960975 nChanged 129 SP:Iteration 6Q (2030.188287 sec): 3 clusters Score: Raw -193709.383220 + Penalty 2564.560933 = -191144.822288 nChanged 131 SP:Iteration 7Q (2030.201452 sec): 3 clusters Score: Raw -193897.832934 + Penalty 2564.560933 = -191333.272002 nChanged 113 SP:Iteration 8Q (2030.214574 sec): 3 clusters Score: Raw -194054.948758 + Penalty 2564.560933 = -191490.387825 nChanged 92 SP:Iteration 9Q (2030.227271 sec): 3 clusters Score: Raw -194157.571284 + Penalty 2564.560933 = -191593.010352 nChanged 65 SP:Iteration 10Q (2030.240232 sec): 3 clusters Score: Raw -194237.312556 + Penalty 2564.560933 = -191672.751623 nChanged 65 SP:Iteration 11Q (2030.253100 sec): 3 clusters Score: Raw -194347.254214 + Penalty 2564.560933 = -191782.693281 nChanged 65 SP:Iteration 12Q (2030.266010 sec): 3 clusters Score: Raw -194544.891833 + Penalty 2564.560933 = -191980.330901 nChanged 76 SP:Iteration 13Q (2030.282257 sec): 3 clusters Score: Raw -194908.746574 + Penalty 2564.560933 = -192344.185642 nChanged 54 SP:Iteration 14Q (2030.295403 sec): 3 clusters Score: Raw -195004.573330 + Penalty 2564.560933 = -192440.012398 nChanged 38 SP:Iteration 15Q (2030.319419 sec): 3 clusters Score: Raw -195031.835446 + Penalty 2564.560933 = -192467.274513 nChanged 15 SP:Iteration 16Q (2030.332056 sec): 3 clusters Score: Raw -195039.338673 + Penalty 2564.560933 = -192474.777740 nChanged 11 SP:Iteration 17Q (2030.344726 sec): 3 clusters Score: Raw -195048.201964 + Penalty 2564.560933 = -192483.641031 nChanged 10 SP:Iteration 18Q (2030.357327 sec): 3 clusters Score: Raw -195055.320790 + Penalty 2564.560933 = -192490.759858 nChanged 6 SP:Iteration 19Q (2030.370021 sec): 3 clusters Score: Raw -195058.720378 + Penalty 2564.560933 = -192494.159445 nChanged 4 SP:Iteration 20F (2030.383187 sec): 3 clusters Score: Raw -195060.899163 + Penalty 2564.560933 = -192496.338230 nChanged 7 SP:Iteration 21Q (2030.395941 sec): 3 clusters Score: Raw -195065.765260 + Penalty 2564.560933 = -192501.204328 nChanged 10 SP:Iteration 22Q (2030.413435 sec): 3 clusters Score: Raw -195073.468755 + Penalty 2564.560933 = -192508.907822 nChanged 12 SP:Iteration 23Q (2030.426185 sec): 3 clusters Score: Raw -195083.198441 + Penalty 2564.560933 = -192518.637509 nChanged 14 SP:Iteration 24Q (2030.438984 sec): 3 clusters Score: Raw -195091.810177 + Penalty 2564.560933 = -192527.249245 nChanged 12 SP:Iteration 25Q (2030.451737 sec): 3 clusters Score: Raw -195098.938927 + Penalty 2564.560933 = -192534.377994 nChanged 12 SP:Iteration 26Q (2030.464463 sec): 3 clusters Score: Raw -195105.697150 + Penalty 2564.560933 = -192541.136217 nChanged 4 SP:Iteration 27Q (2030.476747 sec): 3 clusters Score: Raw -195107.873485 + Penalty 2564.560933 = -192543.312553 nChanged 6 SP:Iteration 28Q (2030.489511 sec): 3 clusters Score: Raw -195112.578525 + Penalty 2564.560933 = -192548.017592 nChanged 1 SP:Iteration 29Q (2030.522201 sec): 3 clusters Score: Raw -195112.877942 + Penalty 2564.560933 = -192548.317009 nChanged 1 SP:Iteration 30Q (2030.535144 sec): 3 clusters Score: Raw -195113.477192 + Penalty 2564.560933 = -192548.916259 nChanged 1 SP:Iteration 31Q (2030.547953 sec): 3 clusters Score: Raw -195113.816291 + Penalty 2564.560933 = -192549.255358 nChanged 0 SP:Iteration 32F (2030.561270 sec): 3 clusters Score: Raw -195113.816291 + Penalty 2564.560933 = -192549.255358 nChanged 0 Score: Raw -49145512.208234 + Penalty 88911.006508 = -49056601.201726 Splitting cluster 2 changes total score from -49057060.059848 to -49056601.201726 So it's not getting split. Trying to split cluster 3 (19475 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2047.293386 sec): 2 clusters Score: Raw -1638410.656054 + Penalty 1604.994116 = -1636805.661937 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2047.338527 sec): 3 clusters Score: Raw -1626645.309928 + Penalty 3209.988233 = -1623435.321695 nChanged 8857 SP:Iteration 1F (2047.381662 sec): 3 clusters Score: Raw -1631618.935438 + Penalty 3209.988233 = -1628408.947205 nChanged 1067 SP:Iteration 2F (2047.424860 sec): 3 clusters Score: Raw -1632029.886006 + Penalty 3209.988233 = -1628819.897773 nChanged 998 SP:Iteration 3F (2047.468028 sec): 3 clusters Score: Raw -1632480.205865 + Penalty 3209.988233 = -1629270.217632 nChanged 1119 SP:Iteration 4F (2047.511112 sec): 3 clusters Score: Raw -1633147.719364 + Penalty 3209.988233 = -1629937.731131 nChanged 1334 SP:Iteration 5F (2047.554393 sec): 3 clusters Score: Raw -1634095.853930 + Penalty 3209.988233 = -1630885.865697 nChanged 1438 SP:Iteration 6F (2047.597580 sec): 3 clusters Score: Raw -1635327.423664 + Penalty 3209.988233 = -1632117.435431 nChanged 1344 SP:Iteration 7F (2047.640904 sec): 3 clusters Score: Raw -1636573.508419 + Penalty 3209.988233 = -1633363.520186 nChanged 1049 SP:Iteration 8F (2047.684288 sec): 3 clusters Score: Raw -1637566.870002 + Penalty 3209.988233 = -1634356.881769 nChanged 634 SP:Iteration 9Q (2047.727280 sec): 3 clusters Score: Raw -1638130.671650 + Penalty 3209.988233 = -1634920.683417 nChanged 404 SP:Iteration 10Q (2047.768463 sec): 3 clusters Score: Raw -1638456.496079 + Penalty 3209.988233 = -1635246.507846 nChanged 241 SP:Iteration 11Q (2047.839436 sec): 3 clusters Score: Raw -1638631.039892 + Penalty 3209.988233 = -1635421.051659 nChanged 169 SP:Iteration 12Q (2047.878539 sec): 3 clusters Score: Raw -1638754.061580 + Penalty 3209.988233 = -1635544.073347 nChanged 136 SP:Iteration 13Q (2047.916675 sec): 3 clusters Score: Raw -1638826.338011 + Penalty 3209.988233 = -1635616.349778 nChanged 105 SP:Iteration 14Q (2047.954970 sec): 3 clusters Score: Raw -1638868.570745 + Penalty 3209.988233 = -1635658.582512 nChanged 84 SP:Iteration 15Q (2047.999510 sec): 3 clusters Score: Raw -1638898.156328 + Penalty 3209.988233 = -1635688.168095 nChanged 51 SP:Iteration 16Q (2048.036866 sec): 3 clusters Score: Raw -1638914.350606 + Penalty 3209.988233 = -1635704.362373 nChanged 53 SP:Iteration 17Q (2048.074627 sec): 3 clusters Score: Raw -1638928.014854 + Penalty 3209.988233 = -1635718.026621 nChanged 47 SP:Iteration 18Q (2048.112271 sec): 3 clusters Score: Raw -1638939.294904 + Penalty 3209.988233 = -1635729.306671 nChanged 31 SP:Iteration 19Q (2048.149776 sec): 3 clusters Score: Raw -1638948.069836 + Penalty 3209.988233 = -1635738.081603 nChanged 24 SP:Iteration 20F (2048.192929 sec): 3 clusters Score: Raw -1638954.512455 + Penalty 3209.988233 = -1635744.524222 nChanged 24 SP:Iteration 21Q (2048.230793 sec): 3 clusters Score: Raw -1638960.187938 + Penalty 3209.988233 = -1635750.199705 nChanged 13 SP:Iteration 22Q (2048.268374 sec): 3 clusters Score: Raw -1638962.907891 + Penalty 3209.988233 = -1635752.919658 nChanged 14 SP:Iteration 23Q (2048.305881 sec): 3 clusters Score: Raw -1638965.376252 + Penalty 3209.988233 = -1635755.388019 nChanged 9 SP:Iteration 24Q (2048.343402 sec): 3 clusters Score: Raw -1638966.510550 + Penalty 3209.988233 = -1635756.522317 nChanged 6 SP:Iteration 25Q (2048.380797 sec): 3 clusters Score: Raw -1638967.309809 + Penalty 3209.988233 = -1635757.321576 nChanged 2 SP:Iteration 26Q (2048.418324 sec): 3 clusters Score: Raw -1638967.604648 + Penalty 3209.988233 = -1635757.616415 nChanged 3 SP:Iteration 27Q (2048.455822 sec): 3 clusters Score: Raw -1638968.488599 + Penalty 3209.988233 = -1635758.500366 nChanged 4 SP:Iteration 28Q (2048.493164 sec): 3 clusters Score: Raw -1638969.201000 + Penalty 3209.988233 = -1635759.212767 nChanged 1 SP:Iteration 29Q (2048.530764 sec): 3 clusters Score: Raw -1638969.327317 + Penalty 3209.988233 = -1635759.339084 nChanged 1 SP:Iteration 30Q (2048.568281 sec): 3 clusters Score: Raw -1638969.392664 + Penalty 3209.988233 = -1635759.404431 nChanged 1 SP:Iteration 31Q (2048.605749 sec): 3 clusters Score: Raw -1638969.474246 + Penalty 3209.988233 = -1635759.486013 nChanged 1 SP:Iteration 32Q (2048.643262 sec): 3 clusters Score: Raw -1638969.533439 + Penalty 3209.988233 = -1635759.545206 nChanged 0 SP:Iteration 33F (2048.686441 sec): 3 clusters Score: Raw -1638969.533439 + Penalty 3209.988233 = -1635759.545206 nChanged 0 Trying to split cluster 4 (4850 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2048.704960 sec): 2 clusters Score: Raw -368035.780669 + Penalty 1379.094272 = -366656.686397 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2048.726788 sec): 3 clusters Score: Raw -365546.015228 + Penalty 2758.188545 = -362787.826684 nChanged 1925 SP:Iteration 1F (2048.747873 sec): 3 clusters Score: Raw -366629.914138 + Penalty 2758.188545 = -363871.725593 nChanged 388 SP:Iteration 2F (2048.768830 sec): 3 clusters Score: Raw -366870.239624 + Penalty 2758.188545 = -364112.051079 nChanged 283 SP:Iteration 3F (2048.790108 sec): 3 clusters Score: Raw -367052.411665 + Penalty 2758.188545 = -364294.223121 nChanged 272 SP:Iteration 4F (2048.810892 sec): 3 clusters Score: Raw -367252.758233 + Penalty 2758.188545 = -364494.569688 nChanged 267 SP:Iteration 5F (2048.832033 sec): 3 clusters Score: Raw -367457.551106 + Penalty 2758.188545 = -364699.362562 nChanged 241 SP:Iteration 6Q (2048.853179 sec): 3 clusters Score: Raw -367636.951155 + Penalty 2758.188545 = -364878.762610 nChanged 225 SP:Iteration 7Q (2048.874368 sec): 3 clusters Score: Raw -367794.268719 + Penalty 2758.188545 = -365036.080174 nChanged 202 SP:Iteration 8Q (2048.895394 sec): 3 clusters Score: Raw -367957.996022 + Penalty 2758.188545 = -365199.807478 nChanged 191 SP:Iteration 9Q (2048.916281 sec): 3 clusters Score: Raw -368102.991714 + Penalty 2758.188545 = -365344.803169 nChanged 152 SP:Iteration 10Q (2048.937230 sec): 3 clusters Score: Raw -368204.848267 + Penalty 2758.188545 = -365446.659722 nChanged 115 SP:Iteration 11Q (2048.965489 sec): 3 clusters Score: Raw -368266.544624 + Penalty 2758.188545 = -365508.356080 nChanged 83 SP:Iteration 12Q (2048.986172 sec): 3 clusters Score: Raw -368310.713481 + Penalty 2758.188545 = -365552.524937 nChanged 63 SP:Iteration 13Q (2049.006725 sec): 3 clusters Score: Raw -368349.632372 + Penalty 2758.188545 = -365591.443827 nChanged 63 SP:Iteration 14Q (2049.027389 sec): 3 clusters Score: Raw -368393.721243 + Penalty 2758.188545 = -365635.532698 nChanged 64 SP:Iteration 15Q (2049.080290 sec): 3 clusters Score: Raw -368441.565775 + Penalty 2758.188545 = -365683.377231 nChanged 58 SP:Iteration 16Q (2049.135434 sec): 3 clusters Score: Raw -368483.289156 + Penalty 2758.188545 = -365725.100611 nChanged 54 SP:Iteration 17Q (2049.154857 sec): 3 clusters Score: Raw -368528.382020 + Penalty 2758.188545 = -365770.193475 nChanged 63 SP:Iteration 18Q (2049.175534 sec): 3 clusters Score: Raw -368576.039473 + Penalty 2758.188545 = -365817.850929 nChanged 52 SP:Iteration 19Q (2049.196083 sec): 3 clusters Score: Raw -368616.436747 + Penalty 2758.188545 = -365858.248203 nChanged 64 SP:Iteration 20F (2049.217351 sec): 3 clusters Score: Raw -368666.968201 + Penalty 2758.188545 = -365908.779656 nChanged 41 SP:Iteration 21Q (2049.237758 sec): 3 clusters Score: Raw -368698.575656 + Penalty 2758.188545 = -365940.387112 nChanged 37 SP:Iteration 22Q (2049.257843 sec): 3 clusters Score: Raw -368741.690945 + Penalty 2758.188545 = -365983.502400 nChanged 44 SP:Iteration 23Q (2049.277836 sec): 3 clusters Score: Raw -368792.450396 + Penalty 2758.188545 = -366034.261851 nChanged 40 SP:Iteration 24Q (2049.297891 sec): 3 clusters Score: Raw -368833.818969 + Penalty 2758.188545 = -366075.630425 nChanged 33 SP:Iteration 25Q (2049.317864 sec): 3 clusters Score: Raw -368862.649808 + Penalty 2758.188545 = -366104.461264 nChanged 23 SP:Iteration 26Q (2049.337786 sec): 3 clusters Score: Raw -368882.421925 + Penalty 2758.188545 = -366124.233380 nChanged 22 SP:Iteration 27Q (2049.357539 sec): 3 clusters Score: Raw -368900.451808 + Penalty 2758.188545 = -366142.263263 nChanged 18 SP:Iteration 28Q (2049.377409 sec): 3 clusters Score: Raw -368910.464950 + Penalty 2758.188545 = -366152.276405 nChanged 15 SP:Iteration 29Q (2049.397077 sec): 3 clusters Score: Raw -368919.259616 + Penalty 2758.188545 = -366161.071072 nChanged 7 SP:Iteration 30Q (2049.416611 sec): 3 clusters Score: Raw -368923.234485 + Penalty 2758.188545 = -366165.045940 nChanged 7 SP:Iteration 31Q (2049.436377 sec): 3 clusters Score: Raw -368925.719629 + Penalty 2758.188545 = -366167.531084 nChanged 2 SP:Iteration 32Q (2049.456104 sec): 3 clusters Score: Raw -368926.095243 + Penalty 2758.188545 = -366167.906698 nChanged 3 SP:Iteration 33Q (2049.475665 sec): 3 clusters Score: Raw -368927.098044 + Penalty 2758.188545 = -366168.909499 nChanged 0 SP:Iteration 34F (2049.496842 sec): 3 clusters Score: Raw -368927.098044 + Penalty 2758.188545 = -366168.909499 nChanged 0 Trying to split cluster 5 (6285 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2049.516907 sec): 2 clusters Score: Raw -518612.358611 + Penalty 1421.212182 = -517191.146428 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2049.540899 sec): 3 clusters Score: Raw -515252.858260 + Penalty 2842.424364 = -512410.433896 nChanged 2563 SP:Iteration 1F (2049.564012 sec): 3 clusters Score: Raw -516694.326944 + Penalty 2842.424364 = -513851.902580 nChanged 399 SP:Iteration 2F (2049.587269 sec): 3 clusters Score: Raw -516860.146031 + Penalty 2842.424364 = -514017.721667 nChanged 268 SP:Iteration 3Q (2049.610663 sec): 3 clusters Score: Raw -516966.528989 + Penalty 2842.424364 = -514124.104625 nChanged 232 SP:Iteration 4Q (2049.634081 sec): 3 clusters Score: Raw -517060.102824 + Penalty 2842.424364 = -514217.678459 nChanged 232 SP:Iteration 5Q (2049.657374 sec): 3 clusters Score: Raw -517175.676410 + Penalty 2842.424364 = -514333.252045 nChanged 233 SP:Iteration 6Q (2049.680811 sec): 3 clusters Score: Raw -517290.249277 + Penalty 2842.424364 = -514447.824913 nChanged 222 SP:Iteration 7Q (2049.704394 sec): 3 clusters Score: Raw -517409.495493 + Penalty 2842.424364 = -514567.071129 nChanged 226 SP:Iteration 8Q (2049.727725 sec): 3 clusters Score: Raw -517544.197899 + Penalty 2842.424364 = -514701.773535 nChanged 234 SP:Iteration 9Q (2049.751161 sec): 3 clusters Score: Raw -517702.126834 + Penalty 2842.424364 = -514859.702470 nChanged 257 SP:Iteration 10Q (2049.774407 sec): 3 clusters Score: Raw -517869.685090 + Penalty 2842.424364 = -515027.260726 nChanged 246 SP:Iteration 11Q (2049.797831 sec): 3 clusters Score: Raw -518036.260816 + Penalty 2842.424364 = -515193.836452 nChanged 215 SP:Iteration 12Q (2049.821146 sec): 3 clusters Score: Raw -518205.126182 + Penalty 2842.424364 = -515362.701818 nChanged 203 SP:Iteration 13Q (2049.844195 sec): 3 clusters Score: Raw -518363.224121 + Penalty 2842.424364 = -515520.799757 nChanged 162 SP:Iteration 14Q (2049.867010 sec): 3 clusters Score: Raw -518490.377089 + Penalty 2842.424364 = -515647.952725 nChanged 131 SP:Iteration 15Q (2049.889495 sec): 3 clusters Score: Raw -518607.913914 + Penalty 2842.424364 = -515765.489549 nChanged 101 SP:Iteration 16Q (2049.911845 sec): 3 clusters Score: Raw -518723.691114 + Penalty 2842.424364 = -515881.266749 nChanged 86 SP:Iteration 17Q (2049.936919 sec): 3 clusters Score: Raw -518811.078822 + Penalty 2842.424364 = -515968.654458 nChanged 46 SP:Iteration 18Q (2049.958344 sec): 3 clusters Score: Raw -518858.278003 + Penalty 2842.424364 = -516015.853638 nChanged 35 SP:Iteration 19Q (2049.979572 sec): 3 clusters Score: Raw -518892.015727 + Penalty 2842.424364 = -516049.591363 nChanged 31 SP:Iteration 20F (2050.002777 sec): 3 clusters Score: Raw -518916.506762 + Penalty 2842.424364 = -516074.082397 nChanged 21 SP:Iteration 21Q (2050.023746 sec): 3 clusters Score: Raw -518932.716411 + Penalty 2842.424364 = -516090.292046 nChanged 16 SP:Iteration 22Q (2050.044406 sec): 3 clusters Score: Raw -518947.351327 + Penalty 2842.424364 = -516104.926962 nChanged 21 SP:Iteration 23Q (2050.065441 sec): 3 clusters Score: Raw -518966.724915 + Penalty 2842.424364 = -516124.300551 nChanged 23 SP:Iteration 24Q (2050.086359 sec): 3 clusters Score: Raw -518983.010900 + Penalty 2842.424364 = -516140.586536 nChanged 16 SP:Iteration 25Q (2050.107131 sec): 3 clusters Score: Raw -518992.676218 + Penalty 2842.424364 = -516150.251854 nChanged 12 SP:Iteration 26Q (2050.128244 sec): 3 clusters Score: Raw -519001.694163 + Penalty 2842.424364 = -516159.269799 nChanged 12 SP:Iteration 27Q (2050.149175 sec): 3 clusters Score: Raw -519010.751836 + Penalty 2842.424364 = -516168.327472 nChanged 15 SP:Iteration 28Q (2050.170270 sec): 3 clusters Score: Raw -519025.911316 + Penalty 2842.424364 = -516183.486952 nChanged 20 SP:Iteration 29Q (2050.190997 sec): 3 clusters Score: Raw -519041.548560 + Penalty 2842.424364 = -516199.124195 nChanged 19 SP:Iteration 30Q (2050.211911 sec): 3 clusters Score: Raw -519055.334983 + Penalty 2842.424364 = -516212.910618 nChanged 17 SP:Iteration 31Q (2050.232773 sec): 3 clusters Score: Raw -519071.227989 + Penalty 2842.424364 = -516228.803625 nChanged 23 SP:Iteration 32Q (2050.253597 sec): 3 clusters Score: Raw -519089.220126 + Penalty 2842.424364 = -516246.795762 nChanged 29 SP:Iteration 33Q (2050.274122 sec): 3 clusters Score: Raw -519114.819591 + Penalty 2842.424364 = -516272.395226 nChanged 26 SP:Iteration 34Q (2050.294769 sec): 3 clusters Score: Raw -519137.492495 + Penalty 2842.424364 = -516295.068131 nChanged 23 SP:Iteration 35Q (2050.315489 sec): 3 clusters Score: Raw -519154.202507 + Penalty 2842.424364 = -516311.778142 nChanged 21 SP:Iteration 36Q (2050.336221 sec): 3 clusters Score: Raw -519166.724668 + Penalty 2842.424364 = -516324.300303 nChanged 20 SP:Iteration 37Q (2050.357010 sec): 3 clusters Score: Raw -519177.124818 + Penalty 2842.424364 = -516334.700454 nChanged 24 SP:Iteration 38Q (2050.377761 sec): 3 clusters Score: Raw -519191.171284 + Penalty 2842.424364 = -516348.746920 nChanged 21 SP:Iteration 39Q (2050.398690 sec): 3 clusters Score: Raw -519201.114843 + Penalty 2842.424364 = -516358.690479 nChanged 13 SP:Iteration 40F (2050.422041 sec): 3 clusters Score: Raw -519208.502948 + Penalty 2842.424364 = -516366.078584 nChanged 10 SP:Iteration 41Q (2050.442825 sec): 3 clusters Score: Raw -519213.883054 + Penalty 2842.424364 = -516371.458690 nChanged 15 SP:Iteration 42Q (2050.463675 sec): 3 clusters Score: Raw -519223.832148 + Penalty 2842.424364 = -516381.407784 nChanged 19 SP:Iteration 43Q (2050.484352 sec): 3 clusters Score: Raw -519239.188165 + Penalty 2842.424364 = -516396.763801 nChanged 22 SP:Iteration 44Q (2050.505162 sec): 3 clusters Score: Raw -519253.921692 + Penalty 2842.424364 = -516411.497328 nChanged 21 SP:Iteration 45Q (2050.525857 sec): 3 clusters Score: Raw -519266.378474 + Penalty 2842.424364 = -516423.954110 nChanged 23 SP:Iteration 46Q (2050.546729 sec): 3 clusters Score: Raw -519279.812340 + Penalty 2842.424364 = -516437.387975 nChanged 22 SP:Iteration 47Q (2050.567583 sec): 3 clusters Score: Raw -519295.615942 + Penalty 2842.424364 = -516453.191577 nChanged 21 SP:Iteration 48Q (2050.588395 sec): 3 clusters Score: Raw -519309.305173 + Penalty 2842.424364 = -516466.880809 nChanged 17 SP:Iteration 49Q (2050.608978 sec): 3 clusters Score: Raw -519319.882422 + Penalty 2842.424364 = -516477.458058 nChanged 18 SP:Iteration 50Q (2050.629893 sec): 3 clusters Score: Raw -519331.657133 + Penalty 2842.424364 = -516489.232768 nChanged 22 SP:Iteration 51Q (2050.650844 sec): 3 clusters Score: Raw -519344.271068 + Penalty 2842.424364 = -516501.846704 nChanged 27 SP:Iteration 52Q (2050.671443 sec): 3 clusters Score: Raw -519359.092306 + Penalty 2842.424364 = -516516.667942 nChanged 18 SP:Iteration 53Q (2050.692068 sec): 3 clusters Score: Raw -519368.934672 + Penalty 2842.424364 = -516526.510308 nChanged 21 SP:Iteration 54Q (2050.712897 sec): 3 clusters Score: Raw -519378.988357 + Penalty 2842.424364 = -516536.563993 nChanged 12 SP:Iteration 55Q (2050.733656 sec): 3 clusters Score: Raw -519384.079691 + Penalty 2842.424364 = -516541.655327 nChanged 16 SP:Iteration 56Q (2050.754616 sec): 3 clusters Score: Raw -519392.592241 + Penalty 2842.424364 = -516550.167876 nChanged 22 SP:Iteration 57Q (2050.775512 sec): 3 clusters Score: Raw -519405.750100 + Penalty 2842.424364 = -516563.325735 nChanged 27 SP:Iteration 58Q (2050.796466 sec): 3 clusters Score: Raw -519422.111314 + Penalty 2842.424364 = -516579.686950 nChanged 31 SP:Iteration 59Q (2050.817278 sec): 3 clusters Score: Raw -519446.152482 + Penalty 2842.424364 = -516603.728117 nChanged 44 SP:Iteration 60F (2050.840498 sec): 3 clusters Score: Raw -519480.952437 + Penalty 2842.424364 = -516638.528073 nChanged 46 SP:Iteration 61Q (2050.861552 sec): 3 clusters Score: Raw -519511.952108 + Penalty 2842.424364 = -516669.527744 nChanged 41 SP:Iteration 62Q (2050.882585 sec): 3 clusters Score: Raw -519535.717779 + Penalty 2842.424364 = -516693.293415 nChanged 42 SP:Iteration 63Q (2050.903582 sec): 3 clusters Score: Raw -519558.837309 + Penalty 2842.424364 = -516716.412945 nChanged 41 SP:Iteration 64Q (2050.924546 sec): 3 clusters Score: Raw -519582.141307 + Penalty 2842.424364 = -516739.716942 nChanged 31 SP:Iteration 65Q (2050.945565 sec): 3 clusters Score: Raw -519598.196939 + Penalty 2842.424364 = -516755.772575 nChanged 25 SP:Iteration 66Q (2050.966403 sec): 3 clusters Score: Raw -519612.420780 + Penalty 2842.424364 = -516769.996415 nChanged 32 SP:Iteration 67Q (2050.987412 sec): 3 clusters Score: Raw -519628.938642 + Penalty 2842.424364 = -516786.514277 nChanged 26 SP:Iteration 68Q (2051.008117 sec): 3 clusters Score: Raw -519643.024327 + Penalty 2842.424364 = -516800.599963 nChanged 24 SP:Iteration 69Q (2051.029136 sec): 3 clusters Score: Raw -519653.754490 + Penalty 2842.424364 = -516811.330126 nChanged 28 SP:Iteration 70Q (2051.050074 sec): 3 clusters Score: Raw -519670.333851 + Penalty 2842.424364 = -516827.909487 nChanged 31 SP:Iteration 71Q (2051.071022 sec): 3 clusters Score: Raw -519685.746739 + Penalty 2842.424364 = -516843.322374 nChanged 24 SP:Iteration 72Q (2051.092037 sec): 3 clusters Score: Raw -519698.318559 + Penalty 2842.424364 = -516855.894195 nChanged 30 SP:Iteration 73Q (2051.112827 sec): 3 clusters Score: Raw -519712.506298 + Penalty 2842.424364 = -516870.081934 nChanged 20 SP:Iteration 74Q (2051.133916 sec): 3 clusters Score: Raw -519721.770763 + Penalty 2842.424364 = -516879.346399 nChanged 16 SP:Iteration 75Q (2051.154605 sec): 3 clusters Score: Raw -519727.771356 + Penalty 2842.424364 = -516885.346992 nChanged 19 SP:Iteration 76Q (2051.175563 sec): 3 clusters Score: Raw -519736.454468 + Penalty 2842.424364 = -516894.030104 nChanged 17 SP:Iteration 77Q (2051.196484 sec): 3 clusters Score: Raw -519742.360505 + Penalty 2842.424364 = -516899.936140 nChanged 11 SP:Iteration 78Q (2051.217525 sec): 3 clusters Score: Raw -519744.961783 + Penalty 2842.424364 = -516902.537419 nChanged 9 SP:Iteration 79Q (2051.238517 sec): 3 clusters Score: Raw -519747.508657 + Penalty 2842.424364 = -516905.084293 nChanged 6 SP:Iteration 80F (2051.261930 sec): 3 clusters Score: Raw -519750.084271 + Penalty 2842.424364 = -516907.659907 nChanged 7 SP:Iteration 81Q (2051.283045 sec): 3 clusters Score: Raw -519753.156159 + Penalty 2842.424364 = -516910.731795 nChanged 4 SP:Iteration 82Q (2051.304166 sec): 3 clusters Score: Raw -519756.342743 + Penalty 2842.424364 = -516913.918378 nChanged 7 SP:Iteration 83Q (2051.325322 sec): 3 clusters Score: Raw -519759.594250 + Penalty 2842.424364 = -516917.169885 nChanged 8 SP:Iteration 84Q (2051.346456 sec): 3 clusters Score: Raw -519762.903047 + Penalty 2842.424364 = -516920.478682 nChanged 9 SP:Iteration 85Q (2051.367492 sec): 3 clusters Score: Raw -519766.085492 + Penalty 2842.424364 = -516923.661128 nChanged 6 SP:Iteration 86Q (2051.388742 sec): 3 clusters Score: Raw -519767.647645 + Penalty 2842.424364 = -516925.223280 nChanged 4 SP:Iteration 87Q (2051.410060 sec): 3 clusters Score: Raw -519768.642934 + Penalty 2842.424364 = -516926.218570 nChanged 4 SP:Iteration 88Q (2051.431371 sec): 3 clusters Score: Raw -519769.924500 + Penalty 2842.424364 = -516927.500135 nChanged 7 SP:Iteration 89Q (2051.452435 sec): 3 clusters Score: Raw -519771.986945 + Penalty 2842.424364 = -516929.562581 nChanged 3 SP:Iteration 90Q (2051.473440 sec): 3 clusters Score: Raw -519772.360690 + Penalty 2842.424364 = -516929.936326 nChanged 4 SP:Iteration 91Q (2051.494700 sec): 3 clusters Score: Raw -519773.473720 + Penalty 2842.424364 = -516931.049356 nChanged 2 SP:Iteration 92Q (2051.515757 sec): 3 clusters Score: Raw -519774.078438 + Penalty 2842.424364 = -516931.654073 nChanged 3 SP:Iteration 93Q (2051.536897 sec): 3 clusters Score: Raw -519774.513716 + Penalty 2842.424364 = -516932.089351 nChanged 2 SP:Iteration 94Q (2051.557966 sec): 3 clusters Score: Raw -519774.859158 + Penalty 2842.424364 = -516932.434793 nChanged 1 SP:Iteration 95Q (2051.579015 sec): 3 clusters Score: Raw -519775.016864 + Penalty 2842.424364 = -516932.592499 nChanged 2 SP:Iteration 96Q (2051.600100 sec): 3 clusters Score: Raw -519775.260912 + Penalty 2842.424364 = -516932.836548 nChanged 0 SP:Iteration 97F (2051.623351 sec): 3 clusters Score: Raw -519775.260912 + Penalty 2842.424364 = -516932.836548 nChanged 0 Trying to split cluster 6 (51124 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2051.705042 sec): 2 clusters Score: Raw -4229248.894202 + Penalty 1761.826517 = -4227487.067685 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2051.804190 sec): 3 clusters Score: Raw -4196850.042083 + Penalty 3523.653033 = -4193326.389050 nChanged 24042 SP:Iteration 1F (2051.933213 sec): 3 clusters Score: Raw -4210913.164705 + Penalty 3523.653033 = -4207389.511672 nChanged 2478 SP:Iteration 2Q (2052.030223 sec): 3 clusters Score: Raw -4211928.851864 + Penalty 3523.653033 = -4208405.198830 nChanged 2741 SP:Iteration 3F (2052.123725 sec): 3 clusters Score: Raw -4213273.514227 + Penalty 3523.653033 = -4209749.861194 nChanged 2974 SP:Iteration 4F (2052.217065 sec): 3 clusters Score: Raw -4214966.174265 + Penalty 3523.653033 = -4211442.521232 nChanged 3222 SP:Iteration 5F (2052.310413 sec): 3 clusters Score: Raw -4217086.113062 + Penalty 3523.653033 = -4213562.460029 nChanged 3326 SP:Iteration 6F (2052.403885 sec): 3 clusters Score: Raw -4219527.238816 + Penalty 3523.653033 = -4216003.585782 nChanged 3122 SP:Iteration 7F (2052.497641 sec): 3 clusters Score: Raw -4221979.686973 + Penalty 3523.653033 = -4218456.033939 nChanged 2599 SP:Iteration 8F (2052.601017 sec): 3 clusters Score: Raw -4224021.897971 + Penalty 3523.653033 = -4220498.244937 nChanged 1942 SP:Iteration 9Q (2052.730740 sec): 3 clusters Score: Raw -4225510.845283 + Penalty 3523.653033 = -4221987.192250 nChanged 1452 SP:Iteration 10Q (2052.820194 sec): 3 clusters Score: Raw -4226541.318537 + Penalty 3523.653033 = -4223017.665503 nChanged 1113 SP:Iteration 11Q (2052.905752 sec): 3 clusters Score: Raw -4227213.756115 + Penalty 3523.653033 = -4223690.103082 nChanged 831 SP:Iteration 12Q (2052.989412 sec): 3 clusters Score: Raw -4227665.763829 + Penalty 3523.653033 = -4224142.110796 nChanged 700 SP:Iteration 13Q (2053.071713 sec): 3 clusters Score: Raw -4228004.511072 + Penalty 3523.653033 = -4224480.858039 nChanged 579 SP:Iteration 14Q (2053.153139 sec): 3 clusters Score: Raw -4228262.168677 + Penalty 3523.653033 = -4224738.515643 nChanged 512 SP:Iteration 15Q (2053.233577 sec): 3 clusters Score: Raw -4228483.306910 + Penalty 3523.653033 = -4224959.653877 nChanged 469 SP:Iteration 16Q (2053.313338 sec): 3 clusters Score: Raw -4228668.111543 + Penalty 3523.653033 = -4225144.458509 nChanged 389 SP:Iteration 17Q (2053.428074 sec): 3 clusters Score: Raw -4228804.611390 + Penalty 3523.653033 = -4225280.958357 nChanged 350 SP:Iteration 18Q (2053.521043 sec): 3 clusters Score: Raw -4228928.913067 + Penalty 3523.653033 = -4225405.260034 nChanged 328 SP:Iteration 19Q (2053.598954 sec): 3 clusters Score: Raw -4229042.710716 + Penalty 3523.653033 = -4225519.057682 nChanged 280 SP:Iteration 20F (2053.692200 sec): 3 clusters Score: Raw -4229134.229576 + Penalty 3523.653033 = -4225610.576543 nChanged 235 SP:Iteration 21Q (2053.769497 sec): 3 clusters Score: Raw -4229208.708803 + Penalty 3523.653033 = -4225685.055770 nChanged 210 SP:Iteration 22Q (2053.846154 sec): 3 clusters Score: Raw -4229272.905497 + Penalty 3523.653033 = -4225749.252464 nChanged 197 SP:Iteration 23Q (2053.922608 sec): 3 clusters Score: Raw -4229337.985524 + Penalty 3523.653033 = -4225814.332491 nChanged 177 SP:Iteration 24Q (2053.998666 sec): 3 clusters Score: Raw -4229398.373353 + Penalty 3523.653033 = -4225874.720320 nChanged 163 SP:Iteration 25Q (2054.107877 sec): 3 clusters Score: Raw -4229447.666346 + Penalty 3523.653033 = -4225924.013313 nChanged 142 SP:Iteration 26Q (2054.214621 sec): 3 clusters Score: Raw -4229494.586018 + Penalty 3523.653033 = -4225970.932985 nChanged 139 SP:Iteration 27Q (2054.313569 sec): 3 clusters Score: Raw -4229540.208530 + Penalty 3523.653033 = -4226016.555497 nChanged 126 SP:Iteration 28Q (2054.388468 sec): 3 clusters Score: Raw -4229579.098129 + Penalty 3523.653033 = -4226055.445096 nChanged 113 SP:Iteration 29Q (2054.465166 sec): 3 clusters Score: Raw -4229614.989143 + Penalty 3523.653033 = -4226091.336110 nChanged 96 SP:Iteration 30Q (2054.542299 sec): 3 clusters Score: Raw -4229647.792084 + Penalty 3523.653033 = -4226124.139051 nChanged 92 SP:Iteration 31Q (2054.616671 sec): 3 clusters Score: Raw -4229675.721893 + Penalty 3523.653033 = -4226152.068860 nChanged 77 SP:Iteration 32Q (2054.690128 sec): 3 clusters Score: Raw -4229701.548087 + Penalty 3523.653033 = -4226177.895053 nChanged 81 SP:Iteration 33Q (2054.786780 sec): 3 clusters Score: Raw -4229727.039329 + Penalty 3523.653033 = -4226203.386296 nChanged 67 SP:Iteration 34Q (2054.890570 sec): 3 clusters Score: Raw -4229747.523419 + Penalty 3523.653033 = -4226223.870386 nChanged 50 SP:Iteration 35Q (2054.963235 sec): 3 clusters Score: Raw -4229763.326738 + Penalty 3523.653033 = -4226239.673704 nChanged 47 SP:Iteration 36Q (2055.036300 sec): 3 clusters Score: Raw -4229777.251532 + Penalty 3523.653033 = -4226253.598498 nChanged 44 SP:Iteration 37Q (2055.109037 sec): 3 clusters Score: Raw -4229788.617201 + Penalty 3523.653033 = -4226264.964168 nChanged 35 SP:Iteration 38Q (2055.181763 sec): 3 clusters Score: Raw -4229797.373300 + Penalty 3523.653033 = -4226273.720266 nChanged 27 SP:Iteration 39Q (2055.254578 sec): 3 clusters Score: Raw -4229803.331111 + Penalty 3523.653033 = -4226279.678077 nChanged 22 SP:Iteration 40F (2055.359158 sec): 3 clusters Score: Raw -4229810.529740 + Penalty 3523.653033 = -4226286.876706 nChanged 28 SP:Iteration 41Q (2055.431222 sec): 3 clusters Score: Raw -4229817.901929 + Penalty 3523.653033 = -4226294.248896 nChanged 27 SP:Iteration 42Q (2055.514926 sec): 3 clusters Score: Raw -4229824.619340 + Penalty 3523.653033 = -4226300.966307 nChanged 26 SP:Iteration 43Q (2055.598275 sec): 3 clusters Score: Raw -4229832.305544 + Penalty 3523.653033 = -4226308.652511 nChanged 23 SP:Iteration 44Q (2055.670924 sec): 3 clusters Score: Raw -4229837.204713 + Penalty 3523.653033 = -4226313.551679 nChanged 10 SP:Iteration 45Q (2055.744053 sec): 3 clusters Score: Raw -4229839.081052 + Penalty 3523.653033 = -4226315.428019 nChanged 8 SP:Iteration 46Q (2055.816418 sec): 3 clusters Score: Raw -4229841.330930 + Penalty 3523.653033 = -4226317.677896 nChanged 12 SP:Iteration 47Q (2055.889111 sec): 3 clusters Score: Raw -4229844.313378 + Penalty 3523.653033 = -4226320.660344 nChanged 11 SP:Iteration 48Q (2055.961802 sec): 3 clusters Score: Raw -4229847.202825 + Penalty 3523.653033 = -4226323.549792 nChanged 14 SP:Iteration 49Q (2056.034432 sec): 3 clusters Score: Raw -4229851.526461 + Penalty 3523.653033 = -4226327.873427 nChanged 15 SP:Iteration 50Q (2056.106921 sec): 3 clusters Score: Raw -4229856.992971 + Penalty 3523.653033 = -4226333.339938 nChanged 19 SP:Iteration 51Q (2056.217962 sec): 3 clusters Score: Raw -4229863.224487 + Penalty 3523.653033 = -4226339.571454 nChanged 16 SP:Iteration 52Q (2056.326714 sec): 3 clusters Score: Raw -4229866.746976 + Penalty 3523.653033 = -4226343.093942 nChanged 12 SP:Iteration 53Q (2056.404148 sec): 3 clusters Score: Raw -4229869.590790 + Penalty 3523.653033 = -4226345.937756 nChanged 17 SP:Iteration 54Q (2056.476817 sec): 3 clusters Score: Raw -4229873.554250 + Penalty 3523.653033 = -4226349.901216 nChanged 11 SP:Iteration 55Q (2056.549449 sec): 3 clusters Score: Raw -4229876.125164 + Penalty 3523.653033 = -4226352.472130 nChanged 14 SP:Iteration 56Q (2056.621966 sec): 3 clusters Score: Raw -4229880.768407 + Penalty 3523.653033 = -4226357.115374 nChanged 22 SP:Iteration 57Q (2056.694796 sec): 3 clusters Score: Raw -4229889.592702 + Penalty 3523.653033 = -4226365.939669 nChanged 21 SP:Iteration 58Q (2056.767095 sec): 3 clusters Score: Raw -4229895.352650 + Penalty 3523.653033 = -4226371.699617 nChanged 17 SP:Iteration 59Q (2056.852230 sec): 3 clusters Score: Raw -4229900.924711 + Penalty 3523.653033 = -4226377.271678 nChanged 27 SP:Iteration 60F (2056.946976 sec): 3 clusters Score: Raw -4229908.372751 + Penalty 3523.653033 = -4226384.719718 nChanged 28 SP:Iteration 61Q (2057.019384 sec): 3 clusters Score: Raw -4229917.962699 + Penalty 3523.653033 = -4226394.309666 nChanged 21 SP:Iteration 62Q (2057.092103 sec): 3 clusters Score: Raw -4229925.562018 + Penalty 3523.653033 = -4226401.908984 nChanged 27 SP:Iteration 63Q (2057.164547 sec): 3 clusters Score: Raw -4229937.206925 + Penalty 3523.653033 = -4226413.553892 nChanged 29 SP:Iteration 64Q (2057.237505 sec): 3 clusters Score: Raw -4229945.679889 + Penalty 3523.653033 = -4226422.026856 nChanged 19 SP:Iteration 65Q (2057.309802 sec): 3 clusters Score: Raw -4229950.783607 + Penalty 3523.653033 = -4226427.130573 nChanged 17 SP:Iteration 66Q (2057.382160 sec): 3 clusters Score: Raw -4229956.219197 + Penalty 3523.653033 = -4226432.566164 nChanged 15 SP:Iteration 67Q (2057.454591 sec): 3 clusters Score: Raw -4229960.802511 + Penalty 3523.653033 = -4226437.149477 nChanged 18 SP:Iteration 68Q (2057.526910 sec): 3 clusters Score: Raw -4229968.492498 + Penalty 3523.653033 = -4226444.839464 nChanged 14 SP:Iteration 69Q (2057.599147 sec): 3 clusters Score: Raw -4229972.102469 + Penalty 3523.653033 = -4226448.449435 nChanged 16 SP:Iteration 70Q (2057.671607 sec): 3 clusters Score: Raw -4229976.322345 + Penalty 3523.653033 = -4226452.669312 nChanged 12 SP:Iteration 71Q (2057.755198 sec): 3 clusters Score: Raw -4229979.375933 + Penalty 3523.653033 = -4226455.722900 nChanged 9 SP:Iteration 72Q (2057.863890 sec): 3 clusters Score: Raw -4229981.848463 + Penalty 3523.653033 = -4226458.195430 nChanged 7 SP:Iteration 73Q (2057.960136 sec): 3 clusters Score: Raw -4229983.890190 + Penalty 3523.653033 = -4226460.237156 nChanged 7 SP:Iteration 74Q (2058.032385 sec): 3 clusters Score: Raw -4229985.405664 + Penalty 3523.653033 = -4226461.752631 nChanged 5 SP:Iteration 75Q (2058.104521 sec): 3 clusters Score: Raw -4229986.466810 + Penalty 3523.653033 = -4226462.813776 nChanged 3 SP:Iteration 76Q (2058.176665 sec): 3 clusters Score: Raw -4229987.102282 + Penalty 3523.653033 = -4226463.449249 nChanged 4 SP:Iteration 77Q (2058.248921 sec): 3 clusters Score: Raw -4229987.765811 + Penalty 3523.653033 = -4226464.112778 nChanged 2 SP:Iteration 78Q (2058.320978 sec): 3 clusters Score: Raw -4229988.243907 + Penalty 3523.653033 = -4226464.590874 nChanged 1 SP:Iteration 79Q (2058.393352 sec): 3 clusters Score: Raw -4229988.583140 + Penalty 3523.653033 = -4226464.930107 nChanged 4 SP:Iteration 80F (2058.486363 sec): 3 clusters Score: Raw -4229989.169079 + Penalty 3523.653033 = -4226465.516046 nChanged 1 SP:Iteration 81Q (2058.558500 sec): 3 clusters Score: Raw -4229989.458811 + Penalty 3523.653033 = -4226465.805778 nChanged 1 SP:Iteration 82Q (2058.630827 sec): 3 clusters Score: Raw -4229989.626531 + Penalty 3523.653033 = -4226465.973498 nChanged 1 SP:Iteration 83Q (2058.703259 sec): 3 clusters Score: Raw -4229989.781267 + Penalty 3523.653033 = -4226466.128234 nChanged 0 SP:Iteration 84F (2058.796773 sec): 3 clusters Score: Raw -4229989.781267 + Penalty 3523.653033 = -4226466.128234 nChanged 0 Trying to split cluster 7 (3295 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2058.810229 sec): 2 clusters Score: Raw -240713.059867 + Penalty 1316.276235 = -239396.783632 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2058.837632 sec): 3 clusters Score: Raw -239153.760693 + Penalty 2632.552470 = -236521.208223 nChanged 1258 SP:Iteration 1F (2058.854139 sec): 3 clusters Score: Raw -239946.251078 + Penalty 2632.552470 = -237313.698608 nChanged 262 SP:Iteration 2F (2058.870530 sec): 3 clusters Score: Raw -240129.467926 + Penalty 2632.552470 = -237496.915456 nChanged 183 SP:Iteration 3F (2058.886911 sec): 3 clusters Score: Raw -240253.753801 + Penalty 2632.552470 = -237621.201331 nChanged 158 SP:Iteration 4Q (2058.903246 sec): 3 clusters Score: Raw -240364.229931 + Penalty 2632.552470 = -237731.677461 nChanged 135 SP:Iteration 5Q (2058.919549 sec): 3 clusters Score: Raw -240461.264109 + Penalty 2632.552470 = -237828.711638 nChanged 128 SP:Iteration 6Q (2058.935721 sec): 3 clusters Score: Raw -240549.371734 + Penalty 2632.552470 = -237916.819264 nChanged 113 SP:Iteration 7Q (2058.952043 sec): 3 clusters Score: Raw -240618.253543 + Penalty 2632.552470 = -237985.701073 nChanged 99 SP:Iteration 8Q (2058.968181 sec): 3 clusters Score: Raw -240681.406399 + Penalty 2632.552470 = -238048.853929 nChanged 89 SP:Iteration 9Q (2058.984420 sec): 3 clusters Score: Raw -240750.455673 + Penalty 2632.552470 = -238117.903202 nChanged 84 SP:Iteration 10Q (2059.000759 sec): 3 clusters Score: Raw -240811.017034 + Penalty 2632.552470 = -238178.464564 nChanged 70 SP:Iteration 11Q (2059.016844 sec): 3 clusters Score: Raw -240868.885143 + Penalty 2632.552470 = -238236.332672 nChanged 74 SP:Iteration 12Q (2059.033043 sec): 3 clusters Score: Raw -240945.571855 + Penalty 2632.552470 = -238313.019385 nChanged 89 SP:Iteration 13Q (2059.049093 sec): 3 clusters Score: Raw -241019.535490 + Penalty 2632.552470 = -238386.983019 nChanged 77 SP:Iteration 14Q (2059.065073 sec): 3 clusters Score: Raw -241070.981734 + Penalty 2632.552470 = -238438.429264 nChanged 51 SP:Iteration 15Q (2059.081073 sec): 3 clusters Score: Raw -241105.046479 + Penalty 2632.552470 = -238472.494009 nChanged 45 SP:Iteration 16Q (2059.097085 sec): 3 clusters Score: Raw -241133.034882 + Penalty 2632.552470 = -238500.482412 nChanged 30 SP:Iteration 17Q (2059.113233 sec): 3 clusters Score: Raw -241149.869220 + Penalty 2632.552470 = -238517.316750 nChanged 30 SP:Iteration 18Q (2059.164404 sec): 3 clusters Score: Raw -241162.054285 + Penalty 2632.552470 = -238529.501815 nChanged 21 SP:Iteration 19Q (2059.216976 sec): 3 clusters Score: Raw -241169.116822 + Penalty 2632.552470 = -238536.564351 nChanged 12 SP:Iteration 20F (2059.269957 sec): 3 clusters Score: Raw -241172.175529 + Penalty 2632.552470 = -238539.623059 nChanged 6 SP:Iteration 21Q (2059.298111 sec): 3 clusters Score: Raw -241174.181629 + Penalty 2632.552470 = -238541.629159 nChanged 5 SP:Iteration 22Q (2059.314338 sec): 3 clusters Score: Raw -241176.417939 + Penalty 2632.552470 = -238543.865468 nChanged 5 SP:Iteration 23Q (2059.330517 sec): 3 clusters Score: Raw -241177.931667 + Penalty 2632.552470 = -238545.379197 nChanged 4 SP:Iteration 24Q (2059.346649 sec): 3 clusters Score: Raw -241179.400557 + Penalty 2632.552470 = -238546.848086 nChanged 4 SP:Iteration 25Q (2059.362817 sec): 3 clusters Score: Raw -241181.059283 + Penalty 2632.552470 = -238548.506813 nChanged 5 SP:Iteration 26Q (2059.378976 sec): 3 clusters Score: Raw -241182.270010 + Penalty 2632.552470 = -238549.717540 nChanged 6 SP:Iteration 27Q (2059.395126 sec): 3 clusters Score: Raw -241183.801563 + Penalty 2632.552470 = -238551.249093 nChanged 2 SP:Iteration 28Q (2059.411117 sec): 3 clusters Score: Raw -241184.663960 + Penalty 2632.552470 = -238552.111489 nChanged 2 SP:Iteration 29Q (2059.427110 sec): 3 clusters Score: Raw -241185.533627 + Penalty 2632.552470 = -238552.981157 nChanged 5 SP:Iteration 30Q (2059.443270 sec): 3 clusters Score: Raw -241187.526821 + Penalty 2632.552470 = -238554.974351 nChanged 1 SP:Iteration 31Q (2059.459263 sec): 3 clusters Score: Raw -241187.730705 + Penalty 2632.552470 = -238555.178235 nChanged 0 SP:Iteration 32F (2059.475502 sec): 3 clusters Score: Raw -241187.730705 + Penalty 2632.552470 = -238555.178235 nChanged 0 Trying to split cluster 8 (1535 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2059.490809 sec): 2 clusters Score: Raw -120496.868048 + Penalty 1192.146420 = -119304.721628 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2059.499371 sec): 3 clusters Score: Raw -119941.379471 + Penalty 2384.292840 = -117557.086632 nChanged 502 SP:Iteration 1F (2059.507503 sec): 3 clusters Score: Raw -120381.382180 + Penalty 2384.292840 = -117997.089341 nChanged 157 SP:Iteration 2F (2059.515575 sec): 3 clusters Score: Raw -120574.328583 + Penalty 2384.292840 = -118190.035743 nChanged 110 SP:Iteration 3F (2059.523555 sec): 3 clusters Score: Raw -120739.344538 + Penalty 2384.292840 = -118355.051699 nChanged 102 SP:Iteration 4F (2059.531586 sec): 3 clusters Score: Raw -120883.363218 + Penalty 2384.292840 = -118499.070378 nChanged 80 SP:Iteration 5F (2059.539692 sec): 3 clusters Score: Raw -120982.511424 + Penalty 2384.292840 = -118598.218584 nChanged 76 SP:Iteration 6Q (2059.547624 sec): 3 clusters Score: Raw -121058.263148 + Penalty 2384.292840 = -118673.970309 nChanged 51 SP:Iteration 7Q (2059.555513 sec): 3 clusters Score: Raw -121100.373162 + Penalty 2384.292840 = -118716.080322 nChanged 29 SP:Iteration 8Q (2059.563324 sec): 3 clusters Score: Raw -121123.601735 + Penalty 2384.292840 = -118739.308895 nChanged 15 SP:Iteration 9Q (2059.571233 sec): 3 clusters Score: Raw -121136.064526 + Penalty 2384.292840 = -118751.771687 nChanged 20 SP:Iteration 10Q (2059.579045 sec): 3 clusters Score: Raw -121154.250453 + Penalty 2384.292840 = -118769.957614 nChanged 11 SP:Iteration 11Q (2059.586902 sec): 3 clusters Score: Raw -121163.226645 + Penalty 2384.292840 = -118778.933806 nChanged 14 SP:Iteration 12Q (2059.594680 sec): 3 clusters Score: Raw -121176.346876 + Penalty 2384.292840 = -118792.054036 nChanged 12 SP:Iteration 13Q (2059.602574 sec): 3 clusters Score: Raw -121198.266298 + Penalty 2384.292840 = -118813.973459 nChanged 15 SP:Iteration 14Q (2059.610357 sec): 3 clusters Score: Raw -121228.149794 + Penalty 2384.292840 = -118843.856955 nChanged 18 SP:Iteration 15Q (2059.618187 sec): 3 clusters Score: Raw -121257.566742 + Penalty 2384.292840 = -118873.273903 nChanged 22 SP:Iteration 16Q (2059.625981 sec): 3 clusters Score: Raw -121279.344012 + Penalty 2384.292840 = -118895.051172 nChanged 22 SP:Iteration 17Q (2059.633725 sec): 3 clusters Score: Raw -121299.754010 + Penalty 2384.292840 = -118915.461171 nChanged 16 SP:Iteration 18Q (2059.641510 sec): 3 clusters Score: Raw -121309.787010 + Penalty 2384.292840 = -118925.494171 nChanged 9 SP:Iteration 19Q (2059.649286 sec): 3 clusters Score: Raw -121315.276954 + Penalty 2384.292840 = -118930.984115 nChanged 11 SP:Iteration 20F (2059.657304 sec): 3 clusters Score: Raw -121325.737849 + Penalty 2384.292840 = -118941.445009 nChanged 10 SP:Iteration 21Q (2059.665028 sec): 3 clusters Score: Raw -121333.370947 + Penalty 2384.292840 = -118949.078107 nChanged 8 SP:Iteration 22Q (2059.672721 sec): 3 clusters Score: Raw -121339.967438 + Penalty 2384.292840 = -118955.674598 nChanged 4 SP:Iteration 23Q (2059.680471 sec): 3 clusters Score: Raw -121342.594425 + Penalty 2384.292840 = -118958.301585 nChanged 3 SP:Iteration 24Q (2059.688259 sec): 3 clusters Score: Raw -121344.216014 + Penalty 2384.292840 = -118959.923174 nChanged 0 SP:Iteration 25F (2059.696305 sec): 3 clusters Score: Raw -121344.216014 + Penalty 2384.292840 = -118959.923174 nChanged 0 Trying to split cluster 9 (18348 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2059.730025 sec): 2 clusters Score: Raw -1467891.028898 + Penalty 1595.307327 = -1466295.721571 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2059.773455 sec): 3 clusters Score: Raw -1456824.036146 + Penalty 3190.614653 = -1453633.421493 nChanged 8343 SP:Iteration 1F (2059.814838 sec): 3 clusters Score: Raw -1461468.892812 + Penalty 3190.614653 = -1458278.278158 nChanged 1006 SP:Iteration 2F (2059.856383 sec): 3 clusters Score: Raw -1461855.482883 + Penalty 3190.614653 = -1458664.868230 nChanged 968 SP:Iteration 3F (2059.898014 sec): 3 clusters Score: Raw -1462272.222062 + Penalty 3190.614653 = -1459081.607409 nChanged 960 SP:Iteration 4F (2059.939689 sec): 3 clusters Score: Raw -1462703.813518 + Penalty 3190.614653 = -1459513.198864 nChanged 955 SP:Iteration 5F (2059.981286 sec): 3 clusters Score: Raw -1463188.185913 + Penalty 3190.614653 = -1459997.571259 nChanged 959 SP:Iteration 6F (2060.022851 sec): 3 clusters Score: Raw -1463749.355522 + Penalty 3190.614653 = -1460558.740869 nChanged 954 SP:Iteration 7F (2060.064634 sec): 3 clusters Score: Raw -1464356.341249 + Penalty 3190.614653 = -1461165.726596 nChanged 946 SP:Iteration 8F (2060.106136 sec): 3 clusters Score: Raw -1464983.213520 + Penalty 3190.614653 = -1461792.598867 nChanged 833 SP:Iteration 9Q (2060.148065 sec): 3 clusters Score: Raw -1465495.903256 + Penalty 3190.614653 = -1462305.288603 nChanged 697 SP:Iteration 10Q (2060.189606 sec): 3 clusters Score: Raw -1465889.045765 + Penalty 3190.614653 = -1462698.431112 nChanged 558 SP:Iteration 11Q (2060.230734 sec): 3 clusters Score: Raw -1466158.752270 + Penalty 3190.614653 = -1462968.137616 nChanged 415 SP:Iteration 12Q (2060.271521 sec): 3 clusters Score: Raw -1466335.072073 + Penalty 3190.614653 = -1463144.457420 nChanged 308 SP:Iteration 13Q (2060.312065 sec): 3 clusters Score: Raw -1466445.855603 + Penalty 3190.614653 = -1463255.240950 nChanged 259 SP:Iteration 14Q (2060.352275 sec): 3 clusters Score: Raw -1466528.901143 + Penalty 3190.614653 = -1463338.286490 nChanged 232 SP:Iteration 15Q (2060.392641 sec): 3 clusters Score: Raw -1466603.733746 + Penalty 3190.614653 = -1463413.119092 nChanged 210 SP:Iteration 16Q (2060.432717 sec): 3 clusters Score: Raw -1466673.330887 + Penalty 3190.614653 = -1463482.716234 nChanged 206 SP:Iteration 17Q (2060.472574 sec): 3 clusters Score: Raw -1466738.988516 + Penalty 3190.614653 = -1463548.373863 nChanged 199 SP:Iteration 18Q (2060.512360 sec): 3 clusters Score: Raw -1466800.352735 + Penalty 3190.614653 = -1463609.738081 nChanged 189 SP:Iteration 19Q (2060.552075 sec): 3 clusters Score: Raw -1466854.333718 + Penalty 3190.614653 = -1463663.719065 nChanged 187 SP:Iteration 20F (2060.593668 sec): 3 clusters Score: Raw -1466906.886518 + Penalty 3190.614653 = -1463716.271865 nChanged 167 SP:Iteration 21Q (2060.633161 sec): 3 clusters Score: Raw -1466959.184733 + Penalty 3190.614653 = -1463768.570080 nChanged 171 SP:Iteration 22Q (2060.672337 sec): 3 clusters Score: Raw -1467014.192278 + Penalty 3190.614653 = -1463823.577625 nChanged 186 SP:Iteration 23Q (2060.711416 sec): 3 clusters Score: Raw -1467072.071429 + Penalty 3190.614653 = -1463881.456776 nChanged 167 SP:Iteration 24Q (2060.750273 sec): 3 clusters Score: Raw -1467125.173737 + Penalty 3190.614653 = -1463934.559084 nChanged 163 SP:Iteration 25Q (2060.789099 sec): 3 clusters Score: Raw -1467174.380550 + Penalty 3190.614653 = -1463983.765897 nChanged 163 SP:Iteration 26Q (2060.827692 sec): 3 clusters Score: Raw -1467222.269319 + Penalty 3190.614653 = -1464031.654666 nChanged 167 SP:Iteration 27Q (2060.866174 sec): 3 clusters Score: Raw -1467273.080702 + Penalty 3190.614653 = -1464082.466049 nChanged 152 SP:Iteration 28Q (2060.904629 sec): 3 clusters Score: Raw -1467321.407169 + Penalty 3190.614653 = -1464130.792516 nChanged 151 SP:Iteration 29Q (2060.942802 sec): 3 clusters Score: Raw -1467369.418965 + Penalty 3190.614653 = -1464178.804312 nChanged 144 SP:Iteration 30Q (2060.980868 sec): 3 clusters Score: Raw -1467408.726408 + Penalty 3190.614653 = -1464218.111754 nChanged 128 SP:Iteration 31Q (2061.018767 sec): 3 clusters Score: Raw -1467440.591566 + Penalty 3190.614653 = -1464249.976913 nChanged 119 SP:Iteration 32Q (2061.056675 sec): 3 clusters Score: Raw -1467471.113956 + Penalty 3190.614653 = -1464280.499303 nChanged 126 SP:Iteration 33Q (2061.094544 sec): 3 clusters Score: Raw -1467505.437880 + Penalty 3190.614653 = -1464314.823227 nChanged 118 SP:Iteration 34Q (2061.132173 sec): 3 clusters Score: Raw -1467537.757840 + Penalty 3190.614653 = -1464347.143187 nChanged 132 SP:Iteration 35Q (2061.169926 sec): 3 clusters Score: Raw -1467576.886209 + Penalty 3190.614653 = -1464386.271556 nChanged 122 SP:Iteration 36Q (2061.207477 sec): 3 clusters Score: Raw -1467612.349100 + Penalty 3190.614653 = -1464421.734446 nChanged 109 SP:Iteration 37Q (2061.244761 sec): 3 clusters Score: Raw -1467642.909501 + Penalty 3190.614653 = -1464452.294848 nChanged 112 SP:Iteration 38Q (2061.281946 sec): 3 clusters Score: Raw -1467676.977722 + Penalty 3190.614653 = -1464486.363069 nChanged 105 SP:Iteration 39Q (2061.319189 sec): 3 clusters Score: Raw -1467712.726083 + Penalty 3190.614653 = -1464522.111430 nChanged 99 SP:Iteration 40F (2061.360711 sec): 3 clusters Score: Raw -1467748.477718 + Penalty 3190.614653 = -1464557.863065 nChanged 96 SP:Iteration 41Q (2061.397900 sec): 3 clusters Score: Raw -1467781.369605 + Penalty 3190.614653 = -1464590.754951 nChanged 85 SP:Iteration 42Q (2061.434956 sec): 3 clusters Score: Raw -1467807.599041 + Penalty 3190.614653 = -1464616.984388 nChanged 70 SP:Iteration 43Q (2061.471791 sec): 3 clusters Score: Raw -1467831.069165 + Penalty 3190.614653 = -1464640.454512 nChanged 61 SP:Iteration 44Q (2061.508607 sec): 3 clusters Score: Raw -1467854.305577 + Penalty 3190.614653 = -1464663.690924 nChanged 73 SP:Iteration 45Q (2061.545431 sec): 3 clusters Score: Raw -1467879.442767 + Penalty 3190.614653 = -1464688.828114 nChanged 64 SP:Iteration 46Q (2061.582183 sec): 3 clusters Score: Raw -1467897.127483 + Penalty 3190.614653 = -1464706.512830 nChanged 56 SP:Iteration 47Q (2061.622270 sec): 3 clusters Score: Raw -1467912.715529 + Penalty 3190.614653 = -1464722.100875 nChanged 45 SP:Iteration 48Q (2061.658873 sec): 3 clusters Score: Raw -1467924.622414 + Penalty 3190.614653 = -1464734.007761 nChanged 52 SP:Iteration 49Q (2061.695721 sec): 3 clusters Score: Raw -1467939.654013 + Penalty 3190.614653 = -1464749.039360 nChanged 49 SP:Iteration 50Q (2061.732308 sec): 3 clusters Score: Raw -1467953.446994 + Penalty 3190.614653 = -1464762.832341 nChanged 35 SP:Iteration 51Q (2061.792305 sec): 3 clusters Score: Raw -1467963.317925 + Penalty 3190.614653 = -1464772.703272 nChanged 30 SP:Iteration 52Q (2061.833681 sec): 3 clusters Score: Raw -1467975.666817 + Penalty 3190.614653 = -1464785.052164 nChanged 42 SP:Iteration 53Q (2061.869923 sec): 3 clusters Score: Raw -1467994.514188 + Penalty 3190.614653 = -1464803.899535 nChanged 43 SP:Iteration 54Q (2061.906315 sec): 3 clusters Score: Raw -1468010.700215 + Penalty 3190.614653 = -1464820.085562 nChanged 41 SP:Iteration 55Q (2061.954554 sec): 3 clusters Score: Raw -1468025.548517 + Penalty 3190.614653 = -1464834.933864 nChanged 36 SP:Iteration 56Q (2061.990644 sec): 3 clusters Score: Raw -1468038.908964 + Penalty 3190.614653 = -1464848.294311 nChanged 25 SP:Iteration 57Q (2062.040158 sec): 3 clusters Score: Raw -1468049.333644 + Penalty 3190.614653 = -1464858.718991 nChanged 26 SP:Iteration 58Q (2062.076244 sec): 3 clusters Score: Raw -1468059.203173 + Penalty 3190.614653 = -1464868.588520 nChanged 23 SP:Iteration 59Q (2062.112370 sec): 3 clusters Score: Raw -1468068.691134 + Penalty 3190.614653 = -1464878.076480 nChanged 23 SP:Iteration 60F (2062.154242 sec): 3 clusters Score: Raw -1468079.326173 + Penalty 3190.614653 = -1464888.711519 nChanged 22 SP:Iteration 61Q (2062.224750 sec): 3 clusters Score: Raw -1468087.109743 + Penalty 3190.614653 = -1464896.495089 nChanged 15 SP:Iteration 62Q (2062.260898 sec): 3 clusters Score: Raw -1468091.237892 + Penalty 3190.614653 = -1464900.623239 nChanged 12 SP:Iteration 63Q (2062.297217 sec): 3 clusters Score: Raw -1468094.542718 + Penalty 3190.614653 = -1464903.928065 nChanged 7 SP:Iteration 64Q (2062.333315 sec): 3 clusters Score: Raw -1468095.944102 + Penalty 3190.614653 = -1464905.329449 nChanged 8 SP:Iteration 65Q (2062.401556 sec): 3 clusters Score: Raw -1468098.049496 + Penalty 3190.614653 = -1464907.434843 nChanged 3 SP:Iteration 66Q (2062.436865 sec): 3 clusters Score: Raw -1468098.887454 + Penalty 3190.614653 = -1464908.272801 nChanged 3 SP:Iteration 67Q (2062.473342 sec): 3 clusters Score: Raw -1468099.532171 + Penalty 3190.614653 = -1464908.917518 nChanged 4 SP:Iteration 68Q (2062.509646 sec): 3 clusters Score: Raw -1468100.627124 + Penalty 3190.614653 = -1464910.012471 nChanged 4 SP:Iteration 69Q (2062.547530 sec): 3 clusters Score: Raw -1468101.329889 + Penalty 3190.614653 = -1464910.715236 nChanged 5 SP:Iteration 70Q (2062.583845 sec): 3 clusters Score: Raw -1468102.124215 + Penalty 3190.614653 = -1464911.509562 nChanged 0 SP:Iteration 71F (2062.625566 sec): 3 clusters Score: Raw -1468102.124215 + Penalty 3190.614653 = -1464911.509562 nChanged 0 Trying to split cluster 10 (1500 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2062.650056 sec): 2 clusters Score: Raw -122138.204838 + Penalty 1188.398313 = -120949.806525 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2062.658435 sec): 3 clusters Score: Raw -121514.974900 + Penalty 2376.796626 = -119138.178274 nChanged 491 SP:Iteration 1F (2062.666293 sec): 3 clusters Score: Raw -121842.934460 + Penalty 2376.796626 = -119466.137835 nChanged 113 SP:Iteration 2F (2062.674108 sec): 3 clusters Score: Raw -121950.405903 + Penalty 2376.796626 = -119573.609277 nChanged 72 SP:Iteration 3Q (2062.681966 sec): 3 clusters Score: Raw -122025.620618 + Penalty 2376.796626 = -119648.823992 nChanged 57 SP:Iteration 4Q (2062.691415 sec): 3 clusters Score: Raw -122078.917690 + Penalty 2376.796626 = -119702.121064 nChanged 44 SP:Iteration 5Q (2062.699172 sec): 3 clusters Score: Raw -122123.828597 + Penalty 2376.796626 = -119747.031972 nChanged 44 SP:Iteration 6Q (2062.706973 sec): 3 clusters Score: Raw -122168.043860 + Penalty 2376.796626 = -119791.247234 nChanged 42 SP:Iteration 7Q (2062.721379 sec): 3 clusters Score: Raw -122218.843600 + Penalty 2376.796626 = -119842.046975 nChanged 55 SP:Iteration 8Q (2062.729152 sec): 3 clusters Score: Raw -122296.139745 + Penalty 2376.796626 = -119919.343120 nChanged 73 SP:Iteration 9Q (2062.736856 sec): 3 clusters Score: Raw -122400.556679 + Penalty 2376.796626 = -120023.760053 nChanged 66 SP:Iteration 10Q (2062.744532 sec): 3 clusters Score: Raw -122485.637574 + Penalty 2376.796626 = -120108.840948 nChanged 50 SP:Iteration 11Q (2062.753383 sec): 3 clusters Score: Raw -122541.432454 + Penalty 2376.796626 = -120164.635828 nChanged 44 SP:Iteration 12Q (2062.761009 sec): 3 clusters Score: Raw -122605.809427 + Penalty 2376.796626 = -120229.012801 nChanged 42 SP:Iteration 13Q (2062.768599 sec): 3 clusters Score: Raw -122652.888223 + Penalty 2376.796626 = -120276.091597 nChanged 30 SP:Iteration 14Q (2062.776182 sec): 3 clusters Score: Raw -122686.619820 + Penalty 2376.796626 = -120309.823194 nChanged 28 SP:Iteration 15Q (2062.783755 sec): 3 clusters Score: Raw -122718.398288 + Penalty 2376.796626 = -120341.601662 nChanged 23 SP:Iteration 16Q (2062.791234 sec): 3 clusters Score: Raw -122745.657526 + Penalty 2376.796626 = -120368.860900 nChanged 20 SP:Iteration 17Q (2062.798741 sec): 3 clusters Score: Raw -122766.598436 + Penalty 2376.796626 = -120389.801811 nChanged 15 SP:Iteration 18Q (2062.806262 sec): 3 clusters Score: Raw -122782.866330 + Penalty 2376.796626 = -120406.069704 nChanged 14 SP:Iteration 19Q (2062.814260 sec): 3 clusters Score: Raw -122796.490301 + Penalty 2376.796626 = -120419.693675 nChanged 8 SP:Iteration 20F (2062.822033 sec): 3 clusters Score: Raw -122803.048426 + Penalty 2376.796626 = -120426.251800 nChanged 6 SP:Iteration 21Q (2062.829525 sec): 3 clusters Score: Raw -122808.873348 + Penalty 2376.796626 = -120432.076722 nChanged 2 SP:Iteration 22Q (2062.885265 sec): 3 clusters Score: Raw -122809.979676 + Penalty 2376.796626 = -120433.183050 nChanged 2 SP:Iteration 23Q (2062.933181 sec): 3 clusters Score: Raw -122810.548039 + Penalty 2376.796626 = -120433.751413 nChanged 1 SP:Iteration 24Q (2062.947400 sec): 3 clusters Score: Raw -122810.798243 + Penalty 2376.796626 = -120434.001617 nChanged 0 SP:Iteration 25F (2062.955181 sec): 3 clusters Score: Raw -122810.798243 + Penalty 2376.796626 = -120434.001617 nChanged 0 Trying to split cluster 11 (21646 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2062.993571 sec): 2 clusters Score: Raw -1751111.299413 + Penalty 1622.168593 = -1749489.130820 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2063.053956 sec): 3 clusters Score: Raw -1738155.701020 + Penalty 3244.337187 = -1734911.363833 nChanged 9750 SP:Iteration 1F (2063.100437 sec): 3 clusters Score: Raw -1743583.159926 + Penalty 3244.337187 = -1740338.822739 nChanged 1247 SP:Iteration 2F (2063.146550 sec): 3 clusters Score: Raw -1744146.223951 + Penalty 3244.337187 = -1740901.886765 nChanged 1186 SP:Iteration 3F (2063.193682 sec): 3 clusters Score: Raw -1744797.712007 + Penalty 3244.337187 = -1741553.374820 nChanged 1215 SP:Iteration 4F (2063.240067 sec): 3 clusters Score: Raw -1745610.627291 + Penalty 3244.337187 = -1742366.290105 nChanged 1291 SP:Iteration 5F (2063.287422 sec): 3 clusters Score: Raw -1746503.399541 + Penalty 3244.337187 = -1743259.062355 nChanged 1298 SP:Iteration 6F (2063.345829 sec): 3 clusters Score: Raw -1747355.307932 + Penalty 3244.337187 = -1744110.970745 nChanged 1180 SP:Iteration 7F (2063.401417 sec): 3 clusters Score: Raw -1748104.386357 + Penalty 3244.337187 = -1744860.049170 nChanged 1084 SP:Iteration 8F (2063.447866 sec): 3 clusters Score: Raw -1748814.402923 + Penalty 3244.337187 = -1745570.065737 nChanged 975 SP:Iteration 9Q (2063.494780 sec): 3 clusters Score: Raw -1749392.734243 + Penalty 3244.337187 = -1746148.397057 nChanged 754 SP:Iteration 10Q (2063.540326 sec): 3 clusters Score: Raw -1749788.069773 + Penalty 3244.337187 = -1746543.732587 nChanged 586 SP:Iteration 11Q (2063.590935 sec): 3 clusters Score: Raw -1750035.876270 + Penalty 3244.337187 = -1746791.539083 nChanged 411 SP:Iteration 12Q (2063.636368 sec): 3 clusters Score: Raw -1750155.993114 + Penalty 3244.337187 = -1746911.655927 nChanged 282 SP:Iteration 13Q (2063.681200 sec): 3 clusters Score: Raw -1750241.947732 + Penalty 3244.337187 = -1746997.610545 nChanged 272 SP:Iteration 14Q (2063.729002 sec): 3 clusters Score: Raw -1750325.735239 + Penalty 3244.337187 = -1747081.398052 nChanged 247 SP:Iteration 15Q (2063.786056 sec): 3 clusters Score: Raw -1750395.396713 + Penalty 3244.337187 = -1747151.059527 nChanged 218 SP:Iteration 16Q (2063.831658 sec): 3 clusters Score: Raw -1750454.327189 + Penalty 3244.337187 = -1747209.990003 nChanged 196 SP:Iteration 17Q (2063.897881 sec): 3 clusters Score: Raw -1750502.001284 + Penalty 3244.337187 = -1747257.664098 nChanged 161 SP:Iteration 18Q (2063.942283 sec): 3 clusters Score: Raw -1750536.536017 + Penalty 3244.337187 = -1747292.198830 nChanged 159 SP:Iteration 19Q (2063.987088 sec): 3 clusters Score: Raw -1750567.719379 + Penalty 3244.337187 = -1747323.382192 nChanged 135 SP:Iteration 20F (2064.033697 sec): 3 clusters Score: Raw -1750588.930719 + Penalty 3244.337187 = -1747344.593532 nChanged 101 SP:Iteration 21Q (2064.082586 sec): 3 clusters Score: Raw -1750603.096935 + Penalty 3244.337187 = -1747358.759748 nChanged 94 SP:Iteration 22Q (2064.127253 sec): 3 clusters Score: Raw -1750614.092730 + Penalty 3244.337187 = -1747369.755543 nChanged 75 SP:Iteration 23Q (2064.172236 sec): 3 clusters Score: Raw -1750623.573313 + Penalty 3244.337187 = -1747379.236127 nChanged 80 SP:Iteration 24Q (2064.217126 sec): 3 clusters Score: Raw -1750634.013718 + Penalty 3244.337187 = -1747389.676531 nChanged 94 SP:Iteration 25Q (2064.262258 sec): 3 clusters Score: Raw -1750646.855703 + Penalty 3244.337187 = -1747402.518517 nChanged 93 SP:Iteration 26Q (2064.306724 sec): 3 clusters Score: Raw -1750659.070527 + Penalty 3244.337187 = -1747414.733340 nChanged 84 SP:Iteration 27Q (2064.352170 sec): 3 clusters Score: Raw -1750667.879344 + Penalty 3244.337187 = -1747423.542157 nChanged 69 SP:Iteration 28Q (2064.396640 sec): 3 clusters Score: Raw -1750675.133024 + Penalty 3244.337187 = -1747430.795837 nChanged 60 SP:Iteration 29Q (2064.441431 sec): 3 clusters Score: Raw -1750681.181066 + Penalty 3244.337187 = -1747436.843880 nChanged 52 SP:Iteration 30Q (2064.486307 sec): 3 clusters Score: Raw -1750685.697471 + Penalty 3244.337187 = -1747441.360285 nChanged 31 SP:Iteration 31Q (2064.531294 sec): 3 clusters Score: Raw -1750688.290813 + Penalty 3244.337187 = -1747443.953627 nChanged 28 SP:Iteration 32Q (2064.575760 sec): 3 clusters Score: Raw -1750690.510491 + Penalty 3244.337187 = -1747446.173304 nChanged 32 SP:Iteration 33Q (2064.621849 sec): 3 clusters Score: Raw -1750692.331819 + Penalty 3244.337187 = -1747447.994632 nChanged 19 SP:Iteration 34Q (2064.666268 sec): 3 clusters Score: Raw -1750693.561537 + Penalty 3244.337187 = -1747449.224350 nChanged 17 SP:Iteration 35Q (2064.710945 sec): 3 clusters Score: Raw -1750694.481466 + Penalty 3244.337187 = -1747450.144279 nChanged 18 SP:Iteration 36Q (2064.755614 sec): 3 clusters Score: Raw -1750695.534494 + Penalty 3244.337187 = -1747451.197307 nChanged 13 SP:Iteration 37Q (2064.800344 sec): 3 clusters Score: Raw -1750696.205653 + Penalty 3244.337187 = -1747451.868466 nChanged 15 SP:Iteration 38Q (2064.845005 sec): 3 clusters Score: Raw -1750696.994851 + Penalty 3244.337187 = -1747452.657665 nChanged 15 SP:Iteration 39Q (2064.889550 sec): 3 clusters Score: Raw -1750697.748823 + Penalty 3244.337187 = -1747453.411636 nChanged 10 SP:Iteration 40F (2064.936039 sec): 3 clusters Score: Raw -1750698.254563 + Penalty 3244.337187 = -1747453.917377 nChanged 10 SP:Iteration 41Q (2064.981074 sec): 3 clusters Score: Raw -1750698.749694 + Penalty 3244.337187 = -1747454.412507 nChanged 8 SP:Iteration 42Q (2065.025962 sec): 3 clusters Score: Raw -1750699.187511 + Penalty 3244.337187 = -1747454.850324 nChanged 10 SP:Iteration 43Q (2065.070789 sec): 3 clusters Score: Raw -1750699.672861 + Penalty 3244.337187 = -1747455.335674 nChanged 6 SP:Iteration 44Q (2065.115667 sec): 3 clusters Score: Raw -1750700.109423 + Penalty 3244.337187 = -1747455.772236 nChanged 7 SP:Iteration 45Q (2065.160360 sec): 3 clusters Score: Raw -1750700.408012 + Penalty 3244.337187 = -1747456.070825 nChanged 5 SP:Iteration 46Q (2065.205211 sec): 3 clusters Score: Raw -1750700.620531 + Penalty 3244.337187 = -1747456.283345 nChanged 3 SP:Iteration 47Q (2065.250064 sec): 3 clusters Score: Raw -1750700.851602 + Penalty 3244.337187 = -1747456.514416 nChanged 4 SP:Iteration 48Q (2065.294941 sec): 3 clusters Score: Raw -1750701.055813 + Penalty 3244.337187 = -1747456.718626 nChanged 2 SP:Iteration 49Q (2065.339864 sec): 3 clusters Score: Raw -1750701.094546 + Penalty 3244.337187 = -1747456.757360 nChanged 0 SP:Iteration 50F (2065.392466 sec): 3 clusters Score: Raw -1750701.094546 + Penalty 3244.337187 = -1747456.757360 nChanged 0 Trying to split cluster 12 (2687 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2065.406898 sec): 2 clusters Score: Raw -214758.085262 + Penalty 1283.129349 = -213474.955913 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2065.421146 sec): 3 clusters Score: Raw -213541.420314 + Penalty 2566.258698 = -210975.161617 nChanged 1024 SP:Iteration 1F (2065.434438 sec): 3 clusters Score: Raw -214339.203403 + Penalty 2566.258698 = -211772.944705 nChanged 281 SP:Iteration 2F (2065.447769 sec): 3 clusters Score: Raw -214647.759074 + Penalty 2566.258698 = -212081.500376 nChanged 208 SP:Iteration 3F (2065.466469 sec): 3 clusters Score: Raw -214863.496731 + Penalty 2566.258698 = -212297.238033 nChanged 169 SP:Iteration 4F (2065.479649 sec): 3 clusters Score: Raw -215023.757353 + Penalty 2566.258698 = -212457.498655 nChanged 145 SP:Iteration 5F (2065.492942 sec): 3 clusters Score: Raw -215157.865150 + Penalty 2566.258698 = -212591.606452 nChanged 100 SP:Iteration 6Q (2065.506133 sec): 3 clusters Score: Raw -215249.267061 + Penalty 2566.258698 = -212683.008363 nChanged 82 SP:Iteration 7Q (2065.519333 sec): 3 clusters Score: Raw -215313.746996 + Penalty 2566.258698 = -212747.488299 nChanged 60 SP:Iteration 8Q (2065.532514 sec): 3 clusters Score: Raw -215356.755072 + Penalty 2566.258698 = -212790.496374 nChanged 41 SP:Iteration 9Q (2065.551669 sec): 3 clusters Score: Raw -215388.897407 + Penalty 2566.258698 = -212822.638709 nChanged 32 SP:Iteration 10Q (2065.564771 sec): 3 clusters Score: Raw -215410.503986 + Penalty 2566.258698 = -212844.245289 nChanged 28 SP:Iteration 11Q (2065.577750 sec): 3 clusters Score: Raw -215434.930683 + Penalty 2566.258698 = -212868.671985 nChanged 26 SP:Iteration 12Q (2065.590460 sec): 3 clusters Score: Raw -215458.848606 + Penalty 2566.258698 = -212892.589908 nChanged 31 SP:Iteration 13Q (2065.603504 sec): 3 clusters Score: Raw -215488.559888 + Penalty 2566.258698 = -212922.301190 nChanged 25 SP:Iteration 14Q (2065.616545 sec): 3 clusters Score: Raw -215506.949074 + Penalty 2566.258698 = -212940.690376 nChanged 25 SP:Iteration 15Q (2065.629396 sec): 3 clusters Score: Raw -215530.677522 + Penalty 2566.258698 = -212964.418825 nChanged 27 SP:Iteration 16Q (2065.642213 sec): 3 clusters Score: Raw -215558.667132 + Penalty 2566.258698 = -212992.408435 nChanged 24 SP:Iteration 17Q (2065.655088 sec): 3 clusters Score: Raw -215586.852056 + Penalty 2566.258698 = -213020.593358 nChanged 15 SP:Iteration 18Q (2065.667843 sec): 3 clusters Score: Raw -215604.963749 + Penalty 2566.258698 = -213038.705051 nChanged 13 SP:Iteration 19Q (2065.679846 sec): 3 clusters Score: Raw -215618.915372 + Penalty 2566.258698 = -213052.656674 nChanged 8 SP:Iteration 20F (2065.693017 sec): 3 clusters Score: Raw -215628.352560 + Penalty 2566.258698 = -213062.093862 nChanged 7 SP:Iteration 21Q (2065.705636 sec): 3 clusters Score: Raw -215636.957894 + Penalty 2566.258698 = -213070.699196 nChanged 7 SP:Iteration 22Q (2065.717856 sec): 3 clusters Score: Raw -215642.717919 + Penalty 2566.258698 = -213076.459221 nChanged 6 SP:Iteration 23Q (2065.730539 sec): 3 clusters Score: Raw -215647.672838 + Penalty 2566.258698 = -213081.414140 nChanged 3 SP:Iteration 24Q (2065.743146 sec): 3 clusters Score: Raw -215651.398657 + Penalty 2566.258698 = -213085.139959 nChanged 2 SP:Iteration 25Q (2065.755710 sec): 3 clusters Score: Raw -215653.556508 + Penalty 2566.258698 = -213087.297811 nChanged 1 SP:Iteration 26Q (2065.768216 sec): 3 clusters Score: Raw -215654.142469 + Penalty 2566.258698 = -213087.883772 nChanged 2 SP:Iteration 27Q (2065.780768 sec): 3 clusters Score: Raw -215656.810811 + Penalty 2566.258698 = -213090.552113 nChanged 4 SP:Iteration 28Q (2065.793397 sec): 3 clusters Score: Raw -215659.460722 + Penalty 2566.258698 = -213093.202024 nChanged 1 SP:Iteration 29Q (2065.805186 sec): 3 clusters Score: Raw -215660.716122 + Penalty 2566.258698 = -213094.457424 nChanged 2 SP:Iteration 30Q (2065.817778 sec): 3 clusters Score: Raw -215662.477056 + Penalty 2566.258698 = -213096.218359 nChanged 1 SP:Iteration 31Q (2065.830391 sec): 3 clusters Score: Raw -215663.173557 + Penalty 2566.258698 = -213096.914860 nChanged 0 SP:Iteration 32F (2065.843391 sec): 3 clusters Score: Raw -215663.173557 + Penalty 2566.258698 = -213096.914860 nChanged 0 Trying to split cluster 13 (3647 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2065.860919 sec): 2 clusters Score: Raw -259075.386444 + Penalty 1332.769781 = -257742.616663 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2065.880090 sec): 3 clusters Score: Raw -257380.536089 + Penalty 2665.539562 = -254714.996527 nChanged 1434 SP:Iteration 1F (2065.898201 sec): 3 clusters Score: Raw -258448.435960 + Penalty 2665.539562 = -255782.896398 nChanged 350 SP:Iteration 2F (2065.921878 sec): 3 clusters Score: Raw -258800.936611 + Penalty 2665.539562 = -256135.397049 nChanged 280 SP:Iteration 3F (2065.940021 sec): 3 clusters Score: Raw -259036.355988 + Penalty 2665.539562 = -256370.816426 nChanged 210 SP:Iteration 4F (2065.961901 sec): 3 clusters Score: Raw -259183.541391 + Penalty 2665.539562 = -256518.001829 nChanged 137 SP:Iteration 5Q (2065.979810 sec): 3 clusters Score: Raw -259286.292800 + Penalty 2665.539562 = -256620.753238 nChanged 123 SP:Iteration 6Q (2065.997591 sec): 3 clusters Score: Raw -259360.950936 + Penalty 2665.539562 = -256695.411374 nChanged 83 SP:Iteration 7Q (2066.015505 sec): 3 clusters Score: Raw -259412.063207 + Penalty 2665.539562 = -256746.523645 nChanged 84 SP:Iteration 8Q (2066.033441 sec): 3 clusters Score: Raw -259480.231007 + Penalty 2665.539562 = -256814.691445 nChanged 92 SP:Iteration 9Q (2066.050505 sec): 3 clusters Score: Raw -259545.745065 + Penalty 2665.539562 = -256880.205503 nChanged 77 SP:Iteration 10Q (2066.068308 sec): 3 clusters Score: Raw -259614.559641 + Penalty 2665.539562 = -256949.020079 nChanged 79 SP:Iteration 11Q (2066.086079 sec): 3 clusters Score: Raw -259687.104743 + Penalty 2665.539562 = -257021.565181 nChanged 79 SP:Iteration 12Q (2066.103789 sec): 3 clusters Score: Raw -259756.247502 + Penalty 2665.539562 = -257090.707940 nChanged 93 SP:Iteration 13Q (2066.121547 sec): 3 clusters Score: Raw -259823.427375 + Penalty 2665.539562 = -257157.887813 nChanged 69 SP:Iteration 14Q (2066.139248 sec): 3 clusters Score: Raw -259864.888743 + Penalty 2665.539562 = -257199.349181 nChanged 51 SP:Iteration 15Q (2066.156929 sec): 3 clusters Score: Raw -259889.330182 + Penalty 2665.539562 = -257223.790620 nChanged 48 SP:Iteration 16Q (2066.174455 sec): 3 clusters Score: Raw -259911.816584 + Penalty 2665.539562 = -257246.277022 nChanged 35 SP:Iteration 17Q (2066.192070 sec): 3 clusters Score: Raw -259928.418412 + Penalty 2665.539562 = -257262.878850 nChanged 24 SP:Iteration 18Q (2066.209729 sec): 3 clusters Score: Raw -259937.954857 + Penalty 2665.539562 = -257272.415295 nChanged 20 SP:Iteration 19Q (2066.226831 sec): 3 clusters Score: Raw -259945.115605 + Penalty 2665.539562 = -257279.576043 nChanged 12 SP:Iteration 20F (2066.244751 sec): 3 clusters Score: Raw -259948.251016 + Penalty 2665.539562 = -257282.711454 nChanged 9 SP:Iteration 21Q (2066.262231 sec): 3 clusters Score: Raw -259950.663754 + Penalty 2665.539562 = -257285.124192 nChanged 9 SP:Iteration 22Q (2066.279900 sec): 3 clusters Score: Raw -259952.735628 + Penalty 2665.539562 = -257287.196066 nChanged 7 SP:Iteration 23Q (2066.302835 sec): 3 clusters Score: Raw -259955.930089 + Penalty 2665.539562 = -257290.390527 nChanged 7 SP:Iteration 24Q (2066.320532 sec): 3 clusters Score: Raw -259957.435668 + Penalty 2665.539562 = -257291.896106 nChanged 4 SP:Iteration 25Q (2066.337971 sec): 3 clusters Score: Raw -259958.725311 + Penalty 2665.539562 = -257293.185749 nChanged 2 SP:Iteration 26Q (2066.355549 sec): 3 clusters Score: Raw -259959.700504 + Penalty 2665.539562 = -257294.160942 nChanged 4 SP:Iteration 27Q (2066.373033 sec): 3 clusters Score: Raw -259961.087716 + Penalty 2665.539562 = -257295.548154 nChanged 4 SP:Iteration 28Q (2066.390691 sec): 3 clusters Score: Raw -259962.521372 + Penalty 2665.539562 = -257296.981809 nChanged 4 SP:Iteration 29Q (2066.408189 sec): 3 clusters Score: Raw -259963.454979 + Penalty 2665.539562 = -257297.915417 nChanged 3 SP:Iteration 30Q (2066.425613 sec): 3 clusters Score: Raw -259964.250033 + Penalty 2665.539562 = -257298.710471 nChanged 4 SP:Iteration 31Q (2066.443279 sec): 3 clusters Score: Raw -259965.131216 + Penalty 2665.539562 = -257299.591654 nChanged 4 SP:Iteration 32Q (2066.460711 sec): 3 clusters Score: Raw -259965.503771 + Penalty 2665.539562 = -257299.964209 nChanged 0 SP:Iteration 33F (2066.478690 sec): 3 clusters Score: Raw -259965.503771 + Penalty 2665.539562 = -257299.964209 nChanged 0 Trying to split cluster 14 (18989 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2066.515580 sec): 2 clusters Score: Raw -1599011.791270 + Penalty 1600.887461 = -1597410.903809 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2066.559780 sec): 3 clusters Score: Raw -1587692.909911 + Penalty 3201.774922 = -1584491.134990 nChanged 8498 SP:Iteration 1F (2066.602170 sec): 3 clusters Score: Raw -1592354.870755 + Penalty 3201.774922 = -1589153.095834 nChanged 1052 SP:Iteration 2F (2066.644982 sec): 3 clusters Score: Raw -1592789.707934 + Penalty 3201.774922 = -1589587.933013 nChanged 1000 SP:Iteration 3F (2066.687460 sec): 3 clusters Score: Raw -1593244.581887 + Penalty 3201.774922 = -1590042.806965 nChanged 1004 SP:Iteration 4F (2066.729972 sec): 3 clusters Score: Raw -1593752.027723 + Penalty 3201.774922 = -1590550.252802 nChanged 1072 SP:Iteration 5F (2066.776199 sec): 3 clusters Score: Raw -1594441.874191 + Penalty 3201.774922 = -1591240.099270 nChanged 1128 SP:Iteration 6F (2066.818734 sec): 3 clusters Score: Raw -1595273.659289 + Penalty 3201.774922 = -1592071.884368 nChanged 1107 SP:Iteration 7F (2066.862951 sec): 3 clusters Score: Raw -1596178.621740 + Penalty 3201.774922 = -1592976.846818 nChanged 991 SP:Iteration 8F (2066.905304 sec): 3 clusters Score: Raw -1597045.540178 + Penalty 3201.774922 = -1593843.765257 nChanged 781 SP:Iteration 9Q (2066.946017 sec): 3 clusters Score: Raw -1597722.436001 + Penalty 3201.774922 = -1594520.661080 nChanged 576 SP:Iteration 10Q (2066.985618 sec): 3 clusters Score: Raw -1598202.546615 + Penalty 3201.774922 = -1595000.771693 nChanged 392 SP:Iteration 11Q (2067.024130 sec): 3 clusters Score: Raw -1598472.625757 + Penalty 3201.774922 = -1595270.850836 nChanged 281 SP:Iteration 12Q (2067.061943 sec): 3 clusters Score: Raw -1598661.964236 + Penalty 3201.774922 = -1595460.189315 nChanged 203 SP:Iteration 13Q (2067.099507 sec): 3 clusters Score: Raw -1598791.812047 + Penalty 3201.774922 = -1595590.037125 nChanged 153 SP:Iteration 14Q (2067.136704 sec): 3 clusters Score: Raw -1598902.073075 + Penalty 3201.774922 = -1595700.298153 nChanged 122 SP:Iteration 15Q (2067.173400 sec): 3 clusters Score: Raw -1598994.280804 + Penalty 3201.774922 = -1595792.505882 nChanged 94 SP:Iteration 16Q (2067.209948 sec): 3 clusters Score: Raw -1599060.867697 + Penalty 3201.774922 = -1595859.092776 nChanged 68 SP:Iteration 17Q (2067.246113 sec): 3 clusters Score: Raw -1599109.820286 + Penalty 3201.774922 = -1595908.045364 nChanged 51 SP:Iteration 18Q (2067.282482 sec): 3 clusters Score: Raw -1599146.457790 + Penalty 3201.774922 = -1595944.682869 nChanged 33 SP:Iteration 19Q (2067.318631 sec): 3 clusters Score: Raw -1599172.038761 + Penalty 3201.774922 = -1595970.263840 nChanged 27 SP:Iteration 20F (2067.360887 sec): 3 clusters Score: Raw -1599193.968957 + Penalty 3201.774922 = -1595992.194035 nChanged 30 SP:Iteration 21Q (2067.397003 sec): 3 clusters Score: Raw -1599216.300242 + Penalty 3201.774922 = -1596014.525320 nChanged 17 SP:Iteration 22Q (2067.433058 sec): 3 clusters Score: Raw -1599224.496582 + Penalty 3201.774922 = -1596022.721661 nChanged 9 SP:Iteration 23Q (2067.468930 sec): 3 clusters Score: Raw -1599230.286635 + Penalty 3201.774922 = -1596028.511714 nChanged 9 SP:Iteration 24Q (2067.504909 sec): 3 clusters Score: Raw -1599234.286645 + Penalty 3201.774922 = -1596032.511723 nChanged 8 SP:Iteration 25Q (2067.540870 sec): 3 clusters Score: Raw -1599238.597150 + Penalty 3201.774922 = -1596036.822229 nChanged 5 SP:Iteration 26Q (2067.576685 sec): 3 clusters Score: Raw -1599241.499221 + Penalty 3201.774922 = -1596039.724299 nChanged 5 SP:Iteration 27Q (2067.612614 sec): 3 clusters Score: Raw -1599243.453115 + Penalty 3201.774922 = -1596041.678193 nChanged 3 SP:Iteration 28Q (2067.648489 sec): 3 clusters Score: Raw -1599244.645234 + Penalty 3201.774922 = -1596042.870312 nChanged 3 SP:Iteration 29Q (2067.684285 sec): 3 clusters Score: Raw -1599246.351906 + Penalty 3201.774922 = -1596044.576984 nChanged 1 SP:Iteration 30Q (2067.720167 sec): 3 clusters Score: Raw -1599246.852991 + Penalty 3201.774922 = -1596045.078069 nChanged 0 SP:Iteration 31F (2067.762444 sec): 3 clusters Score: Raw -1599246.852991 + Penalty 3201.774922 = -1596045.078069 nChanged 0 Trying to split cluster 15 (52178 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2067.835049 sec): 2 clusters Score: Raw -4142100.322977 + Penalty 1765.142637 = -4140335.180340 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2067.935628 sec): 3 clusters Score: Raw -4109041.296113 + Penalty 3530.285274 = -4105511.010839 nChanged 24460 SP:Iteration 1F (2068.033909 sec): 3 clusters Score: Raw -4123298.389672 + Penalty 3530.285274 = -4119768.104397 nChanged 2316 SP:Iteration 2Q (2068.133745 sec): 3 clusters Score: Raw -4124110.958299 + Penalty 3530.285274 = -4120580.673025 nChanged 2505 SP:Iteration 3Q (2068.233465 sec): 3 clusters Score: Raw -4125146.573317 + Penalty 3530.285274 = -4121616.288043 nChanged 2685 SP:Iteration 4F (2068.329127 sec): 3 clusters Score: Raw -4126467.706666 + Penalty 3530.285274 = -4122937.421392 nChanged 2984 SP:Iteration 5F (2068.424303 sec): 3 clusters Score: Raw -4128156.330338 + Penalty 3530.285274 = -4124626.045064 nChanged 2938 SP:Iteration 6F (2068.519382 sec): 3 clusters Score: Raw -4129981.858430 + Penalty 3530.285274 = -4126451.573155 nChanged 2819 SP:Iteration 7F (2068.636763 sec): 3 clusters Score: Raw -4131870.933508 + Penalty 3530.285274 = -4128340.648233 nChanged 2616 SP:Iteration 8F (2068.746137 sec): 3 clusters Score: Raw -4133658.019901 + Penalty 3530.285274 = -4130127.734627 nChanged 2229 SP:Iteration 9Q (2068.844322 sec): 3 clusters Score: Raw -4134985.831024 + Penalty 3530.285274 = -4131455.545749 nChanged 1687 SP:Iteration 10Q (2068.939576 sec): 3 clusters Score: Raw -4135724.419737 + Penalty 3530.285274 = -4132194.134462 nChanged 1158 SP:Iteration 11Q (2069.033249 sec): 3 clusters Score: Raw -4136118.897872 + Penalty 3530.285274 = -4132588.612598 nChanged 870 SP:Iteration 12Q (2069.125786 sec): 3 clusters Score: Raw -4136400.577829 + Penalty 3530.285274 = -4132870.292555 nChanged 738 SP:Iteration 13Q (2069.217714 sec): 3 clusters Score: Raw -4136653.369652 + Penalty 3530.285274 = -4133123.084377 nChanged 704 SP:Iteration 14Q (2069.309045 sec): 3 clusters Score: Raw -4136891.428657 + Penalty 3530.285274 = -4133361.143382 nChanged 667 SP:Iteration 15Q (2069.399667 sec): 3 clusters Score: Raw -4137104.955684 + Penalty 3530.285274 = -4133574.670410 nChanged 643 SP:Iteration 16Q (2069.489917 sec): 3 clusters Score: Raw -4137311.671661 + Penalty 3530.285274 = -4133781.386386 nChanged 682 SP:Iteration 17Q (2069.579703 sec): 3 clusters Score: Raw -4137547.249398 + Penalty 3530.285274 = -4134016.964124 nChanged 665 SP:Iteration 18Q (2069.668800 sec): 3 clusters Score: Raw -4137780.940630 + Penalty 3530.285274 = -4134250.655356 nChanged 703 SP:Iteration 19Q (2069.757391 sec): 3 clusters Score: Raw -4138031.558070 + Penalty 3530.285274 = -4134501.272796 nChanged 673 SP:Iteration 20F (2069.852757 sec): 3 clusters Score: Raw -4138269.544669 + Penalty 3530.285274 = -4134739.259395 nChanged 643 SP:Iteration 21Q (2069.939949 sec): 3 clusters Score: Raw -4138496.745875 + Penalty 3530.285274 = -4134966.460600 nChanged 674 SP:Iteration 22Q (2070.028077 sec): 3 clusters Score: Raw -4138734.330718 + Penalty 3530.285274 = -4135204.045443 nChanged 652 SP:Iteration 23Q (2070.115644 sec): 3 clusters Score: Raw -4138965.810218 + Penalty 3530.285274 = -4135435.524944 nChanged 617 SP:Iteration 24Q (2070.201679 sec): 3 clusters Score: Raw -4139179.185984 + Penalty 3530.285274 = -4135648.900709 nChanged 581 SP:Iteration 25Q (2070.287297 sec): 3 clusters Score: Raw -4139365.998462 + Penalty 3530.285274 = -4135835.713187 nChanged 592 SP:Iteration 26Q (2070.372327 sec): 3 clusters Score: Raw -4139576.813943 + Penalty 3530.285274 = -4136046.528668 nChanged 617 SP:Iteration 27Q (2070.457028 sec): 3 clusters Score: Raw -4139811.827056 + Penalty 3530.285274 = -4136281.541782 nChanged 647 SP:Iteration 28Q (2070.579031 sec): 3 clusters Score: Raw -4140090.166699 + Penalty 3530.285274 = -4136559.881424 nChanged 653 SP:Iteration 29Q (2070.662778 sec): 3 clusters Score: Raw -4140379.842713 + Penalty 3530.285274 = -4136849.557439 nChanged 588 SP:Iteration 30Q (2070.745632 sec): 3 clusters Score: Raw -4140636.106026 + Penalty 3530.285274 = -4137105.820751 nChanged 559 SP:Iteration 31Q (2070.828010 sec): 3 clusters Score: Raw -4140912.302826 + Penalty 3530.285274 = -4137382.017551 nChanged 523 SP:Iteration 32Q (2070.909679 sec): 3 clusters Score: Raw -4141179.755478 + Penalty 3530.285274 = -4137649.470204 nChanged 459 SP:Iteration 33Q (2070.991065 sec): 3 clusters Score: Raw -4141411.731214 + Penalty 3530.285274 = -4137881.445939 nChanged 397 SP:Iteration 34Q (2071.071749 sec): 3 clusters Score: Raw -4141609.677737 + Penalty 3530.285274 = -4138079.392462 nChanged 318 SP:Iteration 35Q (2071.151981 sec): 3 clusters Score: Raw -4141759.846487 + Penalty 3530.285274 = -4138229.561213 nChanged 263 SP:Iteration 36Q (2071.231997 sec): 3 clusters Score: Raw -4141889.566886 + Penalty 3530.285274 = -4138359.281611 nChanged 212 SP:Iteration 37Q (2071.318196 sec): 3 clusters Score: Raw -4141993.667935 + Penalty 3530.285274 = -4138463.382661 nChanged 168 SP:Iteration 38Q (2071.396165 sec): 3 clusters Score: Raw -4142069.163784 + Penalty 3530.285274 = -4138538.878509 nChanged 137 SP:Iteration 39Q (2071.475928 sec): 3 clusters Score: Raw -4142129.668033 + Penalty 3530.285274 = -4138599.382759 nChanged 114 SP:Iteration 40F (2071.571137 sec): 3 clusters Score: Raw -4142178.749434 + Penalty 3530.285274 = -4138648.464159 nChanged 94 SP:Iteration 41Q (2071.648761 sec): 3 clusters Score: Raw -4142219.268821 + Penalty 3530.285274 = -4138688.983546 nChanged 74 SP:Iteration 42Q (2071.727247 sec): 3 clusters Score: Raw -4142252.815938 + Penalty 3530.285274 = -4138722.530663 nChanged 56 SP:Iteration 43Q (2071.804932 sec): 3 clusters Score: Raw -4142278.436202 + Penalty 3530.285274 = -4138748.150928 nChanged 54 SP:Iteration 44Q (2071.883225 sec): 3 clusters Score: Raw -4142301.519656 + Penalty 3530.285274 = -4138771.234382 nChanged 57 SP:Iteration 45Q (2071.960714 sec): 3 clusters Score: Raw -4142327.096165 + Penalty 3530.285274 = -4138796.810891 nChanged 37 SP:Iteration 46Q (2072.039240 sec): 3 clusters Score: Raw -4142343.421799 + Penalty 3530.285274 = -4138813.136525 nChanged 35 SP:Iteration 47Q (2072.117403 sec): 3 clusters Score: Raw -4142357.873657 + Penalty 3530.285274 = -4138827.588382 nChanged 32 SP:Iteration 48Q (2072.194916 sec): 3 clusters Score: Raw -4142371.294792 + Penalty 3530.285274 = -4138841.009518 nChanged 29 SP:Iteration 49Q (2072.272278 sec): 3 clusters Score: Raw -4142384.857116 + Penalty 3530.285274 = -4138854.571841 nChanged 26 SP:Iteration 50Q (2072.381563 sec): 3 clusters Score: Raw -4142394.934634 + Penalty 3530.285274 = -4138864.649359 nChanged 17 SP:Iteration 51Q (2072.459430 sec): 3 clusters Score: Raw -4142399.607943 + Penalty 3530.285274 = -4138869.322668 nChanged 14 SP:Iteration 52Q (2072.536966 sec): 3 clusters Score: Raw -4142404.265532 + Penalty 3530.285274 = -4138873.980257 nChanged 15 SP:Iteration 53Q (2072.614798 sec): 3 clusters Score: Raw -4142410.168323 + Penalty 3530.285274 = -4138879.883049 nChanged 8 SP:Iteration 54Q (2072.692767 sec): 3 clusters Score: Raw -4142414.046612 + Penalty 3530.285274 = -4138883.761338 nChanged 7 SP:Iteration 55Q (2072.770556 sec): 3 clusters Score: Raw -4142416.616348 + Penalty 3530.285274 = -4138886.331074 nChanged 9 SP:Iteration 56Q (2072.847958 sec): 3 clusters Score: Raw -4142419.821507 + Penalty 3530.285274 = -4138889.536232 nChanged 14 SP:Iteration 57Q (2072.926015 sec): 3 clusters Score: Raw -4142426.113851 + Penalty 3530.285274 = -4138895.828577 nChanged 6 SP:Iteration 58Q (2073.003596 sec): 3 clusters Score: Raw -4142427.495100 + Penalty 3530.285274 = -4138897.209826 nChanged 1 SP:Iteration 59Q (2073.081211 sec): 3 clusters Score: Raw -4142427.696948 + Penalty 3530.285274 = -4138897.411673 nChanged 0 SP:Iteration 60F (2073.176659 sec): 3 clusters Score: Raw -4142427.696948 + Penalty 3530.285274 = -4138897.411673 nChanged 0 Trying to split cluster 16 (975 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2073.182253 sec): 2 clusters Score: Raw -67162.484437 + Penalty 1118.396089 = -66044.088348 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2073.188032 sec): 3 clusters Score: Raw -66852.882989 + Penalty 2236.792178 = -64616.090811 nChanged 299 SP:Iteration 1F (2073.193414 sec): 3 clusters Score: Raw -67194.822861 + Penalty 2236.792178 = -64958.030683 nChanged 90 SP:Iteration 2F (2073.198755 sec): 3 clusters Score: Raw -67302.918506 + Penalty 2236.792178 = -65066.126328 nChanged 42 SP:Iteration 3Q (2073.204094 sec): 3 clusters Score: Raw -67346.790142 + Penalty 2236.792178 = -65109.997964 nChanged 27 SP:Iteration 4Q (2073.209365 sec): 3 clusters Score: Raw -67371.555478 + Penalty 2236.792178 = -65134.763300 nChanged 12 SP:Iteration 5Q (2073.214604 sec): 3 clusters Score: Raw -67382.133486 + Penalty 2236.792178 = -65145.341308 nChanged 6 SP:Iteration 6Q (2073.219902 sec): 3 clusters Score: Raw -67388.768047 + Penalty 2236.792178 = -65151.975869 nChanged 9 SP:Iteration 7Q (2073.225180 sec): 3 clusters Score: Raw -67395.091246 + Penalty 2236.792178 = -65158.299068 nChanged 6 SP:Iteration 8Q (2073.230427 sec): 3 clusters Score: Raw -67399.607963 + Penalty 2236.792178 = -65162.815785 nChanged 4 SP:Iteration 9Q (2073.235730 sec): 3 clusters Score: Raw -67403.410315 + Penalty 2236.792178 = -65166.618137 nChanged 4 SP:Iteration 10Q (2073.241014 sec): 3 clusters Score: Raw -67409.501447 + Penalty 2236.792178 = -65172.709269 nChanged 7 SP:Iteration 11Q (2073.246343 sec): 3 clusters Score: Raw -67413.930666 + Penalty 2236.792178 = -65177.138487 nChanged 3 SP:Iteration 12Q (2073.251596 sec): 3 clusters Score: Raw -67414.756675 + Penalty 2236.792178 = -65177.964497 nChanged 1 SP:Iteration 13Q (2073.256892 sec): 3 clusters Score: Raw -67414.964591 + Penalty 2236.792178 = -65178.172413 nChanged 1 SP:Iteration 14Q (2073.262157 sec): 3 clusters Score: Raw -67415.305249 + Penalty 2236.792178 = -65178.513071 nChanged 0 SP:Iteration 15F (2073.267488 sec): 3 clusters Score: Raw -67415.305249 + Penalty 2236.792178 = -65178.513071 nChanged 0 Trying to split cluster 17 (23269 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2073.306925 sec): 2 clusters Score: Raw -1943046.704992 + Penalty 1633.917558 = -1941412.787434 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2073.358134 sec): 3 clusters Score: Raw -1928961.442275 + Penalty 3267.835117 = -1925693.607158 nChanged 10536 SP:Iteration 1F (2073.407206 sec): 3 clusters Score: Raw -1934735.805413 + Penalty 3267.835117 = -1931467.970296 nChanged 1146 SP:Iteration 2Q (2073.457744 sec): 3 clusters Score: Raw -1935184.692836 + Penalty 3267.835117 = -1931916.857719 nChanged 1194 SP:Iteration 3F (2073.506464 sec): 3 clusters Score: Raw -1935771.634823 + Penalty 3267.835117 = -1932503.799706 nChanged 1364 SP:Iteration 4F (2073.555407 sec): 3 clusters Score: Raw -1936523.720740 + Penalty 3267.835117 = -1933255.885624 nChanged 1506 SP:Iteration 5F (2073.604447 sec): 3 clusters Score: Raw -1937480.357556 + Penalty 3267.835117 = -1934212.522439 nChanged 1532 SP:Iteration 6F (2073.653534 sec): 3 clusters Score: Raw -1938570.328857 + Penalty 3267.835117 = -1935302.493740 nChanged 1468 SP:Iteration 7F (2073.702456 sec): 3 clusters Score: Raw -1939582.557563 + Penalty 3267.835117 = -1936314.722447 nChanged 1312 SP:Iteration 8F (2073.751464 sec): 3 clusters Score: Raw -1940491.278501 + Penalty 3267.835117 = -1937223.443384 nChanged 1081 SP:Iteration 9Q (2073.839155 sec): 3 clusters Score: Raw -1941200.087552 + Penalty 3267.835117 = -1937932.252435 nChanged 863 SP:Iteration 10Q (2073.919726 sec): 3 clusters Score: Raw -1941731.751459 + Penalty 3267.835117 = -1938463.916343 nChanged 682 SP:Iteration 11Q (2074.013230 sec): 3 clusters Score: Raw -1942091.185510 + Penalty 3267.835117 = -1938823.350393 nChanged 520 SP:Iteration 12Q (2074.052799 sec): 3 clusters Score: Raw -1942332.433028 + Penalty 3267.835117 = -1939064.597911 nChanged 393 SP:Iteration 13Q (2074.100485 sec): 3 clusters Score: Raw -1942502.923555 + Penalty 3267.835117 = -1939235.088439 nChanged 316 SP:Iteration 14Q (2074.147155 sec): 3 clusters Score: Raw -1942640.041929 + Penalty 3267.835117 = -1939372.206812 nChanged 262 SP:Iteration 15Q (2074.193478 sec): 3 clusters Score: Raw -1942737.178955 + Penalty 3267.835117 = -1939469.343839 nChanged 210 SP:Iteration 16Q (2074.239814 sec): 3 clusters Score: Raw -1942801.366253 + Penalty 3267.835117 = -1939533.531136 nChanged 156 SP:Iteration 17Q (2074.285475 sec): 3 clusters Score: Raw -1942844.718795 + Penalty 3267.835117 = -1939576.883679 nChanged 139 SP:Iteration 18Q (2074.331034 sec): 3 clusters Score: Raw -1942880.742968 + Penalty 3267.835117 = -1939612.907852 nChanged 111 SP:Iteration 19Q (2074.376427 sec): 3 clusters Score: Raw -1942903.778662 + Penalty 3267.835117 = -1939635.943546 nChanged 88 SP:Iteration 20F (2074.425068 sec): 3 clusters Score: Raw -1942920.809079 + Penalty 3267.835117 = -1939652.973963 nChanged 83 SP:Iteration 21Q (2074.470848 sec): 3 clusters Score: Raw -1942936.385517 + Penalty 3267.835117 = -1939668.550400 nChanged 83 SP:Iteration 22Q (2074.515480 sec): 3 clusters Score: Raw -1942950.660645 + Penalty 3267.835117 = -1939682.825529 nChanged 73 SP:Iteration 23Q (2074.560602 sec): 3 clusters Score: Raw -1942962.194367 + Penalty 3267.835117 = -1939694.359251 nChanged 69 SP:Iteration 24Q (2074.604775 sec): 3 clusters Score: Raw -1942972.597684 + Penalty 3267.835117 = -1939704.762567 nChanged 62 SP:Iteration 25Q (2074.649707 sec): 3 clusters Score: Raw -1942981.184454 + Penalty 3267.835117 = -1939713.349338 nChanged 54 SP:Iteration 26Q (2074.694140 sec): 3 clusters Score: Raw -1942987.900877 + Penalty 3267.835117 = -1939720.065761 nChanged 54 SP:Iteration 27Q (2074.739683 sec): 3 clusters Score: Raw -1942995.624109 + Penalty 3267.835117 = -1939727.788992 nChanged 61 SP:Iteration 28Q (2074.784295 sec): 3 clusters Score: Raw -1943003.607321 + Penalty 3267.835117 = -1939735.772205 nChanged 54 SP:Iteration 29Q (2074.828441 sec): 3 clusters Score: Raw -1943010.120430 + Penalty 3267.835117 = -1939742.285314 nChanged 43 SP:Iteration 30Q (2074.873048 sec): 3 clusters Score: Raw -1943014.696218 + Penalty 3267.835117 = -1939746.861102 nChanged 42 SP:Iteration 31Q (2074.916576 sec): 3 clusters Score: Raw -1943021.020920 + Penalty 3267.835117 = -1939753.185804 nChanged 37 SP:Iteration 32Q (2074.961320 sec): 3 clusters Score: Raw -1943026.321750 + Penalty 3267.835117 = -1939758.486634 nChanged 42 SP:Iteration 33Q (2075.038414 sec): 3 clusters Score: Raw -1943032.249841 + Penalty 3267.835117 = -1939764.414724 nChanged 40 SP:Iteration 34Q (2075.111694 sec): 3 clusters Score: Raw -1943036.854133 + Penalty 3267.835117 = -1939769.019016 nChanged 31 SP:Iteration 35Q (2075.155921 sec): 3 clusters Score: Raw -1943040.204898 + Penalty 3267.835117 = -1939772.369782 nChanged 25 SP:Iteration 36Q (2075.199846 sec): 3 clusters Score: Raw -1943042.465690 + Penalty 3267.835117 = -1939774.630573 nChanged 22 SP:Iteration 37Q (2075.243527 sec): 3 clusters Score: Raw -1943044.504316 + Penalty 3267.835117 = -1939776.669200 nChanged 18 SP:Iteration 38Q (2075.289912 sec): 3 clusters Score: Raw -1943046.105753 + Penalty 3267.835117 = -1939778.270636 nChanged 23 SP:Iteration 39Q (2075.334272 sec): 3 clusters Score: Raw -1943048.028516 + Penalty 3267.835117 = -1939780.193400 nChanged 13 SP:Iteration 40F (2075.382845 sec): 3 clusters Score: Raw -1943049.006415 + Penalty 3267.835117 = -1939781.171298 nChanged 13 SP:Iteration 41Q (2075.427442 sec): 3 clusters Score: Raw -1943049.776497 + Penalty 3267.835117 = -1939781.941380 nChanged 12 SP:Iteration 42Q (2075.474185 sec): 3 clusters Score: Raw -1943050.725803 + Penalty 3267.835117 = -1939782.890687 nChanged 18 SP:Iteration 43Q (2075.528612 sec): 3 clusters Score: Raw -1943051.934181 + Penalty 3267.835117 = -1939784.099064 nChanged 17 SP:Iteration 44Q (2075.609083 sec): 3 clusters Score: Raw -1943053.165300 + Penalty 3267.835117 = -1939785.330183 nChanged 11 SP:Iteration 45Q (2075.653210 sec): 3 clusters Score: Raw -1943054.170439 + Penalty 3267.835117 = -1939786.335323 nChanged 14 SP:Iteration 46Q (2075.697390 sec): 3 clusters Score: Raw -1943055.103326 + Penalty 3267.835117 = -1939787.268209 nChanged 14 SP:Iteration 47Q (2075.741079 sec): 3 clusters Score: Raw -1943056.194583 + Penalty 3267.835117 = -1939788.359467 nChanged 17 SP:Iteration 48Q (2075.797592 sec): 3 clusters Score: Raw -1943057.999808 + Penalty 3267.835117 = -1939790.164692 nChanged 19 SP:Iteration 49Q (2075.842091 sec): 3 clusters Score: Raw -1943059.616487 + Penalty 3267.835117 = -1939791.781370 nChanged 20 SP:Iteration 50Q (2075.887270 sec): 3 clusters Score: Raw -1943062.050618 + Penalty 3267.835117 = -1939794.215502 nChanged 19 SP:Iteration 51Q (2075.937562 sec): 3 clusters Score: Raw -1943064.090296 + Penalty 3267.835117 = -1939796.255180 nChanged 18 SP:Iteration 52Q (2075.980726 sec): 3 clusters Score: Raw -1943066.723509 + Penalty 3267.835117 = -1939798.888392 nChanged 22 SP:Iteration 53Q (2076.029234 sec): 3 clusters Score: Raw -1943069.828633 + Penalty 3267.835117 = -1939801.993516 nChanged 27 SP:Iteration 54Q (2076.101469 sec): 3 clusters Score: Raw -1943072.746880 + Penalty 3267.835117 = -1939804.911763 nChanged 24 SP:Iteration 55Q (2076.143575 sec): 3 clusters Score: Raw -1943074.873784 + Penalty 3267.835117 = -1939807.038668 nChanged 20 SP:Iteration 56Q (2076.195753 sec): 3 clusters Score: Raw -1943076.606094 + Penalty 3267.835117 = -1939808.770978 nChanged 21 SP:Iteration 57Q (2076.240181 sec): 3 clusters Score: Raw -1943078.807911 + Penalty 3267.835117 = -1939810.972795 nChanged 27 SP:Iteration 58Q (2076.283350 sec): 3 clusters Score: Raw -1943081.643332 + Penalty 3267.835117 = -1939813.808215 nChanged 31 SP:Iteration 59Q (2076.327224 sec): 3 clusters Score: Raw -1943084.954659 + Penalty 3267.835117 = -1939817.119543 nChanged 29 SP:Iteration 60F (2076.376767 sec): 3 clusters Score: Raw -1943087.848781 + Penalty 3267.835117 = -1939820.013664 nChanged 31 SP:Iteration 61Q (2076.451480 sec): 3 clusters Score: Raw -1943091.280033 + Penalty 3267.835117 = -1939823.444917 nChanged 38 SP:Iteration 62Q (2076.523201 sec): 3 clusters Score: Raw -1943095.486157 + Penalty 3267.835117 = -1939827.651040 nChanged 38 SP:Iteration 63Q (2076.575548 sec): 3 clusters Score: Raw -1943100.435750 + Penalty 3267.835117 = -1939832.600634 nChanged 33 SP:Iteration 64Q (2076.619190 sec): 3 clusters Score: Raw -1943103.604200 + Penalty 3267.835117 = -1939835.769083 nChanged 27 SP:Iteration 65Q (2076.665694 sec): 3 clusters Score: Raw -1943105.960090 + Penalty 3267.835117 = -1939838.124973 nChanged 26 SP:Iteration 66Q (2076.730120 sec): 3 clusters Score: Raw -1943108.591299 + Penalty 3267.835117 = -1939840.756182 nChanged 32 SP:Iteration 67Q (2076.772837 sec): 3 clusters Score: Raw -1943111.673106 + Penalty 3267.835117 = -1939843.837989 nChanged 22 SP:Iteration 68Q (2076.816478 sec): 3 clusters Score: Raw -1943113.363185 + Penalty 3267.835117 = -1939845.528068 nChanged 24 SP:Iteration 69Q (2076.859612 sec): 3 clusters Score: Raw -1943115.289568 + Penalty 3267.835117 = -1939847.454452 nChanged 23 SP:Iteration 70Q (2076.903147 sec): 3 clusters Score: Raw -1943117.643466 + Penalty 3267.835117 = -1939849.808350 nChanged 29 SP:Iteration 71Q (2076.945671 sec): 3 clusters Score: Raw -1943120.990211 + Penalty 3267.835117 = -1939853.155095 nChanged 29 SP:Iteration 72Q (2076.989163 sec): 3 clusters Score: Raw -1943124.536906 + Penalty 3267.835117 = -1939856.701790 nChanged 31 SP:Iteration 73Q (2077.032512 sec): 3 clusters Score: Raw -1943128.833329 + Penalty 3267.835117 = -1939860.998212 nChanged 36 SP:Iteration 74Q (2077.099319 sec): 3 clusters Score: Raw -1943134.018250 + Penalty 3267.835117 = -1939866.183133 nChanged 47 SP:Iteration 75Q (2077.146022 sec): 3 clusters Score: Raw -1943140.660962 + Penalty 3267.835117 = -1939872.825846 nChanged 41 SP:Iteration 76Q (2077.187704 sec): 3 clusters Score: Raw -1943145.800970 + Penalty 3267.835117 = -1939877.965853 nChanged 41 SP:Iteration 77Q (2077.231269 sec): 3 clusters Score: Raw -1943151.252545 + Penalty 3267.835117 = -1939883.417428 nChanged 47 SP:Iteration 78Q (2077.274054 sec): 3 clusters Score: Raw -1943157.321844 + Penalty 3267.835117 = -1939889.486727 nChanged 43 SP:Iteration 79Q (2077.317249 sec): 3 clusters Score: Raw -1943162.758097 + Penalty 3267.835117 = -1939894.922981 nChanged 50 SP:Iteration 80F (2077.372095 sec): 3 clusters Score: Raw -1943168.800113 + Penalty 3267.835117 = -1939900.964996 nChanged 36 SP:Iteration 81Q (2077.415944 sec): 3 clusters Score: Raw -1943173.471658 + Penalty 3267.835117 = -1939905.636542 nChanged 42 SP:Iteration 82Q (2077.461847 sec): 3 clusters Score: Raw -1943180.288293 + Penalty 3267.835117 = -1939912.453177 nChanged 47 SP:Iteration 83Q (2077.510219 sec): 3 clusters Score: Raw -1943187.946377 + Penalty 3267.835117 = -1939920.111261 nChanged 41 SP:Iteration 84Q (2077.557570 sec): 3 clusters Score: Raw -1943194.551863 + Penalty 3267.835117 = -1939926.716746 nChanged 45 SP:Iteration 85Q (2077.603950 sec): 3 clusters Score: Raw -1943202.001233 + Penalty 3267.835117 = -1939934.166116 nChanged 52 SP:Iteration 86Q (2077.646572 sec): 3 clusters Score: Raw -1943209.696196 + Penalty 3267.835117 = -1939941.861080 nChanged 48 SP:Iteration 87Q (2077.689773 sec): 3 clusters Score: Raw -1943217.612240 + Penalty 3267.835117 = -1939949.777123 nChanged 45 SP:Iteration 88Q (2077.735487 sec): 3 clusters Score: Raw -1943224.662331 + Penalty 3267.835117 = -1939956.827215 nChanged 37 SP:Iteration 89Q (2077.778016 sec): 3 clusters Score: Raw -1943229.342720 + Penalty 3267.835117 = -1939961.507604 nChanged 35 SP:Iteration 90Q (2077.820382 sec): 3 clusters Score: Raw -1943233.949658 + Penalty 3267.835117 = -1939966.114541 nChanged 27 SP:Iteration 91Q (2077.865818 sec): 3 clusters Score: Raw -1943237.969919 + Penalty 3267.835117 = -1939970.134802 nChanged 32 SP:Iteration 92Q (2077.928146 sec): 3 clusters Score: Raw -1943242.426652 + Penalty 3267.835117 = -1939974.591536 nChanged 27 SP:Iteration 93Q (2077.963557 sec): 3 clusters Score: Raw -1943246.451088 + Penalty 3267.835117 = -1939978.615972 nChanged 35 SP:Iteration 94Q (2078.005157 sec): 3 clusters Score: Raw -1943251.384203 + Penalty 3267.835117 = -1939983.549086 nChanged 33 SP:Iteration 95Q (2078.054099 sec): 3 clusters Score: Raw -1943256.466250 + Penalty 3267.835117 = -1939988.631133 nChanged 40 SP:Iteration 96Q (2078.095957 sec): 3 clusters Score: Raw -1943262.753831 + Penalty 3267.835117 = -1939994.918715 nChanged 36 SP:Iteration 97Q (2078.138343 sec): 3 clusters Score: Raw -1943268.052265 + Penalty 3267.835117 = -1940000.217148 nChanged 31 SP:Iteration 98Q (2078.209057 sec): 3 clusters Score: Raw -1943271.568168 + Penalty 3267.835117 = -1940003.733051 nChanged 26 SP:Iteration 99Q (2078.285587 sec): 3 clusters Score: Raw -1943273.945355 + Penalty 3267.835117 = -1940006.110239 nChanged 17 SP:Iteration 100F (2078.335566 sec): 3 clusters Score: Raw -1943275.430375 + Penalty 3267.835117 = -1940007.595258 nChanged 15 SP:Iteration 101Q (2078.379253 sec): 3 clusters Score: Raw -1943276.987381 + Penalty 3267.835117 = -1940009.152264 nChanged 11 SP:Iteration 102Q (2078.427960 sec): 3 clusters Score: Raw -1943278.200013 + Penalty 3267.835117 = -1940010.364897 nChanged 9 SP:Iteration 103Q (2078.475345 sec): 3 clusters Score: Raw -1943279.272456 + Penalty 3267.835117 = -1940011.437339 nChanged 15 SP:Iteration 104Q (2078.517289 sec): 3 clusters Score: Raw -1943282.151072 + Penalty 3267.835117 = -1940014.315956 nChanged 21 SP:Iteration 105Q (2078.564189 sec): 3 clusters Score: Raw -1943285.353450 + Penalty 3267.835117 = -1940017.518333 nChanged 18 SP:Iteration 106Q (2078.604960 sec): 3 clusters Score: Raw -1943287.688935 + Penalty 3267.835117 = -1940019.853818 nChanged 20 SP:Iteration 107Q (2078.651081 sec): 3 clusters Score: Raw -1943290.042553 + Penalty 3267.835117 = -1940022.207436 nChanged 16 SP:Iteration 108Q (2078.693381 sec): 3 clusters Score: Raw -1943291.933235 + Penalty 3267.835117 = -1940024.098119 nChanged 20 SP:Iteration 109Q (2078.735179 sec): 3 clusters Score: Raw -1943295.142933 + Penalty 3267.835117 = -1940027.307817 nChanged 23 SP:Iteration 110Q (2078.777647 sec): 3 clusters Score: Raw -1943297.752936 + Penalty 3267.835117 = -1940029.917820 nChanged 27 SP:Iteration 111Q (2078.842915 sec): 3 clusters Score: Raw -1943301.076773 + Penalty 3267.835117 = -1940033.241657 nChanged 22 SP:Iteration 112Q (2078.884511 sec): 3 clusters Score: Raw -1943304.281704 + Penalty 3267.835117 = -1940036.446587 nChanged 23 SP:Iteration 113Q (2078.926420 sec): 3 clusters Score: Raw -1943307.013465 + Penalty 3267.835117 = -1940039.178349 nChanged 20 SP:Iteration 114Q (2078.967947 sec): 3 clusters Score: Raw -1943309.757335 + Penalty 3267.835117 = -1940041.922219 nChanged 25 SP:Iteration 115Q (2079.009978 sec): 3 clusters Score: Raw -1943313.325244 + Penalty 3267.835117 = -1940045.490128 nChanged 26 SP:Iteration 116Q (2079.051661 sec): 3 clusters Score: Raw -1943316.490591 + Penalty 3267.835117 = -1940048.655474 nChanged 22 SP:Iteration 117Q (2079.093364 sec): 3 clusters Score: Raw -1943319.533961 + Penalty 3267.835117 = -1940051.698845 nChanged 24 SP:Iteration 118Q (2079.135007 sec): 3 clusters Score: Raw -1943323.051217 + Penalty 3267.835117 = -1940055.216101 nChanged 22 SP:Iteration 119Q (2079.176795 sec): 3 clusters Score: Raw -1943325.385976 + Penalty 3267.835117 = -1940057.550860 nChanged 16 SP:Iteration 120F (2079.225303 sec): 3 clusters Score: Raw -1943327.705842 + Penalty 3267.835117 = -1940059.870725 nChanged 20 SP:Iteration 121Q (2079.267903 sec): 3 clusters Score: Raw -1943331.112075 + Penalty 3267.835117 = -1940063.276958 nChanged 35 SP:Iteration 122Q (2079.308978 sec): 3 clusters Score: Raw -1943337.329571 + Penalty 3267.835117 = -1940069.494455 nChanged 28 SP:Iteration 123Q (2079.350572 sec): 3 clusters Score: Raw -1943342.542632 + Penalty 3267.835117 = -1940074.707516 nChanged 28 SP:Iteration 124Q (2079.406868 sec): 3 clusters Score: Raw -1943346.126578 + Penalty 3267.835117 = -1940078.291461 nChanged 21 SP:Iteration 125Q (2079.468485 sec): 3 clusters Score: Raw -1943348.961938 + Penalty 3267.835117 = -1940081.126821 nChanged 21 SP:Iteration 126Q (2079.534706 sec): 3 clusters Score: Raw -1943351.956003 + Penalty 3267.835117 = -1940084.120887 nChanged 24 SP:Iteration 127Q (2079.586923 sec): 3 clusters Score: Raw -1943354.623343 + Penalty 3267.835117 = -1940086.788227 nChanged 16 SP:Iteration 128Q (2079.628377 sec): 3 clusters Score: Raw -1943356.402949 + Penalty 3267.835117 = -1940088.567833 nChanged 12 SP:Iteration 129Q (2079.669810 sec): 3 clusters Score: Raw -1943357.432599 + Penalty 3267.835117 = -1940089.597483 nChanged 9 SP:Iteration 130Q (2079.711320 sec): 3 clusters Score: Raw -1943358.797989 + Penalty 3267.835117 = -1940090.962872 nChanged 10 SP:Iteration 131Q (2079.752466 sec): 3 clusters Score: Raw -1943359.963530 + Penalty 3267.835117 = -1940092.128413 nChanged 8 SP:Iteration 132Q (2079.794039 sec): 3 clusters Score: Raw -1943360.792344 + Penalty 3267.835117 = -1940092.957228 nChanged 6 SP:Iteration 133Q (2079.835322 sec): 3 clusters Score: Raw -1943361.780681 + Penalty 3267.835117 = -1940093.945564 nChanged 12 SP:Iteration 134Q (2079.876873 sec): 3 clusters Score: Raw -1943363.249026 + Penalty 3267.835117 = -1940095.413909 nChanged 9 SP:Iteration 135Q (2079.918258 sec): 3 clusters Score: Raw -1943364.346027 + Penalty 3267.835117 = -1940096.510911 nChanged 5 SP:Iteration 136Q (2079.959363 sec): 3 clusters Score: Raw -1943364.605841 + Penalty 3267.835117 = -1940096.770724 nChanged 1 SP:Iteration 137Q (2080.001340 sec): 3 clusters Score: Raw -1943364.629833 + Penalty 3267.835117 = -1940096.794717 nChanged 0 SP:Iteration 138F (2080.049675 sec): 3 clusters Score: Raw -1943364.629833 + Penalty 3267.835117 = -1940096.794717 nChanged 0 Trying to split cluster 18 (62738 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2080.143641 sec): 2 clusters Score: Raw -5254540.403486 + Penalty 1795.092423 = -5252745.311063 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2080.259492 sec): 3 clusters Score: Raw -5214661.417877 + Penalty 3590.184846 = -5211071.233031 nChanged 29267 SP:Iteration 1F (2080.371659 sec): 3 clusters Score: Raw -5231698.719844 + Penalty 3590.184846 = -5228108.534997 nChanged 2742 SP:Iteration 2Q (2080.489990 sec): 3 clusters Score: Raw -5232669.161284 + Penalty 3590.184846 = -5229078.976438 nChanged 2855 SP:Iteration 3Q (2080.608166 sec): 3 clusters Score: Raw -5233971.854610 + Penalty 3590.184846 = -5230381.669764 nChanged 3385 SP:Iteration 4F (2080.730041 sec): 3 clusters Score: Raw -5235976.868274 + Penalty 3590.184846 = -5232386.683427 nChanged 3932 SP:Iteration 5F (2080.842922 sec): 3 clusters Score: Raw -5238784.655704 + Penalty 3590.184846 = -5235194.470858 nChanged 4218 SP:Iteration 6F (2080.960772 sec): 3 clusters Score: Raw -5241971.457914 + Penalty 3590.184846 = -5238381.273067 nChanged 4034 SP:Iteration 7F (2081.072620 sec): 3 clusters Score: Raw -5244996.542254 + Penalty 3590.184846 = -5241406.357408 nChanged 3416 SP:Iteration 8F (2081.216834 sec): 3 clusters Score: Raw -5247222.519366 + Penalty 3590.184846 = -5243632.334519 nChanged 2535 SP:Iteration 9Q (2081.358592 sec): 3 clusters Score: Raw -5248413.304312 + Penalty 3590.184846 = -5244823.119466 nChanged 1633 SP:Iteration 10Q (2081.467866 sec): 3 clusters Score: Raw -5249020.695891 + Penalty 3590.184846 = -5245430.511045 nChanged 1241 SP:Iteration 11Q (2081.574671 sec): 3 clusters Score: Raw -5249466.325717 + Penalty 3590.184846 = -5245876.140871 nChanged 1056 SP:Iteration 12Q (2081.680429 sec): 3 clusters Score: Raw -5249844.868830 + Penalty 3590.184846 = -5246254.683984 nChanged 967 SP:Iteration 13Q (2081.785236 sec): 3 clusters Score: Raw -5250186.572804 + Penalty 3590.184846 = -5246596.387957 nChanged 971 SP:Iteration 14Q (2081.889150 sec): 3 clusters Score: Raw -5250535.107800 + Penalty 3590.184846 = -5246944.922954 nChanged 969 SP:Iteration 15Q (2081.992132 sec): 3 clusters Score: Raw -5250890.587515 + Penalty 3590.184846 = -5247300.402669 nChanged 968 SP:Iteration 16Q (2082.093959 sec): 3 clusters Score: Raw -5251256.784761 + Penalty 3590.184846 = -5247666.599915 nChanged 998 SP:Iteration 17Q (2082.195030 sec): 3 clusters Score: Raw -5251627.252834 + Penalty 3590.184846 = -5248037.067987 nChanged 906 SP:Iteration 18Q (2082.295147 sec): 3 clusters Score: Raw -5251960.299185 + Penalty 3590.184846 = -5248370.114339 nChanged 843 SP:Iteration 19Q (2082.394207 sec): 3 clusters Score: Raw -5252270.615904 + Penalty 3590.184846 = -5248680.431058 nChanged 817 SP:Iteration 20F (2082.506199 sec): 3 clusters Score: Raw -5252584.116169 + Penalty 3590.184846 = -5248993.931323 nChanged 782 SP:Iteration 21Q (2082.635889 sec): 3 clusters Score: Raw -5252889.522051 + Penalty 3590.184846 = -5249299.337205 nChanged 733 SP:Iteration 22Q (2082.731037 sec): 3 clusters Score: Raw -5253175.537498 + Penalty 3590.184846 = -5249585.352651 nChanged 668 SP:Iteration 23Q (2082.826247 sec): 3 clusters Score: Raw -5253445.213929 + Penalty 3590.184846 = -5249855.029083 nChanged 616 SP:Iteration 24Q (2082.920681 sec): 3 clusters Score: Raw -5253707.181329 + Penalty 3590.184846 = -5250116.996483 nChanged 518 SP:Iteration 25Q (2083.014315 sec): 3 clusters Score: Raw -5253916.847302 + Penalty 3590.184846 = -5250326.662456 nChanged 442 SP:Iteration 26Q (2083.107298 sec): 3 clusters Score: Raw -5254089.179397 + Penalty 3590.184846 = -5250498.994551 nChanged 404 SP:Iteration 27Q (2083.199814 sec): 3 clusters Score: Raw -5254251.623725 + Penalty 3590.184846 = -5250661.438879 nChanged 335 SP:Iteration 28Q (2083.291462 sec): 3 clusters Score: Raw -5254381.440650 + Penalty 3590.184846 = -5250791.255804 nChanged 276 SP:Iteration 29Q (2083.382614 sec): 3 clusters Score: Raw -5254484.769535 + Penalty 3590.184846 = -5250894.584689 nChanged 207 SP:Iteration 30Q (2083.481059 sec): 3 clusters Score: Raw -5254567.037152 + Penalty 3590.184846 = -5250976.852306 nChanged 189 SP:Iteration 31Q (2083.571025 sec): 3 clusters Score: Raw -5254628.870910 + Penalty 3590.184846 = -5251038.686063 nChanged 158 SP:Iteration 32Q (2083.659894 sec): 3 clusters Score: Raw -5254676.814378 + Penalty 3590.184846 = -5251086.629532 nChanged 129 SP:Iteration 33Q (2083.748405 sec): 3 clusters Score: Raw -5254713.945346 + Penalty 3590.184846 = -5251123.760500 nChanged 101 SP:Iteration 34Q (2083.866716 sec): 3 clusters Score: Raw -5254741.631521 + Penalty 3590.184846 = -5251151.446674 nChanged 96 SP:Iteration 35Q (2083.952703 sec): 3 clusters Score: Raw -5254773.582140 + Penalty 3590.184846 = -5251183.397294 nChanged 106 SP:Iteration 36Q (2084.040614 sec): 3 clusters Score: Raw -5254810.224621 + Penalty 3590.184846 = -5251220.039775 nChanged 93 SP:Iteration 37Q (2084.128361 sec): 3 clusters Score: Raw -5254842.568011 + Penalty 3590.184846 = -5251252.383165 nChanged 90 SP:Iteration 38Q (2084.228443 sec): 3 clusters Score: Raw -5254874.105554 + Penalty 3590.184846 = -5251283.920707 nChanged 78 SP:Iteration 39Q (2084.316318 sec): 3 clusters Score: Raw -5254898.378247 + Penalty 3590.184846 = -5251308.193401 nChanged 62 SP:Iteration 40F (2084.426651 sec): 3 clusters Score: Raw -5254918.527275 + Penalty 3590.184846 = -5251328.342428 nChanged 33 SP:Iteration 41Q (2084.513821 sec): 3 clusters Score: Raw -5254929.075677 + Penalty 3590.184846 = -5251338.890831 nChanged 34 SP:Iteration 42Q (2084.601835 sec): 3 clusters Score: Raw -5254942.362961 + Penalty 3590.184846 = -5251352.178115 nChanged 33 SP:Iteration 43Q (2084.688840 sec): 3 clusters Score: Raw -5254951.625253 + Penalty 3590.184846 = -5251361.440407 nChanged 26 SP:Iteration 44Q (2084.775885 sec): 3 clusters Score: Raw -5254956.998859 + Penalty 3590.184846 = -5251366.814013 nChanged 19 SP:Iteration 45Q (2084.862814 sec): 3 clusters Score: Raw -5254961.402050 + Penalty 3590.184846 = -5251371.217204 nChanged 14 SP:Iteration 46Q (2084.949782 sec): 3 clusters Score: Raw -5254965.354946 + Penalty 3590.184846 = -5251375.170100 nChanged 9 SP:Iteration 47Q (2085.036696 sec): 3 clusters Score: Raw -5254967.655750 + Penalty 3590.184846 = -5251377.470903 nChanged 10 SP:Iteration 48Q (2085.123733 sec): 3 clusters Score: Raw -5254971.160500 + Penalty 3590.184846 = -5251380.975654 nChanged 10 SP:Iteration 49Q (2085.210586 sec): 3 clusters Score: Raw -5254974.393434 + Penalty 3590.184846 = -5251384.208587 nChanged 13 SP:Iteration 50Q (2085.297886 sec): 3 clusters Score: Raw -5254977.902529 + Penalty 3590.184846 = -5251387.717683 nChanged 10 SP:Iteration 51Q (2085.384871 sec): 3 clusters Score: Raw -5254980.823742 + Penalty 3590.184846 = -5251390.638895 nChanged 16 SP:Iteration 52Q (2085.471559 sec): 3 clusters Score: Raw -5254985.275835 + Penalty 3590.184846 = -5251395.090989 nChanged 11 SP:Iteration 53Q (2085.592917 sec): 3 clusters Score: Raw -5254988.093709 + Penalty 3590.184846 = -5251397.908863 nChanged 5 SP:Iteration 54Q (2085.711653 sec): 3 clusters Score: Raw -5254989.680812 + Penalty 3590.184846 = -5251399.495966 nChanged 6 SP:Iteration 55Q (2085.806211 sec): 3 clusters Score: Raw -5254991.394517 + Penalty 3590.184846 = -5251401.209671 nChanged 5 SP:Iteration 56Q (2085.892836 sec): 3 clusters Score: Raw -5254992.610813 + Penalty 3590.184846 = -5251402.425967 nChanged 4 SP:Iteration 57Q (2085.979566 sec): 3 clusters Score: Raw -5254993.467845 + Penalty 3590.184846 = -5251403.282999 nChanged 3 SP:Iteration 58Q (2086.066061 sec): 3 clusters Score: Raw -5254994.365560 + Penalty 3590.184846 = -5251404.180714 nChanged 1 SP:Iteration 59Q (2086.152603 sec): 3 clusters Score: Raw -5254994.590712 + Penalty 3590.184846 = -5251404.405866 nChanged 2 SP:Iteration 60F (2086.263469 sec): 3 clusters Score: Raw -5254994.934919 + Penalty 3590.184846 = -5251404.750073 nChanged 3 SP:Iteration 61Q (2086.350226 sec): 3 clusters Score: Raw -5254995.129449 + Penalty 3590.184846 = -5251404.944603 nChanged 0 SP:Iteration 62F (2086.461075 sec): 3 clusters Score: Raw -5254995.129449 + Penalty 3590.184846 = -5251404.944603 nChanged 0 Trying to split cluster 19 (6026 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2086.472332 sec): 2 clusters Score: Raw -476363.512676 + Penalty 1414.373792 = -474949.138884 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2086.495786 sec): 3 clusters Score: Raw -473151.303417 + Penalty 2828.747584 = -470322.555833 nChanged 2460 SP:Iteration 1F (2086.518710 sec): 3 clusters Score: Raw -474569.710924 + Penalty 2828.747584 = -471740.963340 nChanged 440 SP:Iteration 2F (2086.541708 sec): 3 clusters Score: Raw -474807.541215 + Penalty 2828.747584 = -471978.793631 nChanged 330 SP:Iteration 3F (2086.564695 sec): 3 clusters Score: Raw -475001.888431 + Penalty 2828.747584 = -472173.140847 nChanged 296 SP:Iteration 4Q (2086.587606 sec): 3 clusters Score: Raw -475149.277474 + Penalty 2828.747584 = -472320.529890 nChanged 249 SP:Iteration 5Q (2086.610716 sec): 3 clusters Score: Raw -475274.976788 + Penalty 2828.747584 = -472446.229204 nChanged 232 SP:Iteration 6Q (2086.633812 sec): 3 clusters Score: Raw -475395.995193 + Penalty 2828.747584 = -472567.247609 nChanged 219 SP:Iteration 7Q (2086.656696 sec): 3 clusters Score: Raw -475490.642363 + Penalty 2828.747584 = -472661.894779 nChanged 167 SP:Iteration 8Q (2086.679750 sec): 3 clusters Score: Raw -475567.331917 + Penalty 2828.747584 = -472738.584333 nChanged 180 SP:Iteration 9Q (2086.702776 sec): 3 clusters Score: Raw -475647.173624 + Penalty 2828.747584 = -472818.426040 nChanged 160 SP:Iteration 10Q (2086.725693 sec): 3 clusters Score: Raw -475729.031365 + Penalty 2828.747584 = -472900.283781 nChanged 155 SP:Iteration 11Q (2086.748498 sec): 3 clusters Score: Raw -475798.776315 + Penalty 2828.747584 = -472970.028731 nChanged 129 SP:Iteration 12Q (2086.771551 sec): 3 clusters Score: Raw -475863.377791 + Penalty 2828.747584 = -473034.630207 nChanged 130 SP:Iteration 13Q (2086.794503 sec): 3 clusters Score: Raw -475933.068208 + Penalty 2828.747584 = -473104.320624 nChanged 131 SP:Iteration 14Q (2086.852768 sec): 3 clusters Score: Raw -476009.376681 + Penalty 2828.747584 = -473180.629098 nChanged 125 SP:Iteration 15Q (2086.910408 sec): 3 clusters Score: Raw -476078.844185 + Penalty 2828.747584 = -473250.096601 nChanged 129 SP:Iteration 16Q (2086.967292 sec): 3 clusters Score: Raw -476154.043260 + Penalty 2828.747584 = -473325.295676 nChanged 119 SP:Iteration 17Q (2086.988510 sec): 3 clusters Score: Raw -476217.626494 + Penalty 2828.747584 = -473388.878910 nChanged 106 SP:Iteration 18Q (2087.010926 sec): 3 clusters Score: Raw -476273.163358 + Penalty 2828.747584 = -473444.415774 nChanged 91 SP:Iteration 19Q (2087.033436 sec): 3 clusters Score: Raw -476317.554601 + Penalty 2828.747584 = -473488.807017 nChanged 92 SP:Iteration 20F (2087.094197 sec): 3 clusters Score: Raw -476372.854047 + Penalty 2828.747584 = -473544.106463 nChanged 97 SP:Iteration 21Q (2087.116839 sec): 3 clusters Score: Raw -476429.510577 + Penalty 2828.747584 = -473600.762993 nChanged 88 SP:Iteration 22Q (2087.139354 sec): 3 clusters Score: Raw -476480.648697 + Penalty 2828.747584 = -473651.901113 nChanged 82 SP:Iteration 23Q (2087.162119 sec): 3 clusters Score: Raw -476529.482078 + Penalty 2828.747584 = -473700.734495 nChanged 76 SP:Iteration 24Q (2087.184433 sec): 3 clusters Score: Raw -476577.252593 + Penalty 2828.747584 = -473748.505009 nChanged 76 SP:Iteration 25Q (2087.206678 sec): 3 clusters Score: Raw -476624.080584 + Penalty 2828.747584 = -473795.333000 nChanged 79 SP:Iteration 26Q (2087.228964 sec): 3 clusters Score: Raw -476673.393336 + Penalty 2828.747584 = -473844.645753 nChanged 84 SP:Iteration 27Q (2087.251025 sec): 3 clusters Score: Raw -476736.591060 + Penalty 2828.747584 = -473907.843476 nChanged 78 SP:Iteration 28Q (2087.273284 sec): 3 clusters Score: Raw -476794.779733 + Penalty 2828.747584 = -473966.032150 nChanged 66 SP:Iteration 29Q (2087.295328 sec): 3 clusters Score: Raw -476838.186457 + Penalty 2828.747584 = -474009.438873 nChanged 59 SP:Iteration 30Q (2087.317490 sec): 3 clusters Score: Raw -476875.334717 + Penalty 2828.747584 = -474046.587133 nChanged 52 SP:Iteration 31Q (2087.339513 sec): 3 clusters Score: Raw -476900.450204 + Penalty 2828.747584 = -474071.702620 nChanged 38 SP:Iteration 32Q (2087.361379 sec): 3 clusters Score: Raw -476918.617978 + Penalty 2828.747584 = -474089.870394 nChanged 34 SP:Iteration 33Q (2087.382996 sec): 3 clusters Score: Raw -476933.043585 + Penalty 2828.747584 = -474104.296001 nChanged 29 SP:Iteration 34Q (2087.404960 sec): 3 clusters Score: Raw -476943.162531 + Penalty 2828.747584 = -474114.414947 nChanged 28 SP:Iteration 35Q (2087.426827 sec): 3 clusters Score: Raw -476951.947637 + Penalty 2828.747584 = -474123.200053 nChanged 18 SP:Iteration 36Q (2087.448554 sec): 3 clusters Score: Raw -476955.282540 + Penalty 2828.747584 = -474126.534956 nChanged 10 SP:Iteration 37Q (2087.470191 sec): 3 clusters Score: Raw -476957.258975 + Penalty 2828.747584 = -474128.511391 nChanged 8 SP:Iteration 38Q (2087.491944 sec): 3 clusters Score: Raw -476959.473677 + Penalty 2828.747584 = -474130.726093 nChanged 8 SP:Iteration 39Q (2087.513814 sec): 3 clusters Score: Raw -476961.706306 + Penalty 2828.747584 = -474132.958722 nChanged 5 SP:Iteration 40F (2087.536871 sec): 3 clusters Score: Raw -476963.110748 + Penalty 2828.747584 = -474134.363164 nChanged 7 SP:Iteration 41Q (2087.558645 sec): 3 clusters Score: Raw -476964.897650 + Penalty 2828.747584 = -474136.150066 nChanged 2 SP:Iteration 42Q (2087.580564 sec): 3 clusters Score: Raw -476965.788739 + Penalty 2828.747584 = -474137.041155 nChanged 1 SP:Iteration 43Q (2087.602079 sec): 3 clusters Score: Raw -476966.039193 + Penalty 2828.747584 = -474137.291609 nChanged 0 SP:Iteration 44F (2087.624989 sec): 3 clusters Score: Raw -476966.039193 + Penalty 2828.747584 = -474137.291609 nChanged 0 Trying to split cluster 20 (5400 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2087.644813 sec): 2 clusters Score: Raw -412247.437567 + Penalty 1396.550063 = -410850.887504 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2087.667280 sec): 3 clusters Score: Raw -409523.386062 + Penalty 2793.100126 = -406730.285937 nChanged 2170 SP:Iteration 1F (2087.689408 sec): 3 clusters Score: Raw -411056.213951 + Penalty 2793.100126 = -408263.113826 nChanged 479 SP:Iteration 2F (2087.711457 sec): 3 clusters Score: Raw -411491.325222 + Penalty 2793.100126 = -408698.225096 nChanged 428 SP:Iteration 3F (2087.733483 sec): 3 clusters Score: Raw -411874.827133 + Penalty 2793.100126 = -409081.727008 nChanged 420 SP:Iteration 4F (2087.755358 sec): 3 clusters Score: Raw -412228.197571 + Penalty 2793.100126 = -409435.097446 nChanged 389 SP:Iteration 5F (2087.777373 sec): 3 clusters Score: Raw -412537.168603 + Penalty 2793.100126 = -409744.068477 nChanged 311 SP:Iteration 6F (2087.799311 sec): 3 clusters Score: Raw -412755.983917 + Penalty 2793.100126 = -409962.883792 nChanged 238 SP:Iteration 7Q (2087.821022 sec): 3 clusters Score: Raw -412909.192165 + Penalty 2793.100126 = -410116.092039 nChanged 178 SP:Iteration 8Q (2087.842815 sec): 3 clusters Score: Raw -413009.634125 + Penalty 2793.100126 = -410216.534000 nChanged 162 SP:Iteration 9Q (2087.864637 sec): 3 clusters Score: Raw -413098.860587 + Penalty 2793.100126 = -410305.760462 nChanged 116 SP:Iteration 10Q (2087.886407 sec): 3 clusters Score: Raw -413150.334947 + Penalty 2793.100126 = -410357.234821 nChanged 89 SP:Iteration 11Q (2087.908369 sec): 3 clusters Score: Raw -413187.661689 + Penalty 2793.100126 = -410394.561563 nChanged 82 SP:Iteration 12Q (2087.930226 sec): 3 clusters Score: Raw -413224.226319 + Penalty 2793.100126 = -410431.126193 nChanged 63 SP:Iteration 13Q (2087.952206 sec): 3 clusters Score: Raw -413251.972196 + Penalty 2793.100126 = -410458.872071 nChanged 56 SP:Iteration 14Q (2087.974092 sec): 3 clusters Score: Raw -413278.094153 + Penalty 2793.100126 = -410484.994027 nChanged 51 SP:Iteration 15Q (2087.995828 sec): 3 clusters Score: Raw -413300.874033 + Penalty 2793.100126 = -410507.773908 nChanged 43 SP:Iteration 16Q (2088.017724 sec): 3 clusters Score: Raw -413315.793982 + Penalty 2793.100126 = -410522.693856 nChanged 22 SP:Iteration 17Q (2088.039437 sec): 3 clusters Score: Raw -413321.570946 + Penalty 2793.100126 = -410528.470820 nChanged 22 SP:Iteration 18Q (2088.061178 sec): 3 clusters Score: Raw -413328.846122 + Penalty 2793.100126 = -410535.745996 nChanged 24 SP:Iteration 19Q (2088.106870 sec): 3 clusters Score: Raw -413336.706235 + Penalty 2793.100126 = -410543.606109 nChanged 17 SP:Iteration 20F (2088.161545 sec): 3 clusters Score: Raw -413341.132587 + Penalty 2793.100126 = -410548.032462 nChanged 19 SP:Iteration 21Q (2088.198736 sec): 3 clusters Score: Raw -413348.296525 + Penalty 2793.100126 = -410555.196399 nChanged 22 SP:Iteration 22Q (2088.220919 sec): 3 clusters Score: Raw -413358.391838 + Penalty 2793.100126 = -410565.291713 nChanged 28 SP:Iteration 23Q (2088.242838 sec): 3 clusters Score: Raw -413367.333439 + Penalty 2793.100126 = -410574.233313 nChanged 20 SP:Iteration 24Q (2088.264577 sec): 3 clusters Score: Raw -413375.774666 + Penalty 2793.100126 = -410582.674540 nChanged 26 SP:Iteration 25Q (2088.286611 sec): 3 clusters Score: Raw -413384.103428 + Penalty 2793.100126 = -410591.003303 nChanged 12 SP:Iteration 26Q (2088.308633 sec): 3 clusters Score: Raw -413386.872084 + Penalty 2793.100126 = -410593.771958 nChanged 7 SP:Iteration 27Q (2088.330568 sec): 3 clusters Score: Raw -413389.328905 + Penalty 2793.100126 = -410596.228779 nChanged 10 SP:Iteration 28Q (2088.352282 sec): 3 clusters Score: Raw -413393.087254 + Penalty 2793.100126 = -410599.987129 nChanged 9 SP:Iteration 29Q (2088.373997 sec): 3 clusters Score: Raw -413395.744293 + Penalty 2793.100126 = -410602.644167 nChanged 15 SP:Iteration 30Q (2088.395764 sec): 3 clusters Score: Raw -413402.400587 + Penalty 2793.100126 = -410609.300461 nChanged 10 SP:Iteration 31Q (2088.417669 sec): 3 clusters Score: Raw -413406.200932 + Penalty 2793.100126 = -410613.100806 nChanged 9 SP:Iteration 32Q (2088.439714 sec): 3 clusters Score: Raw -413409.007943 + Penalty 2793.100126 = -410615.907817 nChanged 7 SP:Iteration 33Q (2088.461450 sec): 3 clusters Score: Raw -413411.886489 + Penalty 2793.100126 = -410618.786363 nChanged 12 SP:Iteration 34Q (2088.483379 sec): 3 clusters Score: Raw -413416.411061 + Penalty 2793.100126 = -410623.310936 nChanged 6 SP:Iteration 35Q (2088.505203 sec): 3 clusters Score: Raw -413417.802326 + Penalty 2793.100126 = -410624.702200 nChanged 2 SP:Iteration 36Q (2088.526848 sec): 3 clusters Score: Raw -413418.280414 + Penalty 2793.100126 = -410625.180289 nChanged 5 SP:Iteration 37Q (2088.548481 sec): 3 clusters Score: Raw -413420.010082 + Penalty 2793.100126 = -410626.909957 nChanged 2 SP:Iteration 38Q (2088.570364 sec): 3 clusters Score: Raw -413420.483539 + Penalty 2793.100126 = -410627.383414 nChanged 5 SP:Iteration 39Q (2088.592085 sec): 3 clusters Score: Raw -413422.152313 + Penalty 2793.100126 = -410629.052187 nChanged 2 SP:Iteration 40F (2088.613971 sec): 3 clusters Score: Raw -413422.656707 + Penalty 2793.100126 = -410629.556581 nChanged 1 SP:Iteration 41Q (2088.635601 sec): 3 clusters Score: Raw -413422.891292 + Penalty 2793.100126 = -410629.791167 nChanged 0 SP:Iteration 42F (2088.657527 sec): 3 clusters Score: Raw -413422.891292 + Penalty 2793.100126 = -410629.791167 nChanged 0 Trying to split cluster 21 (12575 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2088.692250 sec): 2 clusters Score: Raw -1031882.813110 + Penalty 1533.913224 = -1030348.899885 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2088.735097 sec): 3 clusters Score: Raw -1024512.510336 + Penalty 3067.826448 = -1021444.683888 nChanged 5624 SP:Iteration 1F (2088.796505 sec): 3 clusters Score: Raw -1027476.896732 + Penalty 3067.826448 = -1024409.070283 nChanged 704 SP:Iteration 2F (2088.829059 sec): 3 clusters Score: Raw -1027765.213622 + Penalty 3067.826448 = -1024697.387173 nChanged 629 SP:Iteration 3F (2088.862045 sec): 3 clusters Score: Raw -1028054.594421 + Penalty 3067.826448 = -1024986.767973 nChanged 596 SP:Iteration 4Q (2088.895128 sec): 3 clusters Score: Raw -1028398.201003 + Penalty 3067.826448 = -1025330.374555 nChanged 694 SP:Iteration 5F (2088.927531 sec): 3 clusters Score: Raw -1028918.344190 + Penalty 3067.826448 = -1025850.517741 nChanged 799 SP:Iteration 6F (2088.960192 sec): 3 clusters Score: Raw -1029613.433297 + Penalty 3067.826448 = -1026545.606849 nChanged 878 SP:Iteration 7F (2088.992746 sec): 3 clusters Score: Raw -1030396.308136 + Penalty 3067.826448 = -1027328.481687 nChanged 828 SP:Iteration 8F (2089.025290 sec): 3 clusters Score: Raw -1031027.969768 + Penalty 3067.826448 = -1027960.143320 nChanged 669 SP:Iteration 9F (2089.057906 sec): 3 clusters Score: Raw -1031409.785264 + Penalty 3067.826448 = -1028341.958815 nChanged 481 SP:Iteration 10Q (2089.089861 sec): 3 clusters Score: Raw -1031646.061390 + Penalty 3067.826448 = -1028578.234942 nChanged 373 SP:Iteration 11Q (2089.121831 sec): 3 clusters Score: Raw -1031789.727420 + Penalty 3067.826448 = -1028721.900971 nChanged 243 SP:Iteration 12Q (2089.153633 sec): 3 clusters Score: Raw -1031856.282086 + Penalty 3067.826448 = -1028788.455638 nChanged 166 SP:Iteration 13Q (2089.185522 sec): 3 clusters Score: Raw -1031900.712244 + Penalty 3067.826448 = -1028832.885795 nChanged 147 SP:Iteration 14Q (2089.217166 sec): 3 clusters Score: Raw -1031938.323185 + Penalty 3067.826448 = -1028870.496737 nChanged 125 SP:Iteration 15Q (2089.248803 sec): 3 clusters Score: Raw -1031969.886485 + Penalty 3067.826448 = -1028902.060037 nChanged 112 SP:Iteration 16Q (2089.280447 sec): 3 clusters Score: Raw -1031995.542644 + Penalty 3067.826448 = -1028927.716195 nChanged 89 SP:Iteration 17Q (2089.311975 sec): 3 clusters Score: Raw -1032012.953040 + Penalty 3067.826448 = -1028945.126592 nChanged 67 SP:Iteration 18Q (2089.343475 sec): 3 clusters Score: Raw -1032027.403566 + Penalty 3067.826448 = -1028959.577117 nChanged 69 SP:Iteration 19Q (2089.375341 sec): 3 clusters Score: Raw -1032046.219869 + Penalty 3067.826448 = -1028978.393420 nChanged 69 SP:Iteration 20F (2089.407898 sec): 3 clusters Score: Raw -1032064.311627 + Penalty 3067.826448 = -1028996.485179 nChanged 59 SP:Iteration 21Q (2089.440491 sec): 3 clusters Score: Raw -1032075.359554 + Penalty 3067.826448 = -1029007.533106 nChanged 47 SP:Iteration 22Q (2089.472238 sec): 3 clusters Score: Raw -1032083.719422 + Penalty 3067.826448 = -1029015.892974 nChanged 44 SP:Iteration 23Q (2089.504173 sec): 3 clusters Score: Raw -1032092.826744 + Penalty 3067.826448 = -1029025.000296 nChanged 50 SP:Iteration 24Q (2089.535826 sec): 3 clusters Score: Raw -1032102.133008 + Penalty 3067.826448 = -1029034.306559 nChanged 47 SP:Iteration 25Q (2089.567465 sec): 3 clusters Score: Raw -1032108.825506 + Penalty 3067.826448 = -1029040.999057 nChanged 37 SP:Iteration 26Q (2089.599154 sec): 3 clusters Score: Raw -1032115.065327 + Penalty 3067.826448 = -1029047.238879 nChanged 38 SP:Iteration 27Q (2089.631004 sec): 3 clusters Score: Raw -1032121.915857 + Penalty 3067.826448 = -1029054.089408 nChanged 44 SP:Iteration 28Q (2089.662526 sec): 3 clusters Score: Raw -1032129.140569 + Penalty 3067.826448 = -1029061.314120 nChanged 32 SP:Iteration 29Q (2089.694344 sec): 3 clusters Score: Raw -1032133.397369 + Penalty 3067.826448 = -1029065.570921 nChanged 26 SP:Iteration 30Q (2089.725893 sec): 3 clusters Score: Raw -1032136.092260 + Penalty 3067.826448 = -1029068.265812 nChanged 19 SP:Iteration 31Q (2089.757923 sec): 3 clusters Score: Raw -1032138.201237 + Penalty 3067.826448 = -1029070.374788 nChanged 22 SP:Iteration 32Q (2089.789234 sec): 3 clusters Score: Raw -1032140.783185 + Penalty 3067.826448 = -1029072.956736 nChanged 18 SP:Iteration 33Q (2089.820956 sec): 3 clusters Score: Raw -1032142.752192 + Penalty 3067.826448 = -1029074.925744 nChanged 20 SP:Iteration 34Q (2089.852691 sec): 3 clusters Score: Raw -1032145.608768 + Penalty 3067.826448 = -1029077.782319 nChanged 22 SP:Iteration 35Q (2089.884391 sec): 3 clusters Score: Raw -1032148.927703 + Penalty 3067.826448 = -1029081.101255 nChanged 26 SP:Iteration 36Q (2089.916177 sec): 3 clusters Score: Raw -1032154.027972 + Penalty 3067.826448 = -1029086.201524 nChanged 31 SP:Iteration 37Q (2089.947775 sec): 3 clusters Score: Raw -1032158.856674 + Penalty 3067.826448 = -1029091.030226 nChanged 31 SP:Iteration 38Q (2089.979217 sec): 3 clusters Score: Raw -1032162.699457 + Penalty 3067.826448 = -1029094.873009 nChanged 24 SP:Iteration 39Q (2090.010881 sec): 3 clusters Score: Raw -1032166.018801 + Penalty 3067.826448 = -1029098.192352 nChanged 25 SP:Iteration 40F (2090.043537 sec): 3 clusters Score: Raw -1032169.040086 + Penalty 3067.826448 = -1029101.213638 nChanged 25 SP:Iteration 41Q (2090.075500 sec): 3 clusters Score: Raw -1032171.718501 + Penalty 3067.826448 = -1029103.892052 nChanged 11 SP:Iteration 42Q (2090.107113 sec): 3 clusters Score: Raw -1032172.511498 + Penalty 3067.826448 = -1029104.685050 nChanged 9 SP:Iteration 43Q (2090.138984 sec): 3 clusters Score: Raw -1032173.279307 + Penalty 3067.826448 = -1029105.452859 nChanged 8 SP:Iteration 44Q (2090.170671 sec): 3 clusters Score: Raw -1032173.861086 + Penalty 3067.826448 = -1029106.034638 nChanged 4 SP:Iteration 45Q (2090.202558 sec): 3 clusters Score: Raw -1032174.211784 + Penalty 3067.826448 = -1029106.385336 nChanged 4 SP:Iteration 46Q (2090.234203 sec): 3 clusters Score: Raw -1032174.757953 + Penalty 3067.826448 = -1029106.931505 nChanged 11 SP:Iteration 47Q (2090.266113 sec): 3 clusters Score: Raw -1032175.742656 + Penalty 3067.826448 = -1029107.916208 nChanged 12 SP:Iteration 48Q (2090.297813 sec): 3 clusters Score: Raw -1032176.722595 + Penalty 3067.826448 = -1029108.896147 nChanged 5 SP:Iteration 49Q (2090.329685 sec): 3 clusters Score: Raw -1032177.098161 + Penalty 3067.826448 = -1029109.271713 nChanged 4 SP:Iteration 50Q (2090.361423 sec): 3 clusters Score: Raw -1032177.567046 + Penalty 3067.826448 = -1029109.740598 nChanged 4 SP:Iteration 51Q (2090.393107 sec): 3 clusters Score: Raw -1032177.825939 + Penalty 3067.826448 = -1029109.999491 nChanged 1 SP:Iteration 52Q (2090.424875 sec): 3 clusters Score: Raw -1032177.874106 + Penalty 3067.826448 = -1029110.047657 nChanged 2 SP:Iteration 53Q (2090.456711 sec): 3 clusters Score: Raw -1032177.980532 + Penalty 3067.826448 = -1029110.154083 nChanged 2 SP:Iteration 54Q (2090.488565 sec): 3 clusters Score: Raw -1032178.050917 + Penalty 3067.826448 = -1029110.224468 nChanged 2 SP:Iteration 55Q (2090.520375 sec): 3 clusters Score: Raw -1032178.185472 + Penalty 3067.826448 = -1029110.359023 nChanged 1 SP:Iteration 56Q (2090.552106 sec): 3 clusters Score: Raw -1032178.227187 + Penalty 3067.826448 = -1029110.400739 nChanged 0 SP:Iteration 57F (2090.584809 sec): 3 clusters Score: Raw -1032178.227187 + Penalty 3067.826448 = -1029110.400739 nChanged 0 Trying to split cluster 22 (5185 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2090.603624 sec): 2 clusters Score: Raw -393853.222625 + Penalty 1389.947832 = -392463.274793 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2090.625982 sec): 3 clusters Score: Raw -391200.381642 + Penalty 2779.895664 = -388420.485978 nChanged 2074 SP:Iteration 1F (2090.647799 sec): 3 clusters Score: Raw -392532.728383 + Penalty 2779.895664 = -389752.832719 nChanged 449 SP:Iteration 2F (2090.669416 sec): 3 clusters Score: Raw -392796.001504 + Penalty 2779.895664 = -390016.105839 nChanged 323 SP:Iteration 3F (2090.690997 sec): 3 clusters Score: Raw -392970.565642 + Penalty 2779.895664 = -390190.669978 nChanged 245 SP:Iteration 4Q (2090.712567 sec): 3 clusters Score: Raw -393119.474616 + Penalty 2779.895664 = -390339.578952 nChanged 222 SP:Iteration 5Q (2090.734093 sec): 3 clusters Score: Raw -393257.782369 + Penalty 2779.895664 = -390477.886704 nChanged 227 SP:Iteration 6Q (2090.755511 sec): 3 clusters Score: Raw -393421.927354 + Penalty 2779.895664 = -390642.031690 nChanged 236 SP:Iteration 7Q (2090.776975 sec): 3 clusters Score: Raw -393607.707914 + Penalty 2779.895664 = -390827.812250 nChanged 237 SP:Iteration 8Q (2090.798411 sec): 3 clusters Score: Raw -393819.369912 + Penalty 2779.895664 = -391039.474248 nChanged 214 SP:Iteration 9Q (2090.819833 sec): 3 clusters Score: Raw -393999.106421 + Penalty 2779.895664 = -391219.210757 nChanged 188 SP:Iteration 10Q (2090.841092 sec): 3 clusters Score: Raw -394138.307272 + Penalty 2779.895664 = -391358.411608 nChanged 143 SP:Iteration 11Q (2090.862490 sec): 3 clusters Score: Raw -394244.841188 + Penalty 2779.895664 = -391464.945524 nChanged 112 SP:Iteration 12Q (2090.883803 sec): 3 clusters Score: Raw -394331.597260 + Penalty 2779.895664 = -391551.701596 nChanged 104 SP:Iteration 13Q (2090.904979 sec): 3 clusters Score: Raw -394410.265746 + Penalty 2779.895664 = -391630.370082 nChanged 92 SP:Iteration 14Q (2090.926007 sec): 3 clusters Score: Raw -394473.279175 + Penalty 2779.895664 = -391693.383511 nChanged 73 SP:Iteration 15Q (2090.946754 sec): 3 clusters Score: Raw -394534.740613 + Penalty 2779.895664 = -391754.844948 nChanged 61 SP:Iteration 16Q (2090.967740 sec): 3 clusters Score: Raw -394576.341786 + Penalty 2779.895664 = -391796.446121 nChanged 34 SP:Iteration 17Q (2090.988888 sec): 3 clusters Score: Raw -394599.886637 + Penalty 2779.895664 = -391819.990973 nChanged 28 SP:Iteration 18Q (2091.009769 sec): 3 clusters Score: Raw -394616.839944 + Penalty 2779.895664 = -391836.944280 nChanged 18 SP:Iteration 19Q (2091.030477 sec): 3 clusters Score: Raw -394624.554333 + Penalty 2779.895664 = -391844.658668 nChanged 11 SP:Iteration 20F (2091.051960 sec): 3 clusters Score: Raw -394628.940599 + Penalty 2779.895664 = -391849.044935 nChanged 13 SP:Iteration 21Q (2091.073023 sec): 3 clusters Score: Raw -394632.423625 + Penalty 2779.895664 = -391852.527961 nChanged 5 SP:Iteration 22Q (2091.093711 sec): 3 clusters Score: Raw -394634.304896 + Penalty 2779.895664 = -391854.409232 nChanged 4 SP:Iteration 23Q (2091.114381 sec): 3 clusters Score: Raw -394635.962995 + Penalty 2779.895664 = -391856.067331 nChanged 2 SP:Iteration 24Q (2091.135113 sec): 3 clusters Score: Raw -394637.450802 + Penalty 2779.895664 = -391857.555137 nChanged 4 SP:Iteration 25Q (2091.155764 sec): 3 clusters Score: Raw -394640.081737 + Penalty 2779.895664 = -391860.186073 nChanged 9 SP:Iteration 26Q (2091.176426 sec): 3 clusters Score: Raw -394646.422382 + Penalty 2779.895664 = -391866.526718 nChanged 5 SP:Iteration 27Q (2091.197232 sec): 3 clusters Score: Raw -394648.990159 + Penalty 2779.895664 = -391869.094494 nChanged 2 SP:Iteration 28Q (2091.217850 sec): 3 clusters Score: Raw -394649.927847 + Penalty 2779.895664 = -391870.032182 nChanged 1 SP:Iteration 29Q (2091.238709 sec): 3 clusters Score: Raw -394650.268640 + Penalty 2779.895664 = -391870.372976 nChanged 0 SP:Iteration 30F (2091.260432 sec): 3 clusters Score: Raw -394650.268640 + Penalty 2779.895664 = -391870.372976 nChanged 0 Trying to split cluster 23 (10413 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2091.284960 sec): 2 clusters Score: Raw -842070.362229 + Penalty 1503.256674 = -840567.105554 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2091.315229 sec): 3 clusters Score: Raw -836101.894710 + Penalty 3006.513349 = -833095.381361 nChanged 4534 SP:Iteration 1F (2091.344634 sec): 3 clusters Score: Raw -838713.519612 + Penalty 3006.513349 = -835707.006263 nChanged 596 SP:Iteration 2F (2091.374003 sec): 3 clusters Score: Raw -838988.787143 + Penalty 3006.513349 = -835982.273794 nChanged 528 SP:Iteration 3F (2091.403445 sec): 3 clusters Score: Raw -839251.513873 + Penalty 3006.513349 = -836245.000524 nChanged 495 SP:Iteration 4Q (2091.433153 sec): 3 clusters Score: Raw -839518.622101 + Penalty 3006.513349 = -836512.108752 nChanged 469 SP:Iteration 5Q (2091.462607 sec): 3 clusters Score: Raw -839776.784249 + Penalty 3006.513349 = -836770.270900 nChanged 463 SP:Iteration 6Q (2091.491979 sec): 3 clusters Score: Raw -840063.508858 + Penalty 3006.513349 = -837056.995509 nChanged 491 SP:Iteration 7Q (2091.521502 sec): 3 clusters Score: Raw -840434.450870 + Penalty 3006.513349 = -837427.937521 nChanged 518 SP:Iteration 8Q (2091.550656 sec): 3 clusters Score: Raw -840872.464971 + Penalty 3006.513349 = -837865.951622 nChanged 494 SP:Iteration 9Q (2091.579636 sec): 3 clusters Score: Raw -841298.886583 + Penalty 3006.513349 = -838292.373234 nChanged 413 SP:Iteration 10Q (2091.608334 sec): 3 clusters Score: Raw -841662.758718 + Penalty 3006.513349 = -838656.245369 nChanged 330 SP:Iteration 11Q (2091.636707 sec): 3 clusters Score: Raw -841996.096636 + Penalty 3006.513349 = -838989.583287 nChanged 273 SP:Iteration 12Q (2091.664419 sec): 3 clusters Score: Raw -842298.480913 + Penalty 3006.513349 = -839291.967564 nChanged 223 SP:Iteration 13Q (2091.691841 sec): 3 clusters Score: Raw -842526.730559 + Penalty 3006.513349 = -839520.217210 nChanged 168 SP:Iteration 14Q (2091.719162 sec): 3 clusters Score: Raw -842665.486432 + Penalty 3006.513349 = -839658.973083 nChanged 141 SP:Iteration 15Q (2091.746353 sec): 3 clusters Score: Raw -842766.979902 + Penalty 3006.513349 = -839760.466553 nChanged 107 SP:Iteration 16Q (2091.773352 sec): 3 clusters Score: Raw -842836.602523 + Penalty 3006.513349 = -839830.089174 nChanged 78 SP:Iteration 17Q (2091.800147 sec): 3 clusters Score: Raw -842877.197197 + Penalty 3006.513349 = -839870.683848 nChanged 50 SP:Iteration 18Q (2091.826653 sec): 3 clusters Score: Raw -842900.319282 + Penalty 3006.513349 = -839893.805933 nChanged 42 SP:Iteration 19Q (2091.853312 sec): 3 clusters Score: Raw -842914.616443 + Penalty 3006.513349 = -839908.103094 nChanged 33 SP:Iteration 20F (2091.882720 sec): 3 clusters Score: Raw -842928.336007 + Penalty 3006.513349 = -839921.822658 nChanged 27 SP:Iteration 21Q (2091.909311 sec): 3 clusters Score: Raw -842939.672526 + Penalty 3006.513349 = -839933.159177 nChanged 27 SP:Iteration 22Q (2091.942147 sec): 3 clusters Score: Raw -842948.787776 + Penalty 3006.513349 = -839942.274427 nChanged 14 SP:Iteration 23Q (2091.968513 sec): 3 clusters Score: Raw -842952.798316 + Penalty 3006.513349 = -839946.284967 nChanged 20 SP:Iteration 24Q (2091.994803 sec): 3 clusters Score: Raw -842958.624456 + Penalty 3006.513349 = -839952.111107 nChanged 11 SP:Iteration 25Q (2092.025664 sec): 3 clusters Score: Raw -842961.094701 + Penalty 3006.513349 = -839954.581352 nChanged 13 SP:Iteration 26Q (2092.051771 sec): 3 clusters Score: Raw -842963.795412 + Penalty 3006.513349 = -839957.282063 nChanged 7 SP:Iteration 27Q (2092.078347 sec): 3 clusters Score: Raw -842965.588611 + Penalty 3006.513349 = -839959.075262 nChanged 6 SP:Iteration 28Q (2092.104970 sec): 3 clusters Score: Raw -842966.993014 + Penalty 3006.513349 = -839960.479665 nChanged 2 SP:Iteration 29Q (2092.134557 sec): 3 clusters Score: Raw -842967.911461 + Penalty 3006.513349 = -839961.398112 nChanged 3 SP:Iteration 30Q (2092.161146 sec): 3 clusters Score: Raw -842968.283530 + Penalty 3006.513349 = -839961.770181 nChanged 1 SP:Iteration 31Q (2092.191964 sec): 3 clusters Score: Raw -842968.643810 + Penalty 3006.513349 = -839962.130461 nChanged 1 SP:Iteration 32Q (2092.220041 sec): 3 clusters Score: Raw -842968.935044 + Penalty 3006.513349 = -839962.421695 nChanged 0 SP:Iteration 33F (2092.249395 sec): 3 clusters Score: Raw -842968.935044 + Penalty 3006.513349 = -839962.421695 nChanged 0 Trying to split cluster 24 (1481 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2092.264562 sec): 2 clusters Score: Raw -87104.636756 + Penalty 1186.326832 = -85918.309924 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2092.272863 sec): 3 clusters Score: Raw -86637.189291 + Penalty 2372.653665 = -84264.535627 nChanged 508 SP:Iteration 1F (2092.280602 sec): 3 clusters Score: Raw -87243.642951 + Penalty 2372.653665 = -84870.989287 nChanged 177 SP:Iteration 2F (2092.319313 sec): 3 clusters Score: Raw -87586.953551 + Penalty 2372.653665 = -85214.299886 nChanged 129 SP:Iteration 3F (2092.327081 sec): 3 clusters Score: Raw -87767.291296 + Penalty 2372.653665 = -85394.637631 nChanged 84 SP:Iteration 4F (2092.334833 sec): 3 clusters Score: Raw -87880.148303 + Penalty 2372.653665 = -85507.494638 nChanged 55 SP:Iteration 5Q (2092.342428 sec): 3 clusters Score: Raw -87958.020071 + Penalty 2372.653665 = -85585.366407 nChanged 46 SP:Iteration 6Q (2092.350022 sec): 3 clusters Score: Raw -88017.223064 + Penalty 2372.653665 = -85644.569399 nChanged 40 SP:Iteration 7Q (2092.357552 sec): 3 clusters Score: Raw -88066.584726 + Penalty 2372.653665 = -85693.931061 nChanged 28 SP:Iteration 8Q (2092.365075 sec): 3 clusters Score: Raw -88095.447473 + Penalty 2372.653665 = -85722.793809 nChanged 15 SP:Iteration 9Q (2092.372541 sec): 3 clusters Score: Raw -88110.654620 + Penalty 2372.653665 = -85738.000955 nChanged 12 SP:Iteration 10Q (2092.382316 sec): 3 clusters Score: Raw -88119.564295 + Penalty 2372.653665 = -85746.910630 nChanged 5 SP:Iteration 11Q (2092.389804 sec): 3 clusters Score: Raw -88122.946182 + Penalty 2372.653665 = -85750.292517 nChanged 7 SP:Iteration 12Q (2092.397308 sec): 3 clusters Score: Raw -88131.641738 + Penalty 2372.653665 = -85758.988074 nChanged 6 SP:Iteration 13Q (2092.404774 sec): 3 clusters Score: Raw -88134.591738 + Penalty 2372.653665 = -85761.938074 nChanged 7 SP:Iteration 14Q (2092.413162 sec): 3 clusters Score: Raw -88139.777763 + Penalty 2372.653665 = -85767.124099 nChanged 5 SP:Iteration 15Q (2092.420775 sec): 3 clusters Score: Raw -88147.591852 + Penalty 2372.653665 = -85774.938187 nChanged 12 SP:Iteration 16Q (2092.428233 sec): 3 clusters Score: Raw -88165.581258 + Penalty 2372.653665 = -85792.927594 nChanged 15 SP:Iteration 17Q (2092.435670 sec): 3 clusters Score: Raw -88179.719997 + Penalty 2372.653665 = -85807.066332 nChanged 9 SP:Iteration 18Q (2092.445450 sec): 3 clusters Score: Raw -88187.691449 + Penalty 2372.653665 = -85815.037784 nChanged 9 SP:Iteration 19Q (2092.452985 sec): 3 clusters Score: Raw -88190.859439 + Penalty 2372.653665 = -85818.205774 nChanged 3 SP:Iteration 20F (2092.460703 sec): 3 clusters Score: Raw -88196.851058 + Penalty 2372.653665 = -85824.197393 nChanged 8 SP:Iteration 21Q (2092.468207 sec): 3 clusters Score: Raw -88205.623268 + Penalty 2372.653665 = -85832.969603 nChanged 5 SP:Iteration 22Q (2092.475735 sec): 3 clusters Score: Raw -88221.230691 + Penalty 2372.653665 = -85848.577026 nChanged 14 SP:Iteration 23Q (2092.483177 sec): 3 clusters Score: Raw -88247.462201 + Penalty 2372.653665 = -85874.808536 nChanged 12 SP:Iteration 24Q (2092.490651 sec): 3 clusters Score: Raw -88291.380163 + Penalty 2372.653665 = -85918.726499 nChanged 26 SP:Iteration 25Q (2092.498153 sec): 3 clusters Score: Raw -88336.767129 + Penalty 2372.653665 = -85964.113464 nChanged 26 SP:Iteration 26Q (2092.505642 sec): 3 clusters Score: Raw -88379.779124 + Penalty 2372.653665 = -86007.125459 nChanged 20 SP:Iteration 27Q (2092.512839 sec): 3 clusters Score: Raw -88420.927385 + Penalty 2372.653665 = -86048.273720 nChanged 22 SP:Iteration 28Q (2092.520291 sec): 3 clusters Score: Raw -88467.549602 + Penalty 2372.653665 = -86094.895937 nChanged 14 SP:Iteration 29Q (2092.527688 sec): 3 clusters Score: Raw -88478.050478 + Penalty 2372.653665 = -86105.396813 nChanged 9 SP:Iteration 30Q (2092.539431 sec): 3 clusters Score: Raw -88482.770254 + Penalty 2372.653665 = -86110.116589 nChanged 5 SP:Iteration 31Q (2092.546860 sec): 3 clusters Score: Raw -88484.309325 + Penalty 2372.653665 = -86111.655661 nChanged 2 SP:Iteration 32Q (2092.554243 sec): 3 clusters Score: Raw -88484.836314 + Penalty 2372.653665 = -86112.182649 nChanged 0 SP:Iteration 33F (2092.561950 sec): 3 clusters Score: Raw -88484.836314 + Penalty 2372.653665 = -86112.182649 nChanged 0 Score: Raw -49145183.186120 + Penalty 88911.006508 = -49056272.179611 Splitting cluster 24 changes total score from -49057060.059848 to -49056272.179611 So it's not getting split. Trying to split cluster 25 (16760 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2108.803809 sec): 2 clusters Score: Raw -1365152.791587 + Penalty 1580.596936 = -1363572.194651 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2108.844458 sec): 3 clusters Score: Raw -1355236.780841 + Penalty 3161.193872 = -1352075.586969 nChanged 7449 SP:Iteration 1F (2108.883471 sec): 3 clusters Score: Raw -1359316.373118 + Penalty 3161.193872 = -1356155.179246 nChanged 922 SP:Iteration 2F (2108.922773 sec): 3 clusters Score: Raw -1359726.728346 + Penalty 3161.193872 = -1356565.534475 nChanged 860 SP:Iteration 3F (2108.961846 sec): 3 clusters Score: Raw -1360156.033599 + Penalty 3161.193872 = -1356994.839727 nChanged 872 SP:Iteration 4F (2109.001056 sec): 3 clusters Score: Raw -1360685.396272 + Penalty 3161.193872 = -1357524.202401 nChanged 914 SP:Iteration 5F (2109.044319 sec): 3 clusters Score: Raw -1361332.560458 + Penalty 3161.193872 = -1358171.366587 nChanged 946 SP:Iteration 6F (2109.083214 sec): 3 clusters Score: Raw -1362035.540093 + Penalty 3161.193872 = -1358874.346222 nChanged 918 SP:Iteration 7F (2109.157209 sec): 3 clusters Score: Raw -1362680.925726 + Penalty 3161.193872 = -1359519.731855 nChanged 821 SP:Iteration 8Q (2109.195863 sec): 3 clusters Score: Raw -1363177.592265 + Penalty 3161.193872 = -1360016.398393 nChanged 697 SP:Iteration 9Q (2109.234666 sec): 3 clusters Score: Raw -1363565.467643 + Penalty 3161.193872 = -1360404.273771 nChanged 523 SP:Iteration 10Q (2109.272959 sec): 3 clusters Score: Raw -1363809.120706 + Penalty 3161.193872 = -1360647.926835 nChanged 427 SP:Iteration 11Q (2109.310967 sec): 3 clusters Score: Raw -1363983.086998 + Penalty 3161.193872 = -1360821.893127 nChanged 338 SP:Iteration 12Q (2109.348626 sec): 3 clusters Score: Raw -1364123.210944 + Penalty 3161.193872 = -1360962.017073 nChanged 304 SP:Iteration 13Q (2109.386109 sec): 3 clusters Score: Raw -1364256.559122 + Penalty 3161.193872 = -1361095.365250 nChanged 275 SP:Iteration 14Q (2109.423273 sec): 3 clusters Score: Raw -1364352.836440 + Penalty 3161.193872 = -1361191.642568 nChanged 243 SP:Iteration 15Q (2109.460496 sec): 3 clusters Score: Raw -1364434.353471 + Penalty 3161.193872 = -1361273.159600 nChanged 239 SP:Iteration 16Q (2109.497377 sec): 3 clusters Score: Raw -1364516.729868 + Penalty 3161.193872 = -1361355.535996 nChanged 199 SP:Iteration 17Q (2109.534263 sec): 3 clusters Score: Raw -1364578.489427 + Penalty 3161.193872 = -1361417.295555 nChanged 196 SP:Iteration 18Q (2109.570842 sec): 3 clusters Score: Raw -1364635.429486 + Penalty 3161.193872 = -1361474.235614 nChanged 157 SP:Iteration 19Q (2109.607353 sec): 3 clusters Score: Raw -1364671.512648 + Penalty 3161.193872 = -1361510.318776 nChanged 136 SP:Iteration 20F (2109.646295 sec): 3 clusters Score: Raw -1364703.493998 + Penalty 3161.193872 = -1361542.300127 nChanged 114 SP:Iteration 21Q (2109.682916 sec): 3 clusters Score: Raw -1364731.760975 + Penalty 3161.193872 = -1361570.567103 nChanged 112 SP:Iteration 22Q (2109.718990 sec): 3 clusters Score: Raw -1364756.191993 + Penalty 3161.193872 = -1361594.998122 nChanged 102 SP:Iteration 23Q (2109.755221 sec): 3 clusters Score: Raw -1364776.254191 + Penalty 3161.193872 = -1361615.060320 nChanged 92 SP:Iteration 24Q (2109.791291 sec): 3 clusters Score: Raw -1364794.044480 + Penalty 3161.193872 = -1361632.850608 nChanged 89 SP:Iteration 25Q (2109.827314 sec): 3 clusters Score: Raw -1364809.900213 + Penalty 3161.193872 = -1361648.706341 nChanged 72 SP:Iteration 26Q (2109.863144 sec): 3 clusters Score: Raw -1364821.400796 + Penalty 3161.193872 = -1361660.206924 nChanged 74 SP:Iteration 27Q (2109.899189 sec): 3 clusters Score: Raw -1364833.733816 + Penalty 3161.193872 = -1361672.539945 nChanged 59 SP:Iteration 28Q (2109.934854 sec): 3 clusters Score: Raw -1364844.235982 + Penalty 3161.193872 = -1361683.042111 nChanged 53 SP:Iteration 29Q (2109.970679 sec): 3 clusters Score: Raw -1364852.565225 + Penalty 3161.193872 = -1361691.371353 nChanged 49 SP:Iteration 30Q (2110.006414 sec): 3 clusters Score: Raw -1364860.958463 + Penalty 3161.193872 = -1361699.764592 nChanged 50 SP:Iteration 31Q (2110.042019 sec): 3 clusters Score: Raw -1364869.612094 + Penalty 3161.193872 = -1361708.418223 nChanged 54 SP:Iteration 32Q (2110.077627 sec): 3 clusters Score: Raw -1364882.147450 + Penalty 3161.193872 = -1361720.953578 nChanged 66 SP:Iteration 33Q (2110.113192 sec): 3 clusters Score: Raw -1364893.102799 + Penalty 3161.193872 = -1361731.908928 nChanged 59 SP:Iteration 34Q (2110.148670 sec): 3 clusters Score: Raw -1364902.212151 + Penalty 3161.193872 = -1361741.018279 nChanged 39 SP:Iteration 35Q (2110.183973 sec): 3 clusters Score: Raw -1364909.052302 + Penalty 3161.193872 = -1361747.858431 nChanged 46 SP:Iteration 36Q (2110.219220 sec): 3 clusters Score: Raw -1364916.958057 + Penalty 3161.193872 = -1361755.764185 nChanged 46 SP:Iteration 37Q (2110.254496 sec): 3 clusters Score: Raw -1364924.801011 + Penalty 3161.193872 = -1361763.607139 nChanged 41 SP:Iteration 38Q (2110.289819 sec): 3 clusters Score: Raw -1364931.004512 + Penalty 3161.193872 = -1361769.810640 nChanged 39 SP:Iteration 39Q (2110.325041 sec): 3 clusters Score: Raw -1364935.505066 + Penalty 3161.193872 = -1361774.311194 nChanged 26 SP:Iteration 40F (2110.364059 sec): 3 clusters Score: Raw -1364938.830502 + Penalty 3161.193872 = -1361777.636631 nChanged 38 SP:Iteration 41Q (2110.399261 sec): 3 clusters Score: Raw -1364945.397312 + Penalty 3161.193872 = -1361784.203441 nChanged 46 SP:Iteration 42Q (2110.434463 sec): 3 clusters Score: Raw -1364952.287741 + Penalty 3161.193872 = -1361791.093870 nChanged 45 SP:Iteration 43Q (2110.469485 sec): 3 clusters Score: Raw -1364960.565772 + Penalty 3161.193872 = -1361799.371900 nChanged 50 SP:Iteration 44Q (2110.504344 sec): 3 clusters Score: Raw -1364968.567324 + Penalty 3161.193872 = -1361807.373453 nChanged 41 SP:Iteration 45Q (2110.550927 sec): 3 clusters Score: Raw -1364975.500024 + Penalty 3161.193872 = -1361814.306153 nChanged 35 SP:Iteration 46Q (2110.622579 sec): 3 clusters Score: Raw -1364981.580382 + Penalty 3161.193872 = -1361820.386511 nChanged 37 SP:Iteration 47Q (2110.682154 sec): 3 clusters Score: Raw -1364987.930516 + Penalty 3161.193872 = -1361826.736644 nChanged 30 SP:Iteration 48Q (2110.748896 sec): 3 clusters Score: Raw -1364995.001997 + Penalty 3161.193872 = -1361833.808125 nChanged 35 SP:Iteration 49Q (2110.788953 sec): 3 clusters Score: Raw -1365000.312428 + Penalty 3161.193872 = -1361839.118557 nChanged 26 SP:Iteration 50Q (2110.823684 sec): 3 clusters Score: Raw -1365004.310725 + Penalty 3161.193872 = -1361843.116854 nChanged 35 SP:Iteration 51Q (2110.858590 sec): 3 clusters Score: Raw -1365010.837157 + Penalty 3161.193872 = -1361849.643285 nChanged 41 SP:Iteration 52Q (2110.893243 sec): 3 clusters Score: Raw -1365019.396535 + Penalty 3161.193872 = -1361858.202664 nChanged 36 SP:Iteration 53Q (2110.927849 sec): 3 clusters Score: Raw -1365026.065858 + Penalty 3161.193872 = -1361864.871987 nChanged 38 SP:Iteration 54Q (2110.962640 sec): 3 clusters Score: Raw -1365032.198210 + Penalty 3161.193872 = -1361871.004339 nChanged 40 SP:Iteration 55Q (2110.997110 sec): 3 clusters Score: Raw -1365038.496828 + Penalty 3161.193872 = -1361877.302957 nChanged 39 SP:Iteration 56Q (2111.031632 sec): 3 clusters Score: Raw -1365046.468513 + Penalty 3161.193872 = -1361885.274642 nChanged 40 SP:Iteration 57Q (2111.066045 sec): 3 clusters Score: Raw -1365052.896971 + Penalty 3161.193872 = -1361891.703100 nChanged 35 SP:Iteration 58Q (2111.100497 sec): 3 clusters Score: Raw -1365058.581425 + Penalty 3161.193872 = -1361897.387553 nChanged 33 SP:Iteration 59Q (2111.134810 sec): 3 clusters Score: Raw -1365064.666669 + Penalty 3161.193872 = -1361903.472798 nChanged 32 SP:Iteration 60F (2111.173823 sec): 3 clusters Score: Raw -1365070.754749 + Penalty 3161.193872 = -1361909.560878 nChanged 28 SP:Iteration 61Q (2111.208259 sec): 3 clusters Score: Raw -1365075.245674 + Penalty 3161.193872 = -1361914.051803 nChanged 30 SP:Iteration 62Q (2111.242574 sec): 3 clusters Score: Raw -1365079.741768 + Penalty 3161.193872 = -1361918.547896 nChanged 28 SP:Iteration 63Q (2111.276822 sec): 3 clusters Score: Raw -1365083.692665 + Penalty 3161.193872 = -1361922.498794 nChanged 23 SP:Iteration 64Q (2111.310933 sec): 3 clusters Score: Raw -1365086.897583 + Penalty 3161.193872 = -1361925.703711 nChanged 16 SP:Iteration 65Q (2111.345051 sec): 3 clusters Score: Raw -1365089.212196 + Penalty 3161.193872 = -1361928.018325 nChanged 13 SP:Iteration 66Q (2111.379330 sec): 3 clusters Score: Raw -1365091.550589 + Penalty 3161.193872 = -1361930.356717 nChanged 22 SP:Iteration 67Q (2111.413527 sec): 3 clusters Score: Raw -1365095.828401 + Penalty 3161.193872 = -1361934.634529 nChanged 22 SP:Iteration 68Q (2111.447669 sec): 3 clusters Score: Raw -1365099.976190 + Penalty 3161.193872 = -1361938.782318 nChanged 23 SP:Iteration 69Q (2111.481706 sec): 3 clusters Score: Raw -1365104.198068 + Penalty 3161.193872 = -1361943.004196 nChanged 27 SP:Iteration 70Q (2111.515802 sec): 3 clusters Score: Raw -1365109.925761 + Penalty 3161.193872 = -1361948.731889 nChanged 33 SP:Iteration 71Q (2111.549866 sec): 3 clusters Score: Raw -1365118.394509 + Penalty 3161.193872 = -1361957.200637 nChanged 35 SP:Iteration 72Q (2111.584053 sec): 3 clusters Score: Raw -1365125.146896 + Penalty 3161.193872 = -1361963.953024 nChanged 30 SP:Iteration 73Q (2111.618101 sec): 3 clusters Score: Raw -1365131.060606 + Penalty 3161.193872 = -1361969.866735 nChanged 27 SP:Iteration 74Q (2111.652182 sec): 3 clusters Score: Raw -1365135.900751 + Penalty 3161.193872 = -1361974.706880 nChanged 29 SP:Iteration 75Q (2111.686112 sec): 3 clusters Score: Raw -1365141.160127 + Penalty 3161.193872 = -1361979.966255 nChanged 31 SP:Iteration 76Q (2111.720159 sec): 3 clusters Score: Raw -1365147.058316 + Penalty 3161.193872 = -1361985.864445 nChanged 33 SP:Iteration 77Q (2111.754081 sec): 3 clusters Score: Raw -1365152.206007 + Penalty 3161.193872 = -1361991.012136 nChanged 26 SP:Iteration 78Q (2111.787877 sec): 3 clusters Score: Raw -1365156.370567 + Penalty 3161.193872 = -1361995.176696 nChanged 24 SP:Iteration 79Q (2111.821829 sec): 3 clusters Score: Raw -1365161.546033 + Penalty 3161.193872 = -1362000.352161 nChanged 21 SP:Iteration 80F (2111.860847 sec): 3 clusters Score: Raw -1365165.368293 + Penalty 3161.193872 = -1362004.174422 nChanged 21 SP:Iteration 81Q (2111.894761 sec): 3 clusters Score: Raw -1365169.429874 + Penalty 3161.193872 = -1362008.236002 nChanged 25 SP:Iteration 82Q (2111.928674 sec): 3 clusters Score: Raw -1365173.863735 + Penalty 3161.193872 = -1362012.669864 nChanged 26 SP:Iteration 83Q (2111.962397 sec): 3 clusters Score: Raw -1365178.719623 + Penalty 3161.193872 = -1362017.525751 nChanged 22 SP:Iteration 84Q (2111.996285 sec): 3 clusters Score: Raw -1365183.877214 + Penalty 3161.193872 = -1362022.683342 nChanged 19 SP:Iteration 85Q (2112.029927 sec): 3 clusters Score: Raw -1365187.243312 + Penalty 3161.193872 = -1362026.049441 nChanged 16 SP:Iteration 86Q (2112.063605 sec): 3 clusters Score: Raw -1365190.015886 + Penalty 3161.193872 = -1362028.822014 nChanged 12 SP:Iteration 87Q (2112.097265 sec): 3 clusters Score: Raw -1365192.003488 + Penalty 3161.193872 = -1362030.809617 nChanged 8 SP:Iteration 88Q (2112.130843 sec): 3 clusters Score: Raw -1365193.224408 + Penalty 3161.193872 = -1362032.030536 nChanged 10 SP:Iteration 89Q (2112.164510 sec): 3 clusters Score: Raw -1365194.778304 + Penalty 3161.193872 = -1362033.584432 nChanged 16 SP:Iteration 90Q (2112.198305 sec): 3 clusters Score: Raw -1365197.206660 + Penalty 3161.193872 = -1362036.012788 nChanged 11 SP:Iteration 91Q (2112.232105 sec): 3 clusters Score: Raw -1365199.082421 + Penalty 3161.193872 = -1362037.888549 nChanged 19 SP:Iteration 92Q (2112.265721 sec): 3 clusters Score: Raw -1365202.535412 + Penalty 3161.193872 = -1362041.341540 nChanged 13 SP:Iteration 93Q (2112.299371 sec): 3 clusters Score: Raw -1365205.551770 + Penalty 3161.193872 = -1362044.357899 nChanged 21 SP:Iteration 94Q (2112.332919 sec): 3 clusters Score: Raw -1365209.763260 + Penalty 3161.193872 = -1362048.569389 nChanged 25 SP:Iteration 95Q (2112.366485 sec): 3 clusters Score: Raw -1365214.543596 + Penalty 3161.193872 = -1362053.349724 nChanged 22 SP:Iteration 96Q (2112.400302 sec): 3 clusters Score: Raw -1365219.841246 + Penalty 3161.193872 = -1362058.647375 nChanged 28 SP:Iteration 97Q (2112.433767 sec): 3 clusters Score: Raw -1365228.351600 + Penalty 3161.193872 = -1362067.157729 nChanged 31 SP:Iteration 98Q (2112.468773 sec): 3 clusters Score: Raw -1365238.142316 + Penalty 3161.193872 = -1362076.948445 nChanged 36 SP:Iteration 99Q (2112.502217 sec): 3 clusters Score: Raw -1365249.356361 + Penalty 3161.193872 = -1362088.162489 nChanged 45 SP:Iteration 100F (2112.541592 sec): 3 clusters Score: Raw -1365263.377729 + Penalty 3161.193872 = -1362102.183857 nChanged 40 SP:Iteration 101Q (2112.575278 sec): 3 clusters Score: Raw -1365275.894553 + Penalty 3161.193872 = -1362114.700681 nChanged 31 SP:Iteration 102Q (2112.608503 sec): 3 clusters Score: Raw -1365285.341997 + Penalty 3161.193872 = -1362124.148125 nChanged 30 SP:Iteration 103Q (2112.641844 sec): 3 clusters Score: Raw -1365294.737391 + Penalty 3161.193872 = -1362133.543519 nChanged 32 SP:Iteration 104Q (2112.675014 sec): 3 clusters Score: Raw -1365304.558744 + Penalty 3161.193872 = -1362143.364872 nChanged 33 SP:Iteration 105Q (2112.708162 sec): 3 clusters Score: Raw -1365314.670115 + Penalty 3161.193872 = -1362153.476244 nChanged 26 SP:Iteration 106Q (2112.741351 sec): 3 clusters Score: Raw -1365321.333636 + Penalty 3161.193872 = -1362160.139765 nChanged 22 SP:Iteration 107Q (2112.774425 sec): 3 clusters Score: Raw -1365326.129853 + Penalty 3161.193872 = -1362164.935982 nChanged 20 SP:Iteration 108Q (2112.807728 sec): 3 clusters Score: Raw -1365331.138123 + Penalty 3161.193872 = -1362169.944252 nChanged 20 SP:Iteration 109Q (2112.840821 sec): 3 clusters Score: Raw -1365335.702629 + Penalty 3161.193872 = -1362174.508758 nChanged 19 SP:Iteration 110Q (2112.874796 sec): 3 clusters Score: Raw -1365339.558435 + Penalty 3161.193872 = -1362178.364563 nChanged 17 SP:Iteration 111Q (2112.912265 sec): 3 clusters Score: Raw -1365342.509515 + Penalty 3161.193872 = -1362181.315643 nChanged 15 SP:Iteration 112Q (2112.945256 sec): 3 clusters Score: Raw -1365346.839642 + Penalty 3161.193872 = -1362185.645770 nChanged 20 SP:Iteration 113Q (2112.978091 sec): 3 clusters Score: Raw -1365352.270274 + Penalty 3161.193872 = -1362191.076402 nChanged 19 SP:Iteration 114Q (2113.010986 sec): 3 clusters Score: Raw -1365357.138530 + Penalty 3161.193872 = -1362195.944658 nChanged 16 SP:Iteration 115Q (2113.043925 sec): 3 clusters Score: Raw -1365363.127552 + Penalty 3161.193872 = -1362201.933681 nChanged 17 SP:Iteration 116Q (2113.076920 sec): 3 clusters Score: Raw -1365370.635944 + Penalty 3161.193872 = -1362209.442073 nChanged 19 SP:Iteration 117Q (2113.109877 sec): 3 clusters Score: Raw -1365375.206985 + Penalty 3161.193872 = -1362214.013114 nChanged 13 SP:Iteration 118Q (2113.142772 sec): 3 clusters Score: Raw -1365378.080890 + Penalty 3161.193872 = -1362216.887019 nChanged 14 SP:Iteration 119Q (2113.175568 sec): 3 clusters Score: Raw -1365381.562286 + Penalty 3161.193872 = -1362220.368415 nChanged 13 SP:Iteration 120F (2113.214588 sec): 3 clusters Score: Raw -1365384.531496 + Penalty 3161.193872 = -1362223.337625 nChanged 2 SP:Iteration 121Q (2113.247729 sec): 3 clusters Score: Raw -1365384.993892 + Penalty 3161.193872 = -1362223.800021 nChanged 7 SP:Iteration 122Q (2113.280637 sec): 3 clusters Score: Raw -1365386.606431 + Penalty 3161.193872 = -1362225.412559 nChanged 6 SP:Iteration 123Q (2113.313486 sec): 3 clusters Score: Raw -1365388.417973 + Penalty 3161.193872 = -1362227.224101 nChanged 8 SP:Iteration 124Q (2113.346390 sec): 3 clusters Score: Raw -1365390.153686 + Penalty 3161.193872 = -1362228.959814 nChanged 6 SP:Iteration 125Q (2113.379298 sec): 3 clusters Score: Raw -1365391.284839 + Penalty 3161.193872 = -1362230.090968 nChanged 6 SP:Iteration 126Q (2113.412207 sec): 3 clusters Score: Raw -1365392.477164 + Penalty 3161.193872 = -1362231.283292 nChanged 10 SP:Iteration 127Q (2113.444952 sec): 3 clusters Score: Raw -1365394.646498 + Penalty 3161.193872 = -1362233.452626 nChanged 10 SP:Iteration 128Q (2113.477754 sec): 3 clusters Score: Raw -1365397.080444 + Penalty 3161.193872 = -1362235.886572 nChanged 12 SP:Iteration 129Q (2113.510629 sec): 3 clusters Score: Raw -1365400.831393 + Penalty 3161.193872 = -1362239.637521 nChanged 15 SP:Iteration 130Q (2113.548607 sec): 3 clusters Score: Raw -1365405.429548 + Penalty 3161.193872 = -1362244.235677 nChanged 14 SP:Iteration 131Q (2113.581566 sec): 3 clusters Score: Raw -1365409.877192 + Penalty 3161.193872 = -1362248.683320 nChanged 8 SP:Iteration 132Q (2113.614424 sec): 3 clusters Score: Raw -1365411.710617 + Penalty 3161.193872 = -1362250.516745 nChanged 8 SP:Iteration 133Q (2113.647215 sec): 3 clusters Score: Raw -1365413.329898 + Penalty 3161.193872 = -1362252.136026 nChanged 6 SP:Iteration 134Q (2113.679954 sec): 3 clusters Score: Raw -1365415.890792 + Penalty 3161.193872 = -1362254.696920 nChanged 7 SP:Iteration 135Q (2113.712791 sec): 3 clusters Score: Raw -1365418.305702 + Penalty 3161.193872 = -1362257.111830 nChanged 9 SP:Iteration 136Q (2113.781499 sec): 3 clusters Score: Raw -1365421.975310 + Penalty 3161.193872 = -1362260.781438 nChanged 10 SP:Iteration 137Q (2113.853250 sec): 3 clusters Score: Raw -1365424.927250 + Penalty 3161.193872 = -1362263.733378 nChanged 6 SP:Iteration 138Q (2113.875968 sec): 3 clusters Score: Raw -1365426.662596 + Penalty 3161.193872 = -1362265.468725 nChanged 4 SP:Iteration 139Q (2113.908793 sec): 3 clusters Score: Raw -1365427.848884 + Penalty 3161.193872 = -1362266.655013 nChanged 5 SP:Iteration 140F (2113.947863 sec): 3 clusters Score: Raw -1365429.205872 + Penalty 3161.193872 = -1362268.012001 nChanged 7 SP:Iteration 141Q (2113.980799 sec): 3 clusters Score: Raw -1365431.019045 + Penalty 3161.193872 = -1362269.825174 nChanged 4 SP:Iteration 142Q (2114.013559 sec): 3 clusters Score: Raw -1365432.607034 + Penalty 3161.193872 = -1362271.413163 nChanged 7 SP:Iteration 143Q (2114.046344 sec): 3 clusters Score: Raw -1365434.847716 + Penalty 3161.193872 = -1362273.653844 nChanged 11 SP:Iteration 144Q (2114.079145 sec): 3 clusters Score: Raw -1365437.506179 + Penalty 3161.193872 = -1362276.312307 nChanged 3 SP:Iteration 145Q (2114.111937 sec): 3 clusters Score: Raw -1365438.177736 + Penalty 3161.193872 = -1362276.983864 nChanged 1 SP:Iteration 146Q (2114.144684 sec): 3 clusters Score: Raw -1365438.309606 + Penalty 3161.193872 = -1362277.115734 nChanged 0 SP:Iteration 147F (2114.183833 sec): 3 clusters Score: Raw -1365438.309606 + Penalty 3161.193872 = -1362277.115734 nChanged 0 Trying to split cluster 26 (9457 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2114.206263 sec): 2 clusters Score: Raw -768030.468712 + Penalty 1487.607954 = -766542.860758 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2114.234988 sec): 3 clusters Score: Raw -762766.716856 + Penalty 2975.215908 = -759791.500948 nChanged 4110 SP:Iteration 1F (2114.262947 sec): 3 clusters Score: Raw -765032.039683 + Penalty 2975.215908 = -762056.823775 nChanged 604 SP:Iteration 2F (2114.290786 sec): 3 clusters Score: Raw -765333.931320 + Penalty 2975.215908 = -762358.715412 nChanged 514 SP:Iteration 3F (2114.318653 sec): 3 clusters Score: Raw -765600.140854 + Penalty 2975.215908 = -762624.924946 nChanged 501 SP:Iteration 4F (2114.346523 sec): 3 clusters Score: Raw -765852.250289 + Penalty 2975.215908 = -762877.034381 nChanged 448 SP:Iteration 5Q (2114.374347 sec): 3 clusters Score: Raw -766095.302226 + Penalty 2975.215908 = -763120.086318 nChanged 462 SP:Iteration 6Q (2114.402623 sec): 3 clusters Score: Raw -766350.736085 + Penalty 2975.215908 = -763375.520177 nChanged 451 SP:Iteration 7Q (2114.431006 sec): 3 clusters Score: Raw -766612.228627 + Penalty 2975.215908 = -763637.012718 nChanged 448 SP:Iteration 8Q (2114.481230 sec): 3 clusters Score: Raw -766934.076857 + Penalty 2975.215908 = -763958.860949 nChanged 446 SP:Iteration 9Q (2114.510292 sec): 3 clusters Score: Raw -767265.269315 + Penalty 2975.215908 = -764290.053406 nChanged 409 SP:Iteration 10Q (2114.538861 sec): 3 clusters Score: Raw -767580.311234 + Penalty 2975.215908 = -764605.095326 nChanged 380 SP:Iteration 11Q (2114.570184 sec): 3 clusters Score: Raw -767907.741636 + Penalty 2975.215908 = -764932.525727 nChanged 287 SP:Iteration 12Q (2114.597673 sec): 3 clusters Score: Raw -768138.062873 + Penalty 2975.215908 = -765162.846965 nChanged 210 SP:Iteration 13Q (2114.624842 sec): 3 clusters Score: Raw -768290.155929 + Penalty 2975.215908 = -765314.940021 nChanged 150 SP:Iteration 14Q (2114.651609 sec): 3 clusters Score: Raw -768377.438634 + Penalty 2975.215908 = -765402.222726 nChanged 125 SP:Iteration 15Q (2114.682678 sec): 3 clusters Score: Raw -768444.284185 + Penalty 2975.215908 = -765469.068277 nChanged 110 SP:Iteration 16Q (2114.709235 sec): 3 clusters Score: Raw -768500.553809 + Penalty 2975.215908 = -765525.337901 nChanged 101 SP:Iteration 17Q (2114.735600 sec): 3 clusters Score: Raw -768542.785369 + Penalty 2975.215908 = -765567.569461 nChanged 85 SP:Iteration 18Q (2114.761941 sec): 3 clusters Score: Raw -768581.867086 + Penalty 2975.215908 = -765606.651177 nChanged 75 SP:Iteration 19Q (2114.792239 sec): 3 clusters Score: Raw -768614.144164 + Penalty 2975.215908 = -765638.928256 nChanged 66 SP:Iteration 20F (2114.820145 sec): 3 clusters Score: Raw -768639.892506 + Penalty 2975.215908 = -765664.676598 nChanged 54 SP:Iteration 21Q (2114.846408 sec): 3 clusters Score: Raw -768658.899391 + Penalty 2975.215908 = -765683.683482 nChanged 48 SP:Iteration 22Q (2114.872362 sec): 3 clusters Score: Raw -768675.660343 + Penalty 2975.215908 = -765700.444435 nChanged 41 SP:Iteration 23Q (2114.898285 sec): 3 clusters Score: Raw -768688.089183 + Penalty 2975.215908 = -765712.873274 nChanged 29 SP:Iteration 24Q (2114.925038 sec): 3 clusters Score: Raw -768697.557991 + Penalty 2975.215908 = -765722.342083 nChanged 33 SP:Iteration 25Q (2114.950745 sec): 3 clusters Score: Raw -768707.306994 + Penalty 2975.215908 = -765732.091086 nChanged 32 SP:Iteration 26Q (2114.976525 sec): 3 clusters Score: Raw -768715.800527 + Penalty 2975.215908 = -765740.584619 nChanged 27 SP:Iteration 27Q (2115.002331 sec): 3 clusters Score: Raw -768722.359049 + Penalty 2975.215908 = -765747.143141 nChanged 26 SP:Iteration 28Q (2115.028206 sec): 3 clusters Score: Raw -768728.714834 + Penalty 2975.215908 = -765753.498926 nChanged 24 SP:Iteration 29Q (2115.053845 sec): 3 clusters Score: Raw -768733.958166 + Penalty 2975.215908 = -765758.742258 nChanged 17 SP:Iteration 30Q (2115.079533 sec): 3 clusters Score: Raw -768737.488031 + Penalty 2975.215908 = -765762.272122 nChanged 17 SP:Iteration 31Q (2115.108035 sec): 3 clusters Score: Raw -768742.045039 + Penalty 2975.215908 = -765766.829131 nChanged 18 SP:Iteration 32Q (2115.133779 sec): 3 clusters Score: Raw -768745.796211 + Penalty 2975.215908 = -765770.580303 nChanged 13 SP:Iteration 33Q (2115.159627 sec): 3 clusters Score: Raw -768750.237584 + Penalty 2975.215908 = -765775.021676 nChanged 16 SP:Iteration 34Q (2115.185331 sec): 3 clusters Score: Raw -768754.344354 + Penalty 2975.215908 = -765779.128446 nChanged 14 SP:Iteration 35Q (2115.217036 sec): 3 clusters Score: Raw -768757.145087 + Penalty 2975.215908 = -765781.929179 nChanged 16 SP:Iteration 36Q (2115.242624 sec): 3 clusters Score: Raw -768760.273485 + Penalty 2975.215908 = -765785.057577 nChanged 9 SP:Iteration 37Q (2115.268256 sec): 3 clusters Score: Raw -768761.979223 + Penalty 2975.215908 = -765786.763315 nChanged 9 SP:Iteration 38Q (2115.294047 sec): 3 clusters Score: Raw -768763.618687 + Penalty 2975.215908 = -765788.402778 nChanged 9 SP:Iteration 39Q (2115.319637 sec): 3 clusters Score: Raw -768765.739319 + Penalty 2975.215908 = -765790.523410 nChanged 8 SP:Iteration 40F (2115.347539 sec): 3 clusters Score: Raw -768767.172038 + Penalty 2975.215908 = -765791.956130 nChanged 6 SP:Iteration 41Q (2115.373391 sec): 3 clusters Score: Raw -768768.436626 + Penalty 2975.215908 = -765793.220718 nChanged 6 SP:Iteration 42Q (2115.399210 sec): 3 clusters Score: Raw -768770.605055 + Penalty 2975.215908 = -765795.389147 nChanged 8 SP:Iteration 43Q (2115.424838 sec): 3 clusters Score: Raw -768773.026618 + Penalty 2975.215908 = -765797.810709 nChanged 10 SP:Iteration 44Q (2115.450626 sec): 3 clusters Score: Raw -768775.821691 + Penalty 2975.215908 = -765800.605783 nChanged 4 SP:Iteration 45Q (2115.482994 sec): 3 clusters Score: Raw -768776.515847 + Penalty 2975.215908 = -765801.299939 nChanged 5 SP:Iteration 46Q (2115.508352 sec): 3 clusters Score: Raw -768777.938801 + Penalty 2975.215908 = -765802.722893 nChanged 8 SP:Iteration 47Q (2115.533861 sec): 3 clusters Score: Raw -768780.299342 + Penalty 2975.215908 = -765805.083434 nChanged 12 SP:Iteration 48Q (2115.559506 sec): 3 clusters Score: Raw -768783.233660 + Penalty 2975.215908 = -765808.017752 nChanged 12 SP:Iteration 49Q (2115.585159 sec): 3 clusters Score: Raw -768785.373962 + Penalty 2975.215908 = -765810.158054 nChanged 9 SP:Iteration 50Q (2115.610707 sec): 3 clusters Score: Raw -768787.523416 + Penalty 2975.215908 = -765812.307508 nChanged 10 SP:Iteration 51Q (2115.636327 sec): 3 clusters Score: Raw -768789.910036 + Penalty 2975.215908 = -765814.694127 nChanged 7 SP:Iteration 52Q (2115.662012 sec): 3 clusters Score: Raw -768791.687066 + Penalty 2975.215908 = -765816.471158 nChanged 6 SP:Iteration 53Q (2115.687482 sec): 3 clusters Score: Raw -768793.414626 + Penalty 2975.215908 = -765818.198717 nChanged 4 SP:Iteration 54Q (2115.712975 sec): 3 clusters Score: Raw -768794.374125 + Penalty 2975.215908 = -765819.158216 nChanged 3 SP:Iteration 55Q (2115.738768 sec): 3 clusters Score: Raw -768794.672906 + Penalty 2975.215908 = -765819.456998 nChanged 3 SP:Iteration 56Q (2115.764341 sec): 3 clusters Score: Raw -768794.958471 + Penalty 2975.215908 = -765819.742562 nChanged 3 SP:Iteration 57Q (2115.790807 sec): 3 clusters Score: Raw -768795.456861 + Penalty 2975.215908 = -765820.240952 nChanged 2 SP:Iteration 58Q (2115.816396 sec): 3 clusters Score: Raw -768796.297598 + Penalty 2975.215908 = -765821.081690 nChanged 3 SP:Iteration 59Q (2115.841953 sec): 3 clusters Score: Raw -768796.598284 + Penalty 2975.215908 = -765821.382376 nChanged 0 SP:Iteration 60F (2115.870005 sec): 3 clusters Score: Raw -768796.598284 + Penalty 2975.215908 = -765821.382376 nChanged 0 Trying to split cluster 27 (10942 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2115.896256 sec): 2 clusters Score: Raw -903315.207317 + Penalty 1511.309130 = -901803.898187 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2115.927515 sec): 3 clusters Score: Raw -897106.654859 + Penalty 3022.618259 = -894084.036600 nChanged 4747 SP:Iteration 1F (2115.957850 sec): 3 clusters Score: Raw -899584.637956 + Penalty 3022.618259 = -896562.019697 nChanged 714 SP:Iteration 2F (2115.988067 sec): 3 clusters Score: Raw -899956.682796 + Penalty 3022.618259 = -896934.064537 nChanged 683 SP:Iteration 3F (2116.018307 sec): 3 clusters Score: Raw -900308.836999 + Penalty 3022.618259 = -897286.218739 nChanged 641 SP:Iteration 4F (2116.048447 sec): 3 clusters Score: Raw -900660.791214 + Penalty 3022.618259 = -897638.172954 nChanged 582 SP:Iteration 5F (2116.078804 sec): 3 clusters Score: Raw -901019.731026 + Penalty 3022.618259 = -897997.112767 nChanged 588 SP:Iteration 6F (2116.108914 sec): 3 clusters Score: Raw -901397.363305 + Penalty 3022.618259 = -898374.745046 nChanged 536 SP:Iteration 7Q (2116.139198 sec): 3 clusters Score: Raw -901761.486253 + Penalty 3022.618259 = -898738.867994 nChanged 527 SP:Iteration 8Q (2116.169536 sec): 3 clusters Score: Raw -902079.851683 + Penalty 3022.618259 = -899057.233423 nChanged 451 SP:Iteration 9Q (2116.199732 sec): 3 clusters Score: Raw -902324.490330 + Penalty 3022.618259 = -899301.872071 nChanged 395 SP:Iteration 10Q (2116.229869 sec): 3 clusters Score: Raw -902519.876317 + Penalty 3022.618259 = -899497.258058 nChanged 324 SP:Iteration 11Q (2116.259891 sec): 3 clusters Score: Raw -902658.636453 + Penalty 3022.618259 = -899636.018193 nChanged 270 SP:Iteration 12Q (2116.290000 sec): 3 clusters Score: Raw -902777.633900 + Penalty 3022.618259 = -899755.015641 nChanged 234 SP:Iteration 13Q (2116.319893 sec): 3 clusters Score: Raw -902886.855115 + Penalty 3022.618259 = -899864.236855 nChanged 195 SP:Iteration 14Q (2116.349874 sec): 3 clusters Score: Raw -902983.754175 + Penalty 3022.618259 = -899961.135915 nChanged 172 SP:Iteration 15Q (2116.379699 sec): 3 clusters Score: Raw -903072.782584 + Penalty 3022.618259 = -900050.164325 nChanged 161 SP:Iteration 16Q (2116.409445 sec): 3 clusters Score: Raw -903160.174559 + Penalty 3022.618259 = -900137.556299 nChanged 141 SP:Iteration 17Q (2116.439046 sec): 3 clusters Score: Raw -903222.552472 + Penalty 3022.618259 = -900199.934213 nChanged 128 SP:Iteration 18Q (2116.485642 sec): 3 clusters Score: Raw -903281.251386 + Penalty 3022.618259 = -900258.633127 nChanged 114 SP:Iteration 19Q (2116.516511 sec): 3 clusters Score: Raw -903321.420743 + Penalty 3022.618259 = -900298.802484 nChanged 97 SP:Iteration 20F (2116.554311 sec): 3 clusters Score: Raw -903353.259607 + Penalty 3022.618259 = -900330.641348 nChanged 88 SP:Iteration 21Q (2116.585751 sec): 3 clusters Score: Raw -903379.186220 + Penalty 3022.618259 = -900356.567961 nChanged 85 SP:Iteration 22Q (2116.615166 sec): 3 clusters Score: Raw -903405.363782 + Penalty 3022.618259 = -900382.745522 nChanged 90 SP:Iteration 23Q (2116.651500 sec): 3 clusters Score: Raw -903432.920007 + Penalty 3022.618259 = -900410.301748 nChanged 93 SP:Iteration 24Q (2116.680827 sec): 3 clusters Score: Raw -903460.979019 + Penalty 3022.618259 = -900438.360760 nChanged 78 SP:Iteration 25Q (2116.709940 sec): 3 clusters Score: Raw -903482.644022 + Penalty 3022.618259 = -900460.025762 nChanged 64 SP:Iteration 26Q (2116.739057 sec): 3 clusters Score: Raw -903498.374884 + Penalty 3022.618259 = -900475.756625 nChanged 66 SP:Iteration 27Q (2116.768174 sec): 3 clusters Score: Raw -903514.979147 + Penalty 3022.618259 = -900492.360888 nChanged 64 SP:Iteration 28Q (2116.797514 sec): 3 clusters Score: Raw -903533.181062 + Penalty 3022.618259 = -900510.562803 nChanged 73 SP:Iteration 29Q (2116.836598 sec): 3 clusters Score: Raw -903555.681170 + Penalty 3022.618259 = -900533.062911 nChanged 76 SP:Iteration 30Q (2116.865480 sec): 3 clusters Score: Raw -903579.573122 + Penalty 3022.618259 = -900556.954863 nChanged 61 SP:Iteration 31Q (2116.894281 sec): 3 clusters Score: Raw -903598.647864 + Penalty 3022.618259 = -900576.029605 nChanged 68 SP:Iteration 32Q (2116.922737 sec): 3 clusters Score: Raw -903618.745054 + Penalty 3022.618259 = -900596.126795 nChanged 62 SP:Iteration 33Q (2116.951264 sec): 3 clusters Score: Raw -903636.549170 + Penalty 3022.618259 = -900613.930911 nChanged 55 SP:Iteration 34Q (2116.979556 sec): 3 clusters Score: Raw -903652.152096 + Penalty 3022.618259 = -900629.533837 nChanged 50 SP:Iteration 35Q (2117.007785 sec): 3 clusters Score: Raw -903664.485940 + Penalty 3022.618259 = -900641.867681 nChanged 36 SP:Iteration 36Q (2117.036087 sec): 3 clusters Score: Raw -903675.599372 + Penalty 3022.618259 = -900652.981113 nChanged 49 SP:Iteration 37Q (2117.064215 sec): 3 clusters Score: Raw -903691.476149 + Penalty 3022.618259 = -900668.857890 nChanged 44 SP:Iteration 38Q (2117.092111 sec): 3 clusters Score: Raw -903704.109959 + Penalty 3022.618259 = -900681.491700 nChanged 42 SP:Iteration 39Q (2117.119946 sec): 3 clusters Score: Raw -903713.550094 + Penalty 3022.618259 = -900690.931835 nChanged 29 SP:Iteration 40F (2117.150138 sec): 3 clusters Score: Raw -903717.995246 + Penalty 3022.618259 = -900695.376987 nChanged 18 SP:Iteration 41Q (2117.178157 sec): 3 clusters Score: Raw -903721.134969 + Penalty 3022.618259 = -900698.516710 nChanged 20 SP:Iteration 42Q (2117.206034 sec): 3 clusters Score: Raw -903724.652893 + Penalty 3022.618259 = -900702.034634 nChanged 10 SP:Iteration 43Q (2117.234092 sec): 3 clusters Score: Raw -903726.527028 + Penalty 3022.618259 = -900703.908769 nChanged 16 SP:Iteration 44Q (2117.261916 sec): 3 clusters Score: Raw -903729.081698 + Penalty 3022.618259 = -900706.463439 nChanged 14 SP:Iteration 45Q (2117.289660 sec): 3 clusters Score: Raw -903732.333676 + Penalty 3022.618259 = -900709.715417 nChanged 17 SP:Iteration 46Q (2117.317613 sec): 3 clusters Score: Raw -903734.925941 + Penalty 3022.618259 = -900712.307681 nChanged 14 SP:Iteration 47Q (2117.345431 sec): 3 clusters Score: Raw -903737.811564 + Penalty 3022.618259 = -900715.193305 nChanged 20 SP:Iteration 48Q (2117.373066 sec): 3 clusters Score: Raw -903741.486220 + Penalty 3022.618259 = -900718.867961 nChanged 15 SP:Iteration 49Q (2117.400854 sec): 3 clusters Score: Raw -903744.157276 + Penalty 3022.618259 = -900721.539017 nChanged 8 SP:Iteration 50Q (2117.429069 sec): 3 clusters Score: Raw -903745.683245 + Penalty 3022.618259 = -900723.064986 nChanged 10 SP:Iteration 51Q (2117.456711 sec): 3 clusters Score: Raw -903747.433998 + Penalty 3022.618259 = -900724.815739 nChanged 9 SP:Iteration 52Q (2117.484288 sec): 3 clusters Score: Raw -903749.588029 + Penalty 3022.618259 = -900726.969770 nChanged 11 SP:Iteration 53Q (2117.512114 sec): 3 clusters Score: Raw -903752.602675 + Penalty 3022.618259 = -900729.984416 nChanged 11 SP:Iteration 54Q (2117.539726 sec): 3 clusters Score: Raw -903754.371611 + Penalty 3022.618259 = -900731.753352 nChanged 13 SP:Iteration 55Q (2117.567485 sec): 3 clusters Score: Raw -903757.376109 + Penalty 3022.618259 = -900734.757850 nChanged 12 SP:Iteration 56Q (2117.595286 sec): 3 clusters Score: Raw -903758.891454 + Penalty 3022.618259 = -900736.273194 nChanged 12 SP:Iteration 57Q (2117.625823 sec): 3 clusters Score: Raw -903760.593038 + Penalty 3022.618259 = -900737.974779 nChanged 15 SP:Iteration 58Q (2117.653342 sec): 3 clusters Score: Raw -903763.525669 + Penalty 3022.618259 = -900740.907410 nChanged 17 SP:Iteration 59Q (2117.685593 sec): 3 clusters Score: Raw -903767.853367 + Penalty 3022.618259 = -900745.235108 nChanged 14 SP:Iteration 60F (2117.738349 sec): 3 clusters Score: Raw -903770.745012 + Penalty 3022.618259 = -900748.126752 nChanged 15 SP:Iteration 61Q (2117.766176 sec): 3 clusters Score: Raw -903773.532113 + Penalty 3022.618259 = -900750.913853 nChanged 22 SP:Iteration 62Q (2117.823483 sec): 3 clusters Score: Raw -903777.700030 + Penalty 3022.618259 = -900755.081770 nChanged 15 SP:Iteration 63Q (2117.880035 sec): 3 clusters Score: Raw -903781.244551 + Penalty 3022.618259 = -900758.626292 nChanged 19 SP:Iteration 64Q (2117.907841 sec): 3 clusters Score: Raw -903786.065630 + Penalty 3022.618259 = -900763.447370 nChanged 22 SP:Iteration 65Q (2117.938242 sec): 3 clusters Score: Raw -903790.725815 + Penalty 3022.618259 = -900768.107556 nChanged 17 SP:Iteration 66Q (2117.981201 sec): 3 clusters Score: Raw -903794.441275 + Penalty 3022.618259 = -900771.823015 nChanged 14 SP:Iteration 67Q (2118.008421 sec): 3 clusters Score: Raw -903797.425862 + Penalty 3022.618259 = -900774.807602 nChanged 14 SP:Iteration 68Q (2118.035809 sec): 3 clusters Score: Raw -903800.406332 + Penalty 3022.618259 = -900777.788073 nChanged 14 SP:Iteration 69Q (2118.063061 sec): 3 clusters Score: Raw -903802.909278 + Penalty 3022.618259 = -900780.291019 nChanged 9 SP:Iteration 70Q (2118.090484 sec): 3 clusters Score: Raw -903804.905280 + Penalty 3022.618259 = -900782.287021 nChanged 11 SP:Iteration 71Q (2118.117701 sec): 3 clusters Score: Raw -903807.163797 + Penalty 3022.618259 = -900784.545538 nChanged 8 SP:Iteration 72Q (2118.145110 sec): 3 clusters Score: Raw -903808.843266 + Penalty 3022.618259 = -900786.225007 nChanged 4 SP:Iteration 73Q (2118.172432 sec): 3 clusters Score: Raw -903809.703310 + Penalty 3022.618259 = -900787.085051 nChanged 3 SP:Iteration 74Q (2118.200034 sec): 3 clusters Score: Raw -903810.097070 + Penalty 3022.618259 = -900787.478811 nChanged 3 SP:Iteration 75Q (2118.227259 sec): 3 clusters Score: Raw -903810.580751 + Penalty 3022.618259 = -900787.962492 nChanged 4 SP:Iteration 76Q (2118.254595 sec): 3 clusters Score: Raw -903811.127286 + Penalty 3022.618259 = -900788.509027 nChanged 1 SP:Iteration 77Q (2118.281655 sec): 3 clusters Score: Raw -903811.240396 + Penalty 3022.618259 = -900788.622136 nChanged 2 SP:Iteration 78Q (2118.308765 sec): 3 clusters Score: Raw -903811.673888 + Penalty 3022.618259 = -900789.055629 nChanged 2 SP:Iteration 79Q (2118.335999 sec): 3 clusters Score: Raw -903812.007530 + Penalty 3022.618259 = -900789.389270 nChanged 4 SP:Iteration 80F (2118.366190 sec): 3 clusters Score: Raw -903812.423454 + Penalty 3022.618259 = -900789.805195 nChanged 4 SP:Iteration 81Q (2118.393382 sec): 3 clusters Score: Raw -903812.847970 + Penalty 3022.618259 = -900790.229711 nChanged 2 SP:Iteration 82Q (2118.420677 sec): 3 clusters Score: Raw -903813.679315 + Penalty 3022.618259 = -900791.061056 nChanged 7 SP:Iteration 83Q (2118.447954 sec): 3 clusters Score: Raw -903815.633759 + Penalty 3022.618259 = -900793.015500 nChanged 7 SP:Iteration 84Q (2118.475221 sec): 3 clusters Score: Raw -903816.481088 + Penalty 3022.618259 = -900793.862828 nChanged 6 SP:Iteration 85Q (2118.502303 sec): 3 clusters Score: Raw -903817.358368 + Penalty 3022.618259 = -900794.740109 nChanged 8 SP:Iteration 86Q (2118.529394 sec): 3 clusters Score: Raw -903818.820201 + Penalty 3022.618259 = -900796.201941 nChanged 12 SP:Iteration 87Q (2118.556594 sec): 3 clusters Score: Raw -903820.479438 + Penalty 3022.618259 = -900797.861179 nChanged 8 SP:Iteration 88Q (2118.583548 sec): 3 clusters Score: Raw -903822.293708 + Penalty 3022.618259 = -900799.675448 nChanged 5 SP:Iteration 89Q (2118.610715 sec): 3 clusters Score: Raw -903822.977031 + Penalty 3022.618259 = -900800.358772 nChanged 5 SP:Iteration 90Q (2118.637884 sec): 3 clusters Score: Raw -903823.954148 + Penalty 3022.618259 = -900801.335888 nChanged 5 SP:Iteration 91Q (2118.664956 sec): 3 clusters Score: Raw -903824.752413 + Penalty 3022.618259 = -900802.134154 nChanged 2 SP:Iteration 92Q (2118.691893 sec): 3 clusters Score: Raw -903825.067364 + Penalty 3022.618259 = -900802.449105 nChanged 1 SP:Iteration 93Q (2118.718997 sec): 3 clusters Score: Raw -903825.168255 + Penalty 3022.618259 = -900802.549996 nChanged 1 SP:Iteration 94Q (2118.745995 sec): 3 clusters Score: Raw -903825.619725 + Penalty 3022.618259 = -900803.001466 nChanged 4 SP:Iteration 95Q (2118.773038 sec): 3 clusters Score: Raw -903826.368202 + Penalty 3022.618259 = -900803.749942 nChanged 2 SP:Iteration 96Q (2118.799985 sec): 3 clusters Score: Raw -903826.706083 + Penalty 3022.618259 = -900804.087824 nChanged 4 SP:Iteration 97Q (2118.826965 sec): 3 clusters Score: Raw -903827.219087 + Penalty 3022.618259 = -900804.600828 nChanged 2 SP:Iteration 98Q (2118.853906 sec): 3 clusters Score: Raw -903827.616732 + Penalty 3022.618259 = -900804.998472 nChanged 5 SP:Iteration 99Q (2118.881020 sec): 3 clusters Score: Raw -903828.211963 + Penalty 3022.618259 = -900805.593704 nChanged 3 SP:Iteration 100F (2118.911378 sec): 3 clusters Score: Raw -903828.537181 + Penalty 3022.618259 = -900805.918922 nChanged 4 SP:Iteration 101Q (2118.938515 sec): 3 clusters Score: Raw -903829.208904 + Penalty 3022.618259 = -900806.590645 nChanged 2 SP:Iteration 102Q (2118.965782 sec): 3 clusters Score: Raw -903829.504802 + Penalty 3022.618259 = -900806.886543 nChanged 2 SP:Iteration 103Q (2118.992855 sec): 3 clusters Score: Raw -903829.840980 + Penalty 3022.618259 = -900807.222721 nChanged 1 SP:Iteration 104Q (2119.019843 sec): 3 clusters Score: Raw -903830.044562 + Penalty 3022.618259 = -900807.426303 nChanged 3 SP:Iteration 105Q (2119.046835 sec): 3 clusters Score: Raw -903830.876878 + Penalty 3022.618259 = -900808.258619 nChanged 2 SP:Iteration 106Q (2119.109560 sec): 3 clusters Score: Raw -903831.344514 + Penalty 3022.618259 = -900808.726254 nChanged 3 SP:Iteration 107Q (2119.135947 sec): 3 clusters Score: Raw -903831.936916 + Penalty 3022.618259 = -900809.318657 nChanged 4 SP:Iteration 108Q (2119.174916 sec): 3 clusters Score: Raw -903832.692214 + Penalty 3022.618259 = -900810.073955 nChanged 7 SP:Iteration 109Q (2119.222915 sec): 3 clusters Score: Raw -903833.959057 + Penalty 3022.618259 = -900811.340798 nChanged 5 SP:Iteration 110Q (2119.249939 sec): 3 clusters Score: Raw -903834.653343 + Penalty 3022.618259 = -900812.035083 nChanged 4 SP:Iteration 111Q (2119.276839 sec): 3 clusters Score: Raw -903835.208207 + Penalty 3022.618259 = -900812.589948 nChanged 2 SP:Iteration 112Q (2119.303782 sec): 3 clusters Score: Raw -903835.503214 + Penalty 3022.618259 = -900812.884955 nChanged 2 SP:Iteration 113Q (2119.330957 sec): 3 clusters Score: Raw -903835.642869 + Penalty 3022.618259 = -900813.024610 nChanged 1 SP:Iteration 114Q (2119.358072 sec): 3 clusters Score: Raw -903835.802003 + Penalty 3022.618259 = -900813.183744 nChanged 1 SP:Iteration 115Q (2119.384914 sec): 3 clusters Score: Raw -903835.962080 + Penalty 3022.618259 = -900813.343820 nChanged 2 SP:Iteration 116Q (2119.412055 sec): 3 clusters Score: Raw -903836.360088 + Penalty 3022.618259 = -900813.741829 nChanged 3 SP:Iteration 117Q (2119.439007 sec): 3 clusters Score: Raw -903836.990079 + Penalty 3022.618259 = -900814.371820 nChanged 4 SP:Iteration 118Q (2119.465858 sec): 3 clusters Score: Raw -903837.347504 + Penalty 3022.618259 = -900814.729245 nChanged 1 SP:Iteration 119Q (2119.492828 sec): 3 clusters Score: Raw -903837.484575 + Penalty 3022.618259 = -900814.866316 nChanged 1 SP:Iteration 120F (2119.523097 sec): 3 clusters Score: Raw -903837.742766 + Penalty 3022.618259 = -900815.124507 nChanged 2 SP:Iteration 121Q (2119.550000 sec): 3 clusters Score: Raw -903838.001482 + Penalty 3022.618259 = -900815.383223 nChanged 0 SP:Iteration 122F (2119.580156 sec): 3 clusters Score: Raw -903838.001482 + Penalty 3022.618259 = -900815.383223 nChanged 0 Trying to split cluster 28 (4722 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2119.598187 sec): 2 clusters Score: Raw -331505.464032 + Penalty 1374.748004 = -330130.716028 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2119.619655 sec): 3 clusters Score: Raw -329128.091661 + Penalty 2749.496008 = -326378.595652 nChanged 1919 SP:Iteration 1F (2119.640599 sec): 3 clusters Score: Raw -330513.867570 + Penalty 2749.496008 = -327764.371561 nChanged 464 SP:Iteration 2F (2119.661637 sec): 3 clusters Score: Raw -330960.248142 + Penalty 2749.496008 = -328210.752133 nChanged 373 SP:Iteration 3F (2119.682456 sec): 3 clusters Score: Raw -331227.308832 + Penalty 2749.496008 = -328477.812824 nChanged 254 SP:Iteration 4F (2119.703282 sec): 3 clusters Score: Raw -331398.765001 + Penalty 2749.496008 = -328649.268993 nChanged 202 SP:Iteration 5Q (2119.723915 sec): 3 clusters Score: Raw -331527.076832 + Penalty 2749.496008 = -328777.580824 nChanged 138 SP:Iteration 6Q (2119.744584 sec): 3 clusters Score: Raw -331598.821061 + Penalty 2749.496008 = -328849.325053 nChanged 117 SP:Iteration 7Q (2119.765113 sec): 3 clusters Score: Raw -331649.830589 + Penalty 2749.496008 = -328900.334580 nChanged 72 SP:Iteration 8Q (2119.785977 sec): 3 clusters Score: Raw -331685.947180 + Penalty 2749.496008 = -328936.451171 nChanged 68 SP:Iteration 9Q (2119.806710 sec): 3 clusters Score: Raw -331728.740596 + Penalty 2749.496008 = -328979.244588 nChanged 73 SP:Iteration 10Q (2119.827408 sec): 3 clusters Score: Raw -331766.774296 + Penalty 2749.496008 = -329017.278287 nChanged 56 SP:Iteration 11Q (2119.848093 sec): 3 clusters Score: Raw -331795.745811 + Penalty 2749.496008 = -329046.249803 nChanged 70 SP:Iteration 12Q (2119.868783 sec): 3 clusters Score: Raw -331837.628904 + Penalty 2749.496008 = -329088.132896 nChanged 76 SP:Iteration 13Q (2119.889223 sec): 3 clusters Score: Raw -331876.726885 + Penalty 2749.496008 = -329127.230877 nChanged 74 SP:Iteration 14Q (2119.909781 sec): 3 clusters Score: Raw -331912.875144 + Penalty 2749.496008 = -329163.379136 nChanged 73 SP:Iteration 15Q (2119.930294 sec): 3 clusters Score: Raw -331957.128274 + Penalty 2749.496008 = -329207.632266 nChanged 64 SP:Iteration 16Q (2119.950655 sec): 3 clusters Score: Raw -331998.629180 + Penalty 2749.496008 = -329249.133172 nChanged 81 SP:Iteration 17Q (2119.971172 sec): 3 clusters Score: Raw -332049.225259 + Penalty 2749.496008 = -329299.729251 nChanged 74 SP:Iteration 18Q (2119.991758 sec): 3 clusters Score: Raw -332102.825854 + Penalty 2749.496008 = -329353.329846 nChanged 69 SP:Iteration 19Q (2120.012316 sec): 3 clusters Score: Raw -332149.555770 + Penalty 2749.496008 = -329400.059762 nChanged 71 SP:Iteration 20F (2120.033145 sec): 3 clusters Score: Raw -332194.736618 + Penalty 2749.496008 = -329445.240609 nChanged 47 SP:Iteration 21Q (2120.053472 sec): 3 clusters Score: Raw -332221.224376 + Penalty 2749.496008 = -329471.728368 nChanged 57 SP:Iteration 22Q (2120.073909 sec): 3 clusters Score: Raw -332251.764197 + Penalty 2749.496008 = -329502.268189 nChanged 49 SP:Iteration 23Q (2120.094182 sec): 3 clusters Score: Raw -332273.448651 + Penalty 2749.496008 = -329523.952643 nChanged 36 SP:Iteration 24Q (2120.114279 sec): 3 clusters Score: Raw -332289.647569 + Penalty 2749.496008 = -329540.151561 nChanged 35 SP:Iteration 25Q (2120.134501 sec): 3 clusters Score: Raw -332302.489050 + Penalty 2749.496008 = -329552.993042 nChanged 25 SP:Iteration 26Q (2120.154895 sec): 3 clusters Score: Raw -332308.563537 + Penalty 2749.496008 = -329559.067529 nChanged 16 SP:Iteration 27Q (2120.175253 sec): 3 clusters Score: Raw -332312.671136 + Penalty 2749.496008 = -329563.175128 nChanged 10 SP:Iteration 28Q (2120.195443 sec): 3 clusters Score: Raw -332314.508251 + Penalty 2749.496008 = -329565.012243 nChanged 8 SP:Iteration 29Q (2120.215626 sec): 3 clusters Score: Raw -332316.814596 + Penalty 2749.496008 = -329567.318588 nChanged 9 SP:Iteration 30Q (2120.235939 sec): 3 clusters Score: Raw -332319.944065 + Penalty 2749.496008 = -329570.448057 nChanged 9 SP:Iteration 31Q (2120.256057 sec): 3 clusters Score: Raw -332326.887993 + Penalty 2749.496008 = -329577.391984 nChanged 24 SP:Iteration 32Q (2120.276196 sec): 3 clusters Score: Raw -332347.438885 + Penalty 2749.496008 = -329597.942877 nChanged 36 SP:Iteration 33Q (2120.296025 sec): 3 clusters Score: Raw -332389.336786 + Penalty 2749.496008 = -329639.840777 nChanged 33 SP:Iteration 34Q (2120.316023 sec): 3 clusters Score: Raw -332440.043140 + Penalty 2749.496008 = -329690.547132 nChanged 44 SP:Iteration 35Q (2120.336289 sec): 3 clusters Score: Raw -332482.927322 + Penalty 2749.496008 = -329733.431314 nChanged 46 SP:Iteration 36Q (2120.356475 sec): 3 clusters Score: Raw -332534.710785 + Penalty 2749.496008 = -329785.214777 nChanged 43 SP:Iteration 37Q (2120.376425 sec): 3 clusters Score: Raw -332575.402097 + Penalty 2749.496008 = -329825.906089 nChanged 31 SP:Iteration 38Q (2120.396559 sec): 3 clusters Score: Raw -332592.495716 + Penalty 2749.496008 = -329842.999707 nChanged 25 SP:Iteration 39Q (2120.416642 sec): 3 clusters Score: Raw -332600.638407 + Penalty 2749.496008 = -329851.142399 nChanged 17 SP:Iteration 40F (2120.437515 sec): 3 clusters Score: Raw -332605.469741 + Penalty 2749.496008 = -329855.973733 nChanged 13 SP:Iteration 41Q (2120.457528 sec): 3 clusters Score: Raw -332609.539939 + Penalty 2749.496008 = -329860.043931 nChanged 9 SP:Iteration 42Q (2120.477556 sec): 3 clusters Score: Raw -332611.813698 + Penalty 2749.496008 = -329862.317690 nChanged 8 SP:Iteration 43Q (2120.497719 sec): 3 clusters Score: Raw -332613.993184 + Penalty 2749.496008 = -329864.497175 nChanged 4 SP:Iteration 44Q (2120.517752 sec): 3 clusters Score: Raw -332614.683857 + Penalty 2749.496008 = -329865.187848 nChanged 4 SP:Iteration 45Q (2120.537740 sec): 3 clusters Score: Raw -332615.482785 + Penalty 2749.496008 = -329865.986777 nChanged 2 SP:Iteration 46Q (2120.557574 sec): 3 clusters Score: Raw -332615.705517 + Penalty 2749.496008 = -329866.209509 nChanged 0 SP:Iteration 47F (2120.578522 sec): 3 clusters Score: Raw -332615.705517 + Penalty 2749.496008 = -329866.209509 nChanged 0 Trying to split cluster 29 (25339 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2120.622926 sec): 2 clusters Score: Raw -1919617.881152 + Penalty 1647.766248 = -1917970.114904 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2120.677472 sec): 3 clusters Score: Raw -1904180.317567 + Penalty 3295.532497 = -1900884.785071 nChanged 11590 SP:Iteration 1F (2120.729990 sec): 3 clusters Score: Raw -1910669.840066 + Penalty 3295.532497 = -1907374.307570 nChanged 1337 SP:Iteration 2F (2120.782327 sec): 3 clusters Score: Raw -1911257.053993 + Penalty 3295.532497 = -1907961.521496 nChanged 1385 SP:Iteration 3F (2120.834633 sec): 3 clusters Score: Raw -1911950.282715 + Penalty 3295.532497 = -1908654.750218 nChanged 1414 SP:Iteration 4F (2120.887189 sec): 3 clusters Score: Raw -1912709.035670 + Penalty 3295.532497 = -1909413.503174 nChanged 1429 SP:Iteration 5F (2120.939711 sec): 3 clusters Score: Raw -1913437.753641 + Penalty 3295.532497 = -1910142.221144 nChanged 1380 SP:Iteration 6F (2120.991928 sec): 3 clusters Score: Raw -1914139.610460 + Penalty 3295.532497 = -1910844.077963 nChanged 1201 SP:Iteration 7Q (2121.045538 sec): 3 clusters Score: Raw -1914746.434176 + Penalty 3295.532497 = -1911450.901679 nChanged 1097 SP:Iteration 8Q (2121.098577 sec): 3 clusters Score: Raw -1915264.565241 + Penalty 3295.532497 = -1911969.032744 nChanged 994 SP:Iteration 9Q (2121.151371 sec): 3 clusters Score: Raw -1915758.681605 + Penalty 3295.532497 = -1912463.149109 nChanged 912 SP:Iteration 10Q (2121.203908 sec): 3 clusters Score: Raw -1916215.989970 + Penalty 3295.532497 = -1912920.457473 nChanged 805 SP:Iteration 11Q (2121.256169 sec): 3 clusters Score: Raw -1916585.670307 + Penalty 3295.532497 = -1913290.137811 nChanged 677 SP:Iteration 12Q (2121.308023 sec): 3 clusters Score: Raw -1916861.362576 + Penalty 3295.532497 = -1913565.830080 nChanged 587 SP:Iteration 13Q (2121.359613 sec): 3 clusters Score: Raw -1917061.449272 + Penalty 3295.532497 = -1913765.916775 nChanged 445 SP:Iteration 14Q (2121.410780 sec): 3 clusters Score: Raw -1917196.148599 + Penalty 3295.532497 = -1913900.616102 nChanged 375 SP:Iteration 15Q (2121.461719 sec): 3 clusters Score: Raw -1917298.907492 + Penalty 3295.532497 = -1914003.374995 nChanged 340 SP:Iteration 16Q (2121.512460 sec): 3 clusters Score: Raw -1917392.158621 + Penalty 3295.532497 = -1914096.626125 nChanged 302 SP:Iteration 17Q (2121.562971 sec): 3 clusters Score: Raw -1917465.669856 + Penalty 3295.532497 = -1914170.137359 nChanged 261 SP:Iteration 18Q (2121.613444 sec): 3 clusters Score: Raw -1917525.672628 + Penalty 3295.532497 = -1914230.140132 nChanged 265 SP:Iteration 19Q (2121.663658 sec): 3 clusters Score: Raw -1917593.865336 + Penalty 3295.532497 = -1914298.332839 nChanged 265 SP:Iteration 20F (2121.715629 sec): 3 clusters Score: Raw -1917657.620654 + Penalty 3295.532497 = -1914362.088158 nChanged 235 SP:Iteration 21Q (2121.765897 sec): 3 clusters Score: Raw -1917705.165197 + Penalty 3295.532497 = -1914409.632701 nChanged 188 SP:Iteration 22Q (2121.815834 sec): 3 clusters Score: Raw -1917742.812431 + Penalty 3295.532497 = -1914447.279935 nChanged 195 SP:Iteration 23Q (2121.865546 sec): 3 clusters Score: Raw -1917779.828774 + Penalty 3295.532497 = -1914484.296277 nChanged 191 SP:Iteration 24Q (2121.915190 sec): 3 clusters Score: Raw -1917816.525619 + Penalty 3295.532497 = -1914520.993123 nChanged 172 SP:Iteration 25Q (2121.964739 sec): 3 clusters Score: Raw -1917847.960693 + Penalty 3295.532497 = -1914552.428196 nChanged 169 SP:Iteration 26Q (2122.014223 sec): 3 clusters Score: Raw -1917878.909037 + Penalty 3295.532497 = -1914583.376541 nChanged 162 SP:Iteration 27Q (2122.063879 sec): 3 clusters Score: Raw -1917906.928590 + Penalty 3295.532497 = -1914611.396093 nChanged 147 SP:Iteration 28Q (2122.113092 sec): 3 clusters Score: Raw -1917931.319640 + Penalty 3295.532497 = -1914635.787144 nChanged 134 SP:Iteration 29Q (2122.162452 sec): 3 clusters Score: Raw -1917952.471389 + Penalty 3295.532497 = -1914656.938893 nChanged 152 SP:Iteration 30Q (2122.211513 sec): 3 clusters Score: Raw -1917976.732928 + Penalty 3295.532497 = -1914681.200431 nChanged 148 SP:Iteration 31Q (2122.260352 sec): 3 clusters Score: Raw -1918005.297522 + Penalty 3295.532497 = -1914709.765025 nChanged 156 SP:Iteration 32Q (2122.309382 sec): 3 clusters Score: Raw -1918034.986560 + Penalty 3295.532497 = -1914739.454064 nChanged 159 SP:Iteration 33Q (2122.358286 sec): 3 clusters Score: Raw -1918062.711553 + Penalty 3295.532497 = -1914767.179057 nChanged 165 SP:Iteration 34Q (2122.407084 sec): 3 clusters Score: Raw -1918094.224312 + Penalty 3295.532497 = -1914798.691815 nChanged 189 SP:Iteration 35Q (2122.455654 sec): 3 clusters Score: Raw -1918136.717055 + Penalty 3295.532497 = -1914841.184558 nChanged 201 SP:Iteration 36Q (2122.504041 sec): 3 clusters Score: Raw -1918187.386870 + Penalty 3295.532497 = -1914891.854374 nChanged 224 SP:Iteration 37Q (2122.552421 sec): 3 clusters Score: Raw -1918253.708864 + Penalty 3295.532497 = -1914958.176367 nChanged 249 SP:Iteration 38Q (2122.600774 sec): 3 clusters Score: Raw -1918328.097409 + Penalty 3295.532497 = -1915032.564912 nChanged 252 SP:Iteration 39Q (2122.648883 sec): 3 clusters Score: Raw -1918401.605438 + Penalty 3295.532497 = -1915106.072941 nChanged 264 SP:Iteration 40F (2122.701033 sec): 3 clusters Score: Raw -1918481.716491 + Penalty 3295.532497 = -1915186.183994 nChanged 262 SP:Iteration 41Q (2122.749075 sec): 3 clusters Score: Raw -1918560.593333 + Penalty 3295.532497 = -1915265.060836 nChanged 237 SP:Iteration 42Q (2122.796250 sec): 3 clusters Score: Raw -1918636.574306 + Penalty 3295.532497 = -1915341.041810 nChanged 251 SP:Iteration 43Q (2122.843229 sec): 3 clusters Score: Raw -1918719.293424 + Penalty 3295.532497 = -1915423.760927 nChanged 235 SP:Iteration 44Q (2122.890104 sec): 3 clusters Score: Raw -1918795.949684 + Penalty 3295.532497 = -1915500.417187 nChanged 237 SP:Iteration 45Q (2122.936706 sec): 3 clusters Score: Raw -1918876.449263 + Penalty 3295.532497 = -1915580.916766 nChanged 250 SP:Iteration 46Q (2122.983040 sec): 3 clusters Score: Raw -1918963.963958 + Penalty 3295.532497 = -1915668.431462 nChanged 226 SP:Iteration 47Q (2123.029043 sec): 3 clusters Score: Raw -1919034.167911 + Penalty 3295.532497 = -1915738.635414 nChanged 193 SP:Iteration 48Q (2123.074818 sec): 3 clusters Score: Raw -1919092.982659 + Penalty 3295.532497 = -1915797.450162 nChanged 195 SP:Iteration 49Q (2123.120401 sec): 3 clusters Score: Raw -1919156.134332 + Penalty 3295.532497 = -1915860.601835 nChanged 187 SP:Iteration 50Q (2123.165657 sec): 3 clusters Score: Raw -1919222.683044 + Penalty 3295.532497 = -1915927.150548 nChanged 183 SP:Iteration 51Q (2123.210714 sec): 3 clusters Score: Raw -1919287.169845 + Penalty 3295.532497 = -1915991.637348 nChanged 166 SP:Iteration 52Q (2123.255503 sec): 3 clusters Score: Raw -1919346.068584 + Penalty 3295.532497 = -1916050.536087 nChanged 182 SP:Iteration 53Q (2123.299996 sec): 3 clusters Score: Raw -1919415.139815 + Penalty 3295.532497 = -1916119.607318 nChanged 172 SP:Iteration 54Q (2123.343940 sec): 3 clusters Score: Raw -1919481.245352 + Penalty 3295.532497 = -1916185.712855 nChanged 146 SP:Iteration 55Q (2123.387863 sec): 3 clusters Score: Raw -1919540.109360 + Penalty 3295.532497 = -1916244.576863 nChanged 130 SP:Iteration 56Q (2123.431548 sec): 3 clusters Score: Raw -1919590.181936 + Penalty 3295.532497 = -1916294.649439 nChanged 117 SP:Iteration 57Q (2123.474879 sec): 3 clusters Score: Raw -1919629.361140 + Penalty 3295.532497 = -1916333.828644 nChanged 93 SP:Iteration 58Q (2123.518007 sec): 3 clusters Score: Raw -1919662.756968 + Penalty 3295.532497 = -1916367.224471 nChanged 102 SP:Iteration 59Q (2123.561584 sec): 3 clusters Score: Raw -1919701.235545 + Penalty 3295.532497 = -1916405.703049 nChanged 86 SP:Iteration 60F (2123.613553 sec): 3 clusters Score: Raw -1919735.763025 + Penalty 3295.532497 = -1916440.230528 nChanged 92 SP:Iteration 61Q (2123.656442 sec): 3 clusters Score: Raw -1919771.757268 + Penalty 3295.532497 = -1916476.224772 nChanged 74 SP:Iteration 62Q (2123.698924 sec): 3 clusters Score: Raw -1919803.697573 + Penalty 3295.532497 = -1916508.165076 nChanged 59 SP:Iteration 63Q (2123.741735 sec): 3 clusters Score: Raw -1919822.314237 + Penalty 3295.532497 = -1916526.781740 nChanged 49 SP:Iteration 64Q (2123.783857 sec): 3 clusters Score: Raw -1919838.483326 + Penalty 3295.532497 = -1916542.950829 nChanged 49 SP:Iteration 65Q (2123.826170 sec): 3 clusters Score: Raw -1919855.264264 + Penalty 3295.532497 = -1916559.731767 nChanged 44 SP:Iteration 66Q (2123.881049 sec): 3 clusters Score: Raw -1919869.911677 + Penalty 3295.532497 = -1916574.379180 nChanged 39 SP:Iteration 67Q (2123.932688 sec): 3 clusters Score: Raw -1919880.424902 + Penalty 3295.532497 = -1916584.892405 nChanged 37 SP:Iteration 68Q (2123.974962 sec): 3 clusters Score: Raw -1919890.740421 + Penalty 3295.532497 = -1916595.207924 nChanged 36 SP:Iteration 69Q (2124.017024 sec): 3 clusters Score: Raw -1919901.276218 + Penalty 3295.532497 = -1916605.743721 nChanged 30 SP:Iteration 70Q (2124.059123 sec): 3 clusters Score: Raw -1919910.611331 + Penalty 3295.532497 = -1916615.078834 nChanged 23 SP:Iteration 71Q (2124.101230 sec): 3 clusters Score: Raw -1919918.950711 + Penalty 3295.532497 = -1916623.418214 nChanged 18 SP:Iteration 72Q (2124.143145 sec): 3 clusters Score: Raw -1919926.708231 + Penalty 3295.532497 = -1916631.175734 nChanged 20 SP:Iteration 73Q (2124.185212 sec): 3 clusters Score: Raw -1919935.382332 + Penalty 3295.532497 = -1916639.849835 nChanged 15 SP:Iteration 74Q (2124.227314 sec): 3 clusters Score: Raw -1919941.905349 + Penalty 3295.532497 = -1916646.372853 nChanged 15 SP:Iteration 75Q (2124.269007 sec): 3 clusters Score: Raw -1919948.282571 + Penalty 3295.532497 = -1916652.750074 nChanged 19 SP:Iteration 76Q (2124.311047 sec): 3 clusters Score: Raw -1919956.261212 + Penalty 3295.532497 = -1916660.728715 nChanged 25 SP:Iteration 77Q (2124.352916 sec): 3 clusters Score: Raw -1919964.849263 + Penalty 3295.532497 = -1916669.316767 nChanged 20 SP:Iteration 78Q (2124.394774 sec): 3 clusters Score: Raw -1919971.321363 + Penalty 3295.532497 = -1916675.788866 nChanged 15 SP:Iteration 79Q (2124.436669 sec): 3 clusters Score: Raw -1919976.583297 + Penalty 3295.532497 = -1916681.050800 nChanged 15 SP:Iteration 80F (2124.488941 sec): 3 clusters Score: Raw -1919982.775711 + Penalty 3295.532497 = -1916687.243215 nChanged 15 SP:Iteration 81Q (2124.531071 sec): 3 clusters Score: Raw -1919988.602676 + Penalty 3295.532497 = -1916693.070180 nChanged 18 SP:Iteration 82Q (2124.572846 sec): 3 clusters Score: Raw -1919997.197810 + Penalty 3295.532497 = -1916701.665314 nChanged 19 SP:Iteration 83Q (2124.614337 sec): 3 clusters Score: Raw -1920005.348649 + Penalty 3295.532497 = -1916709.816152 nChanged 13 SP:Iteration 84Q (2124.655878 sec): 3 clusters Score: Raw -1920011.809777 + Penalty 3295.532497 = -1916716.277280 nChanged 12 SP:Iteration 85Q (2124.697416 sec): 3 clusters Score: Raw -1920015.640964 + Penalty 3295.532497 = -1916720.108467 nChanged 10 SP:Iteration 86Q (2124.738790 sec): 3 clusters Score: Raw -1920019.167640 + Penalty 3295.532497 = -1916723.635143 nChanged 11 SP:Iteration 87Q (2124.780297 sec): 3 clusters Score: Raw -1920022.390796 + Penalty 3295.532497 = -1916726.858299 nChanged 6 SP:Iteration 88Q (2124.821659 sec): 3 clusters Score: Raw -1920025.152510 + Penalty 3295.532497 = -1916729.620014 nChanged 10 SP:Iteration 89Q (2124.863092 sec): 3 clusters Score: Raw -1920029.097428 + Penalty 3295.532497 = -1916733.564931 nChanged 13 SP:Iteration 90Q (2124.904492 sec): 3 clusters Score: Raw -1920034.758462 + Penalty 3295.532497 = -1916739.225965 nChanged 11 SP:Iteration 91Q (2124.945766 sec): 3 clusters Score: Raw -1920040.313502 + Penalty 3295.532497 = -1916744.781005 nChanged 12 SP:Iteration 92Q (2124.986989 sec): 3 clusters Score: Raw -1920044.065915 + Penalty 3295.532497 = -1916748.533418 nChanged 8 SP:Iteration 93Q (2125.028321 sec): 3 clusters Score: Raw -1920046.740589 + Penalty 3295.532497 = -1916751.208092 nChanged 4 SP:Iteration 94Q (2125.069557 sec): 3 clusters Score: Raw -1920047.737163 + Penalty 3295.532497 = -1916752.204666 nChanged 2 SP:Iteration 95Q (2125.110562 sec): 3 clusters Score: Raw -1920048.643684 + Penalty 3295.532497 = -1916753.111188 nChanged 2 SP:Iteration 96Q (2125.151975 sec): 3 clusters Score: Raw -1920049.357695 + Penalty 3295.532497 = -1916753.825198 nChanged 2 SP:Iteration 97Q (2125.193401 sec): 3 clusters Score: Raw -1920049.845601 + Penalty 3295.532497 = -1916754.313105 nChanged 1 SP:Iteration 98Q (2125.234576 sec): 3 clusters Score: Raw -1920050.377112 + Penalty 3295.532497 = -1916754.844615 nChanged 2 SP:Iteration 99Q (2125.275872 sec): 3 clusters Score: Raw -1920051.053106 + Penalty 3295.532497 = -1916755.520609 nChanged 1 SP:Iteration 100F (2125.327795 sec): 3 clusters Score: Raw -1920051.804441 + Penalty 3295.532497 = -1916756.271944 nChanged 1 SP:Iteration 101Q (2125.369223 sec): 3 clusters Score: Raw -1920051.894265 + Penalty 3295.532497 = -1916756.361769 nChanged 0 SP:Iteration 102F (2125.421276 sec): 3 clusters Score: Raw -1920051.894265 + Penalty 3295.532497 = -1916756.361769 nChanged 0 Trying to split cluster 30 (106228 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2125.553042 sec): 2 clusters Score: Raw -8853675.042608 + Penalty 1880.668239 = -8851794.374370 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2125.736010 sec): 3 clusters Score: Raw -8784265.332753 + Penalty 3761.336477 = -8780503.996276 nChanged 50781 SP:Iteration 1F (2125.916646 sec): 3 clusters Score: Raw -8813671.987290 + Penalty 3761.336477 = -8809910.650813 nChanged 3687 SP:Iteration 2Q (2126.109249 sec): 3 clusters Score: Raw -8814536.009279 + Penalty 3761.336477 = -8810774.672802 nChanged 3654 SP:Iteration 3Q (2126.301782 sec): 3 clusters Score: Raw -8815475.425627 + Penalty 3761.336477 = -8811714.089150 nChanged 3837 SP:Iteration 4Q (2126.494107 sec): 3 clusters Score: Raw -8816660.093111 + Penalty 3761.336477 = -8812898.756634 nChanged 4219 SP:Iteration 5Q (2126.686696 sec): 3 clusters Score: Raw -8818160.832675 + Penalty 3761.336477 = -8814399.496198 nChanged 4790 SP:Iteration 6Q (2126.879714 sec): 3 clusters Score: Raw -8820186.188456 + Penalty 3761.336477 = -8816424.851979 nChanged 5312 SP:Iteration 7F (2127.062125 sec): 3 clusters Score: Raw -8822705.374506 + Penalty 3761.336477 = -8818944.038029 nChanged 5715 SP:Iteration 8F (2127.244769 sec): 3 clusters Score: Raw -8825497.993712 + Penalty 3761.336477 = -8821736.657235 nChanged 5689 SP:Iteration 9F (2127.426675 sec): 3 clusters Score: Raw -8828307.719441 + Penalty 3761.336477 = -8824546.382964 nChanged 5340 SP:Iteration 10F (2127.611448 sec): 3 clusters Score: Raw -8830866.662551 + Penalty 3761.336477 = -8827105.326074 nChanged 4825 SP:Iteration 11Q (2127.802524 sec): 3 clusters Score: Raw -8833001.370689 + Penalty 3761.336477 = -8829240.034212 nChanged 4187 SP:Iteration 12Q (2127.993058 sec): 3 clusters Score: Raw -8834836.860349 + Penalty 3761.336477 = -8831075.523872 nChanged 3753 SP:Iteration 13Q (2128.183082 sec): 3 clusters Score: Raw -8836414.739328 + Penalty 3761.336477 = -8832653.402851 nChanged 3373 SP:Iteration 14Q (2128.372157 sec): 3 clusters Score: Raw -8837713.991832 + Penalty 3761.336477 = -8833952.655355 nChanged 3060 SP:Iteration 15Q (2128.559918 sec): 3 clusters Score: Raw -8838807.078788 + Penalty 3761.336477 = -8835045.742311 nChanged 2685 SP:Iteration 16Q (2128.746430 sec): 3 clusters Score: Raw -8839708.381926 + Penalty 3761.336477 = -8835947.045449 nChanged 2459 SP:Iteration 17Q (2128.931690 sec): 3 clusters Score: Raw -8840522.795929 + Penalty 3761.336477 = -8836761.459452 nChanged 2360 SP:Iteration 18Q (2129.114771 sec): 3 clusters Score: Raw -8841270.629356 + Penalty 3761.336477 = -8837509.292879 nChanged 2180 SP:Iteration 19Q (2129.296385 sec): 3 clusters Score: Raw -8841956.319412 + Penalty 3761.336477 = -8838194.982935 nChanged 2211 SP:Iteration 20F (2129.477262 sec): 3 clusters Score: Raw -8842686.897026 + Penalty 3761.336477 = -8838925.560549 nChanged 2256 SP:Iteration 21Q (2129.655254 sec): 3 clusters Score: Raw -8843448.659794 + Penalty 3761.336477 = -8839687.323317 nChanged 2279 SP:Iteration 22Q (2129.831054 sec): 3 clusters Score: Raw -8844231.097933 + Penalty 3761.336477 = -8840469.761456 nChanged 2274 SP:Iteration 23Q (2130.005114 sec): 3 clusters Score: Raw -8845037.906816 + Penalty 3761.336477 = -8841276.570339 nChanged 2315 SP:Iteration 24Q (2130.177127 sec): 3 clusters Score: Raw -8845906.085980 + Penalty 3761.336477 = -8842144.749503 nChanged 2357 SP:Iteration 25Q (2130.346658 sec): 3 clusters Score: Raw -8846844.075460 + Penalty 3761.336477 = -8843082.738983 nChanged 2269 SP:Iteration 26Q (2130.521370 sec): 3 clusters Score: Raw -8847768.990389 + Penalty 3761.336477 = -8844007.653912 nChanged 2162 SP:Iteration 27Q (2130.686260 sec): 3 clusters Score: Raw -8848667.263779 + Penalty 3761.336477 = -8844905.927302 nChanged 2015 SP:Iteration 28Q (2130.848610 sec): 3 clusters Score: Raw -8849519.438165 + Penalty 3761.336477 = -8845758.101687 nChanged 1865 SP:Iteration 29Q (2131.008986 sec): 3 clusters Score: Raw -8850335.558391 + Penalty 3761.336477 = -8846574.221914 nChanged 1707 SP:Iteration 30Q (2131.167499 sec): 3 clusters Score: Raw -8851079.142477 + Penalty 3761.336477 = -8847317.806000 nChanged 1530 SP:Iteration 31Q (2131.324818 sec): 3 clusters Score: Raw -8851735.007599 + Penalty 3761.336477 = -8847973.671122 nChanged 1357 SP:Iteration 32Q (2131.479044 sec): 3 clusters Score: Raw -8852297.887702 + Penalty 3761.336477 = -8848536.551225 nChanged 1146 SP:Iteration 33Q (2131.631380 sec): 3 clusters Score: Raw -8852770.281531 + Penalty 3761.336477 = -8849008.945054 nChanged 937 SP:Iteration 34Q (2131.782133 sec): 3 clusters Score: Raw -8853122.969472 + Penalty 3761.336477 = -8849361.632995 nChanged 788 SP:Iteration 35Q (2131.931452 sec): 3 clusters Score: Raw -8853422.064314 + Penalty 3761.336477 = -8849660.727837 nChanged 675 SP:Iteration 36Q (2132.079598 sec): 3 clusters Score: Raw -8853687.750403 + Penalty 3761.336477 = -8849926.413926 nChanged 568 SP:Iteration 37Q (2132.226317 sec): 3 clusters Score: Raw -8853892.904835 + Penalty 3761.336477 = -8850131.568358 nChanged 446 SP:Iteration 38Q (2132.371925 sec): 3 clusters Score: Raw -8854043.364557 + Penalty 3761.336477 = -8850282.028080 nChanged 374 SP:Iteration 39Q (2132.516829 sec): 3 clusters Score: Raw -8854165.338880 + Penalty 3761.336477 = -8850404.002402 nChanged 298 SP:Iteration 40F (2132.696685 sec): 3 clusters Score: Raw -8854245.690936 + Penalty 3761.336477 = -8850484.354458 nChanged 238 SP:Iteration 41Q (2132.840562 sec): 3 clusters Score: Raw -8854305.217072 + Penalty 3761.336477 = -8850543.880595 nChanged 188 SP:Iteration 42Q (2132.982272 sec): 3 clusters Score: Raw -8854349.717655 + Penalty 3761.336477 = -8850588.381178 nChanged 158 SP:Iteration 43Q (2133.123661 sec): 3 clusters Score: Raw -8854386.920951 + Penalty 3761.336477 = -8850625.584474 nChanged 125 SP:Iteration 44Q (2133.264649 sec): 3 clusters Score: Raw -8854414.026619 + Penalty 3761.336477 = -8850652.690142 nChanged 107 SP:Iteration 45Q (2133.405378 sec): 3 clusters Score: Raw -8854437.426338 + Penalty 3761.336477 = -8850676.089861 nChanged 92 SP:Iteration 46Q (2133.546126 sec): 3 clusters Score: Raw -8854454.285448 + Penalty 3761.336477 = -8850692.948971 nChanged 74 SP:Iteration 47Q (2133.686841 sec): 3 clusters Score: Raw -8854468.346369 + Penalty 3761.336477 = -8850707.009892 nChanged 73 SP:Iteration 48Q (2133.827208 sec): 3 clusters Score: Raw -8854480.393744 + Penalty 3761.336477 = -8850719.057267 nChanged 59 SP:Iteration 49Q (2133.967780 sec): 3 clusters Score: Raw -8854492.449664 + Penalty 3761.336477 = -8850731.113187 nChanged 70 SP:Iteration 50Q (2134.108160 sec): 3 clusters Score: Raw -8854504.932778 + Penalty 3761.336477 = -8850743.596301 nChanged 57 SP:Iteration 51Q (2134.248194 sec): 3 clusters Score: Raw -8854513.050742 + Penalty 3761.336477 = -8850751.714265 nChanged 39 SP:Iteration 52Q (2134.388342 sec): 3 clusters Score: Raw -8854519.098424 + Penalty 3761.336477 = -8850757.761946 nChanged 38 SP:Iteration 53Q (2134.528820 sec): 3 clusters Score: Raw -8854524.881600 + Penalty 3761.336477 = -8850763.545123 nChanged 29 SP:Iteration 54Q (2134.668918 sec): 3 clusters Score: Raw -8854529.614508 + Penalty 3761.336477 = -8850768.278031 nChanged 27 SP:Iteration 55Q (2134.808831 sec): 3 clusters Score: Raw -8854534.023734 + Penalty 3761.336477 = -8850772.687257 nChanged 21 SP:Iteration 56Q (2134.948648 sec): 3 clusters Score: Raw -8854536.923505 + Penalty 3761.336477 = -8850775.587028 nChanged 16 SP:Iteration 57Q (2135.088306 sec): 3 clusters Score: Raw -8854538.962718 + Penalty 3761.336477 = -8850777.626241 nChanged 12 SP:Iteration 58Q (2135.228003 sec): 3 clusters Score: Raw -8854540.623699 + Penalty 3761.336477 = -8850779.287222 nChanged 14 SP:Iteration 59Q (2135.367647 sec): 3 clusters Score: Raw -8854543.059933 + Penalty 3761.336477 = -8850781.723456 nChanged 17 SP:Iteration 60F (2135.545867 sec): 3 clusters Score: Raw -8854544.949602 + Penalty 3761.336477 = -8850783.613125 nChanged 15 SP:Iteration 61Q (2135.685424 sec): 3 clusters Score: Raw -8854546.751303 + Penalty 3761.336477 = -8850785.414826 nChanged 12 SP:Iteration 62Q (2135.825090 sec): 3 clusters Score: Raw -8854548.387412 + Penalty 3761.336477 = -8850787.050935 nChanged 16 SP:Iteration 63Q (2135.964815 sec): 3 clusters Score: Raw -8854550.453012 + Penalty 3761.336477 = -8850789.116534 nChanged 14 SP:Iteration 64Q (2136.104420 sec): 3 clusters Score: Raw -8854552.290817 + Penalty 3761.336477 = -8850790.954340 nChanged 15 SP:Iteration 65Q (2136.244074 sec): 3 clusters Score: Raw -8854554.234229 + Penalty 3761.336477 = -8850792.897752 nChanged 9 SP:Iteration 66Q (2136.383538 sec): 3 clusters Score: Raw -8854555.294638 + Penalty 3761.336477 = -8850793.958161 nChanged 7 SP:Iteration 67Q (2136.523210 sec): 3 clusters Score: Raw -8854556.012418 + Penalty 3761.336477 = -8850794.675941 nChanged 7 SP:Iteration 68Q (2136.662699 sec): 3 clusters Score: Raw -8854556.510559 + Penalty 3761.336477 = -8850795.174082 nChanged 3 SP:Iteration 69Q (2136.802253 sec): 3 clusters Score: Raw -8854556.756976 + Penalty 3761.336477 = -8850795.420499 nChanged 1 SP:Iteration 70Q (2136.941738 sec): 3 clusters Score: Raw -8854556.794614 + Penalty 3761.336477 = -8850795.458137 nChanged 1 SP:Iteration 71Q (2137.081153 sec): 3 clusters Score: Raw -8854556.852620 + Penalty 3761.336477 = -8850795.516142 nChanged 1 SP:Iteration 72Q (2137.220649 sec): 3 clusters Score: Raw -8854556.991558 + Penalty 3761.336477 = -8850795.655081 nChanged 2 SP:Iteration 73Q (2137.360213 sec): 3 clusters Score: Raw -8854557.289964 + Penalty 3761.336477 = -8850795.953486 nChanged 1 SP:Iteration 74Q (2137.499738 sec): 3 clusters Score: Raw -8854557.359320 + Penalty 3761.336477 = -8850796.022843 nChanged 1 SP:Iteration 75Q (2137.639346 sec): 3 clusters Score: Raw -8854557.477025 + Penalty 3761.336477 = -8850796.140548 nChanged 2 SP:Iteration 76Q (2137.797844 sec): 3 clusters Score: Raw -8854557.641447 + Penalty 3761.336477 = -8850796.304970 nChanged 2 SP:Iteration 77Q (2137.937506 sec): 3 clusters Score: Raw -8854557.849944 + Penalty 3761.336477 = -8850796.513467 nChanged 2 SP:Iteration 78Q (2138.077105 sec): 3 clusters Score: Raw -8854558.069396 + Penalty 3761.336477 = -8850796.732919 nChanged 5 SP:Iteration 79Q (2138.216755 sec): 3 clusters Score: Raw -8854558.694486 + Penalty 3761.336477 = -8850797.358009 nChanged 6 SP:Iteration 80F (2138.394850 sec): 3 clusters Score: Raw -8854559.307306 + Penalty 3761.336477 = -8850797.970829 nChanged 6 SP:Iteration 81Q (2138.534377 sec): 3 clusters Score: Raw -8854559.841910 + Penalty 3761.336477 = -8850798.505432 nChanged 1 SP:Iteration 82Q (2138.673835 sec): 3 clusters Score: Raw -8854559.877159 + Penalty 3761.336477 = -8850798.540681 nChanged 2 SP:Iteration 83Q (2138.813418 sec): 3 clusters Score: Raw -8854560.079376 + Penalty 3761.336477 = -8850798.742899 nChanged 0 SP:Iteration 84F (2138.991542 sec): 3 clusters Score: Raw -8854560.079376 + Penalty 3761.336477 = -8850798.742899 nChanged 0 Trying to split cluster 31 (3749 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2139.003702 sec): 2 clusters Score: Raw -298704.903379 + Penalty 1337.252218 = -297367.651161 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2139.023534 sec): 3 clusters Score: Raw -296848.427565 + Penalty 2674.504435 = -294173.923130 nChanged 1479 SP:Iteration 1F (2139.042184 sec): 3 clusters Score: Raw -297639.484846 + Penalty 2674.504435 = -294964.980411 nChanged 251 SP:Iteration 2F (2139.060821 sec): 3 clusters Score: Raw -297775.667549 + Penalty 2674.504435 = -295101.163114 nChanged 170 SP:Iteration 3Q (2139.079456 sec): 3 clusters Score: Raw -297855.861346 + Penalty 2674.504435 = -295181.356911 nChanged 120 SP:Iteration 4Q (2139.098128 sec): 3 clusters Score: Raw -297913.180682 + Penalty 2674.504435 = -295238.676246 nChanged 90 SP:Iteration 5Q (2139.116748 sec): 3 clusters Score: Raw -297952.150969 + Penalty 2674.504435 = -295277.646534 nChanged 73 SP:Iteration 6Q (2139.135257 sec): 3 clusters Score: Raw -297979.797313 + Penalty 2674.504435 = -295305.292878 nChanged 67 SP:Iteration 7Q (2139.153879 sec): 3 clusters Score: Raw -298002.620612 + Penalty 2674.504435 = -295328.116177 nChanged 48 SP:Iteration 8Q (2139.172563 sec): 3 clusters Score: Raw -298018.941117 + Penalty 2674.504435 = -295344.436681 nChanged 41 SP:Iteration 9Q (2139.191174 sec): 3 clusters Score: Raw -298029.495342 + Penalty 2674.504435 = -295354.990906 nChanged 35 SP:Iteration 10Q (2139.209794 sec): 3 clusters Score: Raw -298039.469919 + Penalty 2674.504435 = -295364.965483 nChanged 29 SP:Iteration 11Q (2139.228225 sec): 3 clusters Score: Raw -298047.667205 + Penalty 2674.504435 = -295373.162770 nChanged 31 SP:Iteration 12Q (2139.246703 sec): 3 clusters Score: Raw -298057.131164 + Penalty 2674.504435 = -295382.626728 nChanged 30 SP:Iteration 13Q (2139.265350 sec): 3 clusters Score: Raw -298070.951900 + Penalty 2674.504435 = -295396.447465 nChanged 40 SP:Iteration 14Q (2139.283947 sec): 3 clusters Score: Raw -298082.307148 + Penalty 2674.504435 = -295407.802713 nChanged 30 SP:Iteration 15Q (2139.302530 sec): 3 clusters Score: Raw -298095.247244 + Penalty 2674.504435 = -295420.742809 nChanged 48 SP:Iteration 16Q (2139.320944 sec): 3 clusters Score: Raw -298110.334520 + Penalty 2674.504435 = -295435.830085 nChanged 42 SP:Iteration 17Q (2139.339556 sec): 3 clusters Score: Raw -298127.621552 + Penalty 2674.504435 = -295453.117116 nChanged 38 SP:Iteration 18Q (2139.358169 sec): 3 clusters Score: Raw -298142.182367 + Penalty 2674.504435 = -295467.677932 nChanged 39 SP:Iteration 19Q (2139.376766 sec): 3 clusters Score: Raw -298153.623486 + Penalty 2674.504435 = -295479.119050 nChanged 31 SP:Iteration 20F (2139.395433 sec): 3 clusters Score: Raw -298161.114148 + Penalty 2674.504435 = -295486.609713 nChanged 18 SP:Iteration 21Q (2139.414035 sec): 3 clusters Score: Raw -298166.473328 + Penalty 2674.504435 = -295491.968892 nChanged 20 SP:Iteration 22Q (2139.432617 sec): 3 clusters Score: Raw -298171.589657 + Penalty 2674.504435 = -295497.085222 nChanged 18 SP:Iteration 23Q (2139.451186 sec): 3 clusters Score: Raw -298178.493319 + Penalty 2674.504435 = -295503.988884 nChanged 21 SP:Iteration 24Q (2139.469803 sec): 3 clusters Score: Raw -298186.735808 + Penalty 2674.504435 = -295512.231373 nChanged 12 SP:Iteration 25Q (2139.488441 sec): 3 clusters Score: Raw -298190.082347 + Penalty 2674.504435 = -295515.577912 nChanged 11 SP:Iteration 26Q (2139.506874 sec): 3 clusters Score: Raw -298193.900806 + Penalty 2674.504435 = -295519.396370 nChanged 11 SP:Iteration 27Q (2139.525484 sec): 3 clusters Score: Raw -298197.742296 + Penalty 2674.504435 = -295523.237860 nChanged 11 SP:Iteration 28Q (2139.543872 sec): 3 clusters Score: Raw -298201.101988 + Penalty 2674.504435 = -295526.597552 nChanged 9 SP:Iteration 29Q (2139.562503 sec): 3 clusters Score: Raw -298202.959547 + Penalty 2674.504435 = -295528.455111 nChanged 9 SP:Iteration 30Q (2139.581068 sec): 3 clusters Score: Raw -298204.936598 + Penalty 2674.504435 = -295530.432163 nChanged 8 SP:Iteration 31Q (2139.599664 sec): 3 clusters Score: Raw -298206.915924 + Penalty 2674.504435 = -295532.411489 nChanged 8 SP:Iteration 32Q (2139.618250 sec): 3 clusters Score: Raw -298209.051865 + Penalty 2674.504435 = -295534.547430 nChanged 6 SP:Iteration 33Q (2139.636687 sec): 3 clusters Score: Raw -298210.578608 + Penalty 2674.504435 = -295536.074172 nChanged 9 SP:Iteration 34Q (2139.655344 sec): 3 clusters Score: Raw -298213.222062 + Penalty 2674.504435 = -295538.717626 nChanged 5 SP:Iteration 35Q (2139.673875 sec): 3 clusters Score: Raw -298215.067859 + Penalty 2674.504435 = -295540.563423 nChanged 11 SP:Iteration 36Q (2139.692303 sec): 3 clusters Score: Raw -298219.608385 + Penalty 2674.504435 = -295545.103950 nChanged 11 SP:Iteration 37Q (2139.710697 sec): 3 clusters Score: Raw -298223.924677 + Penalty 2674.504435 = -295549.420242 nChanged 13 SP:Iteration 38Q (2139.729238 sec): 3 clusters Score: Raw -298227.879332 + Penalty 2674.504435 = -295553.374897 nChanged 10 SP:Iteration 39Q (2139.747835 sec): 3 clusters Score: Raw -298231.417271 + Penalty 2674.504435 = -295556.912835 nChanged 17 SP:Iteration 40F (2139.766434 sec): 3 clusters Score: Raw -298236.221376 + Penalty 2674.504435 = -295561.716940 nChanged 15 SP:Iteration 41Q (2139.785061 sec): 3 clusters Score: Raw -298241.126915 + Penalty 2674.504435 = -295566.622480 nChanged 16 SP:Iteration 42Q (2139.803474 sec): 3 clusters Score: Raw -298244.796593 + Penalty 2674.504435 = -295570.292158 nChanged 9 SP:Iteration 43Q (2139.821905 sec): 3 clusters Score: Raw -298248.528583 + Penalty 2674.504435 = -295574.024148 nChanged 15 SP:Iteration 44Q (2139.840510 sec): 3 clusters Score: Raw -298253.222954 + Penalty 2674.504435 = -295578.718518 nChanged 11 SP:Iteration 45Q (2139.859042 sec): 3 clusters Score: Raw -298255.987116 + Penalty 2674.504435 = -295581.482681 nChanged 11 SP:Iteration 46Q (2139.877650 sec): 3 clusters Score: Raw -298260.210269 + Penalty 2674.504435 = -295585.705834 nChanged 16 SP:Iteration 47Q (2139.896178 sec): 3 clusters Score: Raw -298265.328885 + Penalty 2674.504435 = -295590.824449 nChanged 27 SP:Iteration 48Q (2139.914750 sec): 3 clusters Score: Raw -298272.611921 + Penalty 2674.504435 = -295598.107485 nChanged 19 SP:Iteration 49Q (2139.933280 sec): 3 clusters Score: Raw -298277.923625 + Penalty 2674.504435 = -295603.419189 nChanged 19 SP:Iteration 50Q (2139.951600 sec): 3 clusters Score: Raw -298282.879447 + Penalty 2674.504435 = -295608.375012 nChanged 22 SP:Iteration 51Q (2139.970154 sec): 3 clusters Score: Raw -298290.827160 + Penalty 2674.504435 = -295616.322724 nChanged 22 SP:Iteration 52Q (2139.988722 sec): 3 clusters Score: Raw -298302.792589 + Penalty 2674.504435 = -295628.288154 nChanged 32 SP:Iteration 53Q (2140.007259 sec): 3 clusters Score: Raw -298317.555623 + Penalty 2674.504435 = -295643.051187 nChanged 38 SP:Iteration 54Q (2140.025798 sec): 3 clusters Score: Raw -298332.107097 + Penalty 2674.504435 = -295657.602661 nChanged 28 SP:Iteration 55Q (2140.044339 sec): 3 clusters Score: Raw -298343.845197 + Penalty 2674.504435 = -295669.340762 nChanged 29 SP:Iteration 56Q (2140.062931 sec): 3 clusters Score: Raw -298355.277999 + Penalty 2674.504435 = -295680.773564 nChanged 27 SP:Iteration 57Q (2140.081277 sec): 3 clusters Score: Raw -298367.712682 + Penalty 2674.504435 = -295693.208247 nChanged 37 SP:Iteration 58Q (2140.099653 sec): 3 clusters Score: Raw -298380.665876 + Penalty 2674.504435 = -295706.161441 nChanged 31 SP:Iteration 59Q (2140.118201 sec): 3 clusters Score: Raw -298394.117064 + Penalty 2674.504435 = -295719.612628 nChanged 30 SP:Iteration 60F (2140.136786 sec): 3 clusters Score: Raw -298406.503194 + Penalty 2674.504435 = -295731.998759 nChanged 25 SP:Iteration 61Q (2140.155275 sec): 3 clusters Score: Raw -298415.466626 + Penalty 2674.504435 = -295740.962190 nChanged 19 SP:Iteration 62Q (2140.173757 sec): 3 clusters Score: Raw -298421.120472 + Penalty 2674.504435 = -295746.616037 nChanged 20 SP:Iteration 63Q (2140.192243 sec): 3 clusters Score: Raw -298428.100784 + Penalty 2674.504435 = -295753.596348 nChanged 20 SP:Iteration 64Q (2140.210502 sec): 3 clusters Score: Raw -298435.464847 + Penalty 2674.504435 = -295760.960411 nChanged 20 SP:Iteration 65Q (2140.229014 sec): 3 clusters Score: Raw -298444.275614 + Penalty 2674.504435 = -295769.771178 nChanged 22 SP:Iteration 66Q (2140.247526 sec): 3 clusters Score: Raw -298456.343239 + Penalty 2674.504435 = -295781.838803 nChanged 24 SP:Iteration 67Q (2140.265801 sec): 3 clusters Score: Raw -298466.186322 + Penalty 2674.504435 = -295791.681886 nChanged 29 SP:Iteration 68Q (2140.284080 sec): 3 clusters Score: Raw -298476.981023 + Penalty 2674.504435 = -295802.476588 nChanged 26 SP:Iteration 69Q (2140.302560 sec): 3 clusters Score: Raw -298488.410351 + Penalty 2674.504435 = -295813.905916 nChanged 24 SP:Iteration 70Q (2140.320990 sec): 3 clusters Score: Raw -298496.893057 + Penalty 2674.504435 = -295822.388622 nChanged 23 SP:Iteration 71Q (2140.339425 sec): 3 clusters Score: Raw -298506.505459 + Penalty 2674.504435 = -295832.001024 nChanged 25 SP:Iteration 72Q (2140.357858 sec): 3 clusters Score: Raw -298516.804816 + Penalty 2674.504435 = -295842.300380 nChanged 21 SP:Iteration 73Q (2140.376246 sec): 3 clusters Score: Raw -298524.431111 + Penalty 2674.504435 = -295849.926675 nChanged 27 SP:Iteration 74Q (2140.394641 sec): 3 clusters Score: Raw -298535.281428 + Penalty 2674.504435 = -295860.776993 nChanged 23 SP:Iteration 75Q (2140.412980 sec): 3 clusters Score: Raw -298544.908058 + Penalty 2674.504435 = -295870.403622 nChanged 26 SP:Iteration 76Q (2140.431332 sec): 3 clusters Score: Raw -298558.858672 + Penalty 2674.504435 = -295884.354236 nChanged 31 SP:Iteration 77Q (2140.449666 sec): 3 clusters Score: Raw -298573.115147 + Penalty 2674.504435 = -295898.610712 nChanged 27 SP:Iteration 78Q (2140.467795 sec): 3 clusters Score: Raw -298584.439229 + Penalty 2674.504435 = -295909.934793 nChanged 34 SP:Iteration 79Q (2140.486111 sec): 3 clusters Score: Raw -298602.093600 + Penalty 2674.504435 = -295927.589164 nChanged 35 SP:Iteration 80F (2140.504699 sec): 3 clusters Score: Raw -298618.790203 + Penalty 2674.504435 = -295944.285768 nChanged 33 SP:Iteration 81Q (2140.522988 sec): 3 clusters Score: Raw -298632.978569 + Penalty 2674.504435 = -295958.474134 nChanged 28 SP:Iteration 82Q (2140.541237 sec): 3 clusters Score: Raw -298643.700173 + Penalty 2674.504435 = -295969.195738 nChanged 25 SP:Iteration 83Q (2140.559490 sec): 3 clusters Score: Raw -298651.829317 + Penalty 2674.504435 = -295977.324881 nChanged 24 SP:Iteration 84Q (2140.577731 sec): 3 clusters Score: Raw -298660.110327 + Penalty 2674.504435 = -295985.605892 nChanged 27 SP:Iteration 85Q (2140.595873 sec): 3 clusters Score: Raw -298669.631503 + Penalty 2674.504435 = -295995.127068 nChanged 20 SP:Iteration 86Q (2140.614072 sec): 3 clusters Score: Raw -298677.627576 + Penalty 2674.504435 = -296003.123141 nChanged 16 SP:Iteration 87Q (2140.632068 sec): 3 clusters Score: Raw -298681.808145 + Penalty 2674.504435 = -296007.303709 nChanged 10 SP:Iteration 88Q (2140.650063 sec): 3 clusters Score: Raw -298685.239678 + Penalty 2674.504435 = -296010.735243 nChanged 11 SP:Iteration 89Q (2140.668240 sec): 3 clusters Score: Raw -298689.756051 + Penalty 2674.504435 = -296015.251616 nChanged 14 SP:Iteration 90Q (2140.686360 sec): 3 clusters Score: Raw -298695.389396 + Penalty 2674.504435 = -296020.884961 nChanged 10 SP:Iteration 91Q (2140.704457 sec): 3 clusters Score: Raw -298698.771335 + Penalty 2674.504435 = -296024.266899 nChanged 11 SP:Iteration 92Q (2140.722575 sec): 3 clusters Score: Raw -298703.441438 + Penalty 2674.504435 = -296028.937002 nChanged 9 SP:Iteration 93Q (2140.740506 sec): 3 clusters Score: Raw -298706.378513 + Penalty 2674.504435 = -296031.874077 nChanged 9 SP:Iteration 94Q (2140.758591 sec): 3 clusters Score: Raw -298710.607116 + Penalty 2674.504435 = -296036.102681 nChanged 10 SP:Iteration 95Q (2140.776480 sec): 3 clusters Score: Raw -298714.152989 + Penalty 2674.504435 = -296039.648554 nChanged 11 SP:Iteration 96Q (2140.794383 sec): 3 clusters Score: Raw -298718.874203 + Penalty 2674.504435 = -296044.369767 nChanged 13 SP:Iteration 97Q (2140.812464 sec): 3 clusters Score: Raw -298723.144826 + Penalty 2674.504435 = -296048.640391 nChanged 11 SP:Iteration 98Q (2140.830351 sec): 3 clusters Score: Raw -298726.793712 + Penalty 2674.504435 = -296052.289277 nChanged 7 SP:Iteration 99Q (2140.848409 sec): 3 clusters Score: Raw -298728.775998 + Penalty 2674.504435 = -296054.271562 nChanged 5 SP:Iteration 100F (2140.867016 sec): 3 clusters Score: Raw -298730.658521 + Penalty 2674.504435 = -296056.154086 nChanged 6 SP:Iteration 101Q (2140.884919 sec): 3 clusters Score: Raw -298732.107853 + Penalty 2674.504435 = -296057.603417 nChanged 4 SP:Iteration 102Q (2140.902981 sec): 3 clusters Score: Raw -298733.466748 + Penalty 2674.504435 = -296058.962313 nChanged 5 SP:Iteration 103Q (2140.920799 sec): 3 clusters Score: Raw -298735.185955 + Penalty 2674.504435 = -296060.681519 nChanged 8 SP:Iteration 104Q (2140.938831 sec): 3 clusters Score: Raw -298737.155765 + Penalty 2674.504435 = -296062.651330 nChanged 3 SP:Iteration 105Q (2140.956863 sec): 3 clusters Score: Raw -298738.105050 + Penalty 2674.504435 = -296063.600614 nChanged 3 SP:Iteration 106Q (2140.974868 sec): 3 clusters Score: Raw -298739.001650 + Penalty 2674.504435 = -296064.497215 nChanged 6 SP:Iteration 107Q (2140.992912 sec): 3 clusters Score: Raw -298740.616636 + Penalty 2674.504435 = -296066.112200 nChanged 5 SP:Iteration 108Q (2141.010886 sec): 3 clusters Score: Raw -298742.182062 + Penalty 2674.504435 = -296067.677627 nChanged 4 SP:Iteration 109Q (2141.028888 sec): 3 clusters Score: Raw -298743.365239 + Penalty 2674.504435 = -296068.860803 nChanged 3 SP:Iteration 110Q (2141.046855 sec): 3 clusters Score: Raw -298744.388367 + Penalty 2674.504435 = -296069.883932 nChanged 4 SP:Iteration 111Q (2141.064853 sec): 3 clusters Score: Raw -298745.760131 + Penalty 2674.504435 = -296071.255696 nChanged 5 SP:Iteration 112Q (2141.082834 sec): 3 clusters Score: Raw -298747.604573 + Penalty 2674.504435 = -296073.100138 nChanged 6 SP:Iteration 113Q (2141.100817 sec): 3 clusters Score: Raw -298749.183637 + Penalty 2674.504435 = -296074.679202 nChanged 2 SP:Iteration 114Q (2141.118830 sec): 3 clusters Score: Raw -298749.536904 + Penalty 2674.504435 = -296075.032469 nChanged 3 SP:Iteration 115Q (2141.136744 sec): 3 clusters Score: Raw -298750.074311 + Penalty 2674.504435 = -296075.569875 nChanged 1 SP:Iteration 116Q (2141.154788 sec): 3 clusters Score: Raw -298750.213519 + Penalty 2674.504435 = -296075.709083 nChanged 0 SP:Iteration 117F (2141.173472 sec): 3 clusters Score: Raw -298750.213519 + Penalty 2674.504435 = -296075.709083 nChanged 0 Trying to split cluster 32 (23522 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2141.213058 sec): 2 clusters Score: Raw -1993765.862783 + Penalty 1635.674858 = -1992130.187925 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2141.264789 sec): 3 clusters Score: Raw -1979391.241340 + Penalty 3271.349716 = -1976119.891624 nChanged 10705 SP:Iteration 1F (2141.314508 sec): 3 clusters Score: Raw -1985714.390284 + Penalty 3271.349716 = -1982443.040569 nChanged 1312 SP:Iteration 2F (2141.363940 sec): 3 clusters Score: Raw -1986256.445188 + Penalty 3271.349716 = -1982985.095473 nChanged 1301 SP:Iteration 3F (2141.413456 sec): 3 clusters Score: Raw -1986831.654564 + Penalty 3271.349716 = -1983560.304848 nChanged 1261 SP:Iteration 4F (2141.462794 sec): 3 clusters Score: Raw -1987459.000896 + Penalty 3271.349716 = -1984187.651180 nChanged 1298 SP:Iteration 5F (2141.512258 sec): 3 clusters Score: Raw -1988199.489863 + Penalty 3271.349716 = -1984928.140148 nChanged 1340 SP:Iteration 6F (2141.561579 sec): 3 clusters Score: Raw -1989102.720863 + Penalty 3271.349716 = -1985831.371148 nChanged 1371 SP:Iteration 7F (2141.632119 sec): 3 clusters Score: Raw -1990118.575008 + Penalty 3271.349716 = -1986847.225292 nChanged 1213 SP:Iteration 8F (2141.680772 sec): 3 clusters Score: Raw -1991078.735497 + Penalty 3271.349716 = -1987807.385781 nChanged 1017 SP:Iteration 9Q (2141.730508 sec): 3 clusters Score: Raw -1991895.736436 + Penalty 3271.349716 = -1988624.386720 nChanged 781 SP:Iteration 10Q (2141.779052 sec): 3 clusters Score: Raw -1992495.382592 + Penalty 3271.349716 = -1989224.032876 nChanged 568 SP:Iteration 11Q (2141.825662 sec): 3 clusters Score: Raw -1992922.994382 + Penalty 3271.349716 = -1989651.644667 nChanged 403 SP:Iteration 12Q (2141.870863 sec): 3 clusters Score: Raw -1993198.971945 + Penalty 3271.349716 = -1989927.622230 nChanged 311 SP:Iteration 13Q (2141.915508 sec): 3 clusters Score: Raw -1993399.432125 + Penalty 3271.349716 = -1990128.082409 nChanged 232 SP:Iteration 14Q (2141.959402 sec): 3 clusters Score: Raw -1993537.316209 + Penalty 3271.349716 = -1990265.966494 nChanged 202 SP:Iteration 15Q (2142.003026 sec): 3 clusters Score: Raw -1993645.754999 + Penalty 3271.349716 = -1990374.405284 nChanged 155 SP:Iteration 16Q (2142.046322 sec): 3 clusters Score: Raw -1993723.906498 + Penalty 3271.349716 = -1990452.556782 nChanged 123 SP:Iteration 17Q (2142.089559 sec): 3 clusters Score: Raw -1993788.482714 + Penalty 3271.349716 = -1990517.132998 nChanged 107 SP:Iteration 18Q (2142.132316 sec): 3 clusters Score: Raw -1993837.629105 + Penalty 3271.349716 = -1990566.279390 nChanged 92 SP:Iteration 19Q (2142.175116 sec): 3 clusters Score: Raw -1993874.140032 + Penalty 3271.349716 = -1990602.790317 nChanged 67 SP:Iteration 20F (2142.224498 sec): 3 clusters Score: Raw -1993901.848833 + Penalty 3271.349716 = -1990630.499117 nChanged 63 SP:Iteration 21Q (2142.267292 sec): 3 clusters Score: Raw -1993926.760925 + Penalty 3271.349716 = -1990655.411209 nChanged 63 SP:Iteration 22Q (2142.309889 sec): 3 clusters Score: Raw -1993954.213444 + Penalty 3271.349716 = -1990682.863728 nChanged 49 SP:Iteration 23Q (2142.352375 sec): 3 clusters Score: Raw -1993977.117427 + Penalty 3271.349716 = -1990705.767711 nChanged 51 SP:Iteration 24Q (2142.394691 sec): 3 clusters Score: Raw -1994000.255292 + Penalty 3271.349716 = -1990728.905577 nChanged 47 SP:Iteration 25Q (2142.437100 sec): 3 clusters Score: Raw -1994021.135695 + Penalty 3271.349716 = -1990749.785980 nChanged 54 SP:Iteration 26Q (2142.479325 sec): 3 clusters Score: Raw -1994043.791514 + Penalty 3271.349716 = -1990772.441799 nChanged 43 SP:Iteration 27Q (2142.521654 sec): 3 clusters Score: Raw -1994058.676405 + Penalty 3271.349716 = -1990787.326689 nChanged 38 SP:Iteration 28Q (2142.563719 sec): 3 clusters Score: Raw -1994074.368574 + Penalty 3271.349716 = -1990803.018859 nChanged 35 SP:Iteration 29Q (2142.612879 sec): 3 clusters Score: Raw -1994087.033946 + Penalty 3271.349716 = -1990815.684230 nChanged 29 SP:Iteration 30Q (2142.666567 sec): 3 clusters Score: Raw -1994096.029074 + Penalty 3271.349716 = -1990824.679358 nChanged 25 SP:Iteration 31Q (2142.707754 sec): 3 clusters Score: Raw -1994107.291053 + Penalty 3271.349716 = -1990835.941338 nChanged 31 SP:Iteration 32Q (2142.749853 sec): 3 clusters Score: Raw -1994121.132420 + Penalty 3271.349716 = -1990849.782704 nChanged 29 SP:Iteration 33Q (2142.791604 sec): 3 clusters Score: Raw -1994138.019994 + Penalty 3271.349716 = -1990866.670279 nChanged 34 SP:Iteration 34Q (2142.833471 sec): 3 clusters Score: Raw -1994152.045196 + Penalty 3271.349716 = -1990880.695480 nChanged 25 SP:Iteration 35Q (2142.875355 sec): 3 clusters Score: Raw -1994160.152103 + Penalty 3271.349716 = -1990888.802387 nChanged 25 SP:Iteration 36Q (2142.917024 sec): 3 clusters Score: Raw -1994167.215530 + Penalty 3271.349716 = -1990895.865814 nChanged 16 SP:Iteration 37Q (2142.959033 sec): 3 clusters Score: Raw -1994173.109716 + Penalty 3271.349716 = -1990901.760001 nChanged 11 SP:Iteration 38Q (2143.000745 sec): 3 clusters Score: Raw -1994177.966951 + Penalty 3271.349716 = -1990906.617235 nChanged 16 SP:Iteration 39Q (2143.042624 sec): 3 clusters Score: Raw -1994184.025276 + Penalty 3271.349716 = -1990912.675560 nChanged 13 SP:Iteration 40F (2143.092181 sec): 3 clusters Score: Raw -1994188.849626 + Penalty 3271.349716 = -1990917.499910 nChanged 14 SP:Iteration 41Q (2143.134013 sec): 3 clusters Score: Raw -1994193.676598 + Penalty 3271.349716 = -1990922.326883 nChanged 15 SP:Iteration 42Q (2143.175844 sec): 3 clusters Score: Raw -1994199.884565 + Penalty 3271.349716 = -1990928.534849 nChanged 13 SP:Iteration 43Q (2143.217578 sec): 3 clusters Score: Raw -1994205.060052 + Penalty 3271.349716 = -1990933.710337 nChanged 9 SP:Iteration 44Q (2143.259163 sec): 3 clusters Score: Raw -1994208.478951 + Penalty 3271.349716 = -1990937.129235 nChanged 5 SP:Iteration 45Q (2143.311561 sec): 3 clusters Score: Raw -1994210.235656 + Penalty 3271.349716 = -1990938.885940 nChanged 5 SP:Iteration 46Q (2143.353202 sec): 3 clusters Score: Raw -1994211.898164 + Penalty 3271.349716 = -1990940.548448 nChanged 4 SP:Iteration 47Q (2143.394944 sec): 3 clusters Score: Raw -1994213.143149 + Penalty 3271.349716 = -1990941.793434 nChanged 4 SP:Iteration 48Q (2143.436670 sec): 3 clusters Score: Raw -1994214.889457 + Penalty 3271.349716 = -1990943.539741 nChanged 7 SP:Iteration 49Q (2143.478192 sec): 3 clusters Score: Raw -1994217.544916 + Penalty 3271.349716 = -1990946.195200 nChanged 4 SP:Iteration 50Q (2143.520019 sec): 3 clusters Score: Raw -1994219.332897 + Penalty 3271.349716 = -1990947.983182 nChanged 7 SP:Iteration 51Q (2143.561599 sec): 3 clusters Score: Raw -1994221.757254 + Penalty 3271.349716 = -1990950.407539 nChanged 3 SP:Iteration 52Q (2143.603311 sec): 3 clusters Score: Raw -1994222.587622 + Penalty 3271.349716 = -1990951.237907 nChanged 4 SP:Iteration 53Q (2143.645101 sec): 3 clusters Score: Raw -1994224.200853 + Penalty 3271.349716 = -1990952.851137 nChanged 4 SP:Iteration 54Q (2143.686817 sec): 3 clusters Score: Raw -1994225.682749 + Penalty 3271.349716 = -1990954.333033 nChanged 3 SP:Iteration 55Q (2143.728646 sec): 3 clusters Score: Raw -1994227.227814 + Penalty 3271.349716 = -1990955.878098 nChanged 6 SP:Iteration 56Q (2143.770273 sec): 3 clusters Score: Raw -1994229.800168 + Penalty 3271.349716 = -1990958.450452 nChanged 3 SP:Iteration 57Q (2143.811966 sec): 3 clusters Score: Raw -1994230.780403 + Penalty 3271.349716 = -1990959.430688 nChanged 1 SP:Iteration 58Q (2143.853655 sec): 3 clusters Score: Raw -1994231.327821 + Penalty 3271.349716 = -1990959.978105 nChanged 0 SP:Iteration 59F (2143.903059 sec): 3 clusters Score: Raw -1994231.327821 + Penalty 3271.349716 = -1990959.978105 nChanged 0 Trying to split cluster 33 (1868 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2143.917699 sec): 2 clusters Score: Raw -140980.942132 + Penalty 1224.051338 = -139756.890794 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2143.928041 sec): 3 clusters Score: Raw -140208.664433 + Penalty 2448.102676 = -137760.561757 nChanged 657 SP:Iteration 1F (2143.937696 sec): 3 clusters Score: Raw -140744.485251 + Penalty 2448.102676 = -138296.382575 nChanged 157 SP:Iteration 2F (2143.947244 sec): 3 clusters Score: Raw -140898.272940 + Penalty 2448.102676 = -138450.170264 nChanged 120 SP:Iteration 3F (2143.956890 sec): 3 clusters Score: Raw -141021.266813 + Penalty 2448.102676 = -138573.164137 nChanged 103 SP:Iteration 4F (2143.966566 sec): 3 clusters Score: Raw -141145.280303 + Penalty 2448.102676 = -138697.177627 nChanged 95 SP:Iteration 5F (2143.976573 sec): 3 clusters Score: Raw -141260.070939 + Penalty 2448.102676 = -138811.968263 nChanged 80 SP:Iteration 6Q (2143.986324 sec): 3 clusters Score: Raw -141351.459374 + Penalty 2448.102676 = -138903.356697 nChanged 54 SP:Iteration 7Q (2143.995911 sec): 3 clusters Score: Raw -141429.966887 + Penalty 2448.102676 = -138981.864211 nChanged 75 SP:Iteration 8Q (2144.005462 sec): 3 clusters Score: Raw -141536.285177 + Penalty 2448.102676 = -139088.182501 nChanged 57 SP:Iteration 9Q (2144.014950 sec): 3 clusters Score: Raw -141612.611519 + Penalty 2448.102676 = -139164.508843 nChanged 44 SP:Iteration 10Q (2144.024424 sec): 3 clusters Score: Raw -141658.665638 + Penalty 2448.102676 = -139210.562962 nChanged 31 SP:Iteration 11Q (2144.033856 sec): 3 clusters Score: Raw -141689.633148 + Penalty 2448.102676 = -139241.530472 nChanged 23 SP:Iteration 12Q (2144.043219 sec): 3 clusters Score: Raw -141710.521213 + Penalty 2448.102676 = -139262.418537 nChanged 13 SP:Iteration 13Q (2144.052660 sec): 3 clusters Score: Raw -141720.603946 + Penalty 2448.102676 = -139272.501270 nChanged 12 SP:Iteration 14Q (2144.062165 sec): 3 clusters Score: Raw -141727.098184 + Penalty 2448.102676 = -139278.995508 nChanged 9 SP:Iteration 15Q (2144.071705 sec): 3 clusters Score: Raw -141736.485233 + Penalty 2448.102676 = -139288.382557 nChanged 14 SP:Iteration 16Q (2144.081082 sec): 3 clusters Score: Raw -141760.207775 + Penalty 2448.102676 = -139312.105099 nChanged 18 SP:Iteration 17Q (2144.090508 sec): 3 clusters Score: Raw -141789.623488 + Penalty 2448.102676 = -139341.520812 nChanged 14 SP:Iteration 18Q (2144.099901 sec): 3 clusters Score: Raw -141812.313006 + Penalty 2448.102676 = -139364.210330 nChanged 15 SP:Iteration 19Q (2144.109267 sec): 3 clusters Score: Raw -141830.089766 + Penalty 2448.102676 = -139381.987089 nChanged 9 SP:Iteration 20F (2144.118827 sec): 3 clusters Score: Raw -141834.388838 + Penalty 2448.102676 = -139386.286161 nChanged 3 SP:Iteration 21Q (2144.128076 sec): 3 clusters Score: Raw -141836.023200 + Penalty 2448.102676 = -139387.920524 nChanged 0 SP:Iteration 22F (2144.137659 sec): 3 clusters Score: Raw -141836.023200 + Penalty 2448.102676 = -139387.920524 nChanged 0 Trying to split cluster 34 (1556 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2144.153029 sec): 2 clusters Score: Raw -118760.140984 + Penalty 1194.354477 = -117565.786507 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2144.161778 sec): 3 clusters Score: Raw -118148.472408 + Penalty 2388.708954 = -115759.763454 nChanged 538 SP:Iteration 1F (2144.169936 sec): 3 clusters Score: Raw -118570.548924 + Penalty 2388.708954 = -116181.839969 nChanged 138 SP:Iteration 2F (2144.178021 sec): 3 clusters Score: Raw -118727.592530 + Penalty 2388.708954 = -116338.883576 nChanged 101 SP:Iteration 3F (2144.186215 sec): 3 clusters Score: Raw -118825.983097 + Penalty 2388.708954 = -116437.274143 nChanged 67 SP:Iteration 4Q (2144.194342 sec): 3 clusters Score: Raw -118899.973638 + Penalty 2388.708954 = -116511.264684 nChanged 51 SP:Iteration 5Q (2144.202437 sec): 3 clusters Score: Raw -118971.059969 + Penalty 2388.708954 = -116582.351015 nChanged 54 SP:Iteration 6Q (2144.210499 sec): 3 clusters Score: Raw -119018.658696 + Penalty 2388.708954 = -116629.949742 nChanged 45 SP:Iteration 7Q (2144.218562 sec): 3 clusters Score: Raw -119051.038179 + Penalty 2388.708954 = -116662.329225 nChanged 20 SP:Iteration 8Q (2144.226540 sec): 3 clusters Score: Raw -119064.492267 + Penalty 2388.708954 = -116675.783313 nChanged 16 SP:Iteration 9Q (2144.234758 sec): 3 clusters Score: Raw -119075.189266 + Penalty 2388.708954 = -116686.480312 nChanged 18 SP:Iteration 10Q (2144.242880 sec): 3 clusters Score: Raw -119085.842417 + Penalty 2388.708954 = -116697.133463 nChanged 15 SP:Iteration 11Q (2144.250948 sec): 3 clusters Score: Raw -119092.735430 + Penalty 2388.708954 = -116704.026476 nChanged 11 SP:Iteration 12Q (2144.258990 sec): 3 clusters Score: Raw -119099.191575 + Penalty 2388.708954 = -116710.482621 nChanged 12 SP:Iteration 13Q (2144.267011 sec): 3 clusters Score: Raw -119110.080636 + Penalty 2388.708954 = -116721.371682 nChanged 11 SP:Iteration 14Q (2144.274941 sec): 3 clusters Score: Raw -119118.710657 + Penalty 2388.708954 = -116730.001703 nChanged 10 SP:Iteration 15Q (2144.282996 sec): 3 clusters Score: Raw -119126.817814 + Penalty 2388.708954 = -116738.108860 nChanged 9 SP:Iteration 16Q (2144.291002 sec): 3 clusters Score: Raw -119133.652017 + Penalty 2388.708954 = -116744.943063 nChanged 11 SP:Iteration 17Q (2144.298998 sec): 3 clusters Score: Raw -119139.100676 + Penalty 2388.708954 = -116750.391722 nChanged 9 SP:Iteration 18Q (2144.306991 sec): 3 clusters Score: Raw -119143.616124 + Penalty 2388.708954 = -116754.907170 nChanged 10 SP:Iteration 19Q (2144.315023 sec): 3 clusters Score: Raw -119150.945619 + Penalty 2388.708954 = -116762.236665 nChanged 11 SP:Iteration 20F (2144.323428 sec): 3 clusters Score: Raw -119157.988085 + Penalty 2388.708954 = -116769.279131 nChanged 12 SP:Iteration 21Q (2144.331464 sec): 3 clusters Score: Raw -119165.411937 + Penalty 2388.708954 = -116776.702983 nChanged 9 SP:Iteration 22Q (2144.339459 sec): 3 clusters Score: Raw -119173.405721 + Penalty 2388.708954 = -116784.696767 nChanged 9 SP:Iteration 23Q (2144.347444 sec): 3 clusters Score: Raw -119182.081687 + Penalty 2388.708954 = -116793.372733 nChanged 6 SP:Iteration 24Q (2144.355374 sec): 3 clusters Score: Raw -119187.041273 + Penalty 2388.708954 = -116798.332319 nChanged 6 SP:Iteration 25Q (2144.363356 sec): 3 clusters Score: Raw -119192.042577 + Penalty 2388.708954 = -116803.333623 nChanged 6 SP:Iteration 26Q (2144.371348 sec): 3 clusters Score: Raw -119195.181007 + Penalty 2388.708954 = -116806.472053 nChanged 8 SP:Iteration 27Q (2144.379368 sec): 3 clusters Score: Raw -119200.226186 + Penalty 2388.708954 = -116811.517232 nChanged 6 SP:Iteration 28Q (2144.387358 sec): 3 clusters Score: Raw -119205.764887 + Penalty 2388.708954 = -116817.055933 nChanged 4 SP:Iteration 29Q (2144.395331 sec): 3 clusters Score: Raw -119207.658856 + Penalty 2388.708954 = -116818.949902 nChanged 3 SP:Iteration 30Q (2144.403447 sec): 3 clusters Score: Raw -119209.282866 + Penalty 2388.708954 = -116820.573912 nChanged 3 SP:Iteration 31Q (2144.411570 sec): 3 clusters Score: Raw -119210.736550 + Penalty 2388.708954 = -116822.027596 nChanged 1 SP:Iteration 32Q (2144.419539 sec): 3 clusters Score: Raw -119211.548187 + Penalty 2388.708954 = -116822.839233 nChanged 2 SP:Iteration 33Q (2144.427491 sec): 3 clusters Score: Raw -119212.366330 + Penalty 2388.708954 = -116823.657376 nChanged 0 SP:Iteration 34F (2144.435585 sec): 3 clusters Score: Raw -119212.366330 + Penalty 2388.708954 = -116823.657376 nChanged 0 Trying to split cluster 35 (8073 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2144.458946 sec): 2 clusters Score: Raw -655703.718141 + Penalty 1461.895571 = -654241.822569 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2144.485349 sec): 3 clusters Score: Raw -651241.598587 + Penalty 2923.791143 = -648317.807444 nChanged 3366 SP:Iteration 1F (2144.510979 sec): 3 clusters Score: Raw -653487.001387 + Penalty 2923.791143 = -650563.210244 nChanged 838 SP:Iteration 2F (2144.537226 sec): 3 clusters Score: Raw -654372.675082 + Penalty 2923.791143 = -651448.883939 nChanged 816 SP:Iteration 3F (2144.563389 sec): 3 clusters Score: Raw -655216.446201 + Penalty 2923.791143 = -652292.655058 nChanged 664 SP:Iteration 4F (2144.589362 sec): 3 clusters Score: Raw -655815.701268 + Penalty 2923.791143 = -652891.910125 nChanged 456 SP:Iteration 5F (2144.615251 sec): 3 clusters Score: Raw -656191.440148 + Penalty 2923.791143 = -653267.649005 nChanged 344 SP:Iteration 6Q (2144.641130 sec): 3 clusters Score: Raw -656441.742504 + Penalty 2923.791143 = -653517.951361 nChanged 265 SP:Iteration 7Q (2144.667058 sec): 3 clusters Score: Raw -656633.906989 + Penalty 2923.791143 = -653710.115846 nChanged 233 SP:Iteration 8Q (2144.693131 sec): 3 clusters Score: Raw -656781.751872 + Penalty 2923.791143 = -653857.960729 nChanged 198 SP:Iteration 9Q (2144.719067 sec): 3 clusters Score: Raw -656882.506625 + Penalty 2923.791143 = -653958.715482 nChanged 162 SP:Iteration 10Q (2144.744655 sec): 3 clusters Score: Raw -656957.837168 + Penalty 2923.791143 = -654034.046025 nChanged 152 SP:Iteration 11Q (2144.770519 sec): 3 clusters Score: Raw -657020.792492 + Penalty 2923.791143 = -654097.001349 nChanged 109 SP:Iteration 12Q (2144.796066 sec): 3 clusters Score: Raw -657059.952958 + Penalty 2923.791143 = -654136.161815 nChanged 93 SP:Iteration 13Q (2144.821753 sec): 3 clusters Score: Raw -657089.171321 + Penalty 2923.791143 = -654165.380178 nChanged 87 SP:Iteration 14Q (2144.847135 sec): 3 clusters Score: Raw -657115.170672 + Penalty 2923.791143 = -654191.379530 nChanged 72 SP:Iteration 15Q (2144.872789 sec): 3 clusters Score: Raw -657133.993207 + Penalty 2923.791143 = -654210.202064 nChanged 65 SP:Iteration 16Q (2144.898030 sec): 3 clusters Score: Raw -657153.341691 + Penalty 2923.791143 = -654229.550548 nChanged 60 SP:Iteration 17Q (2144.923358 sec): 3 clusters Score: Raw -657168.003438 + Penalty 2923.791143 = -654244.212295 nChanged 52 SP:Iteration 18Q (2144.948991 sec): 3 clusters Score: Raw -657178.248106 + Penalty 2923.791143 = -654254.456963 nChanged 46 SP:Iteration 19Q (2144.974530 sec): 3 clusters Score: Raw -657188.543243 + Penalty 2923.791143 = -654264.752100 nChanged 41 SP:Iteration 20F (2145.000539 sec): 3 clusters Score: Raw -657198.862963 + Penalty 2923.791143 = -654275.071820 nChanged 47 SP:Iteration 21Q (2145.025983 sec): 3 clusters Score: Raw -657211.821767 + Penalty 2923.791143 = -654288.030624 nChanged 49 SP:Iteration 22Q (2145.051410 sec): 3 clusters Score: Raw -657223.097904 + Penalty 2923.791143 = -654299.306762 nChanged 52 SP:Iteration 23Q (2145.076624 sec): 3 clusters Score: Raw -657237.593354 + Penalty 2923.791143 = -654313.802211 nChanged 54 SP:Iteration 24Q (2145.101874 sec): 3 clusters Score: Raw -657250.672600 + Penalty 2923.791143 = -654326.881458 nChanged 44 SP:Iteration 25Q (2145.127041 sec): 3 clusters Score: Raw -657259.624164 + Penalty 2923.791143 = -654335.833022 nChanged 34 SP:Iteration 26Q (2145.152300 sec): 3 clusters Score: Raw -657266.345987 + Penalty 2923.791143 = -654342.554844 nChanged 32 SP:Iteration 27Q (2145.177808 sec): 3 clusters Score: Raw -657273.106415 + Penalty 2923.791143 = -654349.315272 nChanged 24 SP:Iteration 28Q (2145.202799 sec): 3 clusters Score: Raw -657277.932548 + Penalty 2923.791143 = -654354.141405 nChanged 24 SP:Iteration 29Q (2145.227919 sec): 3 clusters Score: Raw -657281.714138 + Penalty 2923.791143 = -654357.922995 nChanged 19 SP:Iteration 30Q (2145.253303 sec): 3 clusters Score: Raw -657285.112350 + Penalty 2923.791143 = -654361.321207 nChanged 15 SP:Iteration 31Q (2145.278199 sec): 3 clusters Score: Raw -657287.938852 + Penalty 2923.791143 = -654364.147710 nChanged 21 SP:Iteration 32Q (2145.303391 sec): 3 clusters Score: Raw -657292.158683 + Penalty 2923.791143 = -654368.367540 nChanged 26 SP:Iteration 33Q (2145.328655 sec): 3 clusters Score: Raw -657297.628535 + Penalty 2923.791143 = -654373.837392 nChanged 20 SP:Iteration 34Q (2145.353591 sec): 3 clusters Score: Raw -657301.534322 + Penalty 2923.791143 = -654377.743180 nChanged 22 SP:Iteration 35Q (2145.378795 sec): 3 clusters Score: Raw -657305.766187 + Penalty 2923.791143 = -654381.975044 nChanged 20 SP:Iteration 36Q (2145.403883 sec): 3 clusters Score: Raw -657309.706977 + Penalty 2923.791143 = -654385.915834 nChanged 20 SP:Iteration 37Q (2145.429007 sec): 3 clusters Score: Raw -657312.977442 + Penalty 2923.791143 = -654389.186299 nChanged 12 SP:Iteration 38Q (2145.454148 sec): 3 clusters Score: Raw -657314.856621 + Penalty 2923.791143 = -654391.065478 nChanged 20 SP:Iteration 39Q (2145.479163 sec): 3 clusters Score: Raw -657316.976104 + Penalty 2923.791143 = -654393.184961 nChanged 9 SP:Iteration 40F (2145.505056 sec): 3 clusters Score: Raw -657317.951045 + Penalty 2923.791143 = -654394.159902 nChanged 5 SP:Iteration 41Q (2145.530086 sec): 3 clusters Score: Raw -657318.371738 + Penalty 2923.791143 = -654394.580595 nChanged 4 SP:Iteration 42Q (2145.555392 sec): 3 clusters Score: Raw -657318.820192 + Penalty 2923.791143 = -654395.029049 nChanged 4 SP:Iteration 43Q (2145.580447 sec): 3 clusters Score: Raw -657319.424096 + Penalty 2923.791143 = -654395.632953 nChanged 3 SP:Iteration 44Q (2145.605447 sec): 3 clusters Score: Raw -657319.731058 + Penalty 2923.791143 = -654395.939915 nChanged 2 SP:Iteration 45Q (2145.630708 sec): 3 clusters Score: Raw -657319.885650 + Penalty 2923.791143 = -654396.094507 nChanged 2 SP:Iteration 46Q (2145.655835 sec): 3 clusters Score: Raw -657320.062272 + Penalty 2923.791143 = -654396.271129 nChanged 1 SP:Iteration 47Q (2145.680813 sec): 3 clusters Score: Raw -657320.152842 + Penalty 2923.791143 = -654396.361699 nChanged 3 SP:Iteration 48Q (2145.705988 sec): 3 clusters Score: Raw -657320.423974 + Penalty 2923.791143 = -654396.632831 nChanged 6 SP:Iteration 49Q (2145.731128 sec): 3 clusters Score: Raw -657321.129499 + Penalty 2923.791143 = -654397.338356 nChanged 6 SP:Iteration 50Q (2145.756346 sec): 3 clusters Score: Raw -657321.724963 + Penalty 2923.791143 = -654397.933820 nChanged 3 SP:Iteration 51Q (2145.781578 sec): 3 clusters Score: Raw -657321.992511 + Penalty 2923.791143 = -654398.201369 nChanged 3 SP:Iteration 52Q (2145.806733 sec): 3 clusters Score: Raw -657322.312621 + Penalty 2923.791143 = -654398.521478 nChanged 4 SP:Iteration 53Q (2145.831616 sec): 3 clusters Score: Raw -657322.564980 + Penalty 2923.791143 = -654398.773837 nChanged 4 SP:Iteration 54Q (2145.856767 sec): 3 clusters Score: Raw -657323.006209 + Penalty 2923.791143 = -654399.215066 nChanged 3 SP:Iteration 55Q (2145.881866 sec): 3 clusters Score: Raw -657323.308313 + Penalty 2923.791143 = -654399.517170 nChanged 3 SP:Iteration 56Q (2145.906696 sec): 3 clusters Score: Raw -657323.544953 + Penalty 2923.791143 = -654399.753810 nChanged 1 SP:Iteration 57Q (2145.931789 sec): 3 clusters Score: Raw -657323.648401 + Penalty 2923.791143 = -654399.857259 nChanged 2 SP:Iteration 58Q (2145.956762 sec): 3 clusters Score: Raw -657323.867240 + Penalty 2923.791143 = -654400.076097 nChanged 0 SP:Iteration 59F (2145.982872 sec): 3 clusters Score: Raw -657323.867240 + Penalty 2923.791143 = -654400.076097 nChanged 0 Score: Raw -49145423.135661 + Penalty 88911.006508 = -49056512.129153 Splitting cluster 35 changes total score from -49057060.059848 to -49056512.129153 So it's not getting split. Trying to split cluster 36 (3199 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2162.605235 sec): 2 clusters Score: Raw -254148.645012 + Penalty 1311.471450 = -252837.173562 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2162.622072 sec): 3 clusters Score: Raw -252612.768481 + Penalty 2622.942900 = -249989.825581 nChanged 1256 SP:Iteration 1F (2162.638062 sec): 3 clusters Score: Raw -253403.069242 + Penalty 2622.942900 = -250780.126342 nChanged 277 SP:Iteration 2F (2162.654060 sec): 3 clusters Score: Raw -253669.663998 + Penalty 2622.942900 = -251046.721098 nChanged 229 SP:Iteration 3F (2162.670003 sec): 3 clusters Score: Raw -253891.554386 + Penalty 2622.942900 = -251268.611485 nChanged 215 SP:Iteration 4F (2162.685851 sec): 3 clusters Score: Raw -254065.810526 + Penalty 2622.942900 = -251442.867626 nChanged 171 SP:Iteration 5F (2162.701849 sec): 3 clusters Score: Raw -254223.665914 + Penalty 2622.942900 = -251600.723013 nChanged 155 SP:Iteration 6Q (2162.717762 sec): 3 clusters Score: Raw -254370.613922 + Penalty 2622.942900 = -251747.671021 nChanged 142 SP:Iteration 7Q (2162.733654 sec): 3 clusters Score: Raw -254497.076035 + Penalty 2622.942900 = -251874.133135 nChanged 140 SP:Iteration 8Q (2162.749495 sec): 3 clusters Score: Raw -254641.623545 + Penalty 2622.942900 = -252018.680644 nChanged 117 SP:Iteration 9Q (2162.765349 sec): 3 clusters Score: Raw -254766.159368 + Penalty 2622.942900 = -252143.216468 nChanged 94 SP:Iteration 10Q (2162.781088 sec): 3 clusters Score: Raw -254873.212710 + Penalty 2622.942900 = -252250.269809 nChanged 78 SP:Iteration 11Q (2162.796600 sec): 3 clusters Score: Raw -254979.614823 + Penalty 2622.942900 = -252356.671923 nChanged 58 SP:Iteration 12Q (2162.812102 sec): 3 clusters Score: Raw -255059.533995 + Penalty 2622.942900 = -252436.591095 nChanged 55 SP:Iteration 13Q (2162.827535 sec): 3 clusters Score: Raw -255139.273472 + Penalty 2622.942900 = -252516.330572 nChanged 44 SP:Iteration 14Q (2162.842692 sec): 3 clusters Score: Raw -255183.843739 + Penalty 2622.942900 = -252560.900839 nChanged 34 SP:Iteration 15Q (2162.857890 sec): 3 clusters Score: Raw -255229.466775 + Penalty 2622.942900 = -252606.523874 nChanged 28 SP:Iteration 16Q (2162.873040 sec): 3 clusters Score: Raw -255253.610023 + Penalty 2622.942900 = -252630.667122 nChanged 13 SP:Iteration 17Q (2162.887515 sec): 3 clusters Score: Raw -255263.373815 + Penalty 2622.942900 = -252640.430914 nChanged 15 SP:Iteration 18Q (2162.902328 sec): 3 clusters Score: Raw -255273.851873 + Penalty 2622.942900 = -252650.908972 nChanged 8 SP:Iteration 19Q (2162.917170 sec): 3 clusters Score: Raw -255280.492912 + Penalty 2622.942900 = -252657.550012 nChanged 5 SP:Iteration 20F (2162.933178 sec): 3 clusters Score: Raw -255285.790850 + Penalty 2622.942900 = -252662.847950 nChanged 4 SP:Iteration 21Q (2162.948106 sec): 3 clusters Score: Raw -255288.317138 + Penalty 2622.942900 = -252665.374238 nChanged 2 SP:Iteration 22Q (2162.962877 sec): 3 clusters Score: Raw -255289.214063 + Penalty 2622.942900 = -252666.271162 nChanged 2 SP:Iteration 23Q (2162.977754 sec): 3 clusters Score: Raw -255290.856497 + Penalty 2622.942900 = -252667.913597 nChanged 0 SP:Iteration 24F (2162.993626 sec): 3 clusters Score: Raw -255290.856497 + Penalty 2622.942900 = -252667.913597 nChanged 0 Trying to split cluster 37 (1168 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2163.008449 sec): 2 clusters Score: Raw -86270.522065 + Penalty 1147.745327 = -85122.776739 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2163.015138 sec): 3 clusters Score: Raw -85874.502912 + Penalty 2295.490653 = -83579.012259 nChanged 375 SP:Iteration 1F (2163.021426 sec): 3 clusters Score: Raw -86179.578983 + Penalty 2295.490653 = -83884.088330 nChanged 87 SP:Iteration 2F (2163.027696 sec): 3 clusters Score: Raw -86287.397374 + Penalty 2295.490653 = -83991.906721 nChanged 63 SP:Iteration 3F (2163.033919 sec): 3 clusters Score: Raw -86378.478007 + Penalty 2295.490653 = -84082.987354 nChanged 53 SP:Iteration 4Q (2163.040267 sec): 3 clusters Score: Raw -86444.669444 + Penalty 2295.490653 = -84149.178791 nChanged 41 SP:Iteration 5Q (2163.046505 sec): 3 clusters Score: Raw -86485.310824 + Penalty 2295.490653 = -84189.820170 nChanged 29 SP:Iteration 6Q (2163.052735 sec): 3 clusters Score: Raw -86519.218173 + Penalty 2295.490653 = -84223.727519 nChanged 33 SP:Iteration 7Q (2163.058918 sec): 3 clusters Score: Raw -86560.833003 + Penalty 2295.490653 = -84265.342349 nChanged 32 SP:Iteration 8Q (2163.065128 sec): 3 clusters Score: Raw -86607.611325 + Penalty 2295.490653 = -84312.120672 nChanged 32 SP:Iteration 9Q (2163.071331 sec): 3 clusters Score: Raw -86647.359303 + Penalty 2295.490653 = -84351.868650 nChanged 29 SP:Iteration 10Q (2163.077534 sec): 3 clusters Score: Raw -86679.058147 + Penalty 2295.490653 = -84383.567494 nChanged 15 SP:Iteration 11Q (2163.083721 sec): 3 clusters Score: Raw -86694.518005 + Penalty 2295.490653 = -84399.027352 nChanged 9 SP:Iteration 12Q (2163.089889 sec): 3 clusters Score: Raw -86702.348856 + Penalty 2295.490653 = -84406.858203 nChanged 6 SP:Iteration 13Q (2163.096082 sec): 3 clusters Score: Raw -86711.337153 + Penalty 2295.490653 = -84415.846500 nChanged 9 SP:Iteration 14Q (2163.102272 sec): 3 clusters Score: Raw -86719.959817 + Penalty 2295.490653 = -84424.469164 nChanged 4 SP:Iteration 15Q (2163.108444 sec): 3 clusters Score: Raw -86722.656942 + Penalty 2295.490653 = -84427.166289 nChanged 1 SP:Iteration 16Q (2163.114602 sec): 3 clusters Score: Raw -86722.953251 + Penalty 2295.490653 = -84427.462597 nChanged 0 SP:Iteration 17F (2163.120827 sec): 3 clusters Score: Raw -86722.953251 + Penalty 2295.490653 = -84427.462597 nChanged 0 Trying to split cluster 38 (3788 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2163.139055 sec): 2 clusters Score: Raw -301747.012883 + Penalty 1338.933936 = -300408.078947 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2163.158822 sec): 3 clusters Score: Raw -299860.353269 + Penalty 2677.867873 = -297182.485396 nChanged 1472 SP:Iteration 1F (2163.177779 sec): 3 clusters Score: Raw -300726.283525 + Penalty 2677.867873 = -298048.415653 nChanged 311 SP:Iteration 2F (2163.196587 sec): 3 clusters Score: Raw -300918.886642 + Penalty 2677.867873 = -298241.018769 nChanged 199 SP:Iteration 3F (2163.215515 sec): 3 clusters Score: Raw -301035.085857 + Penalty 2677.867873 = -298357.217984 nChanged 153 SP:Iteration 4Q (2163.234538 sec): 3 clusters Score: Raw -301113.178834 + Penalty 2677.867873 = -298435.310962 nChanged 115 SP:Iteration 5Q (2163.253235 sec): 3 clusters Score: Raw -301171.129504 + Penalty 2677.867873 = -298493.261632 nChanged 102 SP:Iteration 6Q (2163.272100 sec): 3 clusters Score: Raw -301221.720459 + Penalty 2677.867873 = -298543.852586 nChanged 104 SP:Iteration 7Q (2163.290912 sec): 3 clusters Score: Raw -301279.100733 + Penalty 2677.867873 = -298601.232860 nChanged 104 SP:Iteration 8Q (2163.309580 sec): 3 clusters Score: Raw -301334.895942 + Penalty 2677.867873 = -298657.028070 nChanged 104 SP:Iteration 9Q (2163.328561 sec): 3 clusters Score: Raw -301388.392141 + Penalty 2677.867873 = -298710.524268 nChanged 83 SP:Iteration 10Q (2163.347551 sec): 3 clusters Score: Raw -301429.499580 + Penalty 2677.867873 = -298751.631707 nChanged 76 SP:Iteration 11Q (2163.366183 sec): 3 clusters Score: Raw -301466.531771 + Penalty 2677.867873 = -298788.663898 nChanged 77 SP:Iteration 12Q (2163.384984 sec): 3 clusters Score: Raw -301504.316330 + Penalty 2677.867873 = -298826.448457 nChanged 81 SP:Iteration 13Q (2163.403760 sec): 3 clusters Score: Raw -301543.889064 + Penalty 2677.867873 = -298866.021191 nChanged 67 SP:Iteration 14Q (2163.422610 sec): 3 clusters Score: Raw -301576.817352 + Penalty 2677.867873 = -298898.949479 nChanged 57 SP:Iteration 15Q (2163.475631 sec): 3 clusters Score: Raw -301600.226706 + Penalty 2677.867873 = -298922.358834 nChanged 45 SP:Iteration 16Q (2163.494635 sec): 3 clusters Score: Raw -301621.415557 + Penalty 2677.867873 = -298943.547684 nChanged 45 SP:Iteration 17Q (2163.513653 sec): 3 clusters Score: Raw -301639.676061 + Penalty 2677.867873 = -298961.808189 nChanged 36 SP:Iteration 18Q (2163.532255 sec): 3 clusters Score: Raw -301651.725182 + Penalty 2677.867873 = -298973.857310 nChanged 29 SP:Iteration 19Q (2163.550865 sec): 3 clusters Score: Raw -301662.673304 + Penalty 2677.867873 = -298984.805432 nChanged 21 SP:Iteration 20F (2163.605666 sec): 3 clusters Score: Raw -301669.920932 + Penalty 2677.867873 = -298992.053059 nChanged 15 SP:Iteration 21Q (2163.658393 sec): 3 clusters Score: Raw -301675.243293 + Penalty 2677.867873 = -298997.375421 nChanged 16 SP:Iteration 22Q (2163.711089 sec): 3 clusters Score: Raw -301681.664213 + Penalty 2677.867873 = -299003.796341 nChanged 20 SP:Iteration 23Q (2163.765040 sec): 3 clusters Score: Raw -301687.578206 + Penalty 2677.867873 = -299009.710334 nChanged 11 SP:Iteration 24Q (2163.818198 sec): 3 clusters Score: Raw -301690.718589 + Penalty 2677.867873 = -299012.850717 nChanged 11 SP:Iteration 25Q (2163.871622 sec): 3 clusters Score: Raw -301694.567051 + Penalty 2677.867873 = -299016.699178 nChanged 10 SP:Iteration 26Q (2163.919706 sec): 3 clusters Score: Raw -301698.655368 + Penalty 2677.867873 = -299020.787495 nChanged 14 SP:Iteration 27Q (2163.931179 sec): 3 clusters Score: Raw -301704.583223 + Penalty 2677.867873 = -299026.715351 nChanged 14 SP:Iteration 28Q (2163.949768 sec): 3 clusters Score: Raw -301708.108049 + Penalty 2677.867873 = -299030.240176 nChanged 11 SP:Iteration 29Q (2163.968548 sec): 3 clusters Score: Raw -301711.701340 + Penalty 2677.867873 = -299033.833468 nChanged 14 SP:Iteration 30Q (2163.987583 sec): 3 clusters Score: Raw -301718.124665 + Penalty 2677.867873 = -299040.256792 nChanged 11 SP:Iteration 31Q (2164.006433 sec): 3 clusters Score: Raw -301721.770025 + Penalty 2677.867873 = -299043.902152 nChanged 10 SP:Iteration 32Q (2164.025201 sec): 3 clusters Score: Raw -301725.301508 + Penalty 2677.867873 = -299047.433636 nChanged 14 SP:Iteration 33Q (2164.043930 sec): 3 clusters Score: Raw -301728.872261 + Penalty 2677.867873 = -299051.004388 nChanged 11 SP:Iteration 34Q (2164.062693 sec): 3 clusters Score: Raw -301732.532092 + Penalty 2677.867873 = -299054.664219 nChanged 1 SP:Iteration 35Q (2164.081583 sec): 3 clusters Score: Raw -301732.755384 + Penalty 2677.867873 = -299054.887512 nChanged 2 SP:Iteration 36Q (2164.100321 sec): 3 clusters Score: Raw -301733.498670 + Penalty 2677.867873 = -299055.630797 nChanged 1 SP:Iteration 37Q (2164.118877 sec): 3 clusters Score: Raw -301733.889277 + Penalty 2677.867873 = -299056.021404 nChanged 1 SP:Iteration 38Q (2164.137437 sec): 3 clusters Score: Raw -301734.242154 + Penalty 2677.867873 = -299056.374282 nChanged 0 SP:Iteration 39F (2164.158252 sec): 3 clusters Score: Raw -301734.242154 + Penalty 2677.867873 = -299056.374282 nChanged 0 Trying to split cluster 39 (2496 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2164.174302 sec): 2 clusters Score: Raw -210205.969894 + Penalty 1271.147269 = -208934.822625 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2164.187720 sec): 3 clusters Score: Raw -209044.920680 + Penalty 2542.294537 = -206502.626143 nChanged 924 SP:Iteration 1F (2164.200395 sec): 3 clusters Score: Raw -209632.711713 + Penalty 2542.294537 = -207090.417176 nChanged 196 SP:Iteration 2F (2164.213087 sec): 3 clusters Score: Raw -209788.376801 + Penalty 2542.294537 = -207246.082263 nChanged 152 SP:Iteration 3F (2164.225799 sec): 3 clusters Score: Raw -209893.334276 + Penalty 2542.294537 = -207351.039739 nChanged 103 SP:Iteration 4Q (2164.238454 sec): 3 clusters Score: Raw -209969.131182 + Penalty 2542.294537 = -207426.836645 nChanged 95 SP:Iteration 5Q (2164.251171 sec): 3 clusters Score: Raw -210042.955029 + Penalty 2542.294537 = -207500.660492 nChanged 82 SP:Iteration 6Q (2164.263790 sec): 3 clusters Score: Raw -210113.640289 + Penalty 2542.294537 = -207571.345752 nChanged 72 SP:Iteration 7Q (2164.276416 sec): 3 clusters Score: Raw -210159.762147 + Penalty 2542.294537 = -207617.467610 nChanged 53 SP:Iteration 8Q (2164.289042 sec): 3 clusters Score: Raw -210185.606996 + Penalty 2542.294537 = -207643.312459 nChanged 29 SP:Iteration 9Q (2164.301608 sec): 3 clusters Score: Raw -210200.441591 + Penalty 2542.294537 = -207658.147054 nChanged 22 SP:Iteration 10Q (2164.314138 sec): 3 clusters Score: Raw -210210.414705 + Penalty 2542.294537 = -207668.120168 nChanged 16 SP:Iteration 11Q (2164.326629 sec): 3 clusters Score: Raw -210218.082732 + Penalty 2542.294537 = -207675.788195 nChanged 18 SP:Iteration 12Q (2164.339243 sec): 3 clusters Score: Raw -210227.671400 + Penalty 2542.294537 = -207685.376863 nChanged 24 SP:Iteration 13Q (2164.351731 sec): 3 clusters Score: Raw -210238.116299 + Penalty 2542.294537 = -207695.821762 nChanged 12 SP:Iteration 14Q (2164.364299 sec): 3 clusters Score: Raw -210241.750465 + Penalty 2542.294537 = -207699.455927 nChanged 8 SP:Iteration 15Q (2164.376935 sec): 3 clusters Score: Raw -210244.100617 + Penalty 2542.294537 = -207701.806080 nChanged 5 SP:Iteration 16Q (2164.389515 sec): 3 clusters Score: Raw -210246.066150 + Penalty 2542.294537 = -207703.771613 nChanged 4 SP:Iteration 17Q (2164.402109 sec): 3 clusters Score: Raw -210248.042549 + Penalty 2542.294537 = -207705.748012 nChanged 6 SP:Iteration 18Q (2164.414584 sec): 3 clusters Score: Raw -210250.870732 + Penalty 2542.294537 = -207708.576195 nChanged 7 SP:Iteration 19Q (2164.427173 sec): 3 clusters Score: Raw -210253.154577 + Penalty 2542.294537 = -207710.860040 nChanged 5 SP:Iteration 20F (2164.439816 sec): 3 clusters Score: Raw -210255.154527 + Penalty 2542.294537 = -207712.859990 nChanged 5 SP:Iteration 21Q (2164.452297 sec): 3 clusters Score: Raw -210257.113746 + Penalty 2542.294537 = -207714.819209 nChanged 5 SP:Iteration 22Q (2164.464838 sec): 3 clusters Score: Raw -210259.806179 + Penalty 2542.294537 = -207717.511642 nChanged 6 SP:Iteration 23Q (2164.477471 sec): 3 clusters Score: Raw -210262.021359 + Penalty 2542.294537 = -207719.726822 nChanged 10 SP:Iteration 24Q (2164.490073 sec): 3 clusters Score: Raw -210266.381557 + Penalty 2542.294537 = -207724.087020 nChanged 9 SP:Iteration 25Q (2164.502660 sec): 3 clusters Score: Raw -210269.409801 + Penalty 2542.294537 = -207727.115264 nChanged 4 SP:Iteration 26Q (2164.515253 sec): 3 clusters Score: Raw -210270.440972 + Penalty 2542.294537 = -207728.146435 nChanged 1 SP:Iteration 27Q (2164.527843 sec): 3 clusters Score: Raw -210270.776921 + Penalty 2542.294537 = -207728.482384 nChanged 0 SP:Iteration 28F (2164.540471 sec): 3 clusters Score: Raw -210270.776921 + Penalty 2542.294537 = -207728.482384 nChanged 0 Trying to split cluster 40 (5430 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2164.560507 sec): 2 clusters Score: Raw -444896.450914 + Penalty 1397.450342 = -443499.000572 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2164.583077 sec): 3 clusters Score: Raw -442040.427969 + Penalty 2794.900684 = -439245.527285 nChanged 2248 SP:Iteration 1F (2164.605223 sec): 3 clusters Score: Raw -443346.236136 + Penalty 2794.900684 = -440551.335451 nChanged 388 SP:Iteration 2F (2164.627111 sec): 3 clusters Score: Raw -443600.388891 + Penalty 2794.900684 = -440805.488207 nChanged 333 SP:Iteration 3F (2164.649174 sec): 3 clusters Score: Raw -443843.023849 + Penalty 2794.900684 = -441048.123165 nChanged 303 SP:Iteration 4F (2164.671057 sec): 3 clusters Score: Raw -444059.974114 + Penalty 2794.900684 = -441265.073430 nChanged 282 SP:Iteration 5F (2164.692936 sec): 3 clusters Score: Raw -444259.888379 + Penalty 2794.900684 = -441464.987694 nChanged 272 SP:Iteration 6F (2164.715022 sec): 3 clusters Score: Raw -444485.338348 + Penalty 2794.900684 = -441690.437663 nChanged 292 SP:Iteration 7F (2164.736905 sec): 3 clusters Score: Raw -444777.267492 + Penalty 2794.900684 = -441982.366808 nChanged 301 SP:Iteration 8F (2164.758919 sec): 3 clusters Score: Raw -445121.077186 + Penalty 2794.900684 = -442326.176502 nChanged 269 SP:Iteration 9Q (2164.780789 sec): 3 clusters Score: Raw -445407.298565 + Penalty 2794.900684 = -442612.397881 nChanged 208 SP:Iteration 10Q (2164.802461 sec): 3 clusters Score: Raw -445607.290124 + Penalty 2794.900684 = -442812.389440 nChanged 168 SP:Iteration 11Q (2164.824137 sec): 3 clusters Score: Raw -445757.396161 + Penalty 2794.900684 = -442962.495476 nChanged 121 SP:Iteration 12Q (2164.845462 sec): 3 clusters Score: Raw -445837.506204 + Penalty 2794.900684 = -443042.605520 nChanged 72 SP:Iteration 13Q (2164.866781 sec): 3 clusters Score: Raw -445877.144555 + Penalty 2794.900684 = -443082.243871 nChanged 55 SP:Iteration 14Q (2164.888164 sec): 3 clusters Score: Raw -445908.428839 + Penalty 2794.900684 = -443113.528155 nChanged 46 SP:Iteration 15Q (2164.909163 sec): 3 clusters Score: Raw -445932.350789 + Penalty 2794.900684 = -443137.450104 nChanged 35 SP:Iteration 16Q (2164.930463 sec): 3 clusters Score: Raw -445944.303054 + Penalty 2794.900684 = -443149.402369 nChanged 24 SP:Iteration 17Q (2164.951708 sec): 3 clusters Score: Raw -445952.545430 + Penalty 2794.900684 = -443157.644746 nChanged 20 SP:Iteration 18Q (2164.972946 sec): 3 clusters Score: Raw -445957.230287 + Penalty 2794.900684 = -443162.329603 nChanged 8 SP:Iteration 19Q (2164.994072 sec): 3 clusters Score: Raw -445959.285410 + Penalty 2794.900684 = -443164.384726 nChanged 6 SP:Iteration 20F (2165.015973 sec): 3 clusters Score: Raw -445960.830543 + Penalty 2794.900684 = -443165.929859 nChanged 2 SP:Iteration 21Q (2165.036905 sec): 3 clusters Score: Raw -445961.043282 + Penalty 2794.900684 = -443166.142597 nChanged 1 SP:Iteration 22Q (2165.057971 sec): 3 clusters Score: Raw -445961.264967 + Penalty 2794.900684 = -443166.364282 nChanged 2 SP:Iteration 23Q (2165.079203 sec): 3 clusters Score: Raw -445961.523329 + Penalty 2794.900684 = -443166.622644 nChanged 1 SP:Iteration 24Q (2165.100388 sec): 3 clusters Score: Raw -445961.638622 + Penalty 2794.900684 = -443166.737938 nChanged 0 SP:Iteration 25F (2165.122473 sec): 3 clusters Score: Raw -445961.638622 + Penalty 2794.900684 = -443166.737938 nChanged 0 Iteration 179Q (2171.916017 sec): 41 clusters Score: Raw -49143803.024272 + Penalty 86742.445374 = -49057060.578899 nChanged 12 Iteration 180F (2188.097847 sec): 41 clusters Score: Raw -49143803.331230 + Penalty 86742.445374 = -49057060.885856 nChanged 8 Iteration 181Q (2194.864024 sec): 41 clusters Score: Raw -49143803.490607 + Penalty 86742.445374 = -49057061.045233 nChanged 6 Iteration 182Q (2201.643998 sec): 41 clusters Score: Raw -49143803.575326 + Penalty 86742.445374 = -49057061.129953 nChanged 12 Iteration 183Q (2208.429971 sec): 41 clusters Score: Raw -49143803.750029 + Penalty 86742.445374 = -49057061.304655 nChanged 14 Iteration 184Q (2215.242999 sec): 41 clusters Score: Raw -49143804.026780 + Penalty 86742.445374 = -49057061.581406 nChanged 11 Iteration 185Q (2222.035511 sec): 41 clusters Score: Raw -49143804.205160 + Penalty 86742.445374 = -49057061.759787 nChanged 4 Iteration 186Q (2228.811563 sec): 41 clusters Score: Raw -49143804.240640 + Penalty 86742.445374 = -49057061.795267 nChanged 5 Iteration 187Q (2235.628431 sec): 41 clusters Score: Raw -49143804.289145 + Penalty 86742.445374 = -49057061.843772 nChanged 4 Iteration 188Q (2242.403357 sec): 41 clusters Score: Raw -49143804.362870 + Penalty 86742.445374 = -49057061.917496 nChanged 4 Iteration 189Q (2249.194656 sec): 41 clusters Score: Raw -49143804.438922 + Penalty 86742.445374 = -49057061.993548 nChanged 6 Iteration 190Q (2255.984653 sec): 41 clusters Score: Raw -49143804.518202 + Penalty 86742.445374 = -49057062.072828 nChanged 4 Iteration 191Q (2262.746116 sec): 41 clusters Score: Raw -49143804.587173 + Penalty 86742.445374 = -49057062.141800 nChanged 8 Iteration 192Q (2269.508457 sec): 41 clusters Score: Raw -49143804.681103 + Penalty 86742.445374 = -49057062.235729 nChanged 10 Iteration 193Q (2276.283554 sec): 41 clusters Score: Raw -49143804.829269 + Penalty 86742.445374 = -49057062.383895 nChanged 12 Iteration 194Q (2283.062683 sec): 41 clusters Score: Raw -49143805.126446 + Penalty 86742.445374 = -49057062.681072 nChanged 8 Iteration 195Q (2289.832614 sec): 41 clusters Score: Raw -49143805.283393 + Penalty 86742.445374 = -49057062.838019 nChanged 9 Iteration 196Q (2296.629804 sec): 41 clusters Score: Raw -49143805.510476 + Penalty 86742.445374 = -49057063.065102 nChanged 13 Iteration 197Q (2303.421854 sec): 41 clusters Score: Raw -49143805.826522 + Penalty 86742.445374 = -49057063.381148 nChanged 11 Iteration 198Q (2310.204444 sec): 41 clusters Score: Raw -49143806.039123 + Penalty 86742.445374 = -49057063.593749 nChanged 12 Iteration 199Q (2316.978438 sec): 41 clusters Score: Raw -49143806.374381 + Penalty 86742.445374 = -49057063.929008 nChanged 12 Iteration 200F (2333.158876 sec): 41 clusters Score: Raw -49143806.744365 + Penalty 86742.445374 = -49057064.298991 nChanged 16 Iteration 201Q (2339.935678 sec): 41 clusters Score: Raw -49143807.401377 + Penalty 86742.445374 = -49057064.956003 nChanged 13 Iteration 202Q (2346.707598 sec): 41 clusters Score: Raw -49143807.913673 + Penalty 86742.445374 = -49057065.468299 nChanged 16 Iteration 203Q (2353.476637 sec): 41 clusters Score: Raw -49143808.336916 + Penalty 86742.445374 = -49057065.891542 nChanged 15 Iteration 204Q (2360.249015 sec): 41 clusters Score: Raw -49143808.652864 + Penalty 86742.445374 = -49057066.207490 nChanged 13 Iteration 205Q (2367.022012 sec): 41 clusters Score: Raw -49143808.941419 + Penalty 86742.445374 = -49057066.496046 nChanged 10 Iteration 206Q (2373.835243 sec): 41 clusters Score: Raw -49143809.124586 + Penalty 86742.445374 = -49057066.679213 nChanged 9 Iteration 207Q (2380.598768 sec): 41 clusters Score: Raw -49143809.337142 + Penalty 86742.445374 = -49057066.891768 nChanged 8 Iteration 208Q (2387.377471 sec): 41 clusters Score: Raw -49143809.471861 + Penalty 86742.445374 = -49057067.026487 nChanged 9 Iteration 209Q (2394.156404 sec): 41 clusters Score: Raw -49143809.741264 + Penalty 86742.445374 = -49057067.295890 nChanged 11 Iteration 210Q (2400.925405 sec): 41 clusters Score: Raw -49143809.888931 + Penalty 86742.445374 = -49057067.443557 nChanged 13 Iteration 211Q (2407.701536 sec): 41 clusters Score: Raw -49143810.118509 + Penalty 86742.445374 = -49057067.673135 nChanged 16 Iteration 212Q (2414.507196 sec): 41 clusters Score: Raw -49143810.379578 + Penalty 86742.445374 = -49057067.934204 nChanged 14 Iteration 213Q (2421.271886 sec): 41 clusters Score: Raw -49143810.616784 + Penalty 86742.445374 = -49057068.171410 nChanged 20 Iteration 214Q (2428.041234 sec): 41 clusters Score: Raw -49143811.043721 + Penalty 86742.445374 = -49057068.598347 nChanged 26 Iteration 215Q (2434.813466 sec): 41 clusters Score: Raw -49143811.653261 + Penalty 86742.445374 = -49057069.207887 nChanged 28 Iteration 216Q (2441.583369 sec): 41 clusters Score: Raw -49143812.269335 + Penalty 86742.445374 = -49057069.823961 nChanged 27 Iteration 217Q (2448.364092 sec): 41 clusters Score: Raw -49143812.857251 + Penalty 86742.445374 = -49057070.411877 nChanged 27 Iteration 218Q (2455.147579 sec): 41 clusters Score: Raw -49143813.406585 + Penalty 86742.445374 = -49057070.961211 nChanged 36 Writing temp clu file Because OldScore, -49057070.411877, is greater than current (better) Score,-49057070.961211 Compute initial score before splitting: Score: Raw -49143813.406585 + Penalty 86742.445374 = -49057070.961211 Trying to split cluster 1 (60072 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2455.336358 sec): 2 clusters Score: Raw -5007768.502180 + Penalty 1788.036107 = -5005980.466072 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2455.448278 sec): 3 clusters Score: Raw -4969139.055447 + Penalty 3576.072215 = -4965562.983233 nChanged 28550 SP:Iteration 1F (2455.556139 sec): 3 clusters Score: Raw -4985768.489850 + Penalty 3576.072215 = -4982192.417636 nChanged 2414 SP:Iteration 2Q (2455.669443 sec): 3 clusters Score: Raw -4986618.334521 + Penalty 3576.072215 = -4983042.262306 nChanged 2729 SP:Iteration 3Q (2455.782697 sec): 3 clusters Score: Raw -4987890.728580 + Penalty 3576.072215 = -4984314.656365 nChanged 3234 SP:Iteration 4F (2455.890469 sec): 3 clusters Score: Raw -4989787.428947 + Penalty 3576.072215 = -4986211.356733 nChanged 3737 SP:Iteration 5F (2455.998075 sec): 3 clusters Score: Raw -4992461.142654 + Penalty 3576.072215 = -4988885.070439 nChanged 4025 SP:Iteration 6F (2456.105787 sec): 3 clusters Score: Raw -4995748.306517 + Penalty 3576.072215 = -4992172.234303 nChanged 3966 SP:Iteration 7F (2456.213570 sec): 3 clusters Score: Raw -4999277.057357 + Penalty 3576.072215 = -4995700.985142 nChanged 3262 SP:Iteration 8F (2456.321143 sec): 3 clusters Score: Raw -5002122.099640 + Penalty 3576.072215 = -4998546.027425 nChanged 2442 SP:Iteration 9Q (2456.425754 sec): 3 clusters Score: Raw -5004034.677430 + Penalty 3576.072215 = -5000458.605215 nChanged 1735 SP:Iteration 10Q (2456.526660 sec): 3 clusters Score: Raw -5005285.767713 + Penalty 3576.072215 = -5001709.695498 nChanged 1161 SP:Iteration 11Q (2456.624708 sec): 3 clusters Score: Raw -5006044.178050 + Penalty 3576.072215 = -5002468.105835 nChanged 898 SP:Iteration 12Q (2456.720842 sec): 3 clusters Score: Raw -5006591.907184 + Penalty 3576.072215 = -5003015.834970 nChanged 690 SP:Iteration 13Q (2456.813227 sec): 3 clusters Score: Raw -5006990.849351 + Penalty 3576.072215 = -5003414.777136 nChanged 507 SP:Iteration 14Q (2456.906965 sec): 3 clusters Score: Raw -5007239.284049 + Penalty 3576.072215 = -5003663.211834 nChanged 394 SP:Iteration 15Q (2456.999679 sec): 3 clusters Score: Raw -5007418.553263 + Penalty 3576.072215 = -5003842.481049 nChanged 315 SP:Iteration 16Q (2457.091889 sec): 3 clusters Score: Raw -5007561.986791 + Penalty 3576.072215 = -5003985.914576 nChanged 272 SP:Iteration 17Q (2457.183756 sec): 3 clusters Score: Raw -5007688.534671 + Penalty 3576.072215 = -5004112.462456 nChanged 229 SP:Iteration 18Q (2457.274496 sec): 3 clusters Score: Raw -5007796.894430 + Penalty 3576.072215 = -5004220.822216 nChanged 189 SP:Iteration 19Q (2457.364745 sec): 3 clusters Score: Raw -5007885.574862 + Penalty 3576.072215 = -5004309.502648 nChanged 149 SP:Iteration 20F (2457.471748 sec): 3 clusters Score: Raw -5007951.789425 + Penalty 3576.072215 = -5004375.717211 nChanged 131 SP:Iteration 21Q (2457.561393 sec): 3 clusters Score: Raw -5008021.767868 + Penalty 3576.072215 = -5004445.695654 nChanged 110 SP:Iteration 22Q (2457.650533 sec): 3 clusters Score: Raw -5008073.518361 + Penalty 3576.072215 = -5004497.446146 nChanged 85 SP:Iteration 23Q (2457.739104 sec): 3 clusters Score: Raw -5008111.147500 + Penalty 3576.072215 = -5004535.075285 nChanged 73 SP:Iteration 24Q (2457.829322 sec): 3 clusters Score: Raw -5008135.980358 + Penalty 3576.072215 = -5004559.908143 nChanged 52 SP:Iteration 25Q (2457.918096 sec): 3 clusters Score: Raw -5008157.831046 + Penalty 3576.072215 = -5004581.758831 nChanged 38 SP:Iteration 26Q (2458.006822 sec): 3 clusters Score: Raw -5008170.601022 + Penalty 3576.072215 = -5004594.528807 nChanged 26 SP:Iteration 27Q (2458.095491 sec): 3 clusters Score: Raw -5008179.087700 + Penalty 3576.072215 = -5004603.015485 nChanged 20 SP:Iteration 28Q (2458.184146 sec): 3 clusters Score: Raw -5008186.735361 + Penalty 3576.072215 = -5004610.663146 nChanged 22 SP:Iteration 29Q (2458.272823 sec): 3 clusters Score: Raw -5008192.460772 + Penalty 3576.072215 = -5004616.388557 nChanged 16 SP:Iteration 30Q (2458.361636 sec): 3 clusters Score: Raw -5008198.353529 + Penalty 3576.072215 = -5004622.281314 nChanged 18 SP:Iteration 31Q (2458.450514 sec): 3 clusters Score: Raw -5008203.427822 + Penalty 3576.072215 = -5004627.355607 nChanged 9 SP:Iteration 32Q (2458.539091 sec): 3 clusters Score: Raw -5008205.459488 + Penalty 3576.072215 = -5004629.387273 nChanged 7 SP:Iteration 33Q (2458.627466 sec): 3 clusters Score: Raw -5008207.608754 + Penalty 3576.072215 = -5004631.536540 nChanged 2 SP:Iteration 34Q (2458.715869 sec): 3 clusters Score: Raw -5008208.042152 + Penalty 3576.072215 = -5004631.969938 nChanged 1 SP:Iteration 35Q (2458.804550 sec): 3 clusters Score: Raw -5008208.210704 + Penalty 3576.072215 = -5004632.138489 nChanged 0 SP:Iteration 36F (2458.911747 sec): 3 clusters Score: Raw -5008208.210704 + Penalty 3576.072215 = -5004632.138489 nChanged 0 Trying to split cluster 2 (2675 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2458.919324 sec): 2 clusters Score: Raw -193547.286935 + Penalty 1282.402007 = -192264.884928 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2458.933518 sec): 3 clusters Score: Raw -192303.840559 + Penalty 2564.804014 = -189739.036545 nChanged 984 SP:Iteration 1F (2458.946780 sec): 3 clusters Score: Raw -192916.377769 + Penalty 2564.804014 = -190351.573755 nChanged 208 SP:Iteration 2F (2458.960075 sec): 3 clusters Score: Raw -193069.982701 + Penalty 2564.804014 = -190505.178686 nChanged 127 SP:Iteration 3Q (2458.973436 sec): 3 clusters Score: Raw -193164.360544 + Penalty 2564.804014 = -190599.556530 nChanged 106 SP:Iteration 4Q (2458.987623 sec): 3 clusters Score: Raw -193231.444747 + Penalty 2564.804014 = -190666.640732 nChanged 79 SP:Iteration 5Q (2459.000754 sec): 3 clusters Score: Raw -193280.620631 + Penalty 2564.804014 = -190715.816617 nChanged 66 SP:Iteration 6Q (2459.013912 sec): 3 clusters Score: Raw -193329.471958 + Penalty 2564.804014 = -190764.667943 nChanged 71 SP:Iteration 7Q (2459.027150 sec): 3 clusters Score: Raw -193380.910199 + Penalty 2564.804014 = -190816.106185 nChanged 64 SP:Iteration 8Q (2459.040368 sec): 3 clusters Score: Raw -193434.627769 + Penalty 2564.804014 = -190869.823755 nChanged 90 SP:Iteration 9Q (2459.053599 sec): 3 clusters Score: Raw -193547.595345 + Penalty 2564.804014 = -190982.791331 nChanged 107 SP:Iteration 10Q (2459.066765 sec): 3 clusters Score: Raw -193764.538270 + Penalty 2564.804014 = -191199.734256 nChanged 136 SP:Iteration 11F (2459.080147 sec): 3 clusters Score: Raw -194157.944850 + Penalty 2564.804014 = -191593.140836 nChanged 167 SP:Iteration 12F (2459.093439 sec): 3 clusters Score: Raw -194494.188824 + Penalty 2564.804014 = -191929.384810 nChanged 167 SP:Iteration 13F (2459.106741 sec): 3 clusters Score: Raw -194733.678680 + Penalty 2564.804014 = -192168.874666 nChanged 112 SP:Iteration 14Q (2459.119585 sec): 3 clusters Score: Raw -194912.636726 + Penalty 2564.804014 = -192347.832712 nChanged 97 SP:Iteration 15Q (2459.132282 sec): 3 clusters Score: Raw -195014.104069 + Penalty 2564.804014 = -192449.300055 nChanged 54 SP:Iteration 16Q (2459.145129 sec): 3 clusters Score: Raw -195057.747821 + Penalty 2564.804014 = -192492.943807 nChanged 31 SP:Iteration 17Q (2459.157823 sec): 3 clusters Score: Raw -195076.493304 + Penalty 2564.804014 = -192511.689290 nChanged 11 SP:Iteration 18Q (2459.171020 sec): 3 clusters Score: Raw -195079.961683 + Penalty 2564.804014 = -192515.157669 nChanged 5 SP:Iteration 19Q (2459.183854 sec): 3 clusters Score: Raw -195082.476668 + Penalty 2564.804014 = -192517.672654 nChanged 7 SP:Iteration 20F (2459.197084 sec): 3 clusters Score: Raw -195086.275732 + Penalty 2564.804014 = -192521.471717 nChanged 8 SP:Iteration 21Q (2459.209866 sec): 3 clusters Score: Raw -195089.936142 + Penalty 2564.804014 = -192525.132128 nChanged 8 SP:Iteration 22Q (2459.222523 sec): 3 clusters Score: Raw -195097.325981 + Penalty 2564.804014 = -192532.521967 nChanged 13 SP:Iteration 23Q (2459.235271 sec): 3 clusters Score: Raw -195107.082753 + Penalty 2564.804014 = -192542.278739 nChanged 12 SP:Iteration 24Q (2459.248053 sec): 3 clusters Score: Raw -195113.360464 + Penalty 2564.804014 = -192548.556450 nChanged 14 SP:Iteration 25Q (2459.260824 sec): 3 clusters Score: Raw -195120.241533 + Penalty 2564.804014 = -192555.437518 nChanged 4 SP:Iteration 26Q (2459.273625 sec): 3 clusters Score: Raw -195122.102722 + Penalty 2564.804014 = -192557.298707 nChanged 7 SP:Iteration 27Q (2459.286397 sec): 3 clusters Score: Raw -195126.333023 + Penalty 2564.804014 = -192561.529009 nChanged 9 SP:Iteration 28Q (2459.299189 sec): 3 clusters Score: Raw -195134.998698 + Penalty 2564.804014 = -192570.194684 nChanged 15 SP:Iteration 29Q (2459.311971 sec): 3 clusters Score: Raw -195150.023762 + Penalty 2564.804014 = -192585.219748 nChanged 17 SP:Iteration 30Q (2459.324632 sec): 3 clusters Score: Raw -195172.349817 + Penalty 2564.804014 = -192607.545803 nChanged 23 SP:Iteration 31Q (2459.337462 sec): 3 clusters Score: Raw -195192.270187 + Penalty 2564.804014 = -192627.466173 nChanged 16 SP:Iteration 32Q (2459.350127 sec): 3 clusters Score: Raw -195204.583293 + Penalty 2564.804014 = -192639.779279 nChanged 16 SP:Iteration 33Q (2459.362826 sec): 3 clusters Score: Raw -195211.939906 + Penalty 2564.804014 = -192647.135892 nChanged 7 SP:Iteration 34Q (2459.375583 sec): 3 clusters Score: Raw -195215.135588 + Penalty 2564.804014 = -192650.331574 nChanged 6 SP:Iteration 35Q (2459.388355 sec): 3 clusters Score: Raw -195217.675259 + Penalty 2564.804014 = -192652.871245 nChanged 6 SP:Iteration 36Q (2459.401119 sec): 3 clusters Score: Raw -195219.789610 + Penalty 2564.804014 = -192654.985596 nChanged 5 SP:Iteration 37Q (2459.413778 sec): 3 clusters Score: Raw -195221.844610 + Penalty 2564.804014 = -192657.040595 nChanged 5 SP:Iteration 38Q (2459.426572 sec): 3 clusters Score: Raw -195223.875475 + Penalty 2564.804014 = -192659.071461 nChanged 5 SP:Iteration 39Q (2459.439333 sec): 3 clusters Score: Raw -195226.365801 + Penalty 2564.804014 = -192661.561787 nChanged 7 SP:Iteration 40F (2459.452572 sec): 3 clusters Score: Raw -195228.512828 + Penalty 2564.804014 = -192663.708813 nChanged 5 SP:Iteration 41Q (2459.465378 sec): 3 clusters Score: Raw -195230.341922 + Penalty 2564.804014 = -192665.537908 nChanged 6 SP:Iteration 42Q (2459.478159 sec): 3 clusters Score: Raw -195233.926793 + Penalty 2564.804014 = -192669.122778 nChanged 6 SP:Iteration 43Q (2459.490943 sec): 3 clusters Score: Raw -195237.967537 + Penalty 2564.804014 = -192673.163523 nChanged 5 SP:Iteration 44Q (2459.503735 sec): 3 clusters Score: Raw -195240.453341 + Penalty 2564.804014 = -192675.649326 nChanged 5 SP:Iteration 45Q (2459.516494 sec): 3 clusters Score: Raw -195243.181594 + Penalty 2564.804014 = -192678.377580 nChanged 5 SP:Iteration 46Q (2459.529306 sec): 3 clusters Score: Raw -195244.950205 + Penalty 2564.804014 = -192680.146191 nChanged 4 SP:Iteration 47Q (2459.541961 sec): 3 clusters Score: Raw -195246.923483 + Penalty 2564.804014 = -192682.119469 nChanged 2 SP:Iteration 48Q (2459.554747 sec): 3 clusters Score: Raw -195247.967581 + Penalty 2564.804014 = -192683.163567 nChanged 3 SP:Iteration 49Q (2459.567511 sec): 3 clusters Score: Raw -195248.546726 + Penalty 2564.804014 = -192683.742712 nChanged 1 SP:Iteration 50Q (2459.580266 sec): 3 clusters Score: Raw -195248.746674 + Penalty 2564.804014 = -192683.942660 nChanged 1 SP:Iteration 51Q (2459.593061 sec): 3 clusters Score: Raw -195248.974296 + Penalty 2564.804014 = -192684.170281 nChanged 1 SP:Iteration 52Q (2459.605838 sec): 3 clusters Score: Raw -195249.107942 + Penalty 2564.804014 = -192684.303927 nChanged 1 SP:Iteration 53Q (2459.618639 sec): 3 clusters Score: Raw -195249.430139 + Penalty 2564.804014 = -192684.626125 nChanged 0 SP:Iteration 54F (2459.631767 sec): 3 clusters Score: Raw -195249.430139 + Penalty 2564.804014 = -192684.626125 nChanged 0 Score: Raw -49145516.225597 + Penalty 88911.006508 = -49056605.219089 Splitting cluster 2 changes total score from -49057070.961211 to -49056605.219089 So it's not getting split. Trying to split cluster 3 (19483 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2475.070253 sec): 2 clusters Score: Raw -1639023.698167 + Penalty 1605.060855 = -1637418.637312 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2475.115201 sec): 3 clusters Score: Raw -1627383.650901 + Penalty 3210.121710 = -1624173.529191 nChanged 8787 SP:Iteration 1F (2475.158327 sec): 3 clusters Score: Raw -1632258.661252 + Penalty 3210.121710 = -1629048.539542 nChanged 974 SP:Iteration 2Q (2475.202294 sec): 3 clusters Score: Raw -1632630.672876 + Penalty 3210.121710 = -1629420.551166 nChanged 904 SP:Iteration 3Q (2475.246111 sec): 3 clusters Score: Raw -1632985.692863 + Penalty 3210.121710 = -1629775.571153 nChanged 927 SP:Iteration 4Q (2475.289896 sec): 3 clusters Score: Raw -1633398.066171 + Penalty 3210.121710 = -1630187.944461 nChanged 984 SP:Iteration 5F (2475.333135 sec): 3 clusters Score: Raw -1633909.219618 + Penalty 3210.121710 = -1630699.097908 nChanged 1075 SP:Iteration 6F (2475.376436 sec): 3 clusters Score: Raw -1634514.378830 + Penalty 3210.121710 = -1631304.257120 nChanged 1102 SP:Iteration 7F (2475.419888 sec): 3 clusters Score: Raw -1635153.237981 + Penalty 3210.121710 = -1631943.116271 nChanged 1073 SP:Iteration 8F (2475.463155 sec): 3 clusters Score: Raw -1635797.511396 + Penalty 3210.121710 = -1632587.389686 nChanged 1018 SP:Iteration 9F (2475.506314 sec): 3 clusters Score: Raw -1636369.809340 + Penalty 3210.121710 = -1633159.687630 nChanged 882 SP:Iteration 10Q (2475.550092 sec): 3 clusters Score: Raw -1636837.653306 + Penalty 3210.121710 = -1633627.531596 nChanged 766 SP:Iteration 11Q (2475.593840 sec): 3 clusters Score: Raw -1637213.258813 + Penalty 3210.121710 = -1634003.137102 nChanged 685 SP:Iteration 12Q (2475.637618 sec): 3 clusters Score: Raw -1637540.222129 + Penalty 3210.121710 = -1634330.100419 nChanged 570 SP:Iteration 13Q (2475.681252 sec): 3 clusters Score: Raw -1637802.726107 + Penalty 3210.121710 = -1634592.604397 nChanged 481 SP:Iteration 14Q (2475.724831 sec): 3 clusters Score: Raw -1638012.571259 + Penalty 3210.121710 = -1634802.449549 nChanged 379 SP:Iteration 15Q (2475.768445 sec): 3 clusters Score: Raw -1638199.276744 + Penalty 3210.121710 = -1634989.155034 nChanged 331 SP:Iteration 16Q (2475.811793 sec): 3 clusters Score: Raw -1638377.063006 + Penalty 3210.121710 = -1635166.941295 nChanged 279 SP:Iteration 17Q (2475.854849 sec): 3 clusters Score: Raw -1638541.840254 + Penalty 3210.121710 = -1635331.718544 nChanged 269 SP:Iteration 18Q (2475.897721 sec): 3 clusters Score: Raw -1638720.393806 + Penalty 3210.121710 = -1635510.272096 nChanged 256 SP:Iteration 19Q (2475.939686 sec): 3 clusters Score: Raw -1638914.540729 + Penalty 3210.121710 = -1635704.419019 nChanged 252 SP:Iteration 20F (2475.983048 sec): 3 clusters Score: Raw -1639098.879847 + Penalty 3210.121710 = -1635888.758137 nChanged 199 SP:Iteration 21Q (2476.022509 sec): 3 clusters Score: Raw -1639210.450368 + Penalty 3210.121710 = -1636000.328658 nChanged 163 SP:Iteration 22Q (2476.060976 sec): 3 clusters Score: Raw -1639310.577794 + Penalty 3210.121710 = -1636100.456084 nChanged 144 SP:Iteration 23Q (2476.098757 sec): 3 clusters Score: Raw -1639376.887146 + Penalty 3210.121710 = -1636166.765436 nChanged 111 SP:Iteration 24Q (2476.136308 sec): 3 clusters Score: Raw -1639409.761267 + Penalty 3210.121710 = -1636199.639557 nChanged 78 SP:Iteration 25Q (2476.173387 sec): 3 clusters Score: Raw -1639432.861524 + Penalty 3210.121710 = -1636222.739813 nChanged 77 SP:Iteration 26Q (2476.210268 sec): 3 clusters Score: Raw -1639451.271111 + Penalty 3210.121710 = -1636241.149401 nChanged 57 SP:Iteration 27Q (2476.247112 sec): 3 clusters Score: Raw -1639462.216041 + Penalty 3210.121710 = -1636252.094331 nChanged 35 SP:Iteration 28Q (2476.283839 sec): 3 clusters Score: Raw -1639469.722112 + Penalty 3210.121710 = -1636259.600401 nChanged 39 SP:Iteration 29Q (2476.320521 sec): 3 clusters Score: Raw -1639477.378100 + Penalty 3210.121710 = -1636267.256390 nChanged 26 SP:Iteration 30Q (2476.357157 sec): 3 clusters Score: Raw -1639483.054056 + Penalty 3210.121710 = -1636272.932346 nChanged 33 SP:Iteration 31Q (2476.393740 sec): 3 clusters Score: Raw -1639488.656682 + Penalty 3210.121710 = -1636278.534972 nChanged 28 SP:Iteration 32Q (2476.430255 sec): 3 clusters Score: Raw -1639494.241524 + Penalty 3210.121710 = -1636284.119814 nChanged 31 SP:Iteration 33Q (2476.466943 sec): 3 clusters Score: Raw -1639500.348791 + Penalty 3210.121710 = -1636290.227081 nChanged 27 SP:Iteration 34Q (2476.503396 sec): 3 clusters Score: Raw -1639505.403154 + Penalty 3210.121710 = -1636295.281444 nChanged 26 SP:Iteration 35Q (2476.539810 sec): 3 clusters Score: Raw -1639510.481733 + Penalty 3210.121710 = -1636300.360023 nChanged 20 SP:Iteration 36Q (2476.576216 sec): 3 clusters Score: Raw -1639514.413696 + Penalty 3210.121710 = -1636304.291985 nChanged 10 SP:Iteration 37Q (2476.612773 sec): 3 clusters Score: Raw -1639515.832966 + Penalty 3210.121710 = -1636305.711256 nChanged 14 SP:Iteration 38Q (2476.649068 sec): 3 clusters Score: Raw -1639518.562334 + Penalty 3210.121710 = -1636308.440624 nChanged 20 SP:Iteration 39Q (2476.685399 sec): 3 clusters Score: Raw -1639521.885007 + Penalty 3210.121710 = -1636311.763297 nChanged 14 SP:Iteration 40F (2476.728511 sec): 3 clusters Score: Raw -1639524.136598 + Penalty 3210.121710 = -1636314.014888 nChanged 17 SP:Iteration 41Q (2476.765137 sec): 3 clusters Score: Raw -1639527.499035 + Penalty 3210.121710 = -1636317.377325 nChanged 14 SP:Iteration 42Q (2476.801621 sec): 3 clusters Score: Raw -1639529.875050 + Penalty 3210.121710 = -1636319.753340 nChanged 10 SP:Iteration 43Q (2476.838164 sec): 3 clusters Score: Raw -1639532.626957 + Penalty 3210.121710 = -1636322.505247 nChanged 22 SP:Iteration 44Q (2476.874442 sec): 3 clusters Score: Raw -1639537.961170 + Penalty 3210.121710 = -1636327.839460 nChanged 22 SP:Iteration 45Q (2476.910731 sec): 3 clusters Score: Raw -1639543.153243 + Penalty 3210.121710 = -1636333.031533 nChanged 18 SP:Iteration 46Q (2476.947013 sec): 3 clusters Score: Raw -1639547.824284 + Penalty 3210.121710 = -1636337.702574 nChanged 13 SP:Iteration 47Q (2476.983302 sec): 3 clusters Score: Raw -1639550.475451 + Penalty 3210.121710 = -1636340.353740 nChanged 12 SP:Iteration 48Q (2477.019540 sec): 3 clusters Score: Raw -1639553.678078 + Penalty 3210.121710 = -1636343.556368 nChanged 14 SP:Iteration 49Q (2477.056499 sec): 3 clusters Score: Raw -1639556.471891 + Penalty 3210.121710 = -1636346.350180 nChanged 9 SP:Iteration 50Q (2477.101547 sec): 3 clusters Score: Raw -1639558.231132 + Penalty 3210.121710 = -1636348.109422 nChanged 9 SP:Iteration 51Q (2477.137371 sec): 3 clusters Score: Raw -1639560.667592 + Penalty 3210.121710 = -1636350.545882 nChanged 13 SP:Iteration 52Q (2477.173628 sec): 3 clusters Score: Raw -1639563.121083 + Penalty 3210.121710 = -1636352.999373 nChanged 10 SP:Iteration 53Q (2477.209904 sec): 3 clusters Score: Raw -1639565.167255 + Penalty 3210.121710 = -1636355.045545 nChanged 7 SP:Iteration 54Q (2477.246250 sec): 3 clusters Score: Raw -1639566.089948 + Penalty 3210.121710 = -1636355.968238 nChanged 4 SP:Iteration 55Q (2477.282576 sec): 3 clusters Score: Raw -1639566.596375 + Penalty 3210.121710 = -1636356.474664 nChanged 3 SP:Iteration 56Q (2477.318607 sec): 3 clusters Score: Raw -1639566.829615 + Penalty 3210.121710 = -1636356.707905 nChanged 2 SP:Iteration 57Q (2477.354797 sec): 3 clusters Score: Raw -1639567.065586 + Penalty 3210.121710 = -1636356.943876 nChanged 2 SP:Iteration 58Q (2477.391172 sec): 3 clusters Score: Raw -1639567.391036 + Penalty 3210.121710 = -1636357.269326 nChanged 3 SP:Iteration 59Q (2477.427296 sec): 3 clusters Score: Raw -1639567.713520 + Penalty 3210.121710 = -1636357.591810 nChanged 2 SP:Iteration 60F (2477.470402 sec): 3 clusters Score: Raw -1639567.895791 + Penalty 3210.121710 = -1636357.774081 nChanged 2 SP:Iteration 61Q (2477.506636 sec): 3 clusters Score: Raw -1639568.131890 + Penalty 3210.121710 = -1636358.010180 nChanged 4 SP:Iteration 62Q (2477.542745 sec): 3 clusters Score: Raw -1639568.364397 + Penalty 3210.121710 = -1636358.242687 nChanged 2 SP:Iteration 63Q (2477.579110 sec): 3 clusters Score: Raw -1639568.564415 + Penalty 3210.121710 = -1636358.442705 nChanged 3 SP:Iteration 64Q (2477.615162 sec): 3 clusters Score: Raw -1639568.849965 + Penalty 3210.121710 = -1636358.728255 nChanged 3 SP:Iteration 65Q (2477.651314 sec): 3 clusters Score: Raw -1639569.141196 + Penalty 3210.121710 = -1636359.019486 nChanged 2 SP:Iteration 66Q (2477.687415 sec): 3 clusters Score: Raw -1639569.406995 + Penalty 3210.121710 = -1636359.285285 nChanged 1 SP:Iteration 67Q (2477.723546 sec): 3 clusters Score: Raw -1639569.482108 + Penalty 3210.121710 = -1636359.360398 nChanged 0 SP:Iteration 68F (2477.766788 sec): 3 clusters Score: Raw -1639569.482108 + Penalty 3210.121710 = -1636359.360398 nChanged 0 Trying to split cluster 4 (4830 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2477.784542 sec): 2 clusters Score: Raw -366510.592312 + Penalty 1378.422784 = -365132.169528 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2477.805906 sec): 3 clusters Score: Raw -364027.326706 + Penalty 2756.845568 = -361270.481138 nChanged 1957 SP:Iteration 1F (2477.826894 sec): 3 clusters Score: Raw -365167.583593 + Penalty 2756.845568 = -362410.738025 nChanged 370 SP:Iteration 2F (2477.847977 sec): 3 clusters Score: Raw -365404.406178 + Penalty 2756.845568 = -362647.560611 nChanged 303 SP:Iteration 3F (2477.869280 sec): 3 clusters Score: Raw -365612.644769 + Penalty 2756.845568 = -362855.799201 nChanged 248 SP:Iteration 4F (2477.890339 sec): 3 clusters Score: Raw -365790.590892 + Penalty 2756.845568 = -363033.745325 nChanged 240 SP:Iteration 5Q (2477.911417 sec): 3 clusters Score: Raw -365959.003625 + Penalty 2756.845568 = -363202.158057 nChanged 191 SP:Iteration 6Q (2477.932554 sec): 3 clusters Score: Raw -366078.117703 + Penalty 2756.845568 = -363321.272135 nChanged 158 SP:Iteration 7Q (2477.953432 sec): 3 clusters Score: Raw -366175.685984 + Penalty 2756.845568 = -363418.840416 nChanged 168 SP:Iteration 8Q (2477.974541 sec): 3 clusters Score: Raw -366275.533787 + Penalty 2756.845568 = -363518.688220 nChanged 138 SP:Iteration 9Q (2477.995417 sec): 3 clusters Score: Raw -366351.565970 + Penalty 2756.845568 = -363594.720403 nChanged 133 SP:Iteration 10Q (2478.016337 sec): 3 clusters Score: Raw -366425.315953 + Penalty 2756.845568 = -363668.470385 nChanged 130 SP:Iteration 11Q (2478.037270 sec): 3 clusters Score: Raw -366506.632388 + Penalty 2756.845568 = -363749.786820 nChanged 124 SP:Iteration 12Q (2478.058027 sec): 3 clusters Score: Raw -366566.269614 + Penalty 2756.845568 = -363809.424046 nChanged 95 SP:Iteration 13Q (2478.078805 sec): 3 clusters Score: Raw -366608.641806 + Penalty 2756.845568 = -363851.796239 nChanged 86 SP:Iteration 14Q (2478.099499 sec): 3 clusters Score: Raw -366643.794074 + Penalty 2756.845568 = -363886.948507 nChanged 63 SP:Iteration 15Q (2478.120382 sec): 3 clusters Score: Raw -366667.663943 + Penalty 2756.845568 = -363910.818376 nChanged 51 SP:Iteration 16Q (2478.141069 sec): 3 clusters Score: Raw -366684.812316 + Penalty 2756.845568 = -363927.966748 nChanged 45 SP:Iteration 17Q (2478.161913 sec): 3 clusters Score: Raw -366696.394848 + Penalty 2756.845568 = -363939.549280 nChanged 33 SP:Iteration 18Q (2478.182652 sec): 3 clusters Score: Raw -366705.066297 + Penalty 2756.845568 = -363948.220729 nChanged 28 SP:Iteration 19Q (2478.203272 sec): 3 clusters Score: Raw -366711.479472 + Penalty 2756.845568 = -363954.633904 nChanged 20 SP:Iteration 20F (2478.224463 sec): 3 clusters Score: Raw -366716.578633 + Penalty 2756.845568 = -363959.733066 nChanged 16 SP:Iteration 21Q (2478.245172 sec): 3 clusters Score: Raw -366721.913197 + Penalty 2756.845568 = -363965.067629 nChanged 17 SP:Iteration 22Q (2478.265265 sec): 3 clusters Score: Raw -366727.143076 + Penalty 2756.845568 = -363970.297509 nChanged 15 SP:Iteration 23Q (2478.285934 sec): 3 clusters Score: Raw -366730.732293 + Penalty 2756.845568 = -363973.886725 nChanged 12 SP:Iteration 24Q (2478.306565 sec): 3 clusters Score: Raw -366733.094243 + Penalty 2756.845568 = -363976.248675 nChanged 14 SP:Iteration 25Q (2478.327072 sec): 3 clusters Score: Raw -366736.416952 + Penalty 2756.845568 = -363979.571384 nChanged 13 SP:Iteration 26Q (2478.347583 sec): 3 clusters Score: Raw -366739.814004 + Penalty 2756.845568 = -363982.968436 nChanged 16 SP:Iteration 27Q (2478.368250 sec): 3 clusters Score: Raw -366743.262574 + Penalty 2756.845568 = -363986.417007 nChanged 13 SP:Iteration 28Q (2478.389110 sec): 3 clusters Score: Raw -366745.734586 + Penalty 2756.845568 = -363988.889018 nChanged 13 SP:Iteration 29Q (2478.409930 sec): 3 clusters Score: Raw -366748.080800 + Penalty 2756.845568 = -363991.235233 nChanged 10 SP:Iteration 30Q (2478.430587 sec): 3 clusters Score: Raw -366750.028094 + Penalty 2756.845568 = -363993.182526 nChanged 13 SP:Iteration 31Q (2478.451358 sec): 3 clusters Score: Raw -366752.720837 + Penalty 2756.845568 = -363995.875269 nChanged 10 SP:Iteration 32Q (2478.472042 sec): 3 clusters Score: Raw -366754.306211 + Penalty 2756.845568 = -363997.460644 nChanged 6 SP:Iteration 33Q (2478.492555 sec): 3 clusters Score: Raw -366754.890826 + Penalty 2756.845568 = -363998.045258 nChanged 3 SP:Iteration 34Q (2478.513335 sec): 3 clusters Score: Raw -366755.160004 + Penalty 2756.845568 = -363998.314437 nChanged 4 SP:Iteration 35Q (2478.533859 sec): 3 clusters Score: Raw -366755.578788 + Penalty 2756.845568 = -363998.733220 nChanged 4 SP:Iteration 36Q (2478.554414 sec): 3 clusters Score: Raw -366756.249575 + Penalty 2756.845568 = -363999.404007 nChanged 6 SP:Iteration 37Q (2478.575066 sec): 3 clusters Score: Raw -366757.242759 + Penalty 2756.845568 = -364000.397192 nChanged 7 SP:Iteration 38Q (2478.595730 sec): 3 clusters Score: Raw -366758.576507 + Penalty 2756.845568 = -364001.730939 nChanged 9 SP:Iteration 39Q (2478.616193 sec): 3 clusters Score: Raw -366760.655852 + Penalty 2756.845568 = -364003.810284 nChanged 8 SP:Iteration 40F (2478.637122 sec): 3 clusters Score: Raw -366761.741758 + Penalty 2756.845568 = -364004.896191 nChanged 13 SP:Iteration 41Q (2478.657596 sec): 3 clusters Score: Raw -366763.864387 + Penalty 2756.845568 = -364007.018819 nChanged 13 SP:Iteration 42Q (2478.678167 sec): 3 clusters Score: Raw -366766.639243 + Penalty 2756.845568 = -364009.793675 nChanged 10 SP:Iteration 43Q (2478.698841 sec): 3 clusters Score: Raw -366768.844984 + Penalty 2756.845568 = -364011.999416 nChanged 9 SP:Iteration 44Q (2478.719526 sec): 3 clusters Score: Raw -366770.352586 + Penalty 2756.845568 = -364013.507018 nChanged 6 SP:Iteration 45Q (2478.740064 sec): 3 clusters Score: Raw -366771.604845 + Penalty 2756.845568 = -364014.759277 nChanged 9 SP:Iteration 46Q (2478.760634 sec): 3 clusters Score: Raw -366773.367937 + Penalty 2756.845568 = -364016.522370 nChanged 11 SP:Iteration 47Q (2478.780990 sec): 3 clusters Score: Raw -366776.121707 + Penalty 2756.845568 = -364019.276140 nChanged 9 SP:Iteration 48Q (2478.801604 sec): 3 clusters Score: Raw -366778.798378 + Penalty 2756.845568 = -364021.952810 nChanged 14 SP:Iteration 49Q (2478.822253 sec): 3 clusters Score: Raw -366781.159993 + Penalty 2756.845568 = -364024.314425 nChanged 10 SP:Iteration 50Q (2478.843039 sec): 3 clusters Score: Raw -366782.676424 + Penalty 2756.845568 = -364025.830857 nChanged 8 SP:Iteration 51Q (2478.863591 sec): 3 clusters Score: Raw -366784.233071 + Penalty 2756.845568 = -364027.387503 nChanged 10 SP:Iteration 52Q (2478.884049 sec): 3 clusters Score: Raw -366786.659704 + Penalty 2756.845568 = -364029.814137 nChanged 10 SP:Iteration 53Q (2478.904715 sec): 3 clusters Score: Raw -366788.797783 + Penalty 2756.845568 = -364031.952215 nChanged 11 SP:Iteration 54Q (2478.925288 sec): 3 clusters Score: Raw -366791.027852 + Penalty 2756.845568 = -364034.182284 nChanged 9 SP:Iteration 55Q (2478.946060 sec): 3 clusters Score: Raw -366793.567365 + Penalty 2756.845568 = -364036.721797 nChanged 11 SP:Iteration 56Q (2478.966430 sec): 3 clusters Score: Raw -366796.217635 + Penalty 2756.845568 = -364039.372067 nChanged 10 SP:Iteration 57Q (2478.987167 sec): 3 clusters Score: Raw -366798.012692 + Penalty 2756.845568 = -364041.167124 nChanged 9 SP:Iteration 58Q (2479.007565 sec): 3 clusters Score: Raw -366799.833011 + Penalty 2756.845568 = -364042.987443 nChanged 10 SP:Iteration 59Q (2479.028143 sec): 3 clusters Score: Raw -366801.569915 + Penalty 2756.845568 = -364044.724348 nChanged 8 SP:Iteration 60F (2479.049056 sec): 3 clusters Score: Raw -366803.653502 + Penalty 2756.845568 = -364046.807934 nChanged 12 SP:Iteration 61Q (2479.069610 sec): 3 clusters Score: Raw -366805.819718 + Penalty 2756.845568 = -364048.974151 nChanged 8 SP:Iteration 62Q (2479.090199 sec): 3 clusters Score: Raw -366807.677822 + Penalty 2756.845568 = -364050.832255 nChanged 7 SP:Iteration 63Q (2479.110487 sec): 3 clusters Score: Raw -366809.464359 + Penalty 2756.845568 = -364052.618791 nChanged 8 SP:Iteration 64Q (2479.130741 sec): 3 clusters Score: Raw -366811.385502 + Penalty 2756.845568 = -364054.539935 nChanged 7 SP:Iteration 65Q (2479.151158 sec): 3 clusters Score: Raw -366812.969424 + Penalty 2756.845568 = -364056.123856 nChanged 10 SP:Iteration 66Q (2479.171951 sec): 3 clusters Score: Raw -366814.752600 + Penalty 2756.845568 = -364057.907032 nChanged 13 SP:Iteration 67Q (2479.192467 sec): 3 clusters Score: Raw -366816.856037 + Penalty 2756.845568 = -364060.010470 nChanged 12 SP:Iteration 68Q (2479.213027 sec): 3 clusters Score: Raw -366818.968470 + Penalty 2756.845568 = -364062.122903 nChanged 10 SP:Iteration 69Q (2479.233663 sec): 3 clusters Score: Raw -366820.327263 + Penalty 2756.845568 = -364063.481695 nChanged 12 SP:Iteration 70Q (2479.254262 sec): 3 clusters Score: Raw -366822.713747 + Penalty 2756.845568 = -364065.868179 nChanged 7 SP:Iteration 71Q (2479.274771 sec): 3 clusters Score: Raw -366823.861355 + Penalty 2756.845568 = -364067.015787 nChanged 5 SP:Iteration 72Q (2479.295465 sec): 3 clusters Score: Raw -366824.664882 + Penalty 2756.845568 = -364067.819314 nChanged 3 SP:Iteration 73Q (2479.316038 sec): 3 clusters Score: Raw -366825.204871 + Penalty 2756.845568 = -364068.359303 nChanged 2 SP:Iteration 74Q (2479.336656 sec): 3 clusters Score: Raw -366825.647748 + Penalty 2756.845568 = -364068.802180 nChanged 4 SP:Iteration 75Q (2479.357189 sec): 3 clusters Score: Raw -366826.306915 + Penalty 2756.845568 = -364069.461348 nChanged 5 SP:Iteration 76Q (2479.377934 sec): 3 clusters Score: Raw -366827.746280 + Penalty 2756.845568 = -364070.900712 nChanged 8 SP:Iteration 77Q (2479.398535 sec): 3 clusters Score: Raw -366829.523754 + Penalty 2756.845568 = -364072.678187 nChanged 11 SP:Iteration 78Q (2479.418969 sec): 3 clusters Score: Raw -366831.704103 + Penalty 2756.845568 = -364074.858536 nChanged 6 SP:Iteration 79Q (2479.439524 sec): 3 clusters Score: Raw -366833.084454 + Penalty 2756.845568 = -364076.238887 nChanged 6 SP:Iteration 80F (2479.460318 sec): 3 clusters Score: Raw -366833.999999 + Penalty 2756.845568 = -364077.154431 nChanged 6 SP:Iteration 81Q (2479.480675 sec): 3 clusters Score: Raw -366835.085047 + Penalty 2756.845568 = -364078.239480 nChanged 7 SP:Iteration 82Q (2479.501296 sec): 3 clusters Score: Raw -366837.333344 + Penalty 2756.845568 = -364080.487777 nChanged 11 SP:Iteration 83Q (2479.521936 sec): 3 clusters Score: Raw -366840.454549 + Penalty 2756.845568 = -364083.608981 nChanged 10 SP:Iteration 84Q (2479.542592 sec): 3 clusters Score: Raw -366842.791898 + Penalty 2756.845568 = -364085.946330 nChanged 13 SP:Iteration 85Q (2479.563143 sec): 3 clusters Score: Raw -366844.972653 + Penalty 2756.845568 = -364088.127086 nChanged 9 SP:Iteration 86Q (2479.583787 sec): 3 clusters Score: Raw -366846.786422 + Penalty 2756.845568 = -364089.940854 nChanged 15 SP:Iteration 87Q (2479.604325 sec): 3 clusters Score: Raw -366850.035010 + Penalty 2756.845568 = -364093.189443 nChanged 17 SP:Iteration 88Q (2479.624853 sec): 3 clusters Score: Raw -366854.822889 + Penalty 2756.845568 = -364097.977322 nChanged 19 SP:Iteration 89Q (2479.645494 sec): 3 clusters Score: Raw -366859.642081 + Penalty 2756.845568 = -364102.796513 nChanged 22 SP:Iteration 90Q (2479.666104 sec): 3 clusters Score: Raw -366866.977034 + Penalty 2756.845568 = -364110.131466 nChanged 21 SP:Iteration 91Q (2479.686710 sec): 3 clusters Score: Raw -366872.398587 + Penalty 2756.845568 = -364115.553020 nChanged 21 SP:Iteration 92Q (2479.707105 sec): 3 clusters Score: Raw -366879.878093 + Penalty 2756.845568 = -364123.032526 nChanged 28 SP:Iteration 93Q (2479.727612 sec): 3 clusters Score: Raw -366888.223359 + Penalty 2756.845568 = -364131.377791 nChanged 34 SP:Iteration 94Q (2479.747939 sec): 3 clusters Score: Raw -366898.588510 + Penalty 2756.845568 = -364141.742943 nChanged 32 SP:Iteration 95Q (2479.768321 sec): 3 clusters Score: Raw -366910.567110 + Penalty 2756.845568 = -364153.721542 nChanged 33 SP:Iteration 96Q (2479.788776 sec): 3 clusters Score: Raw -366925.249775 + Penalty 2756.845568 = -364168.404207 nChanged 47 SP:Iteration 97Q (2479.809363 sec): 3 clusters Score: Raw -366942.692671 + Penalty 2756.845568 = -364185.847103 nChanged 46 SP:Iteration 98Q (2479.829836 sec): 3 clusters Score: Raw -366961.746919 + Penalty 2756.845568 = -364204.901351 nChanged 57 SP:Iteration 99Q (2479.850298 sec): 3 clusters Score: Raw -366986.866351 + Penalty 2756.845568 = -364230.020783 nChanged 59 SP:Iteration 100F (2479.871417 sec): 3 clusters Score: Raw -367015.705473 + Penalty 2756.845568 = -364258.859906 nChanged 59 SP:Iteration 101Q (2479.891713 sec): 3 clusters Score: Raw -367044.151984 + Penalty 2756.845568 = -364287.306417 nChanged 57 SP:Iteration 102Q (2479.911981 sec): 3 clusters Score: Raw -367074.923433 + Penalty 2756.845568 = -364318.077865 nChanged 65 SP:Iteration 103Q (2479.932416 sec): 3 clusters Score: Raw -367110.027126 + Penalty 2756.845568 = -364353.181558 nChanged 54 SP:Iteration 104Q (2479.952591 sec): 3 clusters Score: Raw -367143.011338 + Penalty 2756.845568 = -364386.165770 nChanged 52 SP:Iteration 105Q (2479.972832 sec): 3 clusters Score: Raw -367169.375018 + Penalty 2756.845568 = -364412.529450 nChanged 46 SP:Iteration 106Q (2479.993096 sec): 3 clusters Score: Raw -367191.697778 + Penalty 2756.845568 = -364434.852210 nChanged 35 SP:Iteration 107Q (2480.013268 sec): 3 clusters Score: Raw -367211.525943 + Penalty 2756.845568 = -364454.680376 nChanged 36 SP:Iteration 108Q (2480.033591 sec): 3 clusters Score: Raw -367231.607991 + Penalty 2756.845568 = -364474.762423 nChanged 33 SP:Iteration 109Q (2480.053601 sec): 3 clusters Score: Raw -367252.409908 + Penalty 2756.845568 = -364495.564340 nChanged 33 SP:Iteration 110Q (2480.073499 sec): 3 clusters Score: Raw -367273.726232 + Penalty 2756.845568 = -364516.880664 nChanged 40 SP:Iteration 111Q (2480.093749 sec): 3 clusters Score: Raw -367306.518982 + Penalty 2756.845568 = -364549.673414 nChanged 38 SP:Iteration 112Q (2480.113886 sec): 3 clusters Score: Raw -367344.284924 + Penalty 2756.845568 = -364587.439356 nChanged 29 SP:Iteration 113Q (2480.133720 sec): 3 clusters Score: Raw -367374.402207 + Penalty 2756.845568 = -364617.556639 nChanged 22 SP:Iteration 114Q (2480.153713 sec): 3 clusters Score: Raw -367385.536835 + Penalty 2756.845568 = -364628.691267 nChanged 7 SP:Iteration 115Q (2480.173635 sec): 3 clusters Score: Raw -367388.267373 + Penalty 2756.845568 = -364631.421806 nChanged 6 SP:Iteration 116Q (2480.193556 sec): 3 clusters Score: Raw -367390.979158 + Penalty 2756.845568 = -364634.133590 nChanged 2 SP:Iteration 117Q (2480.213176 sec): 3 clusters Score: Raw -367391.641156 + Penalty 2756.845568 = -364634.795589 nChanged 3 SP:Iteration 118Q (2480.232951 sec): 3 clusters Score: Raw -367392.703295 + Penalty 2756.845568 = -364635.857727 nChanged 2 SP:Iteration 119Q (2480.252718 sec): 3 clusters Score: Raw -367393.313991 + Penalty 2756.845568 = -364636.468423 nChanged 0 SP:Iteration 120F (2480.273754 sec): 3 clusters Score: Raw -367393.313991 + Penalty 2756.845568 = -364636.468423 nChanged 0 Trying to split cluster 5 (6284 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2480.294535 sec): 2 clusters Score: Raw -518510.732698 + Penalty 1421.186325 = -517089.546373 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2480.318027 sec): 3 clusters Score: Raw -515157.522549 + Penalty 2842.372650 = -512315.149899 nChanged 2646 SP:Iteration 1F (2480.341329 sec): 3 clusters Score: Raw -516724.626914 + Penalty 2842.372650 = -513882.254264 nChanged 477 SP:Iteration 2F (2480.364735 sec): 3 clusters Score: Raw -517007.199487 + Penalty 2842.372650 = -514164.826838 nChanged 408 SP:Iteration 3F (2480.388014 sec): 3 clusters Score: Raw -517253.129646 + Penalty 2842.372650 = -514410.756996 nChanged 330 SP:Iteration 4F (2480.411322 sec): 3 clusters Score: Raw -517475.883865 + Penalty 2842.372650 = -514633.511215 nChanged 301 SP:Iteration 5Q (2480.434803 sec): 3 clusters Score: Raw -517688.463472 + Penalty 2842.372650 = -514846.090822 nChanged 277 SP:Iteration 6Q (2480.458050 sec): 3 clusters Score: Raw -517876.946699 + Penalty 2842.372650 = -515034.574049 nChanged 243 SP:Iteration 7Q (2480.481468 sec): 3 clusters Score: Raw -518032.731882 + Penalty 2842.372650 = -515190.359232 nChanged 201 SP:Iteration 8Q (2480.504847 sec): 3 clusters Score: Raw -518165.620054 + Penalty 2842.372650 = -515323.247404 nChanged 168 SP:Iteration 9Q (2480.528164 sec): 3 clusters Score: Raw -518274.536533 + Penalty 2842.372650 = -515432.163883 nChanged 123 SP:Iteration 10Q (2480.551063 sec): 3 clusters Score: Raw -518350.216979 + Penalty 2842.372650 = -515507.844329 nChanged 100 SP:Iteration 11Q (2480.574044 sec): 3 clusters Score: Raw -518403.071552 + Penalty 2842.372650 = -515560.698902 nChanged 78 SP:Iteration 12Q (2480.597116 sec): 3 clusters Score: Raw -518435.883322 + Penalty 2842.372650 = -515593.510672 nChanged 69 SP:Iteration 13Q (2480.620139 sec): 3 clusters Score: Raw -518460.798264 + Penalty 2842.372650 = -515618.425614 nChanged 45 SP:Iteration 14Q (2480.643161 sec): 3 clusters Score: Raw -518477.177211 + Penalty 2842.372650 = -515634.804561 nChanged 39 SP:Iteration 15Q (2480.665617 sec): 3 clusters Score: Raw -518492.982462 + Penalty 2842.372650 = -515650.609812 nChanged 39 SP:Iteration 16Q (2480.688331 sec): 3 clusters Score: Raw -518506.928303 + Penalty 2842.372650 = -515664.555653 nChanged 31 SP:Iteration 17Q (2480.710959 sec): 3 clusters Score: Raw -518518.524158 + Penalty 2842.372650 = -515676.151508 nChanged 28 SP:Iteration 18Q (2480.733591 sec): 3 clusters Score: Raw -518527.460042 + Penalty 2842.372650 = -515685.087392 nChanged 26 SP:Iteration 19Q (2480.756465 sec): 3 clusters Score: Raw -518535.657118 + Penalty 2842.372650 = -515693.284468 nChanged 29 SP:Iteration 20F (2480.779805 sec): 3 clusters Score: Raw -518542.751245 + Penalty 2842.372650 = -515700.378595 nChanged 17 SP:Iteration 21Q (2480.802437 sec): 3 clusters Score: Raw -518547.245199 + Penalty 2842.372650 = -515704.872549 nChanged 13 SP:Iteration 22Q (2480.825266 sec): 3 clusters Score: Raw -518549.993629 + Penalty 2842.372650 = -515707.620979 nChanged 15 SP:Iteration 23Q (2480.847992 sec): 3 clusters Score: Raw -518554.117211 + Penalty 2842.372650 = -515711.744562 nChanged 15 SP:Iteration 24Q (2480.870660 sec): 3 clusters Score: Raw -518558.610811 + Penalty 2842.372650 = -515716.238161 nChanged 16 SP:Iteration 25Q (2480.893131 sec): 3 clusters Score: Raw -518563.380092 + Penalty 2842.372650 = -515721.007442 nChanged 14 SP:Iteration 26Q (2480.915763 sec): 3 clusters Score: Raw -518566.613199 + Penalty 2842.372650 = -515724.240549 nChanged 12 SP:Iteration 27Q (2480.938251 sec): 3 clusters Score: Raw -518569.030665 + Penalty 2842.372650 = -515726.658015 nChanged 11 SP:Iteration 28Q (2480.960732 sec): 3 clusters Score: Raw -518571.938953 + Penalty 2842.372650 = -515729.566303 nChanged 12 SP:Iteration 29Q (2480.983430 sec): 3 clusters Score: Raw -518574.684664 + Penalty 2842.372650 = -515732.312014 nChanged 11 SP:Iteration 30Q (2481.006154 sec): 3 clusters Score: Raw -518576.955741 + Penalty 2842.372650 = -515734.583091 nChanged 18 SP:Iteration 31Q (2481.028828 sec): 3 clusters Score: Raw -518582.293165 + Penalty 2842.372650 = -515739.920515 nChanged 19 SP:Iteration 32Q (2481.051201 sec): 3 clusters Score: Raw -518587.567132 + Penalty 2842.372650 = -515745.194482 nChanged 21 SP:Iteration 33Q (2481.073894 sec): 3 clusters Score: Raw -518592.526236 + Penalty 2842.372650 = -515750.153587 nChanged 15 SP:Iteration 34Q (2481.096526 sec): 3 clusters Score: Raw -518596.158007 + Penalty 2842.372650 = -515753.785357 nChanged 12 SP:Iteration 35Q (2481.119127 sec): 3 clusters Score: Raw -518598.565630 + Penalty 2842.372650 = -515756.192980 nChanged 11 SP:Iteration 36Q (2481.141839 sec): 3 clusters Score: Raw -518601.329016 + Penalty 2842.372650 = -515758.956366 nChanged 15 SP:Iteration 37Q (2481.164507 sec): 3 clusters Score: Raw -518604.002794 + Penalty 2842.372650 = -515761.630144 nChanged 10 SP:Iteration 38Q (2481.186876 sec): 3 clusters Score: Raw -518606.875026 + Penalty 2842.372650 = -515764.502376 nChanged 6 SP:Iteration 39Q (2481.209469 sec): 3 clusters Score: Raw -518607.900823 + Penalty 2842.372650 = -515765.528173 nChanged 9 SP:Iteration 40F (2481.232976 sec): 3 clusters Score: Raw -518610.093684 + Penalty 2842.372650 = -515767.721035 nChanged 15 SP:Iteration 41Q (2481.255515 sec): 3 clusters Score: Raw -518614.621530 + Penalty 2842.372650 = -515772.248880 nChanged 16 SP:Iteration 42Q (2481.278228 sec): 3 clusters Score: Raw -518618.471497 + Penalty 2842.372650 = -515776.098847 nChanged 12 SP:Iteration 43Q (2481.300772 sec): 3 clusters Score: Raw -518621.734140 + Penalty 2842.372650 = -515779.361490 nChanged 18 SP:Iteration 44Q (2481.323258 sec): 3 clusters Score: Raw -518625.883313 + Penalty 2842.372650 = -515783.510664 nChanged 13 SP:Iteration 45Q (2481.345715 sec): 3 clusters Score: Raw -518629.304294 + Penalty 2842.372650 = -515786.931644 nChanged 9 SP:Iteration 46Q (2481.368216 sec): 3 clusters Score: Raw -518630.801513 + Penalty 2842.372650 = -515788.428863 nChanged 9 SP:Iteration 47Q (2481.390807 sec): 3 clusters Score: Raw -518632.957434 + Penalty 2842.372650 = -515790.584784 nChanged 9 SP:Iteration 48Q (2481.413234 sec): 3 clusters Score: Raw -518634.604353 + Penalty 2842.372650 = -515792.231703 nChanged 6 SP:Iteration 49Q (2481.435928 sec): 3 clusters Score: Raw -518635.956056 + Penalty 2842.372650 = -515793.583406 nChanged 7 SP:Iteration 50Q (2481.458475 sec): 3 clusters Score: Raw -518637.341597 + Penalty 2842.372650 = -515794.968947 nChanged 10 SP:Iteration 51Q (2481.481004 sec): 3 clusters Score: Raw -518640.628843 + Penalty 2842.372650 = -515798.256194 nChanged 12 SP:Iteration 52Q (2481.503435 sec): 3 clusters Score: Raw -518645.039061 + Penalty 2842.372650 = -515802.666412 nChanged 11 SP:Iteration 53Q (2481.525876 sec): 3 clusters Score: Raw -518648.191573 + Penalty 2842.372650 = -515805.818923 nChanged 12 SP:Iteration 54Q (2481.548372 sec): 3 clusters Score: Raw -518651.049136 + Penalty 2842.372650 = -515808.676486 nChanged 7 SP:Iteration 55Q (2481.570775 sec): 3 clusters Score: Raw -518653.790784 + Penalty 2842.372650 = -515811.418134 nChanged 9 SP:Iteration 56Q (2481.593205 sec): 3 clusters Score: Raw -518655.921785 + Penalty 2842.372650 = -515813.549135 nChanged 7 SP:Iteration 57Q (2481.615657 sec): 3 clusters Score: Raw -518657.291088 + Penalty 2842.372650 = -515814.918439 nChanged 3 SP:Iteration 58Q (2481.637781 sec): 3 clusters Score: Raw -518657.992478 + Penalty 2842.372650 = -515815.619829 nChanged 1 SP:Iteration 59Q (2481.660285 sec): 3 clusters Score: Raw -518658.161537 + Penalty 2842.372650 = -515815.788887 nChanged 4 SP:Iteration 60F (2481.683464 sec): 3 clusters Score: Raw -518659.478970 + Penalty 2842.372650 = -515817.106321 nChanged 6 SP:Iteration 61Q (2481.705806 sec): 3 clusters Score: Raw -518660.513875 + Penalty 2842.372650 = -515818.141225 nChanged 5 SP:Iteration 62Q (2481.728175 sec): 3 clusters Score: Raw -518662.019852 + Penalty 2842.372650 = -515819.647203 nChanged 11 SP:Iteration 63Q (2481.750623 sec): 3 clusters Score: Raw -518665.372548 + Penalty 2842.372650 = -515822.999899 nChanged 9 SP:Iteration 64Q (2481.773023 sec): 3 clusters Score: Raw -518668.125283 + Penalty 2842.372650 = -515825.752633 nChanged 9 SP:Iteration 65Q (2481.795355 sec): 3 clusters Score: Raw -518670.363392 + Penalty 2842.372650 = -515827.990742 nChanged 5 SP:Iteration 66Q (2481.817647 sec): 3 clusters Score: Raw -518671.480789 + Penalty 2842.372650 = -515829.108139 nChanged 5 SP:Iteration 67Q (2481.840172 sec): 3 clusters Score: Raw -518672.857535 + Penalty 2842.372650 = -515830.484885 nChanged 8 SP:Iteration 68Q (2481.862343 sec): 3 clusters Score: Raw -518675.237509 + Penalty 2842.372650 = -515832.864859 nChanged 10 SP:Iteration 69Q (2481.884665 sec): 3 clusters Score: Raw -518677.073850 + Penalty 2842.372650 = -515834.701200 nChanged 5 SP:Iteration 70Q (2481.907083 sec): 3 clusters Score: Raw -518678.469379 + Penalty 2842.372650 = -515836.096729 nChanged 8 SP:Iteration 71Q (2481.929409 sec): 3 clusters Score: Raw -518680.548144 + Penalty 2842.372650 = -515838.175494 nChanged 8 SP:Iteration 72Q (2481.951724 sec): 3 clusters Score: Raw -518682.390927 + Penalty 2842.372650 = -515840.018278 nChanged 12 SP:Iteration 73Q (2481.973882 sec): 3 clusters Score: Raw -518685.186386 + Penalty 2842.372650 = -515842.813736 nChanged 13 SP:Iteration 74Q (2481.996341 sec): 3 clusters Score: Raw -518688.668860 + Penalty 2842.372650 = -515846.296210 nChanged 14 SP:Iteration 75Q (2482.018755 sec): 3 clusters Score: Raw -518691.385391 + Penalty 2842.372650 = -515849.012742 nChanged 12 SP:Iteration 76Q (2482.041251 sec): 3 clusters Score: Raw -518694.365201 + Penalty 2842.372650 = -515851.992551 nChanged 11 SP:Iteration 77Q (2482.063197 sec): 3 clusters Score: Raw -518697.513100 + Penalty 2842.372650 = -515855.140451 nChanged 8 SP:Iteration 78Q (2482.085438 sec): 3 clusters Score: Raw -518699.861468 + Penalty 2842.372650 = -515857.488818 nChanged 7 SP:Iteration 79Q (2482.107588 sec): 3 clusters Score: Raw -518701.379678 + Penalty 2842.372650 = -515859.007029 nChanged 13 SP:Iteration 80F (2482.131028 sec): 3 clusters Score: Raw -518704.640498 + Penalty 2842.372650 = -515862.267848 nChanged 19 SP:Iteration 81Q (2482.153235 sec): 3 clusters Score: Raw -518709.907385 + Penalty 2842.372650 = -515867.534735 nChanged 12 SP:Iteration 82Q (2482.175445 sec): 3 clusters Score: Raw -518713.551690 + Penalty 2842.372650 = -515871.179040 nChanged 15 SP:Iteration 83Q (2482.197590 sec): 3 clusters Score: Raw -518718.740556 + Penalty 2842.372650 = -515876.367907 nChanged 23 SP:Iteration 84Q (2482.219829 sec): 3 clusters Score: Raw -518726.380399 + Penalty 2842.372650 = -515884.007749 nChanged 28 SP:Iteration 85Q (2482.242012 sec): 3 clusters Score: Raw -518736.149597 + Penalty 2842.372650 = -515893.776947 nChanged 30 SP:Iteration 86Q (2482.264378 sec): 3 clusters Score: Raw -518747.627738 + Penalty 2842.372650 = -515905.255088 nChanged 32 SP:Iteration 87Q (2482.286699 sec): 3 clusters Score: Raw -518758.470420 + Penalty 2842.372650 = -515916.097770 nChanged 32 SP:Iteration 88Q (2482.308948 sec): 3 clusters Score: Raw -518770.135865 + Penalty 2842.372650 = -515927.763215 nChanged 46 SP:Iteration 89Q (2482.331332 sec): 3 clusters Score: Raw -518791.133625 + Penalty 2842.372650 = -515948.760976 nChanged 58 SP:Iteration 90Q (2482.353596 sec): 3 clusters Score: Raw -518823.056272 + Penalty 2842.372650 = -515980.683623 nChanged 71 SP:Iteration 91Q (2482.375682 sec): 3 clusters Score: Raw -518862.945556 + Penalty 2842.372650 = -516020.572906 nChanged 76 SP:Iteration 92Q (2482.397654 sec): 3 clusters Score: Raw -518905.744618 + Penalty 2842.372650 = -516063.371968 nChanged 86 SP:Iteration 93Q (2482.419867 sec): 3 clusters Score: Raw -518965.522413 + Penalty 2842.372650 = -516123.149763 nChanged 99 SP:Iteration 94Q (2482.442062 sec): 3 clusters Score: Raw -519052.463956 + Penalty 2842.372650 = -516210.091306 nChanged 112 SP:Iteration 95Q (2482.463938 sec): 3 clusters Score: Raw -519160.827230 + Penalty 2842.372650 = -516318.454581 nChanged 116 SP:Iteration 96Q (2482.485897 sec): 3 clusters Score: Raw -519271.502027 + Penalty 2842.372650 = -516429.129377 nChanged 119 SP:Iteration 97Q (2482.507719 sec): 3 clusters Score: Raw -519391.116400 + Penalty 2842.372650 = -516548.743750 nChanged 99 SP:Iteration 98Q (2482.529367 sec): 3 clusters Score: Raw -519502.802438 + Penalty 2842.372650 = -516660.429788 nChanged 101 SP:Iteration 99Q (2482.551278 sec): 3 clusters Score: Raw -519604.826952 + Penalty 2842.372650 = -516762.454302 nChanged 74 SP:Iteration 100F (2482.574440 sec): 3 clusters Score: Raw -519658.811517 + Penalty 2842.372650 = -516816.438867 nChanged 41 SP:Iteration 101Q (2482.596046 sec): 3 clusters Score: Raw -519682.919753 + Penalty 2842.372650 = -516840.547103 nChanged 32 SP:Iteration 102Q (2482.617712 sec): 3 clusters Score: Raw -519699.518179 + Penalty 2842.372650 = -516857.145529 nChanged 24 SP:Iteration 103Q (2482.639338 sec): 3 clusters Score: Raw -519706.732344 + Penalty 2842.372650 = -516864.359695 nChanged 12 SP:Iteration 104Q (2482.661079 sec): 3 clusters Score: Raw -519709.990715 + Penalty 2842.372650 = -516867.618066 nChanged 3 SP:Iteration 105Q (2482.682740 sec): 3 clusters Score: Raw -519711.033894 + Penalty 2842.372650 = -516868.661244 nChanged 3 SP:Iteration 106Q (2482.704352 sec): 3 clusters Score: Raw -519711.359547 + Penalty 2842.372650 = -516868.986897 nChanged 2 SP:Iteration 107Q (2482.725911 sec): 3 clusters Score: Raw -519711.980181 + Penalty 2842.372650 = -516869.607531 nChanged 2 SP:Iteration 108Q (2482.747402 sec): 3 clusters Score: Raw -519712.477700 + Penalty 2842.372650 = -516870.105050 nChanged 0 SP:Iteration 109F (2482.770865 sec): 3 clusters Score: Raw -519712.477700 + Penalty 2842.372650 = -516870.105050 nChanged 0 Trying to split cluster 6 (51124 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2482.843729 sec): 2 clusters Score: Raw -4229248.894202 + Penalty 1761.826517 = -4227487.067685 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2482.943215 sec): 3 clusters Score: Raw -4196874.410154 + Penalty 3523.653033 = -4193350.757121 nChanged 24054 SP:Iteration 1F (2483.037692 sec): 3 clusters Score: Raw -4210630.238105 + Penalty 3523.653033 = -4207106.585072 nChanged 2084 SP:Iteration 2Q (2483.147191 sec): 3 clusters Score: Raw -4211276.273768 + Penalty 3523.653033 = -4207752.620734 nChanged 2113 SP:Iteration 3Q (2483.252493 sec): 3 clusters Score: Raw -4211992.097101 + Penalty 3523.653033 = -4208468.444068 nChanged 2169 SP:Iteration 4Q (2483.350198 sec): 3 clusters Score: Raw -4212814.132529 + Penalty 3523.653033 = -4209290.479495 nChanged 2239 SP:Iteration 5Q (2483.447767 sec): 3 clusters Score: Raw -4213789.569356 + Penalty 3523.653033 = -4210265.916323 nChanged 2499 SP:Iteration 6Q (2483.545331 sec): 3 clusters Score: Raw -4215051.568439 + Penalty 3523.653033 = -4211527.915406 nChanged 2663 SP:Iteration 7F (2483.638782 sec): 3 clusters Score: Raw -4216584.761860 + Penalty 3523.653033 = -4213061.108827 nChanged 2864 SP:Iteration 8F (2483.732221 sec): 3 clusters Score: Raw -4218308.978073 + Penalty 3523.653033 = -4214785.325039 nChanged 2754 SP:Iteration 9F (2483.825557 sec): 3 clusters Score: Raw -4219988.122599 + Penalty 3523.653033 = -4216464.469566 nChanged 2450 SP:Iteration 10Q (2483.922144 sec): 3 clusters Score: Raw -4221434.966149 + Penalty 3523.653033 = -4217911.313116 nChanged 2065 SP:Iteration 11Q (2484.017768 sec): 3 clusters Score: Raw -4222655.829194 + Penalty 3523.653033 = -4219132.176161 nChanged 1705 SP:Iteration 12Q (2484.112181 sec): 3 clusters Score: Raw -4223525.229999 + Penalty 3523.653033 = -4220001.576965 nChanged 1352 SP:Iteration 13Q (2484.205011 sec): 3 clusters Score: Raw -4224082.426435 + Penalty 3523.653033 = -4220558.773401 nChanged 1075 SP:Iteration 14Q (2484.296596 sec): 3 clusters Score: Raw -4224528.495720 + Penalty 3523.653033 = -4221004.842687 nChanged 974 SP:Iteration 15Q (2484.386896 sec): 3 clusters Score: Raw -4224894.206165 + Penalty 3523.653033 = -4221370.553131 nChanged 888 SP:Iteration 16Q (2484.475615 sec): 3 clusters Score: Raw -4225210.758748 + Penalty 3523.653033 = -4221687.105714 nChanged 881 SP:Iteration 17Q (2484.563216 sec): 3 clusters Score: Raw -4225530.649794 + Penalty 3523.653033 = -4222006.996761 nChanged 810 SP:Iteration 18Q (2484.649629 sec): 3 clusters Score: Raw -4225832.130882 + Penalty 3523.653033 = -4222308.477849 nChanged 823 SP:Iteration 19Q (2484.735262 sec): 3 clusters Score: Raw -4226161.757460 + Penalty 3523.653033 = -4222638.104427 nChanged 817 SP:Iteration 20F (2484.828230 sec): 3 clusters Score: Raw -4226494.197993 + Penalty 3523.653033 = -4222970.544959 nChanged 776 SP:Iteration 21Q (2484.911918 sec): 3 clusters Score: Raw -4226820.420946 + Penalty 3523.653033 = -4223296.767912 nChanged 731 SP:Iteration 22Q (2484.994427 sec): 3 clusters Score: Raw -4227124.940537 + Penalty 3523.653033 = -4223601.287504 nChanged 712 SP:Iteration 23Q (2485.075929 sec): 3 clusters Score: Raw -4227457.765638 + Penalty 3523.653033 = -4223934.112605 nChanged 702 SP:Iteration 24Q (2485.156424 sec): 3 clusters Score: Raw -4227813.111547 + Penalty 3523.653033 = -4224289.458514 nChanged 646 SP:Iteration 25Q (2485.235725 sec): 3 clusters Score: Raw -4228134.206566 + Penalty 3523.653033 = -4224610.553533 nChanged 508 SP:Iteration 26Q (2485.313929 sec): 3 clusters Score: Raw -4228382.818102 + Penalty 3523.653033 = -4224859.165069 nChanged 436 SP:Iteration 27Q (2485.391145 sec): 3 clusters Score: Raw -4228597.759080 + Penalty 3523.653033 = -4225074.106046 nChanged 375 SP:Iteration 28Q (2485.467604 sec): 3 clusters Score: Raw -4228802.683123 + Penalty 3523.653033 = -4225279.030089 nChanged 352 SP:Iteration 29Q (2485.543160 sec): 3 clusters Score: Raw -4228997.029646 + Penalty 3523.653033 = -4225473.376613 nChanged 300 SP:Iteration 30Q (2485.618175 sec): 3 clusters Score: Raw -4229156.907957 + Penalty 3523.653033 = -4225633.254924 nChanged 235 SP:Iteration 31Q (2485.692313 sec): 3 clusters Score: Raw -4229266.987972 + Penalty 3523.653033 = -4225743.334938 nChanged 186 SP:Iteration 32Q (2485.765944 sec): 3 clusters Score: Raw -4229350.628682 + Penalty 3523.653033 = -4225826.975649 nChanged 143 SP:Iteration 33Q (2485.839187 sec): 3 clusters Score: Raw -4229407.603271 + Penalty 3523.653033 = -4225883.950237 nChanged 119 SP:Iteration 34Q (2485.912267 sec): 3 clusters Score: Raw -4229448.801345 + Penalty 3523.653033 = -4225925.148312 nChanged 101 SP:Iteration 35Q (2485.985024 sec): 3 clusters Score: Raw -4229482.227935 + Penalty 3523.653033 = -4225958.574901 nChanged 80 SP:Iteration 36Q (2486.057009 sec): 3 clusters Score: Raw -4229508.329662 + Penalty 3523.653033 = -4225984.676628 nChanged 75 SP:Iteration 37Q (2486.128926 sec): 3 clusters Score: Raw -4229539.006218 + Penalty 3523.653033 = -4226015.353185 nChanged 78 SP:Iteration 38Q (2486.200648 sec): 3 clusters Score: Raw -4229569.981081 + Penalty 3523.653033 = -4226046.328047 nChanged 54 SP:Iteration 39Q (2486.272087 sec): 3 clusters Score: Raw -4229586.779256 + Penalty 3523.653033 = -4226063.126223 nChanged 49 SP:Iteration 40F (2486.363830 sec): 3 clusters Score: Raw -4229606.247666 + Penalty 3523.653033 = -4226082.594633 nChanged 44 SP:Iteration 41Q (2486.435606 sec): 3 clusters Score: Raw -4229621.076277 + Penalty 3523.653033 = -4226097.423244 nChanged 35 SP:Iteration 42Q (2486.506895 sec): 3 clusters Score: Raw -4229631.490745 + Penalty 3523.653033 = -4226107.837712 nChanged 24 SP:Iteration 43Q (2486.578249 sec): 3 clusters Score: Raw -4229638.743187 + Penalty 3523.653033 = -4226115.090154 nChanged 25 SP:Iteration 44Q (2486.649438 sec): 3 clusters Score: Raw -4229646.329020 + Penalty 3523.653033 = -4226122.675987 nChanged 19 SP:Iteration 45Q (2486.720512 sec): 3 clusters Score: Raw -4229651.466040 + Penalty 3523.653033 = -4226127.813006 nChanged 18 SP:Iteration 46Q (2486.791570 sec): 3 clusters Score: Raw -4229656.876897 + Penalty 3523.653033 = -4226133.223863 nChanged 13 SP:Iteration 47Q (2486.863082 sec): 3 clusters Score: Raw -4229660.400538 + Penalty 3523.653033 = -4226136.747504 nChanged 14 SP:Iteration 48Q (2486.934315 sec): 3 clusters Score: Raw -4229664.674649 + Penalty 3523.653033 = -4226141.021615 nChanged 16 SP:Iteration 49Q (2487.005298 sec): 3 clusters Score: Raw -4229670.130894 + Penalty 3523.653033 = -4226146.477861 nChanged 14 SP:Iteration 50Q (2487.076253 sec): 3 clusters Score: Raw -4229676.592737 + Penalty 3523.653033 = -4226152.939704 nChanged 20 SP:Iteration 51Q (2487.147345 sec): 3 clusters Score: Raw -4229683.012777 + Penalty 3523.653033 = -4226159.359744 nChanged 12 SP:Iteration 52Q (2487.218343 sec): 3 clusters Score: Raw -4229686.888103 + Penalty 3523.653033 = -4226163.235070 nChanged 4 SP:Iteration 53Q (2487.289261 sec): 3 clusters Score: Raw -4229688.361941 + Penalty 3523.653033 = -4226164.708908 nChanged 2 SP:Iteration 54Q (2487.360100 sec): 3 clusters Score: Raw -4229689.530077 + Penalty 3523.653033 = -4226165.877043 nChanged 5 SP:Iteration 55Q (2487.431210 sec): 3 clusters Score: Raw -4229691.560256 + Penalty 3523.653033 = -4226167.907223 nChanged 6 SP:Iteration 56Q (2487.502167 sec): 3 clusters Score: Raw -4229693.643064 + Penalty 3523.653033 = -4226169.990031 nChanged 5 SP:Iteration 57Q (2487.572970 sec): 3 clusters Score: Raw -4229695.112878 + Penalty 3523.653033 = -4226171.459845 nChanged 5 SP:Iteration 58Q (2487.643803 sec): 3 clusters Score: Raw -4229696.282568 + Penalty 3523.653033 = -4226172.629535 nChanged 3 SP:Iteration 59Q (2487.714773 sec): 3 clusters Score: Raw -4229697.208778 + Penalty 3523.653033 = -4226173.555744 nChanged 4 SP:Iteration 60F (2487.806465 sec): 3 clusters Score: Raw -4229698.450057 + Penalty 3523.653033 = -4226174.797023 nChanged 3 SP:Iteration 61Q (2487.877829 sec): 3 clusters Score: Raw -4229699.171489 + Penalty 3523.653033 = -4226175.518456 nChanged 1 SP:Iteration 62Q (2487.948780 sec): 3 clusters Score: Raw -4229699.473179 + Penalty 3523.653033 = -4226175.820145 nChanged 1 SP:Iteration 63Q (2488.019742 sec): 3 clusters Score: Raw -4229699.712783 + Penalty 3523.653033 = -4226176.059750 nChanged 1 SP:Iteration 64Q (2488.090546 sec): 3 clusters Score: Raw -4229699.898168 + Penalty 3523.653033 = -4226176.245135 nChanged 1 SP:Iteration 65Q (2488.161277 sec): 3 clusters Score: Raw -4229700.304976 + Penalty 3523.653033 = -4226176.651943 nChanged 2 SP:Iteration 66Q (2488.232274 sec): 3 clusters Score: Raw -4229700.634357 + Penalty 3523.653033 = -4226176.981324 nChanged 2 SP:Iteration 67Q (2488.303196 sec): 3 clusters Score: Raw -4229700.872766 + Penalty 3523.653033 = -4226177.219733 nChanged 0 SP:Iteration 68F (2488.394812 sec): 3 clusters Score: Raw -4229700.872766 + Penalty 3523.653033 = -4226177.219733 nChanged 0 Trying to split cluster 7 (3295 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2488.403081 sec): 2 clusters Score: Raw -240713.059867 + Penalty 1316.276235 = -239396.783632 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2488.420597 sec): 3 clusters Score: Raw -239137.969929 + Penalty 2632.552470 = -236505.417459 nChanged 1284 SP:Iteration 1F (2488.436987 sec): 3 clusters Score: Raw -239903.555843 + Penalty 2632.552470 = -237271.003373 nChanged 255 SP:Iteration 2F (2488.453186 sec): 3 clusters Score: Raw -240065.003449 + Penalty 2632.552470 = -237432.450978 nChanged 174 SP:Iteration 3F (2488.469562 sec): 3 clusters Score: Raw -240148.913771 + Penalty 2632.552470 = -237516.361301 nChanged 104 SP:Iteration 4Q (2488.485938 sec): 3 clusters Score: Raw -240205.252100 + Penalty 2632.552470 = -237572.699630 nChanged 90 SP:Iteration 5Q (2488.502277 sec): 3 clusters Score: Raw -240246.400360 + Penalty 2632.552470 = -237613.847890 nChanged 67 SP:Iteration 6Q (2488.518445 sec): 3 clusters Score: Raw -240282.008318 + Penalty 2632.552470 = -237649.455847 nChanged 65 SP:Iteration 7Q (2488.534788 sec): 3 clusters Score: Raw -240322.366757 + Penalty 2632.552470 = -237689.814286 nChanged 69 SP:Iteration 8Q (2488.551193 sec): 3 clusters Score: Raw -240350.277116 + Penalty 2632.552470 = -237717.724645 nChanged 52 SP:Iteration 9Q (2488.567423 sec): 3 clusters Score: Raw -240368.836817 + Penalty 2632.552470 = -237736.284347 nChanged 50 SP:Iteration 10Q (2488.583754 sec): 3 clusters Score: Raw -240384.190381 + Penalty 2632.552470 = -237751.637911 nChanged 38 SP:Iteration 11Q (2488.599938 sec): 3 clusters Score: Raw -240400.542971 + Penalty 2632.552470 = -237767.990500 nChanged 38 SP:Iteration 12Q (2488.616251 sec): 3 clusters Score: Raw -240416.256070 + Penalty 2632.552470 = -237783.703599 nChanged 57 SP:Iteration 13Q (2488.632615 sec): 3 clusters Score: Raw -240439.363853 + Penalty 2632.552470 = -237806.811382 nChanged 60 SP:Iteration 14Q (2488.649553 sec): 3 clusters Score: Raw -240468.573428 + Penalty 2632.552470 = -237836.020958 nChanged 65 SP:Iteration 15Q (2488.665842 sec): 3 clusters Score: Raw -240496.408849 + Penalty 2632.552470 = -237863.856379 nChanged 65 SP:Iteration 16Q (2488.682187 sec): 3 clusters Score: Raw -240529.434655 + Penalty 2632.552470 = -237896.882185 nChanged 73 SP:Iteration 17Q (2488.698348 sec): 3 clusters Score: Raw -240569.496593 + Penalty 2632.552470 = -237936.944122 nChanged 74 SP:Iteration 18Q (2488.714660 sec): 3 clusters Score: Raw -240613.438780 + Penalty 2632.552470 = -237980.886309 nChanged 97 SP:Iteration 19Q (2488.730852 sec): 3 clusters Score: Raw -240684.977831 + Penalty 2632.552470 = -238052.425360 nChanged 122 SP:Iteration 20F (2488.747227 sec): 3 clusters Score: Raw -240777.508507 + Penalty 2632.552470 = -238144.956037 nChanged 116 SP:Iteration 21Q (2488.763538 sec): 3 clusters Score: Raw -240859.722933 + Penalty 2632.552470 = -238227.170463 nChanged 104 SP:Iteration 22Q (2488.779657 sec): 3 clusters Score: Raw -240919.254512 + Penalty 2632.552470 = -238286.702042 nChanged 80 SP:Iteration 23Q (2488.796059 sec): 3 clusters Score: Raw -240964.241821 + Penalty 2632.552470 = -238331.689351 nChanged 57 SP:Iteration 24Q (2488.812184 sec): 3 clusters Score: Raw -240988.579764 + Penalty 2632.552470 = -238356.027294 nChanged 40 SP:Iteration 25Q (2488.828484 sec): 3 clusters Score: Raw -241006.784989 + Penalty 2632.552470 = -238374.232519 nChanged 34 SP:Iteration 26Q (2488.844745 sec): 3 clusters Score: Raw -241023.063276 + Penalty 2632.552470 = -238390.510806 nChanged 27 SP:Iteration 27Q (2488.861016 sec): 3 clusters Score: Raw -241035.952635 + Penalty 2632.552470 = -238403.400165 nChanged 34 SP:Iteration 28Q (2488.877295 sec): 3 clusters Score: Raw -241055.698388 + Penalty 2632.552470 = -238423.145918 nChanged 40 SP:Iteration 29Q (2488.893642 sec): 3 clusters Score: Raw -241076.957871 + Penalty 2632.552470 = -238444.405400 nChanged 32 SP:Iteration 30Q (2488.909918 sec): 3 clusters Score: Raw -241099.007103 + Penalty 2632.552470 = -238466.454633 nChanged 39 SP:Iteration 31Q (2488.926240 sec): 3 clusters Score: Raw -241120.651417 + Penalty 2632.552470 = -238488.098946 nChanged 26 SP:Iteration 32Q (2488.942458 sec): 3 clusters Score: Raw -241135.123539 + Penalty 2632.552470 = -238502.571069 nChanged 28 SP:Iteration 33Q (2488.958777 sec): 3 clusters Score: Raw -241146.471706 + Penalty 2632.552470 = -238513.919235 nChanged 19 SP:Iteration 34Q (2488.975044 sec): 3 clusters Score: Raw -241154.296030 + Penalty 2632.552470 = -238521.743560 nChanged 11 SP:Iteration 35Q (2488.991327 sec): 3 clusters Score: Raw -241158.841948 + Penalty 2632.552470 = -238526.289478 nChanged 11 SP:Iteration 36Q (2489.007585 sec): 3 clusters Score: Raw -241163.467585 + Penalty 2632.552470 = -238530.915115 nChanged 11 SP:Iteration 37Q (2489.023853 sec): 3 clusters Score: Raw -241168.429160 + Penalty 2632.552470 = -238535.876690 nChanged 8 SP:Iteration 38Q (2489.040112 sec): 3 clusters Score: Raw -241171.780712 + Penalty 2632.552470 = -238539.228241 nChanged 10 SP:Iteration 39Q (2489.056429 sec): 3 clusters Score: Raw -241175.743495 + Penalty 2632.552470 = -238543.191025 nChanged 12 SP:Iteration 40F (2489.072655 sec): 3 clusters Score: Raw -241178.678014 + Penalty 2632.552470 = -238546.125544 nChanged 7 SP:Iteration 41Q (2489.088793 sec): 3 clusters Score: Raw -241180.229573 + Penalty 2632.552470 = -238547.677103 nChanged 4 SP:Iteration 42Q (2489.105090 sec): 3 clusters Score: Raw -241181.163061 + Penalty 2632.552470 = -238548.610591 nChanged 3 SP:Iteration 43Q (2489.121253 sec): 3 clusters Score: Raw -241182.730548 + Penalty 2632.552470 = -238550.178078 nChanged 3 SP:Iteration 44Q (2489.137493 sec): 3 clusters Score: Raw -241183.896301 + Penalty 2632.552470 = -238551.343831 nChanged 5 SP:Iteration 45Q (2489.153736 sec): 3 clusters Score: Raw -241184.808268 + Penalty 2632.552470 = -238552.255798 nChanged 3 SP:Iteration 46Q (2489.169824 sec): 3 clusters Score: Raw -241185.541247 + Penalty 2632.552470 = -238552.988776 nChanged 3 SP:Iteration 47Q (2489.186081 sec): 3 clusters Score: Raw -241186.307041 + Penalty 2632.552470 = -238553.754570 nChanged 0 SP:Iteration 48F (2489.202426 sec): 3 clusters Score: Raw -241186.307041 + Penalty 2632.552470 = -238553.754570 nChanged 0 Trying to split cluster 8 (1535 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2489.217523 sec): 2 clusters Score: Raw -120496.868048 + Penalty 1192.146420 = -119304.721628 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2489.226104 sec): 3 clusters Score: Raw -119952.571669 + Penalty 2384.292840 = -117568.278829 nChanged 496 SP:Iteration 1F (2489.234142 sec): 3 clusters Score: Raw -120395.694694 + Penalty 2384.292840 = -118011.401854 nChanged 122 SP:Iteration 2F (2489.242220 sec): 3 clusters Score: Raw -120531.268411 + Penalty 2384.292840 = -118146.975572 nChanged 84 SP:Iteration 3F (2489.250300 sec): 3 clusters Score: Raw -120631.588756 + Penalty 2384.292840 = -118247.295917 nChanged 92 SP:Iteration 4F (2489.258331 sec): 3 clusters Score: Raw -120748.544869 + Penalty 2384.292840 = -118364.252030 nChanged 101 SP:Iteration 5F (2489.266308 sec): 3 clusters Score: Raw -120890.981012 + Penalty 2384.292840 = -118506.688173 nChanged 81 SP:Iteration 6F (2489.274386 sec): 3 clusters Score: Raw -121005.982078 + Penalty 2384.292840 = -118621.689238 nChanged 65 SP:Iteration 7Q (2489.282358 sec): 3 clusters Score: Raw -121079.337819 + Penalty 2384.292840 = -118695.044979 nChanged 47 SP:Iteration 8Q (2489.290289 sec): 3 clusters Score: Raw -121116.909691 + Penalty 2384.292840 = -118732.616852 nChanged 25 SP:Iteration 9Q (2489.298162 sec): 3 clusters Score: Raw -121140.376719 + Penalty 2384.292840 = -118756.083879 nChanged 21 SP:Iteration 10Q (2489.306221 sec): 3 clusters Score: Raw -121158.478718 + Penalty 2384.292840 = -118774.185878 nChanged 15 SP:Iteration 11Q (2489.314246 sec): 3 clusters Score: Raw -121168.111531 + Penalty 2384.292840 = -118783.818692 nChanged 9 SP:Iteration 12Q (2489.322151 sec): 3 clusters Score: Raw -121173.032457 + Penalty 2384.292840 = -118788.739618 nChanged 4 SP:Iteration 13Q (2489.330005 sec): 3 clusters Score: Raw -121174.934008 + Penalty 2384.292840 = -118790.641168 nChanged 2 SP:Iteration 14Q (2489.337933 sec): 3 clusters Score: Raw -121175.913522 + Penalty 2384.292840 = -118791.620682 nChanged 1 SP:Iteration 15Q (2489.345762 sec): 3 clusters Score: Raw -121176.451644 + Penalty 2384.292840 = -118792.158804 nChanged 1 SP:Iteration 16Q (2489.353633 sec): 3 clusters Score: Raw -121176.625763 + Penalty 2384.292840 = -118792.332924 nChanged 0 SP:Iteration 17F (2489.361675 sec): 3 clusters Score: Raw -121176.625763 + Penalty 2384.292840 = -118792.332924 nChanged 0 Trying to split cluster 9 (18389 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2489.397947 sec): 2 clusters Score: Raw -1471167.436131 + Penalty 1595.670040 = -1469571.766090 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2489.441159 sec): 3 clusters Score: Raw -1460184.971388 + Penalty 3191.340080 = -1456993.631308 nChanged 8287 SP:Iteration 1F (2489.482697 sec): 3 clusters Score: Raw -1464725.358113 + Penalty 3191.340080 = -1461534.018032 nChanged 1116 SP:Iteration 2F (2489.524271 sec): 3 clusters Score: Raw -1465225.820665 + Penalty 3191.340080 = -1462034.480584 nChanged 1043 SP:Iteration 3F (2489.565995 sec): 3 clusters Score: Raw -1465731.620039 + Penalty 3191.340080 = -1462540.279959 nChanged 1049 SP:Iteration 4F (2489.607798 sec): 3 clusters Score: Raw -1466232.361540 + Penalty 3191.340080 = -1463041.021460 nChanged 924 SP:Iteration 5F (2489.649424 sec): 3 clusters Score: Raw -1466687.600707 + Penalty 3191.340080 = -1463496.260627 nChanged 878 SP:Iteration 6Q (2489.691737 sec): 3 clusters Score: Raw -1467098.369603 + Penalty 3191.340080 = -1463907.029523 nChanged 793 SP:Iteration 7Q (2489.733823 sec): 3 clusters Score: Raw -1467464.459209 + Penalty 3191.340080 = -1464273.119129 nChanged 740 SP:Iteration 8Q (2489.775730 sec): 3 clusters Score: Raw -1467806.120974 + Penalty 3191.340080 = -1464614.780894 nChanged 690 SP:Iteration 9Q (2489.817772 sec): 3 clusters Score: Raw -1468133.864272 + Penalty 3191.340080 = -1464942.524192 nChanged 653 SP:Iteration 10Q (2489.859863 sec): 3 clusters Score: Raw -1468441.198657 + Penalty 3191.340080 = -1465249.858577 nChanged 574 SP:Iteration 11Q (2489.901752 sec): 3 clusters Score: Raw -1468734.899231 + Penalty 3191.340080 = -1465543.559151 nChanged 575 SP:Iteration 12Q (2489.943633 sec): 3 clusters Score: Raw -1469100.461490 + Penalty 3191.340080 = -1465909.121410 nChanged 579 SP:Iteration 13Q (2489.985159 sec): 3 clusters Score: Raw -1469471.206586 + Penalty 3191.340080 = -1466279.866506 nChanged 504 SP:Iteration 14Q (2490.026344 sec): 3 clusters Score: Raw -1469833.438296 + Penalty 3191.340080 = -1466642.098216 nChanged 421 SP:Iteration 15Q (2490.067707 sec): 3 clusters Score: Raw -1470129.418506 + Penalty 3191.340080 = -1466938.078426 nChanged 342 SP:Iteration 16Q (2490.107239 sec): 3 clusters Score: Raw -1470352.975416 + Penalty 3191.340080 = -1467161.635336 nChanged 307 SP:Iteration 17Q (2490.146737 sec): 3 clusters Score: Raw -1470563.503025 + Penalty 3191.340080 = -1467372.162945 nChanged 274 SP:Iteration 18Q (2490.186174 sec): 3 clusters Score: Raw -1470746.304878 + Penalty 3191.340080 = -1467554.964798 nChanged 232 SP:Iteration 19Q (2490.225096 sec): 3 clusters Score: Raw -1470885.138873 + Penalty 3191.340080 = -1467693.798793 nChanged 197 SP:Iteration 20F (2490.267041 sec): 3 clusters Score: Raw -1471001.514613 + Penalty 3191.340080 = -1467810.174533 nChanged 173 SP:Iteration 21Q (2490.305279 sec): 3 clusters Score: Raw -1471103.781953 + Penalty 3191.340080 = -1467912.441873 nChanged 153 SP:Iteration 22Q (2490.342747 sec): 3 clusters Score: Raw -1471175.002429 + Penalty 3191.340080 = -1467983.662349 nChanged 128 SP:Iteration 23Q (2490.379904 sec): 3 clusters Score: Raw -1471226.679498 + Penalty 3191.340080 = -1468035.339418 nChanged 95 SP:Iteration 24Q (2490.416714 sec): 3 clusters Score: Raw -1471268.617697 + Penalty 3191.340080 = -1468077.277617 nChanged 101 SP:Iteration 25Q (2490.453355 sec): 3 clusters Score: Raw -1471312.302542 + Penalty 3191.340080 = -1468120.962462 nChanged 94 SP:Iteration 26Q (2490.489978 sec): 3 clusters Score: Raw -1471351.595589 + Penalty 3191.340080 = -1468160.255509 nChanged 76 SP:Iteration 27Q (2490.526576 sec): 3 clusters Score: Raw -1471387.890700 + Penalty 3191.340080 = -1468196.550620 nChanged 70 SP:Iteration 28Q (2490.563653 sec): 3 clusters Score: Raw -1471416.384587 + Penalty 3191.340080 = -1468225.044507 nChanged 63 SP:Iteration 29Q (2490.599962 sec): 3 clusters Score: Raw -1471437.697398 + Penalty 3191.340080 = -1468246.357318 nChanged 50 SP:Iteration 30Q (2490.636366 sec): 3 clusters Score: Raw -1471455.091283 + Penalty 3191.340080 = -1468263.751203 nChanged 40 SP:Iteration 31Q (2490.672838 sec): 3 clusters Score: Raw -1471466.695138 + Penalty 3191.340080 = -1468275.355058 nChanged 39 SP:Iteration 32Q (2490.708978 sec): 3 clusters Score: Raw -1471478.524633 + Penalty 3191.340080 = -1468287.184553 nChanged 35 SP:Iteration 33Q (2490.745605 sec): 3 clusters Score: Raw -1471490.467780 + Penalty 3191.340080 = -1468299.127700 nChanged 32 SP:Iteration 34Q (2490.781768 sec): 3 clusters Score: Raw -1471499.974122 + Penalty 3191.340080 = -1468308.634042 nChanged 30 SP:Iteration 35Q (2490.817780 sec): 3 clusters Score: Raw -1471507.460075 + Penalty 3191.340080 = -1468316.119995 nChanged 21 SP:Iteration 36Q (2490.853744 sec): 3 clusters Score: Raw -1471512.184259 + Penalty 3191.340080 = -1468320.844179 nChanged 16 SP:Iteration 37Q (2490.889600 sec): 3 clusters Score: Raw -1471514.808953 + Penalty 3191.340080 = -1468323.468873 nChanged 13 SP:Iteration 38Q (2490.925582 sec): 3 clusters Score: Raw -1471517.907362 + Penalty 3191.340080 = -1468326.567282 nChanged 15 SP:Iteration 39Q (2490.961523 sec): 3 clusters Score: Raw -1471521.041343 + Penalty 3191.340080 = -1468329.701263 nChanged 13 SP:Iteration 40F (2491.002986 sec): 3 clusters Score: Raw -1471523.750204 + Penalty 3191.340080 = -1468332.410124 nChanged 15 SP:Iteration 41Q (2491.039169 sec): 3 clusters Score: Raw -1471526.729145 + Penalty 3191.340080 = -1468335.389064 nChanged 10 SP:Iteration 42Q (2491.075059 sec): 3 clusters Score: Raw -1471529.047391 + Penalty 3191.340080 = -1468337.707311 nChanged 10 SP:Iteration 43Q (2491.111112 sec): 3 clusters Score: Raw -1471531.537750 + Penalty 3191.340080 = -1468340.197669 nChanged 12 SP:Iteration 44Q (2491.146949 sec): 3 clusters Score: Raw -1471534.280776 + Penalty 3191.340080 = -1468342.940695 nChanged 13 SP:Iteration 45Q (2491.182884 sec): 3 clusters Score: Raw -1471537.147211 + Penalty 3191.340080 = -1468345.807131 nChanged 13 SP:Iteration 46Q (2491.218777 sec): 3 clusters Score: Raw -1471540.463235 + Penalty 3191.340080 = -1468349.123155 nChanged 10 SP:Iteration 47Q (2491.254713 sec): 3 clusters Score: Raw -1471543.336540 + Penalty 3191.340080 = -1468351.996460 nChanged 6 SP:Iteration 48Q (2491.290687 sec): 3 clusters Score: Raw -1471544.629442 + Penalty 3191.340080 = -1468353.289362 nChanged 6 SP:Iteration 49Q (2491.337563 sec): 3 clusters Score: Raw -1471545.995911 + Penalty 3191.340080 = -1468354.655831 nChanged 4 SP:Iteration 50Q (2491.376023 sec): 3 clusters Score: Raw -1471547.404851 + Penalty 3191.340080 = -1468356.064771 nChanged 6 SP:Iteration 51Q (2491.411337 sec): 3 clusters Score: Raw -1471549.685414 + Penalty 3191.340080 = -1468358.345334 nChanged 10 SP:Iteration 52Q (2491.447185 sec): 3 clusters Score: Raw -1471553.123543 + Penalty 3191.340080 = -1468361.783463 nChanged 7 SP:Iteration 53Q (2491.483029 sec): 3 clusters Score: Raw -1471554.771611 + Penalty 3191.340080 = -1468363.431530 nChanged 5 SP:Iteration 54Q (2491.518829 sec): 3 clusters Score: Raw -1471555.670101 + Penalty 3191.340080 = -1468364.330021 nChanged 5 SP:Iteration 55Q (2491.554834 sec): 3 clusters Score: Raw -1471556.978113 + Penalty 3191.340080 = -1468365.638033 nChanged 6 SP:Iteration 56Q (2491.590641 sec): 3 clusters Score: Raw -1471558.230754 + Penalty 3191.340080 = -1468366.890674 nChanged 2 SP:Iteration 57Q (2491.626391 sec): 3 clusters Score: Raw -1471558.686237 + Penalty 3191.340080 = -1468367.346157 nChanged 2 SP:Iteration 58Q (2491.662181 sec): 3 clusters Score: Raw -1471559.350952 + Penalty 3191.340080 = -1468368.010872 nChanged 6 SP:Iteration 59Q (2491.698012 sec): 3 clusters Score: Raw -1471560.313592 + Penalty 3191.340080 = -1468368.973512 nChanged 4 SP:Iteration 60F (2491.739463 sec): 3 clusters Score: Raw -1471561.048479 + Penalty 3191.340080 = -1468369.708398 nChanged 3 SP:Iteration 61Q (2491.775370 sec): 3 clusters Score: Raw -1471561.757925 + Penalty 3191.340080 = -1468370.417845 nChanged 4 SP:Iteration 62Q (2491.811100 sec): 3 clusters Score: Raw -1471562.271418 + Penalty 3191.340080 = -1468370.931338 nChanged 2 SP:Iteration 63Q (2491.846950 sec): 3 clusters Score: Raw -1471562.568815 + Penalty 3191.340080 = -1468371.228735 nChanged 0 SP:Iteration 64F (2491.888367 sec): 3 clusters Score: Raw -1471562.568815 + Penalty 3191.340080 = -1468371.228735 nChanged 0 Trying to split cluster 10 (1500 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2491.902790 sec): 2 clusters Score: Raw -122138.204838 + Penalty 1188.398313 = -120949.806525 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2491.911182 sec): 3 clusters Score: Raw -121554.721179 + Penalty 2376.796626 = -119177.924553 nChanged 516 SP:Iteration 1F (2491.918948 sec): 3 clusters Score: Raw -121928.413690 + Penalty 2376.796626 = -119551.617064 nChanged 139 SP:Iteration 2F (2491.926743 sec): 3 clusters Score: Raw -122058.821343 + Penalty 2376.796626 = -119682.024718 nChanged 79 SP:Iteration 3F (2491.934449 sec): 3 clusters Score: Raw -122134.795359 + Penalty 2376.796626 = -119757.998733 nChanged 61 SP:Iteration 4Q (2491.942248 sec): 3 clusters Score: Raw -122195.180663 + Penalty 2376.796626 = -119818.384037 nChanged 42 SP:Iteration 5Q (2491.950001 sec): 3 clusters Score: Raw -122235.267928 + Penalty 2376.796626 = -119858.471302 nChanged 39 SP:Iteration 6Q (2491.957659 sec): 3 clusters Score: Raw -122273.299310 + Penalty 2376.796626 = -119896.502684 nChanged 32 SP:Iteration 7Q (2491.965360 sec): 3 clusters Score: Raw -122303.697582 + Penalty 2376.796626 = -119926.900956 nChanged 31 SP:Iteration 8Q (2491.973007 sec): 3 clusters Score: Raw -122339.638785 + Penalty 2376.796626 = -119962.842159 nChanged 22 SP:Iteration 9Q (2491.980648 sec): 3 clusters Score: Raw -122362.513247 + Penalty 2376.796626 = -119985.716621 nChanged 20 SP:Iteration 10Q (2491.988301 sec): 3 clusters Score: Raw -122384.818405 + Penalty 2376.796626 = -120008.021779 nChanged 15 SP:Iteration 11Q (2491.995840 sec): 3 clusters Score: Raw -122403.105880 + Penalty 2376.796626 = -120026.309255 nChanged 14 SP:Iteration 12Q (2492.003585 sec): 3 clusters Score: Raw -122415.841230 + Penalty 2376.796626 = -120039.044604 nChanged 7 SP:Iteration 13Q (2492.011130 sec): 3 clusters Score: Raw -122421.521621 + Penalty 2376.796626 = -120044.724996 nChanged 6 SP:Iteration 14Q (2492.018707 sec): 3 clusters Score: Raw -122425.974511 + Penalty 2376.796626 = -120049.177885 nChanged 2 SP:Iteration 15Q (2492.026275 sec): 3 clusters Score: Raw -122427.285454 + Penalty 2376.796626 = -120050.488828 nChanged 3 SP:Iteration 16Q (2492.033851 sec): 3 clusters Score: Raw -122428.918602 + Penalty 2376.796626 = -120052.121976 nChanged 3 SP:Iteration 17Q (2492.041446 sec): 3 clusters Score: Raw -122430.759631 + Penalty 2376.796626 = -120053.963005 nChanged 4 SP:Iteration 18Q (2492.049015 sec): 3 clusters Score: Raw -122434.793741 + Penalty 2376.796626 = -120057.997115 nChanged 8 SP:Iteration 19Q (2492.056527 sec): 3 clusters Score: Raw -122441.509896 + Penalty 2376.796626 = -120064.713270 nChanged 4 SP:Iteration 20F (2492.064274 sec): 3 clusters Score: Raw -122447.372675 + Penalty 2376.796626 = -120070.576049 nChanged 6 SP:Iteration 21Q (2492.071855 sec): 3 clusters Score: Raw -122452.728261 + Penalty 2376.796626 = -120075.931636 nChanged 6 SP:Iteration 22Q (2492.079447 sec): 3 clusters Score: Raw -122456.332748 + Penalty 2376.796626 = -120079.536122 nChanged 3 SP:Iteration 23Q (2492.086960 sec): 3 clusters Score: Raw -122458.740256 + Penalty 2376.796626 = -120081.943630 nChanged 4 SP:Iteration 24Q (2492.094511 sec): 3 clusters Score: Raw -122460.952654 + Penalty 2376.796626 = -120084.156028 nChanged 1 SP:Iteration 25Q (2492.102088 sec): 3 clusters Score: Raw -122462.762420 + Penalty 2376.796626 = -120085.965794 nChanged 0 SP:Iteration 26F (2492.109833 sec): 3 clusters Score: Raw -122462.762420 + Penalty 2376.796626 = -120085.965794 nChanged 0 Trying to split cluster 11 (21646 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2492.150687 sec): 2 clusters Score: Raw -1751111.299413 + Penalty 1622.168593 = -1749489.130820 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2492.199366 sec): 3 clusters Score: Raw -1737952.158667 + Penalty 3244.337187 = -1734707.821481 nChanged 9843 SP:Iteration 1F (2492.245633 sec): 3 clusters Score: Raw -1743512.277009 + Penalty 3244.337187 = -1740267.939822 nChanged 1289 SP:Iteration 2F (2492.292557 sec): 3 clusters Score: Raw -1744170.773064 + Penalty 3244.337187 = -1740926.435877 nChanged 1475 SP:Iteration 3F (2492.338866 sec): 3 clusters Score: Raw -1745119.645165 + Penalty 3244.337187 = -1741875.307978 nChanged 1618 SP:Iteration 4F (2492.385465 sec): 3 clusters Score: Raw -1746333.430467 + Penalty 3244.337187 = -1743089.093280 nChanged 1664 SP:Iteration 5F (2492.432102 sec): 3 clusters Score: Raw -1747750.034187 + Penalty 3244.337187 = -1744505.697000 nChanged 1420 SP:Iteration 6F (2492.478727 sec): 3 clusters Score: Raw -1748977.297221 + Penalty 3244.337187 = -1745732.960034 nChanged 1059 SP:Iteration 7Q (2492.525725 sec): 3 clusters Score: Raw -1749935.173804 + Penalty 3244.337187 = -1746690.836617 nChanged 777 SP:Iteration 8Q (2492.571534 sec): 3 clusters Score: Raw -1750634.730795 + Penalty 3244.337187 = -1747390.393608 nChanged 570 SP:Iteration 9Q (2492.615685 sec): 3 clusters Score: Raw -1751046.770993 + Penalty 3244.337187 = -1747802.433806 nChanged 419 SP:Iteration 10Q (2492.658903 sec): 3 clusters Score: Raw -1751293.108574 + Penalty 3244.337187 = -1748048.771388 nChanged 301 SP:Iteration 11Q (2492.701467 sec): 3 clusters Score: Raw -1751436.940334 + Penalty 3244.337187 = -1748192.603147 nChanged 200 SP:Iteration 12Q (2492.743616 sec): 3 clusters Score: Raw -1751519.509344 + Penalty 3244.337187 = -1748275.172157 nChanged 162 SP:Iteration 13Q (2492.785690 sec): 3 clusters Score: Raw -1751582.929541 + Penalty 3244.337187 = -1748338.592354 nChanged 151 SP:Iteration 14Q (2492.827538 sec): 3 clusters Score: Raw -1751634.079262 + Penalty 3244.337187 = -1748389.742075 nChanged 121 SP:Iteration 15Q (2492.869235 sec): 3 clusters Score: Raw -1751667.192823 + Penalty 3244.337187 = -1748422.855636 nChanged 92 SP:Iteration 16Q (2492.911102 sec): 3 clusters Score: Raw -1751691.123993 + Penalty 3244.337187 = -1748446.786807 nChanged 72 SP:Iteration 17Q (2492.952947 sec): 3 clusters Score: Raw -1751705.206494 + Penalty 3244.337187 = -1748460.869307 nChanged 58 SP:Iteration 18Q (2492.994628 sec): 3 clusters Score: Raw -1751715.785272 + Penalty 3244.337187 = -1748471.448086 nChanged 54 SP:Iteration 19Q (2493.036439 sec): 3 clusters Score: Raw -1751723.292296 + Penalty 3244.337187 = -1748478.955110 nChanged 41 SP:Iteration 20F (2493.082749 sec): 3 clusters Score: Raw -1751730.509818 + Penalty 3244.337187 = -1748486.172632 nChanged 43 SP:Iteration 21Q (2493.124791 sec): 3 clusters Score: Raw -1751738.005057 + Penalty 3244.337187 = -1748493.667870 nChanged 30 SP:Iteration 22Q (2493.166530 sec): 3 clusters Score: Raw -1751742.197262 + Penalty 3244.337187 = -1748497.860075 nChanged 32 SP:Iteration 23Q (2493.208309 sec): 3 clusters Score: Raw -1751746.794290 + Penalty 3244.337187 = -1748502.457103 nChanged 28 SP:Iteration 24Q (2493.249882 sec): 3 clusters Score: Raw -1751751.004822 + Penalty 3244.337187 = -1748506.667636 nChanged 28 SP:Iteration 25Q (2493.291435 sec): 3 clusters Score: Raw -1751754.623586 + Penalty 3244.337187 = -1748510.286399 nChanged 20 SP:Iteration 26Q (2493.333002 sec): 3 clusters Score: Raw -1751757.450577 + Penalty 3244.337187 = -1748513.113391 nChanged 18 SP:Iteration 27Q (2493.374796 sec): 3 clusters Score: Raw -1751760.252441 + Penalty 3244.337187 = -1748515.915254 nChanged 16 SP:Iteration 28Q (2493.416385 sec): 3 clusters Score: Raw -1751762.284717 + Penalty 3244.337187 = -1748517.947530 nChanged 16 SP:Iteration 29Q (2493.457926 sec): 3 clusters Score: Raw -1751764.746409 + Penalty 3244.337187 = -1748520.409222 nChanged 23 SP:Iteration 30Q (2493.499567 sec): 3 clusters Score: Raw -1751768.170378 + Penalty 3244.337187 = -1748523.833191 nChanged 17 SP:Iteration 31Q (2493.541318 sec): 3 clusters Score: Raw -1751770.843592 + Penalty 3244.337187 = -1748526.506405 nChanged 21 SP:Iteration 32Q (2493.582875 sec): 3 clusters Score: Raw -1751774.370156 + Penalty 3244.337187 = -1748530.032970 nChanged 24 SP:Iteration 33Q (2493.624530 sec): 3 clusters Score: Raw -1751778.109134 + Penalty 3244.337187 = -1748533.771948 nChanged 19 SP:Iteration 34Q (2493.666027 sec): 3 clusters Score: Raw -1751781.390365 + Penalty 3244.337187 = -1748537.053178 nChanged 18 SP:Iteration 35Q (2493.707582 sec): 3 clusters Score: Raw -1751784.066915 + Penalty 3244.337187 = -1748539.729728 nChanged 15 SP:Iteration 36Q (2493.749113 sec): 3 clusters Score: Raw -1751785.587401 + Penalty 3244.337187 = -1748541.250214 nChanged 10 SP:Iteration 37Q (2493.790742 sec): 3 clusters Score: Raw -1751786.554357 + Penalty 3244.337187 = -1748542.217171 nChanged 9 SP:Iteration 38Q (2493.832063 sec): 3 clusters Score: Raw -1751787.584001 + Penalty 3244.337187 = -1748543.246814 nChanged 9 SP:Iteration 39Q (2493.873631 sec): 3 clusters Score: Raw -1751788.778665 + Penalty 3244.337187 = -1748544.441478 nChanged 10 SP:Iteration 40F (2493.920060 sec): 3 clusters Score: Raw -1751790.639328 + Penalty 3244.337187 = -1748546.302141 nChanged 9 SP:Iteration 41Q (2493.961762 sec): 3 clusters Score: Raw -1751791.749951 + Penalty 3244.337187 = -1748547.412765 nChanged 6 SP:Iteration 42Q (2494.003568 sec): 3 clusters Score: Raw -1751792.341796 + Penalty 3244.337187 = -1748548.004610 nChanged 9 SP:Iteration 43Q (2494.045039 sec): 3 clusters Score: Raw -1751792.948999 + Penalty 3244.337187 = -1748548.611812 nChanged 5 SP:Iteration 44Q (2494.086481 sec): 3 clusters Score: Raw -1751793.323890 + Penalty 3244.337187 = -1748548.986703 nChanged 3 SP:Iteration 45Q (2494.128242 sec): 3 clusters Score: Raw -1751793.478736 + Penalty 3244.337187 = -1748549.141549 nChanged 3 SP:Iteration 46Q (2494.169632 sec): 3 clusters Score: Raw -1751793.806259 + Penalty 3244.337187 = -1748549.469073 nChanged 4 SP:Iteration 47Q (2494.211184 sec): 3 clusters Score: Raw -1751794.131232 + Penalty 3244.337187 = -1748549.794045 nChanged 0 SP:Iteration 48F (2494.257603 sec): 3 clusters Score: Raw -1751794.131232 + Penalty 3244.337187 = -1748549.794045 nChanged 0 Trying to split cluster 12 (2687 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2494.272910 sec): 2 clusters Score: Raw -214758.085262 + Penalty 1283.129349 = -213474.955913 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2494.286890 sec): 3 clusters Score: Raw -213567.904825 + Penalty 2566.258698 = -211001.646127 nChanged 954 SP:Iteration 1F (2494.300240 sec): 3 clusters Score: Raw -214221.706305 + Penalty 2566.258698 = -211655.447607 nChanged 210 SP:Iteration 2F (2494.313361 sec): 3 clusters Score: Raw -214401.378068 + Penalty 2566.258698 = -211835.119370 nChanged 153 SP:Iteration 3F (2494.326578 sec): 3 clusters Score: Raw -214564.806341 + Penalty 2566.258698 = -211998.547643 nChanged 130 SP:Iteration 4Q (2494.339952 sec): 3 clusters Score: Raw -214695.602352 + Penalty 2566.258698 = -212129.343654 nChanged 114 SP:Iteration 5Q (2494.353099 sec): 3 clusters Score: Raw -214769.688941 + Penalty 2566.258698 = -212203.430243 nChanged 117 SP:Iteration 6Q (2494.366158 sec): 3 clusters Score: Raw -214856.536956 + Penalty 2566.258698 = -212290.278258 nChanged 120 SP:Iteration 7Q (2494.379280 sec): 3 clusters Score: Raw -214960.401974 + Penalty 2566.258698 = -212394.143276 nChanged 124 SP:Iteration 8Q (2494.392398 sec): 3 clusters Score: Raw -215065.029182 + Penalty 2566.258698 = -212498.770484 nChanged 109 SP:Iteration 9Q (2494.405395 sec): 3 clusters Score: Raw -215154.013973 + Penalty 2566.258698 = -212587.755276 nChanged 93 SP:Iteration 10Q (2494.418487 sec): 3 clusters Score: Raw -215233.120527 + Penalty 2566.258698 = -212666.861829 nChanged 68 SP:Iteration 11Q (2494.431585 sec): 3 clusters Score: Raw -215279.037261 + Penalty 2566.258698 = -212712.778563 nChanged 58 SP:Iteration 12Q (2494.444593 sec): 3 clusters Score: Raw -215325.150092 + Penalty 2566.258698 = -212758.891394 nChanged 44 SP:Iteration 13Q (2494.457648 sec): 3 clusters Score: Raw -215358.142665 + Penalty 2566.258698 = -212791.883967 nChanged 44 SP:Iteration 14Q (2494.470538 sec): 3 clusters Score: Raw -215392.595789 + Penalty 2566.258698 = -212826.337092 nChanged 36 SP:Iteration 15Q (2494.483389 sec): 3 clusters Score: Raw -215429.587251 + Penalty 2566.258698 = -212863.328553 nChanged 32 SP:Iteration 16Q (2494.496362 sec): 3 clusters Score: Raw -215461.115811 + Penalty 2566.258698 = -212894.857114 nChanged 27 SP:Iteration 17Q (2494.509261 sec): 3 clusters Score: Raw -215493.662376 + Penalty 2566.258698 = -212927.403678 nChanged 22 SP:Iteration 18Q (2494.522055 sec): 3 clusters Score: Raw -215521.818899 + Penalty 2566.258698 = -212955.560202 nChanged 13 SP:Iteration 19Q (2494.534791 sec): 3 clusters Score: Raw -215538.501579 + Penalty 2566.258698 = -212972.242881 nChanged 19 SP:Iteration 20F (2494.548009 sec): 3 clusters Score: Raw -215576.850767 + Penalty 2566.258698 = -213010.592069 nChanged 26 SP:Iteration 21Q (2494.560807 sec): 3 clusters Score: Raw -215614.982465 + Penalty 2566.258698 = -213048.723767 nChanged 10 SP:Iteration 22Q (2494.573477 sec): 3 clusters Score: Raw -215625.318164 + Penalty 2566.258698 = -213059.059466 nChanged 6 SP:Iteration 23Q (2494.586179 sec): 3 clusters Score: Raw -215628.826016 + Penalty 2566.258698 = -213062.567319 nChanged 1 SP:Iteration 24Q (2494.598838 sec): 3 clusters Score: Raw -215630.771950 + Penalty 2566.258698 = -213064.513252 nChanged 4 SP:Iteration 25Q (2494.611534 sec): 3 clusters Score: Raw -215636.951269 + Penalty 2566.258698 = -213070.692571 nChanged 2 SP:Iteration 26Q (2494.624232 sec): 3 clusters Score: Raw -215638.705451 + Penalty 2566.258698 = -213072.446753 nChanged 3 SP:Iteration 27Q (2494.636889 sec): 3 clusters Score: Raw -215640.605970 + Penalty 2566.258698 = -213074.347272 nChanged 2 SP:Iteration 28Q (2494.649557 sec): 3 clusters Score: Raw -215642.104266 + Penalty 2566.258698 = -213075.845568 nChanged 1 SP:Iteration 29Q (2494.662204 sec): 3 clusters Score: Raw -215643.363833 + Penalty 2566.258698 = -213077.105136 nChanged 1 SP:Iteration 30Q (2494.674828 sec): 3 clusters Score: Raw -215645.111155 + Penalty 2566.258698 = -213078.852458 nChanged 2 SP:Iteration 31Q (2494.687496 sec): 3 clusters Score: Raw -215647.459659 + Penalty 2566.258698 = -213081.200961 nChanged 1 SP:Iteration 32Q (2494.700171 sec): 3 clusters Score: Raw -215648.382653 + Penalty 2566.258698 = -213082.123955 nChanged 1 SP:Iteration 33Q (2494.712687 sec): 3 clusters Score: Raw -215648.587231 + Penalty 2566.258698 = -213082.328533 nChanged 0 SP:Iteration 34F (2494.725903 sec): 3 clusters Score: Raw -215648.587231 + Penalty 2566.258698 = -213082.328533 nChanged 0 Trying to split cluster 13 (3657 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2494.743786 sec): 2 clusters Score: Raw -259805.130020 + Penalty 1333.214743 = -258471.915277 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2494.763024 sec): 3 clusters Score: Raw -258019.957652 + Penalty 2666.429486 = -255353.528166 nChanged 1445 SP:Iteration 1F (2494.781179 sec): 3 clusters Score: Raw -258998.499883 + Penalty 2666.429486 = -256332.070397 nChanged 364 SP:Iteration 2F (2494.799349 sec): 3 clusters Score: Raw -259331.985906 + Penalty 2666.429486 = -256665.556421 nChanged 284 SP:Iteration 3F (2494.817563 sec): 3 clusters Score: Raw -259626.649305 + Penalty 2666.429486 = -256960.219819 nChanged 252 SP:Iteration 4F (2494.835705 sec): 3 clusters Score: Raw -259872.794752 + Penalty 2666.429486 = -257206.365266 nChanged 197 SP:Iteration 5F (2494.853892 sec): 3 clusters Score: Raw -260058.156091 + Penalty 2666.429486 = -257391.726605 nChanged 159 SP:Iteration 6Q (2494.871981 sec): 3 clusters Score: Raw -260182.243805 + Penalty 2666.429486 = -257515.814319 nChanged 106 SP:Iteration 7Q (2494.889982 sec): 3 clusters Score: Raw -260252.499098 + Penalty 2666.429486 = -257586.069612 nChanged 85 SP:Iteration 8Q (2494.908971 sec): 3 clusters Score: Raw -260301.703277 + Penalty 2666.429486 = -257635.273792 nChanged 73 SP:Iteration 9Q (2494.926802 sec): 3 clusters Score: Raw -260341.744829 + Penalty 2666.429486 = -257675.315343 nChanged 71 SP:Iteration 10Q (2494.944754 sec): 3 clusters Score: Raw -260375.560089 + Penalty 2666.429486 = -257709.130603 nChanged 48 SP:Iteration 11Q (2494.962751 sec): 3 clusters Score: Raw -260395.643319 + Penalty 2666.429486 = -257729.213833 nChanged 39 SP:Iteration 12Q (2494.980616 sec): 3 clusters Score: Raw -260413.425631 + Penalty 2666.429486 = -257746.996145 nChanged 47 SP:Iteration 13Q (2494.998380 sec): 3 clusters Score: Raw -260435.958100 + Penalty 2666.429486 = -257769.528614 nChanged 46 SP:Iteration 14Q (2495.016187 sec): 3 clusters Score: Raw -260458.259279 + Penalty 2666.429486 = -257791.829793 nChanged 45 SP:Iteration 15Q (2495.033874 sec): 3 clusters Score: Raw -260477.433341 + Penalty 2666.429486 = -257811.003856 nChanged 36 SP:Iteration 16Q (2495.051475 sec): 3 clusters Score: Raw -260490.294295 + Penalty 2666.429486 = -257823.864809 nChanged 27 SP:Iteration 17Q (2495.069281 sec): 3 clusters Score: Raw -260498.470503 + Penalty 2666.429486 = -257832.041017 nChanged 28 SP:Iteration 18Q (2495.087040 sec): 3 clusters Score: Raw -260508.354795 + Penalty 2666.429486 = -257841.925310 nChanged 24 SP:Iteration 19Q (2495.104676 sec): 3 clusters Score: Raw -260519.681081 + Penalty 2666.429486 = -257853.251595 nChanged 24 SP:Iteration 20F (2495.122859 sec): 3 clusters Score: Raw -260528.856590 + Penalty 2666.429486 = -257862.427104 nChanged 31 SP:Iteration 21Q (2495.140453 sec): 3 clusters Score: Raw -260539.183793 + Penalty 2666.429486 = -257872.754307 nChanged 21 SP:Iteration 22Q (2495.158155 sec): 3 clusters Score: Raw -260545.860955 + Penalty 2666.429486 = -257879.431469 nChanged 22 SP:Iteration 23Q (2495.175889 sec): 3 clusters Score: Raw -260553.854146 + Penalty 2666.429486 = -257887.424660 nChanged 27 SP:Iteration 24Q (2495.193648 sec): 3 clusters Score: Raw -260563.645387 + Penalty 2666.429486 = -257897.215901 nChanged 25 SP:Iteration 25Q (2495.211625 sec): 3 clusters Score: Raw -260571.855173 + Penalty 2666.429486 = -257905.425687 nChanged 15 SP:Iteration 26Q (2495.229412 sec): 3 clusters Score: Raw -260577.888329 + Penalty 2666.429486 = -257911.458843 nChanged 17 SP:Iteration 27Q (2495.246856 sec): 3 clusters Score: Raw -260582.916999 + Penalty 2666.429486 = -257916.487513 nChanged 19 SP:Iteration 28Q (2495.264355 sec): 3 clusters Score: Raw -260590.106402 + Penalty 2666.429486 = -257923.676916 nChanged 15 SP:Iteration 29Q (2495.281970 sec): 3 clusters Score: Raw -260594.982756 + Penalty 2666.429486 = -257928.553271 nChanged 16 SP:Iteration 30Q (2495.299575 sec): 3 clusters Score: Raw -260600.170310 + Penalty 2666.429486 = -257933.740824 nChanged 15 SP:Iteration 31Q (2495.317218 sec): 3 clusters Score: Raw -260606.983781 + Penalty 2666.429486 = -257940.554295 nChanged 17 SP:Iteration 32Q (2495.334806 sec): 3 clusters Score: Raw -260614.122036 + Penalty 2666.429486 = -257947.692550 nChanged 18 SP:Iteration 33Q (2495.352250 sec): 3 clusters Score: Raw -260620.023811 + Penalty 2666.429486 = -257953.594325 nChanged 15 SP:Iteration 34Q (2495.369730 sec): 3 clusters Score: Raw -260626.330791 + Penalty 2666.429486 = -257959.901305 nChanged 15 SP:Iteration 35Q (2495.387314 sec): 3 clusters Score: Raw -260633.179163 + Penalty 2666.429486 = -257966.749677 nChanged 16 SP:Iteration 36Q (2495.404865 sec): 3 clusters Score: Raw -260637.785724 + Penalty 2666.429486 = -257971.356238 nChanged 9 SP:Iteration 37Q (2495.422437 sec): 3 clusters Score: Raw -260640.422137 + Penalty 2666.429486 = -257973.992651 nChanged 8 SP:Iteration 38Q (2495.439975 sec): 3 clusters Score: Raw -260644.320122 + Penalty 2666.429486 = -257977.890636 nChanged 10 SP:Iteration 39Q (2495.457517 sec): 3 clusters Score: Raw -260647.647828 + Penalty 2666.429486 = -257981.218342 nChanged 9 SP:Iteration 40F (2495.475627 sec): 3 clusters Score: Raw -260652.206745 + Penalty 2666.429486 = -257985.777259 nChanged 12 SP:Iteration 41Q (2495.493239 sec): 3 clusters Score: Raw -260657.515216 + Penalty 2666.429486 = -257991.085730 nChanged 9 SP:Iteration 42Q (2495.510611 sec): 3 clusters Score: Raw -260659.733635 + Penalty 2666.429486 = -257993.304149 nChanged 6 SP:Iteration 43Q (2495.528165 sec): 3 clusters Score: Raw -260661.080575 + Penalty 2666.429486 = -257994.651090 nChanged 6 SP:Iteration 44Q (2495.545705 sec): 3 clusters Score: Raw -260662.608365 + Penalty 2666.429486 = -257996.178879 nChanged 7 SP:Iteration 45Q (2495.563074 sec): 3 clusters Score: Raw -260665.633118 + Penalty 2666.429486 = -257999.203632 nChanged 12 SP:Iteration 46Q (2495.580608 sec): 3 clusters Score: Raw -260673.149436 + Penalty 2666.429486 = -258006.719950 nChanged 8 SP:Iteration 47Q (2495.598118 sec): 3 clusters Score: Raw -260677.789385 + Penalty 2666.429486 = -258011.359899 nChanged 8 SP:Iteration 48Q (2495.615597 sec): 3 clusters Score: Raw -260680.165596 + Penalty 2666.429486 = -258013.736110 nChanged 9 SP:Iteration 49Q (2495.633010 sec): 3 clusters Score: Raw -260682.404294 + Penalty 2666.429486 = -258015.974809 nChanged 3 SP:Iteration 50Q (2495.650303 sec): 3 clusters Score: Raw -260682.757900 + Penalty 2666.429486 = -258016.328414 nChanged 1 SP:Iteration 51Q (2495.667822 sec): 3 clusters Score: Raw -260683.045331 + Penalty 2666.429486 = -258016.615845 nChanged 0 SP:Iteration 52F (2495.685835 sec): 3 clusters Score: Raw -260683.045331 + Penalty 2666.429486 = -258016.615845 nChanged 0 Trying to split cluster 14 (18983 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2495.720073 sec): 2 clusters Score: Raw -1598473.206658 + Penalty 1600.836107 = -1596872.370551 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2495.764284 sec): 3 clusters Score: Raw -1587066.290675 + Penalty 3201.672214 = -1583864.618461 nChanged 8466 SP:Iteration 1F (2495.806831 sec): 3 clusters Score: Raw -1591811.510453 + Penalty 3201.672214 = -1588609.838238 nChanged 960 SP:Iteration 2F (2495.849540 sec): 3 clusters Score: Raw -1592124.403276 + Penalty 3201.672214 = -1588922.731062 nChanged 798 SP:Iteration 3Q (2495.892772 sec): 3 clusters Score: Raw -1592373.076860 + Penalty 3201.672214 = -1589171.404646 nChanged 715 SP:Iteration 4Q (2495.936146 sec): 3 clusters Score: Raw -1592607.763426 + Penalty 3201.672214 = -1589406.091212 nChanged 672 SP:Iteration 5Q (2495.979326 sec): 3 clusters Score: Raw -1592834.293143 + Penalty 3201.672214 = -1589632.620929 nChanged 614 SP:Iteration 6Q (2496.022659 sec): 3 clusters Score: Raw -1593080.370011 + Penalty 3201.672214 = -1589878.697796 nChanged 679 SP:Iteration 7Q (2496.065464 sec): 3 clusters Score: Raw -1593395.410570 + Penalty 3201.672214 = -1590193.738356 nChanged 748 SP:Iteration 8Q (2496.108758 sec): 3 clusters Score: Raw -1593810.694559 + Penalty 3201.672214 = -1590609.022345 nChanged 796 SP:Iteration 9Q (2496.151767 sec): 3 clusters Score: Raw -1594287.600971 + Penalty 3201.672214 = -1591085.928756 nChanged 844 SP:Iteration 10Q (2496.194373 sec): 3 clusters Score: Raw -1594848.819383 + Penalty 3201.672214 = -1591647.147169 nChanged 868 SP:Iteration 11Q (2496.236787 sec): 3 clusters Score: Raw -1595431.261733 + Penalty 3201.672214 = -1592229.589519 nChanged 828 SP:Iteration 12Q (2496.278622 sec): 3 clusters Score: Raw -1595960.740396 + Penalty 3201.672214 = -1592759.068181 nChanged 721 SP:Iteration 13Q (2496.320117 sec): 3 clusters Score: Raw -1596341.474540 + Penalty 3201.672214 = -1593139.802325 nChanged 560 SP:Iteration 14Q (2496.384653 sec): 3 clusters Score: Raw -1596585.180759 + Penalty 3201.672214 = -1593383.508545 nChanged 415 SP:Iteration 15Q (2496.424492 sec): 3 clusters Score: Raw -1596727.953158 + Penalty 3201.672214 = -1593526.280944 nChanged 291 SP:Iteration 16Q (2496.464182 sec): 3 clusters Score: Raw -1596838.287762 + Penalty 3201.672214 = -1593636.615547 nChanged 241 SP:Iteration 17Q (2496.515239 sec): 3 clusters Score: Raw -1596919.055793 + Penalty 3201.672214 = -1593717.383579 nChanged 212 SP:Iteration 18Q (2496.592411 sec): 3 clusters Score: Raw -1596985.982917 + Penalty 3201.672214 = -1593784.310703 nChanged 196 SP:Iteration 19Q (2496.625320 sec): 3 clusters Score: Raw -1597044.624207 + Penalty 3201.672214 = -1593842.951993 nChanged 190 SP:Iteration 20F (2496.668151 sec): 3 clusters Score: Raw -1597108.218163 + Penalty 3201.672214 = -1593906.545948 nChanged 201 SP:Iteration 21Q (2496.706926 sec): 3 clusters Score: Raw -1597179.662951 + Penalty 3201.672214 = -1593977.990736 nChanged 185 SP:Iteration 22Q (2496.745647 sec): 3 clusters Score: Raw -1597238.456442 + Penalty 3201.672214 = -1594036.784228 nChanged 195 SP:Iteration 23Q (2496.784001 sec): 3 clusters Score: Raw -1597297.402421 + Penalty 3201.672214 = -1594095.730207 nChanged 190 SP:Iteration 24Q (2496.822391 sec): 3 clusters Score: Raw -1597360.834814 + Penalty 3201.672214 = -1594159.162600 nChanged 189 SP:Iteration 25Q (2496.860600 sec): 3 clusters Score: Raw -1597424.918314 + Penalty 3201.672214 = -1594223.246100 nChanged 197 SP:Iteration 26Q (2496.898664 sec): 3 clusters Score: Raw -1597496.003760 + Penalty 3201.672214 = -1594294.331546 nChanged 189 SP:Iteration 27Q (2496.936551 sec): 3 clusters Score: Raw -1597552.065583 + Penalty 3201.672214 = -1594350.393369 nChanged 166 SP:Iteration 28Q (2496.974312 sec): 3 clusters Score: Raw -1597598.723203 + Penalty 3201.672214 = -1594397.050989 nChanged 143 SP:Iteration 29Q (2497.011995 sec): 3 clusters Score: Raw -1597634.359082 + Penalty 3201.672214 = -1594432.686868 nChanged 129 SP:Iteration 30Q (2497.049649 sec): 3 clusters Score: Raw -1597667.593234 + Penalty 3201.672214 = -1594465.921020 nChanged 123 SP:Iteration 31Q (2497.087091 sec): 3 clusters Score: Raw -1597698.752509 + Penalty 3201.672214 = -1594497.080295 nChanged 128 SP:Iteration 32Q (2497.124688 sec): 3 clusters Score: Raw -1597734.096648 + Penalty 3201.672214 = -1594532.424434 nChanged 126 SP:Iteration 33Q (2497.162031 sec): 3 clusters Score: Raw -1597766.752728 + Penalty 3201.672214 = -1594565.080514 nChanged 120 SP:Iteration 34Q (2497.199268 sec): 3 clusters Score: Raw -1597791.885330 + Penalty 3201.672214 = -1594590.213115 nChanged 115 SP:Iteration 35Q (2497.236616 sec): 3 clusters Score: Raw -1597817.722551 + Penalty 3201.672214 = -1594616.050337 nChanged 101 SP:Iteration 36Q (2497.273729 sec): 3 clusters Score: Raw -1597841.473916 + Penalty 3201.672214 = -1594639.801701 nChanged 105 SP:Iteration 37Q (2497.310666 sec): 3 clusters Score: Raw -1597866.472725 + Penalty 3201.672214 = -1594664.800511 nChanged 98 SP:Iteration 38Q (2497.347614 sec): 3 clusters Score: Raw -1597888.575414 + Penalty 3201.672214 = -1594686.903200 nChanged 99 SP:Iteration 39Q (2497.384401 sec): 3 clusters Score: Raw -1597909.841461 + Penalty 3201.672214 = -1594708.169247 nChanged 90 SP:Iteration 40F (2497.426702 sec): 3 clusters Score: Raw -1597927.634417 + Penalty 3201.672214 = -1594725.962203 nChanged 86 SP:Iteration 41Q (2497.463646 sec): 3 clusters Score: Raw -1597943.833345 + Penalty 3201.672214 = -1594742.161130 nChanged 64 SP:Iteration 42Q (2497.500277 sec): 3 clusters Score: Raw -1597955.054036 + Penalty 3201.672214 = -1594753.381822 nChanged 68 SP:Iteration 43Q (2497.537003 sec): 3 clusters Score: Raw -1597968.752434 + Penalty 3201.672214 = -1594767.080220 nChanged 56 SP:Iteration 44Q (2497.573592 sec): 3 clusters Score: Raw -1597980.723859 + Penalty 3201.672214 = -1594779.051645 nChanged 52 SP:Iteration 45Q (2497.610157 sec): 3 clusters Score: Raw -1597989.586623 + Penalty 3201.672214 = -1594787.914408 nChanged 49 SP:Iteration 46Q (2497.646681 sec): 3 clusters Score: Raw -1597997.180656 + Penalty 3201.672214 = -1594795.508442 nChanged 47 SP:Iteration 47Q (2497.683156 sec): 3 clusters Score: Raw -1598005.626650 + Penalty 3201.672214 = -1594803.954436 nChanged 48 SP:Iteration 48Q (2497.719589 sec): 3 clusters Score: Raw -1598012.746931 + Penalty 3201.672214 = -1594811.074716 nChanged 51 SP:Iteration 49Q (2497.755956 sec): 3 clusters Score: Raw -1598022.534781 + Penalty 3201.672214 = -1594820.862567 nChanged 59 SP:Iteration 50Q (2497.792325 sec): 3 clusters Score: Raw -1598034.051475 + Penalty 3201.672214 = -1594832.379261 nChanged 62 SP:Iteration 51Q (2497.828619 sec): 3 clusters Score: Raw -1598047.185752 + Penalty 3201.672214 = -1594845.513538 nChanged 64 SP:Iteration 52Q (2497.864769 sec): 3 clusters Score: Raw -1598061.682973 + Penalty 3201.672214 = -1594860.010759 nChanged 62 SP:Iteration 53Q (2497.901022 sec): 3 clusters Score: Raw -1598074.372167 + Penalty 3201.672214 = -1594872.699953 nChanged 63 SP:Iteration 54Q (2497.937164 sec): 3 clusters Score: Raw -1598088.719964 + Penalty 3201.672214 = -1594887.047750 nChanged 72 SP:Iteration 55Q (2497.973228 sec): 3 clusters Score: Raw -1598107.259939 + Penalty 3201.672214 = -1594905.587725 nChanged 78 SP:Iteration 56Q (2498.009567 sec): 3 clusters Score: Raw -1598125.208068 + Penalty 3201.672214 = -1594923.535854 nChanged 80 SP:Iteration 57Q (2498.045633 sec): 3 clusters Score: Raw -1598143.811480 + Penalty 3201.672214 = -1594942.139265 nChanged 65 SP:Iteration 58Q (2498.081590 sec): 3 clusters Score: Raw -1598158.763220 + Penalty 3201.672214 = -1594957.091006 nChanged 56 SP:Iteration 59Q (2498.117693 sec): 3 clusters Score: Raw -1598171.071319 + Penalty 3201.672214 = -1594969.399105 nChanged 59 SP:Iteration 60F (2498.159932 sec): 3 clusters Score: Raw -1598184.259664 + Penalty 3201.672214 = -1594982.587450 nChanged 49 SP:Iteration 61Q (2498.196049 sec): 3 clusters Score: Raw -1598194.838511 + Penalty 3201.672214 = -1594993.166297 nChanged 49 SP:Iteration 62Q (2498.231743 sec): 3 clusters Score: Raw -1598203.743835 + Penalty 3201.672214 = -1595002.071620 nChanged 36 SP:Iteration 63Q (2498.267682 sec): 3 clusters Score: Raw -1598210.352544 + Penalty 3201.672214 = -1595008.680329 nChanged 42 SP:Iteration 64Q (2498.303539 sec): 3 clusters Score: Raw -1598218.593946 + Penalty 3201.672214 = -1595016.921732 nChanged 34 SP:Iteration 65Q (2498.339344 sec): 3 clusters Score: Raw -1598224.314487 + Penalty 3201.672214 = -1595022.642273 nChanged 32 SP:Iteration 66Q (2498.375102 sec): 3 clusters Score: Raw -1598231.006394 + Penalty 3201.672214 = -1595029.334180 nChanged 32 SP:Iteration 67Q (2498.410850 sec): 3 clusters Score: Raw -1598236.635594 + Penalty 3201.672214 = -1595034.963380 nChanged 28 SP:Iteration 68Q (2498.446490 sec): 3 clusters Score: Raw -1598241.343145 + Penalty 3201.672214 = -1595039.670931 nChanged 33 SP:Iteration 69Q (2498.482292 sec): 3 clusters Score: Raw -1598248.311941 + Penalty 3201.672214 = -1595046.639727 nChanged 43 SP:Iteration 70Q (2498.518172 sec): 3 clusters Score: Raw -1598256.839662 + Penalty 3201.672214 = -1595055.167448 nChanged 40 SP:Iteration 71Q (2498.553887 sec): 3 clusters Score: Raw -1598264.404560 + Penalty 3201.672214 = -1595062.732346 nChanged 36 SP:Iteration 72Q (2498.589430 sec): 3 clusters Score: Raw -1598271.966260 + Penalty 3201.672214 = -1595070.294046 nChanged 37 SP:Iteration 73Q (2498.625001 sec): 3 clusters Score: Raw -1598278.792305 + Penalty 3201.672214 = -1595077.120091 nChanged 38 SP:Iteration 74Q (2498.660602 sec): 3 clusters Score: Raw -1598285.145193 + Penalty 3201.672214 = -1595083.472979 nChanged 36 SP:Iteration 75Q (2498.696175 sec): 3 clusters Score: Raw -1598292.232317 + Penalty 3201.672214 = -1595090.560103 nChanged 27 SP:Iteration 76Q (2498.731684 sec): 3 clusters Score: Raw -1598297.644416 + Penalty 3201.672214 = -1595095.972201 nChanged 28 SP:Iteration 77Q (2498.767213 sec): 3 clusters Score: Raw -1598302.878832 + Penalty 3201.672214 = -1595101.206618 nChanged 35 SP:Iteration 78Q (2498.802750 sec): 3 clusters Score: Raw -1598309.856973 + Penalty 3201.672214 = -1595108.184759 nChanged 35 SP:Iteration 79Q (2498.838174 sec): 3 clusters Score: Raw -1598317.426458 + Penalty 3201.672214 = -1595115.754244 nChanged 41 SP:Iteration 80F (2498.880681 sec): 3 clusters Score: Raw -1598325.683232 + Penalty 3201.672214 = -1595124.011018 nChanged 32 SP:Iteration 81Q (2498.916237 sec): 3 clusters Score: Raw -1598332.403406 + Penalty 3201.672214 = -1595130.731192 nChanged 38 SP:Iteration 82Q (2498.951612 sec): 3 clusters Score: Raw -1598339.962003 + Penalty 3201.672214 = -1595138.289789 nChanged 26 SP:Iteration 83Q (2498.987046 sec): 3 clusters Score: Raw -1598344.439942 + Penalty 3201.672214 = -1595142.767727 nChanged 20 SP:Iteration 84Q (2499.022320 sec): 3 clusters Score: Raw -1598349.172970 + Penalty 3201.672214 = -1595147.500756 nChanged 20 SP:Iteration 85Q (2499.057775 sec): 3 clusters Score: Raw -1598353.592886 + Penalty 3201.672214 = -1595151.920672 nChanged 23 SP:Iteration 86Q (2499.093111 sec): 3 clusters Score: Raw -1598358.281322 + Penalty 3201.672214 = -1595156.609108 nChanged 21 SP:Iteration 87Q (2499.128411 sec): 3 clusters Score: Raw -1598362.147994 + Penalty 3201.672214 = -1595160.475779 nChanged 28 SP:Iteration 88Q (2499.163699 sec): 3 clusters Score: Raw -1598368.568804 + Penalty 3201.672214 = -1595166.896589 nChanged 35 SP:Iteration 89Q (2499.199064 sec): 3 clusters Score: Raw -1598376.113872 + Penalty 3201.672214 = -1595174.441658 nChanged 33 SP:Iteration 90Q (2499.234194 sec): 3 clusters Score: Raw -1598384.023271 + Penalty 3201.672214 = -1595182.351056 nChanged 29 SP:Iteration 91Q (2499.269538 sec): 3 clusters Score: Raw -1598390.052316 + Penalty 3201.672214 = -1595188.380102 nChanged 33 SP:Iteration 92Q (2499.304767 sec): 3 clusters Score: Raw -1598397.864710 + Penalty 3201.672214 = -1595196.192496 nChanged 39 SP:Iteration 93Q (2499.339960 sec): 3 clusters Score: Raw -1598409.750863 + Penalty 3201.672214 = -1595208.078649 nChanged 41 SP:Iteration 94Q (2499.375054 sec): 3 clusters Score: Raw -1598424.096180 + Penalty 3201.672214 = -1595222.423966 nChanged 51 SP:Iteration 95Q (2499.410190 sec): 3 clusters Score: Raw -1598440.924162 + Penalty 3201.672214 = -1595239.251948 nChanged 47 SP:Iteration 96Q (2499.445149 sec): 3 clusters Score: Raw -1598458.019757 + Penalty 3201.672214 = -1595256.347543 nChanged 50 SP:Iteration 97Q (2499.480230 sec): 3 clusters Score: Raw -1598472.435570 + Penalty 3201.672214 = -1595270.763356 nChanged 33 SP:Iteration 98Q (2499.515269 sec): 3 clusters Score: Raw -1598480.714834 + Penalty 3201.672214 = -1595279.042620 nChanged 18 SP:Iteration 99Q (2499.550318 sec): 3 clusters Score: Raw -1598485.209883 + Penalty 3201.672214 = -1595283.537669 nChanged 19 SP:Iteration 100F (2499.592671 sec): 3 clusters Score: Raw -1598490.293574 + Penalty 3201.672214 = -1595288.621359 nChanged 21 SP:Iteration 101Q (2499.627825 sec): 3 clusters Score: Raw -1598495.923575 + Penalty 3201.672214 = -1595294.251360 nChanged 20 SP:Iteration 102Q (2499.662735 sec): 3 clusters Score: Raw -1598500.525456 + Penalty 3201.672214 = -1595298.853241 nChanged 22 SP:Iteration 103Q (2499.697744 sec): 3 clusters Score: Raw -1598506.657299 + Penalty 3201.672214 = -1595304.985085 nChanged 22 SP:Iteration 104Q (2499.732627 sec): 3 clusters Score: Raw -1598512.849941 + Penalty 3201.672214 = -1595311.177727 nChanged 22 SP:Iteration 105Q (2499.767467 sec): 3 clusters Score: Raw -1598518.149719 + Penalty 3201.672214 = -1595316.477504 nChanged 23 SP:Iteration 106Q (2499.802458 sec): 3 clusters Score: Raw -1598524.170407 + Penalty 3201.672214 = -1595322.498193 nChanged 15 SP:Iteration 107Q (2499.837282 sec): 3 clusters Score: Raw -1598528.005797 + Penalty 3201.672214 = -1595326.333583 nChanged 22 SP:Iteration 108Q (2499.872032 sec): 3 clusters Score: Raw -1598534.443676 + Penalty 3201.672214 = -1595332.771462 nChanged 22 SP:Iteration 109Q (2499.906964 sec): 3 clusters Score: Raw -1598542.075167 + Penalty 3201.672214 = -1595340.402952 nChanged 23 SP:Iteration 110Q (2499.941863 sec): 3 clusters Score: Raw -1598549.145328 + Penalty 3201.672214 = -1595347.473114 nChanged 25 SP:Iteration 111Q (2499.976611 sec): 3 clusters Score: Raw -1598555.951433 + Penalty 3201.672214 = -1595354.279218 nChanged 22 SP:Iteration 112Q (2500.011294 sec): 3 clusters Score: Raw -1598561.418405 + Penalty 3201.672214 = -1595359.746191 nChanged 15 SP:Iteration 113Q (2500.046118 sec): 3 clusters Score: Raw -1598565.198206 + Penalty 3201.672214 = -1595363.525992 nChanged 15 SP:Iteration 114Q (2500.080969 sec): 3 clusters Score: Raw -1598568.543564 + Penalty 3201.672214 = -1595366.871350 nChanged 11 SP:Iteration 115Q (2500.115714 sec): 3 clusters Score: Raw -1598571.697066 + Penalty 3201.672214 = -1595370.024851 nChanged 15 SP:Iteration 116Q (2500.150451 sec): 3 clusters Score: Raw -1598575.660145 + Penalty 3201.672214 = -1595373.987931 nChanged 23 SP:Iteration 117Q (2500.185290 sec): 3 clusters Score: Raw -1598583.667636 + Penalty 3201.672214 = -1595381.995422 nChanged 23 SP:Iteration 118Q (2500.220140 sec): 3 clusters Score: Raw -1598590.516369 + Penalty 3201.672214 = -1595388.844154 nChanged 29 SP:Iteration 119Q (2500.254880 sec): 3 clusters Score: Raw -1598599.282297 + Penalty 3201.672214 = -1595397.610083 nChanged 24 SP:Iteration 120F (2500.297258 sec): 3 clusters Score: Raw -1598606.178896 + Penalty 3201.672214 = -1595404.506682 nChanged 14 SP:Iteration 121Q (2500.332066 sec): 3 clusters Score: Raw -1598610.887848 + Penalty 3201.672214 = -1595409.215634 nChanged 19 SP:Iteration 122Q (2500.366837 sec): 3 clusters Score: Raw -1598616.827600 + Penalty 3201.672214 = -1595415.155386 nChanged 19 SP:Iteration 123Q (2500.401440 sec): 3 clusters Score: Raw -1598622.917696 + Penalty 3201.672214 = -1595421.245481 nChanged 18 SP:Iteration 124Q (2500.436054 sec): 3 clusters Score: Raw -1598627.980452 + Penalty 3201.672214 = -1595426.308237 nChanged 19 SP:Iteration 125Q (2500.470711 sec): 3 clusters Score: Raw -1598633.730179 + Penalty 3201.672214 = -1595432.057964 nChanged 14 SP:Iteration 126Q (2500.505373 sec): 3 clusters Score: Raw -1598638.169149 + Penalty 3201.672214 = -1595436.496935 nChanged 20 SP:Iteration 127Q (2500.540029 sec): 3 clusters Score: Raw -1598644.495279 + Penalty 3201.672214 = -1595442.823065 nChanged 15 SP:Iteration 128Q (2500.574584 sec): 3 clusters Score: Raw -1598648.153262 + Penalty 3201.672214 = -1595446.481047 nChanged 7 SP:Iteration 129Q (2500.609278 sec): 3 clusters Score: Raw -1598649.856281 + Penalty 3201.672214 = -1595448.184067 nChanged 7 SP:Iteration 130Q (2500.644073 sec): 3 clusters Score: Raw -1598651.800841 + Penalty 3201.672214 = -1595450.128627 nChanged 9 SP:Iteration 131Q (2500.678592 sec): 3 clusters Score: Raw -1598655.151176 + Penalty 3201.672214 = -1595453.478962 nChanged 17 SP:Iteration 132Q (2500.713227 sec): 3 clusters Score: Raw -1598660.627011 + Penalty 3201.672214 = -1595458.954797 nChanged 17 SP:Iteration 133Q (2500.747824 sec): 3 clusters Score: Raw -1598666.058859 + Penalty 3201.672214 = -1595464.386645 nChanged 11 SP:Iteration 134Q (2500.782349 sec): 3 clusters Score: Raw -1598670.300767 + Penalty 3201.672214 = -1595468.628552 nChanged 8 SP:Iteration 135Q (2500.816839 sec): 3 clusters Score: Raw -1598672.908188 + Penalty 3201.672214 = -1595471.235974 nChanged 13 SP:Iteration 136Q (2500.851411 sec): 3 clusters Score: Raw -1598677.424532 + Penalty 3201.672214 = -1595475.752318 nChanged 12 SP:Iteration 137Q (2500.885931 sec): 3 clusters Score: Raw -1598682.731664 + Penalty 3201.672214 = -1595481.059449 nChanged 11 SP:Iteration 138Q (2500.920277 sec): 3 clusters Score: Raw -1598686.659975 + Penalty 3201.672214 = -1595484.987760 nChanged 10 SP:Iteration 139Q (2500.954759 sec): 3 clusters Score: Raw -1598689.729892 + Penalty 3201.672214 = -1595488.057677 nChanged 7 SP:Iteration 140F (2500.997050 sec): 3 clusters Score: Raw -1598692.183619 + Penalty 3201.672214 = -1595490.511405 nChanged 8 SP:Iteration 141Q (2501.031755 sec): 3 clusters Score: Raw -1598695.726236 + Penalty 3201.672214 = -1595494.054022 nChanged 12 SP:Iteration 142Q (2501.098187 sec): 3 clusters Score: Raw -1598700.332975 + Penalty 3201.672214 = -1595498.660761 nChanged 6 SP:Iteration 143Q (2501.154694 sec): 3 clusters Score: Raw -1598702.242410 + Penalty 3201.672214 = -1595500.570195 nChanged 8 SP:Iteration 144Q (2501.188957 sec): 3 clusters Score: Raw -1598705.709614 + Penalty 3201.672214 = -1595504.037399 nChanged 9 SP:Iteration 145Q (2501.223263 sec): 3 clusters Score: Raw -1598708.960293 + Penalty 3201.672214 = -1595507.288079 nChanged 9 SP:Iteration 146Q (2501.257694 sec): 3 clusters Score: Raw -1598711.635661 + Penalty 3201.672214 = -1595509.963447 nChanged 4 SP:Iteration 147Q (2501.292114 sec): 3 clusters Score: Raw -1598712.708912 + Penalty 3201.672214 = -1595511.036697 nChanged 5 SP:Iteration 148Q (2501.326516 sec): 3 clusters Score: Raw -1598714.427541 + Penalty 3201.672214 = -1595512.755327 nChanged 6 SP:Iteration 149Q (2501.360897 sec): 3 clusters Score: Raw -1598716.085396 + Penalty 3201.672214 = -1595514.413181 nChanged 5 SP:Iteration 150Q (2501.395354 sec): 3 clusters Score: Raw -1598717.792123 + Penalty 3201.672214 = -1595516.119908 nChanged 10 SP:Iteration 151Q (2501.429948 sec): 3 clusters Score: Raw -1598720.787249 + Penalty 3201.672214 = -1595519.115035 nChanged 4 SP:Iteration 152Q (2501.464518 sec): 3 clusters Score: Raw -1598722.214131 + Penalty 3201.672214 = -1595520.541917 nChanged 5 SP:Iteration 153Q (2501.498992 sec): 3 clusters Score: Raw -1598724.090235 + Penalty 3201.672214 = -1595522.418021 nChanged 3 SP:Iteration 154Q (2501.533480 sec): 3 clusters Score: Raw -1598724.803121 + Penalty 3201.672214 = -1595523.130907 nChanged 1 SP:Iteration 155Q (2501.567939 sec): 3 clusters Score: Raw -1598725.079516 + Penalty 3201.672214 = -1595523.407302 nChanged 0 SP:Iteration 156F (2501.610190 sec): 3 clusters Score: Raw -1598725.079516 + Penalty 3201.672214 = -1595523.407302 nChanged 0 Trying to split cluster 15 (52112 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2501.689950 sec): 2 clusters Score: Raw -4137737.552489 + Penalty 1764.936961 = -4135972.615528 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2501.790998 sec): 3 clusters Score: Raw -4104609.670251 + Penalty 3529.873921 = -4101079.796329 nChanged 24586 SP:Iteration 1F (2501.885969 sec): 3 clusters Score: Raw -4118517.647478 + Penalty 3529.873921 = -4114987.773557 nChanged 1905 SP:Iteration 2Q (2501.985746 sec): 3 clusters Score: Raw -4119001.630742 + Penalty 3529.873921 = -4115471.756821 nChanged 1822 SP:Iteration 3Q (2502.085730 sec): 3 clusters Score: Raw -4119470.773465 + Penalty 3529.873921 = -4115940.899544 nChanged 1758 SP:Iteration 4Q (2502.185537 sec): 3 clusters Score: Raw -4119928.343183 + Penalty 3529.873921 = -4116398.469262 nChanged 1749 SP:Iteration 5Q (2502.285276 sec): 3 clusters Score: Raw -4120442.210702 + Penalty 3529.873921 = -4116912.336780 nChanged 1859 SP:Iteration 6Q (2502.385151 sec): 3 clusters Score: Raw -4121047.622495 + Penalty 3529.873921 = -4117517.748574 nChanged 2031 SP:Iteration 7Q (2502.484920 sec): 3 clusters Score: Raw -4121859.368032 + Penalty 3529.873921 = -4118329.494111 nChanged 2358 SP:Iteration 8Q (2502.584577 sec): 3 clusters Score: Raw -4123034.728914 + Penalty 3529.873921 = -4119504.854993 nChanged 2859 SP:Iteration 9F (2502.679646 sec): 3 clusters Score: Raw -4124785.278528 + Penalty 3529.873921 = -4121255.404606 nChanged 3239 SP:Iteration 10F (2502.774651 sec): 3 clusters Score: Raw -4127148.087793 + Penalty 3529.873921 = -4123618.213871 nChanged 3268 SP:Iteration 11F (2502.869777 sec): 3 clusters Score: Raw -4129819.975601 + Penalty 3529.873921 = -4126290.101680 nChanged 2817 SP:Iteration 12F (2502.964752 sec): 3 clusters Score: Raw -4132139.636775 + Penalty 3529.873921 = -4128609.762853 nChanged 2139 SP:Iteration 13Q (2503.056481 sec): 3 clusters Score: Raw -4133791.562686 + Penalty 3529.873921 = -4130261.688765 nChanged 1579 SP:Iteration 14Q (2503.144120 sec): 3 clusters Score: Raw -4134939.874690 + Penalty 3529.873921 = -4131410.000769 nChanged 1182 SP:Iteration 15Q (2503.228218 sec): 3 clusters Score: Raw -4135741.642550 + Penalty 3529.873921 = -4132211.768628 nChanged 907 SP:Iteration 16Q (2503.309875 sec): 3 clusters Score: Raw -4136349.238908 + Penalty 3529.873921 = -4132819.364987 nChanged 661 SP:Iteration 17Q (2503.389418 sec): 3 clusters Score: Raw -4136785.452835 + Penalty 3529.873921 = -4133255.578914 nChanged 515 SP:Iteration 18Q (2503.467088 sec): 3 clusters Score: Raw -4137121.325421 + Penalty 3529.873921 = -4133591.451499 nChanged 370 SP:Iteration 19Q (2503.543543 sec): 3 clusters Score: Raw -4137343.492337 + Penalty 3529.873921 = -4133813.618415 nChanged 275 SP:Iteration 20F (2503.637696 sec): 3 clusters Score: Raw -4137500.338070 + Penalty 3529.873921 = -4133970.464149 nChanged 215 SP:Iteration 21Q (2503.712204 sec): 3 clusters Score: Raw -4137623.539974 + Penalty 3529.873921 = -4134093.666052 nChanged 148 SP:Iteration 22Q (2503.785934 sec): 3 clusters Score: Raw -4137699.559635 + Penalty 3529.873921 = -4134169.685714 nChanged 119 SP:Iteration 23Q (2503.859538 sec): 3 clusters Score: Raw -4137758.232066 + Penalty 3529.873921 = -4134228.358145 nChanged 85 SP:Iteration 24Q (2503.932567 sec): 3 clusters Score: Raw -4137800.628758 + Penalty 3529.873921 = -4134270.754836 nChanged 79 SP:Iteration 25Q (2504.005814 sec): 3 clusters Score: Raw -4137836.773566 + Penalty 3529.873921 = -4134306.899644 nChanged 81 SP:Iteration 26Q (2504.078511 sec): 3 clusters Score: Raw -4137871.487559 + Penalty 3529.873921 = -4134341.613638 nChanged 55 SP:Iteration 27Q (2504.151266 sec): 3 clusters Score: Raw -4137895.158633 + Penalty 3529.873921 = -4134365.284711 nChanged 44 SP:Iteration 28Q (2504.224127 sec): 3 clusters Score: Raw -4137920.314509 + Penalty 3529.873921 = -4134390.440587 nChanged 33 SP:Iteration 29Q (2504.296711 sec): 3 clusters Score: Raw -4137937.756431 + Penalty 3529.873921 = -4134407.882510 nChanged 35 SP:Iteration 30Q (2504.369362 sec): 3 clusters Score: Raw -4137953.958970 + Penalty 3529.873921 = -4134424.085049 nChanged 24 SP:Iteration 31Q (2504.441742 sec): 3 clusters Score: Raw -4137968.006824 + Penalty 3529.873921 = -4134438.132902 nChanged 30 SP:Iteration 32Q (2504.514100 sec): 3 clusters Score: Raw -4137986.410635 + Penalty 3529.873921 = -4134456.536714 nChanged 26 SP:Iteration 33Q (2504.586548 sec): 3 clusters Score: Raw -4138002.652798 + Penalty 3529.873921 = -4134472.778877 nChanged 25 SP:Iteration 34Q (2504.658656 sec): 3 clusters Score: Raw -4138015.301899 + Penalty 3529.873921 = -4134485.427978 nChanged 22 SP:Iteration 35Q (2504.731070 sec): 3 clusters Score: Raw -4138024.375087 + Penalty 3529.873921 = -4134494.501166 nChanged 14 SP:Iteration 36Q (2504.806944 sec): 3 clusters Score: Raw -4138032.159290 + Penalty 3529.873921 = -4134502.285369 nChanged 14 SP:Iteration 37Q (2504.879294 sec): 3 clusters Score: Raw -4138039.499923 + Penalty 3529.873921 = -4134509.626001 nChanged 10 SP:Iteration 38Q (2504.951216 sec): 3 clusters Score: Raw -4138045.483933 + Penalty 3529.873921 = -4134515.610011 nChanged 15 SP:Iteration 39Q (2505.023450 sec): 3 clusters Score: Raw -4138053.803548 + Penalty 3529.873921 = -4134523.929626 nChanged 14 SP:Iteration 40F (2505.118454 sec): 3 clusters Score: Raw -4138060.112582 + Penalty 3529.873921 = -4134530.238661 nChanged 13 SP:Iteration 41Q (2505.189480 sec): 3 clusters Score: Raw -4138066.225412 + Penalty 3529.873921 = -4134536.351490 nChanged 12 SP:Iteration 42Q (2505.261669 sec): 3 clusters Score: Raw -4138070.966547 + Penalty 3529.873921 = -4134541.092626 nChanged 10 SP:Iteration 43Q (2505.333748 sec): 3 clusters Score: Raw -4138074.629564 + Penalty 3529.873921 = -4134544.755643 nChanged 9 SP:Iteration 44Q (2505.405479 sec): 3 clusters Score: Raw -4138078.894186 + Penalty 3529.873921 = -4134549.020264 nChanged 7 SP:Iteration 45Q (2505.477668 sec): 3 clusters Score: Raw -4138081.293104 + Penalty 3529.873921 = -4134551.419182 nChanged 6 SP:Iteration 46Q (2505.549637 sec): 3 clusters Score: Raw -4138083.446840 + Penalty 3529.873921 = -4134553.572919 nChanged 2 SP:Iteration 47Q (2505.621757 sec): 3 clusters Score: Raw -4138084.602856 + Penalty 3529.873921 = -4134554.728935 nChanged 5 SP:Iteration 48Q (2505.693507 sec): 3 clusters Score: Raw -4138086.443762 + Penalty 3529.873921 = -4134556.569841 nChanged 1 SP:Iteration 49Q (2505.765307 sec): 3 clusters Score: Raw -4138087.236914 + Penalty 3529.873921 = -4134557.362993 nChanged 3 SP:Iteration 50Q (2505.837141 sec): 3 clusters Score: Raw -4138088.565999 + Penalty 3529.873921 = -4134558.692077 nChanged 4 SP:Iteration 51Q (2505.909525 sec): 3 clusters Score: Raw -4138090.380421 + Penalty 3529.873921 = -4134560.506500 nChanged 4 SP:Iteration 52Q (2505.981151 sec): 3 clusters Score: Raw -4138092.818916 + Penalty 3529.873921 = -4134562.944995 nChanged 8 SP:Iteration 53Q (2506.053074 sec): 3 clusters Score: Raw -4138097.198420 + Penalty 3529.873921 = -4134567.324498 nChanged 3 SP:Iteration 54Q (2506.125197 sec): 3 clusters Score: Raw -4138098.751226 + Penalty 3529.873921 = -4134568.877305 nChanged 2 SP:Iteration 55Q (2506.197053 sec): 3 clusters Score: Raw -4138099.625758 + Penalty 3529.873921 = -4134569.751837 nChanged 2 SP:Iteration 56Q (2506.269087 sec): 3 clusters Score: Raw -4138101.018781 + Penalty 3529.873921 = -4134571.144860 nChanged 5 SP:Iteration 57Q (2506.341001 sec): 3 clusters Score: Raw -4138103.458739 + Penalty 3529.873921 = -4134573.584818 nChanged 2 SP:Iteration 58Q (2506.412552 sec): 3 clusters Score: Raw -4138104.290122 + Penalty 3529.873921 = -4134574.416201 nChanged 1 SP:Iteration 59Q (2506.484659 sec): 3 clusters Score: Raw -4138104.911643 + Penalty 3529.873921 = -4134575.037722 nChanged 1 SP:Iteration 60F (2506.579556 sec): 3 clusters Score: Raw -4138105.249469 + Penalty 3529.873921 = -4134575.375547 nChanged 0 Trying to split cluster 16 (975 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2506.585021 sec): 2 clusters Score: Raw -67162.484437 + Penalty 1118.396089 = -66044.088348 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2506.590802 sec): 3 clusters Score: Raw -66898.757387 + Penalty 2236.792178 = -64661.965209 nChanged 299 SP:Iteration 1F (2506.596180 sec): 3 clusters Score: Raw -67184.656342 + Penalty 2236.792178 = -64947.864164 nChanged 76 SP:Iteration 2F (2506.601639 sec): 3 clusters Score: Raw -67293.291309 + Penalty 2236.792178 = -65056.499131 nChanged 47 SP:Iteration 3Q (2506.606965 sec): 3 clusters Score: Raw -67346.208265 + Penalty 2236.792178 = -65109.416087 nChanged 40 SP:Iteration 4Q (2506.612262 sec): 3 clusters Score: Raw -67380.896913 + Penalty 2236.792178 = -65144.104735 nChanged 17 SP:Iteration 5Q (2506.617564 sec): 3 clusters Score: Raw -67395.374586 + Penalty 2236.792178 = -65158.582408 nChanged 9 SP:Iteration 6Q (2506.622843 sec): 3 clusters Score: Raw -67400.628595 + Penalty 2236.792178 = -65163.836417 nChanged 7 SP:Iteration 7Q (2506.628113 sec): 3 clusters Score: Raw -67406.321801 + Penalty 2236.792178 = -65169.529622 nChanged 7 SP:Iteration 8Q (2506.633331 sec): 3 clusters Score: Raw -67409.094794 + Penalty 2236.792178 = -65172.302616 nChanged 2 SP:Iteration 9Q (2506.638674 sec): 3 clusters Score: Raw -67409.797107 + Penalty 2236.792178 = -65173.004929 nChanged 0 SP:Iteration 10F (2506.643998 sec): 3 clusters Score: Raw -67409.797107 + Penalty 2236.792178 = -65173.004929 nChanged 0 Trying to split cluster 17 (23270 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2506.686570 sec): 2 clusters Score: Raw -1943128.104605 + Penalty 1633.924542 = -1941494.180064 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2506.738132 sec): 3 clusters Score: Raw -1928920.213599 + Penalty 3267.849083 = -1925652.364516 nChanged 10618 SP:Iteration 1F (2506.787221 sec): 3 clusters Score: Raw -1934803.876279 + Penalty 3267.849083 = -1931536.027195 nChanged 1168 SP:Iteration 2F (2506.836309 sec): 3 clusters Score: Raw -1935233.761640 + Penalty 3267.849083 = -1931965.912557 nChanged 1099 SP:Iteration 3Q (2506.886547 sec): 3 clusters Score: Raw -1935643.859072 + Penalty 3267.849083 = -1932376.009989 nChanged 1029 SP:Iteration 4Q (2506.936395 sec): 3 clusters Score: Raw -1936044.776376 + Penalty 3267.849083 = -1932776.927292 nChanged 1020 SP:Iteration 5Q (2506.986139 sec): 3 clusters Score: Raw -1936456.460658 + Penalty 3267.849083 = -1933188.611574 nChanged 978 SP:Iteration 6Q (2507.036356 sec): 3 clusters Score: Raw -1936904.967480 + Penalty 3267.849083 = -1933637.118396 nChanged 1055 SP:Iteration 7Q (2507.085838 sec): 3 clusters Score: Raw -1937455.520086 + Penalty 3267.849083 = -1934187.671003 nChanged 1120 SP:Iteration 8Q (2507.135656 sec): 3 clusters Score: Raw -1938171.793294 + Penalty 3267.849083 = -1934903.944211 nChanged 1211 SP:Iteration 9F (2507.184547 sec): 3 clusters Score: Raw -1939015.955658 + Penalty 3267.849083 = -1935748.106575 nChanged 1225 SP:Iteration 10F (2507.233573 sec): 3 clusters Score: Raw -1939913.776902 + Penalty 3267.849083 = -1936645.927819 nChanged 1069 SP:Iteration 11Q (2507.282654 sec): 3 clusters Score: Raw -1940554.879534 + Penalty 3267.849083 = -1937287.030451 nChanged 802 SP:Iteration 12Q (2507.331266 sec): 3 clusters Score: Raw -1940922.831981 + Penalty 3267.849083 = -1937654.982898 nChanged 615 SP:Iteration 13Q (2507.379202 sec): 3 clusters Score: Raw -1941181.747460 + Penalty 3267.849083 = -1937913.898377 nChanged 465 SP:Iteration 14Q (2507.426679 sec): 3 clusters Score: Raw -1941354.598911 + Penalty 3267.849083 = -1938086.749828 nChanged 391 SP:Iteration 15Q (2507.474094 sec): 3 clusters Score: Raw -1941477.591061 + Penalty 3267.849083 = -1938209.741978 nChanged 327 SP:Iteration 16Q (2507.521233 sec): 3 clusters Score: Raw -1941577.824534 + Penalty 3267.849083 = -1938309.975451 nChanged 294 SP:Iteration 17Q (2507.568242 sec): 3 clusters Score: Raw -1941658.920082 + Penalty 3267.849083 = -1938391.070999 nChanged 261 SP:Iteration 18Q (2507.614967 sec): 3 clusters Score: Raw -1941727.306999 + Penalty 3267.849083 = -1938459.457916 nChanged 257 SP:Iteration 19Q (2507.661879 sec): 3 clusters Score: Raw -1941795.534569 + Penalty 3267.849083 = -1938527.685485 nChanged 235 SP:Iteration 20F (2507.710863 sec): 3 clusters Score: Raw -1941850.973479 + Penalty 3267.849083 = -1938583.124396 nChanged 191 SP:Iteration 21Q (2507.757878 sec): 3 clusters Score: Raw -1941889.522779 + Penalty 3267.849083 = -1938621.673696 nChanged 144 SP:Iteration 22Q (2507.804805 sec): 3 clusters Score: Raw -1941917.535072 + Penalty 3267.849083 = -1938649.685989 nChanged 144 SP:Iteration 23Q (2507.851438 sec): 3 clusters Score: Raw -1941941.281721 + Penalty 3267.849083 = -1938673.432638 nChanged 113 SP:Iteration 24Q (2507.898152 sec): 3 clusters Score: Raw -1941959.301122 + Penalty 3267.849083 = -1938691.452038 nChanged 97 SP:Iteration 25Q (2507.945511 sec): 3 clusters Score: Raw -1941976.596617 + Penalty 3267.849083 = -1938708.747534 nChanged 109 SP:Iteration 26Q (2507.992078 sec): 3 clusters Score: Raw -1941993.897960 + Penalty 3267.849083 = -1938726.048877 nChanged 95 SP:Iteration 27Q (2508.038770 sec): 3 clusters Score: Raw -1942011.556232 + Penalty 3267.849083 = -1938743.707148 nChanged 100 SP:Iteration 28Q (2508.085505 sec): 3 clusters Score: Raw -1942030.468157 + Penalty 3267.849083 = -1938762.619074 nChanged 110 SP:Iteration 29Q (2508.131927 sec): 3 clusters Score: Raw -1942050.476392 + Penalty 3267.849083 = -1938782.627308 nChanged 98 SP:Iteration 30Q (2508.178598 sec): 3 clusters Score: Raw -1942063.588330 + Penalty 3267.849083 = -1938795.739247 nChanged 87 SP:Iteration 31Q (2508.225096 sec): 3 clusters Score: Raw -1942077.633191 + Penalty 3267.849083 = -1938809.784108 nChanged 71 SP:Iteration 32Q (2508.271654 sec): 3 clusters Score: Raw -1942088.147770 + Penalty 3267.849083 = -1938820.298687 nChanged 70 SP:Iteration 33Q (2508.318261 sec): 3 clusters Score: Raw -1942098.735225 + Penalty 3267.849083 = -1938830.886141 nChanged 78 SP:Iteration 34Q (2508.364798 sec): 3 clusters Score: Raw -1942108.660953 + Penalty 3267.849083 = -1938840.811869 nChanged 70 SP:Iteration 35Q (2508.411374 sec): 3 clusters Score: Raw -1942117.049669 + Penalty 3267.849083 = -1938849.200586 nChanged 62 SP:Iteration 36Q (2508.457896 sec): 3 clusters Score: Raw -1942124.805796 + Penalty 3267.849083 = -1938856.956713 nChanged 59 SP:Iteration 37Q (2508.504383 sec): 3 clusters Score: Raw -1942132.059490 + Penalty 3267.849083 = -1938864.210406 nChanged 49 SP:Iteration 38Q (2508.559928 sec): 3 clusters Score: Raw -1942139.517920 + Penalty 3267.849083 = -1938871.668837 nChanged 55 SP:Iteration 39Q (2508.608281 sec): 3 clusters Score: Raw -1942145.286844 + Penalty 3267.849083 = -1938877.437761 nChanged 43 SP:Iteration 40F (2508.667183 sec): 3 clusters Score: Raw -1942149.500099 + Penalty 3267.849083 = -1938881.651015 nChanged 34 SP:Iteration 41Q (2508.739188 sec): 3 clusters Score: Raw -1942152.511440 + Penalty 3267.849083 = -1938884.662356 nChanged 29 SP:Iteration 42Q (2508.788016 sec): 3 clusters Score: Raw -1942156.022035 + Penalty 3267.849083 = -1938888.172952 nChanged 28 SP:Iteration 43Q (2508.834741 sec): 3 clusters Score: Raw -1942158.477127 + Penalty 3267.849083 = -1938890.628043 nChanged 19 SP:Iteration 44Q (2508.881414 sec): 3 clusters Score: Raw -1942160.038173 + Penalty 3267.849083 = -1938892.189090 nChanged 16 SP:Iteration 45Q (2508.928051 sec): 3 clusters Score: Raw -1942161.112510 + Penalty 3267.849083 = -1938893.263427 nChanged 14 SP:Iteration 46Q (2508.975086 sec): 3 clusters Score: Raw -1942162.043524 + Penalty 3267.849083 = -1938894.194441 nChanged 12 SP:Iteration 47Q (2509.021869 sec): 3 clusters Score: Raw -1942162.990657 + Penalty 3267.849083 = -1938895.141573 nChanged 15 SP:Iteration 48Q (2509.068449 sec): 3 clusters Score: Raw -1942163.730595 + Penalty 3267.849083 = -1938895.881512 nChanged 13 SP:Iteration 49Q (2509.115285 sec): 3 clusters Score: Raw -1942164.264260 + Penalty 3267.849083 = -1938896.415177 nChanged 6 SP:Iteration 50Q (2509.162148 sec): 3 clusters Score: Raw -1942164.523916 + Penalty 3267.849083 = -1938896.674832 nChanged 6 SP:Iteration 51Q (2509.208650 sec): 3 clusters Score: Raw -1942164.885013 + Penalty 3267.849083 = -1938897.035929 nChanged 3 SP:Iteration 52Q (2509.255413 sec): 3 clusters Score: Raw -1942165.010466 + Penalty 3267.849083 = -1938897.161382 nChanged 2 SP:Iteration 53Q (2509.301952 sec): 3 clusters Score: Raw -1942165.082197 + Penalty 3267.849083 = -1938897.233114 nChanged 2 SP:Iteration 54Q (2509.348617 sec): 3 clusters Score: Raw -1942165.120158 + Penalty 3267.849083 = -1938897.271075 nChanged 2 SP:Iteration 55Q (2509.395411 sec): 3 clusters Score: Raw -1942165.302135 + Penalty 3267.849083 = -1938897.453052 nChanged 3 SP:Iteration 56Q (2509.442020 sec): 3 clusters Score: Raw -1942165.500563 + Penalty 3267.849083 = -1938897.651479 nChanged 7 SP:Iteration 57Q (2509.488812 sec): 3 clusters Score: Raw -1942166.069654 + Penalty 3267.849083 = -1938898.220571 nChanged 6 SP:Iteration 58Q (2509.535596 sec): 3 clusters Score: Raw -1942166.400971 + Penalty 3267.849083 = -1938898.551888 nChanged 9 SP:Iteration 59Q (2509.582362 sec): 3 clusters Score: Raw -1942167.033868 + Penalty 3267.849083 = -1938899.184785 nChanged 17 SP:Iteration 60F (2509.631089 sec): 3 clusters Score: Raw -1942168.389482 + Penalty 3267.849083 = -1938900.540399 nChanged 13 SP:Iteration 61Q (2509.678134 sec): 3 clusters Score: Raw -1942169.134261 + Penalty 3267.849083 = -1938901.285177 nChanged 10 SP:Iteration 62Q (2509.724987 sec): 3 clusters Score: Raw -1942169.772322 + Penalty 3267.849083 = -1938901.923239 nChanged 12 SP:Iteration 63Q (2509.771454 sec): 3 clusters Score: Raw -1942170.209313 + Penalty 3267.849083 = -1938902.360230 nChanged 10 SP:Iteration 64Q (2509.818429 sec): 3 clusters Score: Raw -1942170.611899 + Penalty 3267.849083 = -1938902.762816 nChanged 6 SP:Iteration 65Q (2509.865351 sec): 3 clusters Score: Raw -1942170.883319 + Penalty 3267.849083 = -1938903.034235 nChanged 6 SP:Iteration 66Q (2509.912065 sec): 3 clusters Score: Raw -1942171.272341 + Penalty 3267.849083 = -1938903.423258 nChanged 6 SP:Iteration 67Q (2509.958887 sec): 3 clusters Score: Raw -1942171.897361 + Penalty 3267.849083 = -1938904.048278 nChanged 15 SP:Iteration 68Q (2510.005569 sec): 3 clusters Score: Raw -1942173.064435 + Penalty 3267.849083 = -1938905.215352 nChanged 15 SP:Iteration 69Q (2510.052372 sec): 3 clusters Score: Raw -1942174.178311 + Penalty 3267.849083 = -1938906.329227 nChanged 9 SP:Iteration 70Q (2510.099106 sec): 3 clusters Score: Raw -1942174.841986 + Penalty 3267.849083 = -1938906.992902 nChanged 13 SP:Iteration 71Q (2510.145694 sec): 3 clusters Score: Raw -1942175.956878 + Penalty 3267.849083 = -1938908.107795 nChanged 13 SP:Iteration 72Q (2510.192566 sec): 3 clusters Score: Raw -1942176.866653 + Penalty 3267.849083 = -1938909.017570 nChanged 10 SP:Iteration 73Q (2510.239446 sec): 3 clusters Score: Raw -1942177.376546 + Penalty 3267.849083 = -1938909.527462 nChanged 10 SP:Iteration 74Q (2510.286060 sec): 3 clusters Score: Raw -1942177.864573 + Penalty 3267.849083 = -1938910.015490 nChanged 10 SP:Iteration 75Q (2510.332717 sec): 3 clusters Score: Raw -1942178.375036 + Penalty 3267.849083 = -1938910.525952 nChanged 4 SP:Iteration 76Q (2510.379342 sec): 3 clusters Score: Raw -1942178.499754 + Penalty 3267.849083 = -1938910.650671 nChanged 3 SP:Iteration 77Q (2510.426119 sec): 3 clusters Score: Raw -1942178.595688 + Penalty 3267.849083 = -1938910.746605 nChanged 1 SP:Iteration 78Q (2510.472922 sec): 3 clusters Score: Raw -1942178.672912 + Penalty 3267.849083 = -1938910.823828 nChanged 1 SP:Iteration 79Q (2510.519535 sec): 3 clusters Score: Raw -1942178.710321 + Penalty 3267.849083 = -1938910.861237 nChanged 0 SP:Iteration 80F (2510.568576 sec): 3 clusters Score: Raw -1942178.710321 + Penalty 3267.849083 = -1938910.861237 nChanged 0 Trying to split cluster 18 (62738 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2510.653255 sec): 2 clusters Score: Raw -5254540.403486 + Penalty 1795.092423 = -5252745.311063 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2510.768855 sec): 3 clusters Score: Raw -5214484.457753 + Penalty 3590.184846 = -5210894.272907 nChanged 29652 SP:Iteration 1F (2510.880916 sec): 3 clusters Score: Raw -5232119.411855 + Penalty 3590.184846 = -5228529.227009 nChanged 3044 SP:Iteration 2Q (2510.998840 sec): 3 clusters Score: Raw -5233345.720995 + Penalty 3590.184846 = -5229755.536148 nChanged 3315 SP:Iteration 3F (2511.111017 sec): 3 clusters Score: Raw -5234894.721442 + Penalty 3590.184846 = -5231304.536596 nChanged 3593 SP:Iteration 4F (2511.222907 sec): 3 clusters Score: Raw -5236799.694279 + Penalty 3590.184846 = -5233209.509433 nChanged 3811 SP:Iteration 5F (2511.334736 sec): 3 clusters Score: Raw -5239031.456089 + Penalty 3590.184846 = -5235441.271243 nChanged 3721 SP:Iteration 6F (2511.446608 sec): 3 clusters Score: Raw -5241379.084787 + Penalty 3590.184846 = -5237788.899941 nChanged 3480 SP:Iteration 7F (2511.558768 sec): 3 clusters Score: Raw -5243679.305659 + Penalty 3590.184846 = -5240089.120813 nChanged 3028 SP:Iteration 8Q (2511.675480 sec): 3 clusters Score: Raw -5245733.782826 + Penalty 3590.184846 = -5242143.597979 nChanged 2669 SP:Iteration 9Q (2511.790725 sec): 3 clusters Score: Raw -5247535.370739 + Penalty 3590.184846 = -5243945.185893 nChanged 2148 SP:Iteration 10Q (2511.904400 sec): 3 clusters Score: Raw -5249040.095271 + Penalty 3590.184846 = -5245449.910425 nChanged 1855 SP:Iteration 11Q (2512.014059 sec): 3 clusters Score: Raw -5250352.024139 + Penalty 3590.184846 = -5246761.839293 nChanged 1577 SP:Iteration 12Q (2512.120945 sec): 3 clusters Score: Raw -5251436.701905 + Penalty 3590.184846 = -5247846.517058 nChanged 1284 SP:Iteration 13Q (2512.224619 sec): 3 clusters Score: Raw -5252321.202182 + Penalty 3590.184846 = -5248731.017336 nChanged 1009 SP:Iteration 14Q (2512.326596 sec): 3 clusters Score: Raw -5252976.882973 + Penalty 3590.184846 = -5249386.698127 nChanged 791 SP:Iteration 15Q (2512.426533 sec): 3 clusters Score: Raw -5253456.813134 + Penalty 3590.184846 = -5249866.628287 nChanged 651 SP:Iteration 16Q (2512.525033 sec): 3 clusters Score: Raw -5253855.291458 + Penalty 3590.184846 = -5250265.106611 nChanged 546 SP:Iteration 17Q (2512.622573 sec): 3 clusters Score: Raw -5254168.972377 + Penalty 3590.184846 = -5250578.787530 nChanged 411 SP:Iteration 18Q (2512.719356 sec): 3 clusters Score: Raw -5254378.725311 + Penalty 3590.184846 = -5250788.540465 nChanged 298 SP:Iteration 19Q (2512.814908 sec): 3 clusters Score: Raw -5254521.826729 + Penalty 3590.184846 = -5250931.641883 nChanged 233 SP:Iteration 20F (2512.926373 sec): 3 clusters Score: Raw -5254644.337396 + Penalty 3590.184846 = -5251054.152550 nChanged 193 SP:Iteration 21Q (2513.020111 sec): 3 clusters Score: Raw -5254748.313823 + Penalty 3590.184846 = -5251158.128977 nChanged 148 SP:Iteration 22Q (2513.113551 sec): 3 clusters Score: Raw -5254814.804383 + Penalty 3590.184846 = -5251224.619536 nChanged 113 SP:Iteration 23Q (2513.206852 sec): 3 clusters Score: Raw -5254872.801893 + Penalty 3590.184846 = -5251282.617047 nChanged 97 SP:Iteration 24Q (2513.299918 sec): 3 clusters Score: Raw -5254930.028020 + Penalty 3590.184846 = -5251339.843174 nChanged 93 SP:Iteration 25Q (2513.392632 sec): 3 clusters Score: Raw -5254984.731729 + Penalty 3590.184846 = -5251394.546882 nChanged 86 SP:Iteration 26Q (2513.485085 sec): 3 clusters Score: Raw -5255033.209095 + Penalty 3590.184846 = -5251443.024249 nChanged 78 SP:Iteration 27Q (2513.577701 sec): 3 clusters Score: Raw -5255073.607039 + Penalty 3590.184846 = -5251483.422193 nChanged 68 SP:Iteration 28Q (2513.670084 sec): 3 clusters Score: Raw -5255105.933618 + Penalty 3590.184846 = -5251515.748772 nChanged 53 SP:Iteration 29Q (2513.762221 sec): 3 clusters Score: Raw -5255126.328076 + Penalty 3590.184846 = -5251536.143230 nChanged 41 SP:Iteration 30Q (2513.854368 sec): 3 clusters Score: Raw -5255140.835685 + Penalty 3590.184846 = -5251550.650839 nChanged 24 SP:Iteration 31Q (2513.946492 sec): 3 clusters Score: Raw -5255150.302943 + Penalty 3590.184846 = -5251560.118097 nChanged 20 SP:Iteration 32Q (2514.038549 sec): 3 clusters Score: Raw -5255155.706556 + Penalty 3590.184846 = -5251565.521709 nChanged 13 SP:Iteration 33Q (2514.130470 sec): 3 clusters Score: Raw -5255158.561652 + Penalty 3590.184846 = -5251568.376806 nChanged 11 SP:Iteration 34Q (2514.222743 sec): 3 clusters Score: Raw -5255161.272937 + Penalty 3590.184846 = -5251571.088091 nChanged 7 SP:Iteration 35Q (2514.314920 sec): 3 clusters Score: Raw -5255165.051165 + Penalty 3590.184846 = -5251574.866319 nChanged 13 SP:Iteration 36Q (2514.406980 sec): 3 clusters Score: Raw -5255169.294425 + Penalty 3590.184846 = -5251579.109579 nChanged 12 SP:Iteration 37Q (2514.499035 sec): 3 clusters Score: Raw -5255173.835951 + Penalty 3590.184846 = -5251583.651105 nChanged 13 SP:Iteration 38Q (2514.591204 sec): 3 clusters Score: Raw -5255178.134591 + Penalty 3590.184846 = -5251587.949745 nChanged 13 SP:Iteration 39Q (2514.695491 sec): 3 clusters Score: Raw -5255182.924380 + Penalty 3590.184846 = -5251592.739533 nChanged 12 SP:Iteration 40F (2514.806950 sec): 3 clusters Score: Raw -5255185.238007 + Penalty 3590.184846 = -5251595.053161 nChanged 4 SP:Iteration 41Q (2514.899080 sec): 3 clusters Score: Raw -5255186.114988 + Penalty 3590.184846 = -5251595.930142 nChanged 3 SP:Iteration 42Q (2514.991406 sec): 3 clusters Score: Raw -5255186.821161 + Penalty 3590.184846 = -5251596.636315 nChanged 1 SP:Iteration 43Q (2515.083569 sec): 3 clusters Score: Raw -5255186.931712 + Penalty 3590.184846 = -5251596.746866 nChanged 1 SP:Iteration 44Q (2515.175784 sec): 3 clusters Score: Raw -5255187.263782 + Penalty 3590.184846 = -5251597.078935 nChanged 1 SP:Iteration 45Q (2515.267970 sec): 3 clusters Score: Raw -5255187.433314 + Penalty 3590.184846 = -5251597.248468 nChanged 2 SP:Iteration 46Q (2515.372095 sec): 3 clusters Score: Raw -5255188.051039 + Penalty 3590.184846 = -5251597.866193 nChanged 1 SP:Iteration 47Q (2515.464107 sec): 3 clusters Score: Raw -5255188.216349 + Penalty 3590.184846 = -5251598.031502 nChanged 0 SP:Iteration 48F (2515.575702 sec): 3 clusters Score: Raw -5255188.216349 + Penalty 3590.184846 = -5251598.031502 nChanged 0 Trying to split cluster 19 (6026 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2515.587738 sec): 2 clusters Score: Raw -476363.512676 + Penalty 1414.373792 = -474949.138884 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2515.611001 sec): 3 clusters Score: Raw -473198.354685 + Penalty 2828.747584 = -470369.607101 nChanged 2480 SP:Iteration 1F (2515.634102 sec): 3 clusters Score: Raw -474813.747374 + Penalty 2828.747584 = -471984.999790 nChanged 511 SP:Iteration 2F (2515.656901 sec): 3 clusters Score: Raw -475179.846242 + Penalty 2828.747584 = -472351.098658 nChanged 383 SP:Iteration 3F (2515.679703 sec): 3 clusters Score: Raw -475428.310733 + Penalty 2828.747584 = -472599.563149 nChanged 348 SP:Iteration 4F (2515.702406 sec): 3 clusters Score: Raw -475659.975475 + Penalty 2828.747584 = -472831.227891 nChanged 314 SP:Iteration 5F (2515.725184 sec): 3 clusters Score: Raw -475858.472272 + Penalty 2828.747584 = -473029.724688 nChanged 266 SP:Iteration 6Q (2515.748087 sec): 3 clusters Score: Raw -476028.764466 + Penalty 2828.747584 = -473200.016882 nChanged 272 SP:Iteration 7Q (2515.770837 sec): 3 clusters Score: Raw -476249.716218 + Penalty 2828.747584 = -473420.968634 nChanged 259 SP:Iteration 8Q (2515.793739 sec): 3 clusters Score: Raw -476447.715612 + Penalty 2828.747584 = -473618.968028 nChanged 232 SP:Iteration 9Q (2515.816475 sec): 3 clusters Score: Raw -476629.550469 + Penalty 2828.747584 = -473800.802885 nChanged 205 SP:Iteration 10Q (2515.839124 sec): 3 clusters Score: Raw -476777.457217 + Penalty 2828.747584 = -473948.709633 nChanged 136 SP:Iteration 11Q (2515.861674 sec): 3 clusters Score: Raw -476851.821332 + Penalty 2828.747584 = -474023.073748 nChanged 105 SP:Iteration 12Q (2515.884338 sec): 3 clusters Score: Raw -476895.786622 + Penalty 2828.747584 = -474067.039038 nChanged 72 SP:Iteration 13Q (2515.906658 sec): 3 clusters Score: Raw -476925.239089 + Penalty 2828.747584 = -474096.491506 nChanged 56 SP:Iteration 14Q (2515.928842 sec): 3 clusters Score: Raw -476951.451191 + Penalty 2828.747584 = -474122.703607 nChanged 52 SP:Iteration 15Q (2515.951287 sec): 3 clusters Score: Raw -476973.677210 + Penalty 2828.747584 = -474144.929626 nChanged 46 SP:Iteration 16Q (2515.973318 sec): 3 clusters Score: Raw -476990.104535 + Penalty 2828.747584 = -474161.356951 nChanged 44 SP:Iteration 17Q (2515.995392 sec): 3 clusters Score: Raw -477002.992046 + Penalty 2828.747584 = -474174.244462 nChanged 25 SP:Iteration 18Q (2516.017702 sec): 3 clusters Score: Raw -477011.930839 + Penalty 2828.747584 = -474183.183256 nChanged 28 SP:Iteration 19Q (2516.039858 sec): 3 clusters Score: Raw -477022.850912 + Penalty 2828.747584 = -474194.103328 nChanged 34 SP:Iteration 20F (2516.062820 sec): 3 clusters Score: Raw -477034.491468 + Penalty 2828.747584 = -474205.743884 nChanged 16 SP:Iteration 21Q (2516.084940 sec): 3 clusters Score: Raw -477037.865648 + Penalty 2828.747584 = -474209.118064 nChanged 13 SP:Iteration 22Q (2516.107025 sec): 3 clusters Score: Raw -477040.422527 + Penalty 2828.747584 = -474211.674943 nChanged 8 SP:Iteration 23Q (2516.129254 sec): 3 clusters Score: Raw -477041.365512 + Penalty 2828.747584 = -474212.617928 nChanged 3 SP:Iteration 24Q (2516.151366 sec): 3 clusters Score: Raw -477042.146782 + Penalty 2828.747584 = -474213.399198 nChanged 3 SP:Iteration 25Q (2516.173495 sec): 3 clusters Score: Raw -477042.883436 + Penalty 2828.747584 = -474214.135852 nChanged 5 SP:Iteration 26Q (2516.195694 sec): 3 clusters Score: Raw -477044.048180 + Penalty 2828.747584 = -474215.300596 nChanged 7 SP:Iteration 27Q (2516.217669 sec): 3 clusters Score: Raw -477045.198599 + Penalty 2828.747584 = -474216.451015 nChanged 4 SP:Iteration 28Q (2516.239881 sec): 3 clusters Score: Raw -477046.153577 + Penalty 2828.747584 = -474217.405993 nChanged 2 SP:Iteration 29Q (2516.262063 sec): 3 clusters Score: Raw -477046.360824 + Penalty 2828.747584 = -474217.613240 nChanged 0 SP:Iteration 30F (2516.285041 sec): 3 clusters Score: Raw -477046.360824 + Penalty 2828.747584 = -474217.613240 nChanged 0 Trying to split cluster 20 (5400 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2516.303908 sec): 2 clusters Score: Raw -412247.437567 + Penalty 1396.550063 = -410850.887504 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2516.326349 sec): 3 clusters Score: Raw -409437.668976 + Penalty 2793.100126 = -406644.568850 nChanged 2221 SP:Iteration 1F (2516.348154 sec): 3 clusters Score: Raw -411113.622080 + Penalty 2793.100126 = -408320.521954 nChanged 586 SP:Iteration 2F (2516.369769 sec): 3 clusters Score: Raw -411798.482107 + Penalty 2793.100126 = -409005.381981 nChanged 545 SP:Iteration 3F (2516.391702 sec): 3 clusters Score: Raw -412376.088488 + Penalty 2793.100126 = -409582.988363 nChanged 460 SP:Iteration 4F (2516.413674 sec): 3 clusters Score: Raw -412746.189269 + Penalty 2793.100126 = -409953.089143 nChanged 285 SP:Iteration 5F (2516.435606 sec): 3 clusters Score: Raw -412935.061049 + Penalty 2793.100126 = -410141.960924 nChanged 204 SP:Iteration 6Q (2516.457540 sec): 3 clusters Score: Raw -413046.999780 + Penalty 2793.100126 = -410253.899655 nChanged 122 SP:Iteration 7Q (2516.479515 sec): 3 clusters Score: Raw -413108.232056 + Penalty 2793.100126 = -410315.131930 nChanged 118 SP:Iteration 8Q (2516.501513 sec): 3 clusters Score: Raw -413164.835996 + Penalty 2793.100126 = -410371.735870 nChanged 97 SP:Iteration 9Q (2516.523258 sec): 3 clusters Score: Raw -413208.934668 + Penalty 2793.100126 = -410415.834542 nChanged 58 SP:Iteration 10Q (2516.545330 sec): 3 clusters Score: Raw -413231.608509 + Penalty 2793.100126 = -410438.508384 nChanged 43 SP:Iteration 11Q (2516.586752 sec): 3 clusters Score: Raw -413249.145799 + Penalty 2793.100126 = -410456.045674 nChanged 41 SP:Iteration 12Q (2516.623161 sec): 3 clusters Score: Raw -413265.262632 + Penalty 2793.100126 = -410472.162507 nChanged 34 SP:Iteration 13Q (2516.645037 sec): 3 clusters Score: Raw -413276.069709 + Penalty 2793.100126 = -410482.969583 nChanged 26 SP:Iteration 14Q (2516.672586 sec): 3 clusters Score: Raw -413284.914011 + Penalty 2793.100126 = -410491.813885 nChanged 21 SP:Iteration 15Q (2516.694255 sec): 3 clusters Score: Raw -413291.023627 + Penalty 2793.100126 = -410497.923502 nChanged 11 SP:Iteration 16Q (2516.716259 sec): 3 clusters Score: Raw -413294.539212 + Penalty 2793.100126 = -410501.439087 nChanged 8 SP:Iteration 17Q (2516.738251 sec): 3 clusters Score: Raw -413296.372369 + Penalty 2793.100126 = -410503.272244 nChanged 12 SP:Iteration 18Q (2516.760135 sec): 3 clusters Score: Raw -413299.294505 + Penalty 2793.100126 = -410506.194380 nChanged 9 SP:Iteration 19Q (2516.782082 sec): 3 clusters Score: Raw -413301.795337 + Penalty 2793.100126 = -410508.695211 nChanged 9 SP:Iteration 20F (2516.803948 sec): 3 clusters Score: Raw -413306.092095 + Penalty 2793.100126 = -410512.991969 nChanged 7 SP:Iteration 21Q (2516.825838 sec): 3 clusters Score: Raw -413308.005535 + Penalty 2793.100126 = -410514.905410 nChanged 10 SP:Iteration 22Q (2516.847744 sec): 3 clusters Score: Raw -413313.327765 + Penalty 2793.100126 = -410520.227640 nChanged 14 SP:Iteration 23Q (2516.869493 sec): 3 clusters Score: Raw -413318.617641 + Penalty 2793.100126 = -410525.517515 nChanged 16 SP:Iteration 24Q (2516.891455 sec): 3 clusters Score: Raw -413324.762541 + Penalty 2793.100126 = -410531.662416 nChanged 13 SP:Iteration 25Q (2516.913360 sec): 3 clusters Score: Raw -413328.724869 + Penalty 2793.100126 = -410535.624744 nChanged 10 SP:Iteration 26Q (2516.935203 sec): 3 clusters Score: Raw -413332.577279 + Penalty 2793.100126 = -410539.477154 nChanged 17 SP:Iteration 27Q (2516.957214 sec): 3 clusters Score: Raw -413339.916131 + Penalty 2793.100126 = -410546.816005 nChanged 21 SP:Iteration 28Q (2516.978770 sec): 3 clusters Score: Raw -413347.580097 + Penalty 2793.100126 = -410554.479971 nChanged 20 SP:Iteration 29Q (2517.000552 sec): 3 clusters Score: Raw -413355.041262 + Penalty 2793.100126 = -410561.941136 nChanged 17 SP:Iteration 30Q (2517.022484 sec): 3 clusters Score: Raw -413361.239181 + Penalty 2793.100126 = -410568.139056 nChanged 16 SP:Iteration 31Q (2517.044411 sec): 3 clusters Score: Raw -413367.506755 + Penalty 2793.100126 = -410574.406629 nChanged 16 SP:Iteration 32Q (2517.066167 sec): 3 clusters Score: Raw -413374.798462 + Penalty 2793.100126 = -410581.698337 nChanged 19 SP:Iteration 33Q (2517.088011 sec): 3 clusters Score: Raw -413383.710520 + Penalty 2793.100126 = -410590.610395 nChanged 17 SP:Iteration 34Q (2517.109776 sec): 3 clusters Score: Raw -413389.022958 + Penalty 2793.100126 = -410595.922833 nChanged 15 SP:Iteration 35Q (2517.131408 sec): 3 clusters Score: Raw -413394.290374 + Penalty 2793.100126 = -410601.190248 nChanged 17 SP:Iteration 36Q (2517.153100 sec): 3 clusters Score: Raw -413399.267204 + Penalty 2793.100126 = -410606.167078 nChanged 16 SP:Iteration 37Q (2517.175028 sec): 3 clusters Score: Raw -413404.833096 + Penalty 2793.100126 = -410611.732971 nChanged 15 SP:Iteration 38Q (2517.196637 sec): 3 clusters Score: Raw -413409.553999 + Penalty 2793.100126 = -410616.453873 nChanged 16 SP:Iteration 39Q (2517.218480 sec): 3 clusters Score: Raw -413414.936984 + Penalty 2793.100126 = -410621.836858 nChanged 16 SP:Iteration 40F (2517.240524 sec): 3 clusters Score: Raw -413420.736774 + Penalty 2793.100126 = -410627.636649 nChanged 14 SP:Iteration 41Q (2517.262225 sec): 3 clusters Score: Raw -413425.518227 + Penalty 2793.100126 = -410632.418101 nChanged 11 SP:Iteration 42Q (2517.283998 sec): 3 clusters Score: Raw -413429.224354 + Penalty 2793.100126 = -410636.124229 nChanged 9 SP:Iteration 43Q (2517.305814 sec): 3 clusters Score: Raw -413432.611080 + Penalty 2793.100126 = -410639.510954 nChanged 3 SP:Iteration 44Q (2517.327433 sec): 3 clusters Score: Raw -413433.420656 + Penalty 2793.100126 = -410640.320530 nChanged 5 SP:Iteration 45Q (2517.349229 sec): 3 clusters Score: Raw -413435.251855 + Penalty 2793.100126 = -410642.151730 nChanged 4 SP:Iteration 46Q (2517.370982 sec): 3 clusters Score: Raw -413437.756390 + Penalty 2793.100126 = -410644.656264 nChanged 6 SP:Iteration 47Q (2517.392522 sec): 3 clusters Score: Raw -413441.441006 + Penalty 2793.100126 = -410648.340880 nChanged 8 SP:Iteration 48Q (2517.414216 sec): 3 clusters Score: Raw -413443.986981 + Penalty 2793.100126 = -410650.886855 nChanged 5 SP:Iteration 49Q (2517.435825 sec): 3 clusters Score: Raw -413445.986909 + Penalty 2793.100126 = -410652.886783 nChanged 8 SP:Iteration 50Q (2517.457426 sec): 3 clusters Score: Raw -413448.376990 + Penalty 2793.100126 = -410655.276864 nChanged 4 SP:Iteration 51Q (2517.479165 sec): 3 clusters Score: Raw -413449.769199 + Penalty 2793.100126 = -410656.669074 nChanged 6 SP:Iteration 52Q (2517.500968 sec): 3 clusters Score: Raw -413451.438589 + Penalty 2793.100126 = -410658.338464 nChanged 3 SP:Iteration 53Q (2517.522762 sec): 3 clusters Score: Raw -413452.305568 + Penalty 2793.100126 = -410659.205443 nChanged 4 SP:Iteration 54Q (2517.544483 sec): 3 clusters Score: Raw -413453.528142 + Penalty 2793.100126 = -410660.428016 nChanged 3 SP:Iteration 55Q (2517.565881 sec): 3 clusters Score: Raw -413454.440707 + Penalty 2793.100126 = -410661.340581 nChanged 1 SP:Iteration 56Q (2517.587644 sec): 3 clusters Score: Raw -413454.591669 + Penalty 2793.100126 = -410661.491544 nChanged 0 SP:Iteration 57F (2517.609754 sec): 3 clusters Score: Raw -413454.591669 + Penalty 2793.100126 = -410661.491544 nChanged 0 Trying to split cluster 21 (12594 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2517.638272 sec): 2 clusters Score: Raw -1033430.431594 + Penalty 1534.158566 = -1031896.273028 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2517.672262 sec): 3 clusters Score: Raw -1026112.015300 + Penalty 3068.317131 = -1023043.698169 nChanged 5544 SP:Iteration 1F (2517.704965 sec): 3 clusters Score: Raw -1029183.865918 + Penalty 3068.317131 = -1026115.548787 nChanged 826 SP:Iteration 2F (2517.737645 sec): 3 clusters Score: Raw -1029577.866866 + Penalty 3068.317131 = -1026509.549735 nChanged 696 SP:Iteration 3F (2517.770298 sec): 3 clusters Score: Raw -1029906.291764 + Penalty 3068.317131 = -1026837.974633 nChanged 669 SP:Iteration 4F (2517.803175 sec): 3 clusters Score: Raw -1030257.722093 + Penalty 3068.317131 = -1027189.404961 nChanged 649 SP:Iteration 5F (2517.835871 sec): 3 clusters Score: Raw -1030625.234186 + Penalty 3068.317131 = -1027556.917054 nChanged 631 SP:Iteration 6F (2517.868594 sec): 3 clusters Score: Raw -1031043.909023 + Penalty 3068.317131 = -1027975.591892 nChanged 612 SP:Iteration 7Q (2517.901236 sec): 3 clusters Score: Raw -1031426.467050 + Penalty 3068.317131 = -1028358.149919 nChanged 566 SP:Iteration 8Q (2517.933878 sec): 3 clusters Score: Raw -1031769.162381 + Penalty 3068.317131 = -1028700.845250 nChanged 487 SP:Iteration 9Q (2517.966162 sec): 3 clusters Score: Raw -1032055.042278 + Penalty 3068.317131 = -1028986.725147 nChanged 438 SP:Iteration 10Q (2517.998333 sec): 3 clusters Score: Raw -1032278.405303 + Penalty 3068.317131 = -1029210.088172 nChanged 364 SP:Iteration 11Q (2518.030182 sec): 3 clusters Score: Raw -1032451.353740 + Penalty 3068.317131 = -1029383.036608 nChanged 279 SP:Iteration 12Q (2518.061962 sec): 3 clusters Score: Raw -1032564.019782 + Penalty 3068.317131 = -1029495.702651 nChanged 239 SP:Iteration 13Q (2518.093542 sec): 3 clusters Score: Raw -1032665.462104 + Penalty 3068.317131 = -1029597.144973 nChanged 226 SP:Iteration 14Q (2518.124848 sec): 3 clusters Score: Raw -1032767.024257 + Penalty 3068.317131 = -1029698.707126 nChanged 215 SP:Iteration 15Q (2518.156098 sec): 3 clusters Score: Raw -1032871.270979 + Penalty 3068.317131 = -1029802.953848 nChanged 205 SP:Iteration 16Q (2518.187193 sec): 3 clusters Score: Raw -1032966.491272 + Penalty 3068.317131 = -1029898.174141 nChanged 180 SP:Iteration 17Q (2518.218065 sec): 3 clusters Score: Raw -1033046.249881 + Penalty 3068.317131 = -1029977.932750 nChanged 168 SP:Iteration 18Q (2518.248692 sec): 3 clusters Score: Raw -1033118.849171 + Penalty 3068.317131 = -1030050.532039 nChanged 165 SP:Iteration 19Q (2518.279100 sec): 3 clusters Score: Raw -1033187.525629 + Penalty 3068.317131 = -1030119.208498 nChanged 150 SP:Iteration 20F (2518.311923 sec): 3 clusters Score: Raw -1033245.508240 + Penalty 3068.317131 = -1030177.191109 nChanged 130 SP:Iteration 21Q (2518.341957 sec): 3 clusters Score: Raw -1033302.186059 + Penalty 3068.317131 = -1030233.868928 nChanged 127 SP:Iteration 22Q (2518.372096 sec): 3 clusters Score: Raw -1033359.621324 + Penalty 3068.317131 = -1030291.304192 nChanged 125 SP:Iteration 23Q (2518.402042 sec): 3 clusters Score: Raw -1033436.438270 + Penalty 3068.317131 = -1030368.121139 nChanged 135 SP:Iteration 24Q (2518.431723 sec): 3 clusters Score: Raw -1033513.769785 + Penalty 3068.317131 = -1030445.452654 nChanged 99 SP:Iteration 25Q (2518.461332 sec): 3 clusters Score: Raw -1033567.890401 + Penalty 3068.317131 = -1030499.573270 nChanged 97 SP:Iteration 26Q (2518.490689 sec): 3 clusters Score: Raw -1033623.587517 + Penalty 3068.317131 = -1030555.270386 nChanged 93 SP:Iteration 27Q (2518.520022 sec): 3 clusters Score: Raw -1033683.546527 + Penalty 3068.317131 = -1030615.229395 nChanged 75 SP:Iteration 28Q (2518.549261 sec): 3 clusters Score: Raw -1033742.803586 + Penalty 3068.317131 = -1030674.486455 nChanged 77 SP:Iteration 29Q (2518.578490 sec): 3 clusters Score: Raw -1033799.288519 + Penalty 3068.317131 = -1030730.971388 nChanged 61 SP:Iteration 30Q (2518.607407 sec): 3 clusters Score: Raw -1033841.859254 + Penalty 3068.317131 = -1030773.542123 nChanged 52 SP:Iteration 31Q (2518.636300 sec): 3 clusters Score: Raw -1033873.807724 + Penalty 3068.317131 = -1030805.490593 nChanged 43 SP:Iteration 32Q (2518.665307 sec): 3 clusters Score: Raw -1033903.953238 + Penalty 3068.317131 = -1030835.636107 nChanged 36 SP:Iteration 33Q (2518.694005 sec): 3 clusters Score: Raw -1033925.544583 + Penalty 3068.317131 = -1030857.227452 nChanged 29 SP:Iteration 34Q (2518.722907 sec): 3 clusters Score: Raw -1033943.211300 + Penalty 3068.317131 = -1030874.894169 nChanged 22 SP:Iteration 35Q (2518.751774 sec): 3 clusters Score: Raw -1033954.740676 + Penalty 3068.317131 = -1030886.423545 nChanged 15 SP:Iteration 36Q (2518.780501 sec): 3 clusters Score: Raw -1033961.717495 + Penalty 3068.317131 = -1030893.400364 nChanged 9 SP:Iteration 37Q (2518.809306 sec): 3 clusters Score: Raw -1033966.334348 + Penalty 3068.317131 = -1030898.017217 nChanged 7 SP:Iteration 38Q (2518.838069 sec): 3 clusters Score: Raw -1033970.104252 + Penalty 3068.317131 = -1030901.787121 nChanged 6 SP:Iteration 39Q (2518.867010 sec): 3 clusters Score: Raw -1033973.556928 + Penalty 3068.317131 = -1030905.239796 nChanged 7 SP:Iteration 40F (2518.899561 sec): 3 clusters Score: Raw -1033978.107742 + Penalty 3068.317131 = -1030909.790611 nChanged 10 SP:Iteration 41Q (2518.928346 sec): 3 clusters Score: Raw -1033984.483505 + Penalty 3068.317131 = -1030916.166374 nChanged 13 SP:Iteration 42Q (2518.957046 sec): 3 clusters Score: Raw -1033992.277309 + Penalty 3068.317131 = -1030923.960178 nChanged 15 SP:Iteration 43Q (2518.985586 sec): 3 clusters Score: Raw -1034001.335112 + Penalty 3068.317131 = -1030933.017981 nChanged 9 SP:Iteration 44Q (2519.014473 sec): 3 clusters Score: Raw -1034004.893011 + Penalty 3068.317131 = -1030936.575879 nChanged 5 SP:Iteration 45Q (2519.043134 sec): 3 clusters Score: Raw -1034007.143566 + Penalty 3068.317131 = -1030938.826435 nChanged 3 SP:Iteration 46Q (2519.071945 sec): 3 clusters Score: Raw -1034008.241782 + Penalty 3068.317131 = -1030939.924651 nChanged 4 SP:Iteration 47Q (2519.100615 sec): 3 clusters Score: Raw -1034009.654593 + Penalty 3068.317131 = -1030941.337462 nChanged 3 SP:Iteration 48Q (2519.129257 sec): 3 clusters Score: Raw -1034011.641770 + Penalty 3068.317131 = -1030943.324639 nChanged 5 SP:Iteration 49Q (2519.158143 sec): 3 clusters Score: Raw -1034013.357244 + Penalty 3068.317131 = -1030945.040113 nChanged 2 SP:Iteration 50Q (2519.186700 sec): 3 clusters Score: Raw -1034013.961756 + Penalty 3068.317131 = -1030945.644625 nChanged 1 SP:Iteration 51Q (2519.215397 sec): 3 clusters Score: Raw -1034014.240430 + Penalty 3068.317131 = -1030945.923299 nChanged 0 SP:Iteration 52F (2519.248157 sec): 3 clusters Score: Raw -1034014.240430 + Penalty 3068.317131 = -1030945.923299 nChanged 0 Trying to split cluster 22 (5185 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2519.266694 sec): 2 clusters Score: Raw -393853.222625 + Penalty 1389.947832 = -392463.274793 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2519.288459 sec): 3 clusters Score: Raw -391149.183991 + Penalty 2779.895664 = -388369.288327 nChanged 2128 SP:Iteration 1F (2519.310274 sec): 3 clusters Score: Raw -392520.530397 + Penalty 2779.895664 = -389740.634732 nChanged 429 SP:Iteration 2F (2519.331917 sec): 3 clusters Score: Raw -392775.531283 + Penalty 2779.895664 = -389995.635619 nChanged 297 SP:Iteration 3F (2519.353507 sec): 3 clusters Score: Raw -392925.061711 + Penalty 2779.895664 = -390145.166046 nChanged 224 SP:Iteration 4Q (2519.375196 sec): 3 clusters Score: Raw -393034.891944 + Penalty 2779.895664 = -390254.996279 nChanged 172 SP:Iteration 5Q (2519.396750 sec): 3 clusters Score: Raw -393117.973798 + Penalty 2779.895664 = -390338.078133 nChanged 167 SP:Iteration 6Q (2519.418350 sec): 3 clusters Score: Raw -393195.493115 + Penalty 2779.895664 = -390415.597451 nChanged 160 SP:Iteration 7Q (2519.439950 sec): 3 clusters Score: Raw -393272.755694 + Penalty 2779.895664 = -390492.860030 nChanged 144 SP:Iteration 8Q (2519.461600 sec): 3 clusters Score: Raw -393337.960365 + Penalty 2779.895664 = -390558.064701 nChanged 138 SP:Iteration 9Q (2519.483324 sec): 3 clusters Score: Raw -393406.268077 + Penalty 2779.895664 = -390626.372412 nChanged 152 SP:Iteration 10Q (2519.504955 sec): 3 clusters Score: Raw -393487.830884 + Penalty 2779.895664 = -390707.935220 nChanged 145 SP:Iteration 11Q (2519.526670 sec): 3 clusters Score: Raw -393571.215148 + Penalty 2779.895664 = -390791.319484 nChanged 147 SP:Iteration 12Q (2519.548094 sec): 3 clusters Score: Raw -393658.520182 + Penalty 2779.895664 = -390878.624518 nChanged 172 SP:Iteration 13Q (2519.569748 sec): 3 clusters Score: Raw -393772.901402 + Penalty 2779.895664 = -390993.005738 nChanged 167 SP:Iteration 14Q (2519.591182 sec): 3 clusters Score: Raw -393874.804317 + Penalty 2779.895664 = -391094.908653 nChanged 138 SP:Iteration 15Q (2519.612636 sec): 3 clusters Score: Raw -393955.544052 + Penalty 2779.895664 = -391175.648388 nChanged 118 SP:Iteration 16Q (2519.633935 sec): 3 clusters Score: Raw -394029.101760 + Penalty 2779.895664 = -391249.206095 nChanged 113 SP:Iteration 17Q (2519.655418 sec): 3 clusters Score: Raw -394092.291812 + Penalty 2779.895664 = -391312.396148 nChanged 89 SP:Iteration 18Q (2519.676600 sec): 3 clusters Score: Raw -394138.783205 + Penalty 2779.895664 = -391358.887541 nChanged 74 SP:Iteration 19Q (2519.697871 sec): 3 clusters Score: Raw -394178.853082 + Penalty 2779.895664 = -391398.957418 nChanged 57 SP:Iteration 20F (2519.719515 sec): 3 clusters Score: Raw -394214.233545 + Penalty 2779.895664 = -391434.337881 nChanged 62 SP:Iteration 21Q (2519.740505 sec): 3 clusters Score: Raw -394242.402399 + Penalty 2779.895664 = -391462.506735 nChanged 46 SP:Iteration 22Q (2519.761585 sec): 3 clusters Score: Raw -394262.888943 + Penalty 2779.895664 = -391482.993279 nChanged 38 SP:Iteration 23Q (2519.782758 sec): 3 clusters Score: Raw -394278.312335 + Penalty 2779.895664 = -391498.416671 nChanged 35 SP:Iteration 24Q (2519.803732 sec): 3 clusters Score: Raw -394292.677136 + Penalty 2779.895664 = -391512.781471 nChanged 34 SP:Iteration 25Q (2519.824750 sec): 3 clusters Score: Raw -394304.899009 + Penalty 2779.895664 = -391525.003345 nChanged 28 SP:Iteration 26Q (2519.845873 sec): 3 clusters Score: Raw -394315.446403 + Penalty 2779.895664 = -391535.550739 nChanged 32 SP:Iteration 27Q (2519.866806 sec): 3 clusters Score: Raw -394327.157238 + Penalty 2779.895664 = -391547.261573 nChanged 26 SP:Iteration 28Q (2519.887630 sec): 3 clusters Score: Raw -394339.049270 + Penalty 2779.895664 = -391559.153605 nChanged 26 SP:Iteration 29Q (2519.908498 sec): 3 clusters Score: Raw -394348.626948 + Penalty 2779.895664 = -391568.731284 nChanged 25 SP:Iteration 30Q (2519.929354 sec): 3 clusters Score: Raw -394356.967422 + Penalty 2779.895664 = -391577.071758 nChanged 21 SP:Iteration 31Q (2519.950057 sec): 3 clusters Score: Raw -394363.336229 + Penalty 2779.895664 = -391583.440565 nChanged 22 SP:Iteration 32Q (2519.970861 sec): 3 clusters Score: Raw -394372.157644 + Penalty 2779.895664 = -391592.261979 nChanged 20 SP:Iteration 33Q (2519.991694 sec): 3 clusters Score: Raw -394382.868302 + Penalty 2779.895664 = -391602.972638 nChanged 22 SP:Iteration 34Q (2520.012533 sec): 3 clusters Score: Raw -394391.767891 + Penalty 2779.895664 = -391611.872226 nChanged 25 SP:Iteration 35Q (2520.033238 sec): 3 clusters Score: Raw -394399.363001 + Penalty 2779.895664 = -391619.467337 nChanged 15 SP:Iteration 36Q (2520.054006 sec): 3 clusters Score: Raw -394405.242093 + Penalty 2779.895664 = -391625.346428 nChanged 24 SP:Iteration 37Q (2520.074859 sec): 3 clusters Score: Raw -394416.279922 + Penalty 2779.895664 = -391636.384257 nChanged 18 SP:Iteration 38Q (2520.095481 sec): 3 clusters Score: Raw -394425.209652 + Penalty 2779.895664 = -391645.313988 nChanged 28 SP:Iteration 39Q (2520.116125 sec): 3 clusters Score: Raw -394439.812233 + Penalty 2779.895664 = -391659.916569 nChanged 30 SP:Iteration 40F (2520.137834 sec): 3 clusters Score: Raw -394454.158910 + Penalty 2779.895664 = -391674.263246 nChanged 25 SP:Iteration 41Q (2520.158679 sec): 3 clusters Score: Raw -394465.967470 + Penalty 2779.895664 = -391686.071806 nChanged 30 SP:Iteration 42Q (2520.179390 sec): 3 clusters Score: Raw -394476.917240 + Penalty 2779.895664 = -391697.021576 nChanged 30 SP:Iteration 43Q (2520.200057 sec): 3 clusters Score: Raw -394490.492730 + Penalty 2779.895664 = -391710.597065 nChanged 26 SP:Iteration 44Q (2520.220837 sec): 3 clusters Score: Raw -394501.456302 + Penalty 2779.895664 = -391721.560638 nChanged 16 SP:Iteration 45Q (2520.241660 sec): 3 clusters Score: Raw -394509.820359 + Penalty 2779.895664 = -391729.924694 nChanged 12 SP:Iteration 46Q (2520.262443 sec): 3 clusters Score: Raw -394513.546042 + Penalty 2779.895664 = -391733.650378 nChanged 11 SP:Iteration 47Q (2520.283175 sec): 3 clusters Score: Raw -394518.145242 + Penalty 2779.895664 = -391738.249578 nChanged 10 SP:Iteration 48Q (2520.303606 sec): 3 clusters Score: Raw -394522.797047 + Penalty 2779.895664 = -391742.901383 nChanged 7 SP:Iteration 49Q (2520.324077 sec): 3 clusters Score: Raw -394526.502899 + Penalty 2779.895664 = -391746.607235 nChanged 9 SP:Iteration 50Q (2520.344833 sec): 3 clusters Score: Raw -394529.743652 + Penalty 2779.895664 = -391749.847988 nChanged 7 SP:Iteration 51Q (2520.365470 sec): 3 clusters Score: Raw -394532.156217 + Penalty 2779.895664 = -391752.260552 nChanged 6 SP:Iteration 52Q (2520.386018 sec): 3 clusters Score: Raw -394535.014322 + Penalty 2779.895664 = -391755.118658 nChanged 3 SP:Iteration 53Q (2520.406731 sec): 3 clusters Score: Raw -394536.451726 + Penalty 2779.895664 = -391756.556061 nChanged 5 SP:Iteration 54Q (2520.427174 sec): 3 clusters Score: Raw -394541.574775 + Penalty 2779.895664 = -391761.679110 nChanged 11 SP:Iteration 55Q (2520.447603 sec): 3 clusters Score: Raw -394549.356724 + Penalty 2779.895664 = -391769.461060 nChanged 12 SP:Iteration 56Q (2520.467832 sec): 3 clusters Score: Raw -394556.213049 + Penalty 2779.895664 = -391776.317384 nChanged 11 SP:Iteration 57Q (2520.488441 sec): 3 clusters Score: Raw -394560.843015 + Penalty 2779.895664 = -391780.947351 nChanged 10 SP:Iteration 58Q (2520.508814 sec): 3 clusters Score: Raw -394565.892545 + Penalty 2779.895664 = -391785.996881 nChanged 9 SP:Iteration 59Q (2520.529261 sec): 3 clusters Score: Raw -394572.746034 + Penalty 2779.895664 = -391792.850370 nChanged 7 SP:Iteration 60F (2520.551014 sec): 3 clusters Score: Raw -394575.888596 + Penalty 2779.895664 = -391795.992932 nChanged 4 SP:Iteration 61Q (2520.571486 sec): 3 clusters Score: Raw -394577.039282 + Penalty 2779.895664 = -391797.143618 nChanged 1 SP:Iteration 62Q (2520.591720 sec): 3 clusters Score: Raw -394577.136728 + Penalty 2779.895664 = -391797.241064 nChanged 1 SP:Iteration 63Q (2520.612206 sec): 3 clusters Score: Raw -394577.400505 + Penalty 2779.895664 = -391797.504841 nChanged 2 SP:Iteration 64Q (2520.632827 sec): 3 clusters Score: Raw -394578.012146 + Penalty 2779.895664 = -391798.116482 nChanged 1 SP:Iteration 65Q (2520.653117 sec): 3 clusters Score: Raw -394578.858085 + Penalty 2779.895664 = -391798.962421 nChanged 0 SP:Iteration 66F (2520.674700 sec): 3 clusters Score: Raw -394578.858085 + Penalty 2779.895664 = -391798.962421 nChanged 0 Trying to split cluster 23 (10418 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2520.700611 sec): 2 clusters Score: Raw -842488.968022 + Penalty 1503.334683 = -840985.633339 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2520.730965 sec): 3 clusters Score: Raw -836598.963973 + Penalty 3006.669366 = -833592.294606 nChanged 4491 SP:Iteration 1F (2520.760382 sec): 3 clusters Score: Raw -839221.247080 + Penalty 3006.669366 = -836214.577714 nChanged 736 SP:Iteration 2F (2520.790032 sec): 3 clusters Score: Raw -839698.299174 + Penalty 3006.669366 = -836691.629807 nChanged 726 SP:Iteration 3F (2520.819391 sec): 3 clusters Score: Raw -840162.464428 + Penalty 3006.669366 = -837155.795061 nChanged 640 SP:Iteration 4F (2520.848827 sec): 3 clusters Score: Raw -840603.519411 + Penalty 3006.669366 = -837596.850045 nChanged 603 SP:Iteration 5F (2520.878263 sec): 3 clusters Score: Raw -841035.838875 + Penalty 3006.669366 = -838029.169508 nChanged 559 SP:Iteration 6F (2520.907729 sec): 3 clusters Score: Raw -841457.627732 + Penalty 3006.669366 = -838450.958366 nChanged 452 SP:Iteration 7Q (2520.936985 sec): 3 clusters Score: Raw -841762.636651 + Penalty 3006.669366 = -838755.967284 nChanged 355 SP:Iteration 8Q (2520.966172 sec): 3 clusters Score: Raw -841955.388801 + Penalty 3006.669366 = -838948.719435 nChanged 232 SP:Iteration 9Q (2520.994817 sec): 3 clusters Score: Raw -842071.189144 + Penalty 3006.669366 = -839064.519778 nChanged 193 SP:Iteration 10Q (2521.023201 sec): 3 clusters Score: Raw -842152.571782 + Penalty 3006.669366 = -839145.902416 nChanged 156 SP:Iteration 11Q (2521.051374 sec): 3 clusters Score: Raw -842210.400379 + Penalty 3006.669366 = -839203.731012 nChanged 126 SP:Iteration 12Q (2521.079592 sec): 3 clusters Score: Raw -842257.900252 + Penalty 3006.669366 = -839251.230885 nChanged 106 SP:Iteration 13Q (2521.107385 sec): 3 clusters Score: Raw -842295.486291 + Penalty 3006.669366 = -839288.816925 nChanged 91 SP:Iteration 14Q (2521.135366 sec): 3 clusters Score: Raw -842327.922458 + Penalty 3006.669366 = -839321.253092 nChanged 86 SP:Iteration 15Q (2521.163196 sec): 3 clusters Score: Raw -842357.863842 + Penalty 3006.669366 = -839351.194475 nChanged 80 SP:Iteration 16Q (2521.191004 sec): 3 clusters Score: Raw -842386.961260 + Penalty 3006.669366 = -839380.291893 nChanged 79 SP:Iteration 17Q (2521.218616 sec): 3 clusters Score: Raw -842411.665268 + Penalty 3006.669366 = -839404.995902 nChanged 69 SP:Iteration 18Q (2521.246261 sec): 3 clusters Score: Raw -842437.219369 + Penalty 3006.669366 = -839430.550002 nChanged 71 SP:Iteration 19Q (2521.273956 sec): 3 clusters Score: Raw -842458.755479 + Penalty 3006.669366 = -839452.086113 nChanged 62 SP:Iteration 20F (2521.303353 sec): 3 clusters Score: Raw -842478.887514 + Penalty 3006.669366 = -839472.218148 nChanged 76 SP:Iteration 21Q (2521.330838 sec): 3 clusters Score: Raw -842500.028745 + Penalty 3006.669366 = -839493.359378 nChanged 62 SP:Iteration 22Q (2521.358468 sec): 3 clusters Score: Raw -842517.821134 + Penalty 3006.669366 = -839511.151767 nChanged 60 SP:Iteration 23Q (2521.386051 sec): 3 clusters Score: Raw -842531.765339 + Penalty 3006.669366 = -839525.095972 nChanged 48 SP:Iteration 24Q (2521.413609 sec): 3 clusters Score: Raw -842543.242572 + Penalty 3006.669366 = -839536.573206 nChanged 45 SP:Iteration 25Q (2521.441078 sec): 3 clusters Score: Raw -842554.322965 + Penalty 3006.669366 = -839547.653598 nChanged 37 SP:Iteration 26Q (2521.468425 sec): 3 clusters Score: Raw -842563.274494 + Penalty 3006.669366 = -839556.605127 nChanged 41 SP:Iteration 27Q (2521.496087 sec): 3 clusters Score: Raw -842572.348887 + Penalty 3006.669366 = -839565.679520 nChanged 28 SP:Iteration 28Q (2521.523599 sec): 3 clusters Score: Raw -842578.321119 + Penalty 3006.669366 = -839571.651753 nChanged 25 SP:Iteration 29Q (2521.550993 sec): 3 clusters Score: Raw -842583.234864 + Penalty 3006.669366 = -839576.565498 nChanged 29 SP:Iteration 30Q (2521.578387 sec): 3 clusters Score: Raw -842587.907239 + Penalty 3006.669366 = -839581.237873 nChanged 26 SP:Iteration 31Q (2521.605853 sec): 3 clusters Score: Raw -842591.355061 + Penalty 3006.669366 = -839584.685695 nChanged 15 SP:Iteration 32Q (2521.633102 sec): 3 clusters Score: Raw -842593.163064 + Penalty 3006.669366 = -839586.493698 nChanged 12 SP:Iteration 33Q (2521.660352 sec): 3 clusters Score: Raw -842594.675114 + Penalty 3006.669366 = -839588.005747 nChanged 12 SP:Iteration 34Q (2521.687973 sec): 3 clusters Score: Raw -842596.270891 + Penalty 3006.669366 = -839589.601525 nChanged 10 SP:Iteration 35Q (2521.715266 sec): 3 clusters Score: Raw -842597.407235 + Penalty 3006.669366 = -839590.737868 nChanged 6 SP:Iteration 36Q (2521.742744 sec): 3 clusters Score: Raw -842598.188369 + Penalty 3006.669366 = -839591.519003 nChanged 3 SP:Iteration 37Q (2521.770033 sec): 3 clusters Score: Raw -842598.338381 + Penalty 3006.669366 = -839591.669014 nChanged 1 SP:Iteration 38Q (2521.797381 sec): 3 clusters Score: Raw -842598.452402 + Penalty 3006.669366 = -839591.783036 nChanged 1 SP:Iteration 39Q (2521.824802 sec): 3 clusters Score: Raw -842598.501355 + Penalty 3006.669366 = -839591.831988 nChanged 0 SP:Iteration 40F (2521.854193 sec): 3 clusters Score: Raw -842598.501355 + Penalty 3006.669366 = -839591.831988 nChanged 0 Trying to split cluster 24 (1481 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2521.868768 sec): 2 clusters Score: Raw -87104.636756 + Penalty 1186.326832 = -85918.309924 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2521.877047 sec): 3 clusters Score: Raw -86625.025641 + Penalty 2372.653665 = -84252.371977 nChanged 512 SP:Iteration 1F (2521.884729 sec): 3 clusters Score: Raw -87256.439140 + Penalty 2372.653665 = -84883.785476 nChanged 182 SP:Iteration 2F (2521.892410 sec): 3 clusters Score: Raw -87573.179824 + Penalty 2372.653665 = -85200.526160 nChanged 109 SP:Iteration 3F (2521.900139 sec): 3 clusters Score: Raw -87754.710482 + Penalty 2372.653665 = -85382.056817 nChanged 79 SP:Iteration 4F (2521.907935 sec): 3 clusters Score: Raw -87888.624925 + Penalty 2372.653665 = -85515.971261 nChanged 53 SP:Iteration 5Q (2521.915555 sec): 3 clusters Score: Raw -87983.718090 + Penalty 2372.653665 = -85611.064426 nChanged 41 SP:Iteration 6Q (2521.923153 sec): 3 clusters Score: Raw -88026.666030 + Penalty 2372.653665 = -85654.012365 nChanged 21 SP:Iteration 7Q (2521.930686 sec): 3 clusters Score: Raw -88042.506868 + Penalty 2372.653665 = -85669.853203 nChanged 12 SP:Iteration 8Q (2521.938245 sec): 3 clusters Score: Raw -88052.532394 + Penalty 2372.653665 = -85679.878729 nChanged 7 SP:Iteration 9Q (2521.945846 sec): 3 clusters Score: Raw -88061.538903 + Penalty 2372.653665 = -85688.885239 nChanged 5 SP:Iteration 10Q (2521.953421 sec): 3 clusters Score: Raw -88069.126668 + Penalty 2372.653665 = -85696.473004 nChanged 9 SP:Iteration 11Q (2521.960924 sec): 3 clusters Score: Raw -88077.208759 + Penalty 2372.653665 = -85704.555094 nChanged 5 SP:Iteration 12Q (2521.968513 sec): 3 clusters Score: Raw -88081.006499 + Penalty 2372.653665 = -85708.352835 nChanged 5 SP:Iteration 13Q (2521.976088 sec): 3 clusters Score: Raw -88084.538251 + Penalty 2372.653665 = -85711.884587 nChanged 4 SP:Iteration 14Q (2521.983653 sec): 3 clusters Score: Raw -88088.895825 + Penalty 2372.653665 = -85716.242161 nChanged 5 SP:Iteration 15Q (2521.991217 sec): 3 clusters Score: Raw -88092.839562 + Penalty 2372.653665 = -85720.185897 nChanged 8 SP:Iteration 16Q (2521.998809 sec): 3 clusters Score: Raw -88099.773161 + Penalty 2372.653665 = -85727.119497 nChanged 5 SP:Iteration 17Q (2522.006391 sec): 3 clusters Score: Raw -88103.810728 + Penalty 2372.653665 = -85731.157063 nChanged 7 SP:Iteration 18Q (2522.013968 sec): 3 clusters Score: Raw -88107.755247 + Penalty 2372.653665 = -85735.101583 nChanged 3 SP:Iteration 19Q (2522.021522 sec): 3 clusters Score: Raw -88109.874451 + Penalty 2372.653665 = -85737.220786 nChanged 4 SP:Iteration 20F (2522.029238 sec): 3 clusters Score: Raw -88112.713889 + Penalty 2372.653665 = -85740.060224 nChanged 3 SP:Iteration 21Q (2522.036843 sec): 3 clusters Score: Raw -88114.536888 + Penalty 2372.653665 = -85741.883224 nChanged 2 SP:Iteration 22Q (2522.044409 sec): 3 clusters Score: Raw -88115.369402 + Penalty 2372.653665 = -85742.715738 nChanged 1 SP:Iteration 23Q (2522.051964 sec): 3 clusters Score: Raw -88115.948291 + Penalty 2372.653665 = -85743.294627 nChanged 1 SP:Iteration 24Q (2522.059538 sec): 3 clusters Score: Raw -88116.374919 + Penalty 2372.653665 = -85743.721254 nChanged 1 SP:Iteration 25Q (2522.067084 sec): 3 clusters Score: Raw -88117.956916 + Penalty 2372.653665 = -85745.303251 nChanged 2 SP:Iteration 26Q (2522.074673 sec): 3 clusters Score: Raw -88122.088768 + Penalty 2372.653665 = -85749.435104 nChanged 5 SP:Iteration 27Q (2522.082236 sec): 3 clusters Score: Raw -88127.143705 + Penalty 2372.653665 = -85754.490040 nChanged 4 SP:Iteration 28Q (2522.089738 sec): 3 clusters Score: Raw -88130.342742 + Penalty 2372.653665 = -85757.689077 nChanged 4 SP:Iteration 29Q (2522.097345 sec): 3 clusters Score: Raw -88132.676685 + Penalty 2372.653665 = -85760.023020 nChanged 3 SP:Iteration 30Q (2522.104891 sec): 3 clusters Score: Raw -88133.805632 + Penalty 2372.653665 = -85761.151967 nChanged 4 SP:Iteration 31Q (2522.112394 sec): 3 clusters Score: Raw -88135.597559 + Penalty 2372.653665 = -85762.943894 nChanged 2 SP:Iteration 32Q (2522.119948 sec): 3 clusters Score: Raw -88137.187424 + Penalty 2372.653665 = -85764.533760 nChanged 4 SP:Iteration 33Q (2522.127528 sec): 3 clusters Score: Raw -88139.023546 + Penalty 2372.653665 = -85766.369881 nChanged 2 SP:Iteration 34Q (2522.135094 sec): 3 clusters Score: Raw -88139.984753 + Penalty 2372.653665 = -85767.331088 nChanged 5 SP:Iteration 35Q (2522.142654 sec): 3 clusters Score: Raw -88143.753641 + Penalty 2372.653665 = -85771.099977 nChanged 8 SP:Iteration 36Q (2522.150203 sec): 3 clusters Score: Raw -88148.939926 + Penalty 2372.653665 = -85776.286262 nChanged 7 SP:Iteration 37Q (2522.157790 sec): 3 clusters Score: Raw -88153.702009 + Penalty 2372.653665 = -85781.048345 nChanged 10 SP:Iteration 38Q (2522.165355 sec): 3 clusters Score: Raw -88158.464513 + Penalty 2372.653665 = -85785.810849 nChanged 2 SP:Iteration 39Q (2522.172834 sec): 3 clusters Score: Raw -88159.086569 + Penalty 2372.653665 = -85786.432904 nChanged 3 SP:Iteration 40F (2522.180541 sec): 3 clusters Score: Raw -88160.051385 + Penalty 2372.653665 = -85787.397720 nChanged 2 SP:Iteration 41Q (2522.188088 sec): 3 clusters Score: Raw -88160.866196 + Penalty 2372.653665 = -85788.212531 nChanged 0 SP:Iteration 42F (2522.195845 sec): 3 clusters Score: Raw -88160.866196 + Penalty 2372.653665 = -85788.212531 nChanged 0 Trying to split cluster 25 (16760 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2522.230254 sec): 2 clusters Score: Raw -1365152.791587 + Penalty 1580.596936 = -1363572.194651 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2522.270955 sec): 3 clusters Score: Raw -1355217.106273 + Penalty 3161.193872 = -1352055.912402 nChanged 7485 SP:Iteration 1F (2522.309827 sec): 3 clusters Score: Raw -1359218.855548 + Penalty 3161.193872 = -1356057.661676 nChanged 935 SP:Iteration 2F (2522.348943 sec): 3 clusters Score: Raw -1359574.873720 + Penalty 3161.193872 = -1356413.679848 nChanged 853 SP:Iteration 3F (2522.387969 sec): 3 clusters Score: Raw -1359935.155135 + Penalty 3161.193872 = -1356773.961264 nChanged 857 SP:Iteration 4F (2522.429758 sec): 3 clusters Score: Raw -1360319.693715 + Penalty 3161.193872 = -1357158.499843 nChanged 851 SP:Iteration 5F (2522.468653 sec): 3 clusters Score: Raw -1360745.603811 + Penalty 3161.193872 = -1357584.409940 nChanged 922 SP:Iteration 6F (2522.507520 sec): 3 clusters Score: Raw -1361330.037898 + Penalty 3161.193872 = -1358168.844027 nChanged 1012 SP:Iteration 7F (2522.573564 sec): 3 clusters Score: Raw -1362081.976191 + Penalty 3161.193872 = -1358920.782320 nChanged 957 SP:Iteration 8F (2522.636967 sec): 3 clusters Score: Raw -1362891.847120 + Penalty 3161.193872 = -1359730.653248 nChanged 846 SP:Iteration 9F (2522.685716 sec): 3 clusters Score: Raw -1363700.297177 + Penalty 3161.193872 = -1360539.103306 nChanged 643 SP:Iteration 10Q (2522.724234 sec): 3 clusters Score: Raw -1364387.544662 + Penalty 3161.193872 = -1361226.350790 nChanged 485 SP:Iteration 11Q (2522.761657 sec): 3 clusters Score: Raw -1364921.909876 + Penalty 3161.193872 = -1361760.716004 nChanged 370 SP:Iteration 12Q (2522.797652 sec): 3 clusters Score: Raw -1365268.184266 + Penalty 3161.193872 = -1362106.990395 nChanged 252 SP:Iteration 13Q (2522.832797 sec): 3 clusters Score: Raw -1365448.579682 + Penalty 3161.193872 = -1362287.385810 nChanged 185 SP:Iteration 14Q (2522.867594 sec): 3 clusters Score: Raw -1365569.312372 + Penalty 3161.193872 = -1362408.118500 nChanged 135 SP:Iteration 15Q (2522.902181 sec): 3 clusters Score: Raw -1365656.427879 + Penalty 3161.193872 = -1362495.234008 nChanged 117 SP:Iteration 16Q (2522.936724 sec): 3 clusters Score: Raw -1365726.016147 + Penalty 3161.193872 = -1362564.822276 nChanged 87 SP:Iteration 17Q (2522.971053 sec): 3 clusters Score: Raw -1365767.790984 + Penalty 3161.193872 = -1362606.597112 nChanged 65 SP:Iteration 18Q (2523.005161 sec): 3 clusters Score: Raw -1365801.099865 + Penalty 3161.193872 = -1362639.905994 nChanged 57 SP:Iteration 19Q (2523.039064 sec): 3 clusters Score: Raw -1365833.835036 + Penalty 3161.193872 = -1362672.641165 nChanged 60 SP:Iteration 20F (2523.078158 sec): 3 clusters Score: Raw -1365869.258795 + Penalty 3161.193872 = -1362708.064923 nChanged 62 SP:Iteration 21Q (2523.112114 sec): 3 clusters Score: Raw -1365901.427770 + Penalty 3161.193872 = -1362740.233899 nChanged 63 SP:Iteration 22Q (2523.146221 sec): 3 clusters Score: Raw -1365926.075208 + Penalty 3161.193872 = -1362764.881336 nChanged 44 SP:Iteration 23Q (2523.180143 sec): 3 clusters Score: Raw -1365946.284673 + Penalty 3161.193872 = -1362785.090802 nChanged 42 SP:Iteration 24Q (2523.213934 sec): 3 clusters Score: Raw -1365965.827557 + Penalty 3161.193872 = -1362804.633686 nChanged 40 SP:Iteration 25Q (2523.247774 sec): 3 clusters Score: Raw -1365990.895619 + Penalty 3161.193872 = -1362829.701747 nChanged 45 SP:Iteration 26Q (2523.281639 sec): 3 clusters Score: Raw -1366015.902566 + Penalty 3161.193872 = -1362854.708694 nChanged 41 SP:Iteration 27Q (2523.315599 sec): 3 clusters Score: Raw -1366037.337078 + Penalty 3161.193872 = -1362876.143207 nChanged 39 SP:Iteration 28Q (2523.349360 sec): 3 clusters Score: Raw -1366054.347041 + Penalty 3161.193872 = -1362893.153169 nChanged 40 SP:Iteration 29Q (2523.383283 sec): 3 clusters Score: Raw -1366069.116302 + Penalty 3161.193872 = -1362907.922431 nChanged 29 SP:Iteration 30Q (2523.416964 sec): 3 clusters Score: Raw -1366083.220667 + Penalty 3161.193872 = -1362922.026796 nChanged 27 SP:Iteration 31Q (2523.450665 sec): 3 clusters Score: Raw -1366094.174275 + Penalty 3161.193872 = -1362932.980403 nChanged 20 SP:Iteration 32Q (2523.484423 sec): 3 clusters Score: Raw -1366100.315875 + Penalty 3161.193872 = -1362939.122004 nChanged 12 SP:Iteration 33Q (2523.518185 sec): 3 clusters Score: Raw -1366102.555907 + Penalty 3161.193872 = -1362941.362035 nChanged 5 SP:Iteration 34Q (2523.551750 sec): 3 clusters Score: Raw -1366103.934227 + Penalty 3161.193872 = -1362942.740355 nChanged 7 SP:Iteration 35Q (2523.585453 sec): 3 clusters Score: Raw -1366106.109826 + Penalty 3161.193872 = -1362944.915954 nChanged 7 SP:Iteration 36Q (2523.619078 sec): 3 clusters Score: Raw -1366107.667554 + Penalty 3161.193872 = -1362946.473683 nChanged 7 SP:Iteration 37Q (2523.652777 sec): 3 clusters Score: Raw -1366108.791133 + Penalty 3161.193872 = -1362947.597262 nChanged 1 SP:Iteration 38Q (2523.686468 sec): 3 clusters Score: Raw -1366108.995669 + Penalty 3161.193872 = -1362947.801798 nChanged 0 SP:Iteration 39F (2523.725677 sec): 3 clusters Score: Raw -1366108.995669 + Penalty 3161.193872 = -1362947.801798 nChanged 0 Trying to split cluster 26 (9455 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2523.748052 sec): 2 clusters Score: Raw -767886.399614 + Penalty 1487.573584 = -766398.826029 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2523.776778 sec): 3 clusters Score: Raw -762549.680832 + Penalty 2975.147169 = -759574.533663 nChanged 4067 SP:Iteration 1F (2523.804841 sec): 3 clusters Score: Raw -764908.400551 + Penalty 2975.147169 = -761933.253382 nChanged 785 SP:Iteration 2F (2523.832700 sec): 3 clusters Score: Raw -765564.420523 + Penalty 2975.147169 = -762589.273354 nChanged 820 SP:Iteration 3F (2523.860542 sec): 3 clusters Score: Raw -766229.985393 + Penalty 2975.147169 = -763254.838224 nChanged 749 SP:Iteration 4F (2523.888440 sec): 3 clusters Score: Raw -766799.105628 + Penalty 2975.147169 = -763823.958459 nChanged 640 SP:Iteration 5F (2523.916596 sec): 3 clusters Score: Raw -767254.487972 + Penalty 2975.147169 = -764279.340803 nChanged 460 SP:Iteration 6Q (2523.944591 sec): 3 clusters Score: Raw -767535.834663 + Penalty 2975.147169 = -764560.687494 nChanged 306 SP:Iteration 7Q (2523.972602 sec): 3 clusters Score: Raw -767696.035439 + Penalty 2975.147169 = -764720.888270 nChanged 234 SP:Iteration 8Q (2524.000524 sec): 3 clusters Score: Raw -767807.750537 + Penalty 2975.147169 = -764832.603368 nChanged 160 SP:Iteration 9Q (2524.028564 sec): 3 clusters Score: Raw -767878.342848 + Penalty 2975.147169 = -764903.195679 nChanged 137 SP:Iteration 10Q (2524.056593 sec): 3 clusters Score: Raw -767936.582740 + Penalty 2975.147169 = -764961.435571 nChanged 116 SP:Iteration 11Q (2524.084573 sec): 3 clusters Score: Raw -767982.677328 + Penalty 2975.147169 = -765007.530159 nChanged 111 SP:Iteration 12Q (2524.112470 sec): 3 clusters Score: Raw -768029.194642 + Penalty 2975.147169 = -765054.047474 nChanged 87 SP:Iteration 13Q (2524.140438 sec): 3 clusters Score: Raw -768068.094912 + Penalty 2975.147169 = -765092.947743 nChanged 67 SP:Iteration 14Q (2524.168310 sec): 3 clusters Score: Raw -768104.721723 + Penalty 2975.147169 = -765129.574554 nChanged 60 SP:Iteration 15Q (2524.195923 sec): 3 clusters Score: Raw -768132.209360 + Penalty 2975.147169 = -765157.062191 nChanged 55 SP:Iteration 16Q (2524.223499 sec): 3 clusters Score: Raw -768162.664315 + Penalty 2975.147169 = -765187.517146 nChanged 60 SP:Iteration 17Q (2524.251002 sec): 3 clusters Score: Raw -768190.621888 + Penalty 2975.147169 = -765215.474719 nChanged 42 SP:Iteration 18Q (2524.278366 sec): 3 clusters Score: Raw -768210.458581 + Penalty 2975.147169 = -765235.311412 nChanged 43 SP:Iteration 19Q (2524.305787 sec): 3 clusters Score: Raw -768233.126878 + Penalty 2975.147169 = -765257.979709 nChanged 46 SP:Iteration 20F (2524.333843 sec): 3 clusters Score: Raw -768253.080289 + Penalty 2975.147169 = -765277.933120 nChanged 37 SP:Iteration 21Q (2524.360975 sec): 3 clusters Score: Raw -768273.795902 + Penalty 2975.147169 = -765298.648733 nChanged 46 SP:Iteration 22Q (2524.387857 sec): 3 clusters Score: Raw -768300.119734 + Penalty 2975.147169 = -765324.972565 nChanged 48 SP:Iteration 23Q (2524.414563 sec): 3 clusters Score: Raw -768325.017165 + Penalty 2975.147169 = -765349.869996 nChanged 38 SP:Iteration 24Q (2524.441380 sec): 3 clusters Score: Raw -768346.177408 + Penalty 2975.147169 = -765371.030239 nChanged 31 SP:Iteration 25Q (2524.467794 sec): 3 clusters Score: Raw -768362.939274 + Penalty 2975.147169 = -765387.792105 nChanged 31 SP:Iteration 26Q (2524.494207 sec): 3 clusters Score: Raw -768379.843332 + Penalty 2975.147169 = -765404.696163 nChanged 26 SP:Iteration 27Q (2524.520518 sec): 3 clusters Score: Raw -768404.853046 + Penalty 2975.147169 = -765429.705877 nChanged 31 SP:Iteration 28Q (2524.546722 sec): 3 clusters Score: Raw -768435.593417 + Penalty 2975.147169 = -765460.446248 nChanged 52 SP:Iteration 29Q (2524.573019 sec): 3 clusters Score: Raw -768473.727053 + Penalty 2975.147169 = -765498.579884 nChanged 43 SP:Iteration 30Q (2524.599017 sec): 3 clusters Score: Raw -768511.973896 + Penalty 2975.147169 = -765536.826727 nChanged 49 SP:Iteration 31Q (2524.624935 sec): 3 clusters Score: Raw -768557.339502 + Penalty 2975.147169 = -765582.192333 nChanged 45 SP:Iteration 32Q (2524.650510 sec): 3 clusters Score: Raw -768590.517287 + Penalty 2975.147169 = -765615.370118 nChanged 36 SP:Iteration 33Q (2524.676127 sec): 3 clusters Score: Raw -768610.369734 + Penalty 2975.147169 = -765635.222565 nChanged 24 SP:Iteration 34Q (2524.701533 sec): 3 clusters Score: Raw -768621.620553 + Penalty 2975.147169 = -765646.473384 nChanged 13 SP:Iteration 35Q (2524.726846 sec): 3 clusters Score: Raw -768625.578771 + Penalty 2975.147169 = -765650.431602 nChanged 13 SP:Iteration 36Q (2524.752364 sec): 3 clusters Score: Raw -768629.815504 + Penalty 2975.147169 = -765654.668336 nChanged 16 SP:Iteration 37Q (2524.777807 sec): 3 clusters Score: Raw -768636.862944 + Penalty 2975.147169 = -765661.715776 nChanged 14 SP:Iteration 38Q (2524.803082 sec): 3 clusters Score: Raw -768642.607404 + Penalty 2975.147169 = -765667.460235 nChanged 13 SP:Iteration 39Q (2524.828436 sec): 3 clusters Score: Raw -768645.960301 + Penalty 2975.147169 = -765670.813132 nChanged 11 SP:Iteration 40F (2524.856596 sec): 3 clusters Score: Raw -768650.620095 + Penalty 2975.147169 = -765675.472926 nChanged 9 SP:Iteration 41Q (2524.881969 sec): 3 clusters Score: Raw -768654.022909 + Penalty 2975.147169 = -765678.875740 nChanged 7 SP:Iteration 42Q (2524.907251 sec): 3 clusters Score: Raw -768657.615628 + Penalty 2975.147169 = -765682.468459 nChanged 11 SP:Iteration 43Q (2524.932659 sec): 3 clusters Score: Raw -768661.992875 + Penalty 2975.147169 = -765686.845706 nChanged 8 SP:Iteration 44Q (2524.958760 sec): 3 clusters Score: Raw -768664.586969 + Penalty 2975.147169 = -765689.439801 nChanged 4 SP:Iteration 45Q (2524.984157 sec): 3 clusters Score: Raw -768666.501153 + Penalty 2975.147169 = -765691.353984 nChanged 3 SP:Iteration 46Q (2525.009458 sec): 3 clusters Score: Raw -768666.988871 + Penalty 2975.147169 = -765691.841702 nChanged 1 SP:Iteration 47Q (2525.034667 sec): 3 clusters Score: Raw -768667.378365 + Penalty 2975.147169 = -765692.231196 nChanged 1 SP:Iteration 48Q (2525.060280 sec): 3 clusters Score: Raw -768667.587080 + Penalty 2975.147169 = -765692.439911 nChanged 0 SP:Iteration 49F (2525.088210 sec): 3 clusters Score: Raw -768667.587080 + Penalty 2975.147169 = -765692.439911 nChanged 0 Trying to split cluster 27 (10943 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2525.114372 sec): 2 clusters Score: Raw -903383.018910 + Penalty 1511.323980 = -901871.694930 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2525.145591 sec): 3 clusters Score: Raw -897185.652971 + Penalty 3022.647960 = -894163.005011 nChanged 4738 SP:Iteration 1F (2525.175728 sec): 3 clusters Score: Raw -899734.844632 + Penalty 3022.647960 = -896712.196672 nChanged 716 SP:Iteration 2F (2525.206058 sec): 3 clusters Score: Raw -900096.362443 + Penalty 3022.647960 = -897073.714483 nChanged 701 SP:Iteration 3F (2525.236194 sec): 3 clusters Score: Raw -900511.227762 + Penalty 3022.647960 = -897488.579802 nChanged 719 SP:Iteration 4F (2525.266436 sec): 3 clusters Score: Raw -901010.230635 + Penalty 3022.647960 = -897987.582675 nChanged 757 SP:Iteration 5F (2525.296573 sec): 3 clusters Score: Raw -901588.248659 + Penalty 3022.647960 = -898565.600699 nChanged 706 SP:Iteration 6F (2525.326774 sec): 3 clusters Score: Raw -902175.479161 + Penalty 3022.647960 = -899152.831201 nChanged 617 SP:Iteration 7F (2525.356917 sec): 3 clusters Score: Raw -902693.539297 + Penalty 3022.647960 = -899670.891337 nChanged 483 SP:Iteration 8Q (2525.386922 sec): 3 clusters Score: Raw -903129.818284 + Penalty 3022.647960 = -900107.170324 nChanged 365 SP:Iteration 9Q (2525.416942 sec): 3 clusters Score: Raw -903492.233008 + Penalty 3022.647960 = -900469.585048 nChanged 240 SP:Iteration 10Q (2525.445915 sec): 3 clusters Score: Raw -903680.694398 + Penalty 3022.647960 = -900658.046439 nChanged 151 SP:Iteration 11Q (2525.474315 sec): 3 clusters Score: Raw -903761.109546 + Penalty 3022.647960 = -900738.461586 nChanged 81 SP:Iteration 12Q (2525.502509 sec): 3 clusters Score: Raw -903796.109727 + Penalty 3022.647960 = -900773.461767 nChanged 65 SP:Iteration 13Q (2525.530396 sec): 3 clusters Score: Raw -903818.733981 + Penalty 3022.647960 = -900796.086021 nChanged 42 SP:Iteration 14Q (2525.558139 sec): 3 clusters Score: Raw -903834.802870 + Penalty 3022.647960 = -900812.154910 nChanged 46 SP:Iteration 15Q (2525.585816 sec): 3 clusters Score: Raw -903852.884181 + Penalty 3022.647960 = -900830.236221 nChanged 34 SP:Iteration 16Q (2525.613738 sec): 3 clusters Score: Raw -903863.138072 + Penalty 3022.647960 = -900840.490112 nChanged 29 SP:Iteration 17Q (2525.641426 sec): 3 clusters Score: Raw -903871.738307 + Penalty 3022.647960 = -900849.090347 nChanged 28 SP:Iteration 18Q (2525.669029 sec): 3 clusters Score: Raw -903880.906507 + Penalty 3022.647960 = -900858.258547 nChanged 34 SP:Iteration 19Q (2525.696890 sec): 3 clusters Score: Raw -903889.466656 + Penalty 3022.647960 = -900866.818696 nChanged 27 SP:Iteration 20F (2525.727044 sec): 3 clusters Score: Raw -903896.362372 + Penalty 3022.647960 = -900873.714412 nChanged 23 SP:Iteration 21Q (2525.754742 sec): 3 clusters Score: Raw -903903.025445 + Penalty 3022.647960 = -900880.377485 nChanged 18 SP:Iteration 22Q (2525.782253 sec): 3 clusters Score: Raw -903907.072790 + Penalty 3022.647960 = -900884.424830 nChanged 13 SP:Iteration 23Q (2525.809790 sec): 3 clusters Score: Raw -903909.264513 + Penalty 3022.647960 = -900886.616553 nChanged 8 SP:Iteration 24Q (2525.837335 sec): 3 clusters Score: Raw -903910.800501 + Penalty 3022.647960 = -900888.152541 nChanged 6 SP:Iteration 25Q (2525.864762 sec): 3 clusters Score: Raw -903911.977970 + Penalty 3022.647960 = -900889.330010 nChanged 10 SP:Iteration 26Q (2525.892446 sec): 3 clusters Score: Raw -903915.908994 + Penalty 3022.647960 = -900893.261034 nChanged 9 SP:Iteration 27Q (2525.919812 sec): 3 clusters Score: Raw -903917.955469 + Penalty 3022.647960 = -900895.307509 nChanged 8 SP:Iteration 28Q (2525.947226 sec): 3 clusters Score: Raw -903919.651694 + Penalty 3022.647960 = -900897.003734 nChanged 6 SP:Iteration 29Q (2525.974738 sec): 3 clusters Score: Raw -903920.771159 + Penalty 3022.647960 = -900898.123199 nChanged 5 SP:Iteration 30Q (2526.002292 sec): 3 clusters Score: Raw -903921.376709 + Penalty 3022.647960 = -900898.728749 nChanged 2 SP:Iteration 31Q (2526.029876 sec): 3 clusters Score: Raw -903921.490468 + Penalty 3022.647960 = -900898.842508 nChanged 1 SP:Iteration 32Q (2526.057238 sec): 3 clusters Score: Raw -903921.608195 + Penalty 3022.647960 = -900898.960235 nChanged 0 SP:Iteration 33F (2526.087287 sec): 3 clusters Score: Raw -903921.608195 + Penalty 3022.647960 = -900898.960235 nChanged 0 Trying to split cluster 28 (4727 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2526.105409 sec): 2 clusters Score: Raw -331886.372794 + Penalty 1374.919980 = -330511.452814 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2526.126784 sec): 3 clusters Score: Raw -329506.161414 + Penalty 2749.839960 = -326756.321454 nChanged 1932 SP:Iteration 1F (2526.147828 sec): 3 clusters Score: Raw -330955.999097 + Penalty 2749.839960 = -328206.159137 nChanged 445 SP:Iteration 2F (2526.168956 sec): 3 clusters Score: Raw -331315.716603 + Penalty 2749.839960 = -328565.876643 nChanged 323 SP:Iteration 3F (2526.189891 sec): 3 clusters Score: Raw -331571.792462 + Penalty 2749.839960 = -328821.952502 nChanged 276 SP:Iteration 4F (2526.210839 sec): 3 clusters Score: Raw -331793.677658 + Penalty 2749.839960 = -329043.837698 nChanged 231 SP:Iteration 5Q (2526.231761 sec): 3 clusters Score: Raw -331977.900772 + Penalty 2749.839960 = -329228.060812 nChanged 210 SP:Iteration 6Q (2526.252284 sec): 3 clusters Score: Raw -332119.836909 + Penalty 2749.839960 = -329369.996949 nChanged 181 SP:Iteration 7Q (2526.273134 sec): 3 clusters Score: Raw -332219.981604 + Penalty 2749.839960 = -329470.141644 nChanged 140 SP:Iteration 8Q (2526.293761 sec): 3 clusters Score: Raw -332282.344889 + Penalty 2749.839960 = -329532.504929 nChanged 96 SP:Iteration 9Q (2526.314520 sec): 3 clusters Score: Raw -332334.581900 + Penalty 2749.839960 = -329584.741940 nChanged 100 SP:Iteration 10Q (2526.335194 sec): 3 clusters Score: Raw -332387.759468 + Penalty 2749.839960 = -329637.919508 nChanged 112 SP:Iteration 11Q (2526.355684 sec): 3 clusters Score: Raw -332461.535983 + Penalty 2749.839960 = -329711.696023 nChanged 102 SP:Iteration 12Q (2526.376099 sec): 3 clusters Score: Raw -332516.885117 + Penalty 2749.839960 = -329767.045157 nChanged 89 SP:Iteration 13Q (2526.396757 sec): 3 clusters Score: Raw -332574.969048 + Penalty 2749.839960 = -329825.129088 nChanged 88 SP:Iteration 14Q (2526.417122 sec): 3 clusters Score: Raw -332633.469530 + Penalty 2749.839960 = -329883.629570 nChanged 82 SP:Iteration 15Q (2526.437451 sec): 3 clusters Score: Raw -332695.108802 + Penalty 2749.839960 = -329945.268842 nChanged 84 SP:Iteration 16Q (2526.457967 sec): 3 clusters Score: Raw -332755.851263 + Penalty 2749.839960 = -330006.011303 nChanged 67 SP:Iteration 17Q (2526.478471 sec): 3 clusters Score: Raw -332805.166626 + Penalty 2749.839960 = -330055.326666 nChanged 49 SP:Iteration 18Q (2526.498644 sec): 3 clusters Score: Raw -332832.410573 + Penalty 2749.839960 = -330082.570613 nChanged 45 SP:Iteration 19Q (2526.518988 sec): 3 clusters Score: Raw -332860.756485 + Penalty 2749.839960 = -330110.916525 nChanged 37 SP:Iteration 20F (2526.539673 sec): 3 clusters Score: Raw -332880.995697 + Penalty 2749.839960 = -330131.155737 nChanged 32 SP:Iteration 21Q (2526.559767 sec): 3 clusters Score: Raw -332893.433064 + Penalty 2749.839960 = -330143.593104 nChanged 20 SP:Iteration 22Q (2526.579961 sec): 3 clusters Score: Raw -332900.843767 + Penalty 2749.839960 = -330151.003807 nChanged 14 SP:Iteration 23Q (2526.600277 sec): 3 clusters Score: Raw -332909.218479 + Penalty 2749.839960 = -330159.378519 nChanged 18 SP:Iteration 24Q (2526.620427 sec): 3 clusters Score: Raw -332919.910000 + Penalty 2749.839960 = -330170.070040 nChanged 13 SP:Iteration 25Q (2526.640204 sec): 3 clusters Score: Raw -332926.495947 + Penalty 2749.839960 = -330176.655987 nChanged 11 SP:Iteration 26Q (2526.660222 sec): 3 clusters Score: Raw -332928.593666 + Penalty 2749.839960 = -330178.753706 nChanged 2 SP:Iteration 27Q (2526.680190 sec): 3 clusters Score: Raw -332929.247417 + Penalty 2749.839960 = -330179.407457 nChanged 1 SP:Iteration 28Q (2526.700417 sec): 3 clusters Score: Raw -332929.942808 + Penalty 2749.839960 = -330180.102848 nChanged 2 SP:Iteration 29Q (2526.720481 sec): 3 clusters Score: Raw -332930.547996 + Penalty 2749.839960 = -330180.708036 nChanged 3 SP:Iteration 30Q (2526.740591 sec): 3 clusters Score: Raw -332931.500512 + Penalty 2749.839960 = -330181.660552 nChanged 1 SP:Iteration 31Q (2526.760525 sec): 3 clusters Score: Raw -332931.854402 + Penalty 2749.839960 = -330182.014442 nChanged 0 SP:Iteration 32F (2526.781393 sec): 3 clusters Score: Raw -332931.854402 + Penalty 2749.839960 = -330182.014442 nChanged 0 Trying to split cluster 29 (25471 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2526.826155 sec): 2 clusters Score: Raw -1929631.000625 + Penalty 1648.610572 = -1927982.390052 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2526.880808 sec): 3 clusters Score: Raw -1914181.876693 + Penalty 3297.221144 = -1910884.655549 nChanged 11572 SP:Iteration 1F (2526.933200 sec): 3 clusters Score: Raw -1920732.464487 + Penalty 3297.221144 = -1917435.243343 nChanged 1484 SP:Iteration 2F (2526.985878 sec): 3 clusters Score: Raw -1921490.218313 + Penalty 3297.221144 = -1918192.997169 nChanged 1596 SP:Iteration 3F (2527.038425 sec): 3 clusters Score: Raw -1922402.316107 + Penalty 3297.221144 = -1919105.094962 nChanged 1707 SP:Iteration 4F (2527.091034 sec): 3 clusters Score: Raw -1923552.445836 + Penalty 3297.221144 = -1920255.224691 nChanged 1777 SP:Iteration 5F (2527.143547 sec): 3 clusters Score: Raw -1924922.773872 + Penalty 3297.221144 = -1921625.552728 nChanged 1710 SP:Iteration 6F (2527.195873 sec): 3 clusters Score: Raw -1926322.937287 + Penalty 3297.221144 = -1923025.716143 nChanged 1366 SP:Iteration 7F (2527.248428 sec): 3 clusters Score: Raw -1927359.989315 + Penalty 3297.221144 = -1924062.768171 nChanged 1046 SP:Iteration 8Q (2527.300666 sec): 3 clusters Score: Raw -1928013.026952 + Penalty 3297.221144 = -1924715.805808 nChanged 752 SP:Iteration 9Q (2527.351260 sec): 3 clusters Score: Raw -1928369.789318 + Penalty 3297.221144 = -1925072.568174 nChanged 483 SP:Iteration 10Q (2527.400774 sec): 3 clusters Score: Raw -1928546.661758 + Penalty 3297.221144 = -1925249.440614 nChanged 376 SP:Iteration 11Q (2527.449639 sec): 3 clusters Score: Raw -1928682.699395 + Penalty 3297.221144 = -1925385.478251 nChanged 333 SP:Iteration 12Q (2527.498259 sec): 3 clusters Score: Raw -1928803.851972 + Penalty 3297.221144 = -1925506.630827 nChanged 310 SP:Iteration 13Q (2527.546058 sec): 3 clusters Score: Raw -1928908.593591 + Penalty 3297.221144 = -1925611.372446 nChanged 295 SP:Iteration 14Q (2527.593550 sec): 3 clusters Score: Raw -1929007.876285 + Penalty 3297.221144 = -1925710.655141 nChanged 257 SP:Iteration 15Q (2527.640650 sec): 3 clusters Score: Raw -1929093.294152 + Penalty 3297.221144 = -1925796.073008 nChanged 235 SP:Iteration 16Q (2527.687177 sec): 3 clusters Score: Raw -1929181.113267 + Penalty 3297.221144 = -1925883.892123 nChanged 240 SP:Iteration 17Q (2527.733741 sec): 3 clusters Score: Raw -1929278.617781 + Penalty 3297.221144 = -1925981.396637 nChanged 247 SP:Iteration 18Q (2527.780539 sec): 3 clusters Score: Raw -1929379.324914 + Penalty 3297.221144 = -1926082.103770 nChanged 234 SP:Iteration 19Q (2527.871075 sec): 3 clusters Score: Raw -1929484.041855 + Penalty 3297.221144 = -1926186.820711 nChanged 202 SP:Iteration 20F (2527.929625 sec): 3 clusters Score: Raw -1929574.573555 + Penalty 3297.221144 = -1926277.352410 nChanged 203 SP:Iteration 21Q (2527.974986 sec): 3 clusters Score: Raw -1929664.438012 + Penalty 3297.221144 = -1926367.216867 nChanged 182 SP:Iteration 22Q (2528.020059 sec): 3 clusters Score: Raw -1929747.472329 + Penalty 3297.221144 = -1926450.251185 nChanged 158 SP:Iteration 23Q (2528.064830 sec): 3 clusters Score: Raw -1929827.648729 + Penalty 3297.221144 = -1926530.427584 nChanged 159 SP:Iteration 24Q (2528.109106 sec): 3 clusters Score: Raw -1929908.192482 + Penalty 3297.221144 = -1926610.971338 nChanged 139 SP:Iteration 25Q (2528.153197 sec): 3 clusters Score: Raw -1929974.642892 + Penalty 3297.221144 = -1926677.421748 nChanged 115 SP:Iteration 26Q (2528.197208 sec): 3 clusters Score: Raw -1930025.907445 + Penalty 3297.221144 = -1926728.686300 nChanged 94 SP:Iteration 27Q (2528.241053 sec): 3 clusters Score: Raw -1930061.713155 + Penalty 3297.221144 = -1926764.492010 nChanged 82 SP:Iteration 28Q (2528.284762 sec): 3 clusters Score: Raw -1930094.423600 + Penalty 3297.221144 = -1926797.202456 nChanged 88 SP:Iteration 29Q (2528.328080 sec): 3 clusters Score: Raw -1930122.861644 + Penalty 3297.221144 = -1926825.640499 nChanged 63 SP:Iteration 30Q (2528.371375 sec): 3 clusters Score: Raw -1930140.255015 + Penalty 3297.221144 = -1926843.033871 nChanged 42 SP:Iteration 31Q (2528.414681 sec): 3 clusters Score: Raw -1930150.449777 + Penalty 3297.221144 = -1926853.228633 nChanged 42 SP:Iteration 32Q (2528.457685 sec): 3 clusters Score: Raw -1930163.673814 + Penalty 3297.221144 = -1926866.452669 nChanged 45 SP:Iteration 33Q (2528.500724 sec): 3 clusters Score: Raw -1930179.797752 + Penalty 3297.221144 = -1926882.576608 nChanged 46 SP:Iteration 34Q (2528.544258 sec): 3 clusters Score: Raw -1930194.535900 + Penalty 3297.221144 = -1926897.314756 nChanged 34 SP:Iteration 35Q (2528.587408 sec): 3 clusters Score: Raw -1930201.901998 + Penalty 3297.221144 = -1926904.680854 nChanged 31 SP:Iteration 36Q (2528.630443 sec): 3 clusters Score: Raw -1930209.770744 + Penalty 3297.221144 = -1926912.549600 nChanged 23 SP:Iteration 37Q (2528.673560 sec): 3 clusters Score: Raw -1930216.643099 + Penalty 3297.221144 = -1926919.421955 nChanged 24 SP:Iteration 38Q (2528.716419 sec): 3 clusters Score: Raw -1930224.628970 + Penalty 3297.221144 = -1926927.407825 nChanged 30 SP:Iteration 39Q (2528.759705 sec): 3 clusters Score: Raw -1930233.469352 + Penalty 3297.221144 = -1926936.248208 nChanged 30 SP:Iteration 40F (2528.811902 sec): 3 clusters Score: Raw -1930240.734926 + Penalty 3297.221144 = -1926943.513782 nChanged 30 SP:Iteration 41Q (2528.855251 sec): 3 clusters Score: Raw -1930247.957829 + Penalty 3297.221144 = -1926950.736685 nChanged 24 SP:Iteration 42Q (2528.898341 sec): 3 clusters Score: Raw -1930254.090023 + Penalty 3297.221144 = -1926956.868879 nChanged 25 SP:Iteration 43Q (2528.941577 sec): 3 clusters Score: Raw -1930261.385963 + Penalty 3297.221144 = -1926964.164818 nChanged 28 SP:Iteration 44Q (2528.984797 sec): 3 clusters Score: Raw -1930267.632608 + Penalty 3297.221144 = -1926970.411464 nChanged 19 SP:Iteration 45Q (2529.027854 sec): 3 clusters Score: Raw -1930272.210024 + Penalty 3297.221144 = -1926974.988880 nChanged 19 SP:Iteration 46Q (2529.070644 sec): 3 clusters Score: Raw -1930275.988802 + Penalty 3297.221144 = -1926978.767658 nChanged 18 SP:Iteration 47Q (2529.113676 sec): 3 clusters Score: Raw -1930281.801183 + Penalty 3297.221144 = -1926984.580038 nChanged 20 SP:Iteration 48Q (2529.156589 sec): 3 clusters Score: Raw -1930286.747436 + Penalty 3297.221144 = -1926989.526291 nChanged 18 SP:Iteration 49Q (2529.199405 sec): 3 clusters Score: Raw -1930289.018942 + Penalty 3297.221144 = -1926991.797797 nChanged 12 SP:Iteration 50Q (2529.242287 sec): 3 clusters Score: Raw -1930290.790014 + Penalty 3297.221144 = -1926993.568870 nChanged 14 SP:Iteration 51Q (2529.285628 sec): 3 clusters Score: Raw -1930294.092073 + Penalty 3297.221144 = -1926996.870928 nChanged 14 SP:Iteration 52Q (2529.328452 sec): 3 clusters Score: Raw -1930296.751738 + Penalty 3297.221144 = -1926999.530594 nChanged 14 SP:Iteration 53Q (2529.371579 sec): 3 clusters Score: Raw -1930299.155699 + Penalty 3297.221144 = -1927001.934554 nChanged 9 SP:Iteration 54Q (2529.414272 sec): 3 clusters Score: Raw -1930300.229701 + Penalty 3297.221144 = -1927003.008556 nChanged 7 SP:Iteration 55Q (2529.457379 sec): 3 clusters Score: Raw -1930301.365863 + Penalty 3297.221144 = -1927004.144719 nChanged 6 SP:Iteration 56Q (2529.500630 sec): 3 clusters Score: Raw -1930302.402488 + Penalty 3297.221144 = -1927005.181344 nChanged 10 SP:Iteration 57Q (2529.543368 sec): 3 clusters Score: Raw -1930305.236577 + Penalty 3297.221144 = -1927008.015433 nChanged 11 SP:Iteration 58Q (2529.586520 sec): 3 clusters Score: Raw -1930307.466402 + Penalty 3297.221144 = -1927010.245258 nChanged 7 SP:Iteration 59Q (2529.629803 sec): 3 clusters Score: Raw -1930309.127585 + Penalty 3297.221144 = -1927011.906441 nChanged 11 SP:Iteration 60F (2529.683692 sec): 3 clusters Score: Raw -1930311.452364 + Penalty 3297.221144 = -1927014.231219 nChanged 13 SP:Iteration 61Q (2529.726657 sec): 3 clusters Score: Raw -1930314.859590 + Penalty 3297.221144 = -1927017.638446 nChanged 17 SP:Iteration 62Q (2529.769803 sec): 3 clusters Score: Raw -1930318.538340 + Penalty 3297.221144 = -1927021.317196 nChanged 14 SP:Iteration 63Q (2529.812727 sec): 3 clusters Score: Raw -1930321.461892 + Penalty 3297.221144 = -1927024.240747 nChanged 9 SP:Iteration 64Q (2529.855939 sec): 3 clusters Score: Raw -1930322.654275 + Penalty 3297.221144 = -1927025.433130 nChanged 7 SP:Iteration 65Q (2529.899157 sec): 3 clusters Score: Raw -1930323.801855 + Penalty 3297.221144 = -1927026.580711 nChanged 6 SP:Iteration 66Q (2529.942369 sec): 3 clusters Score: Raw -1930325.800369 + Penalty 3297.221144 = -1927028.579224 nChanged 8 SP:Iteration 67Q (2529.985541 sec): 3 clusters Score: Raw -1930327.964997 + Penalty 3297.221144 = -1927030.743853 nChanged 15 SP:Iteration 68Q (2530.028413 sec): 3 clusters Score: Raw -1930330.747592 + Penalty 3297.221144 = -1927033.526448 nChanged 13 SP:Iteration 69Q (2530.071392 sec): 3 clusters Score: Raw -1930332.747002 + Penalty 3297.221144 = -1927035.525858 nChanged 9 SP:Iteration 70Q (2530.114723 sec): 3 clusters Score: Raw -1930334.267441 + Penalty 3297.221144 = -1927037.046296 nChanged 5 SP:Iteration 71Q (2530.157769 sec): 3 clusters Score: Raw -1930335.105740 + Penalty 3297.221144 = -1927037.884596 nChanged 5 SP:Iteration 72Q (2530.200595 sec): 3 clusters Score: Raw -1930335.978917 + Penalty 3297.221144 = -1927038.757773 nChanged 4 SP:Iteration 73Q (2530.243487 sec): 3 clusters Score: Raw -1930336.675323 + Penalty 3297.221144 = -1927039.454178 nChanged 6 SP:Iteration 74Q (2530.286475 sec): 3 clusters Score: Raw -1930338.216560 + Penalty 3297.221144 = -1927040.995415 nChanged 8 SP:Iteration 75Q (2530.329427 sec): 3 clusters Score: Raw -1930339.762624 + Penalty 3297.221144 = -1927042.541479 nChanged 8 SP:Iteration 76Q (2530.372251 sec): 3 clusters Score: Raw -1930341.401947 + Penalty 3297.221144 = -1927044.180802 nChanged 7 SP:Iteration 77Q (2530.415067 sec): 3 clusters Score: Raw -1930342.401227 + Penalty 3297.221144 = -1927045.180083 nChanged 3 SP:Iteration 78Q (2530.459636 sec): 3 clusters Score: Raw -1930342.767875 + Penalty 3297.221144 = -1927045.546730 nChanged 2 SP:Iteration 79Q (2530.504271 sec): 3 clusters Score: Raw -1930342.955763 + Penalty 3297.221144 = -1927045.734619 nChanged 1 SP:Iteration 80F (2530.556763 sec): 3 clusters Score: Raw -1930343.040836 + Penalty 3297.221144 = -1927045.819692 nChanged 0 Trying to split cluster 30 (106083 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2530.688082 sec): 2 clusters Score: Raw -8842021.716446 + Penalty 1880.446276 = -8840141.270170 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2530.870928 sec): 3 clusters Score: Raw -8772842.152292 + Penalty 3760.892553 = -8769081.259739 nChanged 50735 SP:Iteration 1F (2531.051679 sec): 3 clusters Score: Raw -8802576.770752 + Penalty 3760.892553 = -8798815.878199 nChanged 3472 SP:Iteration 2Q (2531.243863 sec): 3 clusters Score: Raw -8803402.930845 + Penalty 3760.892553 = -8799642.038292 nChanged 3575 SP:Iteration 3Q (2531.436220 sec): 3 clusters Score: Raw -8804381.067252 + Penalty 3760.892553 = -8800620.174699 nChanged 3981 SP:Iteration 4Q (2531.628518 sec): 3 clusters Score: Raw -8805747.990545 + Penalty 3760.892553 = -8801987.097992 nChanged 4928 SP:Iteration 5Q (2531.821803 sec): 3 clusters Score: Raw -8807895.072451 + Penalty 3760.892553 = -8804134.179898 nChanged 5935 SP:Iteration 6F (2532.002476 sec): 3 clusters Score: Raw -8811149.328116 + Penalty 3760.892553 = -8807388.435564 nChanged 6960 SP:Iteration 7F (2532.182763 sec): 3 clusters Score: Raw -8816069.646568 + Penalty 3760.892553 = -8812308.754015 nChanged 7635 SP:Iteration 8F (2532.363449 sec): 3 clusters Score: Raw -8822412.636617 + Penalty 3760.892553 = -8818651.744064 nChanged 6986 SP:Iteration 9F (2532.544010 sec): 3 clusters Score: Raw -8828488.474784 + Penalty 3760.892553 = -8824727.582232 nChanged 5448 SP:Iteration 10F (2532.723773 sec): 3 clusters Score: Raw -8833111.668948 + Penalty 3760.892553 = -8829350.776396 nChanged 3793 SP:Iteration 11Q (2532.894992 sec): 3 clusters Score: Raw -8836106.285606 + Penalty 3760.892553 = -8832345.393053 nChanged 2676 SP:Iteration 12Q (2533.056731 sec): 3 clusters Score: Raw -8838071.448359 + Penalty 3760.892553 = -8834310.555806 nChanged 1992 SP:Iteration 13Q (2533.211992 sec): 3 clusters Score: Raw -8839426.677765 + Penalty 3760.892553 = -8835665.785212 nChanged 1475 SP:Iteration 14Q (2533.362394 sec): 3 clusters Score: Raw -8840389.867505 + Penalty 3760.892553 = -8836628.974952 nChanged 1071 SP:Iteration 15Q (2533.507662 sec): 3 clusters Score: Raw -8841062.069175 + Penalty 3760.892553 = -8837301.176623 nChanged 748 SP:Iteration 16Q (2533.650034 sec): 3 clusters Score: Raw -8841512.240035 + Penalty 3760.892553 = -8837751.347482 nChanged 502 SP:Iteration 17Q (2533.790555 sec): 3 clusters Score: Raw -8841796.121369 + Penalty 3760.892553 = -8838035.228816 nChanged 338 SP:Iteration 18Q (2533.929832 sec): 3 clusters Score: Raw -8841981.211412 + Penalty 3760.892553 = -8838220.318859 nChanged 216 SP:Iteration 19Q (2534.068066 sec): 3 clusters Score: Raw -8842099.840091 + Penalty 3760.892553 = -8838338.947538 nChanged 151 SP:Iteration 20F (2534.246543 sec): 3 clusters Score: Raw -8842171.854391 + Penalty 3760.892553 = -8838410.961838 nChanged 108 SP:Iteration 21Q (2534.386039 sec): 3 clusters Score: Raw -8842228.452097 + Penalty 3760.892553 = -8838467.559544 nChanged 85 SP:Iteration 22Q (2534.523768 sec): 3 clusters Score: Raw -8842265.637066 + Penalty 3760.892553 = -8838504.744513 nChanged 59 SP:Iteration 23Q (2534.660440 sec): 3 clusters Score: Raw -8842296.270977 + Penalty 3760.892553 = -8838535.378425 nChanged 53 SP:Iteration 24Q (2534.798299 sec): 3 clusters Score: Raw -8842321.365545 + Penalty 3760.892553 = -8838560.472993 nChanged 35 SP:Iteration 25Q (2534.935510 sec): 3 clusters Score: Raw -8842340.061668 + Penalty 3760.892553 = -8838579.169115 nChanged 39 SP:Iteration 26Q (2535.095342 sec): 3 clusters Score: Raw -8842360.382178 + Penalty 3760.892553 = -8838599.489625 nChanged 30 SP:Iteration 27Q (2535.231392 sec): 3 clusters Score: Raw -8842373.299822 + Penalty 3760.892553 = -8838612.407269 nChanged 24 SP:Iteration 28Q (2535.366852 sec): 3 clusters Score: Raw -8842384.661983 + Penalty 3760.892553 = -8838623.769431 nChanged 23 SP:Iteration 29Q (2535.502224 sec): 3 clusters Score: Raw -8842393.978799 + Penalty 3760.892553 = -8838633.086246 nChanged 22 SP:Iteration 30Q (2535.637561 sec): 3 clusters Score: Raw -8842403.052058 + Penalty 3760.892553 = -8838642.159505 nChanged 20 SP:Iteration 31Q (2535.772749 sec): 3 clusters Score: Raw -8842411.689106 + Penalty 3760.892553 = -8838650.796553 nChanged 7 SP:Iteration 32Q (2535.907970 sec): 3 clusters Score: Raw -8842413.197423 + Penalty 3760.892553 = -8838652.304870 nChanged 7 SP:Iteration 33Q (2536.043392 sec): 3 clusters Score: Raw -8842415.470854 + Penalty 3760.892553 = -8838654.578301 nChanged 8 SP:Iteration 34Q (2536.178359 sec): 3 clusters Score: Raw -8842417.472927 + Penalty 3760.892553 = -8838656.580375 nChanged 4 SP:Iteration 35Q (2536.313489 sec): 3 clusters Score: Raw -8842418.376805 + Penalty 3760.892553 = -8838657.484252 nChanged 1 SP:Iteration 36Q (2536.448573 sec): 3 clusters Score: Raw -8842418.632875 + Penalty 3760.892553 = -8838657.740322 nChanged 1 SP:Iteration 37Q (2536.583707 sec): 3 clusters Score: Raw -8842418.815547 + Penalty 3760.892553 = -8838657.922994 nChanged 1 SP:Iteration 38Q (2536.718768 sec): 3 clusters Score: Raw -8842418.967825 + Penalty 3760.892553 = -8838658.075272 nChanged 1 SP:Iteration 39Q (2536.853948 sec): 3 clusters Score: Raw -8842419.201376 + Penalty 3760.892553 = -8838658.308823 nChanged 0 SP:Iteration 40F (2537.032020 sec): 3 clusters Score: Raw -8842419.201376 + Penalty 3760.892553 = -8838658.308823 nChanged 0 Trying to split cluster 31 (3749 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2537.044229 sec): 2 clusters Score: Raw -298704.903379 + Penalty 1337.252218 = -297367.651161 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2537.063881 sec): 3 clusters Score: Raw -296845.189474 + Penalty 2674.504435 = -294170.685039 nChanged 1425 SP:Iteration 1F (2537.082497 sec): 3 clusters Score: Raw -297681.475724 + Penalty 2674.504435 = -295006.971288 nChanged 298 SP:Iteration 2F (2537.101153 sec): 3 clusters Score: Raw -297851.961580 + Penalty 2674.504435 = -295177.457144 nChanged 197 SP:Iteration 3F (2537.119767 sec): 3 clusters Score: Raw -297959.277397 + Penalty 2674.504435 = -295284.772962 nChanged 161 SP:Iteration 4Q (2537.138441 sec): 3 clusters Score: Raw -298037.311849 + Penalty 2674.504435 = -295362.807413 nChanged 124 SP:Iteration 5Q (2537.157067 sec): 3 clusters Score: Raw -298095.932977 + Penalty 2674.504435 = -295421.428541 nChanged 119 SP:Iteration 6Q (2537.175749 sec): 3 clusters Score: Raw -298154.399314 + Penalty 2674.504435 = -295479.894878 nChanged 114 SP:Iteration 7Q (2537.194432 sec): 3 clusters Score: Raw -298204.165047 + Penalty 2674.504435 = -295529.660612 nChanged 92 SP:Iteration 8Q (2537.213105 sec): 3 clusters Score: Raw -298246.604418 + Penalty 2674.504435 = -295572.099983 nChanged 88 SP:Iteration 9Q (2537.231767 sec): 3 clusters Score: Raw -298291.198527 + Penalty 2674.504435 = -295616.694091 nChanged 83 SP:Iteration 10Q (2537.250366 sec): 3 clusters Score: Raw -298331.094658 + Penalty 2674.504435 = -295656.590223 nChanged 74 SP:Iteration 11Q (2537.269019 sec): 3 clusters Score: Raw -298366.890624 + Penalty 2674.504435 = -295692.386188 nChanged 85 SP:Iteration 12Q (2537.287680 sec): 3 clusters Score: Raw -298415.529701 + Penalty 2674.504435 = -295741.025266 nChanged 90 SP:Iteration 13Q (2537.306360 sec): 3 clusters Score: Raw -298463.746508 + Penalty 2674.504435 = -295789.242073 nChanged 72 SP:Iteration 14Q (2537.325056 sec): 3 clusters Score: Raw -298499.458744 + Penalty 2674.504435 = -295824.954308 nChanged 69 SP:Iteration 15Q (2537.343687 sec): 3 clusters Score: Raw -298536.929883 + Penalty 2674.504435 = -295862.425448 nChanged 63 SP:Iteration 16Q (2537.362166 sec): 3 clusters Score: Raw -298575.114540 + Penalty 2674.504435 = -295900.610104 nChanged 52 SP:Iteration 17Q (2537.380780 sec): 3 clusters Score: Raw -298601.785800 + Penalty 2674.504435 = -295927.281364 nChanged 48 SP:Iteration 18Q (2537.399251 sec): 3 clusters Score: Raw -298628.027523 + Penalty 2674.504435 = -295953.523088 nChanged 37 SP:Iteration 19Q (2537.417843 sec): 3 clusters Score: Raw -298650.523686 + Penalty 2674.504435 = -295976.019251 nChanged 41 SP:Iteration 20F (2537.436501 sec): 3 clusters Score: Raw -298677.321121 + Penalty 2674.504435 = -296002.816686 nChanged 33 SP:Iteration 21Q (2537.455095 sec): 3 clusters Score: Raw -298695.446370 + Penalty 2674.504435 = -296020.941935 nChanged 19 SP:Iteration 22Q (2537.473644 sec): 3 clusters Score: Raw -298707.481494 + Penalty 2674.504435 = -296032.977059 nChanged 19 SP:Iteration 23Q (2537.492222 sec): 3 clusters Score: Raw -298718.418775 + Penalty 2674.504435 = -296043.914340 nChanged 24 SP:Iteration 24Q (2537.510778 sec): 3 clusters Score: Raw -298735.239387 + Penalty 2674.504435 = -296060.734951 nChanged 20 SP:Iteration 25Q (2537.529304 sec): 3 clusters Score: Raw -298748.763698 + Penalty 2674.504435 = -296074.259263 nChanged 16 SP:Iteration 26Q (2537.547789 sec): 3 clusters Score: Raw -298759.762377 + Penalty 2674.504435 = -296085.257941 nChanged 19 SP:Iteration 27Q (2537.566229 sec): 3 clusters Score: Raw -298770.148748 + Penalty 2674.504435 = -296095.644313 nChanged 15 SP:Iteration 28Q (2537.584704 sec): 3 clusters Score: Raw -298781.424749 + Penalty 2674.504435 = -296106.920313 nChanged 22 SP:Iteration 29Q (2537.602925 sec): 3 clusters Score: Raw -298792.817810 + Penalty 2674.504435 = -296118.313374 nChanged 17 SP:Iteration 30Q (2537.621333 sec): 3 clusters Score: Raw -298800.891227 + Penalty 2674.504435 = -296126.386792 nChanged 15 SP:Iteration 31Q (2537.639746 sec): 3 clusters Score: Raw -298808.580310 + Penalty 2674.504435 = -296134.075875 nChanged 12 SP:Iteration 32Q (2537.658065 sec): 3 clusters Score: Raw -298814.773205 + Penalty 2674.504435 = -296140.268770 nChanged 9 SP:Iteration 33Q (2537.676375 sec): 3 clusters Score: Raw -298821.437148 + Penalty 2674.504435 = -296146.932713 nChanged 8 SP:Iteration 34Q (2537.694645 sec): 3 clusters Score: Raw -298826.403282 + Penalty 2674.504435 = -296151.898846 nChanged 3 SP:Iteration 35Q (2537.712903 sec): 3 clusters Score: Raw -298828.225422 + Penalty 2674.504435 = -296153.720986 nChanged 2 SP:Iteration 36Q (2537.731140 sec): 3 clusters Score: Raw -298830.421335 + Penalty 2674.504435 = -296155.916900 nChanged 6 SP:Iteration 37Q (2537.749386 sec): 3 clusters Score: Raw -298834.087447 + Penalty 2674.504435 = -296159.583012 nChanged 3 SP:Iteration 38Q (2537.767397 sec): 3 clusters Score: Raw -298835.527724 + Penalty 2674.504435 = -296161.023288 nChanged 0 SP:Iteration 39F (2537.786059 sec): 3 clusters Score: Raw -298835.527724 + Penalty 2674.504435 = -296161.023288 nChanged 0 Trying to split cluster 32 (23522 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2537.825433 sec): 2 clusters Score: Raw -1993765.862783 + Penalty 1635.674858 = -1992130.187925 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2537.877053 sec): 3 clusters Score: Raw -1979559.415433 + Penalty 3271.349716 = -1976288.065718 nChanged 10709 SP:Iteration 1F (2537.926683 sec): 3 clusters Score: Raw -1985858.889904 + Penalty 3271.349716 = -1982587.540188 nChanged 1331 SP:Iteration 2F (2537.976319 sec): 3 clusters Score: Raw -1986522.872331 + Penalty 3271.349716 = -1983251.522616 nChanged 1366 SP:Iteration 3F (2538.025661 sec): 3 clusters Score: Raw -1987214.994034 + Penalty 3271.349716 = -1983943.644319 nChanged 1308 SP:Iteration 4F (2538.075161 sec): 3 clusters Score: Raw -1987900.509641 + Penalty 3271.349716 = -1984629.159925 nChanged 1254 SP:Iteration 5F (2538.124683 sec): 3 clusters Score: Raw -1988501.733215 + Penalty 3271.349716 = -1985230.383499 nChanged 1163 SP:Iteration 6Q (2538.175179 sec): 3 clusters Score: Raw -1988997.847376 + Penalty 3271.349716 = -1985726.497661 nChanged 1052 SP:Iteration 7Q (2538.225038 sec): 3 clusters Score: Raw -1989420.448786 + Penalty 3271.349716 = -1986149.099071 nChanged 872 SP:Iteration 8Q (2538.274814 sec): 3 clusters Score: Raw -1989750.336731 + Penalty 3271.349716 = -1986478.987016 nChanged 808 SP:Iteration 9Q (2538.324386 sec): 3 clusters Score: Raw -1990042.311903 + Penalty 3271.349716 = -1986770.962187 nChanged 757 SP:Iteration 10Q (2538.373809 sec): 3 clusters Score: Raw -1990328.944671 + Penalty 3271.349716 = -1987057.594955 nChanged 705 SP:Iteration 11Q (2538.423516 sec): 3 clusters Score: Raw -1990603.956220 + Penalty 3271.349716 = -1987332.606505 nChanged 697 SP:Iteration 12Q (2538.472861 sec): 3 clusters Score: Raw -1990890.815790 + Penalty 3271.349716 = -1987619.466074 nChanged 695 SP:Iteration 13Q (2538.522246 sec): 3 clusters Score: Raw -1991191.978483 + Penalty 3271.349716 = -1987920.628768 nChanged 638 SP:Iteration 14Q (2538.571557 sec): 3 clusters Score: Raw -1991463.999160 + Penalty 3271.349716 = -1988192.649444 nChanged 584 SP:Iteration 15Q (2538.620589 sec): 3 clusters Score: Raw -1991724.817490 + Penalty 3271.349716 = -1988453.467775 nChanged 551 SP:Iteration 16Q (2538.669504 sec): 3 clusters Score: Raw -1991977.057319 + Penalty 3271.349716 = -1988705.707604 nChanged 553 SP:Iteration 17Q (2538.718029 sec): 3 clusters Score: Raw -1992216.512299 + Penalty 3271.349716 = -1988945.162584 nChanged 481 SP:Iteration 18Q (2538.766290 sec): 3 clusters Score: Raw -1992417.230698 + Penalty 3271.349716 = -1989145.880983 nChanged 472 SP:Iteration 19Q (2538.814527 sec): 3 clusters Score: Raw -1992596.524629 + Penalty 3271.349716 = -1989325.174913 nChanged 390 SP:Iteration 20F (2538.863586 sec): 3 clusters Score: Raw -1992729.645776 + Penalty 3271.349716 = -1989458.296060 nChanged 366 SP:Iteration 21Q (2538.911537 sec): 3 clusters Score: Raw -1992863.751034 + Penalty 3271.349716 = -1989592.401319 nChanged 342 SP:Iteration 22Q (2538.959300 sec): 3 clusters Score: Raw -1992981.836442 + Penalty 3271.349716 = -1989710.486726 nChanged 321 SP:Iteration 23Q (2539.026587 sec): 3 clusters Score: Raw -1993092.469725 + Penalty 3271.349716 = -1989821.120010 nChanged 285 SP:Iteration 24Q (2539.109915 sec): 3 clusters Score: Raw -1993180.540947 + Penalty 3271.349716 = -1989909.191232 nChanged 285 SP:Iteration 25Q (2539.156010 sec): 3 clusters Score: Raw -1993272.015435 + Penalty 3271.349716 = -1990000.665719 nChanged 265 SP:Iteration 26Q (2539.202481 sec): 3 clusters Score: Raw -1993349.997320 + Penalty 3271.349716 = -1990078.647605 nChanged 211 SP:Iteration 27Q (2539.248809 sec): 3 clusters Score: Raw -1993414.323078 + Penalty 3271.349716 = -1990142.973362 nChanged 204 SP:Iteration 28Q (2539.294691 sec): 3 clusters Score: Raw -1993474.791055 + Penalty 3271.349716 = -1990203.441339 nChanged 192 SP:Iteration 29Q (2539.340353 sec): 3 clusters Score: Raw -1993527.032141 + Penalty 3271.349716 = -1990255.682425 nChanged 168 SP:Iteration 30Q (2539.385778 sec): 3 clusters Score: Raw -1993572.697548 + Penalty 3271.349716 = -1990301.347832 nChanged 163 SP:Iteration 31Q (2539.431167 sec): 3 clusters Score: Raw -1993620.615580 + Penalty 3271.349716 = -1990349.265864 nChanged 178 SP:Iteration 32Q (2539.476384 sec): 3 clusters Score: Raw -1993675.231691 + Penalty 3271.349716 = -1990403.881975 nChanged 183 SP:Iteration 33Q (2539.521503 sec): 3 clusters Score: Raw -1993733.618745 + Penalty 3271.349716 = -1990462.269029 nChanged 166 SP:Iteration 34Q (2539.566312 sec): 3 clusters Score: Raw -1993783.006198 + Penalty 3271.349716 = -1990511.656482 nChanged 150 SP:Iteration 35Q (2539.610905 sec): 3 clusters Score: Raw -1993823.813219 + Penalty 3271.349716 = -1990552.463503 nChanged 133 SP:Iteration 36Q (2539.655574 sec): 3 clusters Score: Raw -1993855.729226 + Penalty 3271.349716 = -1990584.379511 nChanged 124 SP:Iteration 37Q (2539.699982 sec): 3 clusters Score: Raw -1993887.584390 + Penalty 3271.349716 = -1990616.234675 nChanged 112 SP:Iteration 38Q (2539.744392 sec): 3 clusters Score: Raw -1993914.622762 + Penalty 3271.349716 = -1990643.273046 nChanged 111 SP:Iteration 39Q (2539.788525 sec): 3 clusters Score: Raw -1993940.553954 + Penalty 3271.349716 = -1990669.204238 nChanged 104 SP:Iteration 40F (2539.838087 sec): 3 clusters Score: Raw -1993964.606119 + Penalty 3271.349716 = -1990693.256403 nChanged 92 SP:Iteration 41Q (2539.882467 sec): 3 clusters Score: Raw -1993986.047977 + Penalty 3271.349716 = -1990714.698261 nChanged 95 SP:Iteration 42Q (2539.926699 sec): 3 clusters Score: Raw -1994008.452206 + Penalty 3271.349716 = -1990737.102490 nChanged 87 SP:Iteration 43Q (2539.970957 sec): 3 clusters Score: Raw -1994030.379367 + Penalty 3271.349716 = -1990759.029652 nChanged 100 SP:Iteration 44Q (2540.014847 sec): 3 clusters Score: Raw -1994057.541293 + Penalty 3271.349716 = -1990786.191577 nChanged 101 SP:Iteration 45Q (2540.058844 sec): 3 clusters Score: Raw -1994083.546417 + Penalty 3271.349716 = -1990812.196702 nChanged 87 SP:Iteration 46Q (2540.102494 sec): 3 clusters Score: Raw -1994103.370112 + Penalty 3271.349716 = -1990832.020397 nChanged 70 SP:Iteration 47Q (2540.146401 sec): 3 clusters Score: Raw -1994119.132757 + Penalty 3271.349716 = -1990847.783041 nChanged 66 SP:Iteration 48Q (2540.190102 sec): 3 clusters Score: Raw -1994137.293704 + Penalty 3271.349716 = -1990865.943988 nChanged 69 SP:Iteration 49Q (2540.233577 sec): 3 clusters Score: Raw -1994157.185462 + Penalty 3271.349716 = -1990885.835746 nChanged 77 SP:Iteration 50Q (2540.277243 sec): 3 clusters Score: Raw -1994177.945651 + Penalty 3271.349716 = -1990906.595936 nChanged 70 SP:Iteration 51Q (2540.320696 sec): 3 clusters Score: Raw -1994194.339815 + Penalty 3271.349716 = -1990922.990099 nChanged 59 SP:Iteration 52Q (2540.364235 sec): 3 clusters Score: Raw -1994206.396249 + Penalty 3271.349716 = -1990935.046533 nChanged 46 SP:Iteration 53Q (2540.407556 sec): 3 clusters Score: Raw -1994216.503723 + Penalty 3271.349716 = -1990945.154007 nChanged 47 SP:Iteration 54Q (2540.450749 sec): 3 clusters Score: Raw -1994228.341526 + Penalty 3271.349716 = -1990956.991810 nChanged 42 SP:Iteration 55Q (2540.493980 sec): 3 clusters Score: Raw -1994235.929641 + Penalty 3271.349716 = -1990964.579925 nChanged 34 SP:Iteration 56Q (2540.537344 sec): 3 clusters Score: Raw -1994242.867494 + Penalty 3271.349716 = -1990971.517778 nChanged 26 SP:Iteration 57Q (2540.580440 sec): 3 clusters Score: Raw -1994248.390258 + Penalty 3271.349716 = -1990977.040542 nChanged 28 SP:Iteration 58Q (2540.623623 sec): 3 clusters Score: Raw -1994254.795852 + Penalty 3271.349716 = -1990983.446137 nChanged 34 SP:Iteration 59Q (2540.666669 sec): 3 clusters Score: Raw -1994263.345298 + Penalty 3271.349716 = -1990991.995583 nChanged 37 SP:Iteration 60F (2540.715943 sec): 3 clusters Score: Raw -1994270.230283 + Penalty 3271.349716 = -1990998.880567 nChanged 27 SP:Iteration 61Q (2540.759334 sec): 3 clusters Score: Raw -1994275.025352 + Penalty 3271.349716 = -1991003.675637 nChanged 28 SP:Iteration 62Q (2540.802677 sec): 3 clusters Score: Raw -1994281.492332 + Penalty 3271.349716 = -1991010.142617 nChanged 23 SP:Iteration 63Q (2540.845693 sec): 3 clusters Score: Raw -1994287.206586 + Penalty 3271.349716 = -1991015.856870 nChanged 21 SP:Iteration 64Q (2540.888855 sec): 3 clusters Score: Raw -1994291.965043 + Penalty 3271.349716 = -1991020.615328 nChanged 23 SP:Iteration 65Q (2540.932054 sec): 3 clusters Score: Raw -1994296.698098 + Penalty 3271.349716 = -1991025.348383 nChanged 24 SP:Iteration 66Q (2540.975034 sec): 3 clusters Score: Raw -1994302.130722 + Penalty 3271.349716 = -1991030.781006 nChanged 18 SP:Iteration 67Q (2541.018080 sec): 3 clusters Score: Raw -1994305.948731 + Penalty 3271.349716 = -1991034.599016 nChanged 21 SP:Iteration 68Q (2541.061029 sec): 3 clusters Score: Raw -1994310.924605 + Penalty 3271.349716 = -1991039.574890 nChanged 19 SP:Iteration 69Q (2541.103965 sec): 3 clusters Score: Raw -1994314.972657 + Penalty 3271.349716 = -1991043.622941 nChanged 14 SP:Iteration 70Q (2541.146781 sec): 3 clusters Score: Raw -1994317.551527 + Penalty 3271.349716 = -1991046.201812 nChanged 17 SP:Iteration 71Q (2541.189723 sec): 3 clusters Score: Raw -1994320.413392 + Penalty 3271.349716 = -1991049.063677 nChanged 15 SP:Iteration 72Q (2541.234113 sec): 3 clusters Score: Raw -1994323.194969 + Penalty 3271.349716 = -1991051.845254 nChanged 13 SP:Iteration 73Q (2541.276957 sec): 3 clusters Score: Raw -1994325.361773 + Penalty 3271.349716 = -1991054.012057 nChanged 11 SP:Iteration 74Q (2541.319785 sec): 3 clusters Score: Raw -1994328.035057 + Penalty 3271.349716 = -1991056.685342 nChanged 9 SP:Iteration 75Q (2541.362644 sec): 3 clusters Score: Raw -1994329.581602 + Penalty 3271.349716 = -1991058.231887 nChanged 6 SP:Iteration 76Q (2541.405352 sec): 3 clusters Score: Raw -1994330.686910 + Penalty 3271.349716 = -1991059.337194 nChanged 7 SP:Iteration 77Q (2541.448255 sec): 3 clusters Score: Raw -1994331.755590 + Penalty 3271.349716 = -1991060.405874 nChanged 10 SP:Iteration 78Q (2541.490949 sec): 3 clusters Score: Raw -1994333.251770 + Penalty 3271.349716 = -1991061.902055 nChanged 13 SP:Iteration 79Q (2541.533866 sec): 3 clusters Score: Raw -1994335.729936 + Penalty 3271.349716 = -1991064.380220 nChanged 14 SP:Iteration 80F (2541.583014 sec): 3 clusters Score: Raw -1994338.144748 + Penalty 3271.349716 = -1991066.795033 nChanged 13 SP:Iteration 81Q (2541.626212 sec): 3 clusters Score: Raw -1994340.840668 + Penalty 3271.349716 = -1991069.490953 nChanged 10 SP:Iteration 82Q (2541.668927 sec): 3 clusters Score: Raw -1994342.911492 + Penalty 3271.349716 = -1991071.561776 nChanged 8 SP:Iteration 83Q (2541.711687 sec): 3 clusters Score: Raw -1994344.107707 + Penalty 3271.349716 = -1991072.757992 nChanged 3 SP:Iteration 84Q (2541.754391 sec): 3 clusters Score: Raw -1994344.437117 + Penalty 3271.349716 = -1991073.087402 nChanged 1 SP:Iteration 85Q (2541.797186 sec): 3 clusters Score: Raw -1994344.640002 + Penalty 3271.349716 = -1991073.290286 nChanged 0 SP:Iteration 86F (2541.846603 sec): 3 clusters Score: Raw -1994344.640002 + Penalty 3271.349716 = -1991073.290286 nChanged 0 Trying to split cluster 33 (1868 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2541.861123 sec): 2 clusters Score: Raw -140980.942132 + Penalty 1224.051338 = -139756.890794 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2541.871403 sec): 3 clusters Score: Raw -140179.026017 + Penalty 2448.102676 = -137730.923341 nChanged 672 SP:Iteration 1F (2541.881053 sec): 3 clusters Score: Raw -140653.475770 + Penalty 2448.102676 = -138205.373094 nChanged 160 SP:Iteration 2F (2541.890754 sec): 3 clusters Score: Raw -140833.587988 + Penalty 2448.102676 = -138385.485312 nChanged 110 SP:Iteration 3F (2541.900331 sec): 3 clusters Score: Raw -140960.291197 + Penalty 2448.102676 = -138512.188521 nChanged 92 SP:Iteration 4Q (2541.909929 sec): 3 clusters Score: Raw -141050.721353 + Penalty 2448.102676 = -138602.618677 nChanged 71 SP:Iteration 5Q (2541.919445 sec): 3 clusters Score: Raw -141117.860463 + Penalty 2448.102676 = -138669.757787 nChanged 69 SP:Iteration 6Q (2541.929051 sec): 3 clusters Score: Raw -141190.172757 + Penalty 2448.102676 = -138742.070081 nChanged 61 SP:Iteration 7Q (2541.938500 sec): 3 clusters Score: Raw -141266.634133 + Penalty 2448.102676 = -138818.531457 nChanged 67 SP:Iteration 8Q (2541.947992 sec): 3 clusters Score: Raw -141336.147043 + Penalty 2448.102676 = -138888.044367 nChanged 62 SP:Iteration 9Q (2541.957436 sec): 3 clusters Score: Raw -141413.714857 + Penalty 2448.102676 = -138965.612181 nChanged 56 SP:Iteration 10Q (2541.966876 sec): 3 clusters Score: Raw -141491.662004 + Penalty 2448.102676 = -139043.559328 nChanged 50 SP:Iteration 11Q (2541.976269 sec): 3 clusters Score: Raw -141548.769648 + Penalty 2448.102676 = -139100.666972 nChanged 49 SP:Iteration 12Q (2541.985617 sec): 3 clusters Score: Raw -141598.490095 + Penalty 2448.102676 = -139150.387419 nChanged 34 SP:Iteration 13Q (2541.994939 sec): 3 clusters Score: Raw -141628.807203 + Penalty 2448.102676 = -139180.704527 nChanged 28 SP:Iteration 14Q (2542.004183 sec): 3 clusters Score: Raw -141645.975734 + Penalty 2448.102676 = -139197.873058 nChanged 16 SP:Iteration 15Q (2542.013481 sec): 3 clusters Score: Raw -141656.502936 + Penalty 2448.102676 = -139208.400260 nChanged 11 SP:Iteration 16Q (2542.022697 sec): 3 clusters Score: Raw -141663.691764 + Penalty 2448.102676 = -139215.589088 nChanged 10 SP:Iteration 17Q (2542.031875 sec): 3 clusters Score: Raw -141669.664726 + Penalty 2448.102676 = -139221.562050 nChanged 8 SP:Iteration 18Q (2542.041128 sec): 3 clusters Score: Raw -141675.109419 + Penalty 2448.102676 = -139227.006743 nChanged 4 SP:Iteration 19Q (2542.050308 sec): 3 clusters Score: Raw -141680.117800 + Penalty 2448.102676 = -139232.015124 nChanged 9 SP:Iteration 20F (2542.059852 sec): 3 clusters Score: Raw -141686.988361 + Penalty 2448.102676 = -139238.885685 nChanged 10 SP:Iteration 21Q (2542.069086 sec): 3 clusters Score: Raw -141695.157944 + Penalty 2448.102676 = -139247.055268 nChanged 8 SP:Iteration 22Q (2542.078324 sec): 3 clusters Score: Raw -141699.965713 + Penalty 2448.102676 = -139251.863037 nChanged 8 SP:Iteration 23Q (2542.087574 sec): 3 clusters Score: Raw -141702.851473 + Penalty 2448.102676 = -139254.748797 nChanged 4 SP:Iteration 24Q (2542.096832 sec): 3 clusters Score: Raw -141704.511279 + Penalty 2448.102676 = -139256.408603 nChanged 3 SP:Iteration 25Q (2542.106093 sec): 3 clusters Score: Raw -141705.988472 + Penalty 2448.102676 = -139257.885796 nChanged 4 SP:Iteration 26Q (2542.115292 sec): 3 clusters Score: Raw -141707.968665 + Penalty 2448.102676 = -139259.865989 nChanged 5 SP:Iteration 27Q (2542.124453 sec): 3 clusters Score: Raw -141711.407639 + Penalty 2448.102676 = -139263.304963 nChanged 8 SP:Iteration 28Q (2542.133616 sec): 3 clusters Score: Raw -141716.551405 + Penalty 2448.102676 = -139268.448729 nChanged 6 SP:Iteration 29Q (2542.142850 sec): 3 clusters Score: Raw -141721.244149 + Penalty 2448.102676 = -139273.141473 nChanged 4 SP:Iteration 30Q (2542.152005 sec): 3 clusters Score: Raw -141722.836863 + Penalty 2448.102676 = -139274.734187 nChanged 1 SP:Iteration 31Q (2542.161169 sec): 3 clusters Score: Raw -141723.393498 + Penalty 2448.102676 = -139275.290822 nChanged 1 SP:Iteration 32Q (2542.170398 sec): 3 clusters Score: Raw -141723.900274 + Penalty 2448.102676 = -139275.797598 nChanged 2 SP:Iteration 33Q (2542.179579 sec): 3 clusters Score: Raw -141724.988393 + Penalty 2448.102676 = -139276.885717 nChanged 3 SP:Iteration 34Q (2542.188728 sec): 3 clusters Score: Raw -141727.218917 + Penalty 2448.102676 = -139279.116241 nChanged 0 SP:Iteration 35F (2542.198389 sec): 3 clusters Score: Raw -141727.218917 + Penalty 2448.102676 = -139279.116241 nChanged 0 Trying to split cluster 34 (1556 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2542.213807 sec): 2 clusters Score: Raw -118752.919457 + Penalty 1194.354477 = -117558.564980 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2542.222522 sec): 3 clusters Score: Raw -118178.380399 + Penalty 2388.708954 = -115789.671445 nChanged 502 SP:Iteration 1F (2542.230677 sec): 3 clusters Score: Raw -118596.874446 + Penalty 2388.708954 = -116208.165492 nChanged 130 SP:Iteration 2F (2542.238816 sec): 3 clusters Score: Raw -118722.697741 + Penalty 2388.708954 = -116333.988787 nChanged 66 SP:Iteration 3Q (2542.246955 sec): 3 clusters Score: Raw -118795.404893 + Penalty 2388.708954 = -116406.695939 nChanged 62 SP:Iteration 4Q (2542.255052 sec): 3 clusters Score: Raw -118873.799595 + Penalty 2388.708954 = -116485.090640 nChanged 56 SP:Iteration 5Q (2542.263169 sec): 3 clusters Score: Raw -118927.395935 + Penalty 2388.708954 = -116538.686981 nChanged 49 SP:Iteration 6Q (2542.271257 sec): 3 clusters Score: Raw -118988.112779 + Penalty 2388.708954 = -116599.403825 nChanged 54 SP:Iteration 7Q (2542.279392 sec): 3 clusters Score: Raw -119045.211854 + Penalty 2388.708954 = -116656.502900 nChanged 53 SP:Iteration 8Q (2542.287401 sec): 3 clusters Score: Raw -119101.767552 + Penalty 2388.708954 = -116713.058598 nChanged 54 SP:Iteration 9Q (2542.295435 sec): 3 clusters Score: Raw -119154.453902 + Penalty 2388.708954 = -116765.744948 nChanged 43 SP:Iteration 10Q (2542.303509 sec): 3 clusters Score: Raw -119195.826895 + Penalty 2388.708954 = -116807.117941 nChanged 33 SP:Iteration 11Q (2542.311532 sec): 3 clusters Score: Raw -119223.679654 + Penalty 2388.708954 = -116834.970700 nChanged 27 SP:Iteration 12Q (2542.319490 sec): 3 clusters Score: Raw -119249.361306 + Penalty 2388.708954 = -116860.652352 nChanged 21 SP:Iteration 13Q (2542.327493 sec): 3 clusters Score: Raw -119269.586803 + Penalty 2388.708954 = -116880.877849 nChanged 19 SP:Iteration 14Q (2542.335425 sec): 3 clusters Score: Raw -119285.783959 + Penalty 2388.708954 = -116897.075005 nChanged 17 SP:Iteration 15Q (2542.343076 sec): 3 clusters Score: Raw -119301.052419 + Penalty 2388.708954 = -116912.343465 nChanged 17 SP:Iteration 16Q (2542.351073 sec): 3 clusters Score: Raw -119315.749545 + Penalty 2388.708954 = -116927.040591 nChanged 17 SP:Iteration 17Q (2542.359058 sec): 3 clusters Score: Raw -119330.074594 + Penalty 2388.708954 = -116941.365640 nChanged 8 SP:Iteration 18Q (2542.367035 sec): 3 clusters Score: Raw -119337.017495 + Penalty 2388.708954 = -116948.308541 nChanged 9 SP:Iteration 19Q (2542.375026 sec): 3 clusters Score: Raw -119347.367695 + Penalty 2388.708954 = -116958.658741 nChanged 8 SP:Iteration 20F (2542.383099 sec): 3 clusters Score: Raw -119354.495606 + Penalty 2388.708954 = -116965.786652 nChanged 6 SP:Iteration 21Q (2542.390997 sec): 3 clusters Score: Raw -119361.046809 + Penalty 2388.708954 = -116972.337855 nChanged 3 SP:Iteration 22Q (2542.398965 sec): 3 clusters Score: Raw -119365.294314 + Penalty 2388.708954 = -116976.585360 nChanged 3 SP:Iteration 23Q (2542.406891 sec): 3 clusters Score: Raw -119368.174639 + Penalty 2388.708954 = -116979.465685 nChanged 4 SP:Iteration 24Q (2542.414862 sec): 3 clusters Score: Raw -119373.899017 + Penalty 2388.708954 = -116985.190063 nChanged 9 SP:Iteration 25Q (2542.422814 sec): 3 clusters Score: Raw -119382.013423 + Penalty 2388.708954 = -116993.304469 nChanged 7 SP:Iteration 26Q (2542.430776 sec): 3 clusters Score: Raw -119387.194166 + Penalty 2388.708954 = -116998.485212 nChanged 6 SP:Iteration 27Q (2542.438786 sec): 3 clusters Score: Raw -119391.142903 + Penalty 2388.708954 = -117002.433949 nChanged 6 SP:Iteration 28Q (2542.446750 sec): 3 clusters Score: Raw -119397.468938 + Penalty 2388.708954 = -117008.759984 nChanged 5 SP:Iteration 29Q (2542.454692 sec): 3 clusters Score: Raw -119401.003107 + Penalty 2388.708954 = -117012.294153 nChanged 4 SP:Iteration 30Q (2542.462677 sec): 3 clusters Score: Raw -119403.344128 + Penalty 2388.708954 = -117014.635174 nChanged 7 SP:Iteration 31Q (2542.470671 sec): 3 clusters Score: Raw -119407.318585 + Penalty 2388.708954 = -117018.609631 nChanged 3 SP:Iteration 32Q (2542.478620 sec): 3 clusters Score: Raw -119410.195851 + Penalty 2388.708954 = -117021.486897 nChanged 5 SP:Iteration 33Q (2542.486557 sec): 3 clusters Score: Raw -119413.361959 + Penalty 2388.708954 = -117024.653005 nChanged 1 SP:Iteration 34Q (2542.494492 sec): 3 clusters Score: Raw -119413.670481 + Penalty 2388.708954 = -117024.961527 nChanged 0 SP:Iteration 35F (2542.502613 sec): 3 clusters Score: Raw -119413.670481 + Penalty 2388.708954 = -117024.961527 nChanged 0 Trying to split cluster 35 (8075 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2542.526043 sec): 2 clusters Score: Raw -655869.594185 + Penalty 1461.935824 = -654407.658361 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2542.552744 sec): 3 clusters Score: Raw -651415.500418 + Penalty 2923.871648 = -648491.628770 nChanged 3431 SP:Iteration 1F (2542.578622 sec): 3 clusters Score: Raw -653352.593872 + Penalty 2923.871648 = -650428.722224 nChanged 663 SP:Iteration 2F (2542.604522 sec): 3 clusters Score: Raw -653884.136166 + Penalty 2923.871648 = -650960.264518 nChanged 703 SP:Iteration 3F (2542.630277 sec): 3 clusters Score: Raw -654614.434117 + Penalty 2923.871648 = -651690.562468 nChanged 746 SP:Iteration 4F (2542.656122 sec): 3 clusters Score: Raw -655445.606701 + Penalty 2923.871648 = -652521.735053 nChanged 612 SP:Iteration 5F (2542.682053 sec): 3 clusters Score: Raw -656106.969820 + Penalty 2923.871648 = -653183.098172 nChanged 484 SP:Iteration 6F (2542.707901 sec): 3 clusters Score: Raw -656513.701542 + Penalty 2923.871648 = -653589.829894 nChanged 333 SP:Iteration 7Q (2542.733834 sec): 3 clusters Score: Raw -656748.429596 + Penalty 2923.871648 = -653824.557948 nChanged 246 SP:Iteration 8Q (2542.759821 sec): 3 clusters Score: Raw -656890.793295 + Penalty 2923.871648 = -653966.921647 nChanged 184 SP:Iteration 9Q (2542.785384 sec): 3 clusters Score: Raw -656998.055038 + Penalty 2923.871648 = -654074.183390 nChanged 162 SP:Iteration 10Q (2542.811183 sec): 3 clusters Score: Raw -657090.546755 + Penalty 2923.871648 = -654166.675107 nChanged 141 SP:Iteration 11Q (2542.836963 sec): 3 clusters Score: Raw -657152.630414 + Penalty 2923.871648 = -654228.758766 nChanged 112 SP:Iteration 12Q (2542.862335 sec): 3 clusters Score: Raw -657193.054370 + Penalty 2923.871648 = -654269.182721 nChanged 110 SP:Iteration 13Q (2542.887833 sec): 3 clusters Score: Raw -657230.103846 + Penalty 2923.871648 = -654306.232198 nChanged 99 SP:Iteration 14Q (2542.913445 sec): 3 clusters Score: Raw -657261.295540 + Penalty 2923.871648 = -654337.423892 nChanged 94 SP:Iteration 15Q (2542.938908 sec): 3 clusters Score: Raw -657286.743996 + Penalty 2923.871648 = -654362.872347 nChanged 75 SP:Iteration 16Q (2542.964373 sec): 3 clusters Score: Raw -657307.772142 + Penalty 2923.871648 = -654383.900493 nChanged 65 SP:Iteration 17Q (2542.989619 sec): 3 clusters Score: Raw -657324.130003 + Penalty 2923.871648 = -654400.258355 nChanged 58 SP:Iteration 18Q (2543.015032 sec): 3 clusters Score: Raw -657335.885811 + Penalty 2923.871648 = -654412.014163 nChanged 48 SP:Iteration 19Q (2543.040460 sec): 3 clusters Score: Raw -657345.886945 + Penalty 2923.871648 = -654422.015297 nChanged 47 SP:Iteration 20F (2543.066368 sec): 3 clusters Score: Raw -657356.633804 + Penalty 2923.871648 = -654432.762156 nChanged 50 SP:Iteration 21Q (2543.091473 sec): 3 clusters Score: Raw -657369.259230 + Penalty 2923.871648 = -654445.387582 nChanged 55 SP:Iteration 22Q (2543.116849 sec): 3 clusters Score: Raw -657383.410612 + Penalty 2923.871648 = -654459.538964 nChanged 55 SP:Iteration 23Q (2543.142091 sec): 3 clusters Score: Raw -657397.515585 + Penalty 2923.871648 = -654473.643937 nChanged 43 SP:Iteration 24Q (2543.167435 sec): 3 clusters Score: Raw -657407.048862 + Penalty 2923.871648 = -654483.177214 nChanged 42 SP:Iteration 25Q (2543.192488 sec): 3 clusters Score: Raw -657415.801249 + Penalty 2923.871648 = -654491.929601 nChanged 37 SP:Iteration 26Q (2543.217778 sec): 3 clusters Score: Raw -657422.720202 + Penalty 2923.871648 = -654498.848554 nChanged 33 SP:Iteration 27Q (2543.243227 sec): 3 clusters Score: Raw -657428.752391 + Penalty 2923.871648 = -654504.880743 nChanged 35 SP:Iteration 28Q (2543.268565 sec): 3 clusters Score: Raw -657434.834163 + Penalty 2923.871648 = -654510.962515 nChanged 21 SP:Iteration 29Q (2543.293682 sec): 3 clusters Score: Raw -657438.226211 + Penalty 2923.871648 = -654514.354563 nChanged 19 SP:Iteration 30Q (2543.318842 sec): 3 clusters Score: Raw -657441.322360 + Penalty 2923.871648 = -654517.450712 nChanged 22 SP:Iteration 31Q (2543.344279 sec): 3 clusters Score: Raw -657444.402943 + Penalty 2923.871648 = -654520.531295 nChanged 19 SP:Iteration 32Q (2543.369143 sec): 3 clusters Score: Raw -657447.746037 + Penalty 2923.871648 = -654523.874389 nChanged 16 SP:Iteration 33Q (2543.394251 sec): 3 clusters Score: Raw -657450.897013 + Penalty 2923.871648 = -654527.025364 nChanged 14 SP:Iteration 34Q (2543.419090 sec): 3 clusters Score: Raw -657453.673156 + Penalty 2923.871648 = -654529.801508 nChanged 20 SP:Iteration 35Q (2543.443973 sec): 3 clusters Score: Raw -657457.128335 + Penalty 2923.871648 = -654533.256687 nChanged 19 SP:Iteration 36Q (2543.469056 sec): 3 clusters Score: Raw -657460.393959 + Penalty 2923.871648 = -654536.522311 nChanged 17 SP:Iteration 37Q (2543.494272 sec): 3 clusters Score: Raw -657463.143906 + Penalty 2923.871648 = -654539.272258 nChanged 14 SP:Iteration 38Q (2543.519533 sec): 3 clusters Score: Raw -657466.608580 + Penalty 2923.871648 = -654542.736932 nChanged 23 SP:Iteration 39Q (2543.544822 sec): 3 clusters Score: Raw -657470.882830 + Penalty 2923.871648 = -654547.011182 nChanged 21 SP:Iteration 40F (2543.570726 sec): 3 clusters Score: Raw -657475.494971 + Penalty 2923.871648 = -654551.623323 nChanged 18 SP:Iteration 41Q (2543.595839 sec): 3 clusters Score: Raw -657478.019040 + Penalty 2923.871648 = -654554.147391 nChanged 10 SP:Iteration 42Q (2543.620877 sec): 3 clusters Score: Raw -657478.937832 + Penalty 2923.871648 = -654555.066184 nChanged 6 SP:Iteration 43Q (2543.645974 sec): 3 clusters Score: Raw -657479.724031 + Penalty 2923.871648 = -654555.852382 nChanged 7 SP:Iteration 44Q (2543.671162 sec): 3 clusters Score: Raw -657481.278924 + Penalty 2923.871648 = -654557.407275 nChanged 9 SP:Iteration 45Q (2543.696459 sec): 3 clusters Score: Raw -657482.751054 + Penalty 2923.871648 = -654558.879405 nChanged 6 SP:Iteration 46Q (2543.721449 sec): 3 clusters Score: Raw -657483.430639 + Penalty 2923.871648 = -654559.558991 nChanged 7 SP:Iteration 47Q (2543.746685 sec): 3 clusters Score: Raw -657484.148904 + Penalty 2923.871648 = -654560.277256 nChanged 4 SP:Iteration 48Q (2543.771701 sec): 3 clusters Score: Raw -657484.715287 + Penalty 2923.871648 = -654560.843639 nChanged 4 SP:Iteration 49Q (2543.796621 sec): 3 clusters Score: Raw -657485.039540 + Penalty 2923.871648 = -654561.167892 nChanged 5 SP:Iteration 50Q (2543.821858 sec): 3 clusters Score: Raw -657485.532598 + Penalty 2923.871648 = -654561.660950 nChanged 3 SP:Iteration 51Q (2543.847136 sec): 3 clusters Score: Raw -657485.790397 + Penalty 2923.871648 = -654561.918749 nChanged 1 SP:Iteration 52Q (2543.872196 sec): 3 clusters Score: Raw -657485.833874 + Penalty 2923.871648 = -654561.962226 nChanged 0 SP:Iteration 53F (2543.897981 sec): 3 clusters Score: Raw -657485.833874 + Penalty 2923.871648 = -654561.962226 nChanged 0 Score: Raw -49145430.322083 + Penalty 88911.006508 = -49056519.315575 Splitting cluster 35 changes total score from -49057070.961211 to -49056519.315575 So it's not getting split. Trying to split cluster 36 (3199 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2560.521821 sec): 2 clusters Score: Raw -254148.645012 + Penalty 1311.471450 = -252837.173562 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2560.538833 sec): 3 clusters Score: Raw -252590.219642 + Penalty 2622.942900 = -249967.276742 nChanged 1202 SP:Iteration 1F (2560.554792 sec): 3 clusters Score: Raw -253291.957935 + Penalty 2622.942900 = -250669.015034 nChanged 296 SP:Iteration 2F (2560.570696 sec): 3 clusters Score: Raw -253549.402602 + Penalty 2622.942900 = -250926.459702 nChanged 237 SP:Iteration 3F (2560.586715 sec): 3 clusters Score: Raw -253796.361027 + Penalty 2622.942900 = -251173.418127 nChanged 208 SP:Iteration 4F (2560.602568 sec): 3 clusters Score: Raw -254047.639855 + Penalty 2622.942900 = -251424.696954 nChanged 223 SP:Iteration 5F (2560.618461 sec): 3 clusters Score: Raw -254247.853301 + Penalty 2622.942900 = -251624.910400 nChanged 176 SP:Iteration 6F (2560.634452 sec): 3 clusters Score: Raw -254409.432327 + Penalty 2622.942900 = -251786.489426 nChanged 150 SP:Iteration 7Q (2560.650373 sec): 3 clusters Score: Raw -254546.301108 + Penalty 2622.942900 = -251923.358207 nChanged 124 SP:Iteration 8Q (2560.666231 sec): 3 clusters Score: Raw -254658.595325 + Penalty 2622.942900 = -252035.652424 nChanged 113 SP:Iteration 9Q (2560.682079 sec): 3 clusters Score: Raw -254749.300706 + Penalty 2622.942900 = -252126.357805 nChanged 77 SP:Iteration 10Q (2560.697928 sec): 3 clusters Score: Raw -254809.318540 + Penalty 2622.942900 = -252186.375639 nChanged 58 SP:Iteration 11Q (2560.713758 sec): 3 clusters Score: Raw -254862.880440 + Penalty 2622.942900 = -252239.937540 nChanged 54 SP:Iteration 12Q (2560.729570 sec): 3 clusters Score: Raw -254917.103362 + Penalty 2622.942900 = -252294.160461 nChanged 54 SP:Iteration 13Q (2560.745321 sec): 3 clusters Score: Raw -254962.239055 + Penalty 2622.942900 = -252339.296154 nChanged 36 SP:Iteration 14Q (2560.760937 sec): 3 clusters Score: Raw -254990.358286 + Penalty 2622.942900 = -252367.415386 nChanged 26 SP:Iteration 15Q (2560.776486 sec): 3 clusters Score: Raw -255007.866902 + Penalty 2622.942900 = -252384.924001 nChanged 26 SP:Iteration 16Q (2560.791989 sec): 3 clusters Score: Raw -255022.184725 + Penalty 2622.942900 = -252399.241825 nChanged 19 SP:Iteration 17Q (2560.807514 sec): 3 clusters Score: Raw -255035.001092 + Penalty 2622.942900 = -252412.058192 nChanged 20 SP:Iteration 18Q (2560.823001 sec): 3 clusters Score: Raw -255049.801796 + Penalty 2622.942900 = -252426.858895 nChanged 11 SP:Iteration 19Q (2560.838445 sec): 3 clusters Score: Raw -255056.228289 + Penalty 2622.942900 = -252433.285389 nChanged 7 SP:Iteration 20F (2560.854465 sec): 3 clusters Score: Raw -255060.526000 + Penalty 2622.942900 = -252437.583099 nChanged 9 SP:Iteration 21Q (2560.869826 sec): 3 clusters Score: Raw -255066.685312 + Penalty 2622.942900 = -252443.742412 nChanged 9 SP:Iteration 22Q (2560.885187 sec): 3 clusters Score: Raw -255075.236270 + Penalty 2622.942900 = -252452.293369 nChanged 11 SP:Iteration 23Q (2560.900504 sec): 3 clusters Score: Raw -255083.437141 + Penalty 2622.942900 = -252460.494241 nChanged 16 SP:Iteration 24Q (2560.915863 sec): 3 clusters Score: Raw -255093.192959 + Penalty 2622.942900 = -252470.250059 nChanged 10 SP:Iteration 25Q (2560.931142 sec): 3 clusters Score: Raw -255097.619897 + Penalty 2622.942900 = -252474.676997 nChanged 5 SP:Iteration 26Q (2560.946399 sec): 3 clusters Score: Raw -255101.670230 + Penalty 2622.942900 = -252478.727329 nChanged 6 SP:Iteration 27Q (2560.961493 sec): 3 clusters Score: Raw -255104.083368 + Penalty 2622.942900 = -252481.140468 nChanged 6 SP:Iteration 28Q (2560.976740 sec): 3 clusters Score: Raw -255110.500951 + Penalty 2622.942900 = -252487.558050 nChanged 9 SP:Iteration 29Q (2560.991986 sec): 3 clusters Score: Raw -255116.154226 + Penalty 2622.942900 = -252493.211326 nChanged 12 SP:Iteration 30Q (2561.007202 sec): 3 clusters Score: Raw -255126.525977 + Penalty 2622.942900 = -252503.583076 nChanged 12 SP:Iteration 31Q (2561.022373 sec): 3 clusters Score: Raw -255139.922078 + Penalty 2622.942900 = -252516.979177 nChanged 14 SP:Iteration 32Q (2561.037541 sec): 3 clusters Score: Raw -255152.933368 + Penalty 2622.942900 = -252529.990467 nChanged 15 SP:Iteration 33Q (2561.052672 sec): 3 clusters Score: Raw -255170.683934 + Penalty 2622.942900 = -252547.741033 nChanged 13 SP:Iteration 34Q (2561.068036 sec): 3 clusters Score: Raw -255183.354474 + Penalty 2622.942900 = -252560.411574 nChanged 9 SP:Iteration 35Q (2561.083611 sec): 3 clusters Score: Raw -255189.858769 + Penalty 2622.942900 = -252566.915869 nChanged 10 SP:Iteration 36Q (2561.098660 sec): 3 clusters Score: Raw -255198.823233 + Penalty 2622.942900 = -252575.880333 nChanged 9 SP:Iteration 37Q (2561.113653 sec): 3 clusters Score: Raw -255206.091087 + Penalty 2622.942900 = -252583.148187 nChanged 10 SP:Iteration 38Q (2561.128667 sec): 3 clusters Score: Raw -255210.818855 + Penalty 2622.942900 = -252587.875954 nChanged 9 SP:Iteration 39Q (2561.143664 sec): 3 clusters Score: Raw -255217.395539 + Penalty 2622.942900 = -252594.452639 nChanged 10 SP:Iteration 40F (2561.159576 sec): 3 clusters Score: Raw -255228.954491 + Penalty 2622.942900 = -252606.011591 nChanged 9 SP:Iteration 41Q (2561.174388 sec): 3 clusters Score: Raw -255246.802462 + Penalty 2622.942900 = -252623.859561 nChanged 10 SP:Iteration 42Q (2561.189234 sec): 3 clusters Score: Raw -255256.561442 + Penalty 2622.942900 = -252633.618541 nChanged 3 SP:Iteration 43Q (2561.204170 sec): 3 clusters Score: Raw -255259.217664 + Penalty 2622.942900 = -252636.274763 nChanged 2 SP:Iteration 44Q (2561.219075 sec): 3 clusters Score: Raw -255260.049913 + Penalty 2622.942900 = -252637.107013 nChanged 2 SP:Iteration 45Q (2561.233846 sec): 3 clusters Score: Raw -255261.022394 + Penalty 2622.942900 = -252638.079494 nChanged 1 SP:Iteration 46Q (2561.248752 sec): 3 clusters Score: Raw -255261.446387 + Penalty 2622.942900 = -252638.503487 nChanged 2 SP:Iteration 47Q (2561.263675 sec): 3 clusters Score: Raw -255262.677751 + Penalty 2622.942900 = -252639.734850 nChanged 1 SP:Iteration 48Q (2561.278586 sec): 3 clusters Score: Raw -255263.254701 + Penalty 2622.942900 = -252640.311801 nChanged 0 SP:Iteration 49F (2561.294422 sec): 3 clusters Score: Raw -255263.254701 + Penalty 2622.942900 = -252640.311801 nChanged 0 Trying to split cluster 37 (1167 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2561.309226 sec): 2 clusters Score: Raw -86198.011829 + Penalty 1147.606140 = -85050.405689 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2561.315895 sec): 3 clusters Score: Raw -85779.296414 + Penalty 2295.212280 = -83484.084133 nChanged 352 SP:Iteration 1F (2561.322168 sec): 3 clusters Score: Raw -86046.999514 + Penalty 2295.212280 = -83751.787234 nChanged 86 SP:Iteration 2F (2561.328394 sec): 3 clusters Score: Raw -86144.669096 + Penalty 2295.212280 = -83849.456815 nChanged 50 SP:Iteration 3Q (2561.334622 sec): 3 clusters Score: Raw -86199.843885 + Penalty 2295.212280 = -83904.631604 nChanged 31 SP:Iteration 4Q (2561.340911 sec): 3 clusters Score: Raw -86226.985730 + Penalty 2295.212280 = -83931.773450 nChanged 28 SP:Iteration 5Q (2561.347116 sec): 3 clusters Score: Raw -86253.579000 + Penalty 2295.212280 = -83958.366719 nChanged 29 SP:Iteration 6Q (2561.353376 sec): 3 clusters Score: Raw -86297.656186 + Penalty 2295.212280 = -84002.443906 nChanged 53 SP:Iteration 7Q (2561.359605 sec): 3 clusters Score: Raw -86360.870860 + Penalty 2295.212280 = -84065.658580 nChanged 41 SP:Iteration 8Q (2561.365849 sec): 3 clusters Score: Raw -86407.626103 + Penalty 2295.212280 = -84112.413822 nChanged 42 SP:Iteration 9Q (2561.372106 sec): 3 clusters Score: Raw -86457.975484 + Penalty 2295.212280 = -84162.763203 nChanged 36 SP:Iteration 10Q (2561.378332 sec): 3 clusters Score: Raw -86508.559611 + Penalty 2295.212280 = -84213.347331 nChanged 34 SP:Iteration 11Q (2561.384624 sec): 3 clusters Score: Raw -86564.079581 + Penalty 2295.212280 = -84268.867300 nChanged 36 SP:Iteration 12Q (2561.390831 sec): 3 clusters Score: Raw -86619.235839 + Penalty 2295.212280 = -84324.023558 nChanged 26 SP:Iteration 13Q (2561.396939 sec): 3 clusters Score: Raw -86663.200533 + Penalty 2295.212280 = -84367.988253 nChanged 26 SP:Iteration 14Q (2561.403081 sec): 3 clusters Score: Raw -86701.466468 + Penalty 2295.212280 = -84406.254188 nChanged 28 SP:Iteration 15Q (2561.409234 sec): 3 clusters Score: Raw -86733.625822 + Penalty 2295.212280 = -84438.413541 nChanged 26 SP:Iteration 16Q (2561.415354 sec): 3 clusters Score: Raw -86764.608023 + Penalty 2295.212280 = -84469.395742 nChanged 20 SP:Iteration 17Q (2561.421403 sec): 3 clusters Score: Raw -86788.957343 + Penalty 2295.212280 = -84493.745063 nChanged 16 SP:Iteration 18Q (2561.427469 sec): 3 clusters Score: Raw -86807.522404 + Penalty 2295.212280 = -84512.310124 nChanged 15 SP:Iteration 19Q (2561.433524 sec): 3 clusters Score: Raw -86824.635283 + Penalty 2295.212280 = -84529.423003 nChanged 16 SP:Iteration 20F (2561.439813 sec): 3 clusters Score: Raw -86849.205614 + Penalty 2295.212280 = -84553.993333 nChanged 19 SP:Iteration 21Q (2561.445862 sec): 3 clusters Score: Raw -86878.791139 + Penalty 2295.212280 = -84583.578858 nChanged 17 SP:Iteration 22Q (2561.451834 sec): 3 clusters Score: Raw -86902.120475 + Penalty 2295.212280 = -84606.908194 nChanged 15 SP:Iteration 23Q (2561.457855 sec): 3 clusters Score: Raw -86918.145298 + Penalty 2295.212280 = -84622.933017 nChanged 10 SP:Iteration 24Q (2561.463843 sec): 3 clusters Score: Raw -86928.900057 + Penalty 2295.212280 = -84633.687777 nChanged 8 SP:Iteration 25Q (2561.469830 sec): 3 clusters Score: Raw -86935.740669 + Penalty 2295.212280 = -84640.528389 nChanged 6 SP:Iteration 26Q (2561.475756 sec): 3 clusters Score: Raw -86939.583052 + Penalty 2295.212280 = -84644.370772 nChanged 1 SP:Iteration 27Q (2561.481703 sec): 3 clusters Score: Raw -86942.152126 + Penalty 2295.212280 = -84646.939845 nChanged 3 SP:Iteration 28Q (2561.487648 sec): 3 clusters Score: Raw -86944.450545 + Penalty 2295.212280 = -84649.238265 nChanged 0 SP:Iteration 29F (2561.493876 sec): 3 clusters Score: Raw -86944.450545 + Penalty 2295.212280 = -84649.238265 nChanged 0 Trying to split cluster 38 (3788 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2561.511990 sec): 2 clusters Score: Raw -301747.012883 + Penalty 1338.933936 = -300408.078947 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2561.531935 sec): 3 clusters Score: Raw -299896.939503 + Penalty 2677.867873 = -297219.071631 nChanged 1461 SP:Iteration 1F (2561.550721 sec): 3 clusters Score: Raw -300662.857555 + Penalty 2677.867873 = -297984.989682 nChanged 224 SP:Iteration 2F (2561.569558 sec): 3 clusters Score: Raw -300771.303193 + Penalty 2677.867873 = -298093.435321 nChanged 157 SP:Iteration 3Q (2561.588391 sec): 3 clusters Score: Raw -300842.529902 + Penalty 2677.867873 = -298164.662029 nChanged 122 SP:Iteration 4Q (2561.607057 sec): 3 clusters Score: Raw -300899.867684 + Penalty 2677.867873 = -298221.999811 nChanged 104 SP:Iteration 5Q (2561.625881 sec): 3 clusters Score: Raw -300949.973652 + Penalty 2677.867873 = -298272.105780 nChanged 94 SP:Iteration 6Q (2561.644672 sec): 3 clusters Score: Raw -300993.051355 + Penalty 2677.867873 = -298315.183482 nChanged 87 SP:Iteration 7Q (2561.663530 sec): 3 clusters Score: Raw -301031.711943 + Penalty 2677.867873 = -298353.844071 nChanged 78 SP:Iteration 8Q (2561.682316 sec): 3 clusters Score: Raw -301073.583140 + Penalty 2677.867873 = -298395.715268 nChanged 102 SP:Iteration 9Q (2561.700972 sec): 3 clusters Score: Raw -301125.009637 + Penalty 2677.867873 = -298447.141764 nChanged 78 SP:Iteration 10Q (2561.719753 sec): 3 clusters Score: Raw -301164.797756 + Penalty 2677.867873 = -298486.929883 nChanged 83 SP:Iteration 11Q (2561.738497 sec): 3 clusters Score: Raw -301205.239526 + Penalty 2677.867873 = -298527.371653 nChanged 87 SP:Iteration 12Q (2561.757152 sec): 3 clusters Score: Raw -301243.973076 + Penalty 2677.867873 = -298566.105204 nChanged 80 SP:Iteration 13Q (2561.775926 sec): 3 clusters Score: Raw -301280.933394 + Penalty 2677.867873 = -298603.065521 nChanged 85 SP:Iteration 14Q (2561.794708 sec): 3 clusters Score: Raw -301316.624624 + Penalty 2677.867873 = -298638.756752 nChanged 83 SP:Iteration 15Q (2561.813311 sec): 3 clusters Score: Raw -301346.132557 + Penalty 2677.867873 = -298668.264684 nChanged 56 SP:Iteration 16Q (2561.832013 sec): 3 clusters Score: Raw -301370.591340 + Penalty 2677.867873 = -298692.723467 nChanged 55 SP:Iteration 17Q (2561.850784 sec): 3 clusters Score: Raw -301391.261452 + Penalty 2677.867873 = -298713.393579 nChanged 45 SP:Iteration 18Q (2561.869530 sec): 3 clusters Score: Raw -301408.601077 + Penalty 2677.867873 = -298730.733205 nChanged 41 SP:Iteration 19Q (2561.888262 sec): 3 clusters Score: Raw -301423.302553 + Penalty 2677.867873 = -298745.434680 nChanged 40 SP:Iteration 20F (2561.907019 sec): 3 clusters Score: Raw -301437.911107 + Penalty 2677.867873 = -298760.043235 nChanged 38 SP:Iteration 21Q (2561.925894 sec): 3 clusters Score: Raw -301451.403233 + Penalty 2677.867873 = -298773.535360 nChanged 32 SP:Iteration 22Q (2561.944639 sec): 3 clusters Score: Raw -301462.087223 + Penalty 2677.867873 = -298784.219350 nChanged 30 SP:Iteration 23Q (2561.963171 sec): 3 clusters Score: Raw -301472.698578 + Penalty 2677.867873 = -298794.830706 nChanged 30 SP:Iteration 24Q (2561.981746 sec): 3 clusters Score: Raw -301482.506724 + Penalty 2677.867873 = -298804.638852 nChanged 27 SP:Iteration 25Q (2562.000293 sec): 3 clusters Score: Raw -301490.943286 + Penalty 2677.867873 = -298813.075413 nChanged 19 SP:Iteration 26Q (2562.019059 sec): 3 clusters Score: Raw -301497.998259 + Penalty 2677.867873 = -298820.130387 nChanged 31 SP:Iteration 27Q (2562.037592 sec): 3 clusters Score: Raw -301508.794595 + Penalty 2677.867873 = -298830.926723 nChanged 22 SP:Iteration 28Q (2562.056301 sec): 3 clusters Score: Raw -301514.413872 + Penalty 2677.867873 = -298836.545999 nChanged 19 SP:Iteration 29Q (2562.074826 sec): 3 clusters Score: Raw -301518.618916 + Penalty 2677.867873 = -298840.751044 nChanged 13 SP:Iteration 30Q (2562.093527 sec): 3 clusters Score: Raw -301521.851160 + Penalty 2677.867873 = -298843.983288 nChanged 12 SP:Iteration 31Q (2562.112420 sec): 3 clusters Score: Raw -301524.952890 + Penalty 2677.867873 = -298847.085018 nChanged 14 SP:Iteration 32Q (2562.131335 sec): 3 clusters Score: Raw -301529.390691 + Penalty 2677.867873 = -298851.522818 nChanged 16 SP:Iteration 33Q (2562.150035 sec): 3 clusters Score: Raw -301536.732309 + Penalty 2677.867873 = -298858.864436 nChanged 16 SP:Iteration 34Q (2562.168742 sec): 3 clusters Score: Raw -301541.585944 + Penalty 2677.867873 = -298863.718072 nChanged 24 SP:Iteration 35Q (2562.187267 sec): 3 clusters Score: Raw -301547.938760 + Penalty 2677.867873 = -298870.070888 nChanged 17 SP:Iteration 36Q (2562.205983 sec): 3 clusters Score: Raw -301551.923025 + Penalty 2677.867873 = -298874.055152 nChanged 10 SP:Iteration 37Q (2562.224668 sec): 3 clusters Score: Raw -301555.029532 + Penalty 2677.867873 = -298877.161659 nChanged 12 SP:Iteration 38Q (2562.243372 sec): 3 clusters Score: Raw -301557.643152 + Penalty 2677.867873 = -298879.775279 nChanged 10 SP:Iteration 39Q (2562.262054 sec): 3 clusters Score: Raw -301560.400422 + Penalty 2677.867873 = -298882.532550 nChanged 9 SP:Iteration 40F (2562.280595 sec): 3 clusters Score: Raw -301562.893050 + Penalty 2677.867873 = -298885.025177 nChanged 10 SP:Iteration 41Q (2562.299309 sec): 3 clusters Score: Raw -301565.103298 + Penalty 2677.867873 = -298887.235426 nChanged 8 SP:Iteration 42Q (2562.317996 sec): 3 clusters Score: Raw -301567.425573 + Penalty 2677.867873 = -298889.557701 nChanged 6 SP:Iteration 43Q (2562.336725 sec): 3 clusters Score: Raw -301569.416173 + Penalty 2677.867873 = -298891.548301 nChanged 7 SP:Iteration 44Q (2562.355432 sec): 3 clusters Score: Raw -301571.505614 + Penalty 2677.867873 = -298893.637741 nChanged 8 SP:Iteration 45Q (2562.374135 sec): 3 clusters Score: Raw -301574.283704 + Penalty 2677.867873 = -298896.415832 nChanged 15 SP:Iteration 46Q (2562.392847 sec): 3 clusters Score: Raw -301578.353117 + Penalty 2677.867873 = -298900.485244 nChanged 16 SP:Iteration 47Q (2562.411562 sec): 3 clusters Score: Raw -301582.458358 + Penalty 2677.867873 = -298904.590485 nChanged 18 SP:Iteration 48Q (2562.430264 sec): 3 clusters Score: Raw -301587.001384 + Penalty 2677.867873 = -298909.133512 nChanged 5 SP:Iteration 49Q (2562.448969 sec): 3 clusters Score: Raw -301588.405412 + Penalty 2677.867873 = -298910.537539 nChanged 4 SP:Iteration 50Q (2562.467718 sec): 3 clusters Score: Raw -301589.042554 + Penalty 2677.867873 = -298911.174681 nChanged 4 SP:Iteration 51Q (2562.486406 sec): 3 clusters Score: Raw -301589.962958 + Penalty 2677.867873 = -298912.095085 nChanged 4 SP:Iteration 52Q (2562.505106 sec): 3 clusters Score: Raw -301591.083601 + Penalty 2677.867873 = -298913.215728 nChanged 3 SP:Iteration 53Q (2562.523831 sec): 3 clusters Score: Raw -301591.561909 + Penalty 2677.867873 = -298913.694037 nChanged 2 SP:Iteration 54Q (2562.542536 sec): 3 clusters Score: Raw -301591.819400 + Penalty 2677.867873 = -298913.951527 nChanged 1 SP:Iteration 55Q (2562.561258 sec): 3 clusters Score: Raw -301592.088263 + Penalty 2677.867873 = -298914.220390 nChanged 0 SP:Iteration 56F (2562.579950 sec): 3 clusters Score: Raw -301592.088263 + Penalty 2677.867873 = -298914.220390 nChanged 0 Trying to split cluster 39 (2496 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2562.595761 sec): 2 clusters Score: Raw -210205.969894 + Penalty 1271.147269 = -208934.822625 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2562.609328 sec): 3 clusters Score: Raw -209059.227605 + Penalty 2542.294537 = -206516.933067 nChanged 913 SP:Iteration 1F (2562.621926 sec): 3 clusters Score: Raw -209568.588806 + Penalty 2542.294537 = -207026.294269 nChanged 174 SP:Iteration 2F (2562.634606 sec): 3 clusters Score: Raw -209674.124914 + Penalty 2542.294537 = -207131.830377 nChanged 123 SP:Iteration 3Q (2562.647313 sec): 3 clusters Score: Raw -209741.883631 + Penalty 2542.294537 = -207199.589094 nChanged 94 SP:Iteration 4Q (2562.659952 sec): 3 clusters Score: Raw -209789.467758 + Penalty 2542.294537 = -207247.173221 nChanged 62 SP:Iteration 5Q (2562.672529 sec): 3 clusters Score: Raw -209826.768239 + Penalty 2542.294537 = -207284.473702 nChanged 55 SP:Iteration 6Q (2562.685190 sec): 3 clusters Score: Raw -209856.531864 + Penalty 2542.294537 = -207314.237327 nChanged 43 SP:Iteration 7Q (2562.697839 sec): 3 clusters Score: Raw -209877.012468 + Penalty 2542.294537 = -207334.717931 nChanged 34 SP:Iteration 8Q (2562.710480 sec): 3 clusters Score: Raw -209889.414072 + Penalty 2542.294537 = -207347.119535 nChanged 15 SP:Iteration 9Q (2562.722986 sec): 3 clusters Score: Raw -209895.395719 + Penalty 2542.294537 = -207353.101182 nChanged 14 SP:Iteration 10Q (2562.735499 sec): 3 clusters Score: Raw -209902.370590 + Penalty 2542.294537 = -207360.076053 nChanged 17 SP:Iteration 11Q (2562.748002 sec): 3 clusters Score: Raw -209909.854292 + Penalty 2542.294537 = -207367.559755 nChanged 20 SP:Iteration 12Q (2562.760489 sec): 3 clusters Score: Raw -209917.328920 + Penalty 2542.294537 = -207375.034383 nChanged 13 SP:Iteration 13Q (2562.773126 sec): 3 clusters Score: Raw -209923.082478 + Penalty 2542.294537 = -207380.787941 nChanged 18 SP:Iteration 14Q (2562.785745 sec): 3 clusters Score: Raw -209931.865279 + Penalty 2542.294537 = -207389.570742 nChanged 15 SP:Iteration 15Q (2562.798359 sec): 3 clusters Score: Raw -209937.877270 + Penalty 2542.294537 = -207395.582733 nChanged 16 SP:Iteration 16Q (2562.810936 sec): 3 clusters Score: Raw -209946.276720 + Penalty 2542.294537 = -207403.982183 nChanged 16 SP:Iteration 17Q (2562.823526 sec): 3 clusters Score: Raw -209955.438116 + Penalty 2542.294537 = -207413.143579 nChanged 20 SP:Iteration 18Q (2562.836165 sec): 3 clusters Score: Raw -209965.669748 + Penalty 2542.294537 = -207423.375211 nChanged 23 SP:Iteration 19Q (2562.848619 sec): 3 clusters Score: Raw -209973.689371 + Penalty 2542.294537 = -207431.394834 nChanged 11 SP:Iteration 20F (2562.861238 sec): 3 clusters Score: Raw -209978.035030 + Penalty 2542.294537 = -207435.740493 nChanged 12 SP:Iteration 21Q (2562.873810 sec): 3 clusters Score: Raw -209983.689926 + Penalty 2542.294537 = -207441.395389 nChanged 11 SP:Iteration 22Q (2562.886335 sec): 3 clusters Score: Raw -209989.262798 + Penalty 2542.294537 = -207446.968261 nChanged 13 SP:Iteration 23Q (2562.898802 sec): 3 clusters Score: Raw -209995.662341 + Penalty 2542.294537 = -207453.367804 nChanged 10 SP:Iteration 24Q (2562.911302 sec): 3 clusters Score: Raw -210000.369182 + Penalty 2542.294537 = -207458.074644 nChanged 17 SP:Iteration 25Q (2562.923806 sec): 3 clusters Score: Raw -210007.743219 + Penalty 2542.294537 = -207465.448682 nChanged 17 SP:Iteration 26Q (2562.936382 sec): 3 clusters Score: Raw -210015.050958 + Penalty 2542.294537 = -207472.756421 nChanged 19 SP:Iteration 27Q (2562.948891 sec): 3 clusters Score: Raw -210022.663917 + Penalty 2542.294537 = -207480.369379 nChanged 14 SP:Iteration 28Q (2562.961381 sec): 3 clusters Score: Raw -210028.477535 + Penalty 2542.294537 = -207486.182998 nChanged 17 SP:Iteration 29Q (2562.973905 sec): 3 clusters Score: Raw -210037.168400 + Penalty 2542.294537 = -207494.873863 nChanged 21 SP:Iteration 30Q (2562.986312 sec): 3 clusters Score: Raw -210047.915068 + Penalty 2542.294537 = -207505.620531 nChanged 18 SP:Iteration 31Q (2562.998822 sec): 3 clusters Score: Raw -210053.709596 + Penalty 2542.294537 = -207511.415058 nChanged 11 SP:Iteration 32Q (2563.011201 sec): 3 clusters Score: Raw -210056.139810 + Penalty 2542.294537 = -207513.845273 nChanged 3 SP:Iteration 33Q (2563.023703 sec): 3 clusters Score: Raw -210057.789645 + Penalty 2542.294537 = -207515.495108 nChanged 4 SP:Iteration 34Q (2563.036180 sec): 3 clusters Score: Raw -210059.015929 + Penalty 2542.294537 = -207516.721392 nChanged 6 SP:Iteration 35Q (2563.048656 sec): 3 clusters Score: Raw -210061.320761 + Penalty 2542.294537 = -207519.026223 nChanged 11 SP:Iteration 36Q (2563.061137 sec): 3 clusters Score: Raw -210066.267321 + Penalty 2542.294537 = -207523.972784 nChanged 14 SP:Iteration 37Q (2563.073598 sec): 3 clusters Score: Raw -210073.882697 + Penalty 2542.294537 = -207531.588160 nChanged 17 SP:Iteration 38Q (2563.086069 sec): 3 clusters Score: Raw -210082.002511 + Penalty 2542.294537 = -207539.707973 nChanged 26 SP:Iteration 39Q (2563.098373 sec): 3 clusters Score: Raw -210096.439998 + Penalty 2542.294537 = -207554.145461 nChanged 27 SP:Iteration 40F (2563.110844 sec): 3 clusters Score: Raw -210109.477206 + Penalty 2542.294537 = -207567.182669 nChanged 25 SP:Iteration 41Q (2563.123322 sec): 3 clusters Score: Raw -210123.664074 + Penalty 2542.294537 = -207581.369537 nChanged 31 SP:Iteration 42Q (2563.135731 sec): 3 clusters Score: Raw -210141.224042 + Penalty 2542.294537 = -207598.929505 nChanged 25 SP:Iteration 43Q (2563.148136 sec): 3 clusters Score: Raw -210157.036867 + Penalty 2542.294537 = -207614.742330 nChanged 29 SP:Iteration 44Q (2563.160531 sec): 3 clusters Score: Raw -210173.401103 + Penalty 2542.294537 = -207631.106566 nChanged 19 SP:Iteration 45Q (2563.172881 sec): 3 clusters Score: Raw -210188.198605 + Penalty 2542.294537 = -207645.904068 nChanged 16 SP:Iteration 46Q (2563.185209 sec): 3 clusters Score: Raw -210196.187703 + Penalty 2542.294537 = -207653.893166 nChanged 12 SP:Iteration 47Q (2563.197531 sec): 3 clusters Score: Raw -210203.753053 + Penalty 2542.294537 = -207661.458516 nChanged 14 SP:Iteration 48Q (2563.209839 sec): 3 clusters Score: Raw -210214.130549 + Penalty 2542.294537 = -207671.836012 nChanged 14 SP:Iteration 49Q (2563.222030 sec): 3 clusters Score: Raw -210223.826200 + Penalty 2542.294537 = -207681.531663 nChanged 8 SP:Iteration 50Q (2563.234306 sec): 3 clusters Score: Raw -210229.569770 + Penalty 2542.294537 = -207687.275232 nChanged 12 SP:Iteration 51Q (2563.246599 sec): 3 clusters Score: Raw -210239.946086 + Penalty 2542.294537 = -207697.651549 nChanged 9 SP:Iteration 52Q (2563.258827 sec): 3 clusters Score: Raw -210246.624004 + Penalty 2542.294537 = -207704.329467 nChanged 11 SP:Iteration 53Q (2563.271018 sec): 3 clusters Score: Raw -210254.781168 + Penalty 2542.294537 = -207712.486631 nChanged 9 SP:Iteration 54Q (2563.283175 sec): 3 clusters Score: Raw -210261.678754 + Penalty 2542.294537 = -207719.384217 nChanged 10 SP:Iteration 55Q (2563.295381 sec): 3 clusters Score: Raw -210271.776672 + Penalty 2542.294537 = -207729.482135 nChanged 16 SP:Iteration 56Q (2563.307571 sec): 3 clusters Score: Raw -210283.352630 + Penalty 2542.294537 = -207741.058093 nChanged 15 SP:Iteration 57Q (2563.319680 sec): 3 clusters Score: Raw -210290.693221 + Penalty 2542.294537 = -207748.398684 nChanged 10 SP:Iteration 58Q (2563.331721 sec): 3 clusters Score: Raw -210295.869435 + Penalty 2542.294537 = -207753.574898 nChanged 7 SP:Iteration 59Q (2563.343773 sec): 3 clusters Score: Raw -210299.636978 + Penalty 2542.294537 = -207757.342441 nChanged 5 SP:Iteration 60F (2563.356136 sec): 3 clusters Score: Raw -210302.200539 + Penalty 2542.294537 = -207759.906002 nChanged 3 SP:Iteration 61Q (2563.368275 sec): 3 clusters Score: Raw -210303.792693 + Penalty 2542.294537 = -207761.498156 nChanged 3 SP:Iteration 62Q (2563.380324 sec): 3 clusters Score: Raw -210306.073192 + Penalty 2542.294537 = -207763.778655 nChanged 4 SP:Iteration 63Q (2563.392426 sec): 3 clusters Score: Raw -210308.297873 + Penalty 2542.294537 = -207766.003335 nChanged 1 SP:Iteration 64Q (2563.404535 sec): 3 clusters Score: Raw -210308.530418 + Penalty 2542.294537 = -207766.235881 nChanged 1 SP:Iteration 65Q (2563.416648 sec): 3 clusters Score: Raw -210309.748656 + Penalty 2542.294537 = -207767.454118 nChanged 2 SP:Iteration 66Q (2563.428759 sec): 3 clusters Score: Raw -210311.849351 + Penalty 2542.294537 = -207769.554814 nChanged 2 SP:Iteration 67Q (2563.440751 sec): 3 clusters Score: Raw -210313.405172 + Penalty 2542.294537 = -207771.110635 nChanged 6 SP:Iteration 68Q (2563.452876 sec): 3 clusters Score: Raw -210315.554824 + Penalty 2542.294537 = -207773.260287 nChanged 1 SP:Iteration 69Q (2563.464962 sec): 3 clusters Score: Raw -210316.364418 + Penalty 2542.294537 = -207774.069881 nChanged 2 SP:Iteration 70Q (2563.477088 sec): 3 clusters Score: Raw -210317.950130 + Penalty 2542.294537 = -207775.655593 nChanged 2 SP:Iteration 71Q (2563.489168 sec): 3 clusters Score: Raw -210319.070058 + Penalty 2542.294537 = -207776.775521 nChanged 4 SP:Iteration 72Q (2563.501205 sec): 3 clusters Score: Raw -210323.432013 + Penalty 2542.294537 = -207781.137476 nChanged 4 SP:Iteration 73Q (2563.513201 sec): 3 clusters Score: Raw -210325.644370 + Penalty 2542.294537 = -207783.349833 nChanged 5 SP:Iteration 74Q (2563.525220 sec): 3 clusters Score: Raw -210328.038637 + Penalty 2542.294537 = -207785.744100 nChanged 3 SP:Iteration 75Q (2563.537302 sec): 3 clusters Score: Raw -210330.228386 + Penalty 2542.294537 = -207787.933848 nChanged 4 SP:Iteration 76Q (2563.549339 sec): 3 clusters Score: Raw -210332.637909 + Penalty 2542.294537 = -207790.343372 nChanged 8 SP:Iteration 77Q (2563.561363 sec): 3 clusters Score: Raw -210340.203275 + Penalty 2542.294537 = -207797.908738 nChanged 9 SP:Iteration 78Q (2563.573301 sec): 3 clusters Score: Raw -210346.772699 + Penalty 2542.294537 = -207804.478162 nChanged 11 SP:Iteration 79Q (2563.585289 sec): 3 clusters Score: Raw -210353.531355 + Penalty 2542.294537 = -207811.236818 nChanged 8 SP:Iteration 80F (2563.597819 sec): 3 clusters Score: Raw -210362.030141 + Penalty 2542.294537 = -207819.735604 nChanged 7 SP:Iteration 81Q (2563.609812 sec): 3 clusters Score: Raw -210366.727443 + Penalty 2542.294537 = -207824.432906 nChanged 8 SP:Iteration 82Q (2563.621695 sec): 3 clusters Score: Raw -210373.454620 + Penalty 2542.294537 = -207831.160083 nChanged 4 SP:Iteration 83Q (2563.633694 sec): 3 clusters Score: Raw -210377.446409 + Penalty 2542.294537 = -207835.151872 nChanged 4 SP:Iteration 84Q (2563.645505 sec): 3 clusters Score: Raw -210380.977399 + Penalty 2542.294537 = -207838.682862 nChanged 2 SP:Iteration 85Q (2563.657431 sec): 3 clusters Score: Raw -210382.357680 + Penalty 2542.294537 = -207840.063143 nChanged 1 SP:Iteration 86Q (2563.669345 sec): 3 clusters Score: Raw -210382.903518 + Penalty 2542.294537 = -207840.608981 nChanged 1 SP:Iteration 87Q (2563.681161 sec): 3 clusters Score: Raw -210383.117810 + Penalty 2542.294537 = -207840.823273 nChanged 0 SP:Iteration 88F (2563.693635 sec): 3 clusters Score: Raw -210383.117810 + Penalty 2542.294537 = -207840.823273 nChanged 0 Trying to split cluster 40 (5444 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2563.713671 sec): 2 clusters Score: Raw -446052.661981 + Penalty 1397.868772 = -444654.793209 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2563.736020 sec): 3 clusters Score: Raw -443259.174018 + Penalty 2795.737543 = -440463.436475 nChanged 2198 SP:Iteration 1F (2563.757961 sec): 3 clusters Score: Raw -444467.442029 + Penalty 2795.737543 = -441671.704486 nChanged 346 SP:Iteration 2F (2563.779935 sec): 3 clusters Score: Raw -444615.970310 + Penalty 2795.737543 = -441820.232767 nChanged 227 SP:Iteration 3Q (2563.802129 sec): 3 clusters Score: Raw -444718.007272 + Penalty 2795.737543 = -441922.269729 nChanged 213 SP:Iteration 4Q (2563.824405 sec): 3 clusters Score: Raw -444819.945062 + Penalty 2795.737543 = -442024.207518 nChanged 179 SP:Iteration 5Q (2563.846509 sec): 3 clusters Score: Raw -444916.150245 + Penalty 2795.737543 = -442120.412702 nChanged 188 SP:Iteration 6Q (2563.868633 sec): 3 clusters Score: Raw -445020.084169 + Penalty 2795.737543 = -442224.346626 nChanged 216 SP:Iteration 7Q (2563.890747 sec): 3 clusters Score: Raw -445190.543092 + Penalty 2795.737543 = -442394.805549 nChanged 289 SP:Iteration 8F (2563.912768 sec): 3 clusters Score: Raw -445434.945770 + Penalty 2795.737543 = -442639.208227 nChanged 313 SP:Iteration 9F (2563.934569 sec): 3 clusters Score: Raw -445733.952305 + Penalty 2795.737543 = -442938.214762 nChanged 316 SP:Iteration 10F (2563.956739 sec): 3 clusters Score: Raw -446062.482735 + Penalty 2795.737543 = -443266.745192 nChanged 300 SP:Iteration 11F (2563.978720 sec): 3 clusters Score: Raw -446354.019488 + Penalty 2795.737543 = -443558.281944 nChanged 240 SP:Iteration 12Q (2564.000566 sec): 3 clusters Score: Raw -446575.485733 + Penalty 2795.737543 = -443779.748189 nChanged 216 SP:Iteration 13Q (2564.022353 sec): 3 clusters Score: Raw -446755.260558 + Penalty 2795.737543 = -443959.523015 nChanged 166 SP:Iteration 14Q (2564.044037 sec): 3 clusters Score: Raw -446870.813549 + Penalty 2795.737543 = -444075.076005 nChanged 129 SP:Iteration 15Q (2564.065680 sec): 3 clusters Score: Raw -446944.049756 + Penalty 2795.737543 = -444148.312213 nChanged 88 SP:Iteration 16Q (2564.087409 sec): 3 clusters Score: Raw -446986.428644 + Penalty 2795.737543 = -444190.691101 nChanged 51 SP:Iteration 17Q (2564.109127 sec): 3 clusters Score: Raw -447018.387820 + Penalty 2795.737543 = -444222.650277 nChanged 49 SP:Iteration 18Q (2564.130653 sec): 3 clusters Score: Raw -447041.164927 + Penalty 2795.737543 = -444245.427384 nChanged 39 SP:Iteration 19Q (2564.152159 sec): 3 clusters Score: Raw -447060.275014 + Penalty 2795.737543 = -444264.537471 nChanged 25 SP:Iteration 20F (2564.174118 sec): 3 clusters Score: Raw -447069.552849 + Penalty 2795.737543 = -444273.815306 nChanged 20 SP:Iteration 21Q (2564.195600 sec): 3 clusters Score: Raw -447076.394069 + Penalty 2795.737543 = -444280.656526 nChanged 18 SP:Iteration 22Q (2564.217141 sec): 3 clusters Score: Raw -447081.304499 + Penalty 2795.737543 = -444285.566956 nChanged 12 SP:Iteration 23Q (2564.238468 sec): 3 clusters Score: Raw -447084.032598 + Penalty 2795.737543 = -444288.295055 nChanged 6 SP:Iteration 24Q (2564.259885 sec): 3 clusters Score: Raw -447085.651738 + Penalty 2795.737543 = -444289.914195 nChanged 7 SP:Iteration 25Q (2564.281217 sec): 3 clusters Score: Raw -447087.725164 + Penalty 2795.737543 = -444291.987621 nChanged 7 SP:Iteration 26Q (2564.302667 sec): 3 clusters Score: Raw -447089.438702 + Penalty 2795.737543 = -444293.701158 nChanged 3 SP:Iteration 27Q (2564.324013 sec): 3 clusters Score: Raw -447089.761828 + Penalty 2795.737543 = -444294.024285 nChanged 2 SP:Iteration 28Q (2564.380516 sec): 3 clusters Score: Raw -447090.324390 + Penalty 2795.737543 = -444294.586847 nChanged 4 SP:Iteration 29Q (2564.430785 sec): 3 clusters Score: Raw -447091.310897 + Penalty 2795.737543 = -444295.573354 nChanged 2 SP:Iteration 30Q (2564.460413 sec): 3 clusters Score: Raw -447091.957380 + Penalty 2795.737543 = -444296.219837 nChanged 3 SP:Iteration 31Q (2564.481962 sec): 3 clusters Score: Raw -447092.650276 + Penalty 2795.737543 = -444296.912733 nChanged 2 SP:Iteration 32Q (2564.512415 sec): 3 clusters Score: Raw -447093.157380 + Penalty 2795.737543 = -444297.419837 nChanged 1 SP:Iteration 33Q (2564.533677 sec): 3 clusters Score: Raw -447093.283470 + Penalty 2795.737543 = -444297.545927 nChanged 2 SP:Iteration 34Q (2564.554839 sec): 3 clusters Score: Raw -447093.953725 + Penalty 2795.737543 = -444298.216182 nChanged 4 SP:Iteration 35Q (2564.576180 sec): 3 clusters Score: Raw -447094.650407 + Penalty 2795.737543 = -444298.912863 nChanged 2 SP:Iteration 36Q (2564.626515 sec): 3 clusters Score: Raw -447095.138878 + Penalty 2795.737543 = -444299.401334 nChanged 4 SP:Iteration 37Q (2564.679974 sec): 3 clusters Score: Raw -447096.351700 + Penalty 2795.737543 = -444300.614157 nChanged 6 SP:Iteration 38Q (2564.735087 sec): 3 clusters Score: Raw -447097.256074 + Penalty 2795.737543 = -444301.518531 nChanged 2 SP:Iteration 39Q (2564.756174 sec): 3 clusters Score: Raw -447097.770785 + Penalty 2795.737543 = -444302.033241 nChanged 0 SP:Iteration 40F (2564.778085 sec): 3 clusters Score: Raw -447097.770785 + Penalty 2795.737543 = -444302.033241 nChanged 0 Iteration 219Q (2571.551800 sec): 41 clusters Score: Raw -49143814.183202 + Penalty 86742.445374 = -49057071.737828 nChanged 22 Iteration 220F (2587.756879 sec): 41 clusters Score: Raw -49143814.936907 + Penalty 86742.445374 = -49057072.491533 nChanged 20 Iteration 221Q (2594.538846 sec): 41 clusters Score: Raw -49143815.377522 + Penalty 86742.445374 = -49057072.932148 nChanged 15 Iteration 222Q (2601.303203 sec): 41 clusters Score: Raw -49143815.646310 + Penalty 86742.445374 = -49057073.200936 nChanged 17 Iteration 223Q (2608.065538 sec): 41 clusters Score: Raw -49143816.026441 + Penalty 86742.445374 = -49057073.581067 nChanged 14 Iteration 224Q (2614.862589 sec): 41 clusters Score: Raw -49143816.222199 + Penalty 86742.445374 = -49057073.776825 nChanged 4 Iteration 225Q (2621.640370 sec): 41 clusters Score: Raw -49143816.260326 + Penalty 86742.445374 = -49057073.814952 nChanged 5 Iteration 226Q (2628.430573 sec): 41 clusters Score: Raw -49143816.321194 + Penalty 86742.445374 = -49057073.875820 nChanged 2 Iteration 227Q (2635.205752 sec): 41 clusters Score: Raw -49143816.362151 + Penalty 86742.445374 = -49057073.916777 nChanged 2 Iteration 228Q (2641.977096 sec): 41 clusters Score: Raw -49143816.476100 + Penalty 86742.445374 = -49057074.030726 nChanged 2 Iteration 229Q (2648.781701 sec): 41 clusters Score: Raw -49143816.609014 + Penalty 86742.445374 = -49057074.163640 nChanged 2 Iteration 230Q (2655.556433 sec): 41 clusters Score: Raw -49143816.709374 + Penalty 86742.445374 = -49057074.264000 nChanged 1 Iteration 231Q (2662.326141 sec): 41 clusters Score: Raw -49143816.713710 + Penalty 86742.445374 = -49057074.268336 nChanged 1 Iteration 232Q (2669.119460 sec): 41 clusters Score: Raw -49143816.717545 + Penalty 86742.445374 = -49057074.272171 nChanged 0 Iteration 233F (2685.299647 sec): 41 clusters Score: Raw -49143816.717545 + Penalty 86742.445374 = -49057074.272171 nChanged 0 Compute initial score before splitting: Score: Raw -49143816.717545 + Penalty 86742.445374 = -49057074.272171 Trying to split cluster 1 (60060 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2685.441060 sec): 2 clusters Score: Raw -5006793.698898 + Penalty 1788.003643 = -5005005.695255 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2685.552790 sec): 3 clusters Score: Raw -4968215.326196 + Penalty 3576.007286 = -4964639.318910 nChanged 28550 SP:Iteration 1F (2685.660194 sec): 3 clusters Score: Raw -4984567.370061 + Penalty 3576.007286 = -4980991.362775 nChanged 2558 SP:Iteration 2Q (2685.773442 sec): 3 clusters Score: Raw -4985532.551250 + Penalty 3576.007286 = -4981956.543964 nChanged 2849 SP:Iteration 3Q (2685.886614 sec): 3 clusters Score: Raw -4986916.046988 + Penalty 3576.007286 = -4983340.039702 nChanged 3308 SP:Iteration 4F (2685.994290 sec): 3 clusters Score: Raw -4989070.494624 + Penalty 3576.007286 = -4985494.487338 nChanged 3828 SP:Iteration 5F (2686.124536 sec): 3 clusters Score: Raw -4991979.095137 + Penalty 3576.007286 = -4988403.087851 nChanged 4019 SP:Iteration 6F (2686.231860 sec): 3 clusters Score: Raw -4995414.514301 + Penalty 3576.007286 = -4991838.507015 nChanged 3811 SP:Iteration 7F (2686.339383 sec): 3 clusters Score: Raw -4998724.911339 + Penalty 3576.007286 = -4995148.904053 nChanged 3237 SP:Iteration 8F (2686.446762 sec): 3 clusters Score: Raw -5001393.892126 + Penalty 3576.007286 = -4997817.884840 nChanged 2446 SP:Iteration 9Q (2686.548518 sec): 3 clusters Score: Raw -5003176.006245 + Penalty 3576.007286 = -4999599.998959 nChanged 1717 SP:Iteration 10Q (2686.646216 sec): 3 clusters Score: Raw -5004260.182596 + Penalty 3576.007286 = -5000684.175310 nChanged 1237 SP:Iteration 11Q (2686.740633 sec): 3 clusters Score: Raw -5004967.585247 + Penalty 3576.007286 = -5001391.577961 nChanged 1014 SP:Iteration 12Q (2686.833299 sec): 3 clusters Score: Raw -5005539.704065 + Penalty 3576.007286 = -5001963.696779 nChanged 796 SP:Iteration 13Q (2686.923906 sec): 3 clusters Score: Raw -5005987.596874 + Penalty 3576.007286 = -5002411.589588 nChanged 610 SP:Iteration 14Q (2687.013550 sec): 3 clusters Score: Raw -5006356.629941 + Penalty 3576.007286 = -5002780.622655 nChanged 472 SP:Iteration 15Q (2687.100892 sec): 3 clusters Score: Raw -5006655.029901 + Penalty 3576.007286 = -5003079.022615 nChanged 329 SP:Iteration 16Q (2687.187222 sec): 3 clusters Score: Raw -5006880.925401 + Penalty 3576.007286 = -5003304.918115 nChanged 264 SP:Iteration 17Q (2687.270449 sec): 3 clusters Score: Raw -5007058.665543 + Penalty 3576.007286 = -5003482.658257 nChanged 193 SP:Iteration 18Q (2687.355036 sec): 3 clusters Score: Raw -5007175.496343 + Penalty 3576.007286 = -5003599.489057 nChanged 128 SP:Iteration 19Q (2687.438178 sec): 3 clusters Score: Raw -5007238.682390 + Penalty 3576.007286 = -5003662.675104 nChanged 110 SP:Iteration 20F (2687.544276 sec): 3 clusters Score: Raw -5007290.776257 + Penalty 3576.007286 = -5003714.768971 nChanged 85 SP:Iteration 21Q (2687.626939 sec): 3 clusters Score: Raw -5007332.860870 + Penalty 3576.007286 = -5003756.853584 nChanged 76 SP:Iteration 22Q (2687.709425 sec): 3 clusters Score: Raw -5007361.832784 + Penalty 3576.007286 = -5003785.825498 nChanged 67 SP:Iteration 23Q (2687.791749 sec): 3 clusters Score: Raw -5007385.793309 + Penalty 3576.007286 = -5003809.786023 nChanged 44 SP:Iteration 24Q (2687.874080 sec): 3 clusters Score: Raw -5007398.594450 + Penalty 3576.007286 = -5003822.587164 nChanged 34 SP:Iteration 25Q (2687.956207 sec): 3 clusters Score: Raw -5007406.348523 + Penalty 3576.007286 = -5003830.341237 nChanged 25 SP:Iteration 26Q (2688.038322 sec): 3 clusters Score: Raw -5007412.357413 + Penalty 3576.007286 = -5003836.350127 nChanged 15 SP:Iteration 27Q (2688.120359 sec): 3 clusters Score: Raw -5007416.827349 + Penalty 3576.007286 = -5003840.820063 nChanged 19 SP:Iteration 28Q (2688.202394 sec): 3 clusters Score: Raw -5007422.606750 + Penalty 3576.007286 = -5003846.599464 nChanged 19 SP:Iteration 29Q (2688.284353 sec): 3 clusters Score: Raw -5007427.301340 + Penalty 3576.007286 = -5003851.294054 nChanged 16 SP:Iteration 30Q (2688.366324 sec): 3 clusters Score: Raw -5007430.360627 + Penalty 3576.007286 = -5003854.353341 nChanged 11 SP:Iteration 31Q (2688.448247 sec): 3 clusters Score: Raw -5007432.931484 + Penalty 3576.007286 = -5003856.924198 nChanged 10 SP:Iteration 32Q (2688.530127 sec): 3 clusters Score: Raw -5007434.910547 + Penalty 3576.007286 = -5003858.903261 nChanged 9 SP:Iteration 33Q (2688.611994 sec): 3 clusters Score: Raw -5007436.909402 + Penalty 3576.007286 = -5003860.902116 nChanged 7 SP:Iteration 34Q (2688.694268 sec): 3 clusters Score: Raw -5007438.453188 + Penalty 3576.007286 = -5003862.445902 nChanged 6 SP:Iteration 35Q (2688.776215 sec): 3 clusters Score: Raw -5007439.381274 + Penalty 3576.007286 = -5003863.373988 nChanged 3 SP:Iteration 36Q (2688.857928 sec): 3 clusters Score: Raw -5007439.828435 + Penalty 3576.007286 = -5003863.821149 nChanged 3 SP:Iteration 37Q (2688.939895 sec): 3 clusters Score: Raw -5007440.429642 + Penalty 3576.007286 = -5003864.422356 nChanged 5 SP:Iteration 38Q (2689.021767 sec): 3 clusters Score: Raw -5007441.420437 + Penalty 3576.007286 = -5003865.413151 nChanged 4 SP:Iteration 39Q (2689.103554 sec): 3 clusters Score: Raw -5007441.935737 + Penalty 3576.007286 = -5003865.928451 nChanged 6 SP:Iteration 40F (2689.209587 sec): 3 clusters Score: Raw -5007443.391090 + Penalty 3576.007286 = -5003867.383804 nChanged 7 SP:Iteration 41Q (2689.291595 sec): 3 clusters Score: Raw -5007445.156316 + Penalty 3576.007286 = -5003869.149030 nChanged 11 SP:Iteration 42Q (2689.373523 sec): 3 clusters Score: Raw -5007447.970268 + Penalty 3576.007286 = -5003871.962982 nChanged 6 SP:Iteration 43Q (2689.455522 sec): 3 clusters Score: Raw -5007449.274465 + Penalty 3576.007286 = -5003873.267179 nChanged 5 SP:Iteration 44Q (2689.558315 sec): 3 clusters Score: Raw -5007450.145056 + Penalty 3576.007286 = -5003874.137770 nChanged 3 SP:Iteration 45Q (2689.641197 sec): 3 clusters Score: Raw -5007450.939253 + Penalty 3576.007286 = -5003874.931967 nChanged 3 SP:Iteration 46Q (2689.723515 sec): 3 clusters Score: Raw -5007451.631995 + Penalty 3576.007286 = -5003875.624709 nChanged 3 SP:Iteration 47Q (2689.806284 sec): 3 clusters Score: Raw -5007452.174756 + Penalty 3576.007286 = -5003876.167470 nChanged 3 SP:Iteration 48Q (2689.888593 sec): 3 clusters Score: Raw -5007452.892716 + Penalty 3576.007286 = -5003876.885430 nChanged 4 SP:Iteration 49Q (2689.971090 sec): 3 clusters Score: Raw -5007453.860717 + Penalty 3576.007286 = -5003877.853431 nChanged 3 SP:Iteration 50Q (2690.053017 sec): 3 clusters Score: Raw -5007454.399073 + Penalty 3576.007286 = -5003878.391787 nChanged 2 SP:Iteration 51Q (2690.134853 sec): 3 clusters Score: Raw -5007454.724060 + Penalty 3576.007286 = -5003878.716774 nChanged 2 SP:Iteration 52Q (2690.216705 sec): 3 clusters Score: Raw -5007455.154679 + Penalty 3576.007286 = -5003879.147393 nChanged 2 SP:Iteration 53Q (2690.298864 sec): 3 clusters Score: Raw -5007456.207789 + Penalty 3576.007286 = -5003880.200503 nChanged 2 SP:Iteration 54Q (2690.399786 sec): 3 clusters Score: Raw -5007456.772973 + Penalty 3576.007286 = -5003880.765687 nChanged 2 SP:Iteration 55Q (2690.481763 sec): 3 clusters Score: Raw -5007457.480143 + Penalty 3576.007286 = -5003881.472857 nChanged 2 SP:Iteration 56Q (2690.563664 sec): 3 clusters Score: Raw -5007457.827052 + Penalty 3576.007286 = -5003881.819766 nChanged 0 SP:Iteration 57F (2690.669798 sec): 3 clusters Score: Raw -5007457.827052 + Penalty 3576.007286 = -5003881.819766 nChanged 0 Trying to split cluster 2 (2675 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2690.677294 sec): 2 clusters Score: Raw -193547.286935 + Penalty 1282.402007 = -192264.884928 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2690.691562 sec): 3 clusters Score: Raw -192278.625264 + Penalty 2564.804014 = -189713.821250 nChanged 1022 SP:Iteration 1F (2690.704852 sec): 3 clusters Score: Raw -192961.428059 + Penalty 2564.804014 = -190396.624045 nChanged 248 SP:Iteration 2F (2690.718098 sec): 3 clusters Score: Raw -193175.190145 + Penalty 2564.804014 = -190610.386131 nChanged 170 SP:Iteration 3F (2690.731290 sec): 3 clusters Score: Raw -193287.854436 + Penalty 2564.804014 = -190723.050421 nChanged 133 SP:Iteration 4Q (2690.744441 sec): 3 clusters Score: Raw -193396.184477 + Penalty 2564.804014 = -190831.380462 nChanged 118 SP:Iteration 5Q (2690.757637 sec): 3 clusters Score: Raw -193480.473598 + Penalty 2564.804014 = -190915.669583 nChanged 93 SP:Iteration 6Q (2690.770723 sec): 3 clusters Score: Raw -193529.319695 + Penalty 2564.804014 = -190964.515680 nChanged 63 SP:Iteration 7Q (2690.783811 sec): 3 clusters Score: Raw -193566.305853 + Penalty 2564.804014 = -191001.501838 nChanged 46 SP:Iteration 8Q (2690.796996 sec): 3 clusters Score: Raw -193590.336168 + Penalty 2564.804014 = -191025.532154 nChanged 49 SP:Iteration 9Q (2690.810027 sec): 3 clusters Score: Raw -193621.908105 + Penalty 2564.804014 = -191057.104091 nChanged 35 SP:Iteration 10Q (2690.823115 sec): 3 clusters Score: Raw -193644.059723 + Penalty 2564.804014 = -191079.255708 nChanged 36 SP:Iteration 11Q (2690.836300 sec): 3 clusters Score: Raw -193661.903845 + Penalty 2564.804014 = -191097.099830 nChanged 41 SP:Iteration 12Q (2690.849347 sec): 3 clusters Score: Raw -193683.377513 + Penalty 2564.804014 = -191118.573499 nChanged 36 SP:Iteration 13Q (2690.862392 sec): 3 clusters Score: Raw -193706.907807 + Penalty 2564.804014 = -191142.103792 nChanged 50 SP:Iteration 14Q (2690.875553 sec): 3 clusters Score: Raw -193747.138515 + Penalty 2564.804014 = -191182.334501 nChanged 51 SP:Iteration 15Q (2690.888553 sec): 3 clusters Score: Raw -193795.433397 + Penalty 2564.804014 = -191230.629383 nChanged 60 SP:Iteration 16Q (2690.901672 sec): 3 clusters Score: Raw -193855.480931 + Penalty 2564.804014 = -191290.676917 nChanged 74 SP:Iteration 17Q (2690.914854 sec): 3 clusters Score: Raw -193949.018725 + Penalty 2564.804014 = -191384.214711 nChanged 81 SP:Iteration 18Q (2690.927861 sec): 3 clusters Score: Raw -194066.111601 + Penalty 2564.804014 = -191501.307587 nChanged 81 SP:Iteration 19Q (2690.940973 sec): 3 clusters Score: Raw -194199.583885 + Penalty 2564.804014 = -191634.779871 nChanged 98 SP:Iteration 20F (2690.954218 sec): 3 clusters Score: Raw -194365.601296 + Penalty 2564.804014 = -191800.797282 nChanged 105 SP:Iteration 21Q (2690.967205 sec): 3 clusters Score: Raw -194616.662809 + Penalty 2564.804014 = -192051.858795 nChanged 107 SP:Iteration 22Q (2690.980130 sec): 3 clusters Score: Raw -194956.314454 + Penalty 2564.804014 = -192391.510440 nChanged 70 SP:Iteration 23Q (2690.992909 sec): 3 clusters Score: Raw -195155.530094 + Penalty 2564.804014 = -192590.726080 nChanged 42 SP:Iteration 24Q (2691.005691 sec): 3 clusters Score: Raw -195203.911908 + Penalty 2564.804014 = -192639.107893 nChanged 26 SP:Iteration 25Q (2691.018285 sec): 3 clusters Score: Raw -195232.651244 + Penalty 2564.804014 = -192667.847229 nChanged 20 SP:Iteration 26Q (2691.030968 sec): 3 clusters Score: Raw -195246.530132 + Penalty 2564.804014 = -192681.726118 nChanged 8 SP:Iteration 27Q (2691.043664 sec): 3 clusters Score: Raw -195251.896003 + Penalty 2564.804014 = -192687.091989 nChanged 4 SP:Iteration 28Q (2691.056237 sec): 3 clusters Score: Raw -195254.600937 + Penalty 2564.804014 = -192689.796922 nChanged 4 SP:Iteration 29Q (2691.068936 sec): 3 clusters Score: Raw -195259.048833 + Penalty 2564.804014 = -192694.244819 nChanged 3 SP:Iteration 30Q (2691.081587 sec): 3 clusters Score: Raw -195261.428620 + Penalty 2564.804014 = -192696.624606 nChanged 3 SP:Iteration 31Q (2691.094270 sec): 3 clusters Score: Raw -195262.812898 + Penalty 2564.804014 = -192698.008883 nChanged 1 SP:Iteration 32Q (2691.106883 sec): 3 clusters Score: Raw -195263.223998 + Penalty 2564.804014 = -192698.419983 nChanged 0 SP:Iteration 33F (2691.119997 sec): 3 clusters Score: Raw -195263.223998 + Penalty 2564.804014 = -192698.419983 nChanged 0 Score: Raw -49145532.654607 + Penalty 88911.006508 = -49056621.648099 Splitting cluster 2 changes total score from -49057074.272171 to -49056621.648099 So it's not getting split. Trying to split cluster 3 (19484 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2706.452042 sec): 2 clusters Score: Raw -1639100.321318 + Penalty 1605.069195 = -1637495.252123 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2706.496989 sec): 3 clusters Score: Raw -1627367.139409 + Penalty 3210.138391 = -1624157.001018 nChanged 8859 SP:Iteration 1F (2706.540193 sec): 3 clusters Score: Raw -1632262.409160 + Penalty 3210.138391 = -1629052.270769 nChanged 1061 SP:Iteration 2F (2706.583547 sec): 3 clusters Score: Raw -1632666.069319 + Penalty 3210.138391 = -1629455.930928 nChanged 987 SP:Iteration 3F (2706.626795 sec): 3 clusters Score: Raw -1633021.285354 + Penalty 3210.138391 = -1629811.146964 nChanged 869 SP:Iteration 4Q (2706.670818 sec): 3 clusters Score: Raw -1633347.501756 + Penalty 3210.138391 = -1630137.363365 nChanged 842 SP:Iteration 5Q (2706.714651 sec): 3 clusters Score: Raw -1633649.145016 + Penalty 3210.138391 = -1630439.006625 nChanged 828 SP:Iteration 6Q (2706.758524 sec): 3 clusters Score: Raw -1633976.725169 + Penalty 3210.138391 = -1630766.586779 nChanged 808 SP:Iteration 7Q (2706.802159 sec): 3 clusters Score: Raw -1634319.728415 + Penalty 3210.138391 = -1631109.590024 nChanged 825 SP:Iteration 8Q (2706.845877 sec): 3 clusters Score: Raw -1634692.342289 + Penalty 3210.138391 = -1631482.203898 nChanged 915 SP:Iteration 9Q (2706.889662 sec): 3 clusters Score: Raw -1635160.379715 + Penalty 3210.138391 = -1631950.241324 nChanged 954 SP:Iteration 10Q (2706.933282 sec): 3 clusters Score: Raw -1635695.758809 + Penalty 3210.138391 = -1632485.620418 nChanged 1005 SP:Iteration 11F (2706.976466 sec): 3 clusters Score: Raw -1636352.831322 + Penalty 3210.138391 = -1633142.692931 nChanged 1008 SP:Iteration 12F (2707.019560 sec): 3 clusters Score: Raw -1637077.572173 + Penalty 3210.138391 = -1633867.433782 nChanged 914 SP:Iteration 13Q (2707.063382 sec): 3 clusters Score: Raw -1637737.903977 + Penalty 3210.138391 = -1634527.765586 nChanged 743 SP:Iteration 14Q (2707.106798 sec): 3 clusters Score: Raw -1638254.786961 + Penalty 3210.138391 = -1635044.648570 nChanged 542 SP:Iteration 15Q (2707.150073 sec): 3 clusters Score: Raw -1638619.219476 + Penalty 3210.138391 = -1635409.081085 nChanged 428 SP:Iteration 16Q (2707.192776 sec): 3 clusters Score: Raw -1638910.735147 + Penalty 3210.138391 = -1635700.596756 nChanged 270 SP:Iteration 17Q (2707.235181 sec): 3 clusters Score: Raw -1639088.925110 + Penalty 3210.138391 = -1635878.786719 nChanged 175 SP:Iteration 18Q (2707.276687 sec): 3 clusters Score: Raw -1639197.650799 + Penalty 3210.138391 = -1635987.512408 nChanged 114 SP:Iteration 19Q (2707.317631 sec): 3 clusters Score: Raw -1639266.034835 + Penalty 3210.138391 = -1636055.896444 nChanged 67 SP:Iteration 20F (2707.360865 sec): 3 clusters Score: Raw -1639309.415285 + Penalty 3210.138391 = -1636099.276894 nChanged 56 SP:Iteration 21Q (2707.400793 sec): 3 clusters Score: Raw -1639353.013487 + Penalty 3210.138391 = -1636142.875096 nChanged 53 SP:Iteration 22Q (2707.439999 sec): 3 clusters Score: Raw -1639392.792192 + Penalty 3210.138391 = -1636182.653801 nChanged 38 SP:Iteration 23Q (2707.478590 sec): 3 clusters Score: Raw -1639413.894689 + Penalty 3210.138391 = -1636203.756298 nChanged 20 SP:Iteration 24Q (2707.516905 sec): 3 clusters Score: Raw -1639426.689650 + Penalty 3210.138391 = -1636216.551259 nChanged 28 SP:Iteration 25Q (2707.555218 sec): 3 clusters Score: Raw -1639442.656953 + Penalty 3210.138391 = -1636232.518562 nChanged 19 SP:Iteration 26Q (2707.593203 sec): 3 clusters Score: Raw -1639455.972729 + Penalty 3210.138391 = -1636245.834338 nChanged 16 SP:Iteration 27Q (2707.631168 sec): 3 clusters Score: Raw -1639467.001970 + Penalty 3210.138391 = -1636256.863580 nChanged 12 SP:Iteration 28Q (2707.668968 sec): 3 clusters Score: Raw -1639476.355339 + Penalty 3210.138391 = -1636266.216948 nChanged 10 SP:Iteration 29Q (2707.707136 sec): 3 clusters Score: Raw -1639479.936995 + Penalty 3210.138391 = -1636269.798604 nChanged 5 SP:Iteration 30Q (2707.744783 sec): 3 clusters Score: Raw -1639482.801179 + Penalty 3210.138391 = -1636272.662788 nChanged 6 SP:Iteration 31Q (2707.782417 sec): 3 clusters Score: Raw -1639485.713472 + Penalty 3210.138391 = -1636275.575081 nChanged 4 SP:Iteration 32Q (2707.819975 sec): 3 clusters Score: Raw -1639489.220637 + Penalty 3210.138391 = -1636279.082246 nChanged 3 SP:Iteration 33Q (2707.857518 sec): 3 clusters Score: Raw -1639491.294326 + Penalty 3210.138391 = -1636281.155935 nChanged 3 SP:Iteration 34Q (2707.895122 sec): 3 clusters Score: Raw -1639492.822325 + Penalty 3210.138391 = -1636282.683934 nChanged 4 SP:Iteration 35Q (2707.932669 sec): 3 clusters Score: Raw -1639494.541522 + Penalty 3210.138391 = -1636284.403131 nChanged 0 SP:Iteration 36F (2707.975690 sec): 3 clusters Score: Raw -1639494.541522 + Penalty 3210.138391 = -1636284.403131 nChanged 0 Trying to split cluster 4 (4825 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2707.993621 sec): 2 clusters Score: Raw -366142.639070 + Penalty 1378.254477 = -364764.384592 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2708.014998 sec): 3 clusters Score: Raw -363624.495860 + Penalty 2756.508954 = -360867.986905 nChanged 1975 SP:Iteration 1F (2708.036114 sec): 3 clusters Score: Raw -364827.363637 + Penalty 2756.508954 = -362070.854682 nChanged 421 SP:Iteration 2F (2708.057183 sec): 3 clusters Score: Raw -365134.294276 + Penalty 2756.508954 = -362377.785322 nChanged 315 SP:Iteration 3F (2708.078134 sec): 3 clusters Score: Raw -365395.274783 + Penalty 2756.508954 = -362638.765828 nChanged 263 SP:Iteration 4F (2708.099165 sec): 3 clusters Score: Raw -365609.701779 + Penalty 2756.508954 = -362853.192824 nChanged 230 SP:Iteration 5Q (2708.120023 sec): 3 clusters Score: Raw -365761.671234 + Penalty 2756.508954 = -363005.162280 nChanged 200 SP:Iteration 6Q (2708.140965 sec): 3 clusters Score: Raw -365897.081590 + Penalty 2756.508954 = -363140.572635 nChanged 189 SP:Iteration 7Q (2708.161772 sec): 3 clusters Score: Raw -366027.978762 + Penalty 2756.508954 = -363271.469808 nChanged 172 SP:Iteration 8Q (2708.182651 sec): 3 clusters Score: Raw -366150.755696 + Penalty 2756.508954 = -363394.246742 nChanged 160 SP:Iteration 9Q (2708.203195 sec): 3 clusters Score: Raw -366252.050722 + Penalty 2756.508954 = -363495.541768 nChanged 126 SP:Iteration 10Q (2708.224031 sec): 3 clusters Score: Raw -366317.566374 + Penalty 2756.508954 = -363561.057420 nChanged 88 SP:Iteration 11Q (2708.244564 sec): 3 clusters Score: Raw -366355.491095 + Penalty 2756.508954 = -363598.982141 nChanged 79 SP:Iteration 12Q (2708.265326 sec): 3 clusters Score: Raw -366389.946899 + Penalty 2756.508954 = -363633.437945 nChanged 65 SP:Iteration 13Q (2708.285844 sec): 3 clusters Score: Raw -366417.853866 + Penalty 2756.508954 = -363661.344911 nChanged 48 SP:Iteration 14Q (2708.306651 sec): 3 clusters Score: Raw -366433.559834 + Penalty 2756.508954 = -363677.050880 nChanged 27 SP:Iteration 15Q (2708.327150 sec): 3 clusters Score: Raw -366443.672507 + Penalty 2756.508954 = -363687.163553 nChanged 34 SP:Iteration 16Q (2708.347810 sec): 3 clusters Score: Raw -366454.804823 + Penalty 2756.508954 = -363698.295869 nChanged 28 SP:Iteration 17Q (2708.368489 sec): 3 clusters Score: Raw -366465.239780 + Penalty 2756.508954 = -363708.730826 nChanged 27 SP:Iteration 18Q (2708.388979 sec): 3 clusters Score: Raw -366474.822437 + Penalty 2756.508954 = -363718.313482 nChanged 22 SP:Iteration 19Q (2708.409472 sec): 3 clusters Score: Raw -366480.368802 + Penalty 2756.508954 = -363723.859848 nChanged 21 SP:Iteration 20F (2708.430544 sec): 3 clusters Score: Raw -366487.659420 + Penalty 2756.508954 = -363731.150466 nChanged 14 SP:Iteration 21Q (2708.451065 sec): 3 clusters Score: Raw -366492.515769 + Penalty 2756.508954 = -363736.006814 nChanged 18 SP:Iteration 22Q (2708.471508 sec): 3 clusters Score: Raw -366496.949548 + Penalty 2756.508954 = -363740.440594 nChanged 15 SP:Iteration 23Q (2708.492231 sec): 3 clusters Score: Raw -366500.027286 + Penalty 2756.508954 = -363743.518331 nChanged 13 SP:Iteration 24Q (2708.512782 sec): 3 clusters Score: Raw -366502.795116 + Penalty 2756.508954 = -363746.286162 nChanged 12 SP:Iteration 25Q (2708.533188 sec): 3 clusters Score: Raw -366506.535750 + Penalty 2756.508954 = -363750.026795 nChanged 17 SP:Iteration 26Q (2708.553754 sec): 3 clusters Score: Raw -366510.930228 + Penalty 2756.508954 = -363754.421274 nChanged 10 SP:Iteration 27Q (2708.574306 sec): 3 clusters Score: Raw -366513.726199 + Penalty 2756.508954 = -363757.217244 nChanged 10 SP:Iteration 28Q (2708.594863 sec): 3 clusters Score: Raw -366516.543409 + Penalty 2756.508954 = -363760.034455 nChanged 9 SP:Iteration 29Q (2708.615542 sec): 3 clusters Score: Raw -366518.518838 + Penalty 2756.508954 = -363762.009883 nChanged 9 SP:Iteration 30Q (2708.636022 sec): 3 clusters Score: Raw -366521.128171 + Penalty 2756.508954 = -363764.619216 nChanged 9 SP:Iteration 31Q (2708.656470 sec): 3 clusters Score: Raw -366522.989254 + Penalty 2756.508954 = -363766.480300 nChanged 3 SP:Iteration 32Q (2708.676944 sec): 3 clusters Score: Raw -366523.718687 + Penalty 2756.508954 = -363767.209732 nChanged 1 SP:Iteration 33Q (2708.697243 sec): 3 clusters Score: Raw -366523.855879 + Penalty 2756.508954 = -363767.346924 nChanged 1 SP:Iteration 34Q (2708.717725 sec): 3 clusters Score: Raw -366523.888307 + Penalty 2756.508954 = -363767.379352 nChanged 0 SP:Iteration 35F (2708.738714 sec): 3 clusters Score: Raw -366523.888307 + Penalty 2756.508954 = -363767.379352 nChanged 0 Trying to split cluster 5 (6285 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2708.759366 sec): 2 clusters Score: Raw -518593.419600 + Penalty 1421.212182 = -517172.207417 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2708.783073 sec): 3 clusters Score: Raw -515234.715805 + Penalty 2842.424364 = -512392.291441 nChanged 2601 SP:Iteration 1F (2708.806393 sec): 3 clusters Score: Raw -516662.979083 + Penalty 2842.424364 = -513820.554719 nChanged 467 SP:Iteration 2F (2708.829869 sec): 3 clusters Score: Raw -516928.067838 + Penalty 2842.424364 = -514085.643473 nChanged 358 SP:Iteration 3F (2708.853240 sec): 3 clusters Score: Raw -517121.637700 + Penalty 2842.424364 = -514279.213336 nChanged 294 SP:Iteration 4Q (2708.876784 sec): 3 clusters Score: Raw -517300.427079 + Penalty 2842.424364 = -514458.002715 nChanged 298 SP:Iteration 5Q (2708.900161 sec): 3 clusters Score: Raw -517485.784748 + Penalty 2842.424364 = -514643.360384 nChanged 302 SP:Iteration 6Q (2708.923407 sec): 3 clusters Score: Raw -517703.658903 + Penalty 2842.424364 = -514861.234539 nChanged 318 SP:Iteration 7F (2708.946594 sec): 3 clusters Score: Raw -517997.105664 + Penalty 2842.424364 = -515154.681300 nChanged 382 SP:Iteration 8F (2708.969974 sec): 3 clusters Score: Raw -518360.752304 + Penalty 2842.424364 = -515518.327940 nChanged 339 SP:Iteration 9F (2708.993361 sec): 3 clusters Score: Raw -518670.693513 + Penalty 2842.424364 = -515828.269149 nChanged 307 SP:Iteration 10Q (2709.016460 sec): 3 clusters Score: Raw -518937.557578 + Penalty 2842.424364 = -516095.133214 nChanged 248 SP:Iteration 11Q (2709.039306 sec): 3 clusters Score: Raw -519135.655046 + Penalty 2842.424364 = -516293.230682 nChanged 183 SP:Iteration 12Q (2709.062087 sec): 3 clusters Score: Raw -519289.003922 + Penalty 2842.424364 = -516446.579558 nChanged 163 SP:Iteration 13Q (2709.084741 sec): 3 clusters Score: Raw -519403.607955 + Penalty 2842.424364 = -516561.183590 nChanged 113 SP:Iteration 14Q (2709.107287 sec): 3 clusters Score: Raw -519493.141548 + Penalty 2842.424364 = -516650.717183 nChanged 94 SP:Iteration 15Q (2709.129547 sec): 3 clusters Score: Raw -519560.243528 + Penalty 2842.424364 = -516717.819164 nChanged 92 SP:Iteration 16Q (2709.151694 sec): 3 clusters Score: Raw -519635.652428 + Penalty 2842.424364 = -516793.228064 nChanged 68 SP:Iteration 17Q (2709.173715 sec): 3 clusters Score: Raw -519683.605681 + Penalty 2842.424364 = -516841.181317 nChanged 65 SP:Iteration 18Q (2709.195760 sec): 3 clusters Score: Raw -519716.878005 + Penalty 2842.424364 = -516874.453640 nChanged 52 SP:Iteration 19Q (2709.217446 sec): 3 clusters Score: Raw -519743.771393 + Penalty 2842.424364 = -516901.347029 nChanged 30 SP:Iteration 20F (2709.240489 sec): 3 clusters Score: Raw -519756.651003 + Penalty 2842.424364 = -516914.226639 nChanged 14 SP:Iteration 21Q (2709.261916 sec): 3 clusters Score: Raw -519760.715264 + Penalty 2842.424364 = -516918.290899 nChanged 15 SP:Iteration 22Q (2709.283538 sec): 3 clusters Score: Raw -519764.337804 + Penalty 2842.424364 = -516921.913440 nChanged 13 SP:Iteration 23Q (2709.305075 sec): 3 clusters Score: Raw -519767.072027 + Penalty 2842.424364 = -516924.647663 nChanged 7 SP:Iteration 24Q (2709.326776 sec): 3 clusters Score: Raw -519768.293277 + Penalty 2842.424364 = -516925.868913 nChanged 3 SP:Iteration 25Q (2709.348145 sec): 3 clusters Score: Raw -519768.634924 + Penalty 2842.424364 = -516926.210560 nChanged 3 SP:Iteration 26Q (2709.369347 sec): 3 clusters Score: Raw -519769.138276 + Penalty 2842.424364 = -516926.713911 nChanged 0 SP:Iteration 27F (2709.392644 sec): 3 clusters Score: Raw -519769.138276 + Penalty 2842.424364 = -516926.713911 nChanged 0 Trying to split cluster 6 (51124 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2709.465656 sec): 2 clusters Score: Raw -4229248.894202 + Penalty 1761.826517 = -4227487.067685 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2709.565278 sec): 3 clusters Score: Raw -4196578.280031 + Penalty 3523.653033 = -4193054.626998 nChanged 24111 SP:Iteration 1F (2709.658913 sec): 3 clusters Score: Raw -4210867.340838 + Penalty 3523.653033 = -4207343.687805 nChanged 2677 SP:Iteration 2F (2709.752420 sec): 3 clusters Score: Raw -4212071.209540 + Penalty 3523.653033 = -4208547.556507 nChanged 3140 SP:Iteration 3F (2709.845838 sec): 3 clusters Score: Raw -4213830.389180 + Penalty 3523.653033 = -4210306.736146 nChanged 3771 SP:Iteration 4F (2709.939126 sec): 3 clusters Score: Raw -4216427.482196 + Penalty 3523.653033 = -4212903.829163 nChanged 4002 SP:Iteration 5F (2710.032606 sec): 3 clusters Score: Raw -4219622.877187 + Penalty 3523.653033 = -4216099.224154 nChanged 3732 SP:Iteration 6F (2710.130176 sec): 3 clusters Score: Raw -4222763.988363 + Penalty 3523.653033 = -4219240.335329 nChanged 2895 SP:Iteration 7F (2710.257291 sec): 3 clusters Score: Raw -4225234.351215 + Penalty 3523.653033 = -4221710.698182 nChanged 2066 SP:Iteration 8Q (2710.354007 sec): 3 clusters Score: Raw -4227053.868983 + Penalty 3523.653033 = -4223530.215950 nChanged 1283 SP:Iteration 9Q (2710.447465 sec): 3 clusters Score: Raw -4228168.787732 + Penalty 3523.653033 = -4224645.134699 nChanged 727 SP:Iteration 10Q (2710.535920 sec): 3 clusters Score: Raw -4228799.818148 + Penalty 3523.653033 = -4225276.165115 nChanged 386 SP:Iteration 11Q (2710.619961 sec): 3 clusters Score: Raw -4229138.090610 + Penalty 3523.653033 = -4225614.437576 nChanged 203 SP:Iteration 12Q (2710.700799 sec): 3 clusters Score: Raw -4229314.665909 + Penalty 3523.653033 = -4225791.012876 nChanged 104 SP:Iteration 13Q (2710.779591 sec): 3 clusters Score: Raw -4229414.429087 + Penalty 3523.653033 = -4225890.776053 nChanged 60 SP:Iteration 14Q (2710.857198 sec): 3 clusters Score: Raw -4229461.876469 + Penalty 3523.653033 = -4225938.223436 nChanged 41 SP:Iteration 15Q (2710.934664 sec): 3 clusters Score: Raw -4229501.014937 + Penalty 3523.653033 = -4225977.361904 nChanged 32 SP:Iteration 16Q (2711.011646 sec): 3 clusters Score: Raw -4229526.838568 + Penalty 3523.653033 = -4226003.185535 nChanged 22 SP:Iteration 17Q (2711.088602 sec): 3 clusters Score: Raw -4229542.546714 + Penalty 3523.653033 = -4226018.893681 nChanged 11 SP:Iteration 18Q (2711.165277 sec): 3 clusters Score: Raw -4229550.145542 + Penalty 3523.653033 = -4226026.492509 nChanged 8 SP:Iteration 19Q (2711.242244 sec): 3 clusters Score: Raw -4229556.749440 + Penalty 3523.653033 = -4226033.096406 nChanged 6 SP:Iteration 20F (2711.336328 sec): 3 clusters Score: Raw -4229559.261377 + Penalty 3523.653033 = -4226035.608344 nChanged 0 Trying to split cluster 7 (3294 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2711.344549 sec): 2 clusters Score: Raw -240636.964485 + Penalty 1316.226910 = -239320.737575 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2711.361943 sec): 3 clusters Score: Raw -239062.262388 + Penalty 2632.453821 = -236429.808567 nChanged 1260 SP:Iteration 1F (2711.378341 sec): 3 clusters Score: Raw -239789.702052 + Penalty 2632.453821 = -237157.248231 nChanged 260 SP:Iteration 2F (2711.394694 sec): 3 clusters Score: Raw -239981.608549 + Penalty 2632.453821 = -237349.154728 nChanged 201 SP:Iteration 3F (2711.411112 sec): 3 clusters Score: Raw -240151.584670 + Penalty 2632.453821 = -237519.130849 nChanged 183 SP:Iteration 4F (2711.427365 sec): 3 clusters Score: Raw -240316.384253 + Penalty 2632.453821 = -237683.930432 nChanged 181 SP:Iteration 5F (2711.443746 sec): 3 clusters Score: Raw -240495.378219 + Penalty 2632.453821 = -237862.924398 nChanged 162 SP:Iteration 6Q (2711.460086 sec): 3 clusters Score: Raw -240656.542193 + Penalty 2632.453821 = -238024.088372 nChanged 161 SP:Iteration 7Q (2711.476373 sec): 3 clusters Score: Raw -240799.538312 + Penalty 2632.453821 = -238167.084491 nChanged 139 SP:Iteration 8Q (2711.492699 sec): 3 clusters Score: Raw -240901.057531 + Penalty 2632.453821 = -238268.603710 nChanged 96 SP:Iteration 9Q (2711.508924 sec): 3 clusters Score: Raw -240965.025020 + Penalty 2632.453821 = -238332.571199 nChanged 79 SP:Iteration 10Q (2711.525205 sec): 3 clusters Score: Raw -241007.940146 + Penalty 2632.453821 = -238375.486325 nChanged 70 SP:Iteration 11Q (2711.541386 sec): 3 clusters Score: Raw -241041.952861 + Penalty 2632.453821 = -238409.499040 nChanged 47 SP:Iteration 12Q (2711.557633 sec): 3 clusters Score: Raw -241063.330099 + Penalty 2632.453821 = -238430.876278 nChanged 32 SP:Iteration 13Q (2711.573886 sec): 3 clusters Score: Raw -241076.077185 + Penalty 2632.453821 = -238443.623364 nChanged 24 SP:Iteration 14Q (2711.590110 sec): 3 clusters Score: Raw -241083.693656 + Penalty 2632.453821 = -238451.239835 nChanged 15 SP:Iteration 15Q (2711.606169 sec): 3 clusters Score: Raw -241088.883930 + Penalty 2632.453821 = -238456.430109 nChanged 10 SP:Iteration 16Q (2711.622227 sec): 3 clusters Score: Raw -241092.804646 + Penalty 2632.453821 = -238460.350825 nChanged 9 SP:Iteration 17Q (2711.638379 sec): 3 clusters Score: Raw -241095.652663 + Penalty 2632.453821 = -238463.198842 nChanged 9 SP:Iteration 18Q (2711.654631 sec): 3 clusters Score: Raw -241099.531985 + Penalty 2632.453821 = -238467.078164 nChanged 11 SP:Iteration 19Q (2711.670836 sec): 3 clusters Score: Raw -241104.168274 + Penalty 2632.453821 = -238471.714453 nChanged 7 SP:Iteration 20F (2711.687224 sec): 3 clusters Score: Raw -241106.644843 + Penalty 2632.453821 = -238474.191023 nChanged 10 SP:Iteration 21Q (2711.703257 sec): 3 clusters Score: Raw -241109.760577 + Penalty 2632.453821 = -238477.306756 nChanged 5 SP:Iteration 22Q (2711.719617 sec): 3 clusters Score: Raw -241111.616596 + Penalty 2632.453821 = -238479.162775 nChanged 6 SP:Iteration 23Q (2711.735856 sec): 3 clusters Score: Raw -241114.138063 + Penalty 2632.453821 = -238481.684242 nChanged 7 SP:Iteration 24Q (2711.752090 sec): 3 clusters Score: Raw -241116.925816 + Penalty 2632.453821 = -238484.471995 nChanged 9 SP:Iteration 25Q (2711.768245 sec): 3 clusters Score: Raw -241120.014186 + Penalty 2632.453821 = -238487.560365 nChanged 6 SP:Iteration 26Q (2711.784456 sec): 3 clusters Score: Raw -241121.406030 + Penalty 2632.453821 = -238488.952209 nChanged 2 SP:Iteration 27Q (2711.800667 sec): 3 clusters Score: Raw -241121.995670 + Penalty 2632.453821 = -238489.541849 nChanged 1 SP:Iteration 28Q (2711.816905 sec): 3 clusters Score: Raw -241122.478572 + Penalty 2632.453821 = -238490.024751 nChanged 0 SP:Iteration 29F (2711.833114 sec): 3 clusters Score: Raw -241122.478572 + Penalty 2632.453821 = -238490.024751 nChanged 0 Trying to split cluster 8 (1535 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2711.848229 sec): 2 clusters Score: Raw -120496.868048 + Penalty 1192.146420 = -119304.721628 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2711.856836 sec): 3 clusters Score: Raw -119891.972364 + Penalty 2384.292840 = -117507.679524 nChanged 526 SP:Iteration 1F (2711.864976 sec): 3 clusters Score: Raw -120285.879013 + Penalty 2384.292840 = -117901.586173 nChanged 145 SP:Iteration 2F (2711.873036 sec): 3 clusters Score: Raw -120402.308528 + Penalty 2384.292840 = -118018.015688 nChanged 81 SP:Iteration 3F (2711.881066 sec): 3 clusters Score: Raw -120467.622102 + Penalty 2384.292840 = -118083.329262 nChanged 56 SP:Iteration 4Q (2711.889110 sec): 3 clusters Score: Raw -120519.286855 + Penalty 2384.292840 = -118134.994015 nChanged 48 SP:Iteration 5Q (2711.897087 sec): 3 clusters Score: Raw -120556.979319 + Penalty 2384.292840 = -118172.686480 nChanged 48 SP:Iteration 6Q (2711.905030 sec): 3 clusters Score: Raw -120611.539278 + Penalty 2384.292840 = -118227.246438 nChanged 54 SP:Iteration 7Q (2711.913017 sec): 3 clusters Score: Raw -120683.634717 + Penalty 2384.292840 = -118299.341878 nChanged 68 SP:Iteration 8Q (2711.921019 sec): 3 clusters Score: Raw -120775.275875 + Penalty 2384.292840 = -118390.983036 nChanged 72 SP:Iteration 9Q (2711.929016 sec): 3 clusters Score: Raw -120865.053371 + Penalty 2384.292840 = -118480.760531 nChanged 65 SP:Iteration 10Q (2711.937000 sec): 3 clusters Score: Raw -120937.284753 + Penalty 2384.292840 = -118552.991914 nChanged 52 SP:Iteration 11Q (2711.944949 sec): 3 clusters Score: Raw -120995.107158 + Penalty 2384.292840 = -118610.814319 nChanged 44 SP:Iteration 12Q (2711.952894 sec): 3 clusters Score: Raw -121065.244644 + Penalty 2384.292840 = -118680.951805 nChanged 37 SP:Iteration 13Q (2711.960857 sec): 3 clusters Score: Raw -121104.907953 + Penalty 2384.292840 = -118720.615113 nChanged 29 SP:Iteration 14Q (2711.968774 sec): 3 clusters Score: Raw -121136.749016 + Penalty 2384.292840 = -118752.456177 nChanged 25 SP:Iteration 15Q (2711.976705 sec): 3 clusters Score: Raw -121167.010873 + Penalty 2384.292840 = -118782.718034 nChanged 21 SP:Iteration 16Q (2711.984610 sec): 3 clusters Score: Raw -121190.761702 + Penalty 2384.292840 = -118806.468863 nChanged 20 SP:Iteration 17Q (2711.992541 sec): 3 clusters Score: Raw -121211.451448 + Penalty 2384.292840 = -118827.158608 nChanged 13 SP:Iteration 18Q (2712.000419 sec): 3 clusters Score: Raw -121222.071479 + Penalty 2384.292840 = -118837.778640 nChanged 7 SP:Iteration 19Q (2712.008261 sec): 3 clusters Score: Raw -121227.296956 + Penalty 2384.292840 = -118843.004116 nChanged 3 SP:Iteration 20F (2712.016290 sec): 3 clusters Score: Raw -121230.141991 + Penalty 2384.292840 = -118845.849151 nChanged 5 SP:Iteration 21Q (2712.024143 sec): 3 clusters Score: Raw -121232.651449 + Penalty 2384.292840 = -118848.358609 nChanged 6 SP:Iteration 22Q (2712.031983 sec): 3 clusters Score: Raw -121236.050023 + Penalty 2384.292840 = -118851.757184 nChanged 1 SP:Iteration 23Q (2712.039867 sec): 3 clusters Score: Raw -121236.316566 + Penalty 2384.292840 = -118852.023726 nChanged 0 SP:Iteration 24F (2712.047929 sec): 3 clusters Score: Raw -121236.316566 + Penalty 2384.292840 = -118852.023726 nChanged 0 Trying to split cluster 9 (18399 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2712.084093 sec): 2 clusters Score: Raw -1471952.759155 + Penalty 1595.758384 = -1470357.000771 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2712.127597 sec): 3 clusters Score: Raw -1460904.756001 + Penalty 3191.516768 = -1457713.239233 nChanged 8326 SP:Iteration 1F (2712.169117 sec): 3 clusters Score: Raw -1465839.653341 + Penalty 3191.516768 = -1462648.136572 nChanged 1123 SP:Iteration 2F (2712.210968 sec): 3 clusters Score: Raw -1466354.149207 + Penalty 3191.516768 = -1463162.632439 nChanged 1043 SP:Iteration 3F (2712.252610 sec): 3 clusters Score: Raw -1466832.086611 + Penalty 3191.516768 = -1463640.569843 nChanged 961 SP:Iteration 4F (2712.294281 sec): 3 clusters Score: Raw -1467313.692947 + Penalty 3191.516768 = -1464122.176179 nChanged 959 SP:Iteration 5F (2712.336081 sec): 3 clusters Score: Raw -1467801.174663 + Penalty 3191.516768 = -1464609.657894 nChanged 899 SP:Iteration 6Q (2712.378235 sec): 3 clusters Score: Raw -1468307.209954 + Penalty 3191.516768 = -1465115.693186 nChanged 927 SP:Iteration 7F (2712.419753 sec): 3 clusters Score: Raw -1468857.908689 + Penalty 3191.516768 = -1465666.391921 nChanged 832 SP:Iteration 8Q (2712.461811 sec): 3 clusters Score: Raw -1469285.889989 + Penalty 3191.516768 = -1466094.373221 nChanged 682 SP:Iteration 9Q (2712.503534 sec): 3 clusters Score: Raw -1469555.290003 + Penalty 3191.516768 = -1466363.773234 nChanged 526 SP:Iteration 10Q (2712.545397 sec): 3 clusters Score: Raw -1469730.874349 + Penalty 3191.516768 = -1466539.357581 nChanged 400 SP:Iteration 11Q (2712.586939 sec): 3 clusters Score: Raw -1469834.690200 + Penalty 3191.516768 = -1466643.173432 nChanged 298 SP:Iteration 12Q (2712.628382 sec): 3 clusters Score: Raw -1469906.408103 + Penalty 3191.516768 = -1466714.891335 nChanged 267 SP:Iteration 13Q (2712.669786 sec): 3 clusters Score: Raw -1469966.400263 + Penalty 3191.516768 = -1466774.883495 nChanged 205 SP:Iteration 14Q (2712.711072 sec): 3 clusters Score: Raw -1470003.783480 + Penalty 3191.516768 = -1466812.266712 nChanged 156 SP:Iteration 15Q (2712.752183 sec): 3 clusters Score: Raw -1470032.244615 + Penalty 3191.516768 = -1466840.727846 nChanged 152 SP:Iteration 16Q (2712.793365 sec): 3 clusters Score: Raw -1470060.349884 + Penalty 3191.516768 = -1466868.833116 nChanged 159 SP:Iteration 17Q (2712.834478 sec): 3 clusters Score: Raw -1470094.755677 + Penalty 3191.516768 = -1466903.238909 nChanged 156 SP:Iteration 18Q (2712.875569 sec): 3 clusters Score: Raw -1470123.654430 + Penalty 3191.516768 = -1466932.137662 nChanged 153 SP:Iteration 19Q (2712.916480 sec): 3 clusters Score: Raw -1470150.240255 + Penalty 3191.516768 = -1466958.723487 nChanged 140 SP:Iteration 20F (2712.958180 sec): 3 clusters Score: Raw -1470172.156531 + Penalty 3191.516768 = -1466980.639763 nChanged 117 SP:Iteration 21Q (2712.999395 sec): 3 clusters Score: Raw -1470191.043928 + Penalty 3191.516768 = -1466999.527159 nChanged 106 SP:Iteration 22Q (2713.040390 sec): 3 clusters Score: Raw -1470207.505583 + Penalty 3191.516768 = -1467015.988814 nChanged 100 SP:Iteration 23Q (2713.081403 sec): 3 clusters Score: Raw -1470226.719965 + Penalty 3191.516768 = -1467035.203197 nChanged 114 SP:Iteration 24Q (2713.122174 sec): 3 clusters Score: Raw -1470246.476844 + Penalty 3191.516768 = -1467054.960076 nChanged 106 SP:Iteration 25Q (2713.163206 sec): 3 clusters Score: Raw -1470265.694462 + Penalty 3191.516768 = -1467074.177694 nChanged 109 SP:Iteration 26Q (2713.204037 sec): 3 clusters Score: Raw -1470283.172435 + Penalty 3191.516768 = -1467091.655667 nChanged 105 SP:Iteration 27Q (2713.244929 sec): 3 clusters Score: Raw -1470300.770367 + Penalty 3191.516768 = -1467109.253599 nChanged 115 SP:Iteration 28Q (2713.285930 sec): 3 clusters Score: Raw -1470315.924949 + Penalty 3191.516768 = -1467124.408180 nChanged 85 SP:Iteration 29Q (2713.326691 sec): 3 clusters Score: Raw -1470325.538554 + Penalty 3191.516768 = -1467134.021786 nChanged 75 SP:Iteration 30Q (2713.367423 sec): 3 clusters Score: Raw -1470334.668520 + Penalty 3191.516768 = -1467143.151751 nChanged 68 SP:Iteration 31Q (2713.408287 sec): 3 clusters Score: Raw -1470344.413438 + Penalty 3191.516768 = -1467152.896669 nChanged 70 SP:Iteration 32Q (2713.449021 sec): 3 clusters Score: Raw -1470355.234119 + Penalty 3191.516768 = -1467163.717351 nChanged 77 SP:Iteration 33Q (2713.489639 sec): 3 clusters Score: Raw -1470364.993876 + Penalty 3191.516768 = -1467173.477108 nChanged 70 SP:Iteration 34Q (2713.530287 sec): 3 clusters Score: Raw -1470373.307454 + Penalty 3191.516768 = -1467181.790686 nChanged 61 SP:Iteration 35Q (2713.570963 sec): 3 clusters Score: Raw -1470381.386830 + Penalty 3191.516768 = -1467189.870062 nChanged 68 SP:Iteration 36Q (2713.611482 sec): 3 clusters Score: Raw -1470392.499876 + Penalty 3191.516768 = -1467200.983108 nChanged 77 SP:Iteration 37Q (2713.652256 sec): 3 clusters Score: Raw -1470403.102733 + Penalty 3191.516768 = -1467211.585965 nChanged 78 SP:Iteration 38Q (2713.692790 sec): 3 clusters Score: Raw -1470415.306759 + Penalty 3191.516768 = -1467223.789991 nChanged 79 SP:Iteration 39Q (2713.733314 sec): 3 clusters Score: Raw -1470427.703764 + Penalty 3191.516768 = -1467236.186996 nChanged 84 SP:Iteration 40F (2713.774942 sec): 3 clusters Score: Raw -1470440.975401 + Penalty 3191.516768 = -1467249.458633 nChanged 77 SP:Iteration 41Q (2713.815709 sec): 3 clusters Score: Raw -1470452.224464 + Penalty 3191.516768 = -1467260.707696 nChanged 81 SP:Iteration 42Q (2713.856207 sec): 3 clusters Score: Raw -1470464.037353 + Penalty 3191.516768 = -1467272.520585 nChanged 67 SP:Iteration 43Q (2713.896731 sec): 3 clusters Score: Raw -1470472.299834 + Penalty 3191.516768 = -1467280.783066 nChanged 62 SP:Iteration 44Q (2713.937294 sec): 3 clusters Score: Raw -1470479.568420 + Penalty 3191.516768 = -1467288.051652 nChanged 59 SP:Iteration 45Q (2713.977756 sec): 3 clusters Score: Raw -1470488.456281 + Penalty 3191.516768 = -1467296.939513 nChanged 66 SP:Iteration 46Q (2714.018177 sec): 3 clusters Score: Raw -1470497.288824 + Penalty 3191.516768 = -1467305.772056 nChanged 62 SP:Iteration 47Q (2714.058540 sec): 3 clusters Score: Raw -1470504.586941 + Penalty 3191.516768 = -1467313.070173 nChanged 51 SP:Iteration 48Q (2714.098811 sec): 3 clusters Score: Raw -1470509.728399 + Penalty 3191.516768 = -1467318.211631 nChanged 49 SP:Iteration 49Q (2714.139185 sec): 3 clusters Score: Raw -1470515.080204 + Penalty 3191.516768 = -1467323.563436 nChanged 48 SP:Iteration 50Q (2714.179607 sec): 3 clusters Score: Raw -1470520.373867 + Penalty 3191.516768 = -1467328.857099 nChanged 67 SP:Iteration 51Q (2714.219912 sec): 3 clusters Score: Raw -1470529.756650 + Penalty 3191.516768 = -1467338.239881 nChanged 64 SP:Iteration 52Q (2714.260172 sec): 3 clusters Score: Raw -1470538.439907 + Penalty 3191.516768 = -1467346.923139 nChanged 81 SP:Iteration 53Q (2714.300360 sec): 3 clusters Score: Raw -1470550.456049 + Penalty 3191.516768 = -1467358.939281 nChanged 88 SP:Iteration 54Q (2714.340666 sec): 3 clusters Score: Raw -1470566.329128 + Penalty 3191.516768 = -1467374.812360 nChanged 103 SP:Iteration 55Q (2714.380655 sec): 3 clusters Score: Raw -1470586.096932 + Penalty 3191.516768 = -1467394.580164 nChanged 111 SP:Iteration 56Q (2714.420907 sec): 3 clusters Score: Raw -1470608.794040 + Penalty 3191.516768 = -1467417.277272 nChanged 115 SP:Iteration 57Q (2714.460976 sec): 3 clusters Score: Raw -1470630.771236 + Penalty 3191.516768 = -1467439.254467 nChanged 124 SP:Iteration 58Q (2714.500970 sec): 3 clusters Score: Raw -1470660.086713 + Penalty 3191.516768 = -1467468.569945 nChanged 142 SP:Iteration 59Q (2714.541153 sec): 3 clusters Score: Raw -1470696.219531 + Penalty 3191.516768 = -1467504.702763 nChanged 158 SP:Iteration 60F (2714.582714 sec): 3 clusters Score: Raw -1470742.056822 + Penalty 3191.516768 = -1467550.540054 nChanged 171 SP:Iteration 61Q (2714.622660 sec): 3 clusters Score: Raw -1470796.169093 + Penalty 3191.516768 = -1467604.652325 nChanged 176 SP:Iteration 62Q (2714.662453 sec): 3 clusters Score: Raw -1470858.736079 + Penalty 3191.516768 = -1467667.219310 nChanged 195 SP:Iteration 63Q (2714.702029 sec): 3 clusters Score: Raw -1470935.216715 + Penalty 3191.516768 = -1467743.699947 nChanged 215 SP:Iteration 64Q (2714.741511 sec): 3 clusters Score: Raw -1471027.795556 + Penalty 3191.516768 = -1467836.278787 nChanged 221 SP:Iteration 65Q (2714.780761 sec): 3 clusters Score: Raw -1471130.667598 + Penalty 3191.516768 = -1467939.150830 nChanged 239 SP:Iteration 66Q (2714.836856 sec): 3 clusters Score: Raw -1471270.326894 + Penalty 3191.516768 = -1468078.810126 nChanged 239 SP:Iteration 67Q (2714.875793 sec): 3 clusters Score: Raw -1471404.374203 + Penalty 3191.516768 = -1468212.857435 nChanged 222 SP:Iteration 68Q (2714.914174 sec): 3 clusters Score: Raw -1471532.558842 + Penalty 3191.516768 = -1468341.042073 nChanged 217 SP:Iteration 69Q (2714.952340 sec): 3 clusters Score: Raw -1471656.558273 + Penalty 3191.516768 = -1468465.041505 nChanged 187 SP:Iteration 70Q (2714.990193 sec): 3 clusters Score: Raw -1471754.463384 + Penalty 3191.516768 = -1468562.946616 nChanged 186 SP:Iteration 71Q (2715.027835 sec): 3 clusters Score: Raw -1471850.318463 + Penalty 3191.516768 = -1468658.801695 nChanged 166 SP:Iteration 72Q (2715.065363 sec): 3 clusters Score: Raw -1471922.830117 + Penalty 3191.516768 = -1468731.313349 nChanged 134 SP:Iteration 73Q (2715.103097 sec): 3 clusters Score: Raw -1471989.925377 + Penalty 3191.516768 = -1468798.408609 nChanged 131 SP:Iteration 74Q (2715.140273 sec): 3 clusters Score: Raw -1472039.368891 + Penalty 3191.516768 = -1468847.852123 nChanged 92 SP:Iteration 75Q (2715.177078 sec): 3 clusters Score: Raw -1472071.673999 + Penalty 3191.516768 = -1468880.157230 nChanged 80 SP:Iteration 76Q (2715.213964 sec): 3 clusters Score: Raw -1472098.702851 + Penalty 3191.516768 = -1468907.186083 nChanged 74 SP:Iteration 77Q (2715.250673 sec): 3 clusters Score: Raw -1472119.719046 + Penalty 3191.516768 = -1468928.202278 nChanged 58 SP:Iteration 78Q (2715.287363 sec): 3 clusters Score: Raw -1472137.289355 + Penalty 3191.516768 = -1468945.772587 nChanged 55 SP:Iteration 79Q (2715.324042 sec): 3 clusters Score: Raw -1472152.346088 + Penalty 3191.516768 = -1468960.829320 nChanged 48 SP:Iteration 80F (2715.365561 sec): 3 clusters Score: Raw -1472162.475349 + Penalty 3191.516768 = -1468970.958581 nChanged 37 SP:Iteration 81Q (2715.402388 sec): 3 clusters Score: Raw -1472170.229918 + Penalty 3191.516768 = -1468978.713150 nChanged 33 SP:Iteration 82Q (2715.439025 sec): 3 clusters Score: Raw -1472177.572510 + Penalty 3191.516768 = -1468986.055742 nChanged 37 SP:Iteration 83Q (2715.475603 sec): 3 clusters Score: Raw -1472186.022971 + Penalty 3191.516768 = -1468994.506203 nChanged 42 SP:Iteration 84Q (2715.512060 sec): 3 clusters Score: Raw -1472195.958618 + Penalty 3191.516768 = -1469004.441850 nChanged 43 SP:Iteration 85Q (2715.548456 sec): 3 clusters Score: Raw -1472205.615290 + Penalty 3191.516768 = -1469014.098522 nChanged 36 SP:Iteration 86Q (2715.584803 sec): 3 clusters Score: Raw -1472214.429716 + Penalty 3191.516768 = -1469022.912948 nChanged 37 SP:Iteration 87Q (2715.621178 sec): 3 clusters Score: Raw -1472222.322125 + Penalty 3191.516768 = -1469030.805357 nChanged 24 SP:Iteration 88Q (2715.657683 sec): 3 clusters Score: Raw -1472227.775203 + Penalty 3191.516768 = -1469036.258435 nChanged 28 SP:Iteration 89Q (2715.693935 sec): 3 clusters Score: Raw -1472234.717081 + Penalty 3191.516768 = -1469043.200313 nChanged 35 SP:Iteration 90Q (2715.730132 sec): 3 clusters Score: Raw -1472244.253031 + Penalty 3191.516768 = -1469052.736263 nChanged 25 SP:Iteration 91Q (2715.766415 sec): 3 clusters Score: Raw -1472249.326556 + Penalty 3191.516768 = -1469057.809788 nChanged 19 SP:Iteration 92Q (2715.802639 sec): 3 clusters Score: Raw -1472252.668925 + Penalty 3191.516768 = -1469061.152157 nChanged 22 SP:Iteration 93Q (2715.838826 sec): 3 clusters Score: Raw -1472257.602192 + Penalty 3191.516768 = -1469066.085424 nChanged 24 SP:Iteration 94Q (2715.875028 sec): 3 clusters Score: Raw -1472264.152410 + Penalty 3191.516768 = -1469072.635641 nChanged 24 SP:Iteration 95Q (2715.911108 sec): 3 clusters Score: Raw -1472270.008751 + Penalty 3191.516768 = -1469078.491983 nChanged 17 SP:Iteration 96Q (2715.947275 sec): 3 clusters Score: Raw -1472273.716519 + Penalty 3191.516768 = -1469082.199751 nChanged 16 SP:Iteration 97Q (2715.983327 sec): 3 clusters Score: Raw -1472276.963419 + Penalty 3191.516768 = -1469085.446650 nChanged 13 SP:Iteration 98Q (2716.019495 sec): 3 clusters Score: Raw -1472279.519928 + Penalty 3191.516768 = -1469088.003160 nChanged 13 SP:Iteration 99Q (2716.055576 sec): 3 clusters Score: Raw -1472281.703237 + Penalty 3191.516768 = -1469090.186468 nChanged 11 SP:Iteration 100F (2716.097100 sec): 3 clusters Score: Raw -1472283.571894 + Penalty 3191.516768 = -1469092.055126 nChanged 16 SP:Iteration 101Q (2716.133387 sec): 3 clusters Score: Raw -1472286.360788 + Penalty 3191.516768 = -1469094.844020 nChanged 13 SP:Iteration 102Q (2716.169434 sec): 3 clusters Score: Raw -1472290.360998 + Penalty 3191.516768 = -1469098.844230 nChanged 16 SP:Iteration 103Q (2716.205473 sec): 3 clusters Score: Raw -1472294.955192 + Penalty 3191.516768 = -1469103.438423 nChanged 19 SP:Iteration 104Q (2716.241555 sec): 3 clusters Score: Raw -1472299.326069 + Penalty 3191.516768 = -1469107.809301 nChanged 15 SP:Iteration 105Q (2716.277603 sec): 3 clusters Score: Raw -1472303.338423 + Penalty 3191.516768 = -1469111.821655 nChanged 13 SP:Iteration 106Q (2716.313624 sec): 3 clusters Score: Raw -1472307.408154 + Penalty 3191.516768 = -1469115.891386 nChanged 11 SP:Iteration 107Q (2716.349525 sec): 3 clusters Score: Raw -1472309.566934 + Penalty 3191.516768 = -1469118.050166 nChanged 9 SP:Iteration 108Q (2716.385578 sec): 3 clusters Score: Raw -1472310.783641 + Penalty 3191.516768 = -1469119.266873 nChanged 4 SP:Iteration 109Q (2716.421551 sec): 3 clusters Score: Raw -1472311.470733 + Penalty 3191.516768 = -1469119.953965 nChanged 5 SP:Iteration 110Q (2716.457603 sec): 3 clusters Score: Raw -1472312.695422 + Penalty 3191.516768 = -1469121.178654 nChanged 4 SP:Iteration 111Q (2716.493579 sec): 3 clusters Score: Raw -1472313.189503 + Penalty 3191.516768 = -1469121.672735 nChanged 1 SP:Iteration 112Q (2716.529548 sec): 3 clusters Score: Raw -1472313.406168 + Penalty 3191.516768 = -1469121.889400 nChanged 1 SP:Iteration 113Q (2716.565884 sec): 3 clusters Score: Raw -1472313.477996 + Penalty 3191.516768 = -1469121.961228 nChanged 0 SP:Iteration 114F (2716.607391 sec): 3 clusters Score: Raw -1472313.477996 + Penalty 3191.516768 = -1469121.961228 nChanged 0 Trying to split cluster 10 (1500 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2716.621721 sec): 2 clusters Score: Raw -122138.204838 + Penalty 1188.398313 = -120949.806525 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2716.630102 sec): 3 clusters Score: Raw -121537.680896 + Penalty 2376.796626 = -119160.884270 nChanged 540 SP:Iteration 1F (2716.637848 sec): 3 clusters Score: Raw -121922.291044 + Penalty 2376.796626 = -119545.494418 nChanged 115 SP:Iteration 2F (2716.645670 sec): 3 clusters Score: Raw -122024.646872 + Penalty 2376.796626 = -119647.850246 nChanged 68 SP:Iteration 3Q (2716.653471 sec): 3 clusters Score: Raw -122088.919638 + Penalty 2376.796626 = -119712.123012 nChanged 58 SP:Iteration 4Q (2716.661269 sec): 3 clusters Score: Raw -122138.569900 + Penalty 2376.796626 = -119761.773274 nChanged 47 SP:Iteration 5Q (2716.669002 sec): 3 clusters Score: Raw -122176.271783 + Penalty 2376.796626 = -119799.475157 nChanged 40 SP:Iteration 6Q (2716.676800 sec): 3 clusters Score: Raw -122209.454674 + Penalty 2376.796626 = -119832.658048 nChanged 39 SP:Iteration 7Q (2716.684529 sec): 3 clusters Score: Raw -122258.888636 + Penalty 2376.796626 = -119882.092010 nChanged 44 SP:Iteration 8Q (2716.692230 sec): 3 clusters Score: Raw -122294.833306 + Penalty 2376.796626 = -119918.036680 nChanged 25 SP:Iteration 9Q (2716.699892 sec): 3 clusters Score: Raw -122314.449741 + Penalty 2376.796626 = -119937.653115 nChanged 20 SP:Iteration 10Q (2716.707610 sec): 3 clusters Score: Raw -122332.411128 + Penalty 2376.796626 = -119955.614502 nChanged 19 SP:Iteration 11Q (2716.715345 sec): 3 clusters Score: Raw -122351.534928 + Penalty 2376.796626 = -119974.738302 nChanged 20 SP:Iteration 12Q (2716.723073 sec): 3 clusters Score: Raw -122364.925808 + Penalty 2376.796626 = -119988.129182 nChanged 22 SP:Iteration 13Q (2716.730777 sec): 3 clusters Score: Raw -122383.270320 + Penalty 2376.796626 = -120006.473694 nChanged 28 SP:Iteration 14Q (2716.738476 sec): 3 clusters Score: Raw -122411.948969 + Penalty 2376.796626 = -120035.152343 nChanged 25 SP:Iteration 15Q (2716.746224 sec): 3 clusters Score: Raw -122438.293773 + Penalty 2376.796626 = -120061.497147 nChanged 28 SP:Iteration 16Q (2716.753855 sec): 3 clusters Score: Raw -122472.758956 + Penalty 2376.796626 = -120095.962331 nChanged 27 SP:Iteration 17Q (2716.761543 sec): 3 clusters Score: Raw -122513.380410 + Penalty 2376.796626 = -120136.583784 nChanged 30 SP:Iteration 18Q (2716.769163 sec): 3 clusters Score: Raw -122553.161863 + Penalty 2376.796626 = -120176.365237 nChanged 23 SP:Iteration 19Q (2716.776818 sec): 3 clusters Score: Raw -122592.020029 + Penalty 2376.796626 = -120215.223403 nChanged 28 SP:Iteration 20F (2716.784564 sec): 3 clusters Score: Raw -122643.043530 + Penalty 2376.796626 = -120266.246904 nChanged 29 SP:Iteration 21Q (2716.792134 sec): 3 clusters Score: Raw -122684.086426 + Penalty 2376.796626 = -120307.289800 nChanged 25 SP:Iteration 22Q (2716.799665 sec): 3 clusters Score: Raw -122712.844675 + Penalty 2376.796626 = -120336.048049 nChanged 21 SP:Iteration 23Q (2716.807190 sec): 3 clusters Score: Raw -122734.315335 + Penalty 2376.796626 = -120357.518709 nChanged 10 SP:Iteration 24Q (2716.814685 sec): 3 clusters Score: Raw -122743.217629 + Penalty 2376.796626 = -120366.421003 nChanged 8 SP:Iteration 25Q (2716.822186 sec): 3 clusters Score: Raw -122748.446834 + Penalty 2376.796626 = -120371.650208 nChanged 7 SP:Iteration 26Q (2716.829672 sec): 3 clusters Score: Raw -122752.029339 + Penalty 2376.796626 = -120375.232713 nChanged 4 SP:Iteration 27Q (2716.837119 sec): 3 clusters Score: Raw -122755.662142 + Penalty 2376.796626 = -120378.865516 nChanged 6 SP:Iteration 28Q (2716.844530 sec): 3 clusters Score: Raw -122758.799182 + Penalty 2376.796626 = -120382.002556 nChanged 2 SP:Iteration 29Q (2716.851976 sec): 3 clusters Score: Raw -122760.902997 + Penalty 2376.796626 = -120384.106371 nChanged 2 SP:Iteration 30Q (2716.859466 sec): 3 clusters Score: Raw -122761.494312 + Penalty 2376.796626 = -120384.697686 nChanged 0 SP:Iteration 31F (2716.867233 sec): 3 clusters Score: Raw -122761.494312 + Penalty 2376.796626 = -120384.697686 nChanged 0 Trying to split cluster 11 (21646 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2716.908082 sec): 2 clusters Score: Raw -1751111.299413 + Penalty 1622.168593 = -1749489.130820 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2716.956587 sec): 3 clusters Score: Raw -1738247.617769 + Penalty 3244.337187 = -1735003.280582 nChanged 9777 SP:Iteration 1F (2717.003030 sec): 3 clusters Score: Raw -1743977.758349 + Penalty 3244.337187 = -1740733.421162 nChanged 1433 SP:Iteration 2F (2717.049593 sec): 3 clusters Score: Raw -1744853.026304 + Penalty 3244.337187 = -1741608.689117 nChanged 1568 SP:Iteration 3F (2717.096346 sec): 3 clusters Score: Raw -1746047.290074 + Penalty 3244.337187 = -1742802.952887 nChanged 1624 SP:Iteration 4F (2717.142714 sec): 3 clusters Score: Raw -1747352.307116 + Penalty 3244.337187 = -1744107.969930 nChanged 1537 SP:Iteration 5F (2717.189394 sec): 3 clusters Score: Raw -1748574.455684 + Penalty 3244.337187 = -1745330.118498 nChanged 1336 SP:Iteration 6F (2717.235963 sec): 3 clusters Score: Raw -1749566.173483 + Penalty 3244.337187 = -1746321.836296 nChanged 1011 SP:Iteration 7Q (2717.283069 sec): 3 clusters Score: Raw -1750235.969642 + Penalty 3244.337187 = -1746991.632455 nChanged 752 SP:Iteration 8Q (2717.329172 sec): 3 clusters Score: Raw -1750658.292372 + Penalty 3244.337187 = -1747413.955185 nChanged 586 SP:Iteration 9Q (2717.374978 sec): 3 clusters Score: Raw -1750935.046039 + Penalty 3244.337187 = -1747690.708853 nChanged 410 SP:Iteration 10Q (2717.420528 sec): 3 clusters Score: Raw -1751096.220825 + Penalty 3244.337187 = -1747851.883639 nChanged 291 SP:Iteration 11Q (2717.465728 sec): 3 clusters Score: Raw -1751193.034165 + Penalty 3244.337187 = -1747948.696979 nChanged 217 SP:Iteration 12Q (2717.510489 sec): 3 clusters Score: Raw -1751263.242272 + Penalty 3244.337187 = -1748018.905085 nChanged 184 SP:Iteration 13Q (2717.555142 sec): 3 clusters Score: Raw -1751317.474437 + Penalty 3244.337187 = -1748073.137250 nChanged 163 SP:Iteration 14Q (2717.599554 sec): 3 clusters Score: Raw -1751363.739383 + Penalty 3244.337187 = -1748119.402197 nChanged 154 SP:Iteration 15Q (2717.643966 sec): 3 clusters Score: Raw -1751405.274974 + Penalty 3244.337187 = -1748160.937787 nChanged 140 SP:Iteration 16Q (2717.688126 sec): 3 clusters Score: Raw -1751452.873421 + Penalty 3244.337187 = -1748208.536235 nChanged 153 SP:Iteration 17Q (2717.732161 sec): 3 clusters Score: Raw -1751497.837120 + Penalty 3244.337187 = -1748253.499934 nChanged 146 SP:Iteration 18Q (2717.776195 sec): 3 clusters Score: Raw -1751537.900306 + Penalty 3244.337187 = -1748293.563119 nChanged 121 SP:Iteration 19Q (2717.819923 sec): 3 clusters Score: Raw -1751568.155292 + Penalty 3244.337187 = -1748323.818105 nChanged 111 SP:Iteration 20F (2717.866502 sec): 3 clusters Score: Raw -1751594.388931 + Penalty 3244.337187 = -1748350.051744 nChanged 103 SP:Iteration 21Q (2717.910067 sec): 3 clusters Score: Raw -1751615.436757 + Penalty 3244.337187 = -1748371.099570 nChanged 94 SP:Iteration 22Q (2717.953528 sec): 3 clusters Score: Raw -1751634.655226 + Penalty 3244.337187 = -1748390.318039 nChanged 81 SP:Iteration 23Q (2717.996923 sec): 3 clusters Score: Raw -1751651.766522 + Penalty 3244.337187 = -1748407.429335 nChanged 82 SP:Iteration 24Q (2718.040014 sec): 3 clusters Score: Raw -1751669.053383 + Penalty 3244.337187 = -1748424.716197 nChanged 68 SP:Iteration 25Q (2718.083186 sec): 3 clusters Score: Raw -1751681.359631 + Penalty 3244.337187 = -1748437.022444 nChanged 64 SP:Iteration 26Q (2718.126120 sec): 3 clusters Score: Raw -1751691.145933 + Penalty 3244.337187 = -1748446.808747 nChanged 51 SP:Iteration 27Q (2718.168939 sec): 3 clusters Score: Raw -1751698.421054 + Penalty 3244.337187 = -1748454.083867 nChanged 43 SP:Iteration 28Q (2718.211944 sec): 3 clusters Score: Raw -1751703.950039 + Penalty 3244.337187 = -1748459.612853 nChanged 32 SP:Iteration 29Q (2718.254652 sec): 3 clusters Score: Raw -1751707.137049 + Penalty 3244.337187 = -1748462.799863 nChanged 19 SP:Iteration 30Q (2718.297436 sec): 3 clusters Score: Raw -1751708.530854 + Penalty 3244.337187 = -1748464.193668 nChanged 20 SP:Iteration 31Q (2718.340300 sec): 3 clusters Score: Raw -1751709.854155 + Penalty 3244.337187 = -1748465.516969 nChanged 14 SP:Iteration 32Q (2718.383443 sec): 3 clusters Score: Raw -1751711.017128 + Penalty 3244.337187 = -1748466.679941 nChanged 16 SP:Iteration 33Q (2718.426772 sec): 3 clusters Score: Raw -1751712.635095 + Penalty 3244.337187 = -1748468.297909 nChanged 14 SP:Iteration 34Q (2718.469879 sec): 3 clusters Score: Raw -1751713.724755 + Penalty 3244.337187 = -1748469.387568 nChanged 10 SP:Iteration 35Q (2718.512811 sec): 3 clusters Score: Raw -1751714.551608 + Penalty 3244.337187 = -1748470.214421 nChanged 13 SP:Iteration 36Q (2718.555510 sec): 3 clusters Score: Raw -1751715.718786 + Penalty 3244.337187 = -1748471.381600 nChanged 9 SP:Iteration 37Q (2718.598345 sec): 3 clusters Score: Raw -1751716.549758 + Penalty 3244.337187 = -1748472.212572 nChanged 12 SP:Iteration 38Q (2718.641035 sec): 3 clusters Score: Raw -1751717.843887 + Penalty 3244.337187 = -1748473.506700 nChanged 15 SP:Iteration 39Q (2718.684059 sec): 3 clusters Score: Raw -1751719.138274 + Penalty 3244.337187 = -1748474.801088 nChanged 13 SP:Iteration 40F (2718.730493 sec): 3 clusters Score: Raw -1751720.497062 + Penalty 3244.337187 = -1748476.159875 nChanged 13 SP:Iteration 41Q (2718.773825 sec): 3 clusters Score: Raw -1751721.605027 + Penalty 3244.337187 = -1748477.267840 nChanged 15 SP:Iteration 42Q (2718.816547 sec): 3 clusters Score: Raw -1751722.645235 + Penalty 3244.337187 = -1748478.308049 nChanged 8 SP:Iteration 43Q (2718.859154 sec): 3 clusters Score: Raw -1751723.084619 + Penalty 3244.337187 = -1748478.747432 nChanged 6 SP:Iteration 44Q (2718.901938 sec): 3 clusters Score: Raw -1751723.360996 + Penalty 3244.337187 = -1748479.023810 nChanged 8 SP:Iteration 45Q (2718.944523 sec): 3 clusters Score: Raw -1751723.736692 + Penalty 3244.337187 = -1748479.399505 nChanged 8 SP:Iteration 46Q (2718.987161 sec): 3 clusters Score: Raw -1751724.427210 + Penalty 3244.337187 = -1748480.090024 nChanged 8 SP:Iteration 47Q (2719.030527 sec): 3 clusters Score: Raw -1751725.011501 + Penalty 3244.337187 = -1748480.674314 nChanged 6 SP:Iteration 48Q (2719.073462 sec): 3 clusters Score: Raw -1751725.474098 + Penalty 3244.337187 = -1748481.136911 nChanged 5 SP:Iteration 49Q (2719.115969 sec): 3 clusters Score: Raw -1751725.754715 + Penalty 3244.337187 = -1748481.417529 nChanged 5 SP:Iteration 50Q (2719.158466 sec): 3 clusters Score: Raw -1751726.163721 + Penalty 3244.337187 = -1748481.826534 nChanged 6 SP:Iteration 51Q (2719.201028 sec): 3 clusters Score: Raw -1751726.596370 + Penalty 3244.337187 = -1748482.259183 nChanged 4 SP:Iteration 52Q (2719.243583 sec): 3 clusters Score: Raw -1751726.792315 + Penalty 3244.337187 = -1748482.455128 nChanged 4 SP:Iteration 53Q (2719.286219 sec): 3 clusters Score: Raw -1751727.140836 + Penalty 3244.337187 = -1748482.803650 nChanged 6 SP:Iteration 54Q (2719.328832 sec): 3 clusters Score: Raw -1751727.791281 + Penalty 3244.337187 = -1748483.454095 nChanged 9 SP:Iteration 55Q (2719.371206 sec): 3 clusters Score: Raw -1751728.650881 + Penalty 3244.337187 = -1748484.313694 nChanged 9 SP:Iteration 56Q (2719.413825 sec): 3 clusters Score: Raw -1751729.697819 + Penalty 3244.337187 = -1748485.360632 nChanged 10 SP:Iteration 57Q (2719.477011 sec): 3 clusters Score: Raw -1751730.392720 + Penalty 3244.337187 = -1748486.055534 nChanged 7 SP:Iteration 58Q (2719.518549 sec): 3 clusters Score: Raw -1751730.783977 + Penalty 3244.337187 = -1748486.446791 nChanged 4 SP:Iteration 59Q (2719.560832 sec): 3 clusters Score: Raw -1751731.007026 + Penalty 3244.337187 = -1748486.669839 nChanged 5 SP:Iteration 60F (2719.607631 sec): 3 clusters Score: Raw -1751731.447061 + Penalty 3244.337187 = -1748487.109874 nChanged 4 SP:Iteration 61Q (2719.650211 sec): 3 clusters Score: Raw -1751731.731425 + Penalty 3244.337187 = -1748487.394238 nChanged 8 SP:Iteration 62Q (2719.692821 sec): 3 clusters Score: Raw -1751732.191250 + Penalty 3244.337187 = -1748487.854063 nChanged 9 SP:Iteration 63Q (2719.735384 sec): 3 clusters Score: Raw -1751732.718513 + Penalty 3244.337187 = -1748488.381326 nChanged 8 SP:Iteration 64Q (2719.777721 sec): 3 clusters Score: Raw -1751733.492980 + Penalty 3244.337187 = -1748489.155793 nChanged 6 SP:Iteration 65Q (2719.820679 sec): 3 clusters Score: Raw -1751733.944100 + Penalty 3244.337187 = -1748489.606913 nChanged 3 SP:Iteration 66Q (2719.863140 sec): 3 clusters Score: Raw -1751734.089597 + Penalty 3244.337187 = -1748489.752410 nChanged 4 SP:Iteration 67Q (2719.905586 sec): 3 clusters Score: Raw -1751734.407800 + Penalty 3244.337187 = -1748490.070614 nChanged 3 SP:Iteration 68Q (2719.948733 sec): 3 clusters Score: Raw -1751734.625900 + Penalty 3244.337187 = -1748490.288714 nChanged 4 SP:Iteration 69Q (2720.025340 sec): 3 clusters Score: Raw -1751734.899351 + Penalty 3244.337187 = -1748490.562164 nChanged 5 SP:Iteration 70Q (2720.067273 sec): 3 clusters Score: Raw -1751735.538603 + Penalty 3244.337187 = -1748491.201416 nChanged 7 SP:Iteration 71Q (2720.109615 sec): 3 clusters Score: Raw -1751735.997625 + Penalty 3244.337187 = -1748491.660439 nChanged 5 SP:Iteration 72Q (2720.152390 sec): 3 clusters Score: Raw -1751736.258532 + Penalty 3244.337187 = -1748491.921345 nChanged 4 SP:Iteration 73Q (2720.194723 sec): 3 clusters Score: Raw -1751736.437438 + Penalty 3244.337187 = -1748492.100251 nChanged 6 SP:Iteration 74Q (2720.237152 sec): 3 clusters Score: Raw -1751736.935818 + Penalty 3244.337187 = -1748492.598632 nChanged 5 SP:Iteration 75Q (2720.279616 sec): 3 clusters Score: Raw -1751737.291469 + Penalty 3244.337187 = -1748492.954282 nChanged 5 SP:Iteration 76Q (2720.322099 sec): 3 clusters Score: Raw -1751737.605943 + Penalty 3244.337187 = -1748493.268756 nChanged 2 SP:Iteration 77Q (2720.364643 sec): 3 clusters Score: Raw -1751737.655317 + Penalty 3244.337187 = -1748493.318130 nChanged 0 SP:Iteration 78F (2720.411203 sec): 3 clusters Score: Raw -1751737.655317 + Penalty 3244.337187 = -1748493.318130 nChanged 0 Trying to split cluster 12 (2687 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2720.426398 sec): 2 clusters Score: Raw -214758.085262 + Penalty 1283.129349 = -213474.955913 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2720.440474 sec): 3 clusters Score: Raw -213510.705907 + Penalty 2566.258698 = -210944.447209 nChanged 991 SP:Iteration 1F (2720.453578 sec): 3 clusters Score: Raw -214145.187415 + Penalty 2566.258698 = -211578.928717 nChanged 234 SP:Iteration 2F (2720.466713 sec): 3 clusters Score: Raw -214337.974031 + Penalty 2566.258698 = -211771.715333 nChanged 160 SP:Iteration 3F (2720.479978 sec): 3 clusters Score: Raw -214455.920307 + Penalty 2566.258698 = -211889.661609 nChanged 116 SP:Iteration 4Q (2720.493220 sec): 3 clusters Score: Raw -214541.229326 + Penalty 2566.258698 = -211974.970628 nChanged 82 SP:Iteration 5Q (2720.506404 sec): 3 clusters Score: Raw -214602.218682 + Penalty 2566.258698 = -212035.959985 nChanged 80 SP:Iteration 6Q (2720.519611 sec): 3 clusters Score: Raw -214649.302160 + Penalty 2566.258698 = -212083.043462 nChanged 65 SP:Iteration 7Q (2720.532799 sec): 3 clusters Score: Raw -214688.745556 + Penalty 2566.258698 = -212122.486858 nChanged 74 SP:Iteration 8Q (2720.545984 sec): 3 clusters Score: Raw -214731.954408 + Penalty 2566.258698 = -212165.695710 nChanged 60 SP:Iteration 9Q (2720.558998 sec): 3 clusters Score: Raw -214762.158577 + Penalty 2566.258698 = -212195.899879 nChanged 50 SP:Iteration 10Q (2720.572128 sec): 3 clusters Score: Raw -214786.063950 + Penalty 2566.258698 = -212219.805252 nChanged 44 SP:Iteration 11Q (2720.585268 sec): 3 clusters Score: Raw -214801.985258 + Penalty 2566.258698 = -212235.726561 nChanged 38 SP:Iteration 12Q (2720.598230 sec): 3 clusters Score: Raw -214819.991468 + Penalty 2566.258698 = -212253.732770 nChanged 43 SP:Iteration 13Q (2720.611391 sec): 3 clusters Score: Raw -214837.036849 + Penalty 2566.258698 = -212270.778151 nChanged 42 SP:Iteration 14Q (2720.624403 sec): 3 clusters Score: Raw -214854.844844 + Penalty 2566.258698 = -212288.586146 nChanged 53 SP:Iteration 15Q (2720.637474 sec): 3 clusters Score: Raw -214879.141331 + Penalty 2566.258698 = -212312.882633 nChanged 48 SP:Iteration 16Q (2720.650557 sec): 3 clusters Score: Raw -214904.642601 + Penalty 2566.258698 = -212338.383903 nChanged 54 SP:Iteration 17Q (2720.663627 sec): 3 clusters Score: Raw -214933.318489 + Penalty 2566.258698 = -212367.059791 nChanged 52 SP:Iteration 18Q (2720.676681 sec): 3 clusters Score: Raw -214965.054316 + Penalty 2566.258698 = -212398.795618 nChanged 71 SP:Iteration 19Q (2720.689682 sec): 3 clusters Score: Raw -215007.487864 + Penalty 2566.258698 = -212441.229167 nChanged 62 SP:Iteration 20F (2720.702832 sec): 3 clusters Score: Raw -215048.894012 + Penalty 2566.258698 = -212482.635314 nChanged 54 SP:Iteration 21Q (2720.715838 sec): 3 clusters Score: Raw -215085.172123 + Penalty 2566.258698 = -212518.913425 nChanged 54 SP:Iteration 22Q (2720.728858 sec): 3 clusters Score: Raw -215128.001096 + Penalty 2566.258698 = -212561.742398 nChanged 61 SP:Iteration 23Q (2720.741915 sec): 3 clusters Score: Raw -215173.657167 + Penalty 2566.258698 = -212607.398469 nChanged 57 SP:Iteration 24Q (2720.754862 sec): 3 clusters Score: Raw -215219.047798 + Penalty 2566.258698 = -212652.789100 nChanged 51 SP:Iteration 25Q (2720.767845 sec): 3 clusters Score: Raw -215264.975391 + Penalty 2566.258698 = -212698.716693 nChanged 52 SP:Iteration 26Q (2720.780732 sec): 3 clusters Score: Raw -215315.958479 + Penalty 2566.258698 = -212749.699781 nChanged 47 SP:Iteration 27Q (2720.793531 sec): 3 clusters Score: Raw -215362.678744 + Penalty 2566.258698 = -212796.420046 nChanged 37 SP:Iteration 28Q (2720.806289 sec): 3 clusters Score: Raw -215398.229754 + Penalty 2566.258698 = -212831.971056 nChanged 30 SP:Iteration 29Q (2720.819060 sec): 3 clusters Score: Raw -215430.088062 + Penalty 2566.258698 = -212863.829365 nChanged 15 SP:Iteration 30Q (2720.831771 sec): 3 clusters Score: Raw -215445.419057 + Penalty 2566.258698 = -212879.160359 nChanged 11 SP:Iteration 31Q (2720.844460 sec): 3 clusters Score: Raw -215457.724476 + Penalty 2566.258698 = -212891.465778 nChanged 7 SP:Iteration 32Q (2720.857112 sec): 3 clusters Score: Raw -215464.976447 + Penalty 2566.258698 = -212898.717750 nChanged 8 SP:Iteration 33Q (2720.869606 sec): 3 clusters Score: Raw -215474.087019 + Penalty 2566.258698 = -212907.828322 nChanged 6 SP:Iteration 34Q (2720.882198 sec): 3 clusters Score: Raw -215486.686055 + Penalty 2566.258698 = -212920.427358 nChanged 7 SP:Iteration 35Q (2720.894658 sec): 3 clusters Score: Raw -215494.205027 + Penalty 2566.258698 = -212927.946329 nChanged 5 SP:Iteration 36Q (2720.907178 sec): 3 clusters Score: Raw -215500.844904 + Penalty 2566.258698 = -212934.586206 nChanged 5 SP:Iteration 37Q (2720.919369 sec): 3 clusters Score: Raw -215509.759220 + Penalty 2566.258698 = -212943.500522 nChanged 6 SP:Iteration 38Q (2720.931749 sec): 3 clusters Score: Raw -215515.196865 + Penalty 2566.258698 = -212948.938167 nChanged 1 SP:Iteration 39Q (2720.944196 sec): 3 clusters Score: Raw -215515.832893 + Penalty 2566.258698 = -212949.574195 nChanged 0 SP:Iteration 40F (2720.957205 sec): 3 clusters Score: Raw -215515.832893 + Penalty 2566.258698 = -212949.574195 nChanged 0 Trying to split cluster 13 (3657 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2720.975126 sec): 2 clusters Score: Raw -259805.130020 + Penalty 1333.214743 = -258471.915277 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2720.994475 sec): 3 clusters Score: Raw -257999.436671 + Penalty 2666.429486 = -255333.007186 nChanged 1460 SP:Iteration 1F (2721.012668 sec): 3 clusters Score: Raw -258821.095511 + Penalty 2666.429486 = -256154.666025 nChanged 305 SP:Iteration 2F (2721.030786 sec): 3 clusters Score: Raw -259051.114656 + Penalty 2666.429486 = -256384.685170 nChanged 233 SP:Iteration 3F (2721.048998 sec): 3 clusters Score: Raw -259257.829610 + Penalty 2666.429486 = -256591.400124 nChanged 246 SP:Iteration 4F (2721.067173 sec): 3 clusters Score: Raw -259506.493759 + Penalty 2666.429486 = -256840.064273 nChanged 230 SP:Iteration 5F (2721.085377 sec): 3 clusters Score: Raw -259784.820413 + Penalty 2666.429486 = -257118.390928 nChanged 244 SP:Iteration 6F (2721.103576 sec): 3 clusters Score: Raw -260057.772068 + Penalty 2666.429486 = -257391.342582 nChanged 183 SP:Iteration 7F (2721.121761 sec): 3 clusters Score: Raw -260199.778810 + Penalty 2666.429486 = -257533.349324 nChanged 149 SP:Iteration 8Q (2721.139772 sec): 3 clusters Score: Raw -260333.291985 + Penalty 2666.429486 = -257666.862499 nChanged 131 SP:Iteration 9Q (2721.157740 sec): 3 clusters Score: Raw -260432.479584 + Penalty 2666.429486 = -257766.050098 nChanged 98 SP:Iteration 10Q (2721.175447 sec): 3 clusters Score: Raw -260498.251599 + Penalty 2666.429486 = -257831.822113 nChanged 86 SP:Iteration 11Q (2721.193116 sec): 3 clusters Score: Raw -260555.474804 + Penalty 2666.429486 = -257889.045318 nChanged 71 SP:Iteration 12Q (2721.211060 sec): 3 clusters Score: Raw -260615.326350 + Penalty 2666.429486 = -257948.896865 nChanged 73 SP:Iteration 13Q (2721.228859 sec): 3 clusters Score: Raw -260650.744537 + Penalty 2666.429486 = -257984.315051 nChanged 39 SP:Iteration 14Q (2721.246635 sec): 3 clusters Score: Raw -260673.533794 + Penalty 2666.429486 = -258007.104308 nChanged 37 SP:Iteration 15Q (2721.264132 sec): 3 clusters Score: Raw -260685.914227 + Penalty 2666.429486 = -258019.484741 nChanged 22 SP:Iteration 16Q (2721.281900 sec): 3 clusters Score: Raw -260706.143412 + Penalty 2666.429486 = -258039.713926 nChanged 31 SP:Iteration 17Q (2721.299614 sec): 3 clusters Score: Raw -260723.843807 + Penalty 2666.429486 = -258057.414321 nChanged 23 SP:Iteration 18Q (2721.317313 sec): 3 clusters Score: Raw -260734.718303 + Penalty 2666.429486 = -258068.288817 nChanged 21 SP:Iteration 19Q (2721.335008 sec): 3 clusters Score: Raw -260745.148311 + Penalty 2666.429486 = -258078.718825 nChanged 15 SP:Iteration 20F (2721.353169 sec): 3 clusters Score: Raw -260751.166246 + Penalty 2666.429486 = -258084.736760 nChanged 14 SP:Iteration 21Q (2721.370675 sec): 3 clusters Score: Raw -260756.386044 + Penalty 2666.429486 = -258089.956558 nChanged 14 SP:Iteration 22Q (2721.388294 sec): 3 clusters Score: Raw -260761.111902 + Penalty 2666.429486 = -258094.682416 nChanged 13 SP:Iteration 23Q (2721.405987 sec): 3 clusters Score: Raw -260765.773855 + Penalty 2666.429486 = -258099.344369 nChanged 16 SP:Iteration 24Q (2721.423450 sec): 3 clusters Score: Raw -260773.239711 + Penalty 2666.429486 = -258106.810225 nChanged 15 SP:Iteration 25Q (2721.440921 sec): 3 clusters Score: Raw -260777.415657 + Penalty 2666.429486 = -258110.986171 nChanged 7 SP:Iteration 26Q (2721.458567 sec): 3 clusters Score: Raw -260780.912631 + Penalty 2666.429486 = -258114.483145 nChanged 6 SP:Iteration 27Q (2721.476161 sec): 3 clusters Score: Raw -260782.578213 + Penalty 2666.429486 = -258116.148727 nChanged 6 SP:Iteration 28Q (2721.493838 sec): 3 clusters Score: Raw -260786.591106 + Penalty 2666.429486 = -258120.161620 nChanged 9 SP:Iteration 29Q (2721.511479 sec): 3 clusters Score: Raw -260790.857114 + Penalty 2666.429486 = -258124.427628 nChanged 5 SP:Iteration 30Q (2721.529119 sec): 3 clusters Score: Raw -260792.932186 + Penalty 2666.429486 = -258126.502700 nChanged 7 SP:Iteration 31Q (2721.546537 sec): 3 clusters Score: Raw -260796.114086 + Penalty 2666.429486 = -258129.684600 nChanged 3 SP:Iteration 32Q (2721.564184 sec): 3 clusters Score: Raw -260797.013440 + Penalty 2666.429486 = -258130.583954 nChanged 4 SP:Iteration 33Q (2721.581776 sec): 3 clusters Score: Raw -260798.534801 + Penalty 2666.429486 = -258132.105315 nChanged 2 SP:Iteration 34Q (2721.599415 sec): 3 clusters Score: Raw -260800.248346 + Penalty 2666.429486 = -258133.818860 nChanged 6 SP:Iteration 35Q (2721.616987 sec): 3 clusters Score: Raw -260802.594049 + Penalty 2666.429486 = -258136.164563 nChanged 4 SP:Iteration 36Q (2721.634389 sec): 3 clusters Score: Raw -260803.701119 + Penalty 2666.429486 = -258137.271633 nChanged 5 SP:Iteration 37Q (2721.651970 sec): 3 clusters Score: Raw -260804.685071 + Penalty 2666.429486 = -258138.255585 nChanged 3 SP:Iteration 38Q (2721.669371 sec): 3 clusters Score: Raw -260805.812012 + Penalty 2666.429486 = -258139.382526 nChanged 4 SP:Iteration 39Q (2721.686999 sec): 3 clusters Score: Raw -260807.995876 + Penalty 2666.429486 = -258141.566390 nChanged 5 SP:Iteration 40F (2721.705197 sec): 3 clusters Score: Raw -260809.811693 + Penalty 2666.429486 = -258143.382207 nChanged 8 SP:Iteration 41Q (2721.722826 sec): 3 clusters Score: Raw -260814.171504 + Penalty 2666.429486 = -258147.742018 nChanged 4 SP:Iteration 42Q (2721.740419 sec): 3 clusters Score: Raw -260815.988394 + Penalty 2666.429486 = -258149.558908 nChanged 5 SP:Iteration 43Q (2721.758052 sec): 3 clusters Score: Raw -260817.342165 + Penalty 2666.429486 = -258150.912679 nChanged 2 SP:Iteration 44Q (2721.775616 sec): 3 clusters Score: Raw -260817.737551 + Penalty 2666.429486 = -258151.308065 nChanged 1 SP:Iteration 45Q (2721.793243 sec): 3 clusters Score: Raw -260818.033748 + Penalty 2666.429486 = -258151.604262 nChanged 2 SP:Iteration 46Q (2721.810668 sec): 3 clusters Score: Raw -260818.576768 + Penalty 2666.429486 = -258152.147282 nChanged 0 SP:Iteration 47F (2721.828645 sec): 3 clusters Score: Raw -260818.576768 + Penalty 2666.429486 = -258152.147282 nChanged 0 Trying to split cluster 14 (18986 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2721.863014 sec): 2 clusters Score: Raw -1598723.257487 + Penalty 1600.861786 = -1597122.395701 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2721.907282 sec): 3 clusters Score: Raw -1587354.177431 + Penalty 3201.723572 = -1584152.453859 nChanged 8478 SP:Iteration 1F (2721.949594 sec): 3 clusters Score: Raw -1591984.800034 + Penalty 3201.723572 = -1588783.076462 nChanged 947 SP:Iteration 2Q (2721.993019 sec): 3 clusters Score: Raw -1592323.013968 + Penalty 3201.723572 = -1589121.290396 nChanged 898 SP:Iteration 3Q (2722.036239 sec): 3 clusters Score: Raw -1592676.187220 + Penalty 3201.723572 = -1589474.463648 nChanged 904 SP:Iteration 4Q (2722.079747 sec): 3 clusters Score: Raw -1593056.463040 + Penalty 3201.723572 = -1589854.739468 nChanged 899 SP:Iteration 5Q (2722.122855 sec): 3 clusters Score: Raw -1593448.016175 + Penalty 3201.723572 = -1590246.292603 nChanged 852 SP:Iteration 6Q (2722.166152 sec): 3 clusters Score: Raw -1593907.574783 + Penalty 3201.723572 = -1590705.851211 nChanged 897 SP:Iteration 7Q (2722.209206 sec): 3 clusters Score: Raw -1594457.404953 + Penalty 3201.723572 = -1591255.681381 nChanged 964 SP:Iteration 8F (2722.251895 sec): 3 clusters Score: Raw -1595115.542605 + Penalty 3201.723572 = -1591913.819033 nChanged 975 SP:Iteration 9F (2722.294304 sec): 3 clusters Score: Raw -1595765.322265 + Penalty 3201.723572 = -1592563.598694 nChanged 835 SP:Iteration 10Q (2722.337288 sec): 3 clusters Score: Raw -1596226.190189 + Penalty 3201.723572 = -1593024.466617 nChanged 601 SP:Iteration 11Q (2722.379595 sec): 3 clusters Score: Raw -1596459.051863 + Penalty 3201.723572 = -1593257.328291 nChanged 398 SP:Iteration 12Q (2722.421435 sec): 3 clusters Score: Raw -1596584.592978 + Penalty 3201.723572 = -1593382.869406 nChanged 339 SP:Iteration 13Q (2722.463347 sec): 3 clusters Score: Raw -1596701.035687 + Penalty 3201.723572 = -1593499.312115 nChanged 310 SP:Iteration 14Q (2722.505138 sec): 3 clusters Score: Raw -1596788.321849 + Penalty 3201.723572 = -1593586.598277 nChanged 251 SP:Iteration 15Q (2722.546763 sec): 3 clusters Score: Raw -1596860.090241 + Penalty 3201.723572 = -1593658.366669 nChanged 222 SP:Iteration 16Q (2722.588317 sec): 3 clusters Score: Raw -1596921.289334 + Penalty 3201.723572 = -1593719.565762 nChanged 223 SP:Iteration 17Q (2722.629708 sec): 3 clusters Score: Raw -1596984.198066 + Penalty 3201.723572 = -1593782.474494 nChanged 237 SP:Iteration 18Q (2722.671393 sec): 3 clusters Score: Raw -1597056.827593 + Penalty 3201.723572 = -1593855.104021 nChanged 252 SP:Iteration 19Q (2722.712680 sec): 3 clusters Score: Raw -1597138.579572 + Penalty 3201.723572 = -1593936.856000 nChanged 252 SP:Iteration 20F (2722.755169 sec): 3 clusters Score: Raw -1597213.240322 + Penalty 3201.723572 = -1594011.516750 nChanged 222 SP:Iteration 21Q (2722.796612 sec): 3 clusters Score: Raw -1597275.819664 + Penalty 3201.723572 = -1594074.096092 nChanged 215 SP:Iteration 22Q (2722.837859 sec): 3 clusters Score: Raw -1597343.493481 + Penalty 3201.723572 = -1594141.769909 nChanged 193 SP:Iteration 23Q (2722.879038 sec): 3 clusters Score: Raw -1597402.800301 + Penalty 3201.723572 = -1594201.076729 nChanged 204 SP:Iteration 24Q (2722.919815 sec): 3 clusters Score: Raw -1597456.060881 + Penalty 3201.723572 = -1594254.337309 nChanged 169 SP:Iteration 25Q (2722.960906 sec): 3 clusters Score: Raw -1597501.030178 + Penalty 3201.723572 = -1594299.306607 nChanged 149 SP:Iteration 26Q (2723.001597 sec): 3 clusters Score: Raw -1597543.163374 + Penalty 3201.723572 = -1594341.439802 nChanged 160 SP:Iteration 27Q (2723.042378 sec): 3 clusters Score: Raw -1597598.980523 + Penalty 3201.723572 = -1594397.256951 nChanged 201 SP:Iteration 28Q (2723.083111 sec): 3 clusters Score: Raw -1597672.528971 + Penalty 3201.723572 = -1594470.805399 nChanged 220 SP:Iteration 29Q (2723.123749 sec): 3 clusters Score: Raw -1597757.915946 + Penalty 3201.723572 = -1594556.192374 nChanged 212 SP:Iteration 30Q (2723.164348 sec): 3 clusters Score: Raw -1597840.673231 + Penalty 3201.723572 = -1594638.949659 nChanged 237 SP:Iteration 31Q (2723.204666 sec): 3 clusters Score: Raw -1597934.695256 + Penalty 3201.723572 = -1594732.971684 nChanged 213 SP:Iteration 32Q (2723.244971 sec): 3 clusters Score: Raw -1598006.164042 + Penalty 3201.723572 = -1594804.440470 nChanged 190 SP:Iteration 33Q (2723.284903 sec): 3 clusters Score: Raw -1598067.298072 + Penalty 3201.723572 = -1594865.574501 nChanged 170 SP:Iteration 34Q (2723.324744 sec): 3 clusters Score: Raw -1598115.587474 + Penalty 3201.723572 = -1594913.863902 nChanged 139 SP:Iteration 35Q (2723.364742 sec): 3 clusters Score: Raw -1598147.234052 + Penalty 3201.723572 = -1594945.510481 nChanged 136 SP:Iteration 36Q (2723.404382 sec): 3 clusters Score: Raw -1598180.170606 + Penalty 3201.723572 = -1594978.447034 nChanged 118 SP:Iteration 37Q (2723.444054 sec): 3 clusters Score: Raw -1598210.999831 + Penalty 3201.723572 = -1595009.276259 nChanged 119 SP:Iteration 38Q (2723.483810 sec): 3 clusters Score: Raw -1598239.884190 + Penalty 3201.723572 = -1595038.160618 nChanged 98 SP:Iteration 39Q (2723.523442 sec): 3 clusters Score: Raw -1598260.500921 + Penalty 3201.723572 = -1595058.777349 nChanged 83 SP:Iteration 40F (2723.565887 sec): 3 clusters Score: Raw -1598278.025465 + Penalty 3201.723572 = -1595076.301893 nChanged 81 SP:Iteration 41Q (2723.605757 sec): 3 clusters Score: Raw -1598293.065844 + Penalty 3201.723572 = -1595091.342272 nChanged 73 SP:Iteration 42Q (2723.645321 sec): 3 clusters Score: Raw -1598305.967661 + Penalty 3201.723572 = -1595104.244089 nChanged 72 SP:Iteration 43Q (2723.684969 sec): 3 clusters Score: Raw -1598316.871543 + Penalty 3201.723572 = -1595115.147971 nChanged 57 SP:Iteration 44Q (2723.724533 sec): 3 clusters Score: Raw -1598323.677245 + Penalty 3201.723572 = -1595121.953673 nChanged 46 SP:Iteration 45Q (2723.764090 sec): 3 clusters Score: Raw -1598329.363280 + Penalty 3201.723572 = -1595127.639708 nChanged 36 SP:Iteration 46Q (2723.803692 sec): 3 clusters Score: Raw -1598333.256552 + Penalty 3201.723572 = -1595131.532980 nChanged 37 SP:Iteration 47Q (2723.843138 sec): 3 clusters Score: Raw -1598337.866193 + Penalty 3201.723572 = -1595136.142621 nChanged 34 SP:Iteration 48Q (2723.882745 sec): 3 clusters Score: Raw -1598342.129940 + Penalty 3201.723572 = -1595140.406369 nChanged 32 SP:Iteration 49Q (2723.922221 sec): 3 clusters Score: Raw -1598346.320444 + Penalty 3201.723572 = -1595144.596872 nChanged 32 SP:Iteration 50Q (2723.961849 sec): 3 clusters Score: Raw -1598349.528394 + Penalty 3201.723572 = -1595147.804822 nChanged 26 SP:Iteration 51Q (2724.001269 sec): 3 clusters Score: Raw -1598351.838423 + Penalty 3201.723572 = -1595150.114851 nChanged 23 SP:Iteration 52Q (2724.040612 sec): 3 clusters Score: Raw -1598353.903102 + Penalty 3201.723572 = -1595152.179530 nChanged 15 SP:Iteration 53Q (2724.079867 sec): 3 clusters Score: Raw -1598355.203229 + Penalty 3201.723572 = -1595153.479657 nChanged 17 SP:Iteration 54Q (2724.119509 sec): 3 clusters Score: Raw -1598357.389548 + Penalty 3201.723572 = -1595155.665976 nChanged 28 SP:Iteration 55Q (2724.159022 sec): 3 clusters Score: Raw -1598360.469248 + Penalty 3201.723572 = -1595158.745676 nChanged 29 SP:Iteration 56Q (2724.198412 sec): 3 clusters Score: Raw -1598364.383032 + Penalty 3201.723572 = -1595162.659460 nChanged 30 SP:Iteration 57Q (2724.237814 sec): 3 clusters Score: Raw -1598368.067562 + Penalty 3201.723572 = -1595166.343990 nChanged 32 SP:Iteration 58Q (2724.277085 sec): 3 clusters Score: Raw -1598373.107660 + Penalty 3201.723572 = -1595171.384088 nChanged 39 SP:Iteration 59Q (2724.316346 sec): 3 clusters Score: Raw -1598378.748576 + Penalty 3201.723572 = -1595177.025004 nChanged 38 SP:Iteration 60F (2724.358830 sec): 3 clusters Score: Raw -1598383.585382 + Penalty 3201.723572 = -1595181.861810 nChanged 40 SP:Iteration 61Q (2724.398263 sec): 3 clusters Score: Raw -1598387.744438 + Penalty 3201.723572 = -1595186.020866 nChanged 38 SP:Iteration 62Q (2724.437580 sec): 3 clusters Score: Raw -1598392.270971 + Penalty 3201.723572 = -1595190.547399 nChanged 29 SP:Iteration 63Q (2724.476826 sec): 3 clusters Score: Raw -1598396.124304 + Penalty 3201.723572 = -1595194.400732 nChanged 37 SP:Iteration 64Q (2724.516048 sec): 3 clusters Score: Raw -1598401.242757 + Penalty 3201.723572 = -1595199.519186 nChanged 35 SP:Iteration 65Q (2724.555432 sec): 3 clusters Score: Raw -1598405.312198 + Penalty 3201.723572 = -1595203.588626 nChanged 28 SP:Iteration 66Q (2724.594585 sec): 3 clusters Score: Raw -1598408.775749 + Penalty 3201.723572 = -1595207.052177 nChanged 36 SP:Iteration 67Q (2724.633856 sec): 3 clusters Score: Raw -1598413.142001 + Penalty 3201.723572 = -1595211.418429 nChanged 40 SP:Iteration 68Q (2724.707518 sec): 3 clusters Score: Raw -1598418.709724 + Penalty 3201.723572 = -1595216.986152 nChanged 32 SP:Iteration 69Q (2724.782948 sec): 3 clusters Score: Raw -1598422.979826 + Penalty 3201.723572 = -1595221.256255 nChanged 34 SP:Iteration 70Q (2724.821437 sec): 3 clusters Score: Raw -1598427.251655 + Penalty 3201.723572 = -1595225.528083 nChanged 26 SP:Iteration 71Q (2724.860476 sec): 3 clusters Score: Raw -1598430.700214 + Penalty 3201.723572 = -1595228.976642 nChanged 27 SP:Iteration 72Q (2724.899518 sec): 3 clusters Score: Raw -1598434.179989 + Penalty 3201.723572 = -1595232.456417 nChanged 31 SP:Iteration 73Q (2724.938727 sec): 3 clusters Score: Raw -1598437.680899 + Penalty 3201.723572 = -1595235.957327 nChanged 26 SP:Iteration 74Q (2724.981337 sec): 3 clusters Score: Raw -1598440.568462 + Penalty 3201.723572 = -1595238.844890 nChanged 29 SP:Iteration 75Q (2725.019975 sec): 3 clusters Score: Raw -1598443.815712 + Penalty 3201.723572 = -1595242.092140 nChanged 27 SP:Iteration 76Q (2725.059060 sec): 3 clusters Score: Raw -1598447.818945 + Penalty 3201.723572 = -1595246.095373 nChanged 35 SP:Iteration 77Q (2725.097872 sec): 3 clusters Score: Raw -1598453.071537 + Penalty 3201.723572 = -1595251.347965 nChanged 38 SP:Iteration 78Q (2725.136680 sec): 3 clusters Score: Raw -1598458.677940 + Penalty 3201.723572 = -1595256.954368 nChanged 40 SP:Iteration 79Q (2725.175735 sec): 3 clusters Score: Raw -1598464.768255 + Penalty 3201.723572 = -1595263.044683 nChanged 47 SP:Iteration 80F (2725.218189 sec): 3 clusters Score: Raw -1598471.801891 + Penalty 3201.723572 = -1595270.078319 nChanged 48 SP:Iteration 81Q (2725.257352 sec): 3 clusters Score: Raw -1598480.026116 + Penalty 3201.723572 = -1595278.302544 nChanged 49 SP:Iteration 82Q (2725.296290 sec): 3 clusters Score: Raw -1598488.002041 + Penalty 3201.723572 = -1595286.278469 nChanged 46 SP:Iteration 83Q (2725.335146 sec): 3 clusters Score: Raw -1598493.767888 + Penalty 3201.723572 = -1595292.044316 nChanged 45 SP:Iteration 84Q (2725.374016 sec): 3 clusters Score: Raw -1598500.491295 + Penalty 3201.723572 = -1595298.767723 nChanged 37 SP:Iteration 85Q (2725.412918 sec): 3 clusters Score: Raw -1598505.390218 + Penalty 3201.723572 = -1595303.666646 nChanged 39 SP:Iteration 86Q (2725.451582 sec): 3 clusters Score: Raw -1598511.289199 + Penalty 3201.723572 = -1595309.565627 nChanged 37 SP:Iteration 87Q (2725.490316 sec): 3 clusters Score: Raw -1598516.478702 + Penalty 3201.723572 = -1595314.755130 nChanged 33 SP:Iteration 88Q (2725.528948 sec): 3 clusters Score: Raw -1598520.419359 + Penalty 3201.723572 = -1595318.695787 nChanged 27 SP:Iteration 89Q (2725.567561 sec): 3 clusters Score: Raw -1598522.882886 + Penalty 3201.723572 = -1595321.159314 nChanged 13 SP:Iteration 90Q (2725.606170 sec): 3 clusters Score: Raw -1598524.436036 + Penalty 3201.723572 = -1595322.712464 nChanged 18 SP:Iteration 91Q (2725.644863 sec): 3 clusters Score: Raw -1598526.442386 + Penalty 3201.723572 = -1595324.718815 nChanged 15 SP:Iteration 92Q (2725.683477 sec): 3 clusters Score: Raw -1598527.764934 + Penalty 3201.723572 = -1595326.041362 nChanged 14 SP:Iteration 93Q (2725.722095 sec): 3 clusters Score: Raw -1598528.889855 + Penalty 3201.723572 = -1595327.166283 nChanged 15 SP:Iteration 94Q (2725.760716 sec): 3 clusters Score: Raw -1598530.538997 + Penalty 3201.723572 = -1595328.815425 nChanged 17 SP:Iteration 95Q (2725.799123 sec): 3 clusters Score: Raw -1598533.112361 + Penalty 3201.723572 = -1595331.388789 nChanged 20 SP:Iteration 96Q (2725.837854 sec): 3 clusters Score: Raw -1598535.343456 + Penalty 3201.723572 = -1595333.619884 nChanged 23 SP:Iteration 97Q (2725.876364 sec): 3 clusters Score: Raw -1598538.541101 + Penalty 3201.723572 = -1595336.817529 nChanged 18 SP:Iteration 98Q (2725.914809 sec): 3 clusters Score: Raw -1598540.535660 + Penalty 3201.723572 = -1595338.812088 nChanged 16 SP:Iteration 99Q (2725.953442 sec): 3 clusters Score: Raw -1598542.219578 + Penalty 3201.723572 = -1595340.496006 nChanged 16 SP:Iteration 100F (2725.995986 sec): 3 clusters Score: Raw -1598544.011226 + Penalty 3201.723572 = -1595342.287654 nChanged 19 SP:Iteration 101Q (2726.034678 sec): 3 clusters Score: Raw -1598546.107632 + Penalty 3201.723572 = -1595344.384060 nChanged 12 SP:Iteration 102Q (2726.073257 sec): 3 clusters Score: Raw -1598547.079611 + Penalty 3201.723572 = -1595345.356039 nChanged 19 SP:Iteration 103Q (2726.111832 sec): 3 clusters Score: Raw -1598549.269621 + Penalty 3201.723572 = -1595347.546049 nChanged 21 SP:Iteration 104Q (2726.150409 sec): 3 clusters Score: Raw -1598552.321563 + Penalty 3201.723572 = -1595350.597991 nChanged 22 SP:Iteration 105Q (2726.188938 sec): 3 clusters Score: Raw -1598554.785827 + Penalty 3201.723572 = -1595353.062255 nChanged 20 SP:Iteration 106Q (2726.227458 sec): 3 clusters Score: Raw -1598556.775433 + Penalty 3201.723572 = -1595355.051861 nChanged 13 SP:Iteration 107Q (2726.265901 sec): 3 clusters Score: Raw -1598557.948386 + Penalty 3201.723572 = -1595356.224814 nChanged 14 SP:Iteration 108Q (2726.304373 sec): 3 clusters Score: Raw -1598559.299061 + Penalty 3201.723572 = -1595357.575489 nChanged 15 SP:Iteration 109Q (2726.342879 sec): 3 clusters Score: Raw -1598560.892864 + Penalty 3201.723572 = -1595359.169292 nChanged 7 SP:Iteration 110Q (2726.381305 sec): 3 clusters Score: Raw -1598561.465637 + Penalty 3201.723572 = -1595359.742065 nChanged 10 SP:Iteration 111Q (2726.419821 sec): 3 clusters Score: Raw -1598562.264439 + Penalty 3201.723572 = -1595360.540867 nChanged 8 SP:Iteration 112Q (2726.458466 sec): 3 clusters Score: Raw -1598562.862904 + Penalty 3201.723572 = -1595361.139332 nChanged 6 SP:Iteration 113Q (2726.496958 sec): 3 clusters Score: Raw -1598563.257119 + Penalty 3201.723572 = -1595361.533547 nChanged 3 SP:Iteration 114Q (2726.535351 sec): 3 clusters Score: Raw -1598563.625120 + Penalty 3201.723572 = -1595361.901548 nChanged 4 SP:Iteration 115Q (2726.573948 sec): 3 clusters Score: Raw -1598564.065590 + Penalty 3201.723572 = -1595362.342018 nChanged 6 SP:Iteration 116Q (2726.612343 sec): 3 clusters Score: Raw -1598564.656000 + Penalty 3201.723572 = -1595362.932428 nChanged 7 SP:Iteration 117Q (2726.650898 sec): 3 clusters Score: Raw -1598565.376960 + Penalty 3201.723572 = -1595363.653388 nChanged 8 SP:Iteration 118Q (2726.689295 sec): 3 clusters Score: Raw -1598566.154268 + Penalty 3201.723572 = -1595364.430696 nChanged 13 SP:Iteration 119Q (2726.727769 sec): 3 clusters Score: Raw -1598567.405561 + Penalty 3201.723572 = -1595365.681989 nChanged 12 SP:Iteration 120F (2726.770276 sec): 3 clusters Score: Raw -1598568.509504 + Penalty 3201.723572 = -1595366.785932 nChanged 12 SP:Iteration 121Q (2726.808848 sec): 3 clusters Score: Raw -1598569.421511 + Penalty 3201.723572 = -1595367.697939 nChanged 10 SP:Iteration 122Q (2726.847185 sec): 3 clusters Score: Raw -1598570.147281 + Penalty 3201.723572 = -1595368.423709 nChanged 8 SP:Iteration 123Q (2726.885697 sec): 3 clusters Score: Raw -1598570.988682 + Penalty 3201.723572 = -1595369.265110 nChanged 10 SP:Iteration 124Q (2726.924035 sec): 3 clusters Score: Raw -1598571.756447 + Penalty 3201.723572 = -1595370.032875 nChanged 11 SP:Iteration 125Q (2726.962650 sec): 3 clusters Score: Raw -1598572.593842 + Penalty 3201.723572 = -1595370.870270 nChanged 4 SP:Iteration 126Q (2727.001098 sec): 3 clusters Score: Raw -1598572.994498 + Penalty 3201.723572 = -1595371.270926 nChanged 8 SP:Iteration 127Q (2727.039548 sec): 3 clusters Score: Raw -1598573.610208 + Penalty 3201.723572 = -1595371.886636 nChanged 11 SP:Iteration 128Q (2727.078094 sec): 3 clusters Score: Raw -1598574.736681 + Penalty 3201.723572 = -1595373.013109 nChanged 13 SP:Iteration 129Q (2727.116580 sec): 3 clusters Score: Raw -1598575.997732 + Penalty 3201.723572 = -1595374.274160 nChanged 12 SP:Iteration 130Q (2727.155066 sec): 3 clusters Score: Raw -1598577.061696 + Penalty 3201.723572 = -1595375.338124 nChanged 11 SP:Iteration 131Q (2727.193518 sec): 3 clusters Score: Raw -1598578.329399 + Penalty 3201.723572 = -1595376.605827 nChanged 13 SP:Iteration 132Q (2727.231770 sec): 3 clusters Score: Raw -1598579.877038 + Penalty 3201.723572 = -1595378.153467 nChanged 16 SP:Iteration 133Q (2727.270386 sec): 3 clusters Score: Raw -1598581.514727 + Penalty 3201.723572 = -1595379.791155 nChanged 9 SP:Iteration 134Q (2727.308703 sec): 3 clusters Score: Raw -1598582.307077 + Penalty 3201.723572 = -1595380.583505 nChanged 10 SP:Iteration 135Q (2727.347038 sec): 3 clusters Score: Raw -1598583.253787 + Penalty 3201.723572 = -1595381.530215 nChanged 12 SP:Iteration 136Q (2727.385299 sec): 3 clusters Score: Raw -1598584.266645 + Penalty 3201.723572 = -1595382.543073 nChanged 8 SP:Iteration 137Q (2727.423579 sec): 3 clusters Score: Raw -1598585.262212 + Penalty 3201.723572 = -1595383.538640 nChanged 10 SP:Iteration 138Q (2727.462030 sec): 3 clusters Score: Raw -1598586.126066 + Penalty 3201.723572 = -1595384.402494 nChanged 7 SP:Iteration 139Q (2727.500204 sec): 3 clusters Score: Raw -1598586.746257 + Penalty 3201.723572 = -1595385.022685 nChanged 8 SP:Iteration 140F (2727.542660 sec): 3 clusters Score: Raw -1598587.589508 + Penalty 3201.723572 = -1595385.865936 nChanged 13 SP:Iteration 141Q (2727.581063 sec): 3 clusters Score: Raw -1598588.685893 + Penalty 3201.723572 = -1595386.962321 nChanged 12 SP:Iteration 142Q (2727.619367 sec): 3 clusters Score: Raw -1598589.614374 + Penalty 3201.723572 = -1595387.890803 nChanged 12 SP:Iteration 143Q (2727.657607 sec): 3 clusters Score: Raw -1598590.651680 + Penalty 3201.723572 = -1595388.928108 nChanged 12 SP:Iteration 144Q (2727.695972 sec): 3 clusters Score: Raw -1598591.801426 + Penalty 3201.723572 = -1595390.077854 nChanged 9 SP:Iteration 145Q (2727.734270 sec): 3 clusters Score: Raw -1598592.446415 + Penalty 3201.723572 = -1595390.722843 nChanged 7 SP:Iteration 146Q (2727.772668 sec): 3 clusters Score: Raw -1598592.979690 + Penalty 3201.723572 = -1595391.256118 nChanged 8 SP:Iteration 147Q (2727.811051 sec): 3 clusters Score: Raw -1598593.864340 + Penalty 3201.723572 = -1595392.140769 nChanged 10 SP:Iteration 148Q (2727.849233 sec): 3 clusters Score: Raw -1598595.123296 + Penalty 3201.723572 = -1595393.399724 nChanged 17 SP:Iteration 149Q (2727.887379 sec): 3 clusters Score: Raw -1598597.255706 + Penalty 3201.723572 = -1595395.532135 nChanged 21 SP:Iteration 150Q (2727.925705 sec): 3 clusters Score: Raw -1598599.979300 + Penalty 3201.723572 = -1595398.255728 nChanged 25 SP:Iteration 151Q (2727.963896 sec): 3 clusters Score: Raw -1598603.487550 + Penalty 3201.723572 = -1595401.763978 nChanged 30 SP:Iteration 152Q (2728.002096 sec): 3 clusters Score: Raw -1598607.480725 + Penalty 3201.723572 = -1595405.757153 nChanged 29 SP:Iteration 153Q (2728.040378 sec): 3 clusters Score: Raw -1598612.822666 + Penalty 3201.723572 = -1595411.099094 nChanged 30 SP:Iteration 154Q (2728.078638 sec): 3 clusters Score: Raw -1598618.560211 + Penalty 3201.723572 = -1595416.836640 nChanged 36 SP:Iteration 155Q (2728.116956 sec): 3 clusters Score: Raw -1598626.000823 + Penalty 3201.723572 = -1595424.277251 nChanged 37 SP:Iteration 156Q (2728.155143 sec): 3 clusters Score: Raw -1598632.604007 + Penalty 3201.723572 = -1595430.880436 nChanged 31 SP:Iteration 157Q (2728.193053 sec): 3 clusters Score: Raw -1598636.975645 + Penalty 3201.723572 = -1595435.252073 nChanged 25 SP:Iteration 158Q (2728.231352 sec): 3 clusters Score: Raw -1598639.926336 + Penalty 3201.723572 = -1595438.202764 nChanged 20 SP:Iteration 159Q (2728.269330 sec): 3 clusters Score: Raw -1598642.432561 + Penalty 3201.723572 = -1595440.708989 nChanged 19 SP:Iteration 160F (2728.311734 sec): 3 clusters Score: Raw -1598645.066550 + Penalty 3201.723572 = -1595443.342978 nChanged 27 SP:Iteration 161Q (2728.350040 sec): 3 clusters Score: Raw -1598648.028361 + Penalty 3201.723572 = -1595446.304789 nChanged 27 SP:Iteration 162Q (2728.388238 sec): 3 clusters Score: Raw -1598651.388180 + Penalty 3201.723572 = -1595449.664608 nChanged 19 SP:Iteration 163Q (2728.426162 sec): 3 clusters Score: Raw -1598653.388157 + Penalty 3201.723572 = -1595451.664585 nChanged 17 SP:Iteration 164Q (2728.464328 sec): 3 clusters Score: Raw -1598655.991933 + Penalty 3201.723572 = -1595454.268361 nChanged 24 SP:Iteration 165Q (2728.502431 sec): 3 clusters Score: Raw -1598659.476164 + Penalty 3201.723572 = -1595457.752592 nChanged 17 SP:Iteration 166Q (2728.540351 sec): 3 clusters Score: Raw -1598661.699484 + Penalty 3201.723572 = -1595459.975912 nChanged 17 SP:Iteration 167Q (2728.578240 sec): 3 clusters Score: Raw -1598664.179889 + Penalty 3201.723572 = -1595462.456317 nChanged 19 SP:Iteration 168Q (2728.616076 sec): 3 clusters Score: Raw -1598666.708106 + Penalty 3201.723572 = -1595464.984534 nChanged 21 SP:Iteration 169Q (2728.653962 sec): 3 clusters Score: Raw -1598668.844672 + Penalty 3201.723572 = -1595467.121100 nChanged 13 SP:Iteration 170Q (2728.693001 sec): 3 clusters Score: Raw -1598670.886062 + Penalty 3201.723572 = -1595469.162490 nChanged 22 SP:Iteration 171Q (2728.730824 sec): 3 clusters Score: Raw -1598674.581595 + Penalty 3201.723572 = -1595472.858023 nChanged 26 SP:Iteration 172Q (2728.768734 sec): 3 clusters Score: Raw -1598679.211229 + Penalty 3201.723572 = -1595477.487657 nChanged 27 SP:Iteration 173Q (2728.806576 sec): 3 clusters Score: Raw -1598683.051215 + Penalty 3201.723572 = -1595481.327643 nChanged 16 SP:Iteration 174Q (2728.844405 sec): 3 clusters Score: Raw -1598685.690120 + Penalty 3201.723572 = -1595483.966548 nChanged 22 SP:Iteration 175Q (2728.882219 sec): 3 clusters Score: Raw -1598689.057210 + Penalty 3201.723572 = -1595487.333638 nChanged 18 SP:Iteration 176Q (2728.920056 sec): 3 clusters Score: Raw -1598691.638195 + Penalty 3201.723572 = -1595489.914623 nChanged 14 SP:Iteration 177Q (2728.957683 sec): 3 clusters Score: Raw -1598693.332690 + Penalty 3201.723572 = -1595491.609118 nChanged 10 SP:Iteration 178Q (2728.995485 sec): 3 clusters Score: Raw -1598694.716039 + Penalty 3201.723572 = -1595492.992467 nChanged 14 SP:Iteration 179Q (2729.033123 sec): 3 clusters Score: Raw -1598696.799880 + Penalty 3201.723572 = -1595495.076308 nChanged 18 SP:Iteration 180F (2729.075577 sec): 3 clusters Score: Raw -1598699.552615 + Penalty 3201.723572 = -1595497.829043 nChanged 13 SP:Iteration 181Q (2729.113387 sec): 3 clusters Score: Raw -1598701.327491 + Penalty 3201.723572 = -1595499.603919 nChanged 15 SP:Iteration 182Q (2729.151073 sec): 3 clusters Score: Raw -1598703.934692 + Penalty 3201.723572 = -1595502.211120 nChanged 24 SP:Iteration 183Q (2729.188745 sec): 3 clusters Score: Raw -1598708.260701 + Penalty 3201.723572 = -1595506.537129 nChanged 25 SP:Iteration 184Q (2729.226480 sec): 3 clusters Score: Raw -1598712.657134 + Penalty 3201.723572 = -1595510.933562 nChanged 30 SP:Iteration 185Q (2729.297771 sec): 3 clusters Score: Raw -1598717.707181 + Penalty 3201.723572 = -1595515.983609 nChanged 25 SP:Iteration 186Q (2729.358273 sec): 3 clusters Score: Raw -1598722.026119 + Penalty 3201.723572 = -1595520.302547 nChanged 24 SP:Iteration 187Q (2729.395486 sec): 3 clusters Score: Raw -1598726.270128 + Penalty 3201.723572 = -1595524.546556 nChanged 22 SP:Iteration 188Q (2729.433065 sec): 3 clusters Score: Raw -1598730.533451 + Penalty 3201.723572 = -1595528.809879 nChanged 22 SP:Iteration 189Q (2729.470681 sec): 3 clusters Score: Raw -1598734.184317 + Penalty 3201.723572 = -1595532.460745 nChanged 13 SP:Iteration 190Q (2729.508405 sec): 3 clusters Score: Raw -1598735.807928 + Penalty 3201.723572 = -1595534.084356 nChanged 7 SP:Iteration 191Q (2729.545856 sec): 3 clusters Score: Raw -1598736.841714 + Penalty 3201.723572 = -1595535.118142 nChanged 11 SP:Iteration 192Q (2729.583320 sec): 3 clusters Score: Raw -1598738.165552 + Penalty 3201.723572 = -1595536.441980 nChanged 11 SP:Iteration 193Q (2729.620790 sec): 3 clusters Score: Raw -1598740.480426 + Penalty 3201.723572 = -1595538.756854 nChanged 12 SP:Iteration 194Q (2729.658140 sec): 3 clusters Score: Raw -1598742.919565 + Penalty 3201.723572 = -1595541.195994 nChanged 13 SP:Iteration 195Q (2729.695750 sec): 3 clusters Score: Raw -1598744.145015 + Penalty 3201.723572 = -1595542.421443 nChanged 4 SP:Iteration 196Q (2729.733381 sec): 3 clusters Score: Raw -1598744.701933 + Penalty 3201.723572 = -1595542.978361 nChanged 5 SP:Iteration 197Q (2729.770941 sec): 3 clusters Score: Raw -1598745.125781 + Penalty 3201.723572 = -1595543.402209 nChanged 2 SP:Iteration 198Q (2729.808496 sec): 3 clusters Score: Raw -1598745.258882 + Penalty 3201.723572 = -1595543.535310 nChanged 3 SP:Iteration 199Q (2729.846108 sec): 3 clusters Score: Raw -1598745.595003 + Penalty 3201.723572 = -1595543.871431 nChanged 3 SP:Iteration 200F (2729.888606 sec): 3 clusters Score: Raw -1598745.912227 + Penalty 3201.723572 = -1595544.188655 nChanged 5 SP:Iteration 201Q (2729.926229 sec): 3 clusters Score: Raw -1598746.465582 + Penalty 3201.723572 = -1595544.742011 nChanged 5 SP:Iteration 202Q (2729.963842 sec): 3 clusters Score: Raw -1598747.069759 + Penalty 3201.723572 = -1595545.346187 nChanged 7 SP:Iteration 203Q (2730.001216 sec): 3 clusters Score: Raw -1598747.664438 + Penalty 3201.723572 = -1595545.940866 nChanged 6 SP:Iteration 204Q (2730.038702 sec): 3 clusters Score: Raw -1598748.353580 + Penalty 3201.723572 = -1595546.630008 nChanged 5 SP:Iteration 205Q (2730.076164 sec): 3 clusters Score: Raw -1598748.798573 + Penalty 3201.723572 = -1595547.075001 nChanged 6 SP:Iteration 206Q (2730.113918 sec): 3 clusters Score: Raw -1598749.364631 + Penalty 3201.723572 = -1595547.641060 nChanged 5 SP:Iteration 207Q (2730.151434 sec): 3 clusters Score: Raw -1598749.851157 + Penalty 3201.723572 = -1595548.127585 nChanged 5 SP:Iteration 208Q (2730.188863 sec): 3 clusters Score: Raw -1598750.554747 + Penalty 3201.723572 = -1595548.831175 nChanged 7 SP:Iteration 209Q (2730.226598 sec): 3 clusters Score: Raw -1598751.461906 + Penalty 3201.723572 = -1595549.738334 nChanged 0 SP:Iteration 210F (2730.268931 sec): 3 clusters Score: Raw -1598751.461906 + Penalty 3201.723572 = -1595549.738334 nChanged 0 Trying to split cluster 15 (52097 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2730.348336 sec): 2 clusters Score: Raw -4136629.359991 + Penalty 1764.890180 = -4134864.469811 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2730.449600 sec): 3 clusters Score: Raw -4103542.127447 + Penalty 3529.780359 = -4100012.347088 nChanged 24402 SP:Iteration 1F (2730.544603 sec): 3 clusters Score: Raw -4117182.396513 + Penalty 3529.780359 = -4113652.616153 nChanged 2125 SP:Iteration 2Q (2730.644432 sec): 3 clusters Score: Raw -4117797.969023 + Penalty 3529.780359 = -4114268.188663 nChanged 2151 SP:Iteration 3Q (2730.744353 sec): 3 clusters Score: Raw -4118468.212717 + Penalty 3529.780359 = -4114938.432358 nChanged 2331 SP:Iteration 4Q (2730.844131 sec): 3 clusters Score: Raw -4119306.669770 + Penalty 3529.780359 = -4115776.889411 nChanged 2597 SP:Iteration 5Q (2730.943785 sec): 3 clusters Score: Raw -4120474.449084 + Penalty 3529.780359 = -4116944.668724 nChanged 3066 SP:Iteration 6F (2731.038396 sec): 3 clusters Score: Raw -4122154.925455 + Penalty 3529.780359 = -4118625.145096 nChanged 3482 SP:Iteration 7F (2731.133233 sec): 3 clusters Score: Raw -4124491.276610 + Penalty 3529.780359 = -4120961.496251 nChanged 3766 SP:Iteration 8F (2731.228007 sec): 3 clusters Score: Raw -4127507.477996 + Penalty 3529.780359 = -4123977.697636 nChanged 3775 SP:Iteration 9F (2731.322427 sec): 3 clusters Score: Raw -4130939.089987 + Penalty 3529.780359 = -4127409.309627 nChanged 2948 SP:Iteration 10F (2731.416753 sec): 3 clusters Score: Raw -4133600.754559 + Penalty 3529.780359 = -4130070.974199 nChanged 1822 SP:Iteration 11Q (2731.511245 sec): 3 clusters Score: Raw -4135174.752802 + Penalty 3529.780359 = -4131644.972442 nChanged 1077 SP:Iteration 12Q (2731.600309 sec): 3 clusters Score: Raw -4136005.817531 + Penalty 3529.780359 = -4132476.037172 nChanged 580 SP:Iteration 13Q (2731.685557 sec): 3 clusters Score: Raw -4136409.262414 + Penalty 3529.780359 = -4132879.482055 nChanged 337 SP:Iteration 14Q (2731.768855 sec): 3 clusters Score: Raw -4136627.327395 + Penalty 3529.780359 = -4133097.547036 nChanged 186 SP:Iteration 15Q (2731.850703 sec): 3 clusters Score: Raw -4136748.408548 + Penalty 3529.780359 = -4133218.628189 nChanged 104 SP:Iteration 16Q (2731.931690 sec): 3 clusters Score: Raw -4136813.070523 + Penalty 3529.780359 = -4133283.290163 nChanged 60 SP:Iteration 17Q (2732.011982 sec): 3 clusters Score: Raw -4136850.846130 + Penalty 3529.780359 = -4133321.065771 nChanged 44 SP:Iteration 18Q (2732.092004 sec): 3 clusters Score: Raw -4136884.518421 + Penalty 3529.780359 = -4133354.738061 nChanged 42 SP:Iteration 19Q (2732.171783 sec): 3 clusters Score: Raw -4136911.941706 + Penalty 3529.780359 = -4133382.161347 nChanged 31 SP:Iteration 20F (2732.265569 sec): 3 clusters Score: Raw -4136928.146431 + Penalty 3529.780359 = -4133398.366071 nChanged 15 SP:Iteration 21Q (2732.345093 sec): 3 clusters Score: Raw -4136936.566135 + Penalty 3529.780359 = -4133406.785775 nChanged 13 SP:Iteration 22Q (2732.424308 sec): 3 clusters Score: Raw -4136946.243286 + Penalty 3529.780359 = -4133416.462927 nChanged 9 SP:Iteration 23Q (2732.503348 sec): 3 clusters Score: Raw -4136951.240630 + Penalty 3529.780359 = -4133421.460271 nChanged 5 SP:Iteration 24Q (2732.582450 sec): 3 clusters Score: Raw -4136954.079437 + Penalty 3529.780359 = -4133424.299077 nChanged 5 SP:Iteration 25Q (2732.661334 sec): 3 clusters Score: Raw -4136957.187773 + Penalty 3529.780359 = -4133427.407414 nChanged 3 SP:Iteration 26Q (2732.740308 sec): 3 clusters Score: Raw -4136958.051874 + Penalty 3529.780359 = -4133428.271515 nChanged 3 SP:Iteration 27Q (2732.819150 sec): 3 clusters Score: Raw -4136959.939604 + Penalty 3529.780359 = -4133430.159244 nChanged 5 SP:Iteration 28Q (2732.898157 sec): 3 clusters Score: Raw -4136963.467152 + Penalty 3529.780359 = -4133433.686792 nChanged 1 SP:Iteration 29Q (2732.976988 sec): 3 clusters Score: Raw -4136964.180039 + Penalty 3529.780359 = -4133434.399679 nChanged 2 SP:Iteration 30Q (2733.055795 sec): 3 clusters Score: Raw -4136964.581194 + Penalty 3529.780359 = -4133434.800834 nChanged 0 SP:Iteration 31F (2733.149642 sec): 3 clusters Score: Raw -4136964.581194 + Penalty 3529.780359 = -4133434.800834 nChanged 0 Trying to split cluster 16 (975 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2733.165191 sec): 2 clusters Score: Raw -67162.484437 + Penalty 1118.396089 = -66044.088348 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2733.214635 sec): 3 clusters Score: Raw -66899.899734 + Penalty 2236.792178 = -64663.107556 nChanged 302 SP:Iteration 1F (2733.220650 sec): 3 clusters Score: Raw -67167.463405 + Penalty 2236.792178 = -64930.671227 nChanged 68 SP:Iteration 2F (2733.225992 sec): 3 clusters Score: Raw -67255.754835 + Penalty 2236.792178 = -65018.962657 nChanged 40 SP:Iteration 3Q (2733.231295 sec): 3 clusters Score: Raw -67307.714690 + Penalty 2236.792178 = -65070.922512 nChanged 33 SP:Iteration 4Q (2733.236580 sec): 3 clusters Score: Raw -67349.619862 + Penalty 2236.792178 = -65112.827683 nChanged 21 SP:Iteration 5Q (2733.241865 sec): 3 clusters Score: Raw -67374.712243 + Penalty 2236.792178 = -65137.920065 nChanged 23 SP:Iteration 6Q (2733.247126 sec): 3 clusters Score: Raw -67399.549395 + Penalty 2236.792178 = -65162.757217 nChanged 14 SP:Iteration 7Q (2733.252383 sec): 3 clusters Score: Raw -67417.339826 + Penalty 2236.792178 = -65180.547648 nChanged 8 SP:Iteration 8Q (2733.257634 sec): 3 clusters Score: Raw -67423.776807 + Penalty 2236.792178 = -65186.984629 nChanged 8 SP:Iteration 9Q (2733.262867 sec): 3 clusters Score: Raw -67431.646322 + Penalty 2236.792178 = -65194.854143 nChanged 12 SP:Iteration 10Q (2733.268052 sec): 3 clusters Score: Raw -67448.039808 + Penalty 2236.792178 = -65211.247630 nChanged 11 SP:Iteration 11Q (2733.277786 sec): 3 clusters Score: Raw -67462.604015 + Penalty 2236.792178 = -65225.811837 nChanged 11 SP:Iteration 12Q (2733.282969 sec): 3 clusters Score: Raw -67482.820949 + Penalty 2236.792178 = -65246.028771 nChanged 10 SP:Iteration 13Q (2733.288166 sec): 3 clusters Score: Raw -67494.742899 + Penalty 2236.792178 = -65257.950721 nChanged 12 SP:Iteration 14Q (2733.293348 sec): 3 clusters Score: Raw -67507.712015 + Penalty 2236.792178 = -65270.919837 nChanged 6 SP:Iteration 15Q (2733.298502 sec): 3 clusters Score: Raw -67510.860598 + Penalty 2236.792178 = -65274.068420 nChanged 4 SP:Iteration 16Q (2733.303307 sec): 3 clusters Score: Raw -67514.482269 + Penalty 2236.792178 = -65277.690091 nChanged 3 SP:Iteration 17Q (2733.308472 sec): 3 clusters Score: Raw -67516.046319 + Penalty 2236.792178 = -65279.254141 nChanged 3 SP:Iteration 18Q (2733.313685 sec): 3 clusters Score: Raw -67517.471419 + Penalty 2236.792178 = -65280.679241 nChanged 3 SP:Iteration 19Q (2733.318826 sec): 3 clusters Score: Raw -67525.276603 + Penalty 2236.792178 = -65288.484425 nChanged 2 SP:Iteration 20F (2733.324095 sec): 3 clusters Score: Raw -67526.838934 + Penalty 2236.792178 = -65290.046755 nChanged 2 SP:Iteration 21Q (2733.329256 sec): 3 clusters Score: Raw -67528.717159 + Penalty 2236.792178 = -65291.924981 nChanged 1 SP:Iteration 22Q (2733.334394 sec): 3 clusters Score: Raw -67529.481705 + Penalty 2236.792178 = -65292.689527 nChanged 2 SP:Iteration 23Q (2733.339544 sec): 3 clusters Score: Raw -67531.041252 + Penalty 2236.792178 = -65294.249074 nChanged 0 SP:Iteration 24F (2733.344840 sec): 3 clusters Score: Raw -67531.041252 + Penalty 2236.792178 = -65294.249074 nChanged 0 Trying to split cluster 17 (23269 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2733.387380 sec): 2 clusters Score: Raw -1943059.197235 + Penalty 1633.917558 = -1941425.279677 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2733.438657 sec): 3 clusters Score: Raw -1928991.280220 + Penalty 3267.835117 = -1925723.445103 nChanged 10572 SP:Iteration 1F (2733.487607 sec): 3 clusters Score: Raw -1935164.587342 + Penalty 3267.835117 = -1931896.752225 nChanged 1616 SP:Iteration 2F (2733.536945 sec): 3 clusters Score: Raw -1936152.192562 + Penalty 3267.835117 = -1932884.357446 nChanged 1725 SP:Iteration 3F (2733.607350 sec): 3 clusters Score: Raw -1937283.540099 + Penalty 3267.835117 = -1934015.704982 nChanged 1731 SP:Iteration 4F (2733.676665 sec): 3 clusters Score: Raw -1938449.851680 + Penalty 3267.835117 = -1935182.016563 nChanged 1587 SP:Iteration 5F (2733.736031 sec): 3 clusters Score: Raw -1939428.769272 + Penalty 3267.835117 = -1936160.934156 nChanged 1258 SP:Iteration 6F (2733.794696 sec): 3 clusters Score: Raw -1940185.211274 + Penalty 3267.835117 = -1936917.376157 nChanged 1090 SP:Iteration 7Q (2733.859180 sec): 3 clusters Score: Raw -1940778.428895 + Penalty 3267.835117 = -1937510.593778 nChanged 881 SP:Iteration 8Q (2733.908506 sec): 3 clusters Score: Raw -1941250.162425 + Penalty 3267.835117 = -1937982.327308 nChanged 731 SP:Iteration 9Q (2733.958292 sec): 3 clusters Score: Raw -1941663.932984 + Penalty 3267.835117 = -1938396.097867 nChanged 654 SP:Iteration 10Q (2734.007874 sec): 3 clusters Score: Raw -1942021.747751 + Penalty 3267.835117 = -1938753.912635 nChanged 555 SP:Iteration 11Q (2734.057207 sec): 3 clusters Score: Raw -1942319.215910 + Penalty 3267.835117 = -1939051.380794 nChanged 464 SP:Iteration 12Q (2734.106042 sec): 3 clusters Score: Raw -1942552.765061 + Penalty 3267.835117 = -1939284.929945 nChanged 382 SP:Iteration 13Q (2734.154044 sec): 3 clusters Score: Raw -1942700.579369 + Penalty 3267.835117 = -1939432.744253 nChanged 274 SP:Iteration 14Q (2734.200707 sec): 3 clusters Score: Raw -1942785.204775 + Penalty 3267.835117 = -1939517.369659 nChanged 200 SP:Iteration 15Q (2734.247191 sec): 3 clusters Score: Raw -1942844.527311 + Penalty 3267.835117 = -1939576.692194 nChanged 148 SP:Iteration 16Q (2734.293136 sec): 3 clusters Score: Raw -1942876.288679 + Penalty 3267.835117 = -1939608.453563 nChanged 112 SP:Iteration 17Q (2734.338754 sec): 3 clusters Score: Raw -1942895.912056 + Penalty 3267.835117 = -1939628.076940 nChanged 83 SP:Iteration 18Q (2734.384105 sec): 3 clusters Score: Raw -1942910.586451 + Penalty 3267.835117 = -1939642.751335 nChanged 91 SP:Iteration 19Q (2734.429201 sec): 3 clusters Score: Raw -1942928.288646 + Penalty 3267.835117 = -1939660.453529 nChanged 76 SP:Iteration 20F (2734.478223 sec): 3 clusters Score: Raw -1942943.959429 + Penalty 3267.835117 = -1939676.124312 nChanged 64 SP:Iteration 21Q (2734.523408 sec): 3 clusters Score: Raw -1942955.136299 + Penalty 3267.835117 = -1939687.301183 nChanged 66 SP:Iteration 22Q (2734.568076 sec): 3 clusters Score: Raw -1942966.773645 + Penalty 3267.835117 = -1939698.938528 nChanged 65 SP:Iteration 23Q (2734.612975 sec): 3 clusters Score: Raw -1942977.867410 + Penalty 3267.835117 = -1939710.032293 nChanged 63 SP:Iteration 24Q (2734.657587 sec): 3 clusters Score: Raw -1942986.516012 + Penalty 3267.835117 = -1939718.680896 nChanged 61 SP:Iteration 25Q (2734.702032 sec): 3 clusters Score: Raw -1942995.555779 + Penalty 3267.835117 = -1939727.720663 nChanged 49 SP:Iteration 26Q (2734.746315 sec): 3 clusters Score: Raw -1943003.207785 + Penalty 3267.835117 = -1939735.372669 nChanged 50 SP:Iteration 27Q (2734.790625 sec): 3 clusters Score: Raw -1943008.979430 + Penalty 3267.835117 = -1939741.144314 nChanged 41 SP:Iteration 28Q (2734.835048 sec): 3 clusters Score: Raw -1943014.835683 + Penalty 3267.835117 = -1939747.000566 nChanged 43 SP:Iteration 29Q (2734.879272 sec): 3 clusters Score: Raw -1943019.259016 + Penalty 3267.835117 = -1939751.423899 nChanged 29 SP:Iteration 30Q (2734.923394 sec): 3 clusters Score: Raw -1943022.989000 + Penalty 3267.835117 = -1939755.153883 nChanged 27 SP:Iteration 31Q (2734.967416 sec): 3 clusters Score: Raw -1943026.568384 + Penalty 3267.835117 = -1939758.733267 nChanged 29 SP:Iteration 32Q (2735.011486 sec): 3 clusters Score: Raw -1943029.329943 + Penalty 3267.835117 = -1939761.494827 nChanged 29 SP:Iteration 33Q (2735.055610 sec): 3 clusters Score: Raw -1943031.732126 + Penalty 3267.835117 = -1939763.897009 nChanged 21 SP:Iteration 34Q (2735.099551 sec): 3 clusters Score: Raw -1943033.491463 + Penalty 3267.835117 = -1939765.656346 nChanged 17 SP:Iteration 35Q (2735.143417 sec): 3 clusters Score: Raw -1943034.631055 + Penalty 3267.835117 = -1939766.795938 nChanged 18 SP:Iteration 36Q (2735.187621 sec): 3 clusters Score: Raw -1943036.180447 + Penalty 3267.835117 = -1939768.345331 nChanged 25 SP:Iteration 37Q (2735.231445 sec): 3 clusters Score: Raw -1943038.493007 + Penalty 3267.835117 = -1939770.657891 nChanged 22 SP:Iteration 38Q (2735.275251 sec): 3 clusters Score: Raw -1943040.478720 + Penalty 3267.835117 = -1939772.643603 nChanged 16 SP:Iteration 39Q (2735.319095 sec): 3 clusters Score: Raw -1943041.809164 + Penalty 3267.835117 = -1939773.974047 nChanged 15 SP:Iteration 40F (2735.368037 sec): 3 clusters Score: Raw -1943043.065244 + Penalty 3267.835117 = -1939775.230128 nChanged 25 SP:Iteration 41Q (2735.412105 sec): 3 clusters Score: Raw -1943045.288453 + Penalty 3267.835117 = -1939777.453336 nChanged 27 SP:Iteration 42Q (2735.456081 sec): 3 clusters Score: Raw -1943048.091249 + Penalty 3267.835117 = -1939780.256132 nChanged 30 SP:Iteration 43Q (2735.499691 sec): 3 clusters Score: Raw -1943051.000463 + Penalty 3267.835117 = -1939783.165346 nChanged 33 SP:Iteration 44Q (2735.543784 sec): 3 clusters Score: Raw -1943054.106036 + Penalty 3267.835117 = -1939786.270919 nChanged 34 SP:Iteration 45Q (2735.587540 sec): 3 clusters Score: Raw -1943057.992638 + Penalty 3267.835117 = -1939790.157522 nChanged 32 SP:Iteration 46Q (2735.631275 sec): 3 clusters Score: Raw -1943060.963129 + Penalty 3267.835117 = -1939793.128012 nChanged 35 SP:Iteration 47Q (2735.674888 sec): 3 clusters Score: Raw -1943065.394125 + Penalty 3267.835117 = -1939797.559008 nChanged 32 SP:Iteration 48Q (2735.718648 sec): 3 clusters Score: Raw -1943068.915326 + Penalty 3267.835117 = -1939801.080210 nChanged 29 SP:Iteration 49Q (2735.762364 sec): 3 clusters Score: Raw -1943072.211988 + Penalty 3267.835117 = -1939804.376871 nChanged 28 SP:Iteration 50Q (2735.805961 sec): 3 clusters Score: Raw -1943074.886719 + Penalty 3267.835117 = -1939807.051603 nChanged 21 SP:Iteration 51Q (2735.849762 sec): 3 clusters Score: Raw -1943077.784222 + Penalty 3267.835117 = -1939809.949106 nChanged 28 SP:Iteration 52Q (2735.893132 sec): 3 clusters Score: Raw -1943081.453056 + Penalty 3267.835117 = -1939813.617939 nChanged 27 SP:Iteration 53Q (2735.936796 sec): 3 clusters Score: Raw -1943084.795070 + Penalty 3267.835117 = -1939816.959954 nChanged 30 SP:Iteration 54Q (2735.980039 sec): 3 clusters Score: Raw -1943088.356540 + Penalty 3267.835117 = -1939820.521424 nChanged 29 SP:Iteration 55Q (2736.023585 sec): 3 clusters Score: Raw -1943091.800054 + Penalty 3267.835117 = -1939823.964937 nChanged 30 SP:Iteration 56Q (2736.066923 sec): 3 clusters Score: Raw -1943095.447161 + Penalty 3267.835117 = -1939827.612045 nChanged 45 SP:Iteration 57Q (2736.110445 sec): 3 clusters Score: Raw -1943101.505666 + Penalty 3267.835117 = -1939833.670550 nChanged 47 SP:Iteration 58Q (2736.153763 sec): 3 clusters Score: Raw -1943107.822806 + Penalty 3267.835117 = -1939839.987689 nChanged 52 SP:Iteration 59Q (2736.197056 sec): 3 clusters Score: Raw -1943113.951755 + Penalty 3267.835117 = -1939846.116639 nChanged 46 SP:Iteration 60F (2736.245823 sec): 3 clusters Score: Raw -1943119.386532 + Penalty 3267.835117 = -1939851.551416 nChanged 43 SP:Iteration 61Q (2736.289374 sec): 3 clusters Score: Raw -1943125.032999 + Penalty 3267.835117 = -1939857.197883 nChanged 49 SP:Iteration 62Q (2736.332521 sec): 3 clusters Score: Raw -1943130.831378 + Penalty 3267.835117 = -1939862.996262 nChanged 39 SP:Iteration 63Q (2736.375861 sec): 3 clusters Score: Raw -1943135.236473 + Penalty 3267.835117 = -1939867.401356 nChanged 42 SP:Iteration 64Q (2736.418941 sec): 3 clusters Score: Raw -1943140.533567 + Penalty 3267.835117 = -1939872.698450 nChanged 42 SP:Iteration 65Q (2736.462080 sec): 3 clusters Score: Raw -1943146.338464 + Penalty 3267.835117 = -1939878.503348 nChanged 49 SP:Iteration 66Q (2736.504945 sec): 3 clusters Score: Raw -1943153.011589 + Penalty 3267.835117 = -1939885.176472 nChanged 43 SP:Iteration 67Q (2736.548193 sec): 3 clusters Score: Raw -1943158.373700 + Penalty 3267.835117 = -1939890.538583 nChanged 41 SP:Iteration 68Q (2736.590980 sec): 3 clusters Score: Raw -1943163.195933 + Penalty 3267.835117 = -1939895.360816 nChanged 39 SP:Iteration 69Q (2736.634016 sec): 3 clusters Score: Raw -1943167.632935 + Penalty 3267.835117 = -1939899.797819 nChanged 29 SP:Iteration 70Q (2736.676771 sec): 3 clusters Score: Raw -1943170.990263 + Penalty 3267.835117 = -1939903.155147 nChanged 29 SP:Iteration 71Q (2736.719718 sec): 3 clusters Score: Raw -1943174.543342 + Penalty 3267.835117 = -1939906.708225 nChanged 31 SP:Iteration 72Q (2736.762384 sec): 3 clusters Score: Raw -1943178.366223 + Penalty 3267.835117 = -1939910.531107 nChanged 31 SP:Iteration 73Q (2736.805279 sec): 3 clusters Score: Raw -1943182.166535 + Penalty 3267.835117 = -1939914.331419 nChanged 37 SP:Iteration 74Q (2736.847844 sec): 3 clusters Score: Raw -1943186.929831 + Penalty 3267.835117 = -1939919.094715 nChanged 37 SP:Iteration 75Q (2736.890502 sec): 3 clusters Score: Raw -1943192.607563 + Penalty 3267.835117 = -1939924.772447 nChanged 39 SP:Iteration 76Q (2736.933050 sec): 3 clusters Score: Raw -1943199.079142 + Penalty 3267.835117 = -1939931.244026 nChanged 41 SP:Iteration 77Q (2736.975688 sec): 3 clusters Score: Raw -1943206.152034 + Penalty 3267.835117 = -1939938.316918 nChanged 52 SP:Iteration 78Q (2737.018164 sec): 3 clusters Score: Raw -1943214.090779 + Penalty 3267.835117 = -1939946.255663 nChanged 40 SP:Iteration 79Q (2737.060738 sec): 3 clusters Score: Raw -1943220.159422 + Penalty 3267.835117 = -1939952.324306 nChanged 34 SP:Iteration 80F (2737.109713 sec): 3 clusters Score: Raw -1943225.440309 + Penalty 3267.835117 = -1939957.605192 nChanged 38 SP:Iteration 81Q (2737.152432 sec): 3 clusters Score: Raw -1943230.699237 + Penalty 3267.835117 = -1939962.864121 nChanged 32 SP:Iteration 82Q (2737.194800 sec): 3 clusters Score: Raw -1943235.209392 + Penalty 3267.835117 = -1939967.374276 nChanged 30 SP:Iteration 83Q (2737.237324 sec): 3 clusters Score: Raw -1943238.750566 + Penalty 3267.835117 = -1939970.915449 nChanged 31 SP:Iteration 84Q (2737.279546 sec): 3 clusters Score: Raw -1943242.715586 + Penalty 3267.835117 = -1939974.880470 nChanged 29 SP:Iteration 85Q (2737.321913 sec): 3 clusters Score: Raw -1943246.297697 + Penalty 3267.835117 = -1939978.462580 nChanged 22 SP:Iteration 86Q (2737.364105 sec): 3 clusters Score: Raw -1943249.287504 + Penalty 3267.835117 = -1939981.452388 nChanged 25 SP:Iteration 87Q (2737.406418 sec): 3 clusters Score: Raw -1943252.916713 + Penalty 3267.835117 = -1939985.081597 nChanged 25 SP:Iteration 88Q (2737.448615 sec): 3 clusters Score: Raw -1943256.780781 + Penalty 3267.835117 = -1939988.945665 nChanged 28 SP:Iteration 89Q (2737.490947 sec): 3 clusters Score: Raw -1943261.144656 + Penalty 3267.835117 = -1939993.309540 nChanged 33 SP:Iteration 90Q (2737.532968 sec): 3 clusters Score: Raw -1943267.083156 + Penalty 3267.835117 = -1939999.248039 nChanged 35 SP:Iteration 91Q (2737.574986 sec): 3 clusters Score: Raw -1943272.755066 + Penalty 3267.835117 = -1940004.919950 nChanged 42 SP:Iteration 92Q (2737.618004 sec): 3 clusters Score: Raw -1943277.837554 + Penalty 3267.835117 = -1940010.002438 nChanged 30 SP:Iteration 93Q (2737.697453 sec): 3 clusters Score: Raw -1943280.728067 + Penalty 3267.835117 = -1940012.892951 nChanged 17 SP:Iteration 94Q (2737.741505 sec): 3 clusters Score: Raw -1943282.589841 + Penalty 3267.835117 = -1940014.754725 nChanged 17 SP:Iteration 95Q (2737.784277 sec): 3 clusters Score: Raw -1943284.555775 + Penalty 3267.835117 = -1940016.720658 nChanged 26 SP:Iteration 96Q (2737.826309 sec): 3 clusters Score: Raw -1943288.343973 + Penalty 3267.835117 = -1940020.508857 nChanged 20 SP:Iteration 97Q (2737.868351 sec): 3 clusters Score: Raw -1943290.435577 + Penalty 3267.835117 = -1940022.600461 nChanged 15 SP:Iteration 98Q (2737.910192 sec): 3 clusters Score: Raw -1943292.138212 + Penalty 3267.835117 = -1940024.303095 nChanged 14 SP:Iteration 99Q (2737.951832 sec): 3 clusters Score: Raw -1943293.956505 + Penalty 3267.835117 = -1940026.121388 nChanged 12 SP:Iteration 100F (2738.000883 sec): 3 clusters Score: Raw -1943295.098182 + Penalty 3267.835117 = -1940027.263065 nChanged 14 SP:Iteration 101Q (2738.043054 sec): 3 clusters Score: Raw -1943296.571259 + Penalty 3267.835117 = -1940028.736143 nChanged 17 SP:Iteration 102Q (2738.085111 sec): 3 clusters Score: Raw -1943298.419278 + Penalty 3267.835117 = -1940030.584161 nChanged 18 SP:Iteration 103Q (2738.127012 sec): 3 clusters Score: Raw -1943300.529536 + Penalty 3267.835117 = -1940032.694420 nChanged 15 SP:Iteration 104Q (2738.168869 sec): 3 clusters Score: Raw -1943301.902690 + Penalty 3267.835117 = -1940034.067573 nChanged 17 SP:Iteration 105Q (2738.210721 sec): 3 clusters Score: Raw -1943304.255400 + Penalty 3267.835117 = -1940036.420284 nChanged 16 SP:Iteration 106Q (2738.252348 sec): 3 clusters Score: Raw -1943305.935011 + Penalty 3267.835117 = -1940038.099894 nChanged 16 SP:Iteration 107Q (2738.294033 sec): 3 clusters Score: Raw -1943307.409361 + Penalty 3267.835117 = -1940039.574244 nChanged 19 SP:Iteration 108Q (2738.336012 sec): 3 clusters Score: Raw -1943309.790177 + Penalty 3267.835117 = -1940041.955061 nChanged 17 SP:Iteration 109Q (2738.377783 sec): 3 clusters Score: Raw -1943312.444243 + Penalty 3267.835117 = -1940044.609127 nChanged 16 SP:Iteration 110Q (2738.419661 sec): 3 clusters Score: Raw -1943314.816400 + Penalty 3267.835117 = -1940046.981284 nChanged 20 SP:Iteration 111Q (2738.461241 sec): 3 clusters Score: Raw -1943316.831839 + Penalty 3267.835117 = -1940048.996723 nChanged 25 SP:Iteration 112Q (2738.503012 sec): 3 clusters Score: Raw -1943319.268556 + Penalty 3267.835117 = -1940051.433439 nChanged 22 SP:Iteration 113Q (2738.544624 sec): 3 clusters Score: Raw -1943322.005061 + Penalty 3267.835117 = -1940054.169944 nChanged 16 SP:Iteration 114Q (2738.586593 sec): 3 clusters Score: Raw -1943324.395902 + Penalty 3267.835117 = -1940056.560785 nChanged 18 SP:Iteration 115Q (2738.628043 sec): 3 clusters Score: Raw -1943327.004164 + Penalty 3267.835117 = -1940059.169047 nChanged 20 SP:Iteration 116Q (2738.669642 sec): 3 clusters Score: Raw -1943330.937133 + Penalty 3267.835117 = -1940063.102016 nChanged 26 SP:Iteration 117Q (2738.711334 sec): 3 clusters Score: Raw -1943335.376191 + Penalty 3267.835117 = -1940067.541075 nChanged 25 SP:Iteration 118Q (2738.752829 sec): 3 clusters Score: Raw -1943339.340047 + Penalty 3267.835117 = -1940071.504931 nChanged 25 SP:Iteration 119Q (2738.794488 sec): 3 clusters Score: Raw -1943342.771439 + Penalty 3267.835117 = -1940074.936323 nChanged 25 SP:Iteration 120F (2738.843962 sec): 3 clusters Score: Raw -1943346.889392 + Penalty 3267.835117 = -1940079.054275 nChanged 26 SP:Iteration 121Q (2738.885584 sec): 3 clusters Score: Raw -1943350.325800 + Penalty 3267.835117 = -1940082.490684 nChanged 20 SP:Iteration 122Q (2738.927164 sec): 3 clusters Score: Raw -1943353.148308 + Penalty 3267.835117 = -1940085.313192 nChanged 24 SP:Iteration 123Q (2738.968593 sec): 3 clusters Score: Raw -1943357.256855 + Penalty 3267.835117 = -1940089.421738 nChanged 21 SP:Iteration 124Q (2739.010044 sec): 3 clusters Score: Raw -1943360.370996 + Penalty 3267.835117 = -1940092.535880 nChanged 13 SP:Iteration 125Q (2739.051578 sec): 3 clusters Score: Raw -1943361.576304 + Penalty 3267.835117 = -1940093.741187 nChanged 9 SP:Iteration 126Q (2739.093006 sec): 3 clusters Score: Raw -1943362.183040 + Penalty 3267.835117 = -1940094.347924 nChanged 2 SP:Iteration 127Q (2739.134539 sec): 3 clusters Score: Raw -1943362.313200 + Penalty 3267.835117 = -1940094.478083 nChanged 2 SP:Iteration 128Q (2739.176031 sec): 3 clusters Score: Raw -1943362.719240 + Penalty 3267.835117 = -1940094.884123 nChanged 3 SP:Iteration 129Q (2739.217464 sec): 3 clusters Score: Raw -1943363.103512 + Penalty 3267.835117 = -1940095.268396 nChanged 3 SP:Iteration 130Q (2739.258977 sec): 3 clusters Score: Raw -1943363.326283 + Penalty 3267.835117 = -1940095.491166 nChanged 3 SP:Iteration 131Q (2739.300473 sec): 3 clusters Score: Raw -1943363.602496 + Penalty 3267.835117 = -1940095.767380 nChanged 5 SP:Iteration 132Q (2739.341905 sec): 3 clusters Score: Raw -1943364.280318 + Penalty 3267.835117 = -1940096.445201 nChanged 11 SP:Iteration 133Q (2739.383255 sec): 3 clusters Score: Raw -1943365.417270 + Penalty 3267.835117 = -1940097.582154 nChanged 9 SP:Iteration 134Q (2739.424766 sec): 3 clusters Score: Raw -1943366.397093 + Penalty 3267.835117 = -1940098.561976 nChanged 10 SP:Iteration 135Q (2739.466118 sec): 3 clusters Score: Raw -1943367.574744 + Penalty 3267.835117 = -1940099.739628 nChanged 9 SP:Iteration 136Q (2739.507753 sec): 3 clusters Score: Raw -1943368.762763 + Penalty 3267.835117 = -1940100.927646 nChanged 8 SP:Iteration 137Q (2739.549270 sec): 3 clusters Score: Raw -1943369.602980 + Penalty 3267.835117 = -1940101.767863 nChanged 10 SP:Iteration 138Q (2739.590670 sec): 3 clusters Score: Raw -1943370.435678 + Penalty 3267.835117 = -1940102.600561 nChanged 8 SP:Iteration 139Q (2739.632082 sec): 3 clusters Score: Raw -1943371.265853 + Penalty 3267.835117 = -1940103.430737 nChanged 10 SP:Iteration 140F (2739.681201 sec): 3 clusters Score: Raw -1943372.268607 + Penalty 3267.835117 = -1940104.433491 nChanged 8 SP:Iteration 141Q (2739.722892 sec): 3 clusters Score: Raw -1943372.914228 + Penalty 3267.835117 = -1940105.079111 nChanged 8 SP:Iteration 142Q (2739.764363 sec): 3 clusters Score: Raw -1943373.676955 + Penalty 3267.835117 = -1940105.841838 nChanged 9 SP:Iteration 143Q (2739.805848 sec): 3 clusters Score: Raw -1943374.810760 + Penalty 3267.835117 = -1940106.975644 nChanged 6 SP:Iteration 144Q (2739.847317 sec): 3 clusters Score: Raw -1943375.445134 + Penalty 3267.835117 = -1940107.610018 nChanged 6 SP:Iteration 145Q (2739.888702 sec): 3 clusters Score: Raw -1943376.135860 + Penalty 3267.835117 = -1940108.300744 nChanged 8 SP:Iteration 146Q (2739.930279 sec): 3 clusters Score: Raw -1943377.269542 + Penalty 3267.835117 = -1940109.434425 nChanged 17 SP:Iteration 147Q (2739.971567 sec): 3 clusters Score: Raw -1943379.525323 + Penalty 3267.835117 = -1940111.690207 nChanged 20 SP:Iteration 148Q (2740.013043 sec): 3 clusters Score: Raw -1943381.973595 + Penalty 3267.835117 = -1940114.138479 nChanged 19 SP:Iteration 149Q (2740.054419 sec): 3 clusters Score: Raw -1943384.303625 + Penalty 3267.835117 = -1940116.468508 nChanged 20 SP:Iteration 150Q (2740.095747 sec): 3 clusters Score: Raw -1943387.683907 + Penalty 3267.835117 = -1940119.848791 nChanged 18 SP:Iteration 151Q (2740.137163 sec): 3 clusters Score: Raw -1943389.824000 + Penalty 3267.835117 = -1940121.988883 nChanged 18 SP:Iteration 152Q (2740.178401 sec): 3 clusters Score: Raw -1943392.757394 + Penalty 3267.835117 = -1940124.922277 nChanged 21 SP:Iteration 153Q (2740.219721 sec): 3 clusters Score: Raw -1943395.796106 + Penalty 3267.835117 = -1940127.960989 nChanged 20 SP:Iteration 154Q (2740.260933 sec): 3 clusters Score: Raw -1943398.574647 + Penalty 3267.835117 = -1940130.739531 nChanged 20 SP:Iteration 155Q (2740.302246 sec): 3 clusters Score: Raw -1943401.104826 + Penalty 3267.835117 = -1940133.269710 nChanged 12 SP:Iteration 156Q (2740.343399 sec): 3 clusters Score: Raw -1943401.945338 + Penalty 3267.835117 = -1940134.110221 nChanged 10 SP:Iteration 157Q (2740.384481 sec): 3 clusters Score: Raw -1943403.139022 + Penalty 3267.835117 = -1940135.303905 nChanged 13 SP:Iteration 158Q (2740.425752 sec): 3 clusters Score: Raw -1943404.686880 + Penalty 3267.835117 = -1940136.851763 nChanged 17 SP:Iteration 159Q (2740.466873 sec): 3 clusters Score: Raw -1943407.769971 + Penalty 3267.835117 = -1940139.934854 nChanged 20 SP:Iteration 160F (2740.515918 sec): 3 clusters Score: Raw -1943411.147152 + Penalty 3267.835117 = -1940143.312035 nChanged 26 SP:Iteration 161Q (2740.557387 sec): 3 clusters Score: Raw -1943415.862288 + Penalty 3267.835117 = -1940148.027171 nChanged 20 SP:Iteration 162Q (2740.619855 sec): 3 clusters Score: Raw -1943418.311372 + Penalty 3267.835117 = -1940150.476255 nChanged 17 SP:Iteration 163Q (2740.662058 sec): 3 clusters Score: Raw -1943421.027694 + Penalty 3267.835117 = -1940153.192577 nChanged 20 SP:Iteration 164Q (2740.703746 sec): 3 clusters Score: Raw -1943423.845548 + Penalty 3267.835117 = -1940156.010432 nChanged 17 SP:Iteration 165Q (2740.744698 sec): 3 clusters Score: Raw -1943426.150046 + Penalty 3267.835117 = -1940158.314929 nChanged 17 SP:Iteration 166Q (2740.797503 sec): 3 clusters Score: Raw -1943429.613783 + Penalty 3267.835117 = -1940161.778666 nChanged 20 SP:Iteration 167Q (2740.838758 sec): 3 clusters Score: Raw -1943433.872258 + Penalty 3267.835117 = -1940166.037141 nChanged 18 SP:Iteration 168Q (2740.880446 sec): 3 clusters Score: Raw -1943436.975097 + Penalty 3267.835117 = -1940169.139980 nChanged 15 SP:Iteration 169Q (2740.922016 sec): 3 clusters Score: Raw -1943439.390981 + Penalty 3267.835117 = -1940171.555864 nChanged 24 SP:Iteration 170Q (2740.963943 sec): 3 clusters Score: Raw -1943442.910076 + Penalty 3267.835117 = -1940175.074959 nChanged 20 SP:Iteration 171Q (2741.004874 sec): 3 clusters Score: Raw -1943445.306678 + Penalty 3267.835117 = -1940177.471562 nChanged 14 SP:Iteration 172Q (2741.046195 sec): 3 clusters Score: Raw -1943447.543866 + Penalty 3267.835117 = -1940179.708749 nChanged 18 SP:Iteration 173Q (2741.087144 sec): 3 clusters Score: Raw -1943450.475606 + Penalty 3267.835117 = -1940182.640490 nChanged 17 SP:Iteration 174Q (2741.128338 sec): 3 clusters Score: Raw -1943452.922682 + Penalty 3267.835117 = -1940185.087566 nChanged 8 SP:Iteration 175Q (2741.169072 sec): 3 clusters Score: Raw -1943453.885643 + Penalty 3267.835117 = -1940186.050527 nChanged 8 SP:Iteration 176Q (2741.209928 sec): 3 clusters Score: Raw -1943455.203675 + Penalty 3267.835117 = -1940187.368558 nChanged 9 SP:Iteration 177Q (2741.251562 sec): 3 clusters Score: Raw -1943456.386182 + Penalty 3267.835117 = -1940188.551065 nChanged 15 SP:Iteration 178Q (2741.292925 sec): 3 clusters Score: Raw -1943458.422683 + Penalty 3267.835117 = -1940190.587567 nChanged 16 SP:Iteration 179Q (2741.333819 sec): 3 clusters Score: Raw -1943461.101858 + Penalty 3267.835117 = -1940193.266741 nChanged 20 SP:Iteration 180F (2741.382814 sec): 3 clusters Score: Raw -1943463.478719 + Penalty 3267.835117 = -1940195.643603 nChanged 14 SP:Iteration 181Q (2741.423844 sec): 3 clusters Score: Raw -1943465.527152 + Penalty 3267.835117 = -1940197.692035 nChanged 15 SP:Iteration 182Q (2741.464799 sec): 3 clusters Score: Raw -1943467.877492 + Penalty 3267.835117 = -1940200.042375 nChanged 12 SP:Iteration 183Q (2741.505578 sec): 3 clusters Score: Raw -1943470.292903 + Penalty 3267.835117 = -1940202.457787 nChanged 8 SP:Iteration 184Q (2741.546573 sec): 3 clusters Score: Raw -1943472.520771 + Penalty 3267.835117 = -1940204.685654 nChanged 6 SP:Iteration 185Q (2741.587388 sec): 3 clusters Score: Raw -1943473.272293 + Penalty 3267.835117 = -1940205.437177 nChanged 8 SP:Iteration 186Q (2741.628140 sec): 3 clusters Score: Raw -1943475.039540 + Penalty 3267.835117 = -1940207.204424 nChanged 6 SP:Iteration 187Q (2741.669039 sec): 3 clusters Score: Raw -1943476.106335 + Penalty 3267.835117 = -1940208.271219 nChanged 3 SP:Iteration 188Q (2741.709773 sec): 3 clusters Score: Raw -1943476.516069 + Penalty 3267.835117 = -1940208.680953 nChanged 4 SP:Iteration 189Q (2741.750559 sec): 3 clusters Score: Raw -1943477.783109 + Penalty 3267.835117 = -1940209.947992 nChanged 8 SP:Iteration 190Q (2741.791456 sec): 3 clusters Score: Raw -1943479.520790 + Penalty 3267.835117 = -1940211.685674 nChanged 6 SP:Iteration 191Q (2741.868087 sec): 3 clusters Score: Raw -1943480.646876 + Penalty 3267.835117 = -1940212.811759 nChanged 5 SP:Iteration 192Q (2741.911172 sec): 3 clusters Score: Raw -1943481.718185 + Penalty 3267.835117 = -1940213.883069 nChanged 6 SP:Iteration 193Q (2741.951859 sec): 3 clusters Score: Raw -1943482.823920 + Penalty 3267.835117 = -1940214.988804 nChanged 6 SP:Iteration 194Q (2741.992532 sec): 3 clusters Score: Raw -1943483.618329 + Penalty 3267.835117 = -1940215.783213 nChanged 3 SP:Iteration 195Q (2742.033374 sec): 3 clusters Score: Raw -1943483.968814 + Penalty 3267.835117 = -1940216.133697 nChanged 1 SP:Iteration 196Q (2742.074145 sec): 3 clusters Score: Raw -1943484.055149 + Penalty 3267.835117 = -1940216.220033 nChanged 0 SP:Iteration 197F (2742.123211 sec): 3 clusters Score: Raw -1943484.055149 + Penalty 3267.835117 = -1940216.220033 nChanged 0 Trying to split cluster 18 (62738 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2742.208597 sec): 2 clusters Score: Raw -5254540.403486 + Penalty 1795.092423 = -5252745.311063 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2742.324380 sec): 3 clusters Score: Raw -5214394.678297 + Penalty 3590.184846 = -5210804.493451 nChanged 29678 SP:Iteration 1F (2742.436266 sec): 3 clusters Score: Raw -5231847.988080 + Penalty 3590.184846 = -5228257.803234 nChanged 2884 SP:Iteration 2Q (2742.554167 sec): 3 clusters Score: Raw -5232948.112551 + Penalty 3590.184846 = -5229357.927705 nChanged 3142 SP:Iteration 3F (2742.666110 sec): 3 clusters Score: Raw -5234391.824149 + Penalty 3590.184846 = -5230801.639303 nChanged 3496 SP:Iteration 4F (2742.778098 sec): 3 clusters Score: Raw -5236251.601212 + Penalty 3590.184846 = -5232661.416366 nChanged 3899 SP:Iteration 5F (2742.890175 sec): 3 clusters Score: Raw -5238712.117127 + Penalty 3590.184846 = -5235121.932281 nChanged 4114 SP:Iteration 6F (2743.001927 sec): 3 clusters Score: Raw -5241691.505457 + Penalty 3590.184846 = -5238101.320611 nChanged 3881 SP:Iteration 7F (2743.113699 sec): 3 clusters Score: Raw -5244617.656280 + Penalty 3590.184846 = -5241027.471434 nChanged 3371 SP:Iteration 8F (2743.225726 sec): 3 clusters Score: Raw -5246980.979701 + Penalty 3590.184846 = -5243390.794855 nChanged 2494 SP:Iteration 9Q (2743.339767 sec): 3 clusters Score: Raw -5248322.804795 + Penalty 3590.184846 = -5244732.619949 nChanged 1729 SP:Iteration 10Q (2743.451324 sec): 3 clusters Score: Raw -5249051.445364 + Penalty 3590.184846 = -5245461.260518 nChanged 1308 SP:Iteration 11Q (2743.561310 sec): 3 clusters Score: Raw -5249587.999721 + Penalty 3590.184846 = -5245997.814874 nChanged 1146 SP:Iteration 12Q (2743.669650 sec): 3 clusters Score: Raw -5250042.021475 + Penalty 3590.184846 = -5246451.836629 nChanged 1081 SP:Iteration 13Q (2743.776942 sec): 3 clusters Score: Raw -5250486.686943 + Penalty 3590.184846 = -5246896.502097 nChanged 1051 SP:Iteration 14Q (2743.883021 sec): 3 clusters Score: Raw -5250940.017041 + Penalty 3590.184846 = -5247349.832195 nChanged 969 SP:Iteration 15Q (2743.988066 sec): 3 clusters Score: Raw -5251344.534452 + Penalty 3590.184846 = -5247754.349606 nChanged 899 SP:Iteration 16Q (2744.091916 sec): 3 clusters Score: Raw -5251716.339884 + Penalty 3590.184846 = -5248126.155038 nChanged 823 SP:Iteration 17Q (2744.195024 sec): 3 clusters Score: Raw -5252045.811845 + Penalty 3590.184846 = -5248455.626998 nChanged 746 SP:Iteration 18Q (2744.297268 sec): 3 clusters Score: Raw -5252328.034278 + Penalty 3590.184846 = -5248737.849432 nChanged 691 SP:Iteration 19Q (2744.398837 sec): 3 clusters Score: Raw -5252588.933958 + Penalty 3590.184846 = -5248998.749112 nChanged 660 SP:Iteration 20F (2744.510824 sec): 3 clusters Score: Raw -5252861.889408 + Penalty 3590.184846 = -5249271.704562 nChanged 627 SP:Iteration 21Q (2744.611130 sec): 3 clusters Score: Raw -5253133.057821 + Penalty 3590.184846 = -5249542.872974 nChanged 636 SP:Iteration 22Q (2744.710550 sec): 3 clusters Score: Raw -5253424.791785 + Penalty 3590.184846 = -5249834.606938 nChanged 579 SP:Iteration 23Q (2744.808982 sec): 3 clusters Score: Raw -5253692.470380 + Penalty 3590.184846 = -5250102.285534 nChanged 520 SP:Iteration 24Q (2744.906574 sec): 3 clusters Score: Raw -5253933.500558 + Penalty 3590.184846 = -5250343.315711 nChanged 447 SP:Iteration 25Q (2745.003394 sec): 3 clusters Score: Raw -5254151.907721 + Penalty 3590.184846 = -5250561.722874 nChanged 356 SP:Iteration 26Q (2745.099659 sec): 3 clusters Score: Raw -5254318.077908 + Penalty 3590.184846 = -5250727.893062 nChanged 300 SP:Iteration 27Q (2745.195169 sec): 3 clusters Score: Raw -5254452.728189 + Penalty 3590.184846 = -5250862.543343 nChanged 259 SP:Iteration 28Q (2745.290242 sec): 3 clusters Score: Raw -5254564.096306 + Penalty 3590.184846 = -5250973.911460 nChanged 212 SP:Iteration 29Q (2745.385008 sec): 3 clusters Score: Raw -5254654.632294 + Penalty 3590.184846 = -5251064.447447 nChanged 164 SP:Iteration 30Q (2745.478951 sec): 3 clusters Score: Raw -5254722.869599 + Penalty 3590.184846 = -5251132.684753 nChanged 148 SP:Iteration 31Q (2745.573520 sec): 3 clusters Score: Raw -5254781.869571 + Penalty 3590.184846 = -5251191.684725 nChanged 114 SP:Iteration 32Q (2745.666847 sec): 3 clusters Score: Raw -5254824.170107 + Penalty 3590.184846 = -5251233.985261 nChanged 97 SP:Iteration 33Q (2745.759806 sec): 3 clusters Score: Raw -5254864.101350 + Penalty 3590.184846 = -5251273.916504 nChanged 86 SP:Iteration 34Q (2745.855601 sec): 3 clusters Score: Raw -5254899.593971 + Penalty 3590.184846 = -5251309.409124 nChanged 71 SP:Iteration 35Q (2745.948663 sec): 3 clusters Score: Raw -5254930.731756 + Penalty 3590.184846 = -5251340.546910 nChanged 74 SP:Iteration 36Q (2746.044728 sec): 3 clusters Score: Raw -5254968.230696 + Penalty 3590.184846 = -5251378.045850 nChanged 72 SP:Iteration 37Q (2746.137180 sec): 3 clusters Score: Raw -5255005.533744 + Penalty 3590.184846 = -5251415.348898 nChanged 67 SP:Iteration 38Q (2746.229609 sec): 3 clusters Score: Raw -5255042.648502 + Penalty 3590.184846 = -5251452.463655 nChanged 62 SP:Iteration 39Q (2746.321921 sec): 3 clusters Score: Raw -5255074.871735 + Penalty 3590.184846 = -5251484.686889 nChanged 59 SP:Iteration 40F (2746.433006 sec): 3 clusters Score: Raw -5255102.514749 + Penalty 3590.184846 = -5251512.329903 nChanged 55 SP:Iteration 41Q (2746.525304 sec): 3 clusters Score: Raw -5255122.079665 + Penalty 3590.184846 = -5251531.894819 nChanged 36 SP:Iteration 42Q (2746.617413 sec): 3 clusters Score: Raw -5255138.567044 + Penalty 3590.184846 = -5251548.382198 nChanged 34 SP:Iteration 43Q (2746.709515 sec): 3 clusters Score: Raw -5255152.850446 + Penalty 3590.184846 = -5251562.665600 nChanged 24 SP:Iteration 44Q (2746.801586 sec): 3 clusters Score: Raw -5255161.360331 + Penalty 3590.184846 = -5251571.175485 nChanged 19 SP:Iteration 45Q (2746.893703 sec): 3 clusters Score: Raw -5255167.452649 + Penalty 3590.184846 = -5251577.267803 nChanged 13 SP:Iteration 46Q (2746.985773 sec): 3 clusters Score: Raw -5255171.258249 + Penalty 3590.184846 = -5251581.073403 nChanged 10 SP:Iteration 47Q (2747.077750 sec): 3 clusters Score: Raw -5255173.188706 + Penalty 3590.184846 = -5251583.003859 nChanged 2 SP:Iteration 48Q (2747.169762 sec): 3 clusters Score: Raw -5255173.551131 + Penalty 3590.184846 = -5251583.366285 nChanged 4 SP:Iteration 49Q (2747.261856 sec): 3 clusters Score: Raw -5255174.973025 + Penalty 3590.184846 = -5251584.788179 nChanged 2 SP:Iteration 50Q (2747.353918 sec): 3 clusters Score: Raw -5255175.977913 + Penalty 3590.184846 = -5251585.793067 nChanged 3 SP:Iteration 51Q (2747.446038 sec): 3 clusters Score: Raw -5255177.159677 + Penalty 3590.184846 = -5251586.974831 nChanged 4 SP:Iteration 52Q (2747.538043 sec): 3 clusters Score: Raw -5255178.272385 + Penalty 3590.184846 = -5251588.087538 nChanged 6 SP:Iteration 53Q (2747.629994 sec): 3 clusters Score: Raw -5255179.709269 + Penalty 3590.184846 = -5251589.524423 nChanged 3 SP:Iteration 54Q (2747.721904 sec): 3 clusters Score: Raw -5255179.968726 + Penalty 3590.184846 = -5251589.783880 nChanged 0 SP:Iteration 55F (2747.833585 sec): 3 clusters Score: Raw -5255179.968726 + Penalty 3590.184846 = -5251589.783880 nChanged 0 Trying to split cluster 19 (6026 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2747.845668 sec): 2 clusters Score: Raw -476363.512676 + Penalty 1414.373792 = -474949.138884 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2747.892157 sec): 3 clusters Score: Raw -473147.013934 + Penalty 2828.747584 = -470318.266350 nChanged 2534 SP:Iteration 1F (2747.915394 sec): 3 clusters Score: Raw -474548.588250 + Penalty 2828.747584 = -471719.840666 nChanged 437 SP:Iteration 2F (2747.938266 sec): 3 clusters Score: Raw -474766.099239 + Penalty 2828.747584 = -471937.351655 nChanged 341 SP:Iteration 3F (2747.961118 sec): 3 clusters Score: Raw -474985.133660 + Penalty 2828.747584 = -472156.386077 nChanged 335 SP:Iteration 4F (2747.984189 sec): 3 clusters Score: Raw -475213.506912 + Penalty 2828.747584 = -472384.759329 nChanged 326 SP:Iteration 5F (2748.007145 sec): 3 clusters Score: Raw -475454.643440 + Penalty 2828.747584 = -472625.895856 nChanged 319 SP:Iteration 6F (2748.030227 sec): 3 clusters Score: Raw -475690.102221 + Penalty 2828.747584 = -472861.354637 nChanged 288 SP:Iteration 7Q (2748.053285 sec): 3 clusters Score: Raw -475902.857711 + Penalty 2828.747584 = -473074.110127 nChanged 284 SP:Iteration 8Q (2748.076218 sec): 3 clusters Score: Raw -476091.989584 + Penalty 2828.747584 = -473263.242000 nChanged 258 SP:Iteration 9Q (2748.098777 sec): 3 clusters Score: Raw -476252.856458 + Penalty 2828.747584 = -473424.108874 nChanged 209 SP:Iteration 10Q (2748.121455 sec): 3 clusters Score: Raw -476368.718015 + Penalty 2828.747584 = -473539.970431 nChanged 169 SP:Iteration 11Q (2748.144158 sec): 3 clusters Score: Raw -476451.711961 + Penalty 2828.747584 = -473622.964377 nChanged 125 SP:Iteration 12Q (2748.166771 sec): 3 clusters Score: Raw -476518.479349 + Penalty 2828.747584 = -473689.731765 nChanged 119 SP:Iteration 13Q (2748.189352 sec): 3 clusters Score: Raw -476573.276506 + Penalty 2828.747584 = -473744.528922 nChanged 102 SP:Iteration 14Q (2748.211870 sec): 3 clusters Score: Raw -476627.842985 + Penalty 2828.747584 = -473799.095401 nChanged 86 SP:Iteration 15Q (2748.234242 sec): 3 clusters Score: Raw -476670.231894 + Penalty 2828.747584 = -473841.484310 nChanged 75 SP:Iteration 16Q (2748.256652 sec): 3 clusters Score: Raw -476711.332394 + Penalty 2828.747584 = -473882.584810 nChanged 92 SP:Iteration 17Q (2748.279126 sec): 3 clusters Score: Raw -476753.857330 + Penalty 2828.747584 = -473925.109746 nChanged 67 SP:Iteration 18Q (2748.301671 sec): 3 clusters Score: Raw -476782.455848 + Penalty 2828.747584 = -473953.708264 nChanged 65 SP:Iteration 19Q (2748.324166 sec): 3 clusters Score: Raw -476811.608021 + Penalty 2828.747584 = -473982.860437 nChanged 60 SP:Iteration 20F (2748.347095 sec): 3 clusters Score: Raw -476838.870039 + Penalty 2828.747584 = -474010.122455 nChanged 57 SP:Iteration 21Q (2748.369321 sec): 3 clusters Score: Raw -476869.771410 + Penalty 2828.747584 = -474041.023826 nChanged 72 SP:Iteration 22Q (2748.391644 sec): 3 clusters Score: Raw -476908.968496 + Penalty 2828.747584 = -474080.220912 nChanged 69 SP:Iteration 23Q (2748.413839 sec): 3 clusters Score: Raw -476945.878459 + Penalty 2828.747584 = -474117.130875 nChanged 64 SP:Iteration 24Q (2748.436173 sec): 3 clusters Score: Raw -476974.586448 + Penalty 2828.747584 = -474145.838864 nChanged 44 SP:Iteration 25Q (2748.458301 sec): 3 clusters Score: Raw -476991.490239 + Penalty 2828.747584 = -474162.742655 nChanged 35 SP:Iteration 26Q (2748.480407 sec): 3 clusters Score: Raw -477003.042449 + Penalty 2828.747584 = -474174.294865 nChanged 20 SP:Iteration 27Q (2748.502348 sec): 3 clusters Score: Raw -477009.259949 + Penalty 2828.747584 = -474180.512365 nChanged 18 SP:Iteration 28Q (2748.524286 sec): 3 clusters Score: Raw -477014.690763 + Penalty 2828.747584 = -474185.943179 nChanged 23 SP:Iteration 29Q (2748.546305 sec): 3 clusters Score: Raw -477022.029107 + Penalty 2828.747584 = -474193.281523 nChanged 20 SP:Iteration 30Q (2748.568549 sec): 3 clusters Score: Raw -477027.821676 + Penalty 2828.747584 = -474199.074092 nChanged 20 SP:Iteration 31Q (2748.590474 sec): 3 clusters Score: Raw -477032.877897 + Penalty 2828.747584 = -474204.130313 nChanged 18 SP:Iteration 32Q (2748.612474 sec): 3 clusters Score: Raw -477037.386057 + Penalty 2828.747584 = -474208.638473 nChanged 14 SP:Iteration 33Q (2748.634444 sec): 3 clusters Score: Raw -477041.576499 + Penalty 2828.747584 = -474212.828916 nChanged 15 SP:Iteration 34Q (2748.656414 sec): 3 clusters Score: Raw -477045.408592 + Penalty 2828.747584 = -474216.661008 nChanged 9 SP:Iteration 35Q (2748.678420 sec): 3 clusters Score: Raw -477046.922819 + Penalty 2828.747584 = -474218.175235 nChanged 5 SP:Iteration 36Q (2748.700127 sec): 3 clusters Score: Raw -477048.067349 + Penalty 2828.747584 = -474219.319766 nChanged 6 SP:Iteration 37Q (2748.722133 sec): 3 clusters Score: Raw -477049.759867 + Penalty 2828.747584 = -474221.012284 nChanged 8 SP:Iteration 38Q (2748.744224 sec): 3 clusters Score: Raw -477052.349423 + Penalty 2828.747584 = -474223.601839 nChanged 6 SP:Iteration 39Q (2748.766317 sec): 3 clusters Score: Raw -477054.125271 + Penalty 2828.747584 = -474225.377687 nChanged 6 SP:Iteration 40F (2748.789320 sec): 3 clusters Score: Raw -477055.578710 + Penalty 2828.747584 = -474226.831126 nChanged 4 SP:Iteration 41Q (2748.811454 sec): 3 clusters Score: Raw -477056.230784 + Penalty 2828.747584 = -474227.483200 nChanged 5 SP:Iteration 42Q (2748.833538 sec): 3 clusters Score: Raw -477056.931488 + Penalty 2828.747584 = -474228.183904 nChanged 4 SP:Iteration 43Q (2748.855569 sec): 3 clusters Score: Raw -477058.097571 + Penalty 2828.747584 = -474229.349987 nChanged 4 SP:Iteration 44Q (2748.877574 sec): 3 clusters Score: Raw -477058.625384 + Penalty 2828.747584 = -474229.877800 nChanged 0 SP:Iteration 45F (2748.900426 sec): 3 clusters Score: Raw -477058.625384 + Penalty 2828.747584 = -474229.877800 nChanged 0 Trying to split cluster 20 (5400 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2748.919350 sec): 2 clusters Score: Raw -412247.437567 + Penalty 1396.550063 = -410850.887504 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2748.941662 sec): 3 clusters Score: Raw -409431.141795 + Penalty 2793.100126 = -406638.041669 nChanged 2230 SP:Iteration 1F (2748.963547 sec): 3 clusters Score: Raw -411153.017028 + Penalty 2793.100126 = -408359.916903 nChanged 581 SP:Iteration 2F (2748.985568 sec): 3 clusters Score: Raw -411785.933888 + Penalty 2793.100126 = -408992.833762 nChanged 566 SP:Iteration 3F (2749.007413 sec): 3 clusters Score: Raw -412341.177027 + Penalty 2793.100126 = -409548.076902 nChanged 451 SP:Iteration 4F (2749.029398 sec): 3 clusters Score: Raw -412742.291204 + Penalty 2793.100126 = -409949.191079 nChanged 313 SP:Iteration 5F (2749.051447 sec): 3 clusters Score: Raw -413001.472387 + Penalty 2793.100126 = -410208.372262 nChanged 194 SP:Iteration 6Q (2749.073350 sec): 3 clusters Score: Raw -413125.024163 + Penalty 2793.100126 = -410331.924037 nChanged 141 SP:Iteration 7Q (2749.095130 sec): 3 clusters Score: Raw -413205.118558 + Penalty 2793.100126 = -410412.018432 nChanged 101 SP:Iteration 8Q (2749.116708 sec): 3 clusters Score: Raw -413266.324736 + Penalty 2793.100126 = -410473.224610 nChanged 79 SP:Iteration 9Q (2749.138797 sec): 3 clusters Score: Raw -413307.082519 + Penalty 2793.100126 = -410513.982393 nChanged 70 SP:Iteration 10Q (2749.160544 sec): 3 clusters Score: Raw -413345.000677 + Penalty 2793.100126 = -410551.900552 nChanged 49 SP:Iteration 11Q (2749.182461 sec): 3 clusters Score: Raw -413364.932842 + Penalty 2793.100126 = -410571.832716 nChanged 35 SP:Iteration 12Q (2749.204194 sec): 3 clusters Score: Raw -413378.264321 + Penalty 2793.100126 = -410585.164196 nChanged 26 SP:Iteration 13Q (2749.225992 sec): 3 clusters Score: Raw -413390.903383 + Penalty 2793.100126 = -410597.803257 nChanged 21 SP:Iteration 14Q (2749.247732 sec): 3 clusters Score: Raw -413397.669390 + Penalty 2793.100126 = -410604.569264 nChanged 16 SP:Iteration 15Q (2749.269715 sec): 3 clusters Score: Raw -413402.671496 + Penalty 2793.100126 = -410609.571370 nChanged 14 SP:Iteration 16Q (2749.291247 sec): 3 clusters Score: Raw -413407.277852 + Penalty 2793.100126 = -410614.177726 nChanged 15 SP:Iteration 17Q (2749.313117 sec): 3 clusters Score: Raw -413413.235442 + Penalty 2793.100126 = -410620.135316 nChanged 13 SP:Iteration 18Q (2749.334877 sec): 3 clusters Score: Raw -413418.052203 + Penalty 2793.100126 = -410624.952078 nChanged 5 SP:Iteration 19Q (2749.356751 sec): 3 clusters Score: Raw -413420.539325 + Penalty 2793.100126 = -410627.439199 nChanged 4 SP:Iteration 20F (2749.378497 sec): 3 clusters Score: Raw -413423.262224 + Penalty 2793.100126 = -410630.162098 nChanged 4 SP:Iteration 21Q (2749.400261 sec): 3 clusters Score: Raw -413424.709561 + Penalty 2793.100126 = -410631.609435 nChanged 4 SP:Iteration 22Q (2749.422007 sec): 3 clusters Score: Raw -413425.898550 + Penalty 2793.100126 = -410632.798425 nChanged 2 SP:Iteration 23Q (2749.443664 sec): 3 clusters Score: Raw -413426.733095 + Penalty 2793.100126 = -410633.632970 nChanged 1 SP:Iteration 24Q (2749.465519 sec): 3 clusters Score: Raw -413427.112241 + Penalty 2793.100126 = -410634.012115 nChanged 0 SP:Iteration 25F (2749.487358 sec): 3 clusters Score: Raw -413427.112241 + Penalty 2793.100126 = -410634.012115 nChanged 0 Trying to split cluster 21 (12614 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2749.515925 sec): 2 clusters Score: Raw -1035062.450711 + Penalty 1534.416420 = -1033528.034291 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2749.550018 sec): 3 clusters Score: Raw -1027798.688933 + Penalty 3068.832841 = -1024729.856093 nChanged 5491 SP:Iteration 1F (2749.582680 sec): 3 clusters Score: Raw -1031007.205551 + Penalty 3068.832841 = -1027938.372710 nChanged 805 SP:Iteration 2F (2749.615328 sec): 3 clusters Score: Raw -1031438.143048 + Penalty 3068.832841 = -1028369.310208 nChanged 785 SP:Iteration 3F (2749.648213 sec): 3 clusters Score: Raw -1031854.319686 + Penalty 3068.832841 = -1028785.486846 nChanged 706 SP:Iteration 4F (2749.680795 sec): 3 clusters Score: Raw -1032255.732944 + Penalty 3068.832841 = -1029186.900103 nChanged 686 SP:Iteration 5F (2749.713643 sec): 3 clusters Score: Raw -1032661.387114 + Penalty 3068.832841 = -1029592.554274 nChanged 638 SP:Iteration 6F (2749.746257 sec): 3 clusters Score: Raw -1033043.969339 + Penalty 3068.832841 = -1029975.136498 nChanged 569 SP:Iteration 7Q (2749.779168 sec): 3 clusters Score: Raw -1033390.689695 + Penalty 3068.832841 = -1030321.856854 nChanged 466 SP:Iteration 8Q (2749.812067 sec): 3 clusters Score: Raw -1033661.201503 + Penalty 3068.832841 = -1030592.368663 nChanged 399 SP:Iteration 9Q (2749.857120 sec): 3 clusters Score: Raw -1033900.852854 + Penalty 3068.832841 = -1030832.020013 nChanged 374 SP:Iteration 10Q (2749.890626 sec): 3 clusters Score: Raw -1034136.393853 + Penalty 3068.832841 = -1031067.561012 nChanged 342 SP:Iteration 11Q (2749.936351 sec): 3 clusters Score: Raw -1034319.244389 + Penalty 3068.832841 = -1031250.411548 nChanged 264 SP:Iteration 12Q (2749.999604 sec): 3 clusters Score: Raw -1034451.815380 + Penalty 3068.832841 = -1031382.982539 nChanged 229 SP:Iteration 13Q (2750.040855 sec): 3 clusters Score: Raw -1034573.214542 + Penalty 3068.832841 = -1031504.381701 nChanged 210 SP:Iteration 14Q (2750.072661 sec): 3 clusters Score: Raw -1034679.268386 + Penalty 3068.832841 = -1031610.435545 nChanged 178 SP:Iteration 15Q (2750.104106 sec): 3 clusters Score: Raw -1034754.848912 + Penalty 3068.832841 = -1031686.016071 nChanged 150 SP:Iteration 16Q (2750.135296 sec): 3 clusters Score: Raw -1034821.843932 + Penalty 3068.832841 = -1031753.011091 nChanged 137 SP:Iteration 17Q (2750.166462 sec): 3 clusters Score: Raw -1034879.549834 + Penalty 3068.832841 = -1031810.716994 nChanged 124 SP:Iteration 18Q (2750.197259 sec): 3 clusters Score: Raw -1034927.213922 + Penalty 3068.832841 = -1031858.381081 nChanged 116 SP:Iteration 19Q (2750.227984 sec): 3 clusters Score: Raw -1034967.860371 + Penalty 3068.832841 = -1031899.027530 nChanged 100 SP:Iteration 20F (2750.260826 sec): 3 clusters Score: Raw -1035006.642199 + Penalty 3068.832841 = -1031937.809358 nChanged 107 SP:Iteration 21Q (2750.291238 sec): 3 clusters Score: Raw -1035040.551012 + Penalty 3068.832841 = -1031971.718171 nChanged 91 SP:Iteration 22Q (2750.321481 sec): 3 clusters Score: Raw -1035070.254892 + Penalty 3068.832841 = -1032001.422051 nChanged 98 SP:Iteration 23Q (2750.351716 sec): 3 clusters Score: Raw -1035104.300240 + Penalty 3068.832841 = -1032035.467399 nChanged 100 SP:Iteration 24Q (2750.381845 sec): 3 clusters Score: Raw -1035150.980492 + Penalty 3068.832841 = -1032082.147651 nChanged 131 SP:Iteration 25Q (2750.411854 sec): 3 clusters Score: Raw -1035220.742998 + Penalty 3068.832841 = -1032151.910157 nChanged 115 SP:Iteration 26Q (2750.441738 sec): 3 clusters Score: Raw -1035289.353306 + Penalty 3068.832841 = -1032220.520465 nChanged 127 SP:Iteration 27Q (2750.471308 sec): 3 clusters Score: Raw -1035365.237335 + Penalty 3068.832841 = -1032296.404494 nChanged 123 SP:Iteration 28Q (2750.500989 sec): 3 clusters Score: Raw -1035422.619533 + Penalty 3068.832841 = -1032353.786693 nChanged 123 SP:Iteration 29Q (2750.530552 sec): 3 clusters Score: Raw -1035483.607404 + Penalty 3068.832841 = -1032414.774563 nChanged 114 SP:Iteration 30Q (2750.559953 sec): 3 clusters Score: Raw -1035546.751439 + Penalty 3068.832841 = -1032477.918598 nChanged 117 SP:Iteration 31Q (2750.589188 sec): 3 clusters Score: Raw -1035607.206960 + Penalty 3068.832841 = -1032538.374119 nChanged 88 SP:Iteration 32Q (2750.618478 sec): 3 clusters Score: Raw -1035644.288253 + Penalty 3068.832841 = -1032575.455413 nChanged 81 SP:Iteration 33Q (2750.649903 sec): 3 clusters Score: Raw -1035674.188003 + Penalty 3068.832841 = -1032605.355162 nChanged 65 SP:Iteration 34Q (2750.678898 sec): 3 clusters Score: Raw -1035694.124149 + Penalty 3068.832841 = -1032625.291308 nChanged 51 SP:Iteration 35Q (2750.708141 sec): 3 clusters Score: Raw -1035716.978237 + Penalty 3068.832841 = -1032648.145396 nChanged 58 SP:Iteration 36Q (2750.737251 sec): 3 clusters Score: Raw -1035740.108244 + Penalty 3068.832841 = -1032671.275403 nChanged 58 SP:Iteration 37Q (2750.766428 sec): 3 clusters Score: Raw -1035760.395530 + Penalty 3068.832841 = -1032691.562689 nChanged 45 SP:Iteration 38Q (2750.795431 sec): 3 clusters Score: Raw -1035776.960153 + Penalty 3068.832841 = -1032708.127313 nChanged 36 SP:Iteration 39Q (2750.824350 sec): 3 clusters Score: Raw -1035785.109967 + Penalty 3068.832841 = -1032716.277127 nChanged 28 SP:Iteration 40F (2750.856855 sec): 3 clusters Score: Raw -1035811.217059 + Penalty 3068.832841 = -1032742.384218 nChanged 30 SP:Iteration 41Q (2750.886017 sec): 3 clusters Score: Raw -1035819.973305 + Penalty 3068.832841 = -1032751.140464 nChanged 26 SP:Iteration 42Q (2750.915299 sec): 3 clusters Score: Raw -1035826.012309 + Penalty 3068.832841 = -1032757.179468 nChanged 16 SP:Iteration 43Q (2750.944501 sec): 3 clusters Score: Raw -1035828.880637 + Penalty 3068.832841 = -1032760.047796 nChanged 10 SP:Iteration 44Q (2750.973751 sec): 3 clusters Score: Raw -1035830.454178 + Penalty 3068.832841 = -1032761.621337 nChanged 5 SP:Iteration 45Q (2751.002859 sec): 3 clusters Score: Raw -1035831.207801 + Penalty 3068.832841 = -1032762.374961 nChanged 6 SP:Iteration 46Q (2751.032329 sec): 3 clusters Score: Raw -1035832.166650 + Penalty 3068.832841 = -1032763.333809 nChanged 5 SP:Iteration 47Q (2751.061380 sec): 3 clusters Score: Raw -1035832.740376 + Penalty 3068.832841 = -1032763.907535 nChanged 0 SP:Iteration 48F (2751.093887 sec): 3 clusters Score: Raw -1035832.740376 + Penalty 3068.832841 = -1032763.907535 nChanged 0 Trying to split cluster 22 (5185 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2751.112311 sec): 2 clusters Score: Raw -393853.222625 + Penalty 1389.947832 = -392463.274793 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2751.134353 sec): 3 clusters Score: Raw -391184.857253 + Penalty 2779.895664 = -388404.961589 nChanged 2063 SP:Iteration 1F (2751.156000 sec): 3 clusters Score: Raw -392369.112568 + Penalty 2779.895664 = -389589.216903 nChanged 419 SP:Iteration 2F (2751.177681 sec): 3 clusters Score: Raw -392606.821350 + Penalty 2779.895664 = -389826.925686 nChanged 300 SP:Iteration 3F (2751.199363 sec): 3 clusters Score: Raw -392745.837687 + Penalty 2779.895664 = -389965.942023 nChanged 217 SP:Iteration 4Q (2751.220966 sec): 3 clusters Score: Raw -392860.012980 + Penalty 2779.895664 = -390080.117316 nChanged 198 SP:Iteration 5Q (2751.242657 sec): 3 clusters Score: Raw -392961.149879 + Penalty 2779.895664 = -390181.254214 nChanged 185 SP:Iteration 6Q (2751.264386 sec): 3 clusters Score: Raw -393058.603148 + Penalty 2779.895664 = -390278.707484 nChanged 179 SP:Iteration 7Q (2751.286036 sec): 3 clusters Score: Raw -393189.106208 + Penalty 2779.895664 = -390409.210544 nChanged 203 SP:Iteration 8Q (2751.307512 sec): 3 clusters Score: Raw -393338.147567 + Penalty 2779.895664 = -390558.251903 nChanged 190 SP:Iteration 9Q (2751.329127 sec): 3 clusters Score: Raw -393492.243219 + Penalty 2779.895664 = -390712.347555 nChanged 222 SP:Iteration 10Q (2751.350780 sec): 3 clusters Score: Raw -393658.326711 + Penalty 2779.895664 = -390878.431047 nChanged 199 SP:Iteration 11Q (2751.372411 sec): 3 clusters Score: Raw -393791.781966 + Penalty 2779.895664 = -391011.886302 nChanged 168 SP:Iteration 12Q (2751.393870 sec): 3 clusters Score: Raw -393913.828752 + Penalty 2779.895664 = -391133.933087 nChanged 162 SP:Iteration 13Q (2751.415227 sec): 3 clusters Score: Raw -394041.271514 + Penalty 2779.895664 = -391261.375850 nChanged 176 SP:Iteration 14Q (2751.436332 sec): 3 clusters Score: Raw -394156.592408 + Penalty 2779.895664 = -391376.696744 nChanged 145 SP:Iteration 15Q (2751.457426 sec): 3 clusters Score: Raw -394243.643679 + Penalty 2779.895664 = -391463.748015 nChanged 121 SP:Iteration 16Q (2751.478404 sec): 3 clusters Score: Raw -394309.862938 + Penalty 2779.895664 = -391529.967274 nChanged 104 SP:Iteration 17Q (2751.499594 sec): 3 clusters Score: Raw -394358.058277 + Penalty 2779.895664 = -391578.162613 nChanged 86 SP:Iteration 18Q (2751.520524 sec): 3 clusters Score: Raw -394395.300197 + Penalty 2779.895664 = -391615.404533 nChanged 77 SP:Iteration 19Q (2751.541369 sec): 3 clusters Score: Raw -394429.838149 + Penalty 2779.895664 = -391649.942485 nChanged 68 SP:Iteration 20F (2751.563198 sec): 3 clusters Score: Raw -394461.471136 + Penalty 2779.895664 = -391681.575472 nChanged 63 SP:Iteration 21Q (2751.584143 sec): 3 clusters Score: Raw -394488.484947 + Penalty 2779.895664 = -391708.589283 nChanged 53 SP:Iteration 22Q (2751.604964 sec): 3 clusters Score: Raw -394510.589359 + Penalty 2779.895664 = -391730.693695 nChanged 60 SP:Iteration 23Q (2751.625994 sec): 3 clusters Score: Raw -394536.091568 + Penalty 2779.895664 = -391756.195904 nChanged 47 SP:Iteration 24Q (2751.646716 sec): 3 clusters Score: Raw -394554.761587 + Penalty 2779.895664 = -391774.865923 nChanged 50 SP:Iteration 25Q (2751.667586 sec): 3 clusters Score: Raw -394576.628358 + Penalty 2779.895664 = -391796.732694 nChanged 51 SP:Iteration 26Q (2751.688372 sec): 3 clusters Score: Raw -394597.634920 + Penalty 2779.895664 = -391817.739256 nChanged 44 SP:Iteration 27Q (2751.708821 sec): 3 clusters Score: Raw -394617.315452 + Penalty 2779.895664 = -391837.419788 nChanged 39 SP:Iteration 28Q (2751.729548 sec): 3 clusters Score: Raw -394632.784689 + Penalty 2779.895664 = -391852.889025 nChanged 38 SP:Iteration 29Q (2751.750317 sec): 3 clusters Score: Raw -394652.459082 + Penalty 2779.895664 = -391872.563418 nChanged 36 SP:Iteration 30Q (2751.771083 sec): 3 clusters Score: Raw -394670.530188 + Penalty 2779.895664 = -391890.634524 nChanged 34 SP:Iteration 31Q (2751.791714 sec): 3 clusters Score: Raw -394687.224326 + Penalty 2779.895664 = -391907.328662 nChanged 36 SP:Iteration 32Q (2751.812399 sec): 3 clusters Score: Raw -394699.096718 + Penalty 2779.895664 = -391919.201054 nChanged 14 SP:Iteration 33Q (2751.833058 sec): 3 clusters Score: Raw -394704.113498 + Penalty 2779.895664 = -391924.217834 nChanged 13 SP:Iteration 34Q (2751.853575 sec): 3 clusters Score: Raw -394708.562311 + Penalty 2779.895664 = -391928.666647 nChanged 14 SP:Iteration 35Q (2751.874117 sec): 3 clusters Score: Raw -394713.381094 + Penalty 2779.895664 = -391933.485430 nChanged 13 SP:Iteration 36Q (2751.894771 sec): 3 clusters Score: Raw -394720.559308 + Penalty 2779.895664 = -391940.663644 nChanged 16 SP:Iteration 37Q (2751.915548 sec): 3 clusters Score: Raw -394727.004863 + Penalty 2779.895664 = -391947.109199 nChanged 18 SP:Iteration 38Q (2751.936097 sec): 3 clusters Score: Raw -394737.041557 + Penalty 2779.895664 = -391957.145893 nChanged 21 SP:Iteration 39Q (2751.956498 sec): 3 clusters Score: Raw -394749.515325 + Penalty 2779.895664 = -391969.619660 nChanged 23 SP:Iteration 40F (2751.978020 sec): 3 clusters Score: Raw -394759.730610 + Penalty 2779.895664 = -391979.834945 nChanged 18 SP:Iteration 41Q (2751.998743 sec): 3 clusters Score: Raw -394766.463017 + Penalty 2779.895664 = -391986.567352 nChanged 17 SP:Iteration 42Q (2752.019407 sec): 3 clusters Score: Raw -394772.526839 + Penalty 2779.895664 = -391992.631175 nChanged 14 SP:Iteration 43Q (2752.039911 sec): 3 clusters Score: Raw -394777.496085 + Penalty 2779.895664 = -391997.600420 nChanged 10 SP:Iteration 44Q (2752.060657 sec): 3 clusters Score: Raw -394780.462523 + Penalty 2779.895664 = -392000.566859 nChanged 7 SP:Iteration 45Q (2752.081250 sec): 3 clusters Score: Raw -394783.237424 + Penalty 2779.895664 = -392003.341759 nChanged 2 SP:Iteration 46Q (2752.101873 sec): 3 clusters Score: Raw -394783.787223 + Penalty 2779.895664 = -392003.891559 nChanged 0 SP:Iteration 47F (2752.123453 sec): 3 clusters Score: Raw -394783.787223 + Penalty 2779.895664 = -392003.891559 nChanged 0 Trying to split cluster 23 (10425 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2752.149424 sec): 2 clusters Score: Raw -843041.312533 + Penalty 1503.443833 = -841537.868701 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2752.179872 sec): 3 clusters Score: Raw -837051.940545 + Penalty 3006.887665 = -834045.052880 nChanged 4590 SP:Iteration 1F (2752.209262 sec): 3 clusters Score: Raw -839710.412476 + Penalty 3006.887665 = -836703.524811 nChanged 738 SP:Iteration 2F (2752.238690 sec): 3 clusters Score: Raw -840147.146162 + Penalty 3006.887665 = -837140.258497 nChanged 658 SP:Iteration 3F (2752.268192 sec): 3 clusters Score: Raw -840558.040210 + Penalty 3006.887665 = -837551.152544 nChanged 647 SP:Iteration 4F (2752.297484 sec): 3 clusters Score: Raw -841008.751860 + Penalty 3006.887665 = -838001.864195 nChanged 651 SP:Iteration 5F (2752.326862 sec): 3 clusters Score: Raw -841539.299533 + Penalty 3006.887665 = -838532.411868 nChanged 562 SP:Iteration 6F (2752.356261 sec): 3 clusters Score: Raw -842018.486632 + Penalty 3006.887665 = -839011.598967 nChanged 443 SP:Iteration 7Q (2752.385652 sec): 3 clusters Score: Raw -842412.248536 + Penalty 3006.887665 = -839405.360871 nChanged 378 SP:Iteration 8Q (2752.414522 sec): 3 clusters Score: Raw -842709.742921 + Penalty 3006.887665 = -839702.855256 nChanged 256 SP:Iteration 9Q (2752.442853 sec): 3 clusters Score: Raw -842889.873312 + Penalty 3006.887665 = -839882.985647 nChanged 183 SP:Iteration 10Q (2752.471200 sec): 3 clusters Score: Raw -842992.710490 + Penalty 3006.887665 = -839985.822825 nChanged 120 SP:Iteration 11Q (2752.499017 sec): 3 clusters Score: Raw -843045.081371 + Penalty 3006.887665 = -840038.193706 nChanged 100 SP:Iteration 12Q (2752.526517 sec): 3 clusters Score: Raw -843079.738440 + Penalty 3006.887665 = -840072.850774 nChanged 68 SP:Iteration 13Q (2752.553942 sec): 3 clusters Score: Raw -843105.459219 + Penalty 3006.887665 = -840098.571554 nChanged 75 SP:Iteration 14Q (2752.581594 sec): 3 clusters Score: Raw -843135.526574 + Penalty 3006.887665 = -840128.638909 nChanged 66 SP:Iteration 15Q (2752.608848 sec): 3 clusters Score: Raw -843161.251030 + Penalty 3006.887665 = -840154.363365 nChanged 46 SP:Iteration 16Q (2752.636029 sec): 3 clusters Score: Raw -843178.049828 + Penalty 3006.887665 = -840171.162163 nChanged 43 SP:Iteration 17Q (2752.663348 sec): 3 clusters Score: Raw -843194.885788 + Penalty 3006.887665 = -840187.998123 nChanged 43 SP:Iteration 18Q (2752.690638 sec): 3 clusters Score: Raw -843211.470680 + Penalty 3006.887665 = -840204.583014 nChanged 53 SP:Iteration 19Q (2752.717697 sec): 3 clusters Score: Raw -843233.456502 + Penalty 3006.887665 = -840226.568837 nChanged 48 SP:Iteration 20F (2752.747138 sec): 3 clusters Score: Raw -843250.071655 + Penalty 3006.887665 = -840243.183990 nChanged 40 SP:Iteration 21Q (2752.774207 sec): 3 clusters Score: Raw -843260.151638 + Penalty 3006.887665 = -840253.263972 nChanged 27 SP:Iteration 22Q (2752.801409 sec): 3 clusters Score: Raw -843267.650064 + Penalty 3006.887665 = -840260.762399 nChanged 23 SP:Iteration 23Q (2752.828488 sec): 3 clusters Score: Raw -843274.085450 + Penalty 3006.887665 = -840267.197785 nChanged 27 SP:Iteration 24Q (2752.855297 sec): 3 clusters Score: Raw -843280.574728 + Penalty 3006.887665 = -840273.687063 nChanged 22 SP:Iteration 25Q (2752.882311 sec): 3 clusters Score: Raw -843288.136578 + Penalty 3006.887665 = -840281.248913 nChanged 27 SP:Iteration 26Q (2752.909151 sec): 3 clusters Score: Raw -843302.899118 + Penalty 3006.887665 = -840296.011453 nChanged 28 SP:Iteration 27Q (2752.936061 sec): 3 clusters Score: Raw -843312.350946 + Penalty 3006.887665 = -840305.463280 nChanged 23 SP:Iteration 28Q (2752.962933 sec): 3 clusters Score: Raw -843318.404013 + Penalty 3006.887665 = -840311.516347 nChanged 22 SP:Iteration 29Q (2752.989553 sec): 3 clusters Score: Raw -843325.649760 + Penalty 3006.887665 = -840318.762095 nChanged 16 SP:Iteration 30Q (2753.016325 sec): 3 clusters Score: Raw -843330.508591 + Penalty 3006.887665 = -840323.620926 nChanged 12 SP:Iteration 31Q (2753.043103 sec): 3 clusters Score: Raw -843335.293016 + Penalty 3006.887665 = -840328.405351 nChanged 12 SP:Iteration 32Q (2753.069851 sec): 3 clusters Score: Raw -843338.790713 + Penalty 3006.887665 = -840331.903047 nChanged 10 SP:Iteration 33Q (2753.096594 sec): 3 clusters Score: Raw -843340.748384 + Penalty 3006.887665 = -840333.860719 nChanged 8 SP:Iteration 34Q (2753.123297 sec): 3 clusters Score: Raw -843343.549130 + Penalty 3006.887665 = -840336.661465 nChanged 9 SP:Iteration 35Q (2753.149998 sec): 3 clusters Score: Raw -843346.934160 + Penalty 3006.887665 = -840340.046495 nChanged 6 SP:Iteration 36Q (2753.176760 sec): 3 clusters Score: Raw -843348.242534 + Penalty 3006.887665 = -840341.354869 nChanged 4 SP:Iteration 37Q (2753.203380 sec): 3 clusters Score: Raw -843348.905119 + Penalty 3006.887665 = -840342.017454 nChanged 4 SP:Iteration 38Q (2753.229930 sec): 3 clusters Score: Raw -843349.512586 + Penalty 3006.887665 = -840342.624921 nChanged 2 SP:Iteration 39Q (2753.256465 sec): 3 clusters Score: Raw -843349.912856 + Penalty 3006.887665 = -840343.025191 nChanged 2 SP:Iteration 40F (2753.285951 sec): 3 clusters Score: Raw -843350.035853 + Penalty 3006.887665 = -840343.148188 nChanged 2 SP:Iteration 41Q (2753.312697 sec): 3 clusters Score: Raw -843350.210302 + Penalty 3006.887665 = -840343.322637 nChanged 1 SP:Iteration 42Q (2753.339348 sec): 3 clusters Score: Raw -843350.449804 + Penalty 3006.887665 = -840343.562139 nChanged 0 SP:Iteration 43F (2753.368845 sec): 3 clusters Score: Raw -843350.449804 + Penalty 3006.887665 = -840343.562139 nChanged 0 Trying to split cluster 24 (1481 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2753.383564 sec): 2 clusters Score: Raw -87104.636756 + Penalty 1186.326832 = -85918.309924 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2753.391847 sec): 3 clusters Score: Raw -86647.075860 + Penalty 2372.653665 = -84274.422195 nChanged 488 SP:Iteration 1F (2753.399533 sec): 3 clusters Score: Raw -87447.119976 + Penalty 2372.653665 = -85074.466312 nChanged 191 SP:Iteration 2F (2753.407284 sec): 3 clusters Score: Raw -87857.682528 + Penalty 2372.653665 = -85485.028863 nChanged 109 SP:Iteration 3F (2753.414998 sec): 3 clusters Score: Raw -88105.972478 + Penalty 2372.653665 = -85733.318813 nChanged 78 SP:Iteration 4F (2753.422732 sec): 3 clusters Score: Raw -88255.297890 + Penalty 2372.653665 = -85882.644225 nChanged 53 SP:Iteration 5Q (2753.430216 sec): 3 clusters Score: Raw -88348.739956 + Penalty 2372.653665 = -85976.086291 nChanged 45 SP:Iteration 6Q (2753.437707 sec): 3 clusters Score: Raw -88395.963095 + Penalty 2372.653665 = -86023.309430 nChanged 31 SP:Iteration 7Q (2753.445072 sec): 3 clusters Score: Raw -88435.342505 + Penalty 2372.653665 = -86062.688840 nChanged 26 SP:Iteration 8Q (2753.452455 sec): 3 clusters Score: Raw -88459.867256 + Penalty 2372.653665 = -86087.213591 nChanged 17 SP:Iteration 9Q (2753.459865 sec): 3 clusters Score: Raw -88472.143007 + Penalty 2372.653665 = -86099.489342 nChanged 13 SP:Iteration 10Q (2753.467248 sec): 3 clusters Score: Raw -88480.581628 + Penalty 2372.653665 = -86107.927963 nChanged 3 SP:Iteration 11Q (2753.474648 sec): 3 clusters Score: Raw -88485.162896 + Penalty 2372.653665 = -86112.509231 nChanged 6 SP:Iteration 12Q (2753.482032 sec): 3 clusters Score: Raw -88496.965993 + Penalty 2372.653665 = -86124.312328 nChanged 5 SP:Iteration 13Q (2753.489349 sec): 3 clusters Score: Raw -88498.838961 + Penalty 2372.653665 = -86126.185297 nChanged 2 SP:Iteration 14Q (2753.496656 sec): 3 clusters Score: Raw -88499.549294 + Penalty 2372.653665 = -86126.895630 nChanged 0 SP:Iteration 15F (2753.504370 sec): 3 clusters Score: Raw -88499.549294 + Penalty 2372.653665 = -86126.895630 nChanged 0 Score: Raw -49145211.630083 + Penalty 88911.006508 = -49056300.623575 Splitting cluster 24 changes total score from -49057074.272171 to -49056300.623575 So it's not getting split. Trying to split cluster 25 (16760 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2770.091114 sec): 2 clusters Score: Raw -1365152.791587 + Penalty 1580.596936 = -1363572.194651 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2770.131783 sec): 3 clusters Score: Raw -1355207.425444 + Penalty 3161.193872 = -1352046.231573 nChanged 7488 SP:Iteration 1F (2770.170915 sec): 3 clusters Score: Raw -1359285.776560 + Penalty 3161.193872 = -1356124.582688 nChanged 949 SP:Iteration 2F (2770.210340 sec): 3 clusters Score: Raw -1359672.432097 + Penalty 3161.193872 = -1356511.238225 nChanged 884 SP:Iteration 3F (2770.249680 sec): 3 clusters Score: Raw -1360069.780057 + Penalty 3161.193872 = -1356908.586186 nChanged 892 SP:Iteration 4F (2770.288773 sec): 3 clusters Score: Raw -1360574.630671 + Penalty 3161.193872 = -1357413.436800 nChanged 1011 SP:Iteration 5F (2770.328056 sec): 3 clusters Score: Raw -1361181.674855 + Penalty 3161.193872 = -1358020.480984 nChanged 1050 SP:Iteration 6F (2770.367181 sec): 3 clusters Score: Raw -1361864.481372 + Penalty 3161.193872 = -1358703.287500 nChanged 996 SP:Iteration 7F (2770.406294 sec): 3 clusters Score: Raw -1362543.278300 + Penalty 3161.193872 = -1359382.084429 nChanged 904 SP:Iteration 8F (2770.445293 sec): 3 clusters Score: Raw -1363121.542413 + Penalty 3161.193872 = -1359960.348541 nChanged 716 SP:Iteration 9Q (2770.484580 sec): 3 clusters Score: Raw -1363515.484611 + Penalty 3161.193872 = -1360354.290740 nChanged 551 SP:Iteration 10Q (2770.523387 sec): 3 clusters Score: Raw -1363791.828900 + Penalty 3161.193872 = -1360630.635029 nChanged 438 SP:Iteration 11Q (2770.562076 sec): 3 clusters Score: Raw -1363971.546878 + Penalty 3161.193872 = -1360810.353006 nChanged 342 SP:Iteration 12Q (2770.612864 sec): 3 clusters Score: Raw -1364090.160923 + Penalty 3161.193872 = -1360928.967051 nChanged 272 SP:Iteration 13Q (2770.651083 sec): 3 clusters Score: Raw -1364183.594073 + Penalty 3161.193872 = -1361022.400201 nChanged 219 SP:Iteration 14Q (2770.725470 sec): 3 clusters Score: Raw -1364246.227893 + Penalty 3161.193872 = -1361085.034022 nChanged 190 SP:Iteration 15Q (2770.762868 sec): 3 clusters Score: Raw -1364294.282495 + Penalty 3161.193872 = -1361133.088623 nChanged 169 SP:Iteration 16Q (2770.800677 sec): 3 clusters Score: Raw -1364336.643599 + Penalty 3161.193872 = -1361175.449727 nChanged 166 SP:Iteration 17Q (2770.838670 sec): 3 clusters Score: Raw -1364377.381606 + Penalty 3161.193872 = -1361216.187734 nChanged 146 SP:Iteration 18Q (2770.876440 sec): 3 clusters Score: Raw -1364407.638429 + Penalty 3161.193872 = -1361246.444557 nChanged 118 SP:Iteration 19Q (2770.914059 sec): 3 clusters Score: Raw -1364430.438878 + Penalty 3161.193872 = -1361269.245006 nChanged 119 SP:Iteration 20F (2770.953267 sec): 3 clusters Score: Raw -1364453.758237 + Penalty 3161.193872 = -1361292.564366 nChanged 98 SP:Iteration 21Q (2770.991033 sec): 3 clusters Score: Raw -1364469.907408 + Penalty 3161.193872 = -1361308.713536 nChanged 82 SP:Iteration 22Q (2771.028828 sec): 3 clusters Score: Raw -1364481.710382 + Penalty 3161.193872 = -1361320.516510 nChanged 50 SP:Iteration 23Q (2771.066347 sec): 3 clusters Score: Raw -1364487.206431 + Penalty 3161.193872 = -1361326.012559 nChanged 45 SP:Iteration 24Q (2771.103995 sec): 3 clusters Score: Raw -1364492.780086 + Penalty 3161.193872 = -1361331.586215 nChanged 48 SP:Iteration 25Q (2771.141637 sec): 3 clusters Score: Raw -1364499.009011 + Penalty 3161.193872 = -1361337.815140 nChanged 44 SP:Iteration 26Q (2771.179219 sec): 3 clusters Score: Raw -1364504.876346 + Penalty 3161.193872 = -1361343.682474 nChanged 44 SP:Iteration 27Q (2771.217081 sec): 3 clusters Score: Raw -1364510.634818 + Penalty 3161.193872 = -1361349.440947 nChanged 41 SP:Iteration 28Q (2771.254666 sec): 3 clusters Score: Raw -1364515.563531 + Penalty 3161.193872 = -1361354.369659 nChanged 34 SP:Iteration 29Q (2771.292245 sec): 3 clusters Score: Raw -1364518.379392 + Penalty 3161.193872 = -1361357.185520 nChanged 25 SP:Iteration 30Q (2771.329763 sec): 3 clusters Score: Raw -1364520.313583 + Penalty 3161.193872 = -1361359.119712 nChanged 20 SP:Iteration 31Q (2771.367389 sec): 3 clusters Score: Raw -1364522.123749 + Penalty 3161.193872 = -1361360.929878 nChanged 26 SP:Iteration 32Q (2771.405051 sec): 3 clusters Score: Raw -1364523.659845 + Penalty 3161.193872 = -1361362.465974 nChanged 14 SP:Iteration 33Q (2771.442665 sec): 3 clusters Score: Raw -1364524.596716 + Penalty 3161.193872 = -1361363.402844 nChanged 17 SP:Iteration 34Q (2771.480160 sec): 3 clusters Score: Raw -1364526.030075 + Penalty 3161.193872 = -1361364.836203 nChanged 23 SP:Iteration 35Q (2771.518048 sec): 3 clusters Score: Raw -1364528.684844 + Penalty 3161.193872 = -1361367.490972 nChanged 19 SP:Iteration 36Q (2771.555585 sec): 3 clusters Score: Raw -1364530.208390 + Penalty 3161.193872 = -1361369.014519 nChanged 20 SP:Iteration 37Q (2771.593090 sec): 3 clusters Score: Raw -1364531.902511 + Penalty 3161.193872 = -1361370.708639 nChanged 19 SP:Iteration 38Q (2771.630774 sec): 3 clusters Score: Raw -1364533.416828 + Penalty 3161.193872 = -1361372.222956 nChanged 14 SP:Iteration 39Q (2771.668306 sec): 3 clusters Score: Raw -1364534.469588 + Penalty 3161.193872 = -1361373.275716 nChanged 13 SP:Iteration 40F (2771.707303 sec): 3 clusters Score: Raw -1364535.378108 + Penalty 3161.193872 = -1361374.184236 nChanged 12 SP:Iteration 41Q (2771.745009 sec): 3 clusters Score: Raw -1364536.107104 + Penalty 3161.193872 = -1361374.913233 nChanged 7 SP:Iteration 42Q (2771.782725 sec): 3 clusters Score: Raw -1364536.582797 + Penalty 3161.193872 = -1361375.388925 nChanged 8 SP:Iteration 43Q (2771.820435 sec): 3 clusters Score: Raw -1364537.141337 + Penalty 3161.193872 = -1361375.947465 nChanged 7 SP:Iteration 44Q (2771.858462 sec): 3 clusters Score: Raw -1364537.513182 + Penalty 3161.193872 = -1361376.319311 nChanged 8 SP:Iteration 45Q (2771.896240 sec): 3 clusters Score: Raw -1364537.880895 + Penalty 3161.193872 = -1361376.687023 nChanged 2 SP:Iteration 46Q (2771.933842 sec): 3 clusters Score: Raw -1364537.952421 + Penalty 3161.193872 = -1361376.758550 nChanged 1 SP:Iteration 47Q (2771.971496 sec): 3 clusters Score: Raw -1364538.008721 + Penalty 3161.193872 = -1361376.814849 nChanged 0 SP:Iteration 48F (2772.010448 sec): 3 clusters Score: Raw -1364538.008721 + Penalty 3161.193872 = -1361376.814849 nChanged 0 Trying to split cluster 26 (9456 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2772.033830 sec): 2 clusters Score: Raw -767966.905828 + Penalty 1487.590770 = -766479.315058 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2772.062542 sec): 3 clusters Score: Raw -762707.847224 + Penalty 2975.181540 = -759732.665684 nChanged 3985 SP:Iteration 1F (2772.090512 sec): 3 clusters Score: Raw -764813.226465 + Penalty 2975.181540 = -761838.044925 nChanged 600 SP:Iteration 2F (2772.118449 sec): 3 clusters Score: Raw -765132.583335 + Penalty 2975.181540 = -762157.401795 nChanged 557 SP:Iteration 3F (2772.146300 sec): 3 clusters Score: Raw -765436.414138 + Penalty 2975.181540 = -762461.232597 nChanged 544 SP:Iteration 4F (2772.174263 sec): 3 clusters Score: Raw -765746.109514 + Penalty 2975.181540 = -762770.927973 nChanged 567 SP:Iteration 5F (2772.202261 sec): 3 clusters Score: Raw -766069.035565 + Penalty 2975.181540 = -763093.854025 nChanged 527 SP:Iteration 6F (2772.230140 sec): 3 clusters Score: Raw -766392.279772 + Penalty 2975.181540 = -763417.098231 nChanged 550 SP:Iteration 7F (2772.258090 sec): 3 clusters Score: Raw -766754.317562 + Penalty 2975.181540 = -763779.136021 nChanged 516 SP:Iteration 8F (2772.285934 sec): 3 clusters Score: Raw -767072.667103 + Penalty 2975.181540 = -764097.485563 nChanged 460 SP:Iteration 9Q (2772.314032 sec): 3 clusters Score: Raw -767330.285668 + Penalty 2975.181540 = -764355.104128 nChanged 388 SP:Iteration 10Q (2772.342012 sec): 3 clusters Score: Raw -767523.896444 + Penalty 2975.181540 = -764548.714904 nChanged 302 SP:Iteration 11Q (2772.369997 sec): 3 clusters Score: Raw -767664.297922 + Penalty 2975.181540 = -764689.116382 nChanged 253 SP:Iteration 12Q (2772.398155 sec): 3 clusters Score: Raw -767777.993915 + Penalty 2975.181540 = -764802.812374 nChanged 199 SP:Iteration 13Q (2772.426010 sec): 3 clusters Score: Raw -767852.276921 + Penalty 2975.181540 = -764877.095381 nChanged 148 SP:Iteration 14Q (2772.453973 sec): 3 clusters Score: Raw -767898.935631 + Penalty 2975.181540 = -764923.754091 nChanged 114 SP:Iteration 15Q (2772.482055 sec): 3 clusters Score: Raw -767931.345787 + Penalty 2975.181540 = -764956.164246 nChanged 87 SP:Iteration 16Q (2772.509855 sec): 3 clusters Score: Raw -767957.565374 + Penalty 2975.181540 = -764982.383833 nChanged 90 SP:Iteration 17Q (2772.537830 sec): 3 clusters Score: Raw -767992.798614 + Penalty 2975.181540 = -765017.617074 nChanged 95 SP:Iteration 18Q (2772.565815 sec): 3 clusters Score: Raw -768024.976520 + Penalty 2975.181540 = -765049.794979 nChanged 90 SP:Iteration 19Q (2772.593838 sec): 3 clusters Score: Raw -768054.272605 + Penalty 2975.181540 = -765079.091065 nChanged 79 SP:Iteration 20F (2772.621771 sec): 3 clusters Score: Raw -768079.816327 + Penalty 2975.181540 = -765104.634786 nChanged 78 SP:Iteration 21Q (2772.649657 sec): 3 clusters Score: Raw -768107.424158 + Penalty 2975.181540 = -765132.242618 nChanged 66 SP:Iteration 22Q (2772.677622 sec): 3 clusters Score: Raw -768131.714381 + Penalty 2975.181540 = -765156.532841 nChanged 58 SP:Iteration 23Q (2772.705372 sec): 3 clusters Score: Raw -768155.907317 + Penalty 2975.181540 = -765180.725777 nChanged 54 SP:Iteration 24Q (2772.733196 sec): 3 clusters Score: Raw -768185.930125 + Penalty 2975.181540 = -765210.748585 nChanged 53 SP:Iteration 25Q (2772.761204 sec): 3 clusters Score: Raw -768214.435171 + Penalty 2975.181540 = -765239.253631 nChanged 56 SP:Iteration 26Q (2772.789018 sec): 3 clusters Score: Raw -768240.662340 + Penalty 2975.181540 = -765265.480800 nChanged 55 SP:Iteration 27Q (2772.816531 sec): 3 clusters Score: Raw -768270.156719 + Penalty 2975.181540 = -765294.975179 nChanged 64 SP:Iteration 28Q (2772.843946 sec): 3 clusters Score: Raw -768302.392546 + Penalty 2975.181540 = -765327.211006 nChanged 49 SP:Iteration 29Q (2772.871167 sec): 3 clusters Score: Raw -768323.950207 + Penalty 2975.181540 = -765348.768666 nChanged 31 SP:Iteration 30Q (2772.898571 sec): 3 clusters Score: Raw -768337.098147 + Penalty 2975.181540 = -765361.916607 nChanged 23 SP:Iteration 31Q (2772.925675 sec): 3 clusters Score: Raw -768347.989287 + Penalty 2975.181540 = -765372.807747 nChanged 22 SP:Iteration 32Q (2772.952523 sec): 3 clusters Score: Raw -768355.792644 + Penalty 2975.181540 = -765380.611103 nChanged 16 SP:Iteration 33Q (2772.979443 sec): 3 clusters Score: Raw -768362.581714 + Penalty 2975.181540 = -765387.400174 nChanged 16 SP:Iteration 34Q (2773.006090 sec): 3 clusters Score: Raw -768368.523485 + Penalty 2975.181540 = -765393.341945 nChanged 11 SP:Iteration 35Q (2773.032774 sec): 3 clusters Score: Raw -768373.126750 + Penalty 2975.181540 = -765397.945209 nChanged 10 SP:Iteration 36Q (2773.059535 sec): 3 clusters Score: Raw -768378.781345 + Penalty 2975.181540 = -765403.599805 nChanged 15 SP:Iteration 37Q (2773.086379 sec): 3 clusters Score: Raw -768384.205874 + Penalty 2975.181540 = -765409.024333 nChanged 13 SP:Iteration 38Q (2773.113073 sec): 3 clusters Score: Raw -768389.617816 + Penalty 2975.181540 = -765414.436276 nChanged 14 SP:Iteration 39Q (2773.139833 sec): 3 clusters Score: Raw -768395.423057 + Penalty 2975.181540 = -765420.241517 nChanged 11 SP:Iteration 40F (2773.167959 sec): 3 clusters Score: Raw -768398.362994 + Penalty 2975.181540 = -765423.181454 nChanged 9 SP:Iteration 41Q (2773.194372 sec): 3 clusters Score: Raw -768401.891850 + Penalty 2975.181540 = -765426.710310 nChanged 8 SP:Iteration 42Q (2773.220900 sec): 3 clusters Score: Raw -768405.048181 + Penalty 2975.181540 = -765429.866640 nChanged 7 SP:Iteration 43Q (2773.247494 sec): 3 clusters Score: Raw -768406.887177 + Penalty 2975.181540 = -765431.705637 nChanged 4 SP:Iteration 44Q (2773.273972 sec): 3 clusters Score: Raw -768408.510120 + Penalty 2975.181540 = -765433.328580 nChanged 3 SP:Iteration 45Q (2773.300355 sec): 3 clusters Score: Raw -768411.002215 + Penalty 2975.181540 = -765435.820675 nChanged 5 SP:Iteration 46Q (2773.326752 sec): 3 clusters Score: Raw -768413.424448 + Penalty 2975.181540 = -765438.242908 nChanged 8 SP:Iteration 47Q (2773.352932 sec): 3 clusters Score: Raw -768416.851799 + Penalty 2975.181540 = -765441.670259 nChanged 5 SP:Iteration 48Q (2773.379419 sec): 3 clusters Score: Raw -768417.997561 + Penalty 2975.181540 = -765442.816021 nChanged 0 SP:Iteration 49F (2773.407601 sec): 3 clusters Score: Raw -768417.997561 + Penalty 2975.181540 = -765442.816021 nChanged 0 Trying to split cluster 27 (10943 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2773.432301 sec): 2 clusters Score: Raw -903375.318472 + Penalty 1511.323980 = -901863.994492 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2773.463411 sec): 3 clusters Score: Raw -897218.112939 + Penalty 3022.647960 = -894195.464979 nChanged 4682 SP:Iteration 1F (2773.493574 sec): 3 clusters Score: Raw -899679.428579 + Penalty 3022.647960 = -896656.780619 nChanged 700 SP:Iteration 2F (2773.523635 sec): 3 clusters Score: Raw -899984.596595 + Penalty 3022.647960 = -896961.948635 nChanged 593 SP:Iteration 3F (2773.553796 sec): 3 clusters Score: Raw -900256.673755 + Penalty 3022.647960 = -897234.025795 nChanged 550 SP:Iteration 4F (2773.583900 sec): 3 clusters Score: Raw -900571.476831 + Penalty 3022.647960 = -897548.828871 nChanged 588 SP:Iteration 5F (2773.614134 sec): 3 clusters Score: Raw -900913.905232 + Penalty 3022.647960 = -897891.257272 nChanged 564 SP:Iteration 6F (2773.644383 sec): 3 clusters Score: Raw -901300.134482 + Penalty 3022.647960 = -898277.486522 nChanged 596 SP:Iteration 7F (2773.674418 sec): 3 clusters Score: Raw -901698.279965 + Penalty 3022.647960 = -898675.632005 nChanged 548 SP:Iteration 8F (2773.704624 sec): 3 clusters Score: Raw -902066.326199 + Penalty 3022.647960 = -899043.678239 nChanged 495 SP:Iteration 9Q (2773.734752 sec): 3 clusters Score: Raw -902349.395803 + Penalty 3022.647960 = -899326.747843 nChanged 389 SP:Iteration 10Q (2773.764831 sec): 3 clusters Score: Raw -902528.913948 + Penalty 3022.647960 = -899506.265988 nChanged 282 SP:Iteration 11Q (2773.794891 sec): 3 clusters Score: Raw -902625.122246 + Penalty 3022.647960 = -899602.474286 nChanged 202 SP:Iteration 12Q (2773.824480 sec): 3 clusters Score: Raw -902685.750619 + Penalty 3022.647960 = -899663.102659 nChanged 143 SP:Iteration 13Q (2773.854321 sec): 3 clusters Score: Raw -902731.252451 + Penalty 3022.647960 = -899708.604491 nChanged 148 SP:Iteration 14Q (2773.884318 sec): 3 clusters Score: Raw -902776.779686 + Penalty 3022.647960 = -899754.131726 nChanged 127 SP:Iteration 15Q (2773.914043 sec): 3 clusters Score: Raw -902815.043916 + Penalty 3022.647960 = -899792.395956 nChanged 123 SP:Iteration 16Q (2773.943675 sec): 3 clusters Score: Raw -902855.474281 + Penalty 3022.647960 = -899832.826321 nChanged 129 SP:Iteration 17Q (2773.973253 sec): 3 clusters Score: Raw -902892.477165 + Penalty 3022.647960 = -899869.829205 nChanged 126 SP:Iteration 18Q (2774.002851 sec): 3 clusters Score: Raw -902932.232313 + Penalty 3022.647960 = -899909.584353 nChanged 118 SP:Iteration 19Q (2774.032249 sec): 3 clusters Score: Raw -902968.644004 + Penalty 3022.647960 = -899945.996044 nChanged 113 SP:Iteration 20F (2774.062406 sec): 3 clusters Score: Raw -903003.202948 + Penalty 3022.647960 = -899980.554988 nChanged 115 SP:Iteration 21Q (2774.091965 sec): 3 clusters Score: Raw -903038.523899 + Penalty 3022.647960 = -900015.875939 nChanged 116 SP:Iteration 22Q (2774.121356 sec): 3 clusters Score: Raw -903078.099190 + Penalty 3022.647960 = -900055.451230 nChanged 111 SP:Iteration 23Q (2774.150803 sec): 3 clusters Score: Raw -903114.929566 + Penalty 3022.647960 = -900092.281606 nChanged 115 SP:Iteration 24Q (2774.180417 sec): 3 clusters Score: Raw -903158.483605 + Penalty 3022.647960 = -900135.835645 nChanged 125 SP:Iteration 25Q (2774.209837 sec): 3 clusters Score: Raw -903210.138463 + Penalty 3022.647960 = -900187.490503 nChanged 128 SP:Iteration 26Q (2774.239204 sec): 3 clusters Score: Raw -903256.422082 + Penalty 3022.647960 = -900233.774122 nChanged 114 SP:Iteration 27Q (2774.268559 sec): 3 clusters Score: Raw -903300.854471 + Penalty 3022.647960 = -900278.206511 nChanged 106 SP:Iteration 28Q (2774.297756 sec): 3 clusters Score: Raw -903341.146716 + Penalty 3022.647960 = -900318.498756 nChanged 107 SP:Iteration 29Q (2774.326911 sec): 3 clusters Score: Raw -903382.505959 + Penalty 3022.647960 = -900359.857999 nChanged 111 SP:Iteration 30Q (2774.355933 sec): 3 clusters Score: Raw -903423.248316 + Penalty 3022.647960 = -900400.600356 nChanged 106 SP:Iteration 31Q (2774.384972 sec): 3 clusters Score: Raw -903462.893811 + Penalty 3022.647960 = -900440.245851 nChanged 93 SP:Iteration 32Q (2774.413935 sec): 3 clusters Score: Raw -903490.074459 + Penalty 3022.647960 = -900467.426499 nChanged 76 SP:Iteration 33Q (2774.442793 sec): 3 clusters Score: Raw -903515.169997 + Penalty 3022.647960 = -900492.522037 nChanged 79 SP:Iteration 34Q (2774.471567 sec): 3 clusters Score: Raw -903542.257759 + Penalty 3022.647960 = -900519.609799 nChanged 80 SP:Iteration 35Q (2774.500253 sec): 3 clusters Score: Raw -903570.968808 + Penalty 3022.647960 = -900548.320848 nChanged 78 SP:Iteration 36Q (2774.528991 sec): 3 clusters Score: Raw -903595.631763 + Penalty 3022.647960 = -900572.983803 nChanged 72 SP:Iteration 37Q (2774.557643 sec): 3 clusters Score: Raw -903622.021454 + Penalty 3022.647960 = -900599.373494 nChanged 80 SP:Iteration 38Q (2774.586304 sec): 3 clusters Score: Raw -903650.490623 + Penalty 3022.647960 = -900627.842663 nChanged 72 SP:Iteration 39Q (2774.614834 sec): 3 clusters Score: Raw -903674.274144 + Penalty 3022.647960 = -900651.626184 nChanged 71 SP:Iteration 40F (2774.645138 sec): 3 clusters Score: Raw -903697.783876 + Penalty 3022.647960 = -900675.135916 nChanged 64 SP:Iteration 41Q (2774.673548 sec): 3 clusters Score: Raw -903719.929172 + Penalty 3022.647960 = -900697.281212 nChanged 60 SP:Iteration 42Q (2774.701914 sec): 3 clusters Score: Raw -903742.367104 + Penalty 3022.647960 = -900719.719144 nChanged 57 SP:Iteration 43Q (2774.730280 sec): 3 clusters Score: Raw -903759.636214 + Penalty 3022.647960 = -900736.988254 nChanged 51 SP:Iteration 44Q (2774.758415 sec): 3 clusters Score: Raw -903776.473140 + Penalty 3022.647960 = -900753.825180 nChanged 43 SP:Iteration 45Q (2774.786508 sec): 3 clusters Score: Raw -903789.492287 + Penalty 3022.647960 = -900766.844327 nChanged 46 SP:Iteration 46Q (2774.814549 sec): 3 clusters Score: Raw -903801.599060 + Penalty 3022.647960 = -900778.951100 nChanged 39 SP:Iteration 47Q (2774.842548 sec): 3 clusters Score: Raw -903810.811285 + Penalty 3022.647960 = -900788.163325 nChanged 31 SP:Iteration 48Q (2774.870433 sec): 3 clusters Score: Raw -903818.058786 + Penalty 3022.647960 = -900795.410826 nChanged 25 SP:Iteration 49Q (2774.898286 sec): 3 clusters Score: Raw -903822.810872 + Penalty 3022.647960 = -900800.162912 nChanged 20 SP:Iteration 50Q (2774.926476 sec): 3 clusters Score: Raw -903827.805519 + Penalty 3022.647960 = -900805.157559 nChanged 18 SP:Iteration 51Q (2774.954436 sec): 3 clusters Score: Raw -903832.912352 + Penalty 3022.647960 = -900810.264392 nChanged 18 SP:Iteration 52Q (2774.982372 sec): 3 clusters Score: Raw -903838.202142 + Penalty 3022.647960 = -900815.554182 nChanged 20 SP:Iteration 53Q (2775.010363 sec): 3 clusters Score: Raw -903843.197071 + Penalty 3022.647960 = -900820.549111 nChanged 15 SP:Iteration 54Q (2775.038071 sec): 3 clusters Score: Raw -903846.393565 + Penalty 3022.647960 = -900823.745605 nChanged 13 SP:Iteration 55Q (2775.065896 sec): 3 clusters Score: Raw -903848.907579 + Penalty 3022.647960 = -900826.259619 nChanged 14 SP:Iteration 56Q (2775.093549 sec): 3 clusters Score: Raw -903852.180273 + Penalty 3022.647960 = -900829.532313 nChanged 11 SP:Iteration 57Q (2775.121357 sec): 3 clusters Score: Raw -903854.150316 + Penalty 3022.647960 = -900831.502356 nChanged 6 SP:Iteration 58Q (2775.149037 sec): 3 clusters Score: Raw -903854.883254 + Penalty 3022.647960 = -900832.235294 nChanged 6 SP:Iteration 59Q (2775.176845 sec): 3 clusters Score: Raw -903855.361745 + Penalty 3022.647960 = -900832.713785 nChanged 2 SP:Iteration 60F (2775.207204 sec): 3 clusters Score: Raw -903855.714223 + Penalty 3022.647960 = -900833.066263 nChanged 4 SP:Iteration 61Q (2775.234954 sec): 3 clusters Score: Raw -903856.475366 + Penalty 3022.647960 = -900833.827407 nChanged 3 SP:Iteration 62Q (2775.262750 sec): 3 clusters Score: Raw -903856.939012 + Penalty 3022.647960 = -900834.291052 nChanged 3 SP:Iteration 63Q (2775.290519 sec): 3 clusters Score: Raw -903857.476571 + Penalty 3022.647960 = -900834.828611 nChanged 8 SP:Iteration 64Q (2775.318260 sec): 3 clusters Score: Raw -903858.715613 + Penalty 3022.647960 = -900836.067653 nChanged 7 SP:Iteration 65Q (2775.345998 sec): 3 clusters Score: Raw -903859.527589 + Penalty 3022.647960 = -900836.879629 nChanged 5 SP:Iteration 66Q (2775.376929 sec): 3 clusters Score: Raw -903860.616647 + Penalty 3022.647960 = -900837.968687 nChanged 7 SP:Iteration 67Q (2775.404757 sec): 3 clusters Score: Raw -903862.343520 + Penalty 3022.647960 = -900839.695560 nChanged 8 SP:Iteration 68Q (2775.432728 sec): 3 clusters Score: Raw -903863.786183 + Penalty 3022.647960 = -900841.138223 nChanged 11 SP:Iteration 69Q (2775.460576 sec): 3 clusters Score: Raw -903865.582174 + Penalty 3022.647960 = -900842.934214 nChanged 5 SP:Iteration 70Q (2775.488387 sec): 3 clusters Score: Raw -903866.291724 + Penalty 3022.647960 = -900843.643764 nChanged 5 SP:Iteration 71Q (2775.516059 sec): 3 clusters Score: Raw -903867.337928 + Penalty 3022.647960 = -900844.689968 nChanged 7 SP:Iteration 72Q (2775.543725 sec): 3 clusters Score: Raw -903868.554832 + Penalty 3022.647960 = -900845.906872 nChanged 6 SP:Iteration 73Q (2775.571410 sec): 3 clusters Score: Raw -903869.700234 + Penalty 3022.647960 = -900847.052274 nChanged 7 SP:Iteration 74Q (2775.599193 sec): 3 clusters Score: Raw -903870.586797 + Penalty 3022.647960 = -900847.938838 nChanged 3 SP:Iteration 75Q (2775.626914 sec): 3 clusters Score: Raw -903871.108153 + Penalty 3022.647960 = -900848.460193 nChanged 5 SP:Iteration 76Q (2775.654517 sec): 3 clusters Score: Raw -903872.261483 + Penalty 3022.647960 = -900849.613523 nChanged 7 SP:Iteration 77Q (2775.682229 sec): 3 clusters Score: Raw -903874.687781 + Penalty 3022.647960 = -900852.039821 nChanged 12 SP:Iteration 78Q (2775.709959 sec): 3 clusters Score: Raw -903876.796028 + Penalty 3022.647960 = -900854.148068 nChanged 8 SP:Iteration 79Q (2775.737720 sec): 3 clusters Score: Raw -903877.932126 + Penalty 3022.647960 = -900855.284166 nChanged 6 SP:Iteration 80F (2775.767917 sec): 3 clusters Score: Raw -903879.056824 + Penalty 3022.647960 = -900856.408864 nChanged 6 SP:Iteration 81Q (2775.795637 sec): 3 clusters Score: Raw -903880.262251 + Penalty 3022.647960 = -900857.614291 nChanged 6 SP:Iteration 82Q (2775.823461 sec): 3 clusters Score: Raw -903880.969619 + Penalty 3022.647960 = -900858.321659 nChanged 3 SP:Iteration 83Q (2775.851189 sec): 3 clusters Score: Raw -903881.619095 + Penalty 3022.647960 = -900858.971135 nChanged 4 SP:Iteration 84Q (2775.878960 sec): 3 clusters Score: Raw -903882.224565 + Penalty 3022.647960 = -900859.576605 nChanged 4 SP:Iteration 85Q (2775.906818 sec): 3 clusters Score: Raw -903883.271930 + Penalty 3022.647960 = -900860.623970 nChanged 3 SP:Iteration 86Q (2775.972675 sec): 3 clusters Score: Raw -903883.598268 + Penalty 3022.647960 = -900860.950308 nChanged 1 SP:Iteration 87Q (2775.998370 sec): 3 clusters Score: Raw -903883.642771 + Penalty 3022.647960 = -900860.994811 nChanged 1 SP:Iteration 88Q (2776.026070 sec): 3 clusters Score: Raw -903883.728290 + Penalty 3022.647960 = -900861.080330 nChanged 2 SP:Iteration 89Q (2776.053744 sec): 3 clusters Score: Raw -903884.338887 + Penalty 3022.647960 = -900861.690927 nChanged 6 SP:Iteration 90Q (2776.081519 sec): 3 clusters Score: Raw -903885.771040 + Penalty 3022.647960 = -900863.123080 nChanged 5 SP:Iteration 91Q (2776.109145 sec): 3 clusters Score: Raw -903886.793384 + Penalty 3022.647960 = -900864.145424 nChanged 7 SP:Iteration 92Q (2776.136684 sec): 3 clusters Score: Raw -903888.751751 + Penalty 3022.647960 = -900866.103791 nChanged 6 SP:Iteration 93Q (2776.164296 sec): 3 clusters Score: Raw -903890.072591 + Penalty 3022.647960 = -900867.424631 nChanged 7 SP:Iteration 94Q (2776.192137 sec): 3 clusters Score: Raw -903891.608844 + Penalty 3022.647960 = -900868.960885 nChanged 6 SP:Iteration 95Q (2776.219697 sec): 3 clusters Score: Raw -903892.407701 + Penalty 3022.647960 = -900869.759741 nChanged 3 SP:Iteration 96Q (2776.247306 sec): 3 clusters Score: Raw -903892.675709 + Penalty 3022.647960 = -900870.027749 nChanged 3 SP:Iteration 97Q (2776.275071 sec): 3 clusters Score: Raw -903892.975986 + Penalty 3022.647960 = -900870.328026 nChanged 0 SP:Iteration 98F (2776.305413 sec): 3 clusters Score: Raw -903892.975986 + Penalty 3022.647960 = -900870.328026 nChanged 0 Trying to split cluster 28 (4731 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2776.324108 sec): 2 clusters Score: Raw -332191.517952 + Penalty 1375.057430 = -330816.460522 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2776.345490 sec): 3 clusters Score: Raw -329792.065236 + Penalty 2750.114860 = -327041.950376 nChanged 1936 SP:Iteration 1F (2776.366600 sec): 3 clusters Score: Raw -331026.958757 + Penalty 2750.114860 = -328276.843897 nChanged 467 SP:Iteration 2F (2776.387607 sec): 3 clusters Score: Raw -331456.102110 + Penalty 2750.114860 = -328705.987251 nChanged 416 SP:Iteration 3F (2776.408662 sec): 3 clusters Score: Raw -331827.695899 + Penalty 2750.114860 = -329077.581040 nChanged 321 SP:Iteration 4F (2776.429818 sec): 3 clusters Score: Raw -332082.443084 + Penalty 2750.114860 = -329332.328225 nChanged 233 SP:Iteration 5Q (2776.450703 sec): 3 clusters Score: Raw -332256.408642 + Penalty 2750.114860 = -329506.293783 nChanged 208 SP:Iteration 6Q (2776.471571 sec): 3 clusters Score: Raw -332445.517648 + Penalty 2750.114860 = -329695.402788 nChanged 181 SP:Iteration 7Q (2776.492233 sec): 3 clusters Score: Raw -332611.420626 + Penalty 2750.114860 = -329861.305767 nChanged 154 SP:Iteration 8Q (2776.512936 sec): 3 clusters Score: Raw -332739.947279 + Penalty 2750.114860 = -329989.832420 nChanged 132 SP:Iteration 9Q (2776.533418 sec): 3 clusters Score: Raw -332869.738411 + Penalty 2750.114860 = -330119.623551 nChanged 127 SP:Iteration 10Q (2776.554251 sec): 3 clusters Score: Raw -332972.557098 + Penalty 2750.114860 = -330222.442238 nChanged 107 SP:Iteration 11Q (2776.574790 sec): 3 clusters Score: Raw -333026.922913 + Penalty 2750.114860 = -330276.808054 nChanged 74 SP:Iteration 12Q (2776.595360 sec): 3 clusters Score: Raw -333061.894647 + Penalty 2750.114860 = -330311.779788 nChanged 63 SP:Iteration 13Q (2776.615892 sec): 3 clusters Score: Raw -333089.372756 + Penalty 2750.114860 = -330339.257896 nChanged 48 SP:Iteration 14Q (2776.636533 sec): 3 clusters Score: Raw -333107.899945 + Penalty 2750.114860 = -330357.785086 nChanged 39 SP:Iteration 15Q (2776.656932 sec): 3 clusters Score: Raw -333120.881856 + Penalty 2750.114860 = -330370.766996 nChanged 30 SP:Iteration 16Q (2776.677294 sec): 3 clusters Score: Raw -333131.316519 + Penalty 2750.114860 = -330381.201659 nChanged 22 SP:Iteration 17Q (2776.697891 sec): 3 clusters Score: Raw -333137.903762 + Penalty 2750.114860 = -330387.788902 nChanged 18 SP:Iteration 18Q (2776.718239 sec): 3 clusters Score: Raw -333144.013892 + Penalty 2750.114860 = -330393.899032 nChanged 19 SP:Iteration 19Q (2776.738641 sec): 3 clusters Score: Raw -333150.137472 + Penalty 2750.114860 = -330400.022612 nChanged 16 SP:Iteration 20F (2776.759584 sec): 3 clusters Score: Raw -333154.529476 + Penalty 2750.114860 = -330404.414616 nChanged 15 SP:Iteration 21Q (2776.779959 sec): 3 clusters Score: Raw -333159.153414 + Penalty 2750.114860 = -330409.038554 nChanged 16 SP:Iteration 22Q (2776.800595 sec): 3 clusters Score: Raw -333163.404910 + Penalty 2750.114860 = -330413.290050 nChanged 14 SP:Iteration 23Q (2776.821107 sec): 3 clusters Score: Raw -333167.083862 + Penalty 2750.114860 = -330416.969002 nChanged 13 SP:Iteration 24Q (2776.841354 sec): 3 clusters Score: Raw -333171.767920 + Penalty 2750.114860 = -330421.653060 nChanged 12 SP:Iteration 25Q (2776.861904 sec): 3 clusters Score: Raw -333174.587654 + Penalty 2750.114860 = -330424.472795 nChanged 11 SP:Iteration 26Q (2776.882409 sec): 3 clusters Score: Raw -333176.734784 + Penalty 2750.114860 = -330426.619924 nChanged 10 SP:Iteration 27Q (2776.903008 sec): 3 clusters Score: Raw -333179.035825 + Penalty 2750.114860 = -330428.920966 nChanged 7 SP:Iteration 28Q (2776.923201 sec): 3 clusters Score: Raw -333180.163641 + Penalty 2750.114860 = -330430.048782 nChanged 9 SP:Iteration 29Q (2776.943726 sec): 3 clusters Score: Raw -333181.710516 + Penalty 2750.114860 = -330431.595657 nChanged 5 SP:Iteration 30Q (2776.964293 sec): 3 clusters Score: Raw -333182.478107 + Penalty 2750.114860 = -330432.363247 nChanged 1 SP:Iteration 31Q (2776.984573 sec): 3 clusters Score: Raw -333182.732999 + Penalty 2750.114860 = -330432.618139 nChanged 2 SP:Iteration 32Q (2777.005197 sec): 3 clusters Score: Raw -333183.177620 + Penalty 2750.114860 = -330433.062761 nChanged 0 SP:Iteration 33F (2777.026088 sec): 3 clusters Score: Raw -333183.177620 + Penalty 2750.114860 = -330433.062761 nChanged 0 Trying to split cluster 29 (25488 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2777.067295 sec): 2 clusters Score: Raw -1930919.837836 + Penalty 1648.718993 = -1929271.118844 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2777.121987 sec): 3 clusters Score: Raw -1915277.223530 + Penalty 3297.437985 = -1911979.785545 nChanged 11630 SP:Iteration 1F (2777.174410 sec): 3 clusters Score: Raw -1921963.879627 + Penalty 3297.437985 = -1918666.441641 nChanged 1334 SP:Iteration 2F (2777.226817 sec): 3 clusters Score: Raw -1922541.044653 + Penalty 3297.437985 = -1919243.606668 nChanged 1343 SP:Iteration 3F (2777.279489 sec): 3 clusters Score: Raw -1923134.300915 + Penalty 3297.437985 = -1919836.862929 nChanged 1332 SP:Iteration 4F (2777.332166 sec): 3 clusters Score: Raw -1923782.577336 + Penalty 3297.437985 = -1920485.139350 nChanged 1312 SP:Iteration 5F (2777.384943 sec): 3 clusters Score: Raw -1924466.299855 + Penalty 3297.437985 = -1921168.861869 nChanged 1352 SP:Iteration 6F (2777.437436 sec): 3 clusters Score: Raw -1925269.663715 + Penalty 3297.437985 = -1921972.225730 nChanged 1424 SP:Iteration 7F (2777.490003 sec): 3 clusters Score: Raw -1926200.036194 + Penalty 3297.437985 = -1922902.598208 nChanged 1430 SP:Iteration 8F (2777.542447 sec): 3 clusters Score: Raw -1927218.025140 + Penalty 3297.437985 = -1923920.587155 nChanged 1251 SP:Iteration 9Q (2777.596193 sec): 3 clusters Score: Raw -1928095.792777 + Penalty 3297.437985 = -1924798.354791 nChanged 1032 SP:Iteration 10Q (2777.648834 sec): 3 clusters Score: Raw -1928676.406763 + Penalty 3297.437985 = -1925378.968777 nChanged 758 SP:Iteration 11Q (2777.700839 sec): 3 clusters Score: Raw -1929019.133728 + Penalty 3297.437985 = -1925721.695743 nChanged 584 SP:Iteration 12Q (2777.752125 sec): 3 clusters Score: Raw -1929242.370629 + Penalty 3297.437985 = -1925944.932644 nChanged 429 SP:Iteration 13Q (2777.803308 sec): 3 clusters Score: Raw -1929405.170143 + Penalty 3297.437985 = -1926107.732158 nChanged 355 SP:Iteration 14Q (2777.853637 sec): 3 clusters Score: Raw -1929516.840762 + Penalty 3297.437985 = -1926219.402776 nChanged 288 SP:Iteration 15Q (2777.903657 sec): 3 clusters Score: Raw -1929591.470268 + Penalty 3297.437985 = -1926294.032282 nChanged 249 SP:Iteration 16Q (2777.953445 sec): 3 clusters Score: Raw -1929647.799621 + Penalty 3297.437985 = -1926350.361635 nChanged 224 SP:Iteration 17Q (2778.003309 sec): 3 clusters Score: Raw -1929694.722636 + Penalty 3297.437985 = -1926397.284651 nChanged 214 SP:Iteration 18Q (2778.053049 sec): 3 clusters Score: Raw -1929741.849997 + Penalty 3297.437985 = -1926444.412012 nChanged 206 SP:Iteration 19Q (2778.102291 sec): 3 clusters Score: Raw -1929788.947430 + Penalty 3297.437985 = -1926491.509445 nChanged 207 SP:Iteration 20F (2778.154378 sec): 3 clusters Score: Raw -1929841.055453 + Penalty 3297.437985 = -1926543.617467 nChanged 211 SP:Iteration 21Q (2778.204045 sec): 3 clusters Score: Raw -1929889.990952 + Penalty 3297.437985 = -1926592.552967 nChanged 228 SP:Iteration 22Q (2778.252949 sec): 3 clusters Score: Raw -1929949.972589 + Penalty 3297.437985 = -1926652.534604 nChanged 237 SP:Iteration 23Q (2778.301696 sec): 3 clusters Score: Raw -1930012.535143 + Penalty 3297.437985 = -1926715.097158 nChanged 243 SP:Iteration 24Q (2778.350342 sec): 3 clusters Score: Raw -1930083.025396 + Penalty 3297.437985 = -1926785.587410 nChanged 237 SP:Iteration 25Q (2778.398798 sec): 3 clusters Score: Raw -1930155.072156 + Penalty 3297.437985 = -1926857.634171 nChanged 250 SP:Iteration 26Q (2778.446974 sec): 3 clusters Score: Raw -1930226.353976 + Penalty 3297.437985 = -1926928.915990 nChanged 253 SP:Iteration 27Q (2778.494760 sec): 3 clusters Score: Raw -1930305.236194 + Penalty 3297.437985 = -1927007.798208 nChanged 250 SP:Iteration 28Q (2778.542693 sec): 3 clusters Score: Raw -1930387.620402 + Penalty 3297.437985 = -1927090.182416 nChanged 225 SP:Iteration 29Q (2778.590372 sec): 3 clusters Score: Raw -1930477.872874 + Penalty 3297.437985 = -1927180.434889 nChanged 241 SP:Iteration 30Q (2778.637909 sec): 3 clusters Score: Raw -1930576.861489 + Penalty 3297.437985 = -1927279.423503 nChanged 261 SP:Iteration 31Q (2778.684900 sec): 3 clusters Score: Raw -1930685.973005 + Penalty 3297.437985 = -1927388.535020 nChanged 252 SP:Iteration 32Q (2778.731413 sec): 3 clusters Score: Raw -1930787.732916 + Penalty 3297.437985 = -1927490.294930 nChanged 260 SP:Iteration 33Q (2778.777886 sec): 3 clusters Score: Raw -1930887.309170 + Penalty 3297.437985 = -1927589.871185 nChanged 232 SP:Iteration 34Q (2778.824096 sec): 3 clusters Score: Raw -1930986.690276 + Penalty 3297.437985 = -1927689.252291 nChanged 236 SP:Iteration 35Q (2778.869840 sec): 3 clusters Score: Raw -1931087.314972 + Penalty 3297.437985 = -1927789.876987 nChanged 214 SP:Iteration 36Q (2778.915401 sec): 3 clusters Score: Raw -1931167.187174 + Penalty 3297.437985 = -1927869.749188 nChanged 185 SP:Iteration 37Q (2778.960797 sec): 3 clusters Score: Raw -1931237.828690 + Penalty 3297.437985 = -1927940.390705 nChanged 159 SP:Iteration 38Q (2779.006261 sec): 3 clusters Score: Raw -1931303.032585 + Penalty 3297.437985 = -1928005.594600 nChanged 167 SP:Iteration 39Q (2779.050960 sec): 3 clusters Score: Raw -1931369.914935 + Penalty 3297.437985 = -1928072.476950 nChanged 145 SP:Iteration 40F (2779.102662 sec): 3 clusters Score: Raw -1931415.632262 + Penalty 3297.437985 = -1928118.194277 nChanged 118 SP:Iteration 41Q (2779.148073 sec): 3 clusters Score: Raw -1931449.894848 + Penalty 3297.437985 = -1928152.456862 nChanged 112 SP:Iteration 42Q (2779.192331 sec): 3 clusters Score: Raw -1931476.152349 + Penalty 3297.437985 = -1928178.714364 nChanged 85 SP:Iteration 43Q (2779.236595 sec): 3 clusters Score: Raw -1931496.969151 + Penalty 3297.437985 = -1928199.531165 nChanged 77 SP:Iteration 44Q (2779.281229 sec): 3 clusters Score: Raw -1931515.128392 + Penalty 3297.437985 = -1928217.690406 nChanged 72 SP:Iteration 45Q (2779.325464 sec): 3 clusters Score: Raw -1931530.384460 + Penalty 3297.437985 = -1928232.946475 nChanged 61 SP:Iteration 46Q (2779.369274 sec): 3 clusters Score: Raw -1931541.633794 + Penalty 3297.437985 = -1928244.195809 nChanged 39 SP:Iteration 47Q (2779.413489 sec): 3 clusters Score: Raw -1931550.480452 + Penalty 3297.437985 = -1928253.042466 nChanged 37 SP:Iteration 48Q (2779.457265 sec): 3 clusters Score: Raw -1931558.623746 + Penalty 3297.437985 = -1928261.185760 nChanged 32 SP:Iteration 49Q (2779.501043 sec): 3 clusters Score: Raw -1931564.939577 + Penalty 3297.437985 = -1928267.501592 nChanged 28 SP:Iteration 50Q (2779.544888 sec): 3 clusters Score: Raw -1931569.314989 + Penalty 3297.437985 = -1928271.877003 nChanged 31 SP:Iteration 51Q (2779.588655 sec): 3 clusters Score: Raw -1931575.464596 + Penalty 3297.437985 = -1928278.026610 nChanged 34 SP:Iteration 52Q (2779.632312 sec): 3 clusters Score: Raw -1931581.676522 + Penalty 3297.437985 = -1928284.238536 nChanged 38 SP:Iteration 53Q (2779.676053 sec): 3 clusters Score: Raw -1931588.356377 + Penalty 3297.437985 = -1928290.918391 nChanged 36 SP:Iteration 54Q (2779.719459 sec): 3 clusters Score: Raw -1931594.128826 + Penalty 3297.437985 = -1928296.690840 nChanged 28 SP:Iteration 55Q (2779.763276 sec): 3 clusters Score: Raw -1931599.233701 + Penalty 3297.437985 = -1928301.795716 nChanged 26 SP:Iteration 56Q (2779.806857 sec): 3 clusters Score: Raw -1931602.923317 + Penalty 3297.437985 = -1928305.485332 nChanged 18 SP:Iteration 57Q (2779.850264 sec): 3 clusters Score: Raw -1931605.893775 + Penalty 3297.437985 = -1928308.455789 nChanged 10 SP:Iteration 58Q (2779.928821 sec): 3 clusters Score: Raw -1931606.973868 + Penalty 3297.437985 = -1928309.535882 nChanged 8 SP:Iteration 59Q (2779.976759 sec): 3 clusters Score: Raw -1931608.259877 + Penalty 3297.437985 = -1928310.821891 nChanged 12 SP:Iteration 60F (2780.028614 sec): 3 clusters Score: Raw -1931609.804161 + Penalty 3297.437985 = -1928312.366175 nChanged 12 SP:Iteration 61Q (2780.072929 sec): 3 clusters Score: Raw -1931611.949037 + Penalty 3297.437985 = -1928314.511052 nChanged 14 SP:Iteration 62Q (2780.116447 sec): 3 clusters Score: Raw -1931614.296365 + Penalty 3297.437985 = -1928316.858379 nChanged 17 SP:Iteration 63Q (2780.159527 sec): 3 clusters Score: Raw -1931617.316376 + Penalty 3297.437985 = -1928319.878390 nChanged 17 SP:Iteration 64Q (2780.203550 sec): 3 clusters Score: Raw -1931620.131204 + Penalty 3297.437985 = -1928322.693219 nChanged 13 SP:Iteration 65Q (2780.246900 sec): 3 clusters Score: Raw -1931621.930622 + Penalty 3297.437985 = -1928324.492637 nChanged 13 SP:Iteration 66Q (2780.290207 sec): 3 clusters Score: Raw -1931623.528957 + Penalty 3297.437985 = -1928326.090971 nChanged 10 SP:Iteration 67Q (2780.333841 sec): 3 clusters Score: Raw -1931625.069994 + Penalty 3297.437985 = -1928327.632009 nChanged 10 SP:Iteration 68Q (2780.377165 sec): 3 clusters Score: Raw -1931626.444596 + Penalty 3297.437985 = -1928329.006610 nChanged 7 SP:Iteration 69Q (2780.420737 sec): 3 clusters Score: Raw -1931627.361305 + Penalty 3297.437985 = -1928329.923319 nChanged 4 SP:Iteration 70Q (2780.464099 sec): 3 clusters Score: Raw -1931627.907023 + Penalty 3297.437985 = -1928330.469038 nChanged 3 SP:Iteration 71Q (2780.507225 sec): 3 clusters Score: Raw -1931628.301780 + Penalty 3297.437985 = -1928330.863794 nChanged 2 SP:Iteration 72Q (2780.550644 sec): 3 clusters Score: Raw -1931628.584730 + Penalty 3297.437985 = -1928331.146744 nChanged 2 SP:Iteration 73Q (2780.595234 sec): 3 clusters Score: Raw -1931628.911004 + Penalty 3297.437985 = -1928331.473018 nChanged 1 SP:Iteration 74Q (2780.638854 sec): 3 clusters Score: Raw -1931628.952562 + Penalty 3297.437985 = -1928331.514577 nChanged 1 SP:Iteration 75Q (2780.681991 sec): 3 clusters Score: Raw -1931629.010273 + Penalty 3297.437985 = -1928331.572287 nChanged 0 SP:Iteration 76F (2780.733595 sec): 3 clusters Score: Raw -1931629.010273 + Penalty 3297.437985 = -1928331.572287 nChanged 0 Trying to split cluster 30 (106055 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2780.879806 sec): 2 clusters Score: Raw -8839804.640166 + Penalty 1880.403380 = -8837924.236786 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2781.062723 sec): 3 clusters Score: Raw -8770592.015918 + Penalty 3760.806760 = -8766831.209159 nChanged 50719 SP:Iteration 1F (2781.243747 sec): 3 clusters Score: Raw -8799830.849071 + Penalty 3760.806760 = -8796070.042311 nChanged 3269 SP:Iteration 2Q (2781.436058 sec): 3 clusters Score: Raw -8800607.169256 + Penalty 3760.806760 = -8796846.362496 nChanged 3592 SP:Iteration 3Q (2781.628317 sec): 3 clusters Score: Raw -8801621.876738 + Penalty 3760.806760 = -8797861.069978 nChanged 4044 SP:Iteration 4Q (2781.820476 sec): 3 clusters Score: Raw -8803030.284134 + Penalty 3760.806760 = -8799269.477374 nChanged 4847 SP:Iteration 5Q (2782.012524 sec): 3 clusters Score: Raw -8805244.353489 + Penalty 3760.806760 = -8801483.546729 nChanged 6058 SP:Iteration 6F (2782.193250 sec): 3 clusters Score: Raw -8808903.890956 + Penalty 3760.806760 = -8805143.084197 nChanged 7262 SP:Iteration 7F (2782.373466 sec): 3 clusters Score: Raw -8814312.184157 + Penalty 3760.806760 = -8810551.377398 nChanged 7567 SP:Iteration 8F (2782.554205 sec): 3 clusters Score: Raw -8820601.942212 + Penalty 3760.806760 = -8816841.135453 nChanged 6794 SP:Iteration 9F (2782.734286 sec): 3 clusters Score: Raw -8826458.431171 + Penalty 3760.806760 = -8822697.624412 nChanged 5274 SP:Iteration 10Q (2782.915411 sec): 3 clusters Score: Raw -8830860.728816 + Penalty 3760.806760 = -8827099.922056 nChanged 3768 SP:Iteration 11Q (2783.088371 sec): 3 clusters Score: Raw -8833849.146023 + Penalty 3760.806760 = -8830088.339264 nChanged 2646 SP:Iteration 12Q (2783.254742 sec): 3 clusters Score: Raw -8835785.343580 + Penalty 3760.806760 = -8832024.536821 nChanged 1952 SP:Iteration 13Q (2783.416396 sec): 3 clusters Score: Raw -8837146.942761 + Penalty 3760.806760 = -8833386.136001 nChanged 1456 SP:Iteration 14Q (2783.574673 sec): 3 clusters Score: Raw -8838137.313293 + Penalty 3760.806760 = -8834376.506533 nChanged 1028 SP:Iteration 15Q (2783.729174 sec): 3 clusters Score: Raw -8838851.953091 + Penalty 3760.806760 = -8835091.146332 nChanged 762 SP:Iteration 16Q (2783.881689 sec): 3 clusters Score: Raw -8839398.989804 + Penalty 3760.806760 = -8835638.183044 nChanged 524 SP:Iteration 17Q (2784.032706 sec): 3 clusters Score: Raw -8839746.602476 + Penalty 3760.806760 = -8835985.795716 nChanged 328 SP:Iteration 18Q (2784.207160 sec): 3 clusters Score: Raw -8839952.315374 + Penalty 3760.806760 = -8836191.508614 nChanged 211 SP:Iteration 19Q (2784.356291 sec): 3 clusters Score: Raw -8840096.761390 + Penalty 3760.806760 = -8836335.954630 nChanged 160 SP:Iteration 20F (2784.535096 sec): 3 clusters Score: Raw -8840203.372814 + Penalty 3760.806760 = -8836442.566054 nChanged 127 SP:Iteration 21Q (2784.683415 sec): 3 clusters Score: Raw -8840282.710787 + Penalty 3760.806760 = -8836521.904027 nChanged 100 SP:Iteration 22Q (2784.831762 sec): 3 clusters Score: Raw -8840339.973030 + Penalty 3760.806760 = -8836579.166270 nChanged 78 SP:Iteration 23Q (2784.979961 sec): 3 clusters Score: Raw -8840383.826865 + Penalty 3760.806760 = -8836623.020105 nChanged 70 SP:Iteration 24Q (2785.127981 sec): 3 clusters Score: Raw -8840416.922996 + Penalty 3760.806760 = -8836656.116236 nChanged 48 SP:Iteration 25Q (2785.276007 sec): 3 clusters Score: Raw -8840440.317071 + Penalty 3760.806760 = -8836679.510311 nChanged 42 SP:Iteration 26Q (2785.423787 sec): 3 clusters Score: Raw -8840457.049612 + Penalty 3760.806760 = -8836696.242852 nChanged 33 SP:Iteration 27Q (2785.571805 sec): 3 clusters Score: Raw -8840469.885943 + Penalty 3760.806760 = -8836709.079183 nChanged 22 SP:Iteration 28Q (2785.719585 sec): 3 clusters Score: Raw -8840482.009395 + Penalty 3760.806760 = -8836721.202635 nChanged 27 SP:Iteration 29Q (2785.867456 sec): 3 clusters Score: Raw -8840493.658949 + Penalty 3760.806760 = -8836732.852189 nChanged 14 SP:Iteration 30Q (2786.015406 sec): 3 clusters Score: Raw -8840498.207771 + Penalty 3760.806760 = -8836737.401012 nChanged 19 SP:Iteration 31Q (2786.163011 sec): 3 clusters Score: Raw -8840503.360472 + Penalty 3760.806760 = -8836742.553712 nChanged 12 SP:Iteration 32Q (2786.310921 sec): 3 clusters Score: Raw -8840507.241442 + Penalty 3760.806760 = -8836746.434683 nChanged 11 SP:Iteration 33Q (2786.458726 sec): 3 clusters Score: Raw -8840510.491297 + Penalty 3760.806760 = -8836749.684538 nChanged 5 SP:Iteration 34Q (2786.606627 sec): 3 clusters Score: Raw -8840512.099587 + Penalty 3760.806760 = -8836751.292828 nChanged 5 SP:Iteration 35Q (2786.754387 sec): 3 clusters Score: Raw -8840513.706555 + Penalty 3760.806760 = -8836752.899795 nChanged 8 SP:Iteration 36Q (2786.902282 sec): 3 clusters Score: Raw -8840516.364290 + Penalty 3760.806760 = -8836755.557530 nChanged 10 SP:Iteration 37Q (2787.050116 sec): 3 clusters Score: Raw -8840520.449605 + Penalty 3760.806760 = -8836759.642845 nChanged 14 SP:Iteration 38Q (2787.197877 sec): 3 clusters Score: Raw -8840524.323469 + Penalty 3760.806760 = -8836763.516709 nChanged 10 SP:Iteration 39Q (2787.345988 sec): 3 clusters Score: Raw -8840527.023770 + Penalty 3760.806760 = -8836766.217010 nChanged 15 SP:Iteration 40F (2787.544001 sec): 3 clusters Score: Raw -8840531.416541 + Penalty 3760.806760 = -8836770.609781 nChanged 10 SP:Iteration 41Q (2787.692043 sec): 3 clusters Score: Raw -8840534.899586 + Penalty 3760.806760 = -8836774.092826 nChanged 10 SP:Iteration 42Q (2787.839900 sec): 3 clusters Score: Raw -8840538.848567 + Penalty 3760.806760 = -8836778.041808 nChanged 18 SP:Iteration 43Q (2787.988187 sec): 3 clusters Score: Raw -8840543.971710 + Penalty 3760.806760 = -8836783.164950 nChanged 11 SP:Iteration 44Q (2788.136203 sec): 3 clusters Score: Raw -8840547.555322 + Penalty 3760.806760 = -8836786.748563 nChanged 11 SP:Iteration 45Q (2788.284252 sec): 3 clusters Score: Raw -8840551.401926 + Penalty 3760.806760 = -8836790.595167 nChanged 7 SP:Iteration 46Q (2788.432226 sec): 3 clusters Score: Raw -8840553.498171 + Penalty 3760.806760 = -8836792.691411 nChanged 5 SP:Iteration 47Q (2788.580188 sec): 3 clusters Score: Raw -8840555.363767 + Penalty 3760.806760 = -8836794.557007 nChanged 4 SP:Iteration 48Q (2788.728049 sec): 3 clusters Score: Raw -8840556.049902 + Penalty 3760.806760 = -8836795.243142 nChanged 2 SP:Iteration 49Q (2788.876046 sec): 3 clusters Score: Raw -8840556.750718 + Penalty 3760.806760 = -8836795.943959 nChanged 2 SP:Iteration 50Q (2789.024120 sec): 3 clusters Score: Raw -8840557.354412 + Penalty 3760.806760 = -8836796.547652 nChanged 5 SP:Iteration 51Q (2789.172142 sec): 3 clusters Score: Raw -8840558.739482 + Penalty 3760.806760 = -8836797.932723 nChanged 2 SP:Iteration 52Q (2789.320071 sec): 3 clusters Score: Raw -8840559.066450 + Penalty 3760.806760 = -8836798.259690 nChanged 0 SP:Iteration 53F (2789.498852 sec): 3 clusters Score: Raw -8840559.066450 + Penalty 3760.806760 = -8836798.259690 nChanged 0 Trying to split cluster 31 (3749 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2789.510462 sec): 2 clusters Score: Raw -298704.903379 + Penalty 1337.252218 = -297367.651161 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2789.530218 sec): 3 clusters Score: Raw -296849.330435 + Penalty 2674.504435 = -294174.825999 nChanged 1436 SP:Iteration 1F (2789.548788 sec): 3 clusters Score: Raw -297668.862011 + Penalty 2674.504435 = -294994.357576 nChanged 250 SP:Iteration 2F (2789.567371 sec): 3 clusters Score: Raw -297785.952209 + Penalty 2674.504435 = -295111.447774 nChanged 172 SP:Iteration 3Q (2789.585991 sec): 3 clusters Score: Raw -297859.445830 + Penalty 2674.504435 = -295184.941394 nChanged 117 SP:Iteration 4Q (2789.604681 sec): 3 clusters Score: Raw -297910.142772 + Penalty 2674.504435 = -295235.638336 nChanged 108 SP:Iteration 5Q (2789.623268 sec): 3 clusters Score: Raw -297959.400735 + Penalty 2674.504435 = -295284.896299 nChanged 106 SP:Iteration 6Q (2789.641947 sec): 3 clusters Score: Raw -298005.061552 + Penalty 2674.504435 = -295330.557117 nChanged 95 SP:Iteration 7Q (2789.660534 sec): 3 clusters Score: Raw -298052.582434 + Penalty 2674.504435 = -295378.077998 nChanged 101 SP:Iteration 8Q (2789.679179 sec): 3 clusters Score: Raw -298106.949592 + Penalty 2674.504435 = -295432.445157 nChanged 106 SP:Iteration 9Q (2789.697799 sec): 3 clusters Score: Raw -298164.526289 + Penalty 2674.504435 = -295490.021854 nChanged 99 SP:Iteration 10Q (2789.716349 sec): 3 clusters Score: Raw -298210.393892 + Penalty 2674.504435 = -295535.889456 nChanged 86 SP:Iteration 11Q (2789.734984 sec): 3 clusters Score: Raw -298249.698348 + Penalty 2674.504435 = -295575.193912 nChanged 79 SP:Iteration 12Q (2789.753346 sec): 3 clusters Score: Raw -298289.220715 + Penalty 2674.504435 = -295614.716279 nChanged 98 SP:Iteration 13Q (2789.771910 sec): 3 clusters Score: Raw -298345.782925 + Penalty 2674.504435 = -295671.278489 nChanged 106 SP:Iteration 14Q (2789.790461 sec): 3 clusters Score: Raw -298412.756559 + Penalty 2674.504435 = -295738.252124 nChanged 103 SP:Iteration 15Q (2789.808965 sec): 3 clusters Score: Raw -298476.100378 + Penalty 2674.504435 = -295801.595942 nChanged 94 SP:Iteration 16Q (2789.827459 sec): 3 clusters Score: Raw -298535.871098 + Penalty 2674.504435 = -295861.366662 nChanged 71 SP:Iteration 17Q (2789.845908 sec): 3 clusters Score: Raw -298587.789364 + Penalty 2674.504435 = -295913.284929 nChanged 57 SP:Iteration 18Q (2789.864329 sec): 3 clusters Score: Raw -298622.058463 + Penalty 2674.504435 = -295947.554027 nChanged 53 SP:Iteration 19Q (2789.882688 sec): 3 clusters Score: Raw -298655.956607 + Penalty 2674.504435 = -295981.452172 nChanged 50 SP:Iteration 20F (2789.901237 sec): 3 clusters Score: Raw -298694.896091 + Penalty 2674.504435 = -296020.391656 nChanged 54 SP:Iteration 21Q (2789.919536 sec): 3 clusters Score: Raw -298738.268500 + Penalty 2674.504435 = -296063.764064 nChanged 46 SP:Iteration 22Q (2789.937803 sec): 3 clusters Score: Raw -298771.932726 + Penalty 2674.504435 = -296097.428291 nChanged 26 SP:Iteration 23Q (2789.955840 sec): 3 clusters Score: Raw -298792.815206 + Penalty 2674.504435 = -296118.310770 nChanged 28 SP:Iteration 24Q (2789.974010 sec): 3 clusters Score: Raw -298818.126960 + Penalty 2674.504435 = -296143.622525 nChanged 16 SP:Iteration 25Q (2789.991921 sec): 3 clusters Score: Raw -298830.654373 + Penalty 2674.504435 = -296156.149938 nChanged 15 SP:Iteration 26Q (2790.009960 sec): 3 clusters Score: Raw -298840.144921 + Penalty 2674.504435 = -296165.640485 nChanged 12 SP:Iteration 27Q (2790.027973 sec): 3 clusters Score: Raw -298845.140242 + Penalty 2674.504435 = -296170.635806 nChanged 4 SP:Iteration 28Q (2790.046013 sec): 3 clusters Score: Raw -298847.594860 + Penalty 2674.504435 = -296173.090424 nChanged 1 SP:Iteration 29Q (2790.064001 sec): 3 clusters Score: Raw -298848.204068 + Penalty 2674.504435 = -296173.699633 nChanged 1 SP:Iteration 30Q (2790.081965 sec): 3 clusters Score: Raw -298849.048141 + Penalty 2674.504435 = -296174.543706 nChanged 0 SP:Iteration 31F (2790.100523 sec): 3 clusters Score: Raw -298849.048141 + Penalty 2674.504435 = -296174.543706 nChanged 0 Trying to split cluster 32 (23522 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2790.143441 sec): 2 clusters Score: Raw -1993765.862783 + Penalty 1635.674858 = -1992130.187925 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2790.195121 sec): 3 clusters Score: Raw -1979314.346614 + Penalty 3271.349716 = -1976042.996898 nChanged 10708 SP:Iteration 1F (2790.244422 sec): 3 clusters Score: Raw -1985238.345268 + Penalty 3271.349716 = -1981966.995552 nChanged 1136 SP:Iteration 2Q (2790.295208 sec): 3 clusters Score: Raw -1985677.523498 + Penalty 3271.349716 = -1982406.173783 nChanged 1214 SP:Iteration 3F (2790.346612 sec): 3 clusters Score: Raw -1986164.701673 + Penalty 3271.349716 = -1982893.351958 nChanged 1216 SP:Iteration 4F (2790.396444 sec): 3 clusters Score: Raw -1986703.660090 + Penalty 3271.349716 = -1983432.310375 nChanged 1304 SP:Iteration 5F (2790.446571 sec): 3 clusters Score: Raw -1987393.506089 + Penalty 3271.349716 = -1984122.156374 nChanged 1365 SP:Iteration 6F (2790.497396 sec): 3 clusters Score: Raw -1988176.384926 + Penalty 3271.349716 = -1984905.035211 nChanged 1405 SP:Iteration 7F (2790.546502 sec): 3 clusters Score: Raw -1989027.973755 + Penalty 3271.349716 = -1985756.624040 nChanged 1302 SP:Iteration 8F (2790.596737 sec): 3 clusters Score: Raw -1989829.245609 + Penalty 3271.349716 = -1986557.895894 nChanged 1134 SP:Iteration 9Q (2790.647233 sec): 3 clusters Score: Raw -1990563.136028 + Penalty 3271.349716 = -1987291.786313 nChanged 1043 SP:Iteration 10Q (2790.697565 sec): 3 clusters Score: Raw -1991296.267462 + Penalty 3271.349716 = -1988024.917747 nChanged 912 SP:Iteration 11Q (2790.747414 sec): 3 clusters Score: Raw -1991885.129364 + Penalty 3271.349716 = -1988613.779649 nChanged 677 SP:Iteration 12Q (2790.796583 sec): 3 clusters Score: Raw -1992234.648264 + Penalty 3271.349716 = -1988963.298548 nChanged 510 SP:Iteration 13Q (2790.845238 sec): 3 clusters Score: Raw -1992454.945067 + Penalty 3271.349716 = -1989183.595351 nChanged 390 SP:Iteration 14Q (2790.893522 sec): 3 clusters Score: Raw -1992594.550316 + Penalty 3271.349716 = -1989323.200601 nChanged 335 SP:Iteration 15Q (2790.941319 sec): 3 clusters Score: Raw -1992715.824373 + Penalty 3271.349716 = -1989444.474657 nChanged 312 SP:Iteration 16Q (2790.989371 sec): 3 clusters Score: Raw -1992842.105482 + Penalty 3271.349716 = -1989570.755766 nChanged 304 SP:Iteration 17Q (2791.036710 sec): 3 clusters Score: Raw -1992956.355911 + Penalty 3271.349716 = -1989685.006196 nChanged 272 SP:Iteration 18Q (2791.084223 sec): 3 clusters Score: Raw -1993056.798737 + Penalty 3271.349716 = -1989785.449022 nChanged 270 SP:Iteration 19Q (2791.130657 sec): 3 clusters Score: Raw -1993154.402083 + Penalty 3271.349716 = -1989883.052367 nChanged 251 SP:Iteration 20F (2791.180437 sec): 3 clusters Score: Raw -1993252.828604 + Penalty 3271.349716 = -1989981.478888 nChanged 275 SP:Iteration 21Q (2791.232994 sec): 3 clusters Score: Raw -1993356.852578 + Penalty 3271.349716 = -1990085.502862 nChanged 233 SP:Iteration 22Q (2791.278356 sec): 3 clusters Score: Raw -1993440.761610 + Penalty 3271.349716 = -1990169.411895 nChanged 230 SP:Iteration 23Q (2791.323484 sec): 3 clusters Score: Raw -1993519.327080 + Penalty 3271.349716 = -1990247.977364 nChanged 200 SP:Iteration 24Q (2791.368322 sec): 3 clusters Score: Raw -1993585.963074 + Penalty 3271.349716 = -1990314.613358 nChanged 170 SP:Iteration 25Q (2791.412750 sec): 3 clusters Score: Raw -1993641.652161 + Penalty 3271.349716 = -1990370.302445 nChanged 157 SP:Iteration 26Q (2791.471525 sec): 3 clusters Score: Raw -1993693.219312 + Penalty 3271.349716 = -1990421.869597 nChanged 148 SP:Iteration 27Q (2791.521243 sec): 3 clusters Score: Raw -1993743.390222 + Penalty 3271.349716 = -1990472.040507 nChanged 148 SP:Iteration 28Q (2791.564147 sec): 3 clusters Score: Raw -1993791.638167 + Penalty 3271.349716 = -1990520.288452 nChanged 141 SP:Iteration 29Q (2791.607713 sec): 3 clusters Score: Raw -1993833.927514 + Penalty 3271.349716 = -1990562.577798 nChanged 122 SP:Iteration 30Q (2791.650971 sec): 3 clusters Score: Raw -1993865.565813 + Penalty 3271.349716 = -1990594.216097 nChanged 101 SP:Iteration 31Q (2791.694157 sec): 3 clusters Score: Raw -1993893.493521 + Penalty 3271.349716 = -1990622.143806 nChanged 104 SP:Iteration 32Q (2791.737040 sec): 3 clusters Score: Raw -1993922.147953 + Penalty 3271.349716 = -1990650.798237 nChanged 95 SP:Iteration 33Q (2791.779921 sec): 3 clusters Score: Raw -1993950.903077 + Penalty 3271.349716 = -1990679.553362 nChanged 100 SP:Iteration 34Q (2791.822850 sec): 3 clusters Score: Raw -1993980.847026 + Penalty 3271.349716 = -1990709.497310 nChanged 114 SP:Iteration 35Q (2791.865299 sec): 3 clusters Score: Raw -1994015.564764 + Penalty 3271.349716 = -1990744.215048 nChanged 95 SP:Iteration 36Q (2791.907508 sec): 3 clusters Score: Raw -1994042.264797 + Penalty 3271.349716 = -1990770.915081 nChanged 88 SP:Iteration 37Q (2791.949823 sec): 3 clusters Score: Raw -1994061.286201 + Penalty 3271.349716 = -1990789.936486 nChanged 78 SP:Iteration 38Q (2791.992291 sec): 3 clusters Score: Raw -1994076.011265 + Penalty 3271.349716 = -1990804.661549 nChanged 62 SP:Iteration 39Q (2792.036035 sec): 3 clusters Score: Raw -1994087.275603 + Penalty 3271.349716 = -1990815.925888 nChanged 42 SP:Iteration 40F (2792.085330 sec): 3 clusters Score: Raw -1994094.982929 + Penalty 3271.349716 = -1990823.633214 nChanged 44 SP:Iteration 41Q (2792.128069 sec): 3 clusters Score: Raw -1994104.097528 + Penalty 3271.349716 = -1990832.747812 nChanged 46 SP:Iteration 42Q (2792.206514 sec): 3 clusters Score: Raw -1994113.321186 + Penalty 3271.349716 = -1990841.971471 nChanged 40 SP:Iteration 43Q (2792.250157 sec): 3 clusters Score: Raw -1994121.987049 + Penalty 3271.349716 = -1990850.637334 nChanged 43 SP:Iteration 44Q (2792.291927 sec): 3 clusters Score: Raw -1994132.164072 + Penalty 3271.349716 = -1990860.814357 nChanged 51 SP:Iteration 45Q (2792.333819 sec): 3 clusters Score: Raw -1994143.476140 + Penalty 3271.349716 = -1990872.126425 nChanged 52 SP:Iteration 46Q (2792.375496 sec): 3 clusters Score: Raw -1994155.191363 + Penalty 3271.349716 = -1990883.841647 nChanged 62 SP:Iteration 47Q (2792.417394 sec): 3 clusters Score: Raw -1994170.939525 + Penalty 3271.349716 = -1990899.589809 nChanged 47 SP:Iteration 48Q (2792.458886 sec): 3 clusters Score: Raw -1994180.247347 + Penalty 3271.349716 = -1990908.897631 nChanged 40 SP:Iteration 49Q (2792.500684 sec): 3 clusters Score: Raw -1994189.519631 + Penalty 3271.349716 = -1990918.169915 nChanged 33 SP:Iteration 50Q (2792.542082 sec): 3 clusters Score: Raw -1994194.828177 + Penalty 3271.349716 = -1990923.478462 nChanged 27 SP:Iteration 51Q (2792.583608 sec): 3 clusters Score: Raw -1994199.483119 + Penalty 3271.349716 = -1990928.133403 nChanged 21 SP:Iteration 52Q (2792.625034 sec): 3 clusters Score: Raw -1994203.346895 + Penalty 3271.349716 = -1990931.997180 nChanged 26 SP:Iteration 53Q (2792.666557 sec): 3 clusters Score: Raw -1994207.537576 + Penalty 3271.349716 = -1990936.187860 nChanged 24 SP:Iteration 54Q (2792.707766 sec): 3 clusters Score: Raw -1994212.027096 + Penalty 3271.349716 = -1990940.677381 nChanged 19 SP:Iteration 55Q (2792.749022 sec): 3 clusters Score: Raw -1994215.363205 + Penalty 3271.349716 = -1990944.013489 nChanged 18 SP:Iteration 56Q (2792.790262 sec): 3 clusters Score: Raw -1994218.529626 + Penalty 3271.349716 = -1990947.179910 nChanged 17 SP:Iteration 57Q (2792.831439 sec): 3 clusters Score: Raw -1994220.757630 + Penalty 3271.349716 = -1990949.407915 nChanged 12 SP:Iteration 58Q (2792.872697 sec): 3 clusters Score: Raw -1994222.803855 + Penalty 3271.349716 = -1990951.454140 nChanged 19 SP:Iteration 59Q (2792.913918 sec): 3 clusters Score: Raw -1994225.341061 + Penalty 3271.349716 = -1990953.991346 nChanged 13 SP:Iteration 60F (2792.963560 sec): 3 clusters Score: Raw -1994227.233120 + Penalty 3271.349716 = -1990955.883404 nChanged 10 SP:Iteration 61Q (2793.004908 sec): 3 clusters Score: Raw -1994228.508475 + Penalty 3271.349716 = -1990957.158760 nChanged 9 SP:Iteration 62Q (2793.046120 sec): 3 clusters Score: Raw -1994229.519966 + Penalty 3271.349716 = -1990958.170251 nChanged 6 SP:Iteration 63Q (2793.087093 sec): 3 clusters Score: Raw -1994230.039229 + Penalty 3271.349716 = -1990958.689514 nChanged 6 SP:Iteration 64Q (2793.128431 sec): 3 clusters Score: Raw -1994230.678064 + Penalty 3271.349716 = -1990959.328348 nChanged 5 SP:Iteration 65Q (2793.169512 sec): 3 clusters Score: Raw -1994231.251572 + Penalty 3271.349716 = -1990959.901856 nChanged 4 SP:Iteration 66Q (2793.210714 sec): 3 clusters Score: Raw -1994231.447403 + Penalty 3271.349716 = -1990960.097687 nChanged 2 SP:Iteration 67Q (2793.251704 sec): 3 clusters Score: Raw -1994231.612794 + Penalty 3271.349716 = -1990960.263078 nChanged 1 SP:Iteration 68Q (2793.292782 sec): 3 clusters Score: Raw -1994231.749766 + Penalty 3271.349716 = -1990960.400051 nChanged 1 SP:Iteration 69Q (2793.333900 sec): 3 clusters Score: Raw -1994231.944713 + Penalty 3271.349716 = -1990960.594998 nChanged 1 SP:Iteration 70Q (2793.375199 sec): 3 clusters Score: Raw -1994232.194878 + Penalty 3271.349716 = -1990960.845163 nChanged 1 SP:Iteration 71Q (2793.416185 sec): 3 clusters Score: Raw -1994232.344537 + Penalty 3271.349716 = -1990960.994822 nChanged 0 SP:Iteration 72F (2793.465598 sec): 3 clusters Score: Raw -1994232.344537 + Penalty 3271.349716 = -1990960.994822 nChanged 0 Trying to split cluster 33 (1868 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2793.479856 sec): 2 clusters Score: Raw -140980.942132 + Penalty 1224.051338 = -139756.890794 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2793.490140 sec): 3 clusters Score: Raw -140241.571444 + Penalty 2448.102676 = -137793.468768 nChanged 658 SP:Iteration 1F (2793.499787 sec): 3 clusters Score: Raw -140842.730680 + Penalty 2448.102676 = -138394.628003 nChanged 177 SP:Iteration 2F (2793.509438 sec): 3 clusters Score: Raw -141060.141936 + Penalty 2448.102676 = -138612.039260 nChanged 126 SP:Iteration 3F (2793.519097 sec): 3 clusters Score: Raw -141215.706488 + Penalty 2448.102676 = -138767.603812 nChanged 97 SP:Iteration 4F (2793.528665 sec): 3 clusters Score: Raw -141329.065470 + Penalty 2448.102676 = -138880.962793 nChanged 65 SP:Iteration 5Q (2793.538075 sec): 3 clusters Score: Raw -141411.239828 + Penalty 2448.102676 = -138963.137152 nChanged 50 SP:Iteration 6Q (2793.547590 sec): 3 clusters Score: Raw -141458.295279 + Penalty 2448.102676 = -139010.192603 nChanged 45 SP:Iteration 7Q (2793.557073 sec): 3 clusters Score: Raw -141515.213467 + Penalty 2448.102676 = -139067.110791 nChanged 38 SP:Iteration 8Q (2793.566547 sec): 3 clusters Score: Raw -141555.379595 + Penalty 2448.102676 = -139107.276919 nChanged 33 SP:Iteration 9Q (2793.576003 sec): 3 clusters Score: Raw -141581.453473 + Penalty 2448.102676 = -139133.350797 nChanged 30 SP:Iteration 10Q (2793.585372 sec): 3 clusters Score: Raw -141606.453811 + Penalty 2448.102676 = -139158.351134 nChanged 22 SP:Iteration 11Q (2793.594789 sec): 3 clusters Score: Raw -141623.538064 + Penalty 2448.102676 = -139175.435388 nChanged 16 SP:Iteration 12Q (2793.604142 sec): 3 clusters Score: Raw -141632.650252 + Penalty 2448.102676 = -139184.547576 nChanged 13 SP:Iteration 13Q (2793.613559 sec): 3 clusters Score: Raw -141639.506638 + Penalty 2448.102676 = -139191.403962 nChanged 10 SP:Iteration 14Q (2793.622917 sec): 3 clusters Score: Raw -141645.001951 + Penalty 2448.102676 = -139196.899275 nChanged 8 SP:Iteration 15Q (2793.632309 sec): 3 clusters Score: Raw -141650.550327 + Penalty 2448.102676 = -139202.447651 nChanged 5 SP:Iteration 16Q (2793.641707 sec): 3 clusters Score: Raw -141655.301946 + Penalty 2448.102676 = -139207.199270 nChanged 6 SP:Iteration 17Q (2793.651009 sec): 3 clusters Score: Raw -141660.643085 + Penalty 2448.102676 = -139212.540409 nChanged 7 SP:Iteration 18Q (2793.660391 sec): 3 clusters Score: Raw -141663.577843 + Penalty 2448.102676 = -139215.475167 nChanged 4 SP:Iteration 19Q (2793.669808 sec): 3 clusters Score: Raw -141665.899702 + Penalty 2448.102676 = -139217.797026 nChanged 6 SP:Iteration 20F (2793.679425 sec): 3 clusters Score: Raw -141669.757212 + Penalty 2448.102676 = -139221.654536 nChanged 5 SP:Iteration 21Q (2793.688777 sec): 3 clusters Score: Raw -141673.484548 + Penalty 2448.102676 = -139225.381872 nChanged 3 SP:Iteration 22Q (2793.698176 sec): 3 clusters Score: Raw -141676.863731 + Penalty 2448.102676 = -139228.761055 nChanged 3 SP:Iteration 23Q (2793.707529 sec): 3 clusters Score: Raw -141679.579904 + Penalty 2448.102676 = -139231.477228 nChanged 6 SP:Iteration 24Q (2793.716902 sec): 3 clusters Score: Raw -141682.392876 + Penalty 2448.102676 = -139234.290200 nChanged 3 SP:Iteration 25Q (2793.726255 sec): 3 clusters Score: Raw -141683.714337 + Penalty 2448.102676 = -139235.611661 nChanged 2 SP:Iteration 26Q (2793.735641 sec): 3 clusters Score: Raw -141684.695577 + Penalty 2448.102676 = -139236.592901 nChanged 2 SP:Iteration 27Q (2793.744996 sec): 3 clusters Score: Raw -141686.029699 + Penalty 2448.102676 = -139237.927023 nChanged 2 SP:Iteration 28Q (2793.754268 sec): 3 clusters Score: Raw -141687.234393 + Penalty 2448.102676 = -139239.131717 nChanged 2 SP:Iteration 29Q (2793.763673 sec): 3 clusters Score: Raw -141688.025513 + Penalty 2448.102676 = -139239.922836 nChanged 2 SP:Iteration 30Q (2793.773059 sec): 3 clusters Score: Raw -141689.164321 + Penalty 2448.102676 = -139241.061645 nChanged 2 SP:Iteration 31Q (2793.782410 sec): 3 clusters Score: Raw -141689.992084 + Penalty 2448.102676 = -139241.889408 nChanged 1 SP:Iteration 32Q (2793.791680 sec): 3 clusters Score: Raw -141690.752399 + Penalty 2448.102676 = -139242.649723 nChanged 3 SP:Iteration 33Q (2793.801011 sec): 3 clusters Score: Raw -141692.036546 + Penalty 2448.102676 = -139243.933870 nChanged 2 SP:Iteration 34Q (2793.810285 sec): 3 clusters Score: Raw -141693.075693 + Penalty 2448.102676 = -139244.973017 nChanged 0 SP:Iteration 35F (2793.819902 sec): 3 clusters Score: Raw -141693.075693 + Penalty 2448.102676 = -139244.973017 nChanged 0 Trying to split cluster 34 (1556 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2793.835447 sec): 2 clusters Score: Raw -118752.919457 + Penalty 1194.354477 = -117558.564980 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2793.844166 sec): 3 clusters Score: Raw -118139.692926 + Penalty 2388.708954 = -115750.983972 nChanged 522 SP:Iteration 1F (2793.852339 sec): 3 clusters Score: Raw -118531.055680 + Penalty 2388.708954 = -116142.346726 nChanged 131 SP:Iteration 2F (2793.860479 sec): 3 clusters Score: Raw -118669.070399 + Penalty 2388.708954 = -116280.361445 nChanged 84 SP:Iteration 3F (2793.868643 sec): 3 clusters Score: Raw -118780.164975 + Penalty 2388.708954 = -116391.456021 nChanged 69 SP:Iteration 4Q (2793.876713 sec): 3 clusters Score: Raw -118853.800763 + Penalty 2388.708954 = -116465.091809 nChanged 61 SP:Iteration 5Q (2793.884807 sec): 3 clusters Score: Raw -118922.918063 + Penalty 2388.708954 = -116534.209109 nChanged 62 SP:Iteration 6Q (2793.892910 sec): 3 clusters Score: Raw -118990.186074 + Penalty 2388.708954 = -116601.477120 nChanged 59 SP:Iteration 7Q (2793.900951 sec): 3 clusters Score: Raw -119046.020758 + Penalty 2388.708954 = -116657.311804 nChanged 45 SP:Iteration 8Q (2793.908983 sec): 3 clusters Score: Raw -119091.657607 + Penalty 2388.708954 = -116702.948653 nChanged 39 SP:Iteration 9Q (2793.917018 sec): 3 clusters Score: Raw -119126.431723 + Penalty 2388.708954 = -116737.722769 nChanged 30 SP:Iteration 10Q (2793.924987 sec): 3 clusters Score: Raw -119154.409467 + Penalty 2388.708954 = -116765.700513 nChanged 23 SP:Iteration 11Q (2793.932988 sec): 3 clusters Score: Raw -119171.775065 + Penalty 2388.708954 = -116783.066111 nChanged 16 SP:Iteration 12Q (2793.940899 sec): 3 clusters Score: Raw -119183.558417 + Penalty 2388.708954 = -116794.849463 nChanged 11 SP:Iteration 13Q (2793.948887 sec): 3 clusters Score: Raw -119200.930939 + Penalty 2388.708954 = -116812.221985 nChanged 15 SP:Iteration 14Q (2793.956902 sec): 3 clusters Score: Raw -119222.977694 + Penalty 2388.708954 = -116834.268739 nChanged 10 SP:Iteration 15Q (2793.964852 sec): 3 clusters Score: Raw -119233.102610 + Penalty 2388.708954 = -116844.393656 nChanged 9 SP:Iteration 16Q (2793.972768 sec): 3 clusters Score: Raw -119244.094042 + Penalty 2388.708954 = -116855.385088 nChanged 13 SP:Iteration 17Q (2793.980650 sec): 3 clusters Score: Raw -119256.828548 + Penalty 2388.708954 = -116868.119594 nChanged 13 SP:Iteration 18Q (2793.988613 sec): 3 clusters Score: Raw -119270.168193 + Penalty 2388.708954 = -116881.459239 nChanged 6 SP:Iteration 19Q (2793.996482 sec): 3 clusters Score: Raw -119273.572815 + Penalty 2388.708954 = -116884.863861 nChanged 6 SP:Iteration 20F (2794.004569 sec): 3 clusters Score: Raw -119283.295555 + Penalty 2388.708954 = -116894.586601 nChanged 12 SP:Iteration 21Q (2794.012533 sec): 3 clusters Score: Raw -119305.120546 + Penalty 2388.708954 = -116916.411592 nChanged 16 SP:Iteration 22Q (2794.020492 sec): 3 clusters Score: Raw -119316.265532 + Penalty 2388.708954 = -116927.556578 nChanged 7 SP:Iteration 23Q (2794.028430 sec): 3 clusters Score: Raw -119322.896321 + Penalty 2388.708954 = -116934.187367 nChanged 9 SP:Iteration 24Q (2794.036365 sec): 3 clusters Score: Raw -119330.249003 + Penalty 2388.708954 = -116941.540049 nChanged 7 SP:Iteration 25Q (2794.044288 sec): 3 clusters Score: Raw -119338.389429 + Penalty 2388.708954 = -116949.680475 nChanged 3 SP:Iteration 26Q (2794.052152 sec): 3 clusters Score: Raw -119341.481637 + Penalty 2388.708954 = -116952.772683 nChanged 2 SP:Iteration 27Q (2794.060089 sec): 3 clusters Score: Raw -119344.246052 + Penalty 2388.708954 = -116955.537098 nChanged 2 SP:Iteration 28Q (2794.067934 sec): 3 clusters Score: Raw -119345.675602 + Penalty 2388.708954 = -116956.966648 nChanged 1 SP:Iteration 29Q (2794.075823 sec): 3 clusters Score: Raw -119346.257167 + Penalty 2388.708954 = -116957.548213 nChanged 0 SP:Iteration 30F (2794.083944 sec): 3 clusters Score: Raw -119346.257167 + Penalty 2388.708954 = -116957.548213 nChanged 0 Trying to split cluster 35 (8073 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2794.106284 sec): 2 clusters Score: Raw -655721.497203 + Penalty 1461.895571 = -654259.601631 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2794.132949 sec): 3 clusters Score: Raw -651236.953693 + Penalty 2923.791143 = -648313.162550 nChanged 3438 SP:Iteration 1F (2794.158817 sec): 3 clusters Score: Raw -653103.431981 + Penalty 2923.791143 = -650179.640838 nChanged 564 SP:Iteration 2F (2794.185024 sec): 3 clusters Score: Raw -653429.673161 + Penalty 2923.791143 = -650505.882018 nChanged 547 SP:Iteration 3F (2794.211038 sec): 3 clusters Score: Raw -653885.646287 + Penalty 2923.791143 = -650961.855144 nChanged 609 SP:Iteration 4F (2794.236903 sec): 3 clusters Score: Raw -654554.993580 + Penalty 2923.791143 = -651631.202437 nChanged 714 SP:Iteration 5F (2794.262799 sec): 3 clusters Score: Raw -655363.930915 + Penalty 2923.791143 = -652440.139772 nChanged 649 SP:Iteration 6F (2794.288923 sec): 3 clusters Score: Raw -656009.163862 + Penalty 2923.791143 = -653085.372719 nChanged 520 SP:Iteration 7F (2794.314982 sec): 3 clusters Score: Raw -656427.220605 + Penalty 2923.791143 = -653503.429462 nChanged 373 SP:Iteration 8Q (2794.340851 sec): 3 clusters Score: Raw -656678.285136 + Penalty 2923.791143 = -653754.493993 nChanged 258 SP:Iteration 9Q (2794.366257 sec): 3 clusters Score: Raw -656829.796310 + Penalty 2923.791143 = -653906.005168 nChanged 203 SP:Iteration 10Q (2794.391690 sec): 3 clusters Score: Raw -656949.710694 + Penalty 2923.791143 = -654025.919552 nChanged 175 SP:Iteration 11Q (2794.417140 sec): 3 clusters Score: Raw -657035.856630 + Penalty 2923.791143 = -654112.065487 nChanged 113 SP:Iteration 12Q (2794.442424 sec): 3 clusters Score: Raw -657086.954911 + Penalty 2923.791143 = -654163.163768 nChanged 117 SP:Iteration 13Q (2794.467669 sec): 3 clusters Score: Raw -657130.649003 + Penalty 2923.791143 = -654206.857860 nChanged 99 SP:Iteration 14Q (2794.493276 sec): 3 clusters Score: Raw -657159.800049 + Penalty 2923.791143 = -654236.008906 nChanged 70 SP:Iteration 15Q (2794.518854 sec): 3 clusters Score: Raw -657177.285888 + Penalty 2923.791143 = -654253.494745 nChanged 60 SP:Iteration 16Q (2794.544192 sec): 3 clusters Score: Raw -657193.437435 + Penalty 2923.791143 = -654269.646292 nChanged 63 SP:Iteration 17Q (2794.569641 sec): 3 clusters Score: Raw -657210.380730 + Penalty 2923.791143 = -654286.589587 nChanged 65 SP:Iteration 18Q (2794.594833 sec): 3 clusters Score: Raw -657225.924285 + Penalty 2923.791143 = -654302.133142 nChanged 59 SP:Iteration 19Q (2794.620130 sec): 3 clusters Score: Raw -657241.831646 + Penalty 2923.791143 = -654318.040503 nChanged 72 SP:Iteration 20F (2794.646249 sec): 3 clusters Score: Raw -657265.233913 + Penalty 2923.791143 = -654341.442770 nChanged 60 SP:Iteration 21Q (2794.671299 sec): 3 clusters Score: Raw -657280.196994 + Penalty 2923.791143 = -654356.405851 nChanged 42 SP:Iteration 22Q (2794.696406 sec): 3 clusters Score: Raw -657287.354694 + Penalty 2923.791143 = -654363.563551 nChanged 33 SP:Iteration 23Q (2794.721516 sec): 3 clusters Score: Raw -657292.750052 + Penalty 2923.791143 = -654368.958909 nChanged 31 SP:Iteration 24Q (2794.746779 sec): 3 clusters Score: Raw -657298.212121 + Penalty 2923.791143 = -654374.420978 nChanged 22 SP:Iteration 25Q (2794.771904 sec): 3 clusters Score: Raw -657302.297100 + Penalty 2923.791143 = -654378.505958 nChanged 21 SP:Iteration 26Q (2794.796963 sec): 3 clusters Score: Raw -657305.282847 + Penalty 2923.791143 = -654381.491705 nChanged 13 SP:Iteration 27Q (2794.821878 sec): 3 clusters Score: Raw -657307.552049 + Penalty 2923.791143 = -654383.760906 nChanged 14 SP:Iteration 28Q (2794.847102 sec): 3 clusters Score: Raw -657310.035644 + Penalty 2923.791143 = -654386.244501 nChanged 17 SP:Iteration 29Q (2794.872270 sec): 3 clusters Score: Raw -657313.610187 + Penalty 2923.791143 = -654389.819044 nChanged 25 SP:Iteration 30Q (2794.897438 sec): 3 clusters Score: Raw -657317.570706 + Penalty 2923.791143 = -654393.779563 nChanged 19 SP:Iteration 31Q (2794.922329 sec): 3 clusters Score: Raw -657320.599992 + Penalty 2923.791143 = -654396.808850 nChanged 25 SP:Iteration 32Q (2794.947600 sec): 3 clusters Score: Raw -657325.110961 + Penalty 2923.791143 = -654401.319818 nChanged 16 SP:Iteration 33Q (2794.972758 sec): 3 clusters Score: Raw -657327.921423 + Penalty 2923.791143 = -654404.130280 nChanged 13 SP:Iteration 34Q (2794.997702 sec): 3 clusters Score: Raw -657329.594838 + Penalty 2923.791143 = -654405.803696 nChanged 7 SP:Iteration 35Q (2795.022736 sec): 3 clusters Score: Raw -657330.795796 + Penalty 2923.791143 = -654407.004653 nChanged 3 SP:Iteration 36Q (2795.047755 sec): 3 clusters Score: Raw -657331.088089 + Penalty 2923.791143 = -654407.296947 nChanged 5 SP:Iteration 37Q (2795.072825 sec): 3 clusters Score: Raw -657331.618855 + Penalty 2923.791143 = -654407.827713 nChanged 2 SP:Iteration 38Q (2795.097951 sec): 3 clusters Score: Raw -657331.910246 + Penalty 2923.791143 = -654408.119103 nChanged 6 SP:Iteration 39Q (2795.123259 sec): 3 clusters Score: Raw -657332.520491 + Penalty 2923.791143 = -654408.729348 nChanged 6 SP:Iteration 40F (2795.149229 sec): 3 clusters Score: Raw -657333.217968 + Penalty 2923.791143 = -654409.426825 nChanged 6 SP:Iteration 41Q (2795.174320 sec): 3 clusters Score: Raw -657333.808699 + Penalty 2923.791143 = -654410.017557 nChanged 3 SP:Iteration 42Q (2795.199358 sec): 3 clusters Score: Raw -657333.969209 + Penalty 2923.791143 = -654410.178066 nChanged 3 SP:Iteration 43Q (2795.224175 sec): 3 clusters Score: Raw -657334.217791 + Penalty 2923.791143 = -654410.426648 nChanged 3 SP:Iteration 44Q (2795.249569 sec): 3 clusters Score: Raw -657334.515540 + Penalty 2923.791143 = -654410.724397 nChanged 2 SP:Iteration 45Q (2795.278024 sec): 3 clusters Score: Raw -657334.634696 + Penalty 2923.791143 = -654410.843553 nChanged 1 SP:Iteration 46Q (2795.302946 sec): 3 clusters Score: Raw -657334.814663 + Penalty 2923.791143 = -654411.023520 nChanged 0 SP:Iteration 47F (2795.329034 sec): 3 clusters Score: Raw -657334.814663 + Penalty 2923.791143 = -654411.023520 nChanged 0 Score: Raw -49145430.035006 + Penalty 88911.006508 = -49056519.028498 Splitting cluster 35 changes total score from -49057074.272171 to -49056519.028498 So it's not getting split. Trying to split cluster 36 (3199 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2811.898673 sec): 2 clusters Score: Raw -254148.645012 + Penalty 1311.471450 = -252837.173562 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2811.924606 sec): 3 clusters Score: Raw -252648.653330 + Penalty 2622.942900 = -250025.710429 nChanged 1196 SP:Iteration 1F (2811.940466 sec): 3 clusters Score: Raw -253380.782200 + Penalty 2622.942900 = -250757.839299 nChanged 254 SP:Iteration 2F (2811.956486 sec): 3 clusters Score: Raw -253578.005349 + Penalty 2622.942900 = -250955.062448 nChanged 197 SP:Iteration 3F (2811.972454 sec): 3 clusters Score: Raw -253714.252288 + Penalty 2622.942900 = -251091.309387 nChanged 170 SP:Iteration 4F (2811.988451 sec): 3 clusters Score: Raw -253819.000092 + Penalty 2622.942900 = -251196.057191 nChanged 130 SP:Iteration 5Q (2812.004213 sec): 3 clusters Score: Raw -253902.886276 + Penalty 2622.942900 = -251279.943375 nChanged 108 SP:Iteration 6Q (2812.020101 sec): 3 clusters Score: Raw -253976.428342 + Penalty 2622.942900 = -251353.485441 nChanged 103 SP:Iteration 7Q (2812.035936 sec): 3 clusters Score: Raw -254047.215081 + Penalty 2622.942900 = -251424.272181 nChanged 109 SP:Iteration 8Q (2812.051794 sec): 3 clusters Score: Raw -254130.066053 + Penalty 2622.942900 = -251507.123152 nChanged 109 SP:Iteration 9Q (2812.067655 sec): 3 clusters Score: Raw -254205.709144 + Penalty 2622.942900 = -251582.766244 nChanged 90 SP:Iteration 10Q (2812.083326 sec): 3 clusters Score: Raw -254268.305161 + Penalty 2622.942900 = -251645.362261 nChanged 92 SP:Iteration 11Q (2812.098937 sec): 3 clusters Score: Raw -254319.014059 + Penalty 2622.942900 = -251696.071158 nChanged 68 SP:Iteration 12Q (2812.114510 sec): 3 clusters Score: Raw -254358.966327 + Penalty 2622.942900 = -251736.023427 nChanged 58 SP:Iteration 13Q (2812.130116 sec): 3 clusters Score: Raw -254391.852670 + Penalty 2622.942900 = -251768.909770 nChanged 48 SP:Iteration 14Q (2812.145813 sec): 3 clusters Score: Raw -254420.715609 + Penalty 2622.942900 = -251797.772708 nChanged 45 SP:Iteration 15Q (2812.161382 sec): 3 clusters Score: Raw -254446.586309 + Penalty 2622.942900 = -251823.643408 nChanged 38 SP:Iteration 16Q (2812.177050 sec): 3 clusters Score: Raw -254468.208978 + Penalty 2622.942900 = -251845.266078 nChanged 23 SP:Iteration 17Q (2812.192725 sec): 3 clusters Score: Raw -254483.464961 + Penalty 2622.942900 = -251860.522061 nChanged 25 SP:Iteration 18Q (2812.208338 sec): 3 clusters Score: Raw -254497.040081 + Penalty 2622.942900 = -251874.097181 nChanged 23 SP:Iteration 19Q (2812.223975 sec): 3 clusters Score: Raw -254511.214460 + Penalty 2622.942900 = -251888.271559 nChanged 22 SP:Iteration 20F (2812.239654 sec): 3 clusters Score: Raw -254525.769666 + Penalty 2622.942900 = -251902.826766 nChanged 23 SP:Iteration 21Q (2812.255106 sec): 3 clusters Score: Raw -254539.764294 + Penalty 2622.942900 = -251916.821393 nChanged 17 SP:Iteration 22Q (2812.270627 sec): 3 clusters Score: Raw -254547.311312 + Penalty 2622.942900 = -251924.368411 nChanged 12 SP:Iteration 23Q (2812.286182 sec): 3 clusters Score: Raw -254552.446164 + Penalty 2622.942900 = -251929.503264 nChanged 13 SP:Iteration 24Q (2812.301718 sec): 3 clusters Score: Raw -254560.274295 + Penalty 2622.942900 = -251937.331395 nChanged 11 SP:Iteration 25Q (2812.317248 sec): 3 clusters Score: Raw -254565.715922 + Penalty 2622.942900 = -251942.773022 nChanged 11 SP:Iteration 26Q (2812.332747 sec): 3 clusters Score: Raw -254573.428433 + Penalty 2622.942900 = -251950.485533 nChanged 10 SP:Iteration 27Q (2812.348218 sec): 3 clusters Score: Raw -254579.190617 + Penalty 2622.942900 = -251956.247716 nChanged 11 SP:Iteration 28Q (2812.363683 sec): 3 clusters Score: Raw -254583.661815 + Penalty 2622.942900 = -251960.718914 nChanged 8 SP:Iteration 29Q (2812.379149 sec): 3 clusters Score: Raw -254586.615628 + Penalty 2622.942900 = -251963.672728 nChanged 3 SP:Iteration 30Q (2812.394562 sec): 3 clusters Score: Raw -254587.931283 + Penalty 2622.942900 = -251964.988382 nChanged 1 SP:Iteration 31Q (2812.409978 sec): 3 clusters Score: Raw -254588.276477 + Penalty 2622.942900 = -251965.333576 nChanged 3 SP:Iteration 32Q (2812.425378 sec): 3 clusters Score: Raw -254589.598395 + Penalty 2622.942900 = -251966.655494 nChanged 3 SP:Iteration 33Q (2812.440783 sec): 3 clusters Score: Raw -254590.963213 + Penalty 2622.942900 = -251968.020312 nChanged 1 SP:Iteration 34Q (2812.456165 sec): 3 clusters Score: Raw -254591.221252 + Penalty 2622.942900 = -251968.278351 nChanged 1 SP:Iteration 35Q (2812.471555 sec): 3 clusters Score: Raw -254591.809649 + Penalty 2622.942900 = -251968.866749 nChanged 0 SP:Iteration 36F (2812.487412 sec): 3 clusters Score: Raw -254591.809649 + Penalty 2622.942900 = -251968.866749 nChanged 0 Trying to split cluster 37 (1167 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2812.502397 sec): 2 clusters Score: Raw -86198.011829 + Penalty 1147.606140 = -85050.405689 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2812.509174 sec): 3 clusters Score: Raw -85814.999035 + Penalty 2295.212280 = -83519.786755 nChanged 377 SP:Iteration 1F (2812.515456 sec): 3 clusters Score: Raw -86135.681923 + Penalty 2295.212280 = -83840.469642 nChanged 114 SP:Iteration 2F (2812.521761 sec): 3 clusters Score: Raw -86280.670586 + Penalty 2295.212280 = -83985.458306 nChanged 67 SP:Iteration 3F (2812.528016 sec): 3 clusters Score: Raw -86355.929842 + Penalty 2295.212280 = -84060.717561 nChanged 45 SP:Iteration 4Q (2812.534247 sec): 3 clusters Score: Raw -86403.492566 + Penalty 2295.212280 = -84108.280285 nChanged 35 SP:Iteration 5Q (2812.540409 sec): 3 clusters Score: Raw -86437.545419 + Penalty 2295.212280 = -84142.333138 nChanged 33 SP:Iteration 6Q (2812.546595 sec): 3 clusters Score: Raw -86474.054084 + Penalty 2295.212280 = -84178.841803 nChanged 24 SP:Iteration 7Q (2812.552756 sec): 3 clusters Score: Raw -86495.388063 + Penalty 2295.212280 = -84200.175782 nChanged 16 SP:Iteration 8Q (2812.558913 sec): 3 clusters Score: Raw -86510.493536 + Penalty 2295.212280 = -84215.281255 nChanged 20 SP:Iteration 9Q (2812.565098 sec): 3 clusters Score: Raw -86531.075226 + Penalty 2295.212280 = -84235.862945 nChanged 10 SP:Iteration 10Q (2812.571243 sec): 3 clusters Score: Raw -86548.454239 + Penalty 2295.212280 = -84253.241958 nChanged 10 SP:Iteration 11Q (2812.577369 sec): 3 clusters Score: Raw -86557.089008 + Penalty 2295.212280 = -84261.876728 nChanged 6 SP:Iteration 12Q (2812.583431 sec): 3 clusters Score: Raw -86561.590815 + Penalty 2295.212280 = -84266.378535 nChanged 5 SP:Iteration 13Q (2812.589502 sec): 3 clusters Score: Raw -86565.847381 + Penalty 2295.212280 = -84270.635100 nChanged 4 SP:Iteration 14Q (2812.595584 sec): 3 clusters Score: Raw -86569.419041 + Penalty 2295.212280 = -84274.206760 nChanged 6 SP:Iteration 15Q (2812.601705 sec): 3 clusters Score: Raw -86574.244392 + Penalty 2295.212280 = -84279.032111 nChanged 5 SP:Iteration 16Q (2812.607792 sec): 3 clusters Score: Raw -86579.152261 + Penalty 2295.212280 = -84283.939980 nChanged 2 SP:Iteration 17Q (2812.613864 sec): 3 clusters Score: Raw -86581.889787 + Penalty 2295.212280 = -84286.677507 nChanged 4 SP:Iteration 18Q (2812.619968 sec): 3 clusters Score: Raw -86590.000459 + Penalty 2295.212280 = -84294.788179 nChanged 6 SP:Iteration 19Q (2812.626068 sec): 3 clusters Score: Raw -86598.160957 + Penalty 2295.212280 = -84302.948676 nChanged 5 SP:Iteration 20F (2812.632254 sec): 3 clusters Score: Raw -86605.440993 + Penalty 2295.212280 = -84310.228712 nChanged 3 SP:Iteration 21Q (2812.638327 sec): 3 clusters Score: Raw -86607.728380 + Penalty 2295.212280 = -84312.516100 nChanged 1 SP:Iteration 22Q (2812.644374 sec): 3 clusters Score: Raw -86609.074778 + Penalty 2295.212280 = -84313.862498 nChanged 2 SP:Iteration 23Q (2812.650459 sec): 3 clusters Score: Raw -86612.558279 + Penalty 2295.212280 = -84317.345999 nChanged 2 SP:Iteration 24Q (2812.656534 sec): 3 clusters Score: Raw -86615.814655 + Penalty 2295.212280 = -84320.602375 nChanged 3 SP:Iteration 25Q (2812.662641 sec): 3 clusters Score: Raw -86617.723610 + Penalty 2295.212280 = -84322.511330 nChanged 2 SP:Iteration 26Q (2812.668655 sec): 3 clusters Score: Raw -86619.334973 + Penalty 2295.212280 = -84324.122692 nChanged 1 SP:Iteration 27Q (2812.674715 sec): 3 clusters Score: Raw -86619.664974 + Penalty 2295.212280 = -84324.452694 nChanged 0 SP:Iteration 28F (2812.680897 sec): 3 clusters Score: Raw -86619.664974 + Penalty 2295.212280 = -84324.452694 nChanged 0 Trying to split cluster 38 (3788 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2812.698570 sec): 2 clusters Score: Raw -301747.012883 + Penalty 1338.933936 = -300408.078947 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2812.718458 sec): 3 clusters Score: Raw -299922.621341 + Penalty 2677.867873 = -297244.753469 nChanged 1434 SP:Iteration 1F (2812.737256 sec): 3 clusters Score: Raw -300670.211906 + Penalty 2677.867873 = -297992.344034 nChanged 260 SP:Iteration 2F (2812.756092 sec): 3 clusters Score: Raw -300812.908128 + Penalty 2677.867873 = -298135.040256 nChanged 183 SP:Iteration 3Q (2812.774706 sec): 3 clusters Score: Raw -300915.972374 + Penalty 2677.867873 = -298238.104502 nChanged 158 SP:Iteration 4Q (2812.793539 sec): 3 clusters Score: Raw -300997.761537 + Penalty 2677.867873 = -298319.893664 nChanged 131 SP:Iteration 5Q (2812.848898 sec): 3 clusters Score: Raw -301061.107109 + Penalty 2677.867873 = -298383.239237 nChanged 122 SP:Iteration 6Q (2812.894656 sec): 3 clusters Score: Raw -301119.213254 + Penalty 2677.867873 = -298441.345381 nChanged 103 SP:Iteration 7Q (2812.914576 sec): 3 clusters Score: Raw -301174.016299 + Penalty 2677.867873 = -298496.148426 nChanged 113 SP:Iteration 8Q (2812.933364 sec): 3 clusters Score: Raw -301219.904040 + Penalty 2677.867873 = -298542.036167 nChanged 78 SP:Iteration 9Q (2812.956560 sec): 3 clusters Score: Raw -301250.855179 + Penalty 2677.867873 = -298572.987306 nChanged 74 SP:Iteration 10Q (2812.977577 sec): 3 clusters Score: Raw -301281.582711 + Penalty 2677.867873 = -298603.714839 nChanged 69 SP:Iteration 11Q (2812.996335 sec): 3 clusters Score: Raw -301308.344348 + Penalty 2677.867873 = -298630.476476 nChanged 53 SP:Iteration 12Q (2813.015127 sec): 3 clusters Score: Raw -301326.216910 + Penalty 2677.867873 = -298648.349037 nChanged 58 SP:Iteration 13Q (2813.033958 sec): 3 clusters Score: Raw -301345.864320 + Penalty 2677.867873 = -298667.996447 nChanged 49 SP:Iteration 14Q (2813.052230 sec): 3 clusters Score: Raw -301364.232085 + Penalty 2677.867873 = -298686.364213 nChanged 44 SP:Iteration 15Q (2813.071127 sec): 3 clusters Score: Raw -301381.552573 + Penalty 2677.867873 = -298703.684701 nChanged 47 SP:Iteration 16Q (2813.089878 sec): 3 clusters Score: Raw -301399.186943 + Penalty 2677.867873 = -298721.319070 nChanged 52 SP:Iteration 17Q (2813.108843 sec): 3 clusters Score: Raw -301417.568477 + Penalty 2677.867873 = -298739.700605 nChanged 40 SP:Iteration 18Q (2813.164327 sec): 3 clusters Score: Raw -301430.684001 + Penalty 2677.867873 = -298752.816128 nChanged 32 SP:Iteration 19Q (2813.193607 sec): 3 clusters Score: Raw -301439.594261 + Penalty 2677.867873 = -298761.726388 nChanged 27 SP:Iteration 20F (2813.212532 sec): 3 clusters Score: Raw -301448.356911 + Penalty 2677.867873 = -298770.489039 nChanged 27 SP:Iteration 21Q (2813.231470 sec): 3 clusters Score: Raw -301460.176597 + Penalty 2677.867873 = -298782.308725 nChanged 35 SP:Iteration 22Q (2813.250215 sec): 3 clusters Score: Raw -301471.800807 + Penalty 2677.867873 = -298793.932935 nChanged 25 SP:Iteration 23Q (2813.268952 sec): 3 clusters Score: Raw -301482.062472 + Penalty 2677.867873 = -298804.194599 nChanged 27 SP:Iteration 24Q (2813.287781 sec): 3 clusters Score: Raw -301490.360223 + Penalty 2677.867873 = -298812.492350 nChanged 17 SP:Iteration 25Q (2813.306544 sec): 3 clusters Score: Raw -301494.914818 + Penalty 2677.867873 = -298817.046945 nChanged 17 SP:Iteration 26Q (2813.325177 sec): 3 clusters Score: Raw -301499.905291 + Penalty 2677.867873 = -298822.037418 nChanged 14 SP:Iteration 27Q (2813.343955 sec): 3 clusters Score: Raw -301504.338320 + Penalty 2677.867873 = -298826.470448 nChanged 16 SP:Iteration 28Q (2813.362694 sec): 3 clusters Score: Raw -301508.898909 + Penalty 2677.867873 = -298831.031036 nChanged 8 SP:Iteration 29Q (2813.381628 sec): 3 clusters Score: Raw -301511.351578 + Penalty 2677.867873 = -298833.483706 nChanged 7 SP:Iteration 30Q (2813.400373 sec): 3 clusters Score: Raw -301512.850712 + Penalty 2677.867873 = -298834.982839 nChanged 6 SP:Iteration 31Q (2813.418934 sec): 3 clusters Score: Raw -301514.014787 + Penalty 2677.867873 = -298836.146914 nChanged 4 SP:Iteration 32Q (2813.437672 sec): 3 clusters Score: Raw -301514.937010 + Penalty 2677.867873 = -298837.069137 nChanged 1 SP:Iteration 33Q (2813.456406 sec): 3 clusters Score: Raw -301515.172715 + Penalty 2677.867873 = -298837.304843 nChanged 1 SP:Iteration 34Q (2813.475300 sec): 3 clusters Score: Raw -301515.315117 + Penalty 2677.867873 = -298837.447244 nChanged 1 SP:Iteration 35Q (2813.494004 sec): 3 clusters Score: Raw -301515.616024 + Penalty 2677.867873 = -298837.748151 nChanged 2 SP:Iteration 36Q (2813.512742 sec): 3 clusters Score: Raw -301515.986311 + Penalty 2677.867873 = -298838.118438 nChanged 1 SP:Iteration 37Q (2813.531482 sec): 3 clusters Score: Raw -301516.150016 + Penalty 2677.867873 = -298838.282143 nChanged 0 SP:Iteration 38F (2813.550110 sec): 3 clusters Score: Raw -301516.150016 + Penalty 2677.867873 = -298838.282143 nChanged 0 Trying to split cluster 39 (2496 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2813.566257 sec): 2 clusters Score: Raw -210205.969894 + Penalty 1271.147269 = -208934.822625 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2813.579772 sec): 3 clusters Score: Raw -209043.185869 + Penalty 2542.294537 = -206500.891332 nChanged 948 SP:Iteration 1F (2813.592310 sec): 3 clusters Score: Raw -209564.856075 + Penalty 2542.294537 = -207022.561538 nChanged 191 SP:Iteration 2F (2813.604952 sec): 3 clusters Score: Raw -209698.303516 + Penalty 2542.294537 = -207156.008979 nChanged 150 SP:Iteration 3F (2813.617632 sec): 3 clusters Score: Raw -209775.583195 + Penalty 2542.294537 = -207233.288658 nChanged 78 SP:Iteration 4Q (2813.630343 sec): 3 clusters Score: Raw -209819.131340 + Penalty 2542.294537 = -207276.836803 nChanged 63 SP:Iteration 5Q (2813.642976 sec): 3 clusters Score: Raw -209855.941539 + Penalty 2542.294537 = -207313.647001 nChanged 50 SP:Iteration 6Q (2813.655672 sec): 3 clusters Score: Raw -209881.956964 + Penalty 2542.294537 = -207339.662427 nChanged 38 SP:Iteration 7Q (2813.668397 sec): 3 clusters Score: Raw -209901.113091 + Penalty 2542.294537 = -207358.818554 nChanged 38 SP:Iteration 8Q (2813.681075 sec): 3 clusters Score: Raw -209917.089272 + Penalty 2542.294537 = -207374.794735 nChanged 34 SP:Iteration 9Q (2813.693782 sec): 3 clusters Score: Raw -209935.890410 + Penalty 2542.294537 = -207393.595873 nChanged 35 SP:Iteration 10Q (2813.706346 sec): 3 clusters Score: Raw -209953.325952 + Penalty 2542.294537 = -207411.031415 nChanged 31 SP:Iteration 11Q (2813.719022 sec): 3 clusters Score: Raw -209968.754642 + Penalty 2542.294537 = -207426.460105 nChanged 24 SP:Iteration 12Q (2813.731614 sec): 3 clusters Score: Raw -209977.508793 + Penalty 2542.294537 = -207435.214256 nChanged 14 SP:Iteration 13Q (2813.744163 sec): 3 clusters Score: Raw -209982.676487 + Penalty 2542.294537 = -207440.381950 nChanged 18 SP:Iteration 14Q (2813.756862 sec): 3 clusters Score: Raw -209990.690455 + Penalty 2542.294537 = -207448.395918 nChanged 23 SP:Iteration 15Q (2813.769387 sec): 3 clusters Score: Raw -209999.247106 + Penalty 2542.294537 = -207456.952569 nChanged 25 SP:Iteration 16Q (2813.782057 sec): 3 clusters Score: Raw -210008.590260 + Penalty 2542.294537 = -207466.295723 nChanged 16 SP:Iteration 17Q (2813.794607 sec): 3 clusters Score: Raw -210014.461278 + Penalty 2542.294537 = -207472.166741 nChanged 15 SP:Iteration 18Q (2813.807159 sec): 3 clusters Score: Raw -210021.387880 + Penalty 2542.294537 = -207479.093343 nChanged 25 SP:Iteration 19Q (2813.819839 sec): 3 clusters Score: Raw -210032.301281 + Penalty 2542.294537 = -207490.006744 nChanged 13 SP:Iteration 20F (2813.832519 sec): 3 clusters Score: Raw -210037.267055 + Penalty 2542.294537 = -207494.972517 nChanged 23 SP:Iteration 21Q (2813.845184 sec): 3 clusters Score: Raw -210046.224973 + Penalty 2542.294537 = -207503.930436 nChanged 27 SP:Iteration 22Q (2813.857754 sec): 3 clusters Score: Raw -210058.140091 + Penalty 2542.294537 = -207515.845554 nChanged 28 SP:Iteration 23Q (2813.870354 sec): 3 clusters Score: Raw -210071.099913 + Penalty 2542.294537 = -207528.805376 nChanged 25 SP:Iteration 24Q (2813.882904 sec): 3 clusters Score: Raw -210082.126863 + Penalty 2542.294537 = -207539.832326 nChanged 20 SP:Iteration 25Q (2813.895596 sec): 3 clusters Score: Raw -210088.693753 + Penalty 2542.294537 = -207546.399215 nChanged 21 SP:Iteration 26Q (2813.908150 sec): 3 clusters Score: Raw -210098.538226 + Penalty 2542.294537 = -207556.243688 nChanged 22 SP:Iteration 27Q (2813.920843 sec): 3 clusters Score: Raw -210109.968767 + Penalty 2542.294537 = -207567.674230 nChanged 30 SP:Iteration 28Q (2813.933403 sec): 3 clusters Score: Raw -210123.771561 + Penalty 2542.294537 = -207581.477024 nChanged 33 SP:Iteration 29Q (2813.946046 sec): 3 clusters Score: Raw -210139.596804 + Penalty 2542.294537 = -207597.302267 nChanged 29 SP:Iteration 30Q (2813.958699 sec): 3 clusters Score: Raw -210151.334594 + Penalty 2542.294537 = -207609.040057 nChanged 19 SP:Iteration 31Q (2813.971342 sec): 3 clusters Score: Raw -210160.441785 + Penalty 2542.294537 = -207618.147248 nChanged 19 SP:Iteration 32Q (2813.984044 sec): 3 clusters Score: Raw -210168.416071 + Penalty 2542.294537 = -207626.121534 nChanged 11 SP:Iteration 33Q (2813.996691 sec): 3 clusters Score: Raw -210171.760020 + Penalty 2542.294537 = -207629.465483 nChanged 8 SP:Iteration 34Q (2814.009230 sec): 3 clusters Score: Raw -210174.259159 + Penalty 2542.294537 = -207631.964622 nChanged 10 SP:Iteration 35Q (2814.021894 sec): 3 clusters Score: Raw -210178.297041 + Penalty 2542.294537 = -207636.002504 nChanged 3 SP:Iteration 36Q (2814.034594 sec): 3 clusters Score: Raw -210180.040069 + Penalty 2542.294537 = -207637.745532 nChanged 4 SP:Iteration 37Q (2814.047259 sec): 3 clusters Score: Raw -210182.245369 + Penalty 2542.294537 = -207639.950832 nChanged 2 SP:Iteration 38Q (2814.059940 sec): 3 clusters Score: Raw -210182.873833 + Penalty 2542.294537 = -207640.579296 nChanged 1 SP:Iteration 39Q (2814.072586 sec): 3 clusters Score: Raw -210183.594111 + Penalty 2542.294537 = -207641.299574 nChanged 2 SP:Iteration 40F (2814.085224 sec): 3 clusters Score: Raw -210184.555134 + Penalty 2542.294537 = -207642.260596 nChanged 5 SP:Iteration 41Q (2814.097885 sec): 3 clusters Score: Raw -210186.301533 + Penalty 2542.294537 = -207644.006996 nChanged 8 SP:Iteration 42Q (2814.110596 sec): 3 clusters Score: Raw -210189.131624 + Penalty 2542.294537 = -207646.837087 nChanged 4 SP:Iteration 43Q (2814.123230 sec): 3 clusters Score: Raw -210190.423132 + Penalty 2542.294537 = -207648.128595 nChanged 3 SP:Iteration 44Q (2814.135894 sec): 3 clusters Score: Raw -210191.442636 + Penalty 2542.294537 = -207649.148099 nChanged 2 SP:Iteration 45Q (2814.148520 sec): 3 clusters Score: Raw -210192.489769 + Penalty 2542.294537 = -207650.195232 nChanged 4 SP:Iteration 46Q (2814.161163 sec): 3 clusters Score: Raw -210194.233473 + Penalty 2542.294537 = -207651.938936 nChanged 7 SP:Iteration 47Q (2814.173876 sec): 3 clusters Score: Raw -210197.715455 + Penalty 2542.294537 = -207655.420918 nChanged 6 SP:Iteration 48Q (2814.186444 sec): 3 clusters Score: Raw -210200.586734 + Penalty 2542.294537 = -207658.292197 nChanged 6 SP:Iteration 49Q (2814.199118 sec): 3 clusters Score: Raw -210203.318369 + Penalty 2542.294537 = -207661.023832 nChanged 6 SP:Iteration 50Q (2814.211703 sec): 3 clusters Score: Raw -210207.741836 + Penalty 2542.294537 = -207665.447299 nChanged 6 SP:Iteration 51Q (2814.224323 sec): 3 clusters Score: Raw -210209.973831 + Penalty 2542.294537 = -207667.679294 nChanged 3 SP:Iteration 52Q (2814.236997 sec): 3 clusters Score: Raw -210210.877624 + Penalty 2542.294537 = -207668.583087 nChanged 3 SP:Iteration 53Q (2814.249556 sec): 3 clusters Score: Raw -210211.797137 + Penalty 2542.294537 = -207669.502600 nChanged 2 SP:Iteration 54Q (2814.262206 sec): 3 clusters Score: Raw -210212.324223 + Penalty 2542.294537 = -207670.029685 nChanged 2 SP:Iteration 55Q (2814.274861 sec): 3 clusters Score: Raw -210213.179572 + Penalty 2542.294537 = -207670.885035 nChanged 1 SP:Iteration 56Q (2814.287401 sec): 3 clusters Score: Raw -210214.023123 + Penalty 2542.294537 = -207671.728586 nChanged 2 SP:Iteration 57Q (2814.299966 sec): 3 clusters Score: Raw -210214.722553 + Penalty 2542.294537 = -207672.428016 nChanged 0 SP:Iteration 58F (2814.312625 sec): 3 clusters Score: Raw -210214.722553 + Penalty 2542.294537 = -207672.428016 nChanged 0 Trying to split cluster 40 (5444 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2814.331823 sec): 2 clusters Score: Raw -446052.661981 + Penalty 1397.868772 = -444654.793209 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2814.353962 sec): 3 clusters Score: Raw -443167.798190 + Penalty 2795.737543 = -440372.060647 nChanged 2199 SP:Iteration 1F (2814.375993 sec): 3 clusters Score: Raw -444457.133460 + Penalty 2795.737543 = -441661.395917 nChanged 444 SP:Iteration 2F (2814.398058 sec): 3 clusters Score: Raw -444775.566384 + Penalty 2795.737543 = -441979.828840 nChanged 368 SP:Iteration 3F (2814.419977 sec): 3 clusters Score: Raw -445079.133184 + Penalty 2795.737543 = -442283.395641 nChanged 367 SP:Iteration 4F (2814.441968 sec): 3 clusters Score: Raw -445434.243595 + Penalty 2795.737543 = -442638.506052 nChanged 356 SP:Iteration 5F (2814.464057 sec): 3 clusters Score: Raw -445835.619945 + Penalty 2795.737543 = -443039.882402 nChanged 362 SP:Iteration 6F (2814.486194 sec): 3 clusters Score: Raw -446216.870436 + Penalty 2795.737543 = -443421.132893 nChanged 313 SP:Iteration 7F (2814.508202 sec): 3 clusters Score: Raw -446509.650340 + Penalty 2795.737543 = -443713.912796 nChanged 249 SP:Iteration 8Q (2814.529975 sec): 3 clusters Score: Raw -446719.732442 + Penalty 2795.737543 = -443923.994899 nChanged 188 SP:Iteration 9Q (2814.551718 sec): 3 clusters Score: Raw -446864.305847 + Penalty 2795.737543 = -444068.568304 nChanged 162 SP:Iteration 10Q (2814.573369 sec): 3 clusters Score: Raw -446968.510242 + Penalty 2795.737543 = -444172.772699 nChanged 105 SP:Iteration 11Q (2814.594882 sec): 3 clusters Score: Raw -447028.425469 + Penalty 2795.737543 = -444232.687926 nChanged 83 SP:Iteration 12Q (2814.616245 sec): 3 clusters Score: Raw -447071.875786 + Penalty 2795.737543 = -444276.138243 nChanged 57 SP:Iteration 13Q (2814.637545 sec): 3 clusters Score: Raw -447093.961148 + Penalty 2795.737543 = -444298.223605 nChanged 35 SP:Iteration 14Q (2814.658865 sec): 3 clusters Score: Raw -447104.803164 + Penalty 2795.737543 = -444309.065621 nChanged 24 SP:Iteration 15Q (2814.680184 sec): 3 clusters Score: Raw -447111.084404 + Penalty 2795.737543 = -444315.346860 nChanged 13 SP:Iteration 16Q (2814.701600 sec): 3 clusters Score: Raw -447115.329619 + Penalty 2795.737543 = -444319.592076 nChanged 12 SP:Iteration 17Q (2814.722575 sec): 3 clusters Score: Raw -447118.247356 + Penalty 2795.737543 = -444322.509812 nChanged 15 SP:Iteration 18Q (2814.743799 sec): 3 clusters Score: Raw -447123.135894 + Penalty 2795.737543 = -444327.398351 nChanged 13 SP:Iteration 19Q (2814.765027 sec): 3 clusters Score: Raw -447126.197396 + Penalty 2795.737543 = -444330.459852 nChanged 2 SP:Iteration 20F (2814.787037 sec): 3 clusters Score: Raw -447126.410924 + Penalty 2795.737543 = -444330.673381 nChanged 1 SP:Iteration 21Q (2814.807958 sec): 3 clusters Score: Raw -447126.670152 + Penalty 2795.737543 = -444330.932609 nChanged 2 SP:Iteration 22Q (2814.829213 sec): 3 clusters Score: Raw -447127.092624 + Penalty 2795.737543 = -444331.355080 nChanged 2 SP:Iteration 23Q (2814.850625 sec): 3 clusters Score: Raw -447127.631578 + Penalty 2795.737543 = -444331.894034 nChanged 0 SP:Iteration 24F (2814.872761 sec): 3 clusters Score: Raw -447127.631578 + Penalty 2795.737543 = -444331.894034 nChanged 0 Time taken for this iteration:2808.678482 seconds. 20->41 Clusters: Score -49057074.272171, best is 100000000000000005366162204393472.000000 THE BEST YET! Starting from 21 clusters... ------ Clustering full data set of 624678 points ------ SP: Assigned 21 initial classes randomly. Deleting Class 2 (9252 points): Lose 320.901924 but Gain 2168.561134 Iteration 0F (2823.203012 sec): 20 clusters Score: Raw -44193065.836450 + Penalty 41202.661553 = -44151863.174898 nChanged 590157 Iteration 1F (2831.080563 sec): 20 clusters Score: Raw -46980103.231542 + Penalty 41202.661553 = -46938900.569989 nChanged 254142 Iteration 2F (2838.881355 sec): 20 clusters Score: Raw -47750365.360143 + Penalty 41202.661553 = -47709162.698591 nChanged 188495 Iteration 3F (2846.753793 sec): 20 clusters Score: Raw -48200974.468727 + Penalty 41202.661553 = -48159771.807175 nChanged 122330 Iteration 4F (2854.515368 sec): 20 clusters Score: Raw -48399112.035555 + Penalty 41202.661553 = -48357909.374002 nChanged 86096 Iteration 5F (2862.361205 sec): 20 clusters Score: Raw -48511510.704380 + Penalty 41202.661553 = -48470308.042828 nChanged 66336 Iteration 6F (2870.126063 sec): 20 clusters Score: Raw -48580475.674835 + Penalty 41202.661553 = -48539273.013282 nChanged 52448 Iteration 7F (2878.022424 sec): 20 clusters Score: Raw -48628892.736677 + Penalty 41202.661553 = -48587690.075125 nChanged 43850 Iteration 8F (2885.808095 sec): 20 clusters Score: Raw -48673315.375368 + Penalty 41202.661553 = -48632112.713815 nChanged 40139 Iteration 9F (2893.647196 sec): 20 clusters Score: Raw -48722155.757797 + Penalty 41202.661553 = -48680953.096245 nChanged 37809 Iteration 10F (2901.412671 sec): 20 clusters Score: Raw -48774143.797266 + Penalty 41202.661553 = -48732941.135713 nChanged 30953 Iteration 11Q (2905.402799 sec): 20 clusters Score: Raw -48807675.482525 + Penalty 41202.661553 = -48766472.820972 nChanged 24103 Iteration 12Q (2909.258172 sec): 20 clusters Score: Raw -48828930.435532 + Penalty 41202.661553 = -48787727.773979 nChanged 20538 Iteration 13Q (2913.121858 sec): 20 clusters Score: Raw -48856400.443550 + Penalty 41202.661553 = -48815197.781997 nChanged 19484 Iteration 14Q (2916.865233 sec): 20 clusters Score: Raw -48915301.275754 + Penalty 41202.661553 = -48874098.614202 nChanged 13846 Iteration 15Q (2920.566433 sec): 20 clusters Score: Raw -48946713.711060 + Penalty 41202.661553 = -48905511.049507 nChanged 10558 Iteration 16Q (2924.160211 sec): 20 clusters Score: Raw -48956794.323191 + Penalty 41202.661553 = -48915591.661638 nChanged 8191 Iteration 17Q (2927.825151 sec): 20 clusters Score: Raw -48963159.537417 + Penalty 41202.661553 = -48921956.875864 nChanged 6480 Iteration 18Q (2931.397496 sec): 20 clusters Score: Raw -48966855.035183 + Penalty 41202.661553 = -48925652.373630 nChanged 5312 Iteration 19Q (2934.987353 sec): 20 clusters Score: Raw -48969307.639231 + Penalty 41202.661553 = -48928104.977678 nChanged 4561 Writing temp clu file Because OldScore, -48925652.373630, is greater than current (better) Score,-48928104.977678 Compute initial score before splitting: Score: Raw -48969307.639231 + Penalty 41202.661553 = -48928104.977678 Trying to split cluster 1 (13656 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2935.120150 sec): 2 clusters Score: Raw -1062348.218830 + Penalty 1547.314318 = -1060800.904512 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2935.155661 sec): 3 clusters Score: Raw -1054441.893818 + Penalty 3094.628636 = -1051347.265182 nChanged 6124 SP:Iteration 1F (2935.190130 sec): 3 clusters Score: Raw -1059674.065352 + Penalty 3094.628636 = -1056579.436716 nChanged 1647 SP:Iteration 2F (2935.224476 sec): 3 clusters Score: Raw -1063176.076479 + Penalty 3094.628636 = -1060081.447843 nChanged 1834 SP:Iteration 3F (2935.258669 sec): 3 clusters Score: Raw -1068255.615837 + Penalty 3094.628636 = -1065160.987201 nChanged 1185 SP:Iteration 4F (2935.293083 sec): 3 clusters Score: Raw -1073188.890998 + Penalty 3094.628636 = -1070094.262362 nChanged 948 SP:Iteration 5F (2935.327285 sec): 3 clusters Score: Raw -1075161.746200 + Penalty 3094.628636 = -1072067.117564 nChanged 720 SP:Iteration 6F (2935.361556 sec): 3 clusters Score: Raw -1075904.168682 + Penalty 3094.628636 = -1072809.540046 nChanged 501 SP:Iteration 7Q (2935.393023 sec): 3 clusters Score: Raw -1076493.212161 + Penalty 3094.628636 = -1073398.583525 nChanged 397 SP:Iteration 8Q (2935.424059 sec): 3 clusters Score: Raw -1076953.557082 + Penalty 3094.628636 = -1073858.928446 nChanged 302 SP:Iteration 9Q (2935.455043 sec): 3 clusters Score: Raw -1077283.353725 + Penalty 3094.628636 = -1074188.725089 nChanged 249 SP:Iteration 10Q (2935.485638 sec): 3 clusters Score: Raw -1077602.620805 + Penalty 3094.628636 = -1074507.992169 nChanged 206 SP:Iteration 11Q (2935.515997 sec): 3 clusters Score: Raw -1077907.619294 + Penalty 3094.628636 = -1074812.990658 nChanged 154 SP:Iteration 12Q (2935.545651 sec): 3 clusters Score: Raw -1078171.930183 + Penalty 3094.628636 = -1075077.301547 nChanged 107 SP:Iteration 13Q (2935.574880 sec): 3 clusters Score: Raw -1078385.782317 + Penalty 3094.628636 = -1075291.153681 nChanged 85 SP:Iteration 14Q (2935.603834 sec): 3 clusters Score: Raw -1078641.081196 + Penalty 3094.628636 = -1075546.452560 nChanged 70 SP:Iteration 15Q (2935.655993 sec): 3 clusters Score: Raw -1078888.413219 + Penalty 3094.628636 = -1075793.784583 nChanged 44 SP:Iteration 16Q (2935.684363 sec): 3 clusters Score: Raw -1079203.368520 + Penalty 3094.628636 = -1076108.739884 nChanged 51 SP:Iteration 17Q (2935.712997 sec): 3 clusters Score: Raw -1079557.978973 + Penalty 3094.628636 = -1076463.350338 nChanged 34 SP:Iteration 18Q (2935.741563 sec): 3 clusters Score: Raw -1080018.188510 + Penalty 3094.628636 = -1076923.559874 nChanged 26 SP:Iteration 19Q (2935.770140 sec): 3 clusters Score: Raw -1080490.330881 + Penalty 3094.628636 = -1077395.702245 nChanged 19 SP:Iteration 20F (2935.804373 sec): 3 clusters Score: Raw -1080858.240694 + Penalty 3094.628636 = -1077763.612058 nChanged 20 SP:Iteration 21Q (2935.833025 sec): 3 clusters Score: Raw -1080960.791179 + Penalty 3094.628636 = -1077866.162543 nChanged 6 SP:Iteration 22Q (2935.861352 sec): 3 clusters Score: Raw -1080970.703813 + Penalty 3094.628636 = -1077876.075177 nChanged 2 SP:Iteration 23Q (2935.889811 sec): 3 clusters Score: Raw -1080972.972735 + Penalty 3094.628636 = -1077878.344100 nChanged 1 SP:Iteration 24Q (2935.918387 sec): 3 clusters Score: Raw -1080973.912028 + Penalty 3094.628636 = -1077879.283392 nChanged 1 SP:Iteration 25Q (2935.946730 sec): 3 clusters Score: Raw -1080974.920539 + Penalty 3094.628636 = -1077880.291903 nChanged 1 SP:Iteration 26Q (2935.975112 sec): 3 clusters Score: Raw -1080975.370871 + Penalty 3094.628636 = -1077880.742235 nChanged 0 SP:Iteration 27F (2936.009269 sec): 3 clusters Score: Raw -1080975.370871 + Penalty 3094.628636 = -1077880.742235 nChanged 0 Score: Raw -48988854.895257 + Penalty 43371.222687 = -48945483.672570 Splitting cluster 1 changes total score from -48928104.977678 to -48945483.672570 So it's getting split into cluster 2. Trying to split cluster 3 (68174 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2944.275316 sec): 2 clusters Score: Raw -5659355.516985 + Penalty 1808.595513 = -5657546.921472 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2944.398560 sec): 3 clusters Score: Raw -5615584.100305 + Penalty 3617.191025 = -5611966.909280 nChanged 32328 SP:Iteration 1F (2944.519344 sec): 3 clusters Score: Raw -5636068.605487 + Penalty 3617.191025 = -5632451.414462 nChanged 4652 SP:Iteration 2F (2944.640004 sec): 3 clusters Score: Raw -5639181.690478 + Penalty 3617.191025 = -5635564.499453 nChanged 4849 SP:Iteration 3F (2944.760685 sec): 3 clusters Score: Raw -5642711.538517 + Penalty 3617.191025 = -5639094.347492 nChanged 4716 SP:Iteration 4F (2944.881329 sec): 3 clusters Score: Raw -5646031.670649 + Penalty 3617.191025 = -5642414.479624 nChanged 4181 SP:Iteration 5F (2945.001627 sec): 3 clusters Score: Raw -5648975.582238 + Penalty 3617.191025 = -5645358.391213 nChanged 3617 SP:Iteration 6F (2945.122232 sec): 3 clusters Score: Raw -5651731.585587 + Penalty 3617.191025 = -5648114.394561 nChanged 3255 SP:Iteration 7Q (2945.244914 sec): 3 clusters Score: Raw -5654200.198006 + Penalty 3617.191025 = -5650583.006981 nChanged 2676 SP:Iteration 8Q (2945.365324 sec): 3 clusters Score: Raw -5655995.677892 + Penalty 3617.191025 = -5652378.486867 nChanged 2052 SP:Iteration 9Q (2945.483145 sec): 3 clusters Score: Raw -5657077.015211 + Penalty 3617.191025 = -5653459.824186 nChanged 1458 SP:Iteration 10Q (2945.598968 sec): 3 clusters Score: Raw -5657739.124944 + Penalty 3617.191025 = -5654121.933919 nChanged 1176 SP:Iteration 11Q (2945.713606 sec): 3 clusters Score: Raw -5658213.330817 + Penalty 3617.191025 = -5654596.139792 nChanged 976 SP:Iteration 12Q (2945.827185 sec): 3 clusters Score: Raw -5658579.485089 + Penalty 3617.191025 = -5654962.294064 nChanged 866 SP:Iteration 13Q (2945.946290 sec): 3 clusters Score: Raw -5658894.752326 + Penalty 3617.191025 = -5655277.561301 nChanged 805 SP:Iteration 14Q (2946.093750 sec): 3 clusters Score: Raw -5659144.727149 + Penalty 3617.191025 = -5655527.536123 nChanged 679 SP:Iteration 15Q (2946.207911 sec): 3 clusters Score: Raw -5659335.848070 + Penalty 3617.191025 = -5655718.657045 nChanged 617 SP:Iteration 16Q (2946.320991 sec): 3 clusters Score: Raw -5659484.044592 + Penalty 3617.191025 = -5655866.853566 nChanged 498 SP:Iteration 17Q (2946.432719 sec): 3 clusters Score: Raw -5659599.260261 + Penalty 3617.191025 = -5655982.069236 nChanged 434 SP:Iteration 18Q (2946.544130 sec): 3 clusters Score: Raw -5659689.011579 + Penalty 3617.191025 = -5656071.820554 nChanged 393 SP:Iteration 19Q (2946.655038 sec): 3 clusters Score: Raw -5659772.342943 + Penalty 3617.191025 = -5656155.151918 nChanged 383 SP:Iteration 20F (2946.775566 sec): 3 clusters Score: Raw -5659848.789412 + Penalty 3617.191025 = -5656231.598387 nChanged 354 SP:Iteration 21Q (2946.914816 sec): 3 clusters Score: Raw -5659913.841511 + Penalty 3617.191025 = -5656296.650485 nChanged 334 SP:Iteration 22Q (2947.025253 sec): 3 clusters Score: Raw -5659971.192538 + Penalty 3617.191025 = -5656354.001513 nChanged 299 SP:Iteration 23Q (2947.135641 sec): 3 clusters Score: Raw -5660020.152245 + Penalty 3617.191025 = -5656402.961219 nChanged 274 SP:Iteration 24Q (2947.245956 sec): 3 clusters Score: Raw -5660064.245572 + Penalty 3617.191025 = -5656447.054547 nChanged 284 SP:Iteration 25Q (2947.356284 sec): 3 clusters Score: Raw -5660111.439413 + Penalty 3617.191025 = -5656494.248387 nChanged 263 SP:Iteration 26Q (2947.466350 sec): 3 clusters Score: Raw -5660155.984635 + Penalty 3617.191025 = -5656538.793610 nChanged 278 SP:Iteration 27Q (2947.576213 sec): 3 clusters Score: Raw -5660204.340926 + Penalty 3617.191025 = -5656587.149900 nChanged 270 SP:Iteration 28Q (2947.686244 sec): 3 clusters Score: Raw -5660246.475439 + Penalty 3617.191025 = -5656629.284414 nChanged 258 SP:Iteration 29Q (2947.796144 sec): 3 clusters Score: Raw -5660282.641761 + Penalty 3617.191025 = -5656665.450736 nChanged 263 SP:Iteration 30Q (2947.906013 sec): 3 clusters Score: Raw -5660318.977315 + Penalty 3617.191025 = -5656701.786290 nChanged 232 SP:Iteration 31Q (2948.015745 sec): 3 clusters Score: Raw -5660345.547761 + Penalty 3617.191025 = -5656728.356736 nChanged 215 SP:Iteration 32Q (2948.125193 sec): 3 clusters Score: Raw -5660369.868947 + Penalty 3617.191025 = -5656752.677922 nChanged 169 SP:Iteration 33Q (2948.234639 sec): 3 clusters Score: Raw -5660388.387264 + Penalty 3617.191025 = -5656771.196238 nChanged 171 SP:Iteration 34Q (2948.344043 sec): 3 clusters Score: Raw -5660407.058912 + Penalty 3617.191025 = -5656789.867887 nChanged 162 SP:Iteration 35Q (2948.453512 sec): 3 clusters Score: Raw -5660423.611266 + Penalty 3617.191025 = -5656806.420240 nChanged 154 SP:Iteration 36Q (2948.562881 sec): 3 clusters Score: Raw -5660439.697516 + Penalty 3617.191025 = -5656822.506491 nChanged 152 SP:Iteration 37Q (2948.672115 sec): 3 clusters Score: Raw -5660454.751902 + Penalty 3617.191025 = -5656837.560877 nChanged 139 SP:Iteration 38Q (2948.781507 sec): 3 clusters Score: Raw -5660467.067778 + Penalty 3617.191025 = -5656849.876753 nChanged 135 SP:Iteration 39Q (2948.890893 sec): 3 clusters Score: Raw -5660477.871376 + Penalty 3617.191025 = -5656860.680351 nChanged 114 SP:Iteration 40F (2949.011153 sec): 3 clusters Score: Raw -5660488.837597 + Penalty 3617.191025 = -5656871.646572 nChanged 112 SP:Iteration 41Q (2949.120594 sec): 3 clusters Score: Raw -5660497.864484 + Penalty 3617.191025 = -5656880.673459 nChanged 107 SP:Iteration 42Q (2949.230105 sec): 3 clusters Score: Raw -5660505.277654 + Penalty 3617.191025 = -5656888.086629 nChanged 94 SP:Iteration 43Q (2949.339649 sec): 3 clusters Score: Raw -5660511.389401 + Penalty 3617.191025 = -5656894.198375 nChanged 85 SP:Iteration 44Q (2949.449026 sec): 3 clusters Score: Raw -5660516.637828 + Penalty 3617.191025 = -5656899.446803 nChanged 75 SP:Iteration 45Q (2949.558505 sec): 3 clusters Score: Raw -5660520.495544 + Penalty 3617.191025 = -5656903.304518 nChanged 68 SP:Iteration 46Q (2949.667797 sec): 3 clusters Score: Raw -5660524.223406 + Penalty 3617.191025 = -5656907.032380 nChanged 59 SP:Iteration 47Q (2949.777128 sec): 3 clusters Score: Raw -5660527.923263 + Penalty 3617.191025 = -5656910.732237 nChanged 58 SP:Iteration 48Q (2949.886412 sec): 3 clusters Score: Raw -5660530.741720 + Penalty 3617.191025 = -5656913.550695 nChanged 53 SP:Iteration 49Q (2949.995792 sec): 3 clusters Score: Raw -5660533.591006 + Penalty 3617.191025 = -5656916.399980 nChanged 42 SP:Iteration 50Q (2950.105176 sec): 3 clusters Score: Raw -5660535.696519 + Penalty 3617.191025 = -5656918.505493 nChanged 45 SP:Iteration 51Q (2950.214499 sec): 3 clusters Score: Raw -5660538.061500 + Penalty 3617.191025 = -5656920.870474 nChanged 51 SP:Iteration 52Q (2950.323713 sec): 3 clusters Score: Raw -5660540.315872 + Penalty 3617.191025 = -5656923.124846 nChanged 48 SP:Iteration 53Q (2950.440190 sec): 3 clusters Score: Raw -5660542.661925 + Penalty 3617.191025 = -5656925.470900 nChanged 42 SP:Iteration 54Q (2950.549761 sec): 3 clusters Score: Raw -5660544.952650 + Penalty 3617.191025 = -5656927.761625 nChanged 44 SP:Iteration 55Q (2950.659101 sec): 3 clusters Score: Raw -5660547.430734 + Penalty 3617.191025 = -5656930.239709 nChanged 59 SP:Iteration 56Q (2950.768480 sec): 3 clusters Score: Raw -5660550.815722 + Penalty 3617.191025 = -5656933.624696 nChanged 57 SP:Iteration 57Q (2950.877763 sec): 3 clusters Score: Raw -5660554.053801 + Penalty 3617.191025 = -5656936.862776 nChanged 46 SP:Iteration 58Q (2950.986905 sec): 3 clusters Score: Raw -5660556.752785 + Penalty 3617.191025 = -5656939.561760 nChanged 49 SP:Iteration 59Q (2951.095841 sec): 3 clusters Score: Raw -5660559.409195 + Penalty 3617.191025 = -5656942.218170 nChanged 48 SP:Iteration 60F (2951.216115 sec): 3 clusters Score: Raw -5660561.780181 + Penalty 3617.191025 = -5656944.589156 nChanged 53 SP:Iteration 61Q (2951.325163 sec): 3 clusters Score: Raw -5660565.030204 + Penalty 3617.191025 = -5656947.839179 nChanged 55 SP:Iteration 62Q (2951.434118 sec): 3 clusters Score: Raw -5660568.225963 + Penalty 3617.191025 = -5656951.034938 nChanged 54 SP:Iteration 63Q (2951.543206 sec): 3 clusters Score: Raw -5660571.000949 + Penalty 3617.191025 = -5656953.809924 nChanged 52 SP:Iteration 64Q (2951.656494 sec): 3 clusters Score: Raw -5660573.621996 + Penalty 3617.191025 = -5656956.430971 nChanged 50 SP:Iteration 65Q (2951.765457 sec): 3 clusters Score: Raw -5660576.424374 + Penalty 3617.191025 = -5656959.233349 nChanged 53 SP:Iteration 66Q (2951.874471 sec): 3 clusters Score: Raw -5660578.982638 + Penalty 3617.191025 = -5656961.791613 nChanged 39 SP:Iteration 67Q (2951.983418 sec): 3 clusters Score: Raw -5660580.562945 + Penalty 3617.191025 = -5656963.371920 nChanged 37 SP:Iteration 68Q (2952.092269 sec): 3 clusters Score: Raw -5660582.163561 + Penalty 3617.191025 = -5656964.972536 nChanged 32 SP:Iteration 69Q (2952.201075 sec): 3 clusters Score: Raw -5660583.510198 + Penalty 3617.191025 = -5656966.319172 nChanged 29 SP:Iteration 70Q (2952.309838 sec): 3 clusters Score: Raw -5660584.599269 + Penalty 3617.191025 = -5656967.408244 nChanged 32 SP:Iteration 71Q (2952.418734 sec): 3 clusters Score: Raw -5660586.100304 + Penalty 3617.191025 = -5656968.909279 nChanged 27 SP:Iteration 72Q (2952.527444 sec): 3 clusters Score: Raw -5660587.169021 + Penalty 3617.191025 = -5656969.977996 nChanged 30 SP:Iteration 73Q (2952.636252 sec): 3 clusters Score: Raw -5660588.166523 + Penalty 3617.191025 = -5656970.975498 nChanged 11 SP:Iteration 74Q (2952.745089 sec): 3 clusters Score: Raw -5660588.604821 + Penalty 3617.191025 = -5656971.413796 nChanged 10 SP:Iteration 75Q (2952.853775 sec): 3 clusters Score: Raw -5660588.962520 + Penalty 3617.191025 = -5656971.771494 nChanged 15 SP:Iteration 76Q (2952.962454 sec): 3 clusters Score: Raw -5660589.435819 + Penalty 3617.191025 = -5656972.244793 nChanged 16 SP:Iteration 77Q (2953.071330 sec): 3 clusters Score: Raw -5660590.323532 + Penalty 3617.191025 = -5656973.132507 nChanged 22 SP:Iteration 78Q (2953.180224 sec): 3 clusters Score: Raw -5660591.515224 + Penalty 3617.191025 = -5656974.324199 nChanged 30 SP:Iteration 79Q (2953.289300 sec): 3 clusters Score: Raw -5660593.351839 + Penalty 3617.191025 = -5656976.160813 nChanged 31 SP:Iteration 80F (2953.409385 sec): 3 clusters Score: Raw -5660594.906884 + Penalty 3617.191025 = -5656977.715858 nChanged 25 SP:Iteration 81Q (2953.518174 sec): 3 clusters Score: Raw -5660595.957039 + Penalty 3617.191025 = -5656978.766014 nChanged 23 SP:Iteration 82Q (2953.626788 sec): 3 clusters Score: Raw -5660596.829043 + Penalty 3617.191025 = -5656979.638018 nChanged 20 SP:Iteration 83Q (2953.735362 sec): 3 clusters Score: Raw -5660597.751073 + Penalty 3617.191025 = -5656980.560048 nChanged 30 SP:Iteration 84Q (2953.844056 sec): 3 clusters Score: Raw -5660599.199135 + Penalty 3617.191025 = -5656982.008109 nChanged 27 SP:Iteration 85Q (2953.952813 sec): 3 clusters Score: Raw -5660600.415063 + Penalty 3617.191025 = -5656983.224038 nChanged 23 SP:Iteration 86Q (2954.062173 sec): 3 clusters Score: Raw -5660601.682858 + Penalty 3617.191025 = -5656984.491833 nChanged 34 SP:Iteration 87Q (2954.171168 sec): 3 clusters Score: Raw -5660603.757705 + Penalty 3617.191025 = -5656986.566679 nChanged 39 SP:Iteration 88Q (2954.279682 sec): 3 clusters Score: Raw -5660605.986794 + Penalty 3617.191025 = -5656988.795769 nChanged 40 SP:Iteration 89Q (2954.388347 sec): 3 clusters Score: Raw -5660607.938492 + Penalty 3617.191025 = -5656990.747467 nChanged 41 SP:Iteration 90Q (2954.496968 sec): 3 clusters Score: Raw -5660610.530146 + Penalty 3617.191025 = -5656993.339121 nChanged 51 SP:Iteration 91Q (2954.605484 sec): 3 clusters Score: Raw -5660613.265872 + Penalty 3617.191025 = -5656996.074847 nChanged 45 SP:Iteration 92Q (2954.712638 sec): 3 clusters Score: Raw -5660615.594216 + Penalty 3617.191025 = -5656998.403191 nChanged 49 SP:Iteration 93Q (2954.822819 sec): 3 clusters Score: Raw -5660618.138950 + Penalty 3617.191025 = -5657000.947925 nChanged 47 SP:Iteration 94Q (2954.931680 sec): 3 clusters Score: Raw -5660620.948883 + Penalty 3617.191025 = -5657003.757857 nChanged 43 SP:Iteration 95Q (2955.040290 sec): 3 clusters Score: Raw -5660623.496465 + Penalty 3617.191025 = -5657006.305439 nChanged 46 SP:Iteration 96Q (2955.148685 sec): 3 clusters Score: Raw -5660626.620979 + Penalty 3617.191025 = -5657009.429954 nChanged 48 SP:Iteration 97Q (2955.257035 sec): 3 clusters Score: Raw -5660629.516873 + Penalty 3617.191025 = -5657012.325847 nChanged 44 SP:Iteration 98Q (2955.365375 sec): 3 clusters Score: Raw -5660632.138766 + Penalty 3617.191025 = -5657014.947741 nChanged 53 SP:Iteration 99Q (2955.473580 sec): 3 clusters Score: Raw -5660635.506970 + Penalty 3617.191025 = -5657018.315945 nChanged 51 SP:Iteration 100F (2955.593703 sec): 3 clusters Score: Raw -5660639.104935 + Penalty 3617.191025 = -5657021.913909 nChanged 52 SP:Iteration 101Q (2955.701923 sec): 3 clusters Score: Raw -5660643.246692 + Penalty 3617.191025 = -5657026.055667 nChanged 75 SP:Iteration 102Q (2955.810170 sec): 3 clusters Score: Raw -5660650.701098 + Penalty 3617.191025 = -5657033.510073 nChanged 91 SP:Iteration 103Q (2955.918284 sec): 3 clusters Score: Raw -5660658.192525 + Penalty 3617.191025 = -5657041.001500 nChanged 86 SP:Iteration 104Q (2956.026463 sec): 3 clusters Score: Raw -5660665.722591 + Penalty 3617.191025 = -5657048.531566 nChanged 85 SP:Iteration 105Q (2956.134630 sec): 3 clusters Score: Raw -5660674.070941 + Penalty 3617.191025 = -5657056.879916 nChanged 90 SP:Iteration 106Q (2956.242631 sec): 3 clusters Score: Raw -5660681.014630 + Penalty 3617.191025 = -5657063.823604 nChanged 69 SP:Iteration 107Q (2956.350523 sec): 3 clusters Score: Raw -5660686.578608 + Penalty 3617.191025 = -5657069.387583 nChanged 90 SP:Iteration 108Q (2956.458377 sec): 3 clusters Score: Raw -5660695.307626 + Penalty 3617.191025 = -5657078.116601 nChanged 98 SP:Iteration 109Q (2956.566086 sec): 3 clusters Score: Raw -5660704.788826 + Penalty 3617.191025 = -5657087.597801 nChanged 84 SP:Iteration 110Q (2956.673836 sec): 3 clusters Score: Raw -5660712.448154 + Penalty 3617.191025 = -5657095.257128 nChanged 83 SP:Iteration 111Q (2956.781493 sec): 3 clusters Score: Raw -5660718.855956 + Penalty 3617.191025 = -5657101.664930 nChanged 68 SP:Iteration 112Q (2956.889193 sec): 3 clusters Score: Raw -5660723.973750 + Penalty 3617.191025 = -5657106.782725 nChanged 75 SP:Iteration 113Q (2956.996985 sec): 3 clusters Score: Raw -5660730.785262 + Penalty 3617.191025 = -5657113.594236 nChanged 73 SP:Iteration 114Q (2957.104700 sec): 3 clusters Score: Raw -5660736.758745 + Penalty 3617.191025 = -5657119.567720 nChanged 63 SP:Iteration 115Q (2957.212322 sec): 3 clusters Score: Raw -5660741.613449 + Penalty 3617.191025 = -5657124.422424 nChanged 56 SP:Iteration 116Q (2957.319750 sec): 3 clusters Score: Raw -5660745.792717 + Penalty 3617.191025 = -5657128.601691 nChanged 67 SP:Iteration 117Q (2957.427158 sec): 3 clusters Score: Raw -5660750.698850 + Penalty 3617.191025 = -5657133.507825 nChanged 59 SP:Iteration 118Q (2957.534670 sec): 3 clusters Score: Raw -5660755.060666 + Penalty 3617.191025 = -5657137.869641 nChanged 47 SP:Iteration 119Q (2957.666160 sec): 3 clusters Score: Raw -5660758.012188 + Penalty 3617.191025 = -5657140.821163 nChanged 42 SP:Iteration 120F (2957.786154 sec): 3 clusters Score: Raw -5660760.335149 + Penalty 3617.191025 = -5657143.144124 nChanged 40 SP:Iteration 121Q (2957.893602 sec): 3 clusters Score: Raw -5660762.816841 + Penalty 3617.191025 = -5657145.625816 nChanged 52 SP:Iteration 122Q (2958.000415 sec): 3 clusters Score: Raw -5660766.269437 + Penalty 3617.191025 = -5657149.078411 nChanged 56 SP:Iteration 123Q (2958.107801 sec): 3 clusters Score: Raw -5660769.805603 + Penalty 3617.191025 = -5657152.614577 nChanged 45 SP:Iteration 124Q (2958.215035 sec): 3 clusters Score: Raw -5660772.949809 + Penalty 3617.191025 = -5657155.758783 nChanged 40 SP:Iteration 125Q (2958.322060 sec): 3 clusters Score: Raw -5660775.376921 + Penalty 3617.191025 = -5657158.185896 nChanged 39 SP:Iteration 126Q (2958.429303 sec): 3 clusters Score: Raw -5660777.729113 + Penalty 3617.191025 = -5657160.538088 nChanged 33 SP:Iteration 127Q (2958.536573 sec): 3 clusters Score: Raw -5660779.665777 + Penalty 3617.191025 = -5657162.474752 nChanged 35 SP:Iteration 128Q (2958.643826 sec): 3 clusters Score: Raw -5660781.745901 + Penalty 3617.191025 = -5657164.554875 nChanged 36 SP:Iteration 129Q (2958.751357 sec): 3 clusters Score: Raw -5660783.753815 + Penalty 3617.191025 = -5657166.562790 nChanged 35 SP:Iteration 130Q (2958.858597 sec): 3 clusters Score: Raw -5660786.076242 + Penalty 3617.191025 = -5657168.885217 nChanged 37 SP:Iteration 131Q (2958.965766 sec): 3 clusters Score: Raw -5660788.400608 + Penalty 3617.191025 = -5657171.209582 nChanged 37 SP:Iteration 132Q (2959.072875 sec): 3 clusters Score: Raw -5660790.644893 + Penalty 3617.191025 = -5657173.453868 nChanged 45 SP:Iteration 133Q (2959.179954 sec): 3 clusters Score: Raw -5660793.663775 + Penalty 3617.191025 = -5657176.472750 nChanged 45 SP:Iteration 134Q (2959.287052 sec): 3 clusters Score: Raw -5660796.572048 + Penalty 3617.191025 = -5657179.381022 nChanged 55 SP:Iteration 135Q (2959.394185 sec): 3 clusters Score: Raw -5660799.949438 + Penalty 3617.191025 = -5657182.758413 nChanged 54 SP:Iteration 136Q (2959.501426 sec): 3 clusters Score: Raw -5660804.050714 + Penalty 3617.191025 = -5657186.859688 nChanged 62 SP:Iteration 137Q (2959.608182 sec): 3 clusters Score: Raw -5660810.086137 + Penalty 3617.191025 = -5657192.895111 nChanged 66 SP:Iteration 138Q (2959.715194 sec): 3 clusters Score: Raw -5660815.548713 + Penalty 3617.191025 = -5657198.357688 nChanged 58 SP:Iteration 139Q (2959.822005 sec): 3 clusters Score: Raw -5660820.405500 + Penalty 3617.191025 = -5657203.214475 nChanged 67 SP:Iteration 140F (2959.941998 sec): 3 clusters Score: Raw -5660825.091500 + Penalty 3617.191025 = -5657207.900475 nChanged 55 SP:Iteration 141Q (2960.048964 sec): 3 clusters Score: Raw -5660829.281231 + Penalty 3617.191025 = -5657212.090206 nChanged 55 SP:Iteration 142Q (2960.155550 sec): 3 clusters Score: Raw -5660833.529270 + Penalty 3617.191025 = -5657216.338244 nChanged 67 SP:Iteration 143Q (2960.262312 sec): 3 clusters Score: Raw -5660839.105414 + Penalty 3617.191025 = -5657221.914389 nChanged 72 SP:Iteration 144Q (2960.369010 sec): 3 clusters Score: Raw -5660846.355951 + Penalty 3617.191025 = -5657229.164926 nChanged 72 SP:Iteration 145Q (2960.475643 sec): 3 clusters Score: Raw -5660853.870591 + Penalty 3617.191025 = -5657236.679565 nChanged 73 SP:Iteration 146Q (2960.582065 sec): 3 clusters Score: Raw -5660860.369304 + Penalty 3617.191025 = -5657243.178278 nChanged 78 SP:Iteration 147Q (2960.688574 sec): 3 clusters Score: Raw -5660868.328251 + Penalty 3617.191025 = -5657251.137226 nChanged 84 SP:Iteration 148Q (2960.795146 sec): 3 clusters Score: Raw -5660878.040611 + Penalty 3617.191025 = -5657260.849585 nChanged 78 SP:Iteration 149Q (2960.901515 sec): 3 clusters Score: Raw -5660884.903537 + Penalty 3617.191025 = -5657267.712512 nChanged 52 SP:Iteration 150Q (2961.007790 sec): 3 clusters Score: Raw -5660888.936380 + Penalty 3617.191025 = -5657271.745355 nChanged 51 SP:Iteration 151Q (2961.114110 sec): 3 clusters Score: Raw -5660893.024654 + Penalty 3617.191025 = -5657275.833629 nChanged 58 SP:Iteration 152Q (2961.221263 sec): 3 clusters Score: Raw -5660898.254110 + Penalty 3617.191025 = -5657281.063085 nChanged 53 SP:Iteration 153Q (2961.327496 sec): 3 clusters Score: Raw -5660903.792963 + Penalty 3617.191025 = -5657286.601938 nChanged 59 SP:Iteration 154Q (2961.433644 sec): 3 clusters Score: Raw -5660909.805407 + Penalty 3617.191025 = -5657292.614381 nChanged 46 SP:Iteration 155Q (2961.539556 sec): 3 clusters Score: Raw -5660913.692056 + Penalty 3617.191025 = -5657296.501031 nChanged 49 SP:Iteration 156Q (2961.645599 sec): 3 clusters Score: Raw -5660917.277340 + Penalty 3617.191025 = -5657300.086314 nChanged 50 SP:Iteration 157Q (2961.751618 sec): 3 clusters Score: Raw -5660920.958431 + Penalty 3617.191025 = -5657303.767406 nChanged 57 SP:Iteration 158Q (2961.857399 sec): 3 clusters Score: Raw -5660925.352473 + Penalty 3617.191025 = -5657308.161448 nChanged 56 SP:Iteration 159Q (2961.963274 sec): 3 clusters Score: Raw -5660929.875107 + Penalty 3617.191025 = -5657312.684081 nChanged 60 SP:Iteration 160F (2962.083328 sec): 3 clusters Score: Raw -5660935.323641 + Penalty 3617.191025 = -5657318.132616 nChanged 57 SP:Iteration 161Q (2962.189020 sec): 3 clusters Score: Raw -5660940.252112 + Penalty 3617.191025 = -5657323.061087 nChanged 49 SP:Iteration 162Q (2962.294843 sec): 3 clusters Score: Raw -5660943.791486 + Penalty 3617.191025 = -5657326.600461 nChanged 43 SP:Iteration 163Q (2962.400577 sec): 3 clusters Score: Raw -5660947.488241 + Penalty 3617.191025 = -5657330.297216 nChanged 42 SP:Iteration 164Q (2962.506269 sec): 3 clusters Score: Raw -5660950.400207 + Penalty 3617.191025 = -5657333.209182 nChanged 43 SP:Iteration 165Q (2962.612079 sec): 3 clusters Score: Raw -5660953.112955 + Penalty 3617.191025 = -5657335.921930 nChanged 34 SP:Iteration 166Q (2962.717589 sec): 3 clusters Score: Raw -5660955.310077 + Penalty 3617.191025 = -5657338.119051 nChanged 29 SP:Iteration 167Q (2962.823192 sec): 3 clusters Score: Raw -5660956.805818 + Penalty 3617.191025 = -5657339.614793 nChanged 24 SP:Iteration 168Q (2962.928725 sec): 3 clusters Score: Raw -5660958.073567 + Penalty 3617.191025 = -5657340.882541 nChanged 18 SP:Iteration 169Q (2963.034189 sec): 3 clusters Score: Raw -5660959.090346 + Penalty 3617.191025 = -5657341.899321 nChanged 24 SP:Iteration 170Q (2963.139644 sec): 3 clusters Score: Raw -5660960.620798 + Penalty 3617.191025 = -5657343.429773 nChanged 29 SP:Iteration 171Q (2963.245081 sec): 3 clusters Score: Raw -5660962.404144 + Penalty 3617.191025 = -5657345.213119 nChanged 17 SP:Iteration 172Q (2963.350572 sec): 3 clusters Score: Raw -5660963.171090 + Penalty 3617.191025 = -5657345.980065 nChanged 13 SP:Iteration 173Q (2963.456290 sec): 3 clusters Score: Raw -5660963.972211 + Penalty 3617.191025 = -5657346.781186 nChanged 16 SP:Iteration 174Q (2963.561732 sec): 3 clusters Score: Raw -5660964.706541 + Penalty 3617.191025 = -5657347.515515 nChanged 9 SP:Iteration 175Q (2963.667251 sec): 3 clusters Score: Raw -5660965.108692 + Penalty 3617.191025 = -5657347.917667 nChanged 4 SP:Iteration 176Q (2963.772734 sec): 3 clusters Score: Raw -5660965.329440 + Penalty 3617.191025 = -5657348.138414 nChanged 2 SP:Iteration 177Q (2963.879797 sec): 3 clusters Score: Raw -5660965.424369 + Penalty 3617.191025 = -5657348.233343 nChanged 8 SP:Iteration 178Q (2963.986147 sec): 3 clusters Score: Raw -5660965.778705 + Penalty 3617.191025 = -5657348.587680 nChanged 8 SP:Iteration 179Q (2964.092689 sec): 3 clusters Score: Raw -5660966.148001 + Penalty 3617.191025 = -5657348.956976 nChanged 8 SP:Iteration 180F (2964.213533 sec): 3 clusters Score: Raw -5660966.528449 + Penalty 3617.191025 = -5657349.337424 nChanged 6 SP:Iteration 181Q (2964.319467 sec): 3 clusters Score: Raw -5660966.705550 + Penalty 3617.191025 = -5657349.514525 nChanged 1 SP:Iteration 182Q (2964.424824 sec): 3 clusters Score: Raw -5660966.729492 + Penalty 3617.191025 = -5657349.538467 nChanged 0 SP:Iteration 183F (2964.544738 sec): 3 clusters Score: Raw -5660966.729492 + Penalty 3617.191025 = -5657349.538467 nChanged 0 Trying to split cluster 4 (100874 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2964.660177 sec): 2 clusters Score: Raw -8244134.823130 + Penalty 1872.264467 = -8242262.558663 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2964.834725 sec): 3 clusters Score: Raw -8178710.291802 + Penalty 3744.528935 = -8174965.762867 nChanged 48130 SP:Iteration 1F (2965.007150 sec): 3 clusters Score: Raw -8208486.678443 + Penalty 3744.528935 = -8204742.149508 nChanged 5751 SP:Iteration 2F (2965.179538 sec): 3 clusters Score: Raw -8213219.887884 + Penalty 3744.528935 = -8209475.358949 nChanged 8582 SP:Iteration 3F (2965.352102 sec): 3 clusters Score: Raw -8223209.380336 + Penalty 3744.528935 = -8219464.851401 nChanged 11637 SP:Iteration 4F (2965.528772 sec): 3 clusters Score: Raw -8237482.288817 + Penalty 3744.528935 = -8233737.759882 nChanged 10662 SP:Iteration 5F (2965.701522 sec): 3 clusters Score: Raw -8248746.173596 + Penalty 3744.528935 = -8245001.644661 nChanged 6424 SP:Iteration 6F (2965.873760 sec): 3 clusters Score: Raw -8252982.427821 + Penalty 3744.528935 = -8249237.898886 nChanged 3210 SP:Iteration 7Q (2966.049896 sec): 3 clusters Score: Raw -8254168.403229 + Penalty 3744.528935 = -8250423.874294 nChanged 1818 SP:Iteration 8Q (2966.225433 sec): 3 clusters Score: Raw -8254623.601617 + Penalty 3744.528935 = -8250879.072682 nChanged 1236 SP:Iteration 9Q (2966.400237 sec): 3 clusters Score: Raw -8254877.719582 + Penalty 3744.528935 = -8251133.190647 nChanged 981 SP:Iteration 10Q (2966.574836 sec): 3 clusters Score: Raw -8255049.373572 + Penalty 3744.528935 = -8251304.844637 nChanged 816 SP:Iteration 11Q (2966.749099 sec): 3 clusters Score: Raw -8255185.290037 + Penalty 3744.528935 = -8251440.761102 nChanged 728 SP:Iteration 12Q (2966.923056 sec): 3 clusters Score: Raw -8255303.350214 + Penalty 3744.528935 = -8251558.821280 nChanged 701 SP:Iteration 13Q (2967.096924 sec): 3 clusters Score: Raw -8255413.172532 + Penalty 3744.528935 = -8251668.643597 nChanged 729 SP:Iteration 14Q (2967.270811 sec): 3 clusters Score: Raw -8255532.045814 + Penalty 3744.528935 = -8251787.516879 nChanged 749 SP:Iteration 15Q (2967.444571 sec): 3 clusters Score: Raw -8255651.196239 + Penalty 3744.528935 = -8251906.667304 nChanged 771 SP:Iteration 16Q (2967.618097 sec): 3 clusters Score: Raw -8255767.509153 + Penalty 3744.528935 = -8252022.980218 nChanged 758 SP:Iteration 17Q (2967.791470 sec): 3 clusters Score: Raw -8255881.004283 + Penalty 3744.528935 = -8252136.475348 nChanged 771 SP:Iteration 18Q (2967.964638 sec): 3 clusters Score: Raw -8255986.658566 + Penalty 3744.528935 = -8252242.129631 nChanged 732 SP:Iteration 19Q (2968.137781 sec): 3 clusters Score: Raw -8256082.808343 + Penalty 3744.528935 = -8252338.279408 nChanged 720 SP:Iteration 20F (2968.320425 sec): 3 clusters Score: Raw -8256173.539252 + Penalty 3744.528935 = -8252429.010317 nChanged 686 SP:Iteration 21Q (2968.493768 sec): 3 clusters Score: Raw -8256252.223584 + Penalty 3744.528935 = -8252507.694649 nChanged 628 SP:Iteration 22Q (2968.666912 sec): 3 clusters Score: Raw -8256324.482626 + Penalty 3744.528935 = -8252579.953691 nChanged 665 SP:Iteration 23Q (2968.840101 sec): 3 clusters Score: Raw -8256403.795662 + Penalty 3744.528935 = -8252659.266727 nChanged 636 SP:Iteration 24Q (2969.013152 sec): 3 clusters Score: Raw -8256478.837670 + Penalty 3744.528935 = -8252734.308735 nChanged 623 SP:Iteration 25Q (2969.186180 sec): 3 clusters Score: Raw -8256551.060947 + Penalty 3744.528935 = -8252806.532012 nChanged 590 SP:Iteration 26Q (2969.358789 sec): 3 clusters Score: Raw -8256615.023469 + Penalty 3744.528935 = -8252870.494534 nChanged 542 SP:Iteration 27Q (2969.530933 sec): 3 clusters Score: Raw -8256672.178084 + Penalty 3744.528935 = -8252927.649149 nChanged 533 SP:Iteration 28Q (2969.703181 sec): 3 clusters Score: Raw -8256724.942464 + Penalty 3744.528935 = -8252980.413529 nChanged 498 SP:Iteration 29Q (2969.875015 sec): 3 clusters Score: Raw -8256772.530054 + Penalty 3744.528935 = -8253028.001119 nChanged 424 SP:Iteration 30Q (2970.046697 sec): 3 clusters Score: Raw -8256811.125392 + Penalty 3744.528935 = -8253066.596457 nChanged 426 SP:Iteration 31Q (2970.218353 sec): 3 clusters Score: Raw -8256849.597501 + Penalty 3744.528935 = -8253105.068566 nChanged 397 SP:Iteration 32Q (2970.390029 sec): 3 clusters Score: Raw -8256881.976013 + Penalty 3744.528935 = -8253137.447078 nChanged 361 SP:Iteration 33Q (2970.561507 sec): 3 clusters Score: Raw -8256910.133136 + Penalty 3744.528935 = -8253165.604201 nChanged 354 SP:Iteration 34Q (2970.732749 sec): 3 clusters Score: Raw -8256935.942812 + Penalty 3744.528935 = -8253191.413877 nChanged 319 SP:Iteration 35Q (2970.903779 sec): 3 clusters Score: Raw -8256958.402202 + Penalty 3744.528935 = -8253213.873267 nChanged 307 SP:Iteration 36Q (2971.074785 sec): 3 clusters Score: Raw -8256977.291978 + Penalty 3744.528935 = -8253232.763043 nChanged 267 SP:Iteration 37Q (2971.245612 sec): 3 clusters Score: Raw -8256991.498374 + Penalty 3744.528935 = -8253246.969439 nChanged 232 SP:Iteration 38Q (2971.416395 sec): 3 clusters Score: Raw -8257003.087107 + Penalty 3744.528935 = -8253258.558172 nChanged 223 SP:Iteration 39Q (2971.587119 sec): 3 clusters Score: Raw -8257014.396948 + Penalty 3744.528935 = -8253269.868013 nChanged 207 SP:Iteration 40F (2971.759528 sec): 3 clusters Score: Raw -8257023.810158 + Penalty 3744.528935 = -8253279.281223 nChanged 197 SP:Iteration 41Q (2971.930540 sec): 3 clusters Score: Raw -8257031.277845 + Penalty 3744.528935 = -8253286.748910 nChanged 163 SP:Iteration 42Q (2972.102240 sec): 3 clusters Score: Raw -8257037.815658 + Penalty 3744.528935 = -8253293.286723 nChanged 155 SP:Iteration 43Q (2972.273879 sec): 3 clusters Score: Raw -8257043.803566 + Penalty 3744.528935 = -8253299.274631 nChanged 150 SP:Iteration 44Q (2972.445570 sec): 3 clusters Score: Raw -8257049.523895 + Penalty 3744.528935 = -8253304.994960 nChanged 151 SP:Iteration 45Q (2972.617069 sec): 3 clusters Score: Raw -8257055.651636 + Penalty 3744.528935 = -8253311.122701 nChanged 149 SP:Iteration 46Q (2972.788182 sec): 3 clusters Score: Raw -8257061.115653 + Penalty 3744.528935 = -8253316.586718 nChanged 133 SP:Iteration 47Q (2972.959258 sec): 3 clusters Score: Raw -8257066.431338 + Penalty 3744.528935 = -8253321.902403 nChanged 135 SP:Iteration 48Q (2973.130399 sec): 3 clusters Score: Raw -8257070.902842 + Penalty 3744.528935 = -8253326.373907 nChanged 112 SP:Iteration 49Q (2973.301983 sec): 3 clusters Score: Raw -8257074.012048 + Penalty 3744.528935 = -8253329.483113 nChanged 107 SP:Iteration 50Q (2973.473198 sec): 3 clusters Score: Raw -8257076.926237 + Penalty 3744.528935 = -8253332.397302 nChanged 99 SP:Iteration 51Q (2973.644149 sec): 3 clusters Score: Raw -8257079.587501 + Penalty 3744.528935 = -8253335.058566 nChanged 94 SP:Iteration 52Q (2973.814994 sec): 3 clusters Score: Raw -8257082.011463 + Penalty 3744.528935 = -8253337.482528 nChanged 78 SP:Iteration 53Q (2973.985926 sec): 3 clusters Score: Raw -8257083.970823 + Penalty 3744.528935 = -8253339.441888 nChanged 86 SP:Iteration 54Q (2974.156942 sec): 3 clusters Score: Raw -8257085.979535 + Penalty 3744.528935 = -8253341.450600 nChanged 75 SP:Iteration 55Q (2974.327917 sec): 3 clusters Score: Raw -8257087.799412 + Penalty 3744.528935 = -8253343.270477 nChanged 70 SP:Iteration 56Q (2974.498759 sec): 3 clusters Score: Raw -8257089.281416 + Penalty 3744.528935 = -8253344.752481 nChanged 61 SP:Iteration 57Q (2974.669566 sec): 3 clusters Score: Raw -8257090.581956 + Penalty 3744.528935 = -8253346.053021 nChanged 53 SP:Iteration 58Q (2974.840439 sec): 3 clusters Score: Raw -8257091.658694 + Penalty 3744.528935 = -8253347.129759 nChanged 50 SP:Iteration 59Q (2975.011205 sec): 3 clusters Score: Raw -8257092.716518 + Penalty 3744.528935 = -8253348.187583 nChanged 50 SP:Iteration 60F (2975.183890 sec): 3 clusters Score: Raw -8257093.739275 + Penalty 3744.528935 = -8253349.210340 nChanged 53 SP:Iteration 61Q (2975.355115 sec): 3 clusters Score: Raw -8257094.842675 + Penalty 3744.528935 = -8253350.313740 nChanged 49 SP:Iteration 62Q (2975.535829 sec): 3 clusters Score: Raw -8257096.038780 + Penalty 3744.528935 = -8253351.509845 nChanged 58 SP:Iteration 63Q (2975.706720 sec): 3 clusters Score: Raw -8257097.557770 + Penalty 3744.528935 = -8253353.028835 nChanged 60 SP:Iteration 64Q (2975.877620 sec): 3 clusters Score: Raw -8257098.843698 + Penalty 3744.528935 = -8253354.314763 nChanged 51 SP:Iteration 65Q (2976.048369 sec): 3 clusters Score: Raw -8257099.952036 + Penalty 3744.528935 = -8253355.423101 nChanged 46 SP:Iteration 66Q (2976.219158 sec): 3 clusters Score: Raw -8257100.828639 + Penalty 3744.528935 = -8253356.299704 nChanged 40 SP:Iteration 67Q (2976.389897 sec): 3 clusters Score: Raw -8257101.595441 + Penalty 3744.528935 = -8253357.066506 nChanged 45 SP:Iteration 68Q (2976.561495 sec): 3 clusters Score: Raw -8257102.444961 + Penalty 3744.528935 = -8253357.916026 nChanged 41 SP:Iteration 69Q (2976.732247 sec): 3 clusters Score: Raw -8257103.139957 + Penalty 3744.528935 = -8253358.611022 nChanged 34 SP:Iteration 70Q (2976.902863 sec): 3 clusters Score: Raw -8257103.656906 + Penalty 3744.528935 = -8253359.127971 nChanged 33 SP:Iteration 71Q (2977.073503 sec): 3 clusters Score: Raw -8257104.154076 + Penalty 3744.528935 = -8253359.625141 nChanged 25 SP:Iteration 72Q (2977.244046 sec): 3 clusters Score: Raw -8257104.555644 + Penalty 3744.528935 = -8253360.026709 nChanged 20 SP:Iteration 73Q (2977.414859 sec): 3 clusters Score: Raw -8257104.865147 + Penalty 3744.528935 = -8253360.336212 nChanged 20 SP:Iteration 74Q (2977.585659 sec): 3 clusters Score: Raw -8257105.131119 + Penalty 3744.528935 = -8253360.602184 nChanged 24 SP:Iteration 75Q (2977.756285 sec): 3 clusters Score: Raw -8257105.533029 + Penalty 3744.528935 = -8253361.004094 nChanged 28 SP:Iteration 76Q (2977.926864 sec): 3 clusters Score: Raw -8257105.993039 + Penalty 3744.528935 = -8253361.464104 nChanged 28 SP:Iteration 77Q (2978.097558 sec): 3 clusters Score: Raw -8257106.460167 + Penalty 3744.528935 = -8253361.931232 nChanged 20 SP:Iteration 78Q (2978.268179 sec): 3 clusters Score: Raw -8257106.842994 + Penalty 3744.528935 = -8253362.314059 nChanged 21 SP:Iteration 79Q (2978.438881 sec): 3 clusters Score: Raw -8257107.143015 + Penalty 3744.528935 = -8253362.614080 nChanged 24 SP:Iteration 80F (2978.611489 sec): 3 clusters Score: Raw -8257107.443360 + Penalty 3744.528935 = -8253362.914425 nChanged 15 SP:Iteration 81Q (2978.782175 sec): 3 clusters Score: Raw -8257107.645257 + Penalty 3744.528935 = -8253363.116322 nChanged 21 SP:Iteration 82Q (2978.952800 sec): 3 clusters Score: Raw -8257107.946430 + Penalty 3744.528935 = -8253363.417495 nChanged 20 SP:Iteration 83Q (2979.123023 sec): 3 clusters Score: Raw -8257108.246670 + Penalty 3744.528935 = -8253363.717735 nChanged 17 SP:Iteration 84Q (2979.293981 sec): 3 clusters Score: Raw -8257108.441994 + Penalty 3744.528935 = -8253363.913059 nChanged 11 SP:Iteration 85Q (2979.464814 sec): 3 clusters Score: Raw -8257108.527714 + Penalty 3744.528935 = -8253363.998779 nChanged 10 SP:Iteration 86Q (2979.635613 sec): 3 clusters Score: Raw -8257108.627915 + Penalty 3744.528935 = -8253364.098980 nChanged 13 SP:Iteration 87Q (2979.806130 sec): 3 clusters Score: Raw -8257108.861423 + Penalty 3744.528935 = -8253364.332488 nChanged 15 SP:Iteration 88Q (2979.976643 sec): 3 clusters Score: Raw -8257109.112893 + Penalty 3744.528935 = -8253364.583958 nChanged 14 SP:Iteration 89Q (2980.147361 sec): 3 clusters Score: Raw -8257109.305549 + Penalty 3744.528935 = -8253364.776614 nChanged 14 SP:Iteration 90Q (2980.318106 sec): 3 clusters Score: Raw -8257109.512279 + Penalty 3744.528935 = -8253364.983344 nChanged 14 SP:Iteration 91Q (2980.488536 sec): 3 clusters Score: Raw -8257109.694523 + Penalty 3744.528935 = -8253365.165588 nChanged 9 SP:Iteration 92Q (2980.659057 sec): 3 clusters Score: Raw -8257109.774797 + Penalty 3744.528935 = -8253365.245862 nChanged 7 SP:Iteration 93Q (2980.829709 sec): 3 clusters Score: Raw -8257109.854800 + Penalty 3744.528935 = -8253365.325865 nChanged 3 SP:Iteration 94Q (2981.000402 sec): 3 clusters Score: Raw -8257109.898154 + Penalty 3744.528935 = -8253365.369219 nChanged 3 SP:Iteration 95Q (2981.171186 sec): 3 clusters Score: Raw -8257109.938043 + Penalty 3744.528935 = -8253365.409108 nChanged 2 SP:Iteration 96Q (2981.341677 sec): 3 clusters Score: Raw -8257109.965988 + Penalty 3744.528935 = -8253365.437053 nChanged 3 SP:Iteration 97Q (2981.512179 sec): 3 clusters Score: Raw -8257110.015503 + Penalty 3744.528935 = -8253365.486568 nChanged 3 SP:Iteration 98Q (2981.682888 sec): 3 clusters Score: Raw -8257110.036582 + Penalty 3744.528935 = -8253365.507647 nChanged 0 SP:Iteration 99F (2981.855420 sec): 3 clusters Score: Raw -8257110.036582 + Penalty 3744.528935 = -8253365.507647 nChanged 0 Score: Raw -49001830.108709 + Penalty 45539.783821 = -48956290.324888 Splitting cluster 4 changes total score from -48928104.977678 to -48956290.324888 So it's getting split into cluster 21. Trying to split cluster 5 (2866 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2990.471092 sec): 2 clusters Score: Raw -173475.930661 + Penalty 1293.609299 = -172182.321362 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2990.486081 sec): 3 clusters Score: Raw -172285.195386 + Penalty 2587.218598 = -169697.976788 nChanged 1124 SP:Iteration 1F (2990.500152 sec): 3 clusters Score: Raw -173916.952472 + Penalty 2587.218598 = -171329.733874 nChanged 430 SP:Iteration 2F (2990.514166 sec): 3 clusters Score: Raw -174893.099020 + Penalty 2587.218598 = -172305.880422 nChanged 280 SP:Iteration 3F (2990.528202 sec): 3 clusters Score: Raw -175292.023122 + Penalty 2587.218598 = -172704.804524 nChanged 163 SP:Iteration 4F (2990.542064 sec): 3 clusters Score: Raw -175493.419028 + Penalty 2587.218598 = -172906.200430 nChanged 95 SP:Iteration 5Q (2990.555643 sec): 3 clusters Score: Raw -175620.797405 + Penalty 2587.218598 = -173033.578807 nChanged 80 SP:Iteration 6Q (2990.569141 sec): 3 clusters Score: Raw -175759.036262 + Penalty 2587.218598 = -173171.817665 nChanged 71 SP:Iteration 7Q (2990.582497 sec): 3 clusters Score: Raw -175985.452856 + Penalty 2587.218598 = -173398.234258 nChanged 70 SP:Iteration 8Q (2990.595896 sec): 3 clusters Score: Raw -176197.073053 + Penalty 2587.218598 = -173609.854455 nChanged 85 SP:Iteration 9Q (2990.609276 sec): 3 clusters Score: Raw -176327.581267 + Penalty 2587.218598 = -173740.362669 nChanged 67 SP:Iteration 10Q (2990.622662 sec): 3 clusters Score: Raw -176383.135466 + Penalty 2587.218598 = -173795.916868 nChanged 48 SP:Iteration 11Q (2990.636015 sec): 3 clusters Score: Raw -176415.839769 + Penalty 2587.218598 = -173828.621172 nChanged 37 SP:Iteration 12Q (2990.649391 sec): 3 clusters Score: Raw -176442.202258 + Penalty 2587.218598 = -173854.983660 nChanged 28 SP:Iteration 13Q (2990.662644 sec): 3 clusters Score: Raw -176467.385152 + Penalty 2587.218598 = -173880.166554 nChanged 21 SP:Iteration 14Q (2990.676409 sec): 3 clusters Score: Raw -176478.120653 + Penalty 2587.218598 = -173890.902056 nChanged 18 SP:Iteration 15Q (2990.689767 sec): 3 clusters Score: Raw -176488.381215 + Penalty 2587.218598 = -173901.162617 nChanged 14 SP:Iteration 16Q (2990.703115 sec): 3 clusters Score: Raw -176497.771314 + Penalty 2587.218598 = -173910.552717 nChanged 17 SP:Iteration 17Q (2990.716491 sec): 3 clusters Score: Raw -176508.527806 + Penalty 2587.218598 = -173921.309208 nChanged 23 SP:Iteration 18Q (2990.729826 sec): 3 clusters Score: Raw -176519.126751 + Penalty 2587.218598 = -173931.908153 nChanged 24 SP:Iteration 19Q (2990.743168 sec): 3 clusters Score: Raw -176530.401950 + Penalty 2587.218598 = -173943.183352 nChanged 16 SP:Iteration 20F (2990.757184 sec): 3 clusters Score: Raw -176554.331555 + Penalty 2587.218598 = -173967.112957 nChanged 25 SP:Iteration 21Q (2990.770593 sec): 3 clusters Score: Raw -176584.110500 + Penalty 2587.218598 = -173996.891903 nChanged 36 SP:Iteration 22Q (2990.784037 sec): 3 clusters Score: Raw -176612.963329 + Penalty 2587.218598 = -174025.744731 nChanged 38 SP:Iteration 23Q (2990.797434 sec): 3 clusters Score: Raw -176652.131059 + Penalty 2587.218598 = -174064.912461 nChanged 49 SP:Iteration 24Q (2990.810877 sec): 3 clusters Score: Raw -176712.977335 + Penalty 2587.218598 = -174125.758737 nChanged 70 SP:Iteration 25Q (2990.824338 sec): 3 clusters Score: Raw -176818.070008 + Penalty 2587.218598 = -174230.851410 nChanged 69 SP:Iteration 26Q (2990.837621 sec): 3 clusters Score: Raw -176967.041355 + Penalty 2587.218598 = -174379.822757 nChanged 72 SP:Iteration 27Q (2990.850831 sec): 3 clusters Score: Raw -177084.146160 + Penalty 2587.218598 = -174496.927562 nChanged 86 SP:Iteration 28Q (2990.864126 sec): 3 clusters Score: Raw -177183.806721 + Penalty 2587.218598 = -174596.588123 nChanged 66 SP:Iteration 29Q (2990.877460 sec): 3 clusters Score: Raw -177276.853579 + Penalty 2587.218598 = -174689.634981 nChanged 68 SP:Iteration 30Q (2990.890710 sec): 3 clusters Score: Raw -177377.940683 + Penalty 2587.218598 = -174790.722085 nChanged 51 SP:Iteration 31Q (2990.903928 sec): 3 clusters Score: Raw -177462.817104 + Penalty 2587.218598 = -174875.598506 nChanged 28 SP:Iteration 32Q (2990.916981 sec): 3 clusters Score: Raw -177553.877064 + Penalty 2587.218598 = -174966.658467 nChanged 23 SP:Iteration 33Q (2990.930159 sec): 3 clusters Score: Raw -177689.576491 + Penalty 2587.218598 = -175102.357894 nChanged 29 SP:Iteration 34Q (2990.943338 sec): 3 clusters Score: Raw -177835.843550 + Penalty 2587.218598 = -175248.624952 nChanged 34 SP:Iteration 35Q (2990.956472 sec): 3 clusters Score: Raw -178180.730762 + Penalty 2587.218598 = -175593.512164 nChanged 39 SP:Iteration 36Q (2990.969588 sec): 3 clusters Score: Raw -178237.635593 + Penalty 2587.218598 = -175650.416995 nChanged 27 SP:Iteration 37Q (2990.982644 sec): 3 clusters Score: Raw -178259.310949 + Penalty 2587.218598 = -175672.092351 nChanged 12 SP:Iteration 38Q (2990.995685 sec): 3 clusters Score: Raw -178272.920102 + Penalty 2587.218598 = -175685.701505 nChanged 12 SP:Iteration 39Q (2991.008612 sec): 3 clusters Score: Raw -178286.134648 + Penalty 2587.218598 = -175698.916050 nChanged 9 SP:Iteration 40F (2991.022500 sec): 3 clusters Score: Raw -178299.662538 + Penalty 2587.218598 = -175712.443940 nChanged 12 SP:Iteration 41Q (2991.035597 sec): 3 clusters Score: Raw -178334.521467 + Penalty 2587.218598 = -175747.302870 nChanged 18 SP:Iteration 42Q (2991.048666 sec): 3 clusters Score: Raw -178365.565064 + Penalty 2587.218598 = -175778.346466 nChanged 12 SP:Iteration 43Q (2991.061628 sec): 3 clusters Score: Raw -178376.418924 + Penalty 2587.218598 = -175789.200326 nChanged 4 SP:Iteration 44Q (2991.074558 sec): 3 clusters Score: Raw -178382.471606 + Penalty 2587.218598 = -175795.253008 nChanged 3 SP:Iteration 45Q (2991.087502 sec): 3 clusters Score: Raw -178390.544185 + Penalty 2587.218598 = -175803.325587 nChanged 2 SP:Iteration 46Q (2991.100540 sec): 3 clusters Score: Raw -178391.214766 + Penalty 2587.218598 = -175803.996168 nChanged 0 SP:Iteration 47F (2991.114410 sec): 3 clusters Score: Raw -178392.024414 + Penalty 2587.218598 = -175804.805816 nChanged 1 SP:Iteration 48Q (2991.127461 sec): 3 clusters Score: Raw -178393.711873 + Penalty 2587.218598 = -175806.493276 nChanged 0 SP:Iteration 49F (2991.141331 sec): 3 clusters Score: Raw -178393.711873 + Penalty 2587.218598 = -175806.493276 nChanged 0 Score: Raw -49006747.889921 + Penalty 47708.344956 = -48959039.544966 Splitting cluster 5 changes total score from -48928104.977678 to -48959039.544966 So it's getting split into cluster 22. Trying to split cluster 6 (3539 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3000.122846 sec): 2 clusters Score: Raw -253469.840971 + Penalty 1327.884916 = -252141.956055 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3000.141381 sec): 3 clusters Score: Raw -251778.415707 + Penalty 2655.769831 = -249122.645876 nChanged 1405 SP:Iteration 1F (3000.158810 sec): 3 clusters Score: Raw -252689.733753 + Penalty 2655.769831 = -250033.963922 nChanged 301 SP:Iteration 2F (3000.176278 sec): 3 clusters Score: Raw -252927.677279 + Penalty 2655.769831 = -250271.907448 nChanged 234 SP:Iteration 3F (3000.193756 sec): 3 clusters Score: Raw -253220.109714 + Penalty 2655.769831 = -250564.339883 nChanged 193 SP:Iteration 4F (3000.211222 sec): 3 clusters Score: Raw -253471.566591 + Penalty 2655.769831 = -250815.796759 nChanged 193 SP:Iteration 5F (3000.228701 sec): 3 clusters Score: Raw -253663.278155 + Penalty 2655.769831 = -251007.508324 nChanged 150 SP:Iteration 6Q (3000.246029 sec): 3 clusters Score: Raw -253793.342498 + Penalty 2655.769831 = -251137.572667 nChanged 137 SP:Iteration 7Q (3000.263247 sec): 3 clusters Score: Raw -253912.456209 + Penalty 2655.769831 = -251256.686378 nChanged 127 SP:Iteration 8Q (3000.280462 sec): 3 clusters Score: Raw -254026.327181 + Penalty 2655.769831 = -251370.557349 nChanged 133 SP:Iteration 9Q (3000.297548 sec): 3 clusters Score: Raw -254138.609561 + Penalty 2655.769831 = -251482.839730 nChanged 95 SP:Iteration 10Q (3000.314621 sec): 3 clusters Score: Raw -254197.420317 + Penalty 2655.769831 = -251541.650486 nChanged 66 SP:Iteration 11Q (3000.331616 sec): 3 clusters Score: Raw -254237.827352 + Penalty 2655.769831 = -251582.057521 nChanged 59 SP:Iteration 12Q (3000.348385 sec): 3 clusters Score: Raw -254272.454559 + Penalty 2655.769831 = -251616.684728 nChanged 47 SP:Iteration 13Q (3000.365096 sec): 3 clusters Score: Raw -254298.769400 + Penalty 2655.769831 = -251642.999569 nChanged 31 SP:Iteration 14Q (3000.381784 sec): 3 clusters Score: Raw -254317.843647 + Penalty 2655.769831 = -251662.073816 nChanged 30 SP:Iteration 15Q (3000.398587 sec): 3 clusters Score: Raw -254334.528990 + Penalty 2655.769831 = -251678.759159 nChanged 34 SP:Iteration 16Q (3000.415431 sec): 3 clusters Score: Raw -254350.621496 + Penalty 2655.769831 = -251694.851664 nChanged 35 SP:Iteration 17Q (3000.432210 sec): 3 clusters Score: Raw -254368.573976 + Penalty 2655.769831 = -251712.804145 nChanged 30 SP:Iteration 18Q (3000.449018 sec): 3 clusters Score: Raw -254383.692641 + Penalty 2655.769831 = -251727.922810 nChanged 25 SP:Iteration 19Q (3000.465795 sec): 3 clusters Score: Raw -254393.718584 + Penalty 2655.769831 = -251737.948753 nChanged 25 SP:Iteration 20F (3000.483169 sec): 3 clusters Score: Raw -254407.648078 + Penalty 2655.769831 = -251751.878247 nChanged 35 SP:Iteration 21Q (3000.499889 sec): 3 clusters Score: Raw -254439.488257 + Penalty 2655.769831 = -251783.718426 nChanged 43 SP:Iteration 22Q (3000.516591 sec): 3 clusters Score: Raw -254481.131115 + Penalty 2655.769831 = -251825.361284 nChanged 53 SP:Iteration 23Q (3000.533231 sec): 3 clusters Score: Raw -254537.633285 + Penalty 2655.769831 = -251881.863454 nChanged 60 SP:Iteration 24Q (3000.549803 sec): 3 clusters Score: Raw -254609.692198 + Penalty 2655.769831 = -251953.922367 nChanged 71 SP:Iteration 25Q (3000.566305 sec): 3 clusters Score: Raw -254695.476686 + Penalty 2655.769831 = -252039.706854 nChanged 69 SP:Iteration 26Q (3000.582573 sec): 3 clusters Score: Raw -254780.885119 + Penalty 2655.769831 = -252125.115288 nChanged 64 SP:Iteration 27Q (3000.598871 sec): 3 clusters Score: Raw -254899.093401 + Penalty 2655.769831 = -252243.323570 nChanged 54 SP:Iteration 28Q (3000.615202 sec): 3 clusters Score: Raw -254997.003669 + Penalty 2655.769831 = -252341.233838 nChanged 52 SP:Iteration 29Q (3000.631426 sec): 3 clusters Score: Raw -255094.150225 + Penalty 2655.769831 = -252438.380394 nChanged 42 SP:Iteration 30Q (3000.647619 sec): 3 clusters Score: Raw -255177.547322 + Penalty 2655.769831 = -252521.777490 nChanged 31 SP:Iteration 31Q (3000.663771 sec): 3 clusters Score: Raw -255247.107020 + Penalty 2655.769831 = -252591.337189 nChanged 17 SP:Iteration 32Q (3000.679652 sec): 3 clusters Score: Raw -255279.395729 + Penalty 2655.769831 = -252623.625898 nChanged 13 SP:Iteration 33Q (3000.695688 sec): 3 clusters Score: Raw -255315.527248 + Penalty 2655.769831 = -252659.757416 nChanged 17 SP:Iteration 34Q (3000.711582 sec): 3 clusters Score: Raw -255336.936688 + Penalty 2655.769831 = -252681.166857 nChanged 13 SP:Iteration 35Q (3000.727643 sec): 3 clusters Score: Raw -255352.556712 + Penalty 2655.769831 = -252696.786881 nChanged 7 SP:Iteration 36Q (3000.743478 sec): 3 clusters Score: Raw -255361.045213 + Penalty 2655.769831 = -252705.275382 nChanged 5 SP:Iteration 37Q (3000.759324 sec): 3 clusters Score: Raw -255365.490750 + Penalty 2655.769831 = -252709.720919 nChanged 1 SP:Iteration 38Q (3000.775305 sec): 3 clusters Score: Raw -255366.639264 + Penalty 2655.769831 = -252710.869432 nChanged 1 SP:Iteration 39Q (3000.791290 sec): 3 clusters Score: Raw -255368.053396 + Penalty 2655.769831 = -252712.283565 nChanged 1 SP:Iteration 40F (3000.808522 sec): 3 clusters Score: Raw -255371.348882 + Penalty 2655.769831 = -252715.579051 nChanged 1 SP:Iteration 41Q (3000.824521 sec): 3 clusters Score: Raw -255372.604480 + Penalty 2655.769831 = -252716.834649 nChanged 1 SP:Iteration 42Q (3000.840518 sec): 3 clusters Score: Raw -255373.291070 + Penalty 2655.769831 = -252717.521239 nChanged 0 SP:Iteration 43F (3000.857691 sec): 3 clusters Score: Raw -255373.291070 + Penalty 2655.769831 = -252717.521239 nChanged 0 Score: Raw -49008651.340021 + Penalty 49876.906090 = -48958774.433931 Splitting cluster 6 changes total score from -48928104.977678 to -48958774.433931 So it's getting split into cluster 23. Trying to split cluster 7 (35950 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3009.997102 sec): 2 clusters Score: Raw -2919108.082950 + Penalty 1704.606209 = -2917403.476741 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3010.071718 sec): 3 clusters Score: Raw -2896625.192194 + Penalty 3409.212418 = -2893215.979776 nChanged 16884 SP:Iteration 1F (3010.140829 sec): 3 clusters Score: Raw -2906582.558045 + Penalty 3409.212418 = -2903173.345627 nChanged 2268 SP:Iteration 2F (3010.210112 sec): 3 clusters Score: Raw -2908699.113887 + Penalty 3409.212418 = -2905289.901469 nChanged 3187 SP:Iteration 3F (3010.279084 sec): 3 clusters Score: Raw -2914389.546873 + Penalty 3409.212418 = -2910980.334455 nChanged 4737 SP:Iteration 4F (3010.348267 sec): 3 clusters Score: Raw -2924357.640700 + Penalty 3409.212418 = -2920948.428282 nChanged 4796 SP:Iteration 5F (3010.417219 sec): 3 clusters Score: Raw -2930961.949027 + Penalty 3409.212418 = -2927552.736609 nChanged 2312 SP:Iteration 6F (3010.486338 sec): 3 clusters Score: Raw -2932753.402536 + Penalty 3409.212418 = -2929344.190118 nChanged 923 SP:Iteration 7Q (3010.554024 sec): 3 clusters Score: Raw -2933160.299241 + Penalty 3409.212418 = -2929751.086823 nChanged 408 SP:Iteration 8Q (3010.620489 sec): 3 clusters Score: Raw -2933306.222576 + Penalty 3409.212418 = -2929897.010158 nChanged 267 SP:Iteration 9Q (3010.700624 sec): 3 clusters Score: Raw -2933414.953836 + Penalty 3409.212418 = -2930005.741418 nChanged 226 SP:Iteration 10Q (3010.763552 sec): 3 clusters Score: Raw -2933505.100541 + Penalty 3409.212418 = -2930095.888123 nChanged 192 SP:Iteration 11Q (3010.829481 sec): 3 clusters Score: Raw -2933587.862216 + Penalty 3409.212418 = -2930178.649798 nChanged 179 SP:Iteration 12Q (3010.894845 sec): 3 clusters Score: Raw -2933656.208497 + Penalty 3409.212418 = -2930246.996079 nChanged 164 SP:Iteration 13Q (3010.960488 sec): 3 clusters Score: Raw -2933717.399543 + Penalty 3409.212418 = -2930308.187125 nChanged 166 SP:Iteration 14Q (3011.025867 sec): 3 clusters Score: Raw -2933769.965772 + Penalty 3409.212418 = -2930360.753354 nChanged 159 SP:Iteration 15Q (3011.091097 sec): 3 clusters Score: Raw -2933812.484969 + Penalty 3409.212418 = -2930403.272551 nChanged 130 SP:Iteration 16Q (3011.156423 sec): 3 clusters Score: Raw -2933838.347350 + Penalty 3409.212418 = -2930429.134932 nChanged 103 SP:Iteration 17Q (3011.221549 sec): 3 clusters Score: Raw -2933855.327283 + Penalty 3409.212418 = -2930446.114865 nChanged 83 SP:Iteration 18Q (3011.286730 sec): 3 clusters Score: Raw -2933867.226187 + Penalty 3409.212418 = -2930458.013769 nChanged 73 SP:Iteration 19Q (3011.352157 sec): 3 clusters Score: Raw -2933874.496838 + Penalty 3409.212418 = -2930465.284420 nChanged 48 SP:Iteration 20F (3011.420588 sec): 3 clusters Score: Raw -2933879.443192 + Penalty 3409.212418 = -2930470.230774 nChanged 47 SP:Iteration 21Q (3011.487078 sec): 3 clusters Score: Raw -2933882.939909 + Penalty 3409.212418 = -2930473.727491 nChanged 31 SP:Iteration 22Q (3011.552604 sec): 3 clusters Score: Raw -2933884.597164 + Penalty 3409.212418 = -2930475.384746 nChanged 26 SP:Iteration 23Q (3011.618387 sec): 3 clusters Score: Raw -2933886.246701 + Penalty 3409.212418 = -2930477.034283 nChanged 22 SP:Iteration 24Q (3011.717530 sec): 3 clusters Score: Raw -2933887.361072 + Penalty 3409.212418 = -2930478.148654 nChanged 17 SP:Iteration 25Q (3011.790821 sec): 3 clusters Score: Raw -2933888.285309 + Penalty 3409.212418 = -2930479.072891 nChanged 16 SP:Iteration 26Q (3011.870632 sec): 3 clusters Score: Raw -2933889.283046 + Penalty 3409.212418 = -2930480.070628 nChanged 19 SP:Iteration 27Q (3011.935214 sec): 3 clusters Score: Raw -2933890.720419 + Penalty 3409.212418 = -2930481.508001 nChanged 14 SP:Iteration 28Q (3012.000948 sec): 3 clusters Score: Raw -2933891.532885 + Penalty 3409.212418 = -2930482.320467 nChanged 15 SP:Iteration 29Q (3012.066484 sec): 3 clusters Score: Raw -2933892.465542 + Penalty 3409.212418 = -2930483.253124 nChanged 15 SP:Iteration 30Q (3012.132174 sec): 3 clusters Score: Raw -2933893.463995 + Penalty 3409.212418 = -2930484.251577 nChanged 13 SP:Iteration 31Q (3012.198211 sec): 3 clusters Score: Raw -2933894.095963 + Penalty 3409.212418 = -2930484.883545 nChanged 13 SP:Iteration 32Q (3012.263743 sec): 3 clusters Score: Raw -2933894.767752 + Penalty 3409.212418 = -2930485.555334 nChanged 10 SP:Iteration 33Q (3012.329455 sec): 3 clusters Score: Raw -2933895.128309 + Penalty 3409.212418 = -2930485.915891 nChanged 5 SP:Iteration 34Q (3012.395170 sec): 3 clusters Score: Raw -2933895.292508 + Penalty 3409.212418 = -2930486.080090 nChanged 5 SP:Iteration 35Q (3012.461223 sec): 3 clusters Score: Raw -2933895.507265 + Penalty 3409.212418 = -2930486.294847 nChanged 3 SP:Iteration 36Q (3012.526840 sec): 3 clusters Score: Raw -2933895.602462 + Penalty 3409.212418 = -2930486.390044 nChanged 3 SP:Iteration 37Q (3012.592563 sec): 3 clusters Score: Raw -2933895.713213 + Penalty 3409.212418 = -2930486.500795 nChanged 2 SP:Iteration 38Q (3012.658272 sec): 3 clusters Score: Raw -2933895.774714 + Penalty 3409.212418 = -2930486.562295 nChanged 0 SP:Iteration 39F (3012.726626 sec): 3 clusters Score: Raw -2933895.774714 + Penalty 3409.212418 = -2930486.562295 nChanged 0 Score: Raw -49023439.031785 + Penalty 52045.467224 = -48971393.564561 Splitting cluster 7 changes total score from -48928104.977678 to -48971393.564561 So it's getting split into cluster 24. Trying to split cluster 8 (3748 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3022.494312 sec): 2 clusters Score: Raw -286898.474025 + Penalty 1337.208867 = -285561.265158 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3022.513973 sec): 3 clusters Score: Raw -285061.332371 + Penalty 2674.417734 = -282386.914637 nChanged 1421 SP:Iteration 1F (3022.532359 sec): 3 clusters Score: Raw -285888.584517 + Penalty 2674.417734 = -283214.166782 nChanged 318 SP:Iteration 2F (3022.551145 sec): 3 clusters Score: Raw -286162.538740 + Penalty 2674.417734 = -283488.121006 nChanged 280 SP:Iteration 3F (3022.569714 sec): 3 clusters Score: Raw -286432.556494 + Penalty 2674.417734 = -283758.138760 nChanged 280 SP:Iteration 4F (3022.588302 sec): 3 clusters Score: Raw -286763.337905 + Penalty 2674.417734 = -284088.920171 nChanged 239 SP:Iteration 5F (3022.606869 sec): 3 clusters Score: Raw -287014.069748 + Penalty 2674.417734 = -284339.652014 nChanged 236 SP:Iteration 6F (3022.625412 sec): 3 clusters Score: Raw -287228.691965 + Penalty 2674.417734 = -284554.274231 nChanged 179 SP:Iteration 7Q (3022.643850 sec): 3 clusters Score: Raw -287366.023522 + Penalty 2674.417734 = -284691.605788 nChanged 128 SP:Iteration 8Q (3022.662250 sec): 3 clusters Score: Raw -287452.924272 + Penalty 2674.417734 = -284778.506538 nChanged 99 SP:Iteration 9Q (3022.680620 sec): 3 clusters Score: Raw -287510.551651 + Penalty 2674.417734 = -284836.133917 nChanged 75 SP:Iteration 10Q (3022.698954 sec): 3 clusters Score: Raw -287553.789181 + Penalty 2674.417734 = -284879.371447 nChanged 56 SP:Iteration 11Q (3022.717298 sec): 3 clusters Score: Raw -287582.623899 + Penalty 2674.417734 = -284908.206165 nChanged 49 SP:Iteration 12Q (3022.735587 sec): 3 clusters Score: Raw -287605.411906 + Penalty 2674.417734 = -284930.994172 nChanged 40 SP:Iteration 13Q (3022.753906 sec): 3 clusters Score: Raw -287623.891716 + Penalty 2674.417734 = -284949.473982 nChanged 23 SP:Iteration 14Q (3022.772132 sec): 3 clusters Score: Raw -287632.756096 + Penalty 2674.417734 = -284958.338362 nChanged 14 SP:Iteration 15Q (3022.790333 sec): 3 clusters Score: Raw -287639.309642 + Penalty 2674.417734 = -284964.891908 nChanged 21 SP:Iteration 16Q (3022.808520 sec): 3 clusters Score: Raw -287648.441655 + Penalty 2674.417734 = -284974.023921 nChanged 21 SP:Iteration 17Q (3022.826713 sec): 3 clusters Score: Raw -287655.539626 + Penalty 2674.417734 = -284981.121892 nChanged 18 SP:Iteration 18Q (3022.844912 sec): 3 clusters Score: Raw -287662.493995 + Penalty 2674.417734 = -284988.076261 nChanged 17 SP:Iteration 19Q (3022.863045 sec): 3 clusters Score: Raw -287669.635526 + Penalty 2674.417734 = -284995.217792 nChanged 12 SP:Iteration 20F (3022.881304 sec): 3 clusters Score: Raw -287674.120924 + Penalty 2674.417734 = -284999.703190 nChanged 11 SP:Iteration 21Q (3022.899435 sec): 3 clusters Score: Raw -287679.322634 + Penalty 2674.417734 = -285004.904900 nChanged 14 SP:Iteration 22Q (3022.917400 sec): 3 clusters Score: Raw -287685.219403 + Penalty 2674.417734 = -285010.801669 nChanged 9 SP:Iteration 23Q (3022.935382 sec): 3 clusters Score: Raw -287689.788907 + Penalty 2674.417734 = -285015.371173 nChanged 11 SP:Iteration 24Q (3022.953488 sec): 3 clusters Score: Raw -287699.047951 + Penalty 2674.417734 = -285024.630217 nChanged 14 SP:Iteration 25Q (3022.971638 sec): 3 clusters Score: Raw -287707.190415 + Penalty 2674.417734 = -285032.772681 nChanged 8 SP:Iteration 26Q (3022.989708 sec): 3 clusters Score: Raw -287711.995049 + Penalty 2674.417734 = -285037.577315 nChanged 11 SP:Iteration 27Q (3023.007825 sec): 3 clusters Score: Raw -287717.462647 + Penalty 2674.417734 = -285043.044913 nChanged 11 SP:Iteration 28Q (3023.025681 sec): 3 clusters Score: Raw -287722.427348 + Penalty 2674.417734 = -285048.009614 nChanged 11 SP:Iteration 29Q (3023.043722 sec): 3 clusters Score: Raw -287727.578316 + Penalty 2674.417734 = -285053.160582 nChanged 10 SP:Iteration 30Q (3023.061772 sec): 3 clusters Score: Raw -287731.731381 + Penalty 2674.417734 = -285057.313647 nChanged 10 SP:Iteration 31Q (3023.079555 sec): 3 clusters Score: Raw -287734.931453 + Penalty 2674.417734 = -285060.513719 nChanged 11 SP:Iteration 32Q (3023.097586 sec): 3 clusters Score: Raw -287741.062223 + Penalty 2674.417734 = -285066.644489 nChanged 12 SP:Iteration 33Q (3023.115562 sec): 3 clusters Score: Raw -287746.001470 + Penalty 2674.417734 = -285071.583735 nChanged 8 SP:Iteration 34Q (3023.133608 sec): 3 clusters Score: Raw -287751.721879 + Penalty 2674.417734 = -285077.304145 nChanged 7 SP:Iteration 35Q (3023.151564 sec): 3 clusters Score: Raw -287754.208561 + Penalty 2674.417734 = -285079.790827 nChanged 6 SP:Iteration 36Q (3023.169360 sec): 3 clusters Score: Raw -287757.623920 + Penalty 2674.417734 = -285083.206186 nChanged 5 SP:Iteration 37Q (3023.187305 sec): 3 clusters Score: Raw -287760.150526 + Penalty 2674.417734 = -285085.732792 nChanged 3 SP:Iteration 38Q (3023.217055 sec): 3 clusters Score: Raw -287761.704659 + Penalty 2674.417734 = -285087.286925 nChanged 2 SP:Iteration 39Q (3023.255088 sec): 3 clusters Score: Raw -287762.818835 + Penalty 2674.417734 = -285088.401100 nChanged 2 SP:Iteration 40F (3023.273538 sec): 3 clusters Score: Raw -287764.215913 + Penalty 2674.417734 = -285089.798179 nChanged 3 SP:Iteration 41Q (3023.291566 sec): 3 clusters Score: Raw -287766.990353 + Penalty 2674.417734 = -285092.572619 nChanged 6 SP:Iteration 42Q (3023.309391 sec): 3 clusters Score: Raw -287771.322978 + Penalty 2674.417734 = -285096.905244 nChanged 10 SP:Iteration 43Q (3023.331772 sec): 3 clusters Score: Raw -287777.894986 + Penalty 2674.417734 = -285103.477252 nChanged 8 SP:Iteration 44Q (3023.349737 sec): 3 clusters Score: Raw -287783.308264 + Penalty 2674.417734 = -285108.890530 nChanged 7 SP:Iteration 45Q (3023.367658 sec): 3 clusters Score: Raw -287786.865925 + Penalty 2674.417734 = -285112.448191 nChanged 6 SP:Iteration 46Q (3023.385593 sec): 3 clusters Score: Raw -287790.548277 + Penalty 2674.417734 = -285116.130543 nChanged 7 SP:Iteration 47Q (3023.403333 sec): 3 clusters Score: Raw -287794.741885 + Penalty 2674.417734 = -285120.324151 nChanged 7 SP:Iteration 48Q (3023.421215 sec): 3 clusters Score: Raw -287799.336351 + Penalty 2674.417734 = -285124.918617 nChanged 5 SP:Iteration 49Q (3023.439069 sec): 3 clusters Score: Raw -287800.974860 + Penalty 2674.417734 = -285126.557125 nChanged 0 SP:Iteration 50F (3023.457474 sec): 3 clusters Score: Raw -287800.974860 + Penalty 2674.417734 = -285126.557125 nChanged 0 Trying to split cluster 9 (6338 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3023.478403 sec): 2 clusters Score: Raw -459306.300522 + Penalty 1422.576763 = -457883.723760 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3023.502066 sec): 3 clusters Score: Raw -455891.395938 + Penalty 2845.153526 = -453046.242413 nChanged 2626 SP:Iteration 1F (3023.525381 sec): 3 clusters Score: Raw -457292.204590 + Penalty 2845.153526 = -454447.051065 nChanged 419 SP:Iteration 2F (3023.548851 sec): 3 clusters Score: Raw -457514.665081 + Penalty 2845.153526 = -454669.511556 nChanged 370 SP:Iteration 3F (3023.571975 sec): 3 clusters Score: Raw -457709.141280 + Penalty 2845.153526 = -454863.987755 nChanged 311 SP:Iteration 4Q (3023.595326 sec): 3 clusters Score: Raw -457872.106327 + Penalty 2845.153526 = -455026.952801 nChanged 294 SP:Iteration 5Q (3023.618925 sec): 3 clusters Score: Raw -458016.349678 + Penalty 2845.153526 = -455171.196152 nChanged 234 SP:Iteration 6Q (3023.642444 sec): 3 clusters Score: Raw -458144.165978 + Penalty 2845.153526 = -455299.012452 nChanged 249 SP:Iteration 7Q (3023.665757 sec): 3 clusters Score: Raw -458278.445364 + Penalty 2845.153526 = -455433.291838 nChanged 237 SP:Iteration 8Q (3023.689158 sec): 3 clusters Score: Raw -458430.608712 + Penalty 2845.153526 = -455585.455186 nChanged 274 SP:Iteration 9Q (3023.712511 sec): 3 clusters Score: Raw -458621.532636 + Penalty 2845.153526 = -455776.379110 nChanged 306 SP:Iteration 10Q (3023.735965 sec): 3 clusters Score: Raw -458855.314483 + Penalty 2845.153526 = -456010.160958 nChanged 280 SP:Iteration 11Q (3023.759256 sec): 3 clusters Score: Raw -459052.869058 + Penalty 2845.153526 = -456207.715533 nChanged 275 SP:Iteration 12Q (3023.782587 sec): 3 clusters Score: Raw -459259.166994 + Penalty 2845.153526 = -456414.013468 nChanged 228 SP:Iteration 13Q (3023.805940 sec): 3 clusters Score: Raw -459427.176565 + Penalty 2845.153526 = -456582.023040 nChanged 205 SP:Iteration 14Q (3023.829065 sec): 3 clusters Score: Raw -459538.184878 + Penalty 2845.153526 = -456693.031353 nChanged 176 SP:Iteration 15Q (3023.852056 sec): 3 clusters Score: Raw -459630.451809 + Penalty 2845.153526 = -456785.298284 nChanged 148 SP:Iteration 16Q (3023.875139 sec): 3 clusters Score: Raw -459695.078443 + Penalty 2845.153526 = -456849.924918 nChanged 108 SP:Iteration 17Q (3023.898032 sec): 3 clusters Score: Raw -459733.297324 + Penalty 2845.153526 = -456888.143799 nChanged 75 SP:Iteration 18Q (3023.921129 sec): 3 clusters Score: Raw -459756.087043 + Penalty 2845.153526 = -456910.933517 nChanged 56 SP:Iteration 19Q (3023.944011 sec): 3 clusters Score: Raw -459770.738726 + Penalty 2845.153526 = -456925.585200 nChanged 35 SP:Iteration 20F (3023.967257 sec): 3 clusters Score: Raw -459777.560776 + Penalty 2845.153526 = -456932.407250 nChanged 23 SP:Iteration 21Q (3023.990108 sec): 3 clusters Score: Raw -459781.995468 + Penalty 2845.153526 = -456936.841942 nChanged 16 SP:Iteration 22Q (3024.013159 sec): 3 clusters Score: Raw -459785.223245 + Penalty 2845.153526 = -456940.069720 nChanged 18 SP:Iteration 23Q (3024.035879 sec): 3 clusters Score: Raw -459789.635760 + Penalty 2845.153526 = -456944.482235 nChanged 11 SP:Iteration 24Q (3024.058839 sec): 3 clusters Score: Raw -459791.672174 + Penalty 2845.153526 = -456946.518649 nChanged 14 SP:Iteration 25Q (3024.081570 sec): 3 clusters Score: Raw -459794.903866 + Penalty 2845.153526 = -456949.750341 nChanged 11 SP:Iteration 26Q (3024.104323 sec): 3 clusters Score: Raw -459797.117096 + Penalty 2845.153526 = -456951.963570 nChanged 11 SP:Iteration 27Q (3024.127156 sec): 3 clusters Score: Raw -459799.021315 + Penalty 2845.153526 = -456953.867790 nChanged 12 SP:Iteration 28Q (3024.150132 sec): 3 clusters Score: Raw -459800.994979 + Penalty 2845.153526 = -456955.841453 nChanged 11 SP:Iteration 29Q (3024.172926 sec): 3 clusters Score: Raw -459802.910767 + Penalty 2845.153526 = -456957.757241 nChanged 13 SP:Iteration 30Q (3024.195649 sec): 3 clusters Score: Raw -459805.556120 + Penalty 2845.153526 = -456960.402594 nChanged 13 SP:Iteration 31Q (3024.218591 sec): 3 clusters Score: Raw -459808.027384 + Penalty 2845.153526 = -456962.873858 nChanged 14 SP:Iteration 32Q (3024.241152 sec): 3 clusters Score: Raw -459810.502536 + Penalty 2845.153526 = -456965.349011 nChanged 10 SP:Iteration 33Q (3024.263914 sec): 3 clusters Score: Raw -459812.404285 + Penalty 2845.153526 = -456967.250759 nChanged 7 SP:Iteration 34Q (3024.286498 sec): 3 clusters Score: Raw -459813.252376 + Penalty 2845.153526 = -456968.098850 nChanged 6 SP:Iteration 35Q (3024.309158 sec): 3 clusters Score: Raw -459814.156053 + Penalty 2845.153526 = -456969.002527 nChanged 6 SP:Iteration 36Q (3024.331848 sec): 3 clusters Score: Raw -459815.259829 + Penalty 2845.153526 = -456970.106304 nChanged 7 SP:Iteration 37Q (3024.354769 sec): 3 clusters Score: Raw -459816.053768 + Penalty 2845.153526 = -456970.900243 nChanged 3 SP:Iteration 38Q (3024.377659 sec): 3 clusters Score: Raw -459816.486394 + Penalty 2845.153526 = -456971.332868 nChanged 2 SP:Iteration 39Q (3024.400464 sec): 3 clusters Score: Raw -459816.874096 + Penalty 2845.153526 = -456971.720570 nChanged 0 SP:Iteration 40F (3024.423800 sec): 3 clusters Score: Raw -459816.874096 + Penalty 2845.153526 = -456971.720570 nChanged 0 Trying to split cluster 10 (159939 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3024.615449 sec): 2 clusters Score: Raw -13069088.934247 + Penalty 1947.164013 = -13067141.770234 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3024.884633 sec): 3 clusters Score: Raw -12963644.663606 + Penalty 3894.328026 = -12959750.335580 nChanged 77225 SP:Iteration 1F (3025.150195 sec): 3 clusters Score: Raw -13012417.734103 + Penalty 3894.328026 = -13008523.406077 nChanged 8731 SP:Iteration 2F (3025.415854 sec): 3 clusters Score: Raw -13017015.686788 + Penalty 3894.328026 = -13013121.358762 nChanged 10860 SP:Iteration 3F (3025.681152 sec): 3 clusters Score: Raw -13024415.738720 + Penalty 3894.328026 = -13020521.410694 nChanged 12651 SP:Iteration 4F (3025.946028 sec): 3 clusters Score: Raw -13034824.471481 + Penalty 3894.328026 = -13030930.143455 nChanged 12482 SP:Iteration 5F (3026.211423 sec): 3 clusters Score: Raw -13045938.790963 + Penalty 3894.328026 = -13042044.462937 nChanged 10162 SP:Iteration 6F (3026.476847 sec): 3 clusters Score: Raw -13054904.327476 + Penalty 3894.328026 = -13051009.999450 nChanged 7179 SP:Iteration 7Q (3026.749680 sec): 3 clusters Score: Raw -13060045.314089 + Penalty 3894.328026 = -13056150.986063 nChanged 4676 SP:Iteration 8Q (3027.010730 sec): 3 clusters Score: Raw -13062590.885807 + Penalty 3894.328026 = -13058696.557782 nChanged 3181 SP:Iteration 9Q (3027.286427 sec): 3 clusters Score: Raw -13064197.874492 + Penalty 3894.328026 = -13060303.546467 nChanged 2549 SP:Iteration 10Q (3027.534263 sec): 3 clusters Score: Raw -13065543.055951 + Penalty 3894.328026 = -13061648.727926 nChanged 2178 SP:Iteration 11Q (3027.777116 sec): 3 clusters Score: Raw -13066789.447459 + Penalty 3894.328026 = -13062895.119434 nChanged 1952 SP:Iteration 12Q (3028.016626 sec): 3 clusters Score: Raw -13067961.773929 + Penalty 3894.328026 = -13064067.445903 nChanged 1903 SP:Iteration 13Q (3028.252367 sec): 3 clusters Score: Raw -13069113.274586 + Penalty 3894.328026 = -13065218.946560 nChanged 1683 SP:Iteration 14Q (3028.485434 sec): 3 clusters Score: Raw -13070089.527526 + Penalty 3894.328026 = -13066195.199500 nChanged 1542 SP:Iteration 15Q (3028.715542 sec): 3 clusters Score: Raw -13070791.124818 + Penalty 3894.328026 = -13066896.796793 nChanged 1303 SP:Iteration 16Q (3028.943400 sec): 3 clusters Score: Raw -13071276.631613 + Penalty 3894.328026 = -13067382.303587 nChanged 1093 SP:Iteration 17Q (3029.169983 sec): 3 clusters Score: Raw -13071631.161824 + Penalty 3894.328026 = -13067736.833798 nChanged 880 SP:Iteration 18Q (3029.395497 sec): 3 clusters Score: Raw -13071854.644303 + Penalty 3894.328026 = -13067960.316277 nChanged 708 SP:Iteration 19Q (3029.619981 sec): 3 clusters Score: Raw -13071988.588326 + Penalty 3894.328026 = -13068094.260300 nChanged 524 SP:Iteration 20F (3029.884942 sec): 3 clusters Score: Raw -13072065.516888 + Penalty 3894.328026 = -13068171.188863 nChanged 374 SP:Iteration 21Q (3030.109297 sec): 3 clusters Score: Raw -13072113.026583 + Penalty 3894.328026 = -13068218.698557 nChanged 308 SP:Iteration 22Q (3030.333384 sec): 3 clusters Score: Raw -13072148.184906 + Penalty 3894.328026 = -13068253.856880 nChanged 273 SP:Iteration 23Q (3030.567185 sec): 3 clusters Score: Raw -13072175.419245 + Penalty 3894.328026 = -13068281.091219 nChanged 241 SP:Iteration 24Q (3030.791183 sec): 3 clusters Score: Raw -13072197.519885 + Penalty 3894.328026 = -13068303.191859 nChanged 197 SP:Iteration 25Q (3031.014434 sec): 3 clusters Score: Raw -13072214.132186 + Penalty 3894.328026 = -13068319.804160 nChanged 178 SP:Iteration 26Q (3031.237485 sec): 3 clusters Score: Raw -13072227.108830 + Penalty 3894.328026 = -13068332.780804 nChanged 167 SP:Iteration 27Q (3031.460294 sec): 3 clusters Score: Raw -13072239.022305 + Penalty 3894.328026 = -13068344.694279 nChanged 133 SP:Iteration 28Q (3031.683033 sec): 3 clusters Score: Raw -13072246.164310 + Penalty 3894.328026 = -13068351.836284 nChanged 118 SP:Iteration 29Q (3031.905809 sec): 3 clusters Score: Raw -13072251.776299 + Penalty 3894.328026 = -13068357.448273 nChanged 87 SP:Iteration 30Q (3032.128196 sec): 3 clusters Score: Raw -13072255.472748 + Penalty 3894.328026 = -13068361.144722 nChanged 78 SP:Iteration 31Q (3032.350345 sec): 3 clusters Score: Raw -13072258.848794 + Penalty 3894.328026 = -13068364.520768 nChanged 74 SP:Iteration 32Q (3032.572529 sec): 3 clusters Score: Raw -13072261.002384 + Penalty 3894.328026 = -13068366.674359 nChanged 42 SP:Iteration 33Q (3032.794440 sec): 3 clusters Score: Raw -13072262.385747 + Penalty 3894.328026 = -13068368.057721 nChanged 47 SP:Iteration 34Q (3033.016329 sec): 3 clusters Score: Raw -13072263.978364 + Penalty 3894.328026 = -13068369.650338 nChanged 41 SP:Iteration 35Q (3033.238229 sec): 3 clusters Score: Raw -13072264.933589 + Penalty 3894.328026 = -13068370.605563 nChanged 35 SP:Iteration 36Q (3033.460117 sec): 3 clusters Score: Raw -13072265.913299 + Penalty 3894.328026 = -13068371.585273 nChanged 38 SP:Iteration 37Q (3033.682064 sec): 3 clusters Score: Raw -13072266.897975 + Penalty 3894.328026 = -13068372.569950 nChanged 32 SP:Iteration 38Q (3033.927903 sec): 3 clusters Score: Raw -13072267.705420 + Penalty 3894.328026 = -13068373.377394 nChanged 26 SP:Iteration 39Q (3034.149778 sec): 3 clusters Score: Raw -13072268.216565 + Penalty 3894.328026 = -13068373.888539 nChanged 26 SP:Iteration 40F (3034.414798 sec): 3 clusters Score: Raw -13072268.799318 + Penalty 3894.328026 = -13068374.471292 nChanged 27 SP:Iteration 41Q (3034.636866 sec): 3 clusters Score: Raw -13072269.492956 + Penalty 3894.328026 = -13068375.164931 nChanged 27 SP:Iteration 42Q (3034.858932 sec): 3 clusters Score: Raw -13072270.024082 + Penalty 3894.328026 = -13068375.696056 nChanged 26 SP:Iteration 43Q (3035.081062 sec): 3 clusters Score: Raw -13072270.565225 + Penalty 3894.328026 = -13068376.237199 nChanged 20 SP:Iteration 44Q (3035.303054 sec): 3 clusters Score: Raw -13072270.922051 + Penalty 3894.328026 = -13068376.594025 nChanged 9 SP:Iteration 45Q (3035.524893 sec): 3 clusters Score: Raw -13072271.052968 + Penalty 3894.328026 = -13068376.724942 nChanged 6 SP:Iteration 46Q (3035.746725 sec): 3 clusters Score: Raw -13072271.132231 + Penalty 3894.328026 = -13068376.804205 nChanged 6 SP:Iteration 47Q (3035.968571 sec): 3 clusters Score: Raw -13072271.192901 + Penalty 3894.328026 = -13068376.864875 nChanged 6 SP:Iteration 48Q (3036.190721 sec): 3 clusters Score: Raw -13072271.304770 + Penalty 3894.328026 = -13068376.976745 nChanged 7 SP:Iteration 49Q (3036.415290 sec): 3 clusters Score: Raw -13072271.428503 + Penalty 3894.328026 = -13068377.100477 nChanged 7 SP:Iteration 50Q (3036.640486 sec): 3 clusters Score: Raw -13072271.526142 + Penalty 3894.328026 = -13068377.198117 nChanged 2 SP:Iteration 51Q (3036.862963 sec): 3 clusters Score: Raw -13072271.543934 + Penalty 3894.328026 = -13068377.215908 nChanged 1 SP:Iteration 52Q (3037.096513 sec): 3 clusters Score: Raw -13072271.550042 + Penalty 3894.328026 = -13068377.222016 nChanged 0 SP:Iteration 53F (3037.361640 sec): 3 clusters Score: Raw -13072271.550042 + Penalty 3894.328026 = -13068377.222016 nChanged 0 Score: Raw -49026621.647581 + Penalty 54214.028359 = -48972407.619222 Splitting cluster 10 changes total score from -48928104.977678 to -48972407.619222 So it's getting split into cluster 25. Trying to split cluster 11 (3149 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3047.565779 sec): 2 clusters Score: Raw -235183.942239 + Penalty 1308.911536 = -233875.030703 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3047.582530 sec): 3 clusters Score: Raw -233791.026554 + Penalty 2617.823072 = -231173.203482 nChanged 1239 SP:Iteration 1F (3047.598272 sec): 3 clusters Score: Raw -235248.560146 + Penalty 2617.823072 = -232630.737074 nChanged 506 SP:Iteration 2F (3047.614058 sec): 3 clusters Score: Raw -236763.348016 + Penalty 2617.823072 = -234145.524944 nChanged 389 SP:Iteration 3F (3047.629887 sec): 3 clusters Score: Raw -237477.194825 + Penalty 2617.823072 = -234859.371753 nChanged 186 SP:Iteration 4F (3047.645646 sec): 3 clusters Score: Raw -237674.533273 + Penalty 2617.823072 = -235056.710202 nChanged 87 SP:Iteration 5Q (3047.660993 sec): 3 clusters Score: Raw -237730.011738 + Penalty 2617.823072 = -235112.188666 nChanged 33 SP:Iteration 6Q (3047.676292 sec): 3 clusters Score: Raw -237745.193985 + Penalty 2617.823072 = -235127.370913 nChanged 15 SP:Iteration 7Q (3047.691574 sec): 3 clusters Score: Raw -237749.083003 + Penalty 2617.823072 = -235131.259931 nChanged 3 SP:Iteration 8Q (3047.706820 sec): 3 clusters Score: Raw -237749.990351 + Penalty 2617.823072 = -235132.167279 nChanged 4 SP:Iteration 9Q (3047.722085 sec): 3 clusters Score: Raw -237751.431605 + Penalty 2617.823072 = -235133.608533 nChanged 3 SP:Iteration 10Q (3047.737291 sec): 3 clusters Score: Raw -237752.583069 + Penalty 2617.823072 = -235134.759997 nChanged 1 SP:Iteration 11Q (3047.752526 sec): 3 clusters Score: Raw -237752.764663 + Penalty 2617.823072 = -235134.941591 nChanged 0 SP:Iteration 12F (3047.768319 sec): 3 clusters Score: Raw -237752.764663 + Penalty 2617.823072 = -235134.941591 nChanged 0 Score: Raw -49029190.470004 + Penalty 56382.589493 = -48972807.880512 Splitting cluster 11 changes total score from -48928104.977678 to -48972807.880512 So it's getting split into cluster 26. Trying to split cluster 12 (68855 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3058.424629 sec): 2 clusters Score: Raw -5307789.914106 + Penalty 1810.210695 = -5305979.703411 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3058.549111 sec): 3 clusters Score: Raw -5263528.787776 + Penalty 3620.421390 = -5259908.366386 nChanged 32677 SP:Iteration 1F (3058.671126 sec): 3 clusters Score: Raw -5283258.863036 + Penalty 3620.421390 = -5279638.441646 nChanged 3292 SP:Iteration 2Q (3058.799878 sec): 3 clusters Score: Raw -5284648.678847 + Penalty 3620.421390 = -5281028.257457 nChanged 3588 SP:Iteration 3F (3058.921794 sec): 3 clusters Score: Raw -5286373.403838 + Penalty 3620.421390 = -5282752.982448 nChanged 3918 SP:Iteration 4F (3059.043710 sec): 3 clusters Score: Raw -5288480.034559 + Penalty 3620.421390 = -5284859.613169 nChanged 4200 SP:Iteration 5F (3059.189814 sec): 3 clusters Score: Raw -5291073.752275 + Penalty 3620.421390 = -5287453.330885 nChanged 4359 SP:Iteration 6F (3059.311602 sec): 3 clusters Score: Raw -5294146.459333 + Penalty 3620.421390 = -5290526.037943 nChanged 4251 SP:Iteration 7F (3059.433667 sec): 3 clusters Score: Raw -5297499.824865 + Penalty 3620.421390 = -5293879.403475 nChanged 3709 SP:Iteration 8F (3059.555327 sec): 3 clusters Score: Raw -5300123.703983 + Penalty 3620.421390 = -5296503.282593 nChanged 2732 SP:Iteration 9Q (3059.680671 sec): 3 clusters Score: Raw -5301481.708294 + Penalty 3620.421390 = -5297861.286904 nChanged 1793 SP:Iteration 10Q (3059.804599 sec): 3 clusters Score: Raw -5302140.778395 + Penalty 3620.421390 = -5298520.357005 nChanged 1338 SP:Iteration 11Q (3059.927351 sec): 3 clusters Score: Raw -5302605.699374 + Penalty 3620.421390 = -5298985.277984 nChanged 1119 SP:Iteration 12Q (3060.049650 sec): 3 clusters Score: Raw -5302984.474406 + Penalty 3620.421390 = -5299364.053016 nChanged 1050 SP:Iteration 13Q (3060.171395 sec): 3 clusters Score: Raw -5303346.018441 + Penalty 3620.421390 = -5299725.597051 nChanged 985 SP:Iteration 14Q (3060.292546 sec): 3 clusters Score: Raw -5303647.275501 + Penalty 3620.421390 = -5300026.854111 nChanged 865 SP:Iteration 15Q (3060.413177 sec): 3 clusters Score: Raw -5303897.022930 + Penalty 3620.421390 = -5300276.601540 nChanged 790 SP:Iteration 16Q (3060.533531 sec): 3 clusters Score: Raw -5304124.211436 + Penalty 3620.421390 = -5300503.790046 nChanged 697 SP:Iteration 17Q (3060.653404 sec): 3 clusters Score: Raw -5304318.895626 + Penalty 3620.421390 = -5300698.474236 nChanged 637 SP:Iteration 18Q (3060.772966 sec): 3 clusters Score: Raw -5304487.025594 + Penalty 3620.421390 = -5300866.604204 nChanged 595 SP:Iteration 19Q (3060.892190 sec): 3 clusters Score: Raw -5304638.545719 + Penalty 3620.421390 = -5301018.124329 nChanged 573 SP:Iteration 20F (3061.013965 sec): 3 clusters Score: Raw -5304789.884361 + Penalty 3620.421390 = -5301169.462971 nChanged 568 SP:Iteration 21Q (3061.132464 sec): 3 clusters Score: Raw -5304943.583221 + Penalty 3620.421390 = -5301323.161831 nChanged 563 SP:Iteration 22Q (3061.250473 sec): 3 clusters Score: Raw -5305104.449321 + Penalty 3620.421390 = -5301484.027931 nChanged 565 SP:Iteration 23Q (3061.367907 sec): 3 clusters Score: Raw -5305273.073504 + Penalty 3620.421390 = -5301652.652113 nChanged 520 SP:Iteration 24Q (3061.484967 sec): 3 clusters Score: Raw -5305416.715897 + Penalty 3620.421390 = -5301796.294507 nChanged 535 SP:Iteration 25Q (3061.601467 sec): 3 clusters Score: Raw -5305558.686092 + Penalty 3620.421390 = -5301938.264702 nChanged 488 SP:Iteration 26Q (3061.727403 sec): 3 clusters Score: Raw -5305694.023132 + Penalty 3620.421390 = -5302073.601742 nChanged 509 SP:Iteration 27Q (3061.865094 sec): 3 clusters Score: Raw -5305827.158247 + Penalty 3620.421390 = -5302206.736857 nChanged 481 SP:Iteration 28Q (3061.980009 sec): 3 clusters Score: Raw -5305947.906846 + Penalty 3620.421390 = -5302327.485456 nChanged 445 SP:Iteration 29Q (3062.094403 sec): 3 clusters Score: Raw -5306050.360025 + Penalty 3620.421390 = -5302429.938635 nChanged 437 SP:Iteration 30Q (3062.208339 sec): 3 clusters Score: Raw -5306157.858957 + Penalty 3620.421390 = -5302537.437567 nChanged 441 SP:Iteration 31Q (3062.321983 sec): 3 clusters Score: Raw -5306264.811251 + Penalty 3620.421390 = -5302644.389861 nChanged 426 SP:Iteration 32Q (3062.434847 sec): 3 clusters Score: Raw -5306363.806689 + Penalty 3620.421390 = -5302743.385299 nChanged 370 SP:Iteration 33Q (3062.547337 sec): 3 clusters Score: Raw -5306438.608477 + Penalty 3620.421390 = -5302818.187087 nChanged 359 SP:Iteration 34Q (3062.659524 sec): 3 clusters Score: Raw -5306510.712915 + Penalty 3620.421390 = -5302890.291525 nChanged 339 SP:Iteration 35Q (3062.771267 sec): 3 clusters Score: Raw -5306577.538943 + Penalty 3620.421390 = -5302957.117553 nChanged 324 SP:Iteration 36Q (3062.882707 sec): 3 clusters Score: Raw -5306644.357442 + Penalty 3620.421390 = -5303023.936052 nChanged 305 SP:Iteration 37Q (3062.993882 sec): 3 clusters Score: Raw -5306704.604065 + Penalty 3620.421390 = -5303084.182675 nChanged 302 SP:Iteration 38Q (3063.104716 sec): 3 clusters Score: Raw -5306765.168137 + Penalty 3620.421390 = -5303144.746747 nChanged 277 SP:Iteration 39Q (3063.215587 sec): 3 clusters Score: Raw -5306832.652589 + Penalty 3620.421390 = -5303212.231199 nChanged 277 SP:Iteration 40F (3063.336961 sec): 3 clusters Score: Raw -5306915.145487 + Penalty 3620.421390 = -5303294.724097 nChanged 264 SP:Iteration 41Q (3063.447294 sec): 3 clusters Score: Raw -5306983.722019 + Penalty 3620.421390 = -5303363.300629 nChanged 268 SP:Iteration 42Q (3063.557251 sec): 3 clusters Score: Raw -5307060.004572 + Penalty 3620.421390 = -5303439.583182 nChanged 239 SP:Iteration 43Q (3063.666899 sec): 3 clusters Score: Raw -5307133.105811 + Penalty 3620.421390 = -5303512.684421 nChanged 238 SP:Iteration 44Q (3063.776435 sec): 3 clusters Score: Raw -5307202.203587 + Penalty 3620.421390 = -5303581.782197 nChanged 234 SP:Iteration 45Q (3063.885685 sec): 3 clusters Score: Raw -5307284.673761 + Penalty 3620.421390 = -5303664.252371 nChanged 249 SP:Iteration 46Q (3063.994596 sec): 3 clusters Score: Raw -5307387.301424 + Penalty 3620.421390 = -5303766.880034 nChanged 270 SP:Iteration 47Q (3064.103281 sec): 3 clusters Score: Raw -5307536.882544 + Penalty 3620.421390 = -5303916.461154 nChanged 286 SP:Iteration 48Q (3064.211700 sec): 3 clusters Score: Raw -5307719.958453 + Penalty 3620.421390 = -5304099.537063 nChanged 322 SP:Iteration 49Q (3064.319782 sec): 3 clusters Score: Raw -5307890.561282 + Penalty 3620.421390 = -5304270.139892 nChanged 313 SP:Iteration 50Q (3064.428117 sec): 3 clusters Score: Raw -5308030.339182 + Penalty 3620.421390 = -5304409.917792 nChanged 313 SP:Iteration 51Q (3064.537453 sec): 3 clusters Score: Raw -5308145.809528 + Penalty 3620.421390 = -5304525.388138 nChanged 299 SP:Iteration 52Q (3064.645627 sec): 3 clusters Score: Raw -5308247.838966 + Penalty 3620.421390 = -5304627.417576 nChanged 289 SP:Iteration 53Q (3064.753812 sec): 3 clusters Score: Raw -5308333.863069 + Penalty 3620.421390 = -5304713.441679 nChanged 275 SP:Iteration 54Q (3064.861204 sec): 3 clusters Score: Raw -5308412.183292 + Penalty 3620.421390 = -5304791.761902 nChanged 282 SP:Iteration 55Q (3064.968869 sec): 3 clusters Score: Raw -5308494.735850 + Penalty 3620.421390 = -5304874.314460 nChanged 283 SP:Iteration 56Q (3065.075543 sec): 3 clusters Score: Raw -5308574.059751 + Penalty 3620.421390 = -5304953.638361 nChanged 262 SP:Iteration 57Q (3065.181661 sec): 3 clusters Score: Raw -5308640.408864 + Penalty 3620.421390 = -5305019.987474 nChanged 235 SP:Iteration 58Q (3065.290373 sec): 3 clusters Score: Raw -5308684.781619 + Penalty 3620.421390 = -5305064.360229 nChanged 181 SP:Iteration 59Q (3065.418659 sec): 3 clusters Score: Raw -5308718.327504 + Penalty 3620.421390 = -5305097.906114 nChanged 164 SP:Iteration 60F (3065.539821 sec): 3 clusters Score: Raw -5308747.755894 + Penalty 3620.421390 = -5305127.334504 nChanged 150 SP:Iteration 61Q (3065.644911 sec): 3 clusters Score: Raw -5308774.570444 + Penalty 3620.421390 = -5305154.149054 nChanged 164 SP:Iteration 62Q (3065.750014 sec): 3 clusters Score: Raw -5308806.579303 + Penalty 3620.421390 = -5305186.157913 nChanged 144 SP:Iteration 63Q (3065.854975 sec): 3 clusters Score: Raw -5308835.590751 + Penalty 3620.421390 = -5305215.169361 nChanged 147 SP:Iteration 64Q (3065.959721 sec): 3 clusters Score: Raw -5308865.994651 + Penalty 3620.421390 = -5305245.573261 nChanged 145 SP:Iteration 65Q (3066.064185 sec): 3 clusters Score: Raw -5308892.174175 + Penalty 3620.421390 = -5305271.752785 nChanged 121 SP:Iteration 66Q (3066.168563 sec): 3 clusters Score: Raw -5308909.765202 + Penalty 3620.421390 = -5305289.343812 nChanged 97 SP:Iteration 67Q (3066.272784 sec): 3 clusters Score: Raw -5308925.542746 + Penalty 3620.421390 = -5305305.121356 nChanged 92 SP:Iteration 68Q (3066.376972 sec): 3 clusters Score: Raw -5308940.617675 + Penalty 3620.421390 = -5305320.196285 nChanged 86 SP:Iteration 69Q (3066.481166 sec): 3 clusters Score: Raw -5308952.235154 + Penalty 3620.421390 = -5305331.813763 nChanged 68 SP:Iteration 70Q (3066.585097 sec): 3 clusters Score: Raw -5308961.961986 + Penalty 3620.421390 = -5305341.540595 nChanged 86 SP:Iteration 71Q (3066.689121 sec): 3 clusters Score: Raw -5308974.739086 + Penalty 3620.421390 = -5305354.317696 nChanged 84 SP:Iteration 72Q (3066.792898 sec): 3 clusters Score: Raw -5308987.025964 + Penalty 3620.421390 = -5305366.604574 nChanged 81 SP:Iteration 73Q (3066.896814 sec): 3 clusters Score: Raw -5308998.666988 + Penalty 3620.421390 = -5305378.245598 nChanged 81 SP:Iteration 74Q (3067.000502 sec): 3 clusters Score: Raw -5309010.607365 + Penalty 3620.421390 = -5305390.185975 nChanged 74 SP:Iteration 75Q (3067.104203 sec): 3 clusters Score: Raw -5309019.760623 + Penalty 3620.421390 = -5305399.339233 nChanged 55 SP:Iteration 76Q (3067.207685 sec): 3 clusters Score: Raw -5309027.085725 + Penalty 3620.421390 = -5305406.664335 nChanged 55 SP:Iteration 77Q (3067.311380 sec): 3 clusters Score: Raw -5309034.257835 + Penalty 3620.421390 = -5305413.836445 nChanged 51 SP:Iteration 78Q (3067.414751 sec): 3 clusters Score: Raw -5309041.098447 + Penalty 3620.421390 = -5305420.677056 nChanged 53 SP:Iteration 79Q (3067.518118 sec): 3 clusters Score: Raw -5309050.139130 + Penalty 3620.421390 = -5305429.717740 nChanged 61 SP:Iteration 80F (3067.639584 sec): 3 clusters Score: Raw -5309060.272880 + Penalty 3620.421390 = -5305439.851490 nChanged 55 SP:Iteration 81Q (3067.743227 sec): 3 clusters Score: Raw -5309070.246547 + Penalty 3620.421390 = -5305449.825157 nChanged 59 SP:Iteration 82Q (3067.846450 sec): 3 clusters Score: Raw -5309077.566659 + Penalty 3620.421390 = -5305457.145269 nChanged 53 SP:Iteration 83Q (3067.949641 sec): 3 clusters Score: Raw -5309083.980072 + Penalty 3620.421390 = -5305463.558682 nChanged 37 SP:Iteration 84Q (3068.052861 sec): 3 clusters Score: Raw -5309087.576024 + Penalty 3620.421390 = -5305467.154634 nChanged 29 SP:Iteration 85Q (3068.156171 sec): 3 clusters Score: Raw -5309091.100834 + Penalty 3620.421390 = -5305470.679444 nChanged 34 SP:Iteration 86Q (3068.259225 sec): 3 clusters Score: Raw -5309095.906609 + Penalty 3620.421390 = -5305475.485219 nChanged 36 SP:Iteration 87Q (3068.362188 sec): 3 clusters Score: Raw -5309100.841004 + Penalty 3620.421390 = -5305480.419614 nChanged 29 SP:Iteration 88Q (3068.465331 sec): 3 clusters Score: Raw -5309103.775602 + Penalty 3620.421390 = -5305483.354212 nChanged 24 SP:Iteration 89Q (3068.568644 sec): 3 clusters Score: Raw -5309106.109891 + Penalty 3620.421390 = -5305485.688501 nChanged 15 SP:Iteration 90Q (3068.671686 sec): 3 clusters Score: Raw -5309107.368723 + Penalty 3620.421390 = -5305486.947333 nChanged 14 SP:Iteration 91Q (3068.774494 sec): 3 clusters Score: Raw -5309108.686600 + Penalty 3620.421390 = -5305488.265210 nChanged 10 SP:Iteration 92Q (3068.879151 sec): 3 clusters Score: Raw -5309109.439849 + Penalty 3620.421390 = -5305489.018459 nChanged 11 SP:Iteration 93Q (3068.982052 sec): 3 clusters Score: Raw -5309110.250406 + Penalty 3620.421390 = -5305489.829016 nChanged 10 SP:Iteration 94Q (3069.084952 sec): 3 clusters Score: Raw -5309111.522312 + Penalty 3620.421390 = -5305491.100922 nChanged 14 SP:Iteration 95Q (3069.187755 sec): 3 clusters Score: Raw -5309112.604222 + Penalty 3620.421390 = -5305492.182832 nChanged 5 SP:Iteration 96Q (3069.290637 sec): 3 clusters Score: Raw -5309112.907078 + Penalty 3620.421390 = -5305492.485688 nChanged 1 SP:Iteration 97Q (3069.393752 sec): 3 clusters Score: Raw -5309112.964479 + Penalty 3620.421390 = -5305492.543089 nChanged 1 SP:Iteration 98Q (3069.496837 sec): 3 clusters Score: Raw -5309113.013688 + Penalty 3620.421390 = -5305492.592298 nChanged 0 SP:Iteration 99F (3069.618137 sec): 3 clusters Score: Raw -5309113.013688 + Penalty 3620.421390 = -5305492.592298 nChanged 0 Trying to split cluster 13 (42354 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3069.668274 sec): 2 clusters Score: Raw -3488460.366490 + Penalty 1731.245449 = -3486729.121041 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3069.777803 sec): 3 clusters Score: Raw -3461899.523528 + Penalty 3462.490898 = -3458437.032630 nChanged 19802 SP:Iteration 1F (3069.856429 sec): 3 clusters Score: Raw -3474279.167031 + Penalty 3462.490898 = -3470816.676133 nChanged 2809 SP:Iteration 2F (3069.961991 sec): 3 clusters Score: Raw -3476172.814279 + Penalty 3462.490898 = -3472710.323381 nChanged 3131 SP:Iteration 3F (3070.042328 sec): 3 clusters Score: Raw -3478761.088198 + Penalty 3462.490898 = -3475298.597300 nChanged 3467 SP:Iteration 4F (3070.121749 sec): 3 clusters Score: Raw -3481724.795170 + Penalty 3462.490898 = -3478262.304273 nChanged 3349 SP:Iteration 5F (3070.201129 sec): 3 clusters Score: Raw -3484434.532855 + Penalty 3462.490898 = -3480972.041957 nChanged 2823 SP:Iteration 6F (3070.280385 sec): 3 clusters Score: Raw -3486338.255125 + Penalty 3462.490898 = -3482875.764227 nChanged 2083 SP:Iteration 7Q (3070.361270 sec): 3 clusters Score: Raw -3487467.060568 + Penalty 3462.490898 = -3484004.569671 nChanged 1485 SP:Iteration 8Q (3070.439915 sec): 3 clusters Score: Raw -3488148.109098 + Penalty 3462.490898 = -3484685.618201 nChanged 1092 SP:Iteration 9Q (3070.518153 sec): 3 clusters Score: Raw -3488582.686810 + Penalty 3462.490898 = -3485120.195912 nChanged 848 SP:Iteration 10Q (3070.595852 sec): 3 clusters Score: Raw -3488902.170142 + Penalty 3462.490898 = -3485439.679245 nChanged 703 SP:Iteration 11Q (3070.673071 sec): 3 clusters Score: Raw -3489204.948844 + Penalty 3462.490898 = -3485742.457946 nChanged 638 SP:Iteration 12Q (3070.750140 sec): 3 clusters Score: Raw -3489520.667426 + Penalty 3462.490898 = -3486058.176528 nChanged 599 SP:Iteration 13Q (3070.827073 sec): 3 clusters Score: Raw -3489898.697125 + Penalty 3462.490898 = -3486436.206227 nChanged 626 SP:Iteration 14Q (3070.903719 sec): 3 clusters Score: Raw -3490377.030902 + Penalty 3462.490898 = -3486914.540004 nChanged 652 SP:Iteration 15Q (3070.979954 sec): 3 clusters Score: Raw -3490874.825565 + Penalty 3462.490898 = -3487412.334668 nChanged 590 SP:Iteration 16Q (3071.055486 sec): 3 clusters Score: Raw -3491230.921453 + Penalty 3462.490898 = -3487768.430555 nChanged 509 SP:Iteration 17Q (3071.130236 sec): 3 clusters Score: Raw -3491423.307415 + Penalty 3462.490898 = -3487960.816518 nChanged 375 SP:Iteration 18Q (3071.204132 sec): 3 clusters Score: Raw -3491513.930782 + Penalty 3462.490898 = -3488051.439884 nChanged 298 SP:Iteration 19Q (3071.277146 sec): 3 clusters Score: Raw -3491570.968663 + Penalty 3462.490898 = -3488108.477765 nChanged 227 SP:Iteration 20F (3071.355457 sec): 3 clusters Score: Raw -3491601.847566 + Penalty 3462.490898 = -3488139.356668 nChanged 141 SP:Iteration 21Q (3071.429325 sec): 3 clusters Score: Raw -3491618.831439 + Penalty 3462.490898 = -3488156.340542 nChanged 116 SP:Iteration 22Q (3071.502068 sec): 3 clusters Score: Raw -3491631.634201 + Penalty 3462.490898 = -3488169.143303 nChanged 109 SP:Iteration 23Q (3071.574629 sec): 3 clusters Score: Raw -3491643.615348 + Penalty 3462.490898 = -3488181.124450 nChanged 90 SP:Iteration 24Q (3071.647032 sec): 3 clusters Score: Raw -3491652.121985 + Penalty 3462.490898 = -3488189.631087 nChanged 77 SP:Iteration 25Q (3071.719413 sec): 3 clusters Score: Raw -3491658.585623 + Penalty 3462.490898 = -3488196.094725 nChanged 66 SP:Iteration 26Q (3071.791684 sec): 3 clusters Score: Raw -3491664.241855 + Penalty 3462.490898 = -3488201.750957 nChanged 70 SP:Iteration 27Q (3071.863841 sec): 3 clusters Score: Raw -3491670.227436 + Penalty 3462.490898 = -3488207.736538 nChanged 77 SP:Iteration 28Q (3071.936026 sec): 3 clusters Score: Raw -3491678.254935 + Penalty 3462.490898 = -3488215.764038 nChanged 77 SP:Iteration 29Q (3072.008066 sec): 3 clusters Score: Raw -3491684.712401 + Penalty 3462.490898 = -3488222.221503 nChanged 63 SP:Iteration 30Q (3072.080060 sec): 3 clusters Score: Raw -3491689.621356 + Penalty 3462.490898 = -3488227.130458 nChanged 73 SP:Iteration 31Q (3072.151931 sec): 3 clusters Score: Raw -3491694.955890 + Penalty 3462.490898 = -3488232.464992 nChanged 58 SP:Iteration 32Q (3072.223680 sec): 3 clusters Score: Raw -3491699.156457 + Penalty 3462.490898 = -3488236.665560 nChanged 57 SP:Iteration 33Q (3072.295437 sec): 3 clusters Score: Raw -3491703.308126 + Penalty 3462.490898 = -3488240.817228 nChanged 56 SP:Iteration 34Q (3072.367113 sec): 3 clusters Score: Raw -3491706.629114 + Penalty 3462.490898 = -3488244.138216 nChanged 48 SP:Iteration 35Q (3072.438873 sec): 3 clusters Score: Raw -3491709.421390 + Penalty 3462.490898 = -3488246.930493 nChanged 43 SP:Iteration 36Q (3072.510457 sec): 3 clusters Score: Raw -3491711.555027 + Penalty 3462.490898 = -3488249.064129 nChanged 31 SP:Iteration 37Q (3072.604666 sec): 3 clusters Score: Raw -3491713.170836 + Penalty 3462.490898 = -3488250.679939 nChanged 31 SP:Iteration 38Q (3072.676024 sec): 3 clusters Score: Raw -3491714.662719 + Penalty 3462.490898 = -3488252.171822 nChanged 28 SP:Iteration 39Q (3072.747693 sec): 3 clusters Score: Raw -3491716.060336 + Penalty 3462.490898 = -3488253.569439 nChanged 37 SP:Iteration 40F (3072.825951 sec): 3 clusters Score: Raw -3491717.959341 + Penalty 3462.490898 = -3488255.468443 nChanged 31 SP:Iteration 41Q (3072.898812 sec): 3 clusters Score: Raw -3491719.393597 + Penalty 3462.490898 = -3488256.902699 nChanged 19 SP:Iteration 42Q (3072.970448 sec): 3 clusters Score: Raw -3491720.019692 + Penalty 3462.490898 = -3488257.528794 nChanged 13 SP:Iteration 43Q (3073.041984 sec): 3 clusters Score: Raw -3491720.441807 + Penalty 3462.490898 = -3488257.950909 nChanged 8 SP:Iteration 44Q (3073.113602 sec): 3 clusters Score: Raw -3491720.654727 + Penalty 3462.490898 = -3488258.163829 nChanged 10 SP:Iteration 45Q (3073.185002 sec): 3 clusters Score: Raw -3491720.974969 + Penalty 3462.490898 = -3488258.484071 nChanged 10 SP:Iteration 46Q (3073.256668 sec): 3 clusters Score: Raw -3491721.272563 + Penalty 3462.490898 = -3488258.781665 nChanged 7 SP:Iteration 47Q (3073.328091 sec): 3 clusters Score: Raw -3491721.545922 + Penalty 3462.490898 = -3488259.055024 nChanged 7 SP:Iteration 48Q (3073.399769 sec): 3 clusters Score: Raw -3491721.692057 + Penalty 3462.490898 = -3488259.201159 nChanged 9 SP:Iteration 49Q (3073.471297 sec): 3 clusters Score: Raw -3491721.924911 + Penalty 3462.490898 = -3488259.434013 nChanged 11 SP:Iteration 50Q (3073.542803 sec): 3 clusters Score: Raw -3491722.343769 + Penalty 3462.490898 = -3488259.852871 nChanged 7 SP:Iteration 51Q (3073.614149 sec): 3 clusters Score: Raw -3491722.671355 + Penalty 3462.490898 = -3488260.180457 nChanged 10 SP:Iteration 52Q (3073.685561 sec): 3 clusters Score: Raw -3491723.005995 + Penalty 3462.490898 = -3488260.515097 nChanged 9 SP:Iteration 53Q (3073.756990 sec): 3 clusters Score: Raw -3491723.274936 + Penalty 3462.490898 = -3488260.784038 nChanged 6 SP:Iteration 54Q (3073.828453 sec): 3 clusters Score: Raw -3491723.528504 + Penalty 3462.490898 = -3488261.037606 nChanged 6 SP:Iteration 55Q (3073.899827 sec): 3 clusters Score: Raw -3491723.769294 + Penalty 3462.490898 = -3488261.278396 nChanged 8 SP:Iteration 56Q (3073.971203 sec): 3 clusters Score: Raw -3491724.086915 + Penalty 3462.490898 = -3488261.596018 nChanged 11 SP:Iteration 57Q (3074.042847 sec): 3 clusters Score: Raw -3491724.631726 + Penalty 3462.490898 = -3488262.140828 nChanged 12 SP:Iteration 58Q (3074.114220 sec): 3 clusters Score: Raw -3491725.051207 + Penalty 3462.490898 = -3488262.560310 nChanged 4 SP:Iteration 59Q (3074.185611 sec): 3 clusters Score: Raw -3491725.197457 + Penalty 3462.490898 = -3488262.706559 nChanged 3 SP:Iteration 60F (3074.263623 sec): 3 clusters Score: Raw -3491725.304333 + Penalty 3462.490898 = -3488262.813435 nChanged 3 SP:Iteration 61Q (3074.336385 sec): 3 clusters Score: Raw -3491725.407257 + Penalty 3462.490898 = -3488262.916360 nChanged 0 SP:Iteration 62F (3074.414796 sec): 3 clusters Score: Raw -3491725.407257 + Penalty 3462.490898 = -3488262.916360 nChanged 0 Score: Raw -49032455.510772 + Penalty 58551.150627 = -48973904.360145 Splitting cluster 13 changes total score from -48928104.977678 to -48973904.360145 So it's getting split into cluster 27. Trying to split cluster 14 (26500 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3085.441920 sec): 2 clusters Score: Raw -2229170.939348 + Penalty 1655.046252 = -2227515.893096 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3085.498755 sec): 3 clusters Score: Raw -2213056.978451 + Penalty 3310.092504 = -2209746.885948 nChanged 12115 SP:Iteration 1F (3085.553165 sec): 3 clusters Score: Raw -2219923.389578 + Penalty 3310.092504 = -2216613.297074 nChanged 1609 SP:Iteration 2F (3085.607284 sec): 3 clusters Score: Raw -2220809.058289 + Penalty 3310.092504 = -2217498.965785 nChanged 1932 SP:Iteration 3F (3085.661474 sec): 3 clusters Score: Raw -2222249.335360 + Penalty 3310.092504 = -2218939.242856 nChanged 2238 SP:Iteration 4F (3085.715698 sec): 3 clusters Score: Raw -2224362.169571 + Penalty 3310.092504 = -2221052.077067 nChanged 2351 SP:Iteration 5F (3085.769901 sec): 3 clusters Score: Raw -2226574.861814 + Penalty 3310.092504 = -2223264.769310 nChanged 1884 SP:Iteration 6F (3085.824274 sec): 3 clusters Score: Raw -2228128.641555 + Penalty 3310.092504 = -2224818.549051 nChanged 1382 SP:Iteration 7F (3085.878564 sec): 3 clusters Score: Raw -2228993.367517 + Penalty 3310.092504 = -2225683.275014 nChanged 919 SP:Iteration 8Q (3085.933598 sec): 3 clusters Score: Raw -2229420.375753 + Penalty 3310.092504 = -2226110.283249 nChanged 583 SP:Iteration 9Q (3085.987318 sec): 3 clusters Score: Raw -2229645.337322 + Penalty 3310.092504 = -2226335.244818 nChanged 400 SP:Iteration 10Q (3086.040676 sec): 3 clusters Score: Raw -2229759.727057 + Penalty 3310.092504 = -2226449.634554 nChanged 270 SP:Iteration 11Q (3086.093679 sec): 3 clusters Score: Raw -2229816.995540 + Penalty 3310.092504 = -2226506.903037 nChanged 180 SP:Iteration 12Q (3086.146467 sec): 3 clusters Score: Raw -2229845.941229 + Penalty 3310.092504 = -2226535.848725 nChanged 112 SP:Iteration 13Q (3086.199136 sec): 3 clusters Score: Raw -2229864.383583 + Penalty 3310.092504 = -2226554.291080 nChanged 108 SP:Iteration 14Q (3086.251601 sec): 3 clusters Score: Raw -2229882.395092 + Penalty 3310.092504 = -2226572.302588 nChanged 110 SP:Iteration 15Q (3086.304041 sec): 3 clusters Score: Raw -2229899.941891 + Penalty 3310.092504 = -2226589.849387 nChanged 81 SP:Iteration 16Q (3086.356520 sec): 3 clusters Score: Raw -2229913.186965 + Penalty 3310.092504 = -2226603.094461 nChanged 81 SP:Iteration 17Q (3086.409044 sec): 3 clusters Score: Raw -2229927.924063 + Penalty 3310.092504 = -2226617.831559 nChanged 95 SP:Iteration 18Q (3086.482033 sec): 3 clusters Score: Raw -2229946.088017 + Penalty 3310.092504 = -2226635.995513 nChanged 100 SP:Iteration 19Q (3086.526298 sec): 3 clusters Score: Raw -2229965.066985 + Penalty 3310.092504 = -2226654.974481 nChanged 98 SP:Iteration 20F (3086.580750 sec): 3 clusters Score: Raw -2229983.248731 + Penalty 3310.092504 = -2226673.156227 nChanged 81 SP:Iteration 21Q (3086.633919 sec): 3 clusters Score: Raw -2229995.853648 + Penalty 3310.092504 = -2226685.761144 nChanged 74 SP:Iteration 22Q (3086.697698 sec): 3 clusters Score: Raw -2230008.040088 + Penalty 3310.092504 = -2226697.947584 nChanged 74 SP:Iteration 23Q (3086.749661 sec): 3 clusters Score: Raw -2230020.860738 + Penalty 3310.092504 = -2226710.768234 nChanged 74 SP:Iteration 24Q (3086.801974 sec): 3 clusters Score: Raw -2230030.829031 + Penalty 3310.092504 = -2226720.736527 nChanged 67 SP:Iteration 25Q (3086.853941 sec): 3 clusters Score: Raw -2230039.273898 + Penalty 3310.092504 = -2226729.181394 nChanged 57 SP:Iteration 26Q (3086.906155 sec): 3 clusters Score: Raw -2230046.219720 + Penalty 3310.092504 = -2226736.127216 nChanged 49 SP:Iteration 27Q (3086.958005 sec): 3 clusters Score: Raw -2230050.877789 + Penalty 3310.092504 = -2226740.785285 nChanged 40 SP:Iteration 28Q (3087.009856 sec): 3 clusters Score: Raw -2230055.313567 + Penalty 3310.092504 = -2226745.221063 nChanged 46 SP:Iteration 29Q (3087.061750 sec): 3 clusters Score: Raw -2230059.306715 + Penalty 3310.092504 = -2226749.214211 nChanged 39 SP:Iteration 30Q (3087.113501 sec): 3 clusters Score: Raw -2230063.311152 + Penalty 3310.092504 = -2226753.218648 nChanged 50 SP:Iteration 31Q (3087.165414 sec): 3 clusters Score: Raw -2230071.467286 + Penalty 3310.092504 = -2226761.374782 nChanged 71 SP:Iteration 32Q (3087.217236 sec): 3 clusters Score: Raw -2230081.751829 + Penalty 3310.092504 = -2226771.659325 nChanged 56 SP:Iteration 33Q (3087.269381 sec): 3 clusters Score: Raw -2230088.822009 + Penalty 3310.092504 = -2226778.729505 nChanged 52 SP:Iteration 34Q (3087.321067 sec): 3 clusters Score: Raw -2230094.807533 + Penalty 3310.092504 = -2226784.715029 nChanged 51 SP:Iteration 35Q (3087.372828 sec): 3 clusters Score: Raw -2230101.162618 + Penalty 3310.092504 = -2226791.070114 nChanged 52 SP:Iteration 36Q (3087.424486 sec): 3 clusters Score: Raw -2230108.185978 + Penalty 3310.092504 = -2226798.093475 nChanged 59 SP:Iteration 37Q (3087.476293 sec): 3 clusters Score: Raw -2230114.956915 + Penalty 3310.092504 = -2226804.864411 nChanged 48 SP:Iteration 38Q (3087.527901 sec): 3 clusters Score: Raw -2230120.443194 + Penalty 3310.092504 = -2226810.350691 nChanged 54 SP:Iteration 39Q (3087.579357 sec): 3 clusters Score: Raw -2230126.293055 + Penalty 3310.092504 = -2226816.200551 nChanged 39 SP:Iteration 40F (3087.633497 sec): 3 clusters Score: Raw -2230129.995233 + Penalty 3310.092504 = -2226819.902729 nChanged 29 SP:Iteration 41Q (3087.685482 sec): 3 clusters Score: Raw -2230132.193536 + Penalty 3310.092504 = -2226822.101032 nChanged 29 SP:Iteration 42Q (3087.737135 sec): 3 clusters Score: Raw -2230134.908564 + Penalty 3310.092504 = -2226824.816060 nChanged 35 SP:Iteration 43Q (3087.788783 sec): 3 clusters Score: Raw -2230138.149801 + Penalty 3310.092504 = -2226828.057298 nChanged 40 SP:Iteration 44Q (3087.840465 sec): 3 clusters Score: Raw -2230141.472885 + Penalty 3310.092504 = -2226831.380381 nChanged 34 SP:Iteration 45Q (3087.891949 sec): 3 clusters Score: Raw -2230144.531853 + Penalty 3310.092504 = -2226834.439349 nChanged 34 SP:Iteration 46Q (3087.945299 sec): 3 clusters Score: Raw -2230147.479798 + Penalty 3310.092504 = -2226837.387294 nChanged 27 SP:Iteration 47Q (3087.996962 sec): 3 clusters Score: Raw -2230149.356069 + Penalty 3310.092504 = -2226839.263565 nChanged 20 SP:Iteration 48Q (3088.048355 sec): 3 clusters Score: Raw -2230150.760755 + Penalty 3310.092504 = -2226840.668251 nChanged 18 SP:Iteration 49Q (3088.100034 sec): 3 clusters Score: Raw -2230152.052272 + Penalty 3310.092504 = -2226841.959768 nChanged 13 SP:Iteration 50Q (3088.151721 sec): 3 clusters Score: Raw -2230152.724580 + Penalty 3310.092504 = -2226842.632076 nChanged 8 SP:Iteration 51Q (3088.203187 sec): 3 clusters Score: Raw -2230153.337592 + Penalty 3310.092504 = -2226843.245088 nChanged 9 SP:Iteration 52Q (3088.254681 sec): 3 clusters Score: Raw -2230154.273946 + Penalty 3310.092504 = -2226844.181443 nChanged 12 SP:Iteration 53Q (3088.306150 sec): 3 clusters Score: Raw -2230155.097471 + Penalty 3310.092504 = -2226845.004967 nChanged 11 SP:Iteration 54Q (3088.357617 sec): 3 clusters Score: Raw -2230155.768395 + Penalty 3310.092504 = -2226845.675891 nChanged 11 SP:Iteration 55Q (3088.409096 sec): 3 clusters Score: Raw -2230156.443492 + Penalty 3310.092504 = -2226846.350989 nChanged 10 SP:Iteration 56Q (3088.460595 sec): 3 clusters Score: Raw -2230157.218651 + Penalty 3310.092504 = -2226847.126148 nChanged 8 SP:Iteration 57Q (3088.512509 sec): 3 clusters Score: Raw -2230157.573911 + Penalty 3310.092504 = -2226847.481407 nChanged 2 SP:Iteration 58Q (3088.564978 sec): 3 clusters Score: Raw -2230157.759616 + Penalty 3310.092504 = -2226847.667112 nChanged 7 SP:Iteration 59Q (3088.616224 sec): 3 clusters Score: Raw -2230158.271761 + Penalty 3310.092504 = -2226848.179257 nChanged 6 SP:Iteration 60F (3088.670371 sec): 3 clusters Score: Raw -2230158.633724 + Penalty 3310.092504 = -2226848.541220 nChanged 1 SP:Iteration 61Q (3088.722250 sec): 3 clusters Score: Raw -2230158.701959 + Penalty 3310.092504 = -2226848.609455 nChanged 0 SP:Iteration 62F (3088.776623 sec): 3 clusters Score: Raw -2230158.701959 + Penalty 3310.092504 = -2226848.609455 nChanged 0 Trying to split cluster 15 (3064 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3088.791304 sec): 2 clusters Score: Raw -249372.149526 + Penalty 1304.464936 = -248067.684589 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3088.807661 sec): 3 clusters Score: Raw -247882.391314 + Penalty 2608.929873 = -245273.461441 nChanged 1222 SP:Iteration 1F (3088.823042 sec): 3 clusters Score: Raw -248607.840320 + Penalty 2608.929873 = -245998.910447 nChanged 222 SP:Iteration 2F (3088.838351 sec): 3 clusters Score: Raw -248731.763935 + Penalty 2608.929873 = -246122.834062 nChanged 134 SP:Iteration 3Q (3088.853588 sec): 3 clusters Score: Raw -248798.731672 + Penalty 2608.929873 = -246189.801799 nChanged 82 SP:Iteration 4Q (3088.869012 sec): 3 clusters Score: Raw -248831.682827 + Penalty 2608.929873 = -246222.752955 nChanged 63 SP:Iteration 5Q (3088.884245 sec): 3 clusters Score: Raw -248858.571805 + Penalty 2608.929873 = -246249.641932 nChanged 44 SP:Iteration 6Q (3088.899517 sec): 3 clusters Score: Raw -248875.078749 + Penalty 2608.929873 = -246266.148876 nChanged 33 SP:Iteration 7Q (3088.914795 sec): 3 clusters Score: Raw -248888.958939 + Penalty 2608.929873 = -246280.029067 nChanged 36 SP:Iteration 8Q (3088.930141 sec): 3 clusters Score: Raw -248904.391055 + Penalty 2608.929873 = -246295.461182 nChanged 34 SP:Iteration 9Q (3088.945442 sec): 3 clusters Score: Raw -248919.487604 + Penalty 2608.929873 = -246310.557732 nChanged 31 SP:Iteration 10Q (3088.960846 sec): 3 clusters Score: Raw -248931.096866 + Penalty 2608.929873 = -246322.166993 nChanged 27 SP:Iteration 11Q (3088.976229 sec): 3 clusters Score: Raw -248941.454648 + Penalty 2608.929873 = -246332.524776 nChanged 28 SP:Iteration 12Q (3088.991606 sec): 3 clusters Score: Raw -248955.409950 + Penalty 2608.929873 = -246346.480077 nChanged 32 SP:Iteration 13Q (3089.006713 sec): 3 clusters Score: Raw -248971.858290 + Penalty 2608.929873 = -246362.928418 nChanged 32 SP:Iteration 14Q (3089.022048 sec): 3 clusters Score: Raw -248987.036660 + Penalty 2608.929873 = -246378.106788 nChanged 32 SP:Iteration 15Q (3089.037387 sec): 3 clusters Score: Raw -248999.198228 + Penalty 2608.929873 = -246390.268355 nChanged 26 SP:Iteration 16Q (3089.052660 sec): 3 clusters Score: Raw -249010.482111 + Penalty 2608.929873 = -246401.552238 nChanged 23 SP:Iteration 17Q (3089.068030 sec): 3 clusters Score: Raw -249020.158817 + Penalty 2608.929873 = -246411.228944 nChanged 21 SP:Iteration 18Q (3089.083361 sec): 3 clusters Score: Raw -249029.360759 + Penalty 2608.929873 = -246420.430887 nChanged 21 SP:Iteration 19Q (3089.098699 sec): 3 clusters Score: Raw -249039.324272 + Penalty 2608.929873 = -246430.394400 nChanged 23 SP:Iteration 20F (3089.114083 sec): 3 clusters Score: Raw -249052.579321 + Penalty 2608.929873 = -246443.649448 nChanged 32 SP:Iteration 21Q (3089.129385 sec): 3 clusters Score: Raw -249067.235922 + Penalty 2608.929873 = -246458.306050 nChanged 34 SP:Iteration 22Q (3089.144708 sec): 3 clusters Score: Raw -249083.834305 + Penalty 2608.929873 = -246474.904433 nChanged 37 SP:Iteration 23Q (3089.160032 sec): 3 clusters Score: Raw -249101.920403 + Penalty 2608.929873 = -246492.990530 nChanged 33 SP:Iteration 24Q (3089.175336 sec): 3 clusters Score: Raw -249119.984264 + Penalty 2608.929873 = -246511.054391 nChanged 35 SP:Iteration 25Q (3089.190679 sec): 3 clusters Score: Raw -249135.460843 + Penalty 2608.929873 = -246526.530970 nChanged 31 SP:Iteration 26Q (3089.205982 sec): 3 clusters Score: Raw -249151.985522 + Penalty 2608.929873 = -246543.055649 nChanged 28 SP:Iteration 27Q (3089.221296 sec): 3 clusters Score: Raw -249168.658376 + Penalty 2608.929873 = -246559.728504 nChanged 32 SP:Iteration 28Q (3089.236559 sec): 3 clusters Score: Raw -249187.453723 + Penalty 2608.929873 = -246578.523850 nChanged 36 SP:Iteration 29Q (3089.251665 sec): 3 clusters Score: Raw -249209.507086 + Penalty 2608.929873 = -246600.577213 nChanged 40 SP:Iteration 30Q (3089.266717 sec): 3 clusters Score: Raw -249232.557894 + Penalty 2608.929873 = -246623.628022 nChanged 32 SP:Iteration 31Q (3089.281730 sec): 3 clusters Score: Raw -249250.955979 + Penalty 2608.929873 = -246642.026106 nChanged 30 SP:Iteration 32Q (3089.296731 sec): 3 clusters Score: Raw -249270.571727 + Penalty 2608.929873 = -246661.641854 nChanged 25 SP:Iteration 33Q (3089.311807 sec): 3 clusters Score: Raw -249285.314260 + Penalty 2608.929873 = -246676.384387 nChanged 22 SP:Iteration 34Q (3089.326983 sec): 3 clusters Score: Raw -249300.599971 + Penalty 2608.929873 = -246691.670099 nChanged 19 SP:Iteration 35Q (3089.341983 sec): 3 clusters Score: Raw -249310.867700 + Penalty 2608.929873 = -246701.937827 nChanged 19 SP:Iteration 36Q (3089.356877 sec): 3 clusters Score: Raw -249321.754990 + Penalty 2608.929873 = -246712.825118 nChanged 12 SP:Iteration 37Q (3089.371859 sec): 3 clusters Score: Raw -249327.769392 + Penalty 2608.929873 = -246718.839520 nChanged 9 SP:Iteration 38Q (3089.386416 sec): 3 clusters Score: Raw -249331.855106 + Penalty 2608.929873 = -246722.925233 nChanged 5 SP:Iteration 39Q (3089.401200 sec): 3 clusters Score: Raw -249334.131020 + Penalty 2608.929873 = -246725.201148 nChanged 5 SP:Iteration 40F (3089.416583 sec): 3 clusters Score: Raw -249336.373246 + Penalty 2608.929873 = -246727.443374 nChanged 1 SP:Iteration 41Q (3089.431493 sec): 3 clusters Score: Raw -249336.573812 + Penalty 2608.929873 = -246727.643940 nChanged 3 SP:Iteration 42Q (3089.446342 sec): 3 clusters Score: Raw -249338.206968 + Penalty 2608.929873 = -246729.277096 nChanged 3 SP:Iteration 43Q (3089.461271 sec): 3 clusters Score: Raw -249339.775347 + Penalty 2608.929873 = -246730.845475 nChanged 3 SP:Iteration 44Q (3089.476174 sec): 3 clusters Score: Raw -249341.023753 + Penalty 2608.929873 = -246732.093880 nChanged 4 SP:Iteration 45Q (3089.491060 sec): 3 clusters Score: Raw -249344.922552 + Penalty 2608.929873 = -246735.992679 nChanged 7 SP:Iteration 46Q (3089.505957 sec): 3 clusters Score: Raw -249348.811990 + Penalty 2608.929873 = -246739.882117 nChanged 7 SP:Iteration 47Q (3089.520688 sec): 3 clusters Score: Raw -249351.770745 + Penalty 2608.929873 = -246742.840873 nChanged 6 SP:Iteration 48Q (3089.535385 sec): 3 clusters Score: Raw -249355.529649 + Penalty 2608.929873 = -246746.599776 nChanged 15 SP:Iteration 49Q (3089.550250 sec): 3 clusters Score: Raw -249363.573397 + Penalty 2608.929873 = -246754.643525 nChanged 11 SP:Iteration 50Q (3089.565029 sec): 3 clusters Score: Raw -249370.727625 + Penalty 2608.929873 = -246761.797752 nChanged 10 SP:Iteration 51Q (3089.580006 sec): 3 clusters Score: Raw -249376.906423 + Penalty 2608.929873 = -246767.976550 nChanged 19 SP:Iteration 52Q (3089.594763 sec): 3 clusters Score: Raw -249389.842462 + Penalty 2608.929873 = -246780.912589 nChanged 15 SP:Iteration 53Q (3089.609517 sec): 3 clusters Score: Raw -249398.256319 + Penalty 2608.929873 = -246789.326446 nChanged 10 SP:Iteration 54Q (3089.624078 sec): 3 clusters Score: Raw -249404.603457 + Penalty 2608.929873 = -246795.673584 nChanged 9 SP:Iteration 55Q (3089.638772 sec): 3 clusters Score: Raw -249410.517567 + Penalty 2608.929873 = -246801.587694 nChanged 9 SP:Iteration 56Q (3089.653431 sec): 3 clusters Score: Raw -249418.468542 + Penalty 2608.929873 = -246809.538669 nChanged 11 SP:Iteration 57Q (3089.668134 sec): 3 clusters Score: Raw -249428.257803 + Penalty 2608.929873 = -246819.327931 nChanged 9 SP:Iteration 58Q (3089.682633 sec): 3 clusters Score: Raw -249436.501298 + Penalty 2608.929873 = -246827.571425 nChanged 5 SP:Iteration 59Q (3089.697276 sec): 3 clusters Score: Raw -249440.057494 + Penalty 2608.929873 = -246831.127622 nChanged 5 SP:Iteration 60F (3089.712615 sec): 3 clusters Score: Raw -249443.158254 + Penalty 2608.929873 = -246834.228382 nChanged 3 SP:Iteration 61Q (3089.727067 sec): 3 clusters Score: Raw -249444.855807 + Penalty 2608.929873 = -246835.925935 nChanged 1 SP:Iteration 62Q (3089.741524 sec): 3 clusters Score: Raw -249445.514325 + Penalty 2608.929873 = -246836.584452 nChanged 1 SP:Iteration 63Q (3089.756105 sec): 3 clusters Score: Raw -249445.775105 + Penalty 2608.929873 = -246836.845232 nChanged 0 SP:Iteration 64F (3089.771479 sec): 3 clusters Score: Raw -249445.775105 + Penalty 2608.929873 = -246836.845232 nChanged 0 Trying to split cluster 16 (9816 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3089.795404 sec): 2 clusters Score: Raw -719791.697002 + Penalty 1493.662460 = -718298.034542 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3089.825237 sec): 3 clusters Score: Raw -714185.631542 + Penalty 2987.324921 = -711198.306622 nChanged 4240 SP:Iteration 1F (3089.854008 sec): 3 clusters Score: Raw -716626.245178 + Penalty 2987.324921 = -713638.920258 nChanged 708 SP:Iteration 2F (3089.882382 sec): 3 clusters Score: Raw -717035.625763 + Penalty 2987.324921 = -714048.300842 nChanged 669 SP:Iteration 3F (3089.911012 sec): 3 clusters Score: Raw -717581.925328 + Penalty 2987.324921 = -714594.600407 nChanged 754 SP:Iteration 4F (3089.939492 sec): 3 clusters Score: Raw -718424.970697 + Penalty 2987.324921 = -715437.645776 nChanged 921 SP:Iteration 5F (3089.968005 sec): 3 clusters Score: Raw -719512.121970 + Penalty 2987.324921 = -716524.797049 nChanged 886 SP:Iteration 6F (3089.996688 sec): 3 clusters Score: Raw -720474.546162 + Penalty 2987.324921 = -717487.221241 nChanged 667 SP:Iteration 7F (3090.052720 sec): 3 clusters Score: Raw -721131.403525 + Penalty 2987.324921 = -718144.078605 nChanged 494 SP:Iteration 8F (3090.080215 sec): 3 clusters Score: Raw -721591.385002 + Penalty 2987.324921 = -718604.060081 nChanged 377 SP:Iteration 9Q (3090.108348 sec): 3 clusters Score: Raw -721921.351072 + Penalty 2987.324921 = -718934.026151 nChanged 303 SP:Iteration 10Q (3090.170214 sec): 3 clusters Score: Raw -722275.414894 + Penalty 2987.324921 = -719288.089974 nChanged 316 SP:Iteration 11Q (3090.197918 sec): 3 clusters Score: Raw -722768.096924 + Penalty 2987.324921 = -719780.772003 nChanged 329 SP:Iteration 12Q (3090.225065 sec): 3 clusters Score: Raw -723677.201804 + Penalty 2987.324921 = -720689.876883 nChanged 355 SP:Iteration 13Q (3090.250617 sec): 3 clusters Score: Raw -725465.608713 + Penalty 2987.324921 = -722478.283793 nChanged 298 SP:Iteration 14Q (3090.274810 sec): 3 clusters Score: Raw -727441.996930 + Penalty 2987.324921 = -724454.672009 nChanged 68 SP:Iteration 15Q (3090.301761 sec): 3 clusters Score: Raw -727577.395560 + Penalty 2987.324921 = -724590.070639 nChanged 20 SP:Iteration 16Q (3090.325648 sec): 3 clusters Score: Raw -727586.831616 + Penalty 2987.324921 = -724599.506695 nChanged 0 SP:Iteration 17F (3090.353993 sec): 3 clusters Score: Raw -727598.481352 + Penalty 2987.324921 = -724611.156431 nChanged 4 SP:Iteration 18Q (3090.377649 sec): 3 clusters Score: Raw -727603.075195 + Penalty 2987.324921 = -724615.750274 nChanged 1 SP:Iteration 19Q (3090.401429 sec): 3 clusters Score: Raw -727603.565754 + Penalty 2987.324921 = -724616.240833 nChanged 0 SP:Iteration 20F (3090.429926 sec): 3 clusters Score: Raw -727603.565754 + Penalty 2987.324921 = -724616.240833 nChanged 0 Score: Raw -49040267.379523 + Penalty 60719.711762 = -48979547.667762 Splitting cluster 16 changes total score from -48928104.977678 to -48979547.667762 So it's getting split into cluster 28. Trying to split cluster 17 (53565 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3101.863948 sec): 2 clusters Score: Raw -4410132.105936 + Penalty 1769.405812 = -4408362.700124 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3101.967252 sec): 3 clusters Score: Raw -4376126.058279 + Penalty 3538.811623 = -4372587.246655 nChanged 25248 SP:Iteration 1F (3102.064695 sec): 3 clusters Score: Raw -4390972.889860 + Penalty 3538.811623 = -4387434.078236 nChanged 3038 SP:Iteration 2F (3102.162113 sec): 3 clusters Score: Raw -4392593.472151 + Penalty 3538.811623 = -4389054.660527 nChanged 3778 SP:Iteration 3F (3102.259607 sec): 3 clusters Score: Raw -4395075.671608 + Penalty 3538.811623 = -4391536.859985 nChanged 4269 SP:Iteration 4F (3102.357144 sec): 3 clusters Score: Raw -4398252.548491 + Penalty 3538.811623 = -4394713.736867 nChanged 4354 SP:Iteration 5F (3102.454528 sec): 3 clusters Score: Raw -4401446.134208 + Penalty 3538.811623 = -4397907.322585 nChanged 3759 SP:Iteration 6F (3102.552075 sec): 3 clusters Score: Raw -4403888.943057 + Penalty 3538.811623 = -4400350.131434 nChanged 2781 SP:Iteration 7F (3102.649820 sec): 3 clusters Score: Raw -4405438.509794 + Penalty 3538.811623 = -4401899.698171 nChanged 1993 SP:Iteration 8Q (3102.751607 sec): 3 clusters Score: Raw -4406359.862957 + Penalty 3538.811623 = -4402821.051334 nChanged 1513 SP:Iteration 9Q (3102.853628 sec): 3 clusters Score: Raw -4406991.917726 + Penalty 3538.811623 = -4403453.106103 nChanged 1244 SP:Iteration 10Q (3102.955373 sec): 3 clusters Score: Raw -4407467.432516 + Penalty 3538.811623 = -4403928.620892 nChanged 1062 SP:Iteration 11Q (3103.067209 sec): 3 clusters Score: Raw -4407860.730605 + Penalty 3538.811623 = -4404321.918982 nChanged 927 SP:Iteration 12Q (3103.169260 sec): 3 clusters Score: Raw -4408194.507091 + Penalty 3538.811623 = -4404655.695468 nChanged 823 SP:Iteration 13Q (3103.271288 sec): 3 clusters Score: Raw -4408486.679942 + Penalty 3538.811623 = -4404947.868319 nChanged 716 SP:Iteration 14Q (3103.373034 sec): 3 clusters Score: Raw -4408730.554635 + Penalty 3538.811623 = -4405191.743012 nChanged 664 SP:Iteration 15Q (3103.474595 sec): 3 clusters Score: Raw -4408964.301068 + Penalty 3538.811623 = -4405425.489444 nChanged 582 SP:Iteration 16Q (3103.575836 sec): 3 clusters Score: Raw -4409160.896596 + Penalty 3538.811623 = -4405622.084972 nChanged 514 SP:Iteration 17Q (3103.676775 sec): 3 clusters Score: Raw -4409336.027395 + Penalty 3538.811623 = -4405797.215771 nChanged 474 SP:Iteration 18Q (3103.777236 sec): 3 clusters Score: Raw -4409493.255199 + Penalty 3538.811623 = -4405954.443576 nChanged 405 SP:Iteration 19Q (3103.877113 sec): 3 clusters Score: Raw -4409625.391200 + Penalty 3538.811623 = -4406086.579576 nChanged 353 SP:Iteration 20F (3103.974441 sec): 3 clusters Score: Raw -4409748.651942 + Penalty 3538.811623 = -4406209.840318 nChanged 311 SP:Iteration 21Q (3104.072127 sec): 3 clusters Score: Raw -4409854.145589 + Penalty 3538.811623 = -4406315.333966 nChanged 257 SP:Iteration 22Q (3104.168584 sec): 3 clusters Score: Raw -4409936.925562 + Penalty 3538.811623 = -4406398.113939 nChanged 205 SP:Iteration 23Q (3104.263899 sec): 3 clusters Score: Raw -4409996.014814 + Penalty 3538.811623 = -4406457.203190 nChanged 178 SP:Iteration 24Q (3104.356517 sec): 3 clusters Score: Raw -4410052.385930 + Penalty 3538.811623 = -4406513.574306 nChanged 160 SP:Iteration 25Q (3104.451747 sec): 3 clusters Score: Raw -4410106.990875 + Penalty 3538.811623 = -4406568.179251 nChanged 141 SP:Iteration 26Q (3104.544175 sec): 3 clusters Score: Raw -4410152.114843 + Penalty 3538.811623 = -4406613.303219 nChanged 125 SP:Iteration 27Q (3104.634780 sec): 3 clusters Score: Raw -4410198.918743 + Penalty 3538.811623 = -4406660.107119 nChanged 114 SP:Iteration 28Q (3104.724340 sec): 3 clusters Score: Raw -4410239.872471 + Penalty 3538.811623 = -4406701.060848 nChanged 85 SP:Iteration 29Q (3104.812789 sec): 3 clusters Score: Raw -4410269.022957 + Penalty 3538.811623 = -4406730.211334 nChanged 62 SP:Iteration 30Q (3104.900375 sec): 3 clusters Score: Raw -4410286.297412 + Penalty 3538.811623 = -4406747.485789 nChanged 61 SP:Iteration 31Q (3104.987260 sec): 3 clusters Score: Raw -4410303.084270 + Penalty 3538.811623 = -4406764.272647 nChanged 56 SP:Iteration 32Q (3105.073868 sec): 3 clusters Score: Raw -4410319.531602 + Penalty 3538.811623 = -4406780.719979 nChanged 55 SP:Iteration 33Q (3105.159998 sec): 3 clusters Score: Raw -4410342.066087 + Penalty 3538.811623 = -4406803.254464 nChanged 61 SP:Iteration 34Q (3105.245449 sec): 3 clusters Score: Raw -4410363.803974 + Penalty 3538.811623 = -4406824.992351 nChanged 58 SP:Iteration 35Q (3105.330220 sec): 3 clusters Score: Raw -4410383.121884 + Penalty 3538.811623 = -4406844.310261 nChanged 50 SP:Iteration 36Q (3105.414477 sec): 3 clusters Score: Raw -4410404.437492 + Penalty 3538.811623 = -4406865.625869 nChanged 50 SP:Iteration 37Q (3105.498465 sec): 3 clusters Score: Raw -4410422.173130 + Penalty 3538.811623 = -4406883.361507 nChanged 40 SP:Iteration 38Q (3105.581762 sec): 3 clusters Score: Raw -4410440.173687 + Penalty 3538.811623 = -4406901.362064 nChanged 47 SP:Iteration 39Q (3105.664821 sec): 3 clusters Score: Raw -4410462.766795 + Penalty 3538.811623 = -4406923.955171 nChanged 49 SP:Iteration 40F (3105.761232 sec): 3 clusters Score: Raw -4410481.210377 + Penalty 3538.811623 = -4406942.398753 nChanged 39 SP:Iteration 41Q (3105.843817 sec): 3 clusters Score: Raw -4410497.790848 + Penalty 3538.811623 = -4406958.979225 nChanged 36 SP:Iteration 42Q (3105.925893 sec): 3 clusters Score: Raw -4410511.762151 + Penalty 3538.811623 = -4406972.950527 nChanged 32 SP:Iteration 43Q (3106.007681 sec): 3 clusters Score: Raw -4410523.696199 + Penalty 3538.811623 = -4406984.884576 nChanged 28 SP:Iteration 44Q (3106.089170 sec): 3 clusters Score: Raw -4410534.973646 + Penalty 3538.811623 = -4406996.162023 nChanged 26 SP:Iteration 45Q (3106.170465 sec): 3 clusters Score: Raw -4410543.741816 + Penalty 3538.811623 = -4407004.930193 nChanged 17 SP:Iteration 46Q (3106.251438 sec): 3 clusters Score: Raw -4410550.449728 + Penalty 3538.811623 = -4407011.638105 nChanged 17 SP:Iteration 47Q (3106.332164 sec): 3 clusters Score: Raw -4410557.915063 + Penalty 3538.811623 = -4407019.103440 nChanged 23 SP:Iteration 48Q (3106.412860 sec): 3 clusters Score: Raw -4410565.289936 + Penalty 3538.811623 = -4407026.478313 nChanged 16 SP:Iteration 49Q (3106.493245 sec): 3 clusters Score: Raw -4410570.639199 + Penalty 3538.811623 = -4407031.827576 nChanged 13 SP:Iteration 50Q (3106.573528 sec): 3 clusters Score: Raw -4410573.996897 + Penalty 3538.811623 = -4407035.185273 nChanged 5 SP:Iteration 51Q (3106.653574 sec): 3 clusters Score: Raw -4410575.643907 + Penalty 3538.811623 = -4407036.832284 nChanged 6 SP:Iteration 52Q (3106.745512 sec): 3 clusters Score: Raw -4410577.013646 + Penalty 3538.811623 = -4407038.202023 nChanged 1 SP:Iteration 53Q (3106.829113 sec): 3 clusters Score: Raw -4410577.211328 + Penalty 3538.811623 = -4407038.399705 nChanged 0 SP:Iteration 54F (3106.925674 sec): 3 clusters Score: Raw -4410577.211328 + Penalty 3538.811623 = -4407038.399705 nChanged 0 Trying to split cluster 18 (11616 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3106.942105 sec): 2 clusters Score: Raw -844458.866178 + Penalty 1521.022545 = -842937.843633 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3106.974391 sec): 3 clusters Score: Raw -837923.457442 + Penalty 3042.045090 = -834881.412352 nChanged 5054 SP:Iteration 1F (3107.005634 sec): 3 clusters Score: Raw -842440.001380 + Penalty 3042.045090 = -839397.956291 nChanged 1378 SP:Iteration 2F (3107.036685 sec): 3 clusters Score: Raw -844661.813212 + Penalty 3042.045090 = -841619.768123 nChanged 1167 SP:Iteration 3F (3107.067870 sec): 3 clusters Score: Raw -845875.644118 + Penalty 3042.045090 = -842833.599028 nChanged 877 SP:Iteration 4F (3107.099139 sec): 3 clusters Score: Raw -846912.532732 + Penalty 3042.045090 = -843870.487642 nChanged 761 SP:Iteration 5F (3107.130470 sec): 3 clusters Score: Raw -847862.615462 + Penalty 3042.045090 = -844820.570372 nChanged 609 SP:Iteration 6F (3107.161604 sec): 3 clusters Score: Raw -848548.046094 + Penalty 3042.045090 = -845506.001005 nChanged 495 SP:Iteration 7Q (3107.190983 sec): 3 clusters Score: Raw -849072.039620 + Penalty 3042.045090 = -846029.994530 nChanged 389 SP:Iteration 8Q (3107.219828 sec): 3 clusters Score: Raw -849432.289366 + Penalty 3042.045090 = -846390.244277 nChanged 261 SP:Iteration 9Q (3107.248050 sec): 3 clusters Score: Raw -849604.936193 + Penalty 3042.045090 = -846562.891104 nChanged 167 SP:Iteration 10Q (3107.276190 sec): 3 clusters Score: Raw -849704.724385 + Penalty 3042.045090 = -846662.679296 nChanged 123 SP:Iteration 11Q (3107.303899 sec): 3 clusters Score: Raw -849770.539409 + Penalty 3042.045090 = -846728.494319 nChanged 103 SP:Iteration 12Q (3107.331536 sec): 3 clusters Score: Raw -849812.224041 + Penalty 3042.045090 = -846770.178951 nChanged 58 SP:Iteration 13Q (3107.359036 sec): 3 clusters Score: Raw -849830.743256 + Penalty 3042.045090 = -846788.698166 nChanged 43 SP:Iteration 14Q (3107.386408 sec): 3 clusters Score: Raw -849844.581307 + Penalty 3042.045090 = -846802.536218 nChanged 32 SP:Iteration 15Q (3107.413734 sec): 3 clusters Score: Raw -849856.112541 + Penalty 3042.045090 = -846814.067451 nChanged 34 SP:Iteration 16Q (3107.464640 sec): 3 clusters Score: Raw -849862.393774 + Penalty 3042.045090 = -846820.348684 nChanged 16 SP:Iteration 17Q (3107.492075 sec): 3 clusters Score: Raw -849864.718315 + Penalty 3042.045090 = -846822.673225 nChanged 12 SP:Iteration 18Q (3107.519393 sec): 3 clusters Score: Raw -849866.602721 + Penalty 3042.045090 = -846824.557632 nChanged 9 SP:Iteration 19Q (3107.546507 sec): 3 clusters Score: Raw -849867.951181 + Penalty 3042.045090 = -846825.906092 nChanged 3 SP:Iteration 20F (3107.577748 sec): 3 clusters Score: Raw -849868.523931 + Penalty 3042.045090 = -846826.478842 nChanged 5 SP:Iteration 21Q (3107.605075 sec): 3 clusters Score: Raw -849869.184923 + Penalty 3042.045090 = -846827.139834 nChanged 7 SP:Iteration 22Q (3107.632438 sec): 3 clusters Score: Raw -849869.715261 + Penalty 3042.045090 = -846827.670171 nChanged 2 SP:Iteration 23Q (3107.659828 sec): 3 clusters Score: Raw -849870.101046 + Penalty 3042.045090 = -846828.055957 nChanged 3 SP:Iteration 24Q (3107.687227 sec): 3 clusters Score: Raw -849870.318806 + Penalty 3042.045090 = -846828.273717 nChanged 0 SP:Iteration 25F (3107.718381 sec): 3 clusters Score: Raw -849870.318806 + Penalty 3042.045090 = -846828.273717 nChanged 0 Score: Raw -49045678.832152 + Penalty 62888.272896 = -48982790.559256 Splitting cluster 18 changes total score from -48928104.977678 to -48982790.559256 So it's getting split into cluster 29. Trying to split cluster 19 (8322 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3119.546262 sec): 2 clusters Score: Raw -618529.350501 + Penalty 1466.831907 = -617062.518594 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3119.573200 sec): 3 clusters Score: Raw -613958.522651 + Penalty 2933.663814 = -611024.858837 nChanged 3550 SP:Iteration 1F (3119.599512 sec): 3 clusters Score: Raw -616387.862046 + Penalty 2933.663814 = -613454.198232 nChanged 882 SP:Iteration 2F (3119.625912 sec): 3 clusters Score: Raw -617354.542120 + Penalty 2933.663814 = -614420.878306 nChanged 783 SP:Iteration 3F (3119.652277 sec): 3 clusters Score: Raw -618314.166891 + Penalty 2933.663814 = -615380.503077 nChanged 702 SP:Iteration 4F (3119.678655 sec): 3 clusters Score: Raw -619174.559912 + Penalty 2933.663814 = -616240.896098 nChanged 607 SP:Iteration 5F (3119.705137 sec): 3 clusters Score: Raw -619954.825942 + Penalty 2933.663814 = -617021.162128 nChanged 497 SP:Iteration 6F (3119.731704 sec): 3 clusters Score: Raw -620726.051832 + Penalty 2933.663814 = -617792.388018 nChanged 443 SP:Iteration 7F (3119.758019 sec): 3 clusters Score: Raw -621467.722673 + Penalty 2933.663814 = -618534.058859 nChanged 326 SP:Iteration 8Q (3119.782967 sec): 3 clusters Score: Raw -621905.548547 + Penalty 2933.663814 = -618971.884733 nChanged 246 SP:Iteration 9Q (3119.807694 sec): 3 clusters Score: Raw -622115.256136 + Penalty 2933.663814 = -619181.592322 nChanged 155 SP:Iteration 10Q (3119.832575 sec): 3 clusters Score: Raw -622238.427464 + Penalty 2933.663814 = -619304.763650 nChanged 118 SP:Iteration 11Q (3119.857121 sec): 3 clusters Score: Raw -622325.545856 + Penalty 2933.663814 = -619391.882042 nChanged 92 SP:Iteration 12Q (3119.881460 sec): 3 clusters Score: Raw -622362.175946 + Penalty 2933.663814 = -619428.512132 nChanged 54 SP:Iteration 13Q (3119.906236 sec): 3 clusters Score: Raw -622378.320491 + Penalty 2933.663814 = -619444.656677 nChanged 42 SP:Iteration 14Q (3119.930680 sec): 3 clusters Score: Raw -622391.247867 + Penalty 2933.663814 = -619457.584053 nChanged 36 SP:Iteration 15Q (3119.955143 sec): 3 clusters Score: Raw -622403.660112 + Penalty 2933.663814 = -619469.996298 nChanged 27 SP:Iteration 16Q (3119.979551 sec): 3 clusters Score: Raw -622414.345266 + Penalty 2933.663814 = -619480.681452 nChanged 32 SP:Iteration 17Q (3120.003973 sec): 3 clusters Score: Raw -622423.296840 + Penalty 2933.663814 = -619489.633026 nChanged 26 SP:Iteration 18Q (3120.028458 sec): 3 clusters Score: Raw -622428.588350 + Penalty 2933.663814 = -619494.924536 nChanged 20 SP:Iteration 19Q (3120.052897 sec): 3 clusters Score: Raw -622433.396027 + Penalty 2933.663814 = -619499.732213 nChanged 17 SP:Iteration 20F (3120.079215 sec): 3 clusters Score: Raw -622439.856597 + Penalty 2933.663814 = -619506.192782 nChanged 26 SP:Iteration 21Q (3120.103857 sec): 3 clusters Score: Raw -622449.675292 + Penalty 2933.663814 = -619516.011478 nChanged 28 SP:Iteration 22Q (3120.128492 sec): 3 clusters Score: Raw -622457.983808 + Penalty 2933.663814 = -619524.319994 nChanged 29 SP:Iteration 23Q (3120.153191 sec): 3 clusters Score: Raw -622465.676405 + Penalty 2933.663814 = -619532.012591 nChanged 21 SP:Iteration 24Q (3120.177712 sec): 3 clusters Score: Raw -622470.309330 + Penalty 2933.663814 = -619536.645516 nChanged 16 SP:Iteration 25Q (3120.202253 sec): 3 clusters Score: Raw -622475.362761 + Penalty 2933.663814 = -619541.698947 nChanged 15 SP:Iteration 26Q (3120.226940 sec): 3 clusters Score: Raw -622480.405289 + Penalty 2933.663814 = -619546.741475 nChanged 16 SP:Iteration 27Q (3120.251652 sec): 3 clusters Score: Raw -622483.884999 + Penalty 2933.663814 = -619550.221185 nChanged 6 SP:Iteration 28Q (3120.276415 sec): 3 clusters Score: Raw -622484.849231 + Penalty 2933.663814 = -619551.185417 nChanged 5 SP:Iteration 29Q (3120.300775 sec): 3 clusters Score: Raw -622485.629260 + Penalty 2933.663814 = -619551.965446 nChanged 3 SP:Iteration 30Q (3120.356520 sec): 3 clusters Score: Raw -622486.056753 + Penalty 2933.663814 = -619552.392939 nChanged 1 SP:Iteration 31Q (3120.395867 sec): 3 clusters Score: Raw -622486.096554 + Penalty 2933.663814 = -619552.432740 nChanged 1 SP:Iteration 32Q (3120.455955 sec): 3 clusters Score: Raw -622486.149329 + Penalty 2933.663814 = -619552.485515 nChanged 0 SP:Iteration 33F (3120.492507 sec): 3 clusters Score: Raw -622486.149329 + Penalty 2933.663814 = -619552.485515 nChanged 0 Score: Raw -49049635.630979 + Penalty 65056.834030 = -48984578.796949 Splitting cluster 19 changes total score from -48928104.977678 to -48984578.796949 So it's getting split into cluster 30. Trying to split cluster 20 (2296 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3132.654841 sec): 2 clusters Score: Raw -180333.982228 + Penalty 1257.575111 = -179076.407117 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3132.667358 sec): 3 clusters Score: Raw -179359.750778 + Penalty 2515.150221 = -176844.600557 nChanged 841 SP:Iteration 1F (3132.679323 sec): 3 clusters Score: Raw -179979.608610 + Penalty 2515.150221 = -177464.458389 nChanged 235 SP:Iteration 2F (3132.691025 sec): 3 clusters Score: Raw -180250.616582 + Penalty 2515.150221 = -177735.466360 nChanged 201 SP:Iteration 3F (3132.702721 sec): 3 clusters Score: Raw -180517.511371 + Penalty 2515.150221 = -178002.361150 nChanged 155 SP:Iteration 4F (3132.714337 sec): 3 clusters Score: Raw -180735.578992 + Penalty 2515.150221 = -178220.428771 nChanged 129 SP:Iteration 5F (3132.725898 sec): 3 clusters Score: Raw -180894.794018 + Penalty 2515.150221 = -178379.643797 nChanged 98 SP:Iteration 6Q (3132.737439 sec): 3 clusters Score: Raw -180980.691541 + Penalty 2515.150221 = -178465.541320 nChanged 60 SP:Iteration 7Q (3132.749030 sec): 3 clusters Score: Raw -181029.742134 + Penalty 2515.150221 = -178514.591913 nChanged 48 SP:Iteration 8Q (3132.760563 sec): 3 clusters Score: Raw -181059.002099 + Penalty 2515.150221 = -178543.851877 nChanged 22 SP:Iteration 9Q (3132.772108 sec): 3 clusters Score: Raw -181069.799323 + Penalty 2515.150221 = -178554.649102 nChanged 15 SP:Iteration 10Q (3132.783641 sec): 3 clusters Score: Raw -181077.493357 + Penalty 2515.150221 = -178562.343136 nChanged 13 SP:Iteration 11Q (3132.795048 sec): 3 clusters Score: Raw -181084.087783 + Penalty 2515.150221 = -178568.937561 nChanged 8 SP:Iteration 12Q (3132.806642 sec): 3 clusters Score: Raw -181088.162115 + Penalty 2515.150221 = -178573.011894 nChanged 8 SP:Iteration 13Q (3132.818147 sec): 3 clusters Score: Raw -181091.960731 + Penalty 2515.150221 = -178576.810510 nChanged 12 SP:Iteration 14Q (3132.829683 sec): 3 clusters Score: Raw -181097.410744 + Penalty 2515.150221 = -178582.260523 nChanged 7 SP:Iteration 15Q (3132.841206 sec): 3 clusters Score: Raw -181101.043173 + Penalty 2515.150221 = -178585.892952 nChanged 7 SP:Iteration 16Q (3132.852695 sec): 3 clusters Score: Raw -181105.280860 + Penalty 2515.150221 = -178590.130639 nChanged 9 SP:Iteration 17Q (3132.864111 sec): 3 clusters Score: Raw -181110.742474 + Penalty 2515.150221 = -178595.592253 nChanged 10 SP:Iteration 18Q (3132.875612 sec): 3 clusters Score: Raw -181114.209504 + Penalty 2515.150221 = -178599.059283 nChanged 7 SP:Iteration 19Q (3132.887096 sec): 3 clusters Score: Raw -181117.275226 + Penalty 2515.150221 = -178602.125005 nChanged 7 SP:Iteration 20F (3132.898749 sec): 3 clusters Score: Raw -181121.083845 + Penalty 2515.150221 = -178605.933624 nChanged 3 SP:Iteration 21Q (3132.910226 sec): 3 clusters Score: Raw -181122.677829 + Penalty 2515.150221 = -178607.527607 nChanged 3 SP:Iteration 22Q (3132.921702 sec): 3 clusters Score: Raw -181123.843887 + Penalty 2515.150221 = -178608.693665 nChanged 0 SP:Iteration 23F (3132.933216 sec): 3 clusters Score: Raw -181123.843887 + Penalty 2515.150221 = -178608.693665 nChanged 0 Iteration 20F (3145.157915 sec): 31 clusters Score: Raw -49064945.039126 + Penalty 65056.834030 = -48999888.205095 nChanged 18695 Iteration 21Q (3150.536921 sec): 31 clusters Score: Raw -49072769.808748 + Penalty 65056.834030 = -49007712.974718 nChanged 8662 Iteration 22Q (3155.815187 sec): 31 clusters Score: Raw -49075896.494466 + Penalty 65056.834030 = -49010839.660436 nChanged 6338 Iteration 23Q (3161.067569 sec): 31 clusters Score: Raw -49077783.607152 + Penalty 65056.834030 = -49012726.773122 nChanged 5238 Iteration 24Q (3166.321215 sec): 31 clusters Score: Raw -49079063.220533 + Penalty 65056.834030 = -49014006.386503 nChanged 4327 Iteration 25Q (3171.549207 sec): 31 clusters Score: Raw -49079944.286013 + Penalty 65056.834030 = -49014887.451983 nChanged 3758 Iteration 26Q (3176.772742 sec): 31 clusters Score: Raw -49080603.831369 + Penalty 65056.834030 = -49015546.997339 nChanged 3202 Iteration 27Q (3182.025143 sec): 31 clusters Score: Raw -49081086.363192 + Penalty 65056.834030 = -49016029.529162 nChanged 2733 Iteration 28Q (3187.260718 sec): 31 clusters Score: Raw -49081452.896891 + Penalty 65056.834030 = -49016396.062861 nChanged 2432 Iteration 29Q (3192.479472 sec): 31 clusters Score: Raw -49081753.888487 + Penalty 65056.834030 = -49016697.054456 nChanged 2191 Iteration 30Q (3197.676518 sec): 31 clusters Score: Raw -49082011.027896 + Penalty 65056.834030 = -49016954.193865 nChanged 2003 Iteration 31Q (3202.895409 sec): 31 clusters Score: Raw -49082241.815323 + Penalty 65056.834030 = -49017184.981293 nChanged 2013 Iteration 32Q (3208.094010 sec): 31 clusters Score: Raw -49082489.339759 + Penalty 65056.834030 = -49017432.505729 nChanged 1957 Iteration 33Q (3213.320037 sec): 31 clusters Score: Raw -49082730.896777 + Penalty 65056.834030 = -49017674.062747 nChanged 1921 Iteration 34Q (3218.508792 sec): 31 clusters Score: Raw -49082960.521189 + Penalty 65056.834030 = -49017903.687158 nChanged 1789 Iteration 35Q (3223.702924 sec): 31 clusters Score: Raw -49083186.630730 + Penalty 65056.834030 = -49018129.796700 nChanged 1812 Iteration 36Q (3228.893572 sec): 31 clusters Score: Raw -49083438.056525 + Penalty 65056.834030 = -49018381.222494 nChanged 1814 Iteration 37Q (3234.085252 sec): 31 clusters Score: Raw -49083698.178615 + Penalty 65056.834030 = -49018641.344585 nChanged 1798 Iteration 38Q (3239.263830 sec): 31 clusters Score: Raw -49083965.435426 + Penalty 65056.834030 = -49018908.601396 nChanged 1801 Iteration 39Q (3244.471402 sec): 31 clusters Score: Raw -49084259.157995 + Penalty 65056.834030 = -49019202.323965 nChanged 1891 Iteration 40F (3256.674188 sec): 31 clusters Score: Raw -49084672.963808 + Penalty 65056.834030 = -49019616.129777 nChanged 1947 Iteration 41Q (3261.950148 sec): 31 clusters Score: Raw -49085038.169500 + Penalty 65056.834030 = -49019981.335469 nChanged 1993 Iteration 42Q (3267.228763 sec): 31 clusters Score: Raw -49085374.900949 + Penalty 65056.834030 = -49020318.066919 nChanged 1996 Iteration 43Q (3272.508394 sec): 31 clusters Score: Raw -49085692.006046 + Penalty 65056.834030 = -49020635.172015 nChanged 1896 Iteration 44Q (3277.791195 sec): 31 clusters Score: Raw -49085970.829932 + Penalty 65056.834030 = -49020913.995901 nChanged 1758 Iteration 45Q (3283.056077 sec): 31 clusters Score: Raw -49086221.780217 + Penalty 65056.834030 = -49021164.946187 nChanged 1746 Iteration 46Q (3288.320634 sec): 31 clusters Score: Raw -49086479.328467 + Penalty 65056.834030 = -49021422.494437 nChanged 1724 Iteration 47Q (3293.606530 sec): 31 clusters Score: Raw -49086824.018085 + Penalty 65056.834030 = -49021767.184055 nChanged 1810 Iteration 48Q (3298.869404 sec): 31 clusters Score: Raw -49087287.164381 + Penalty 65056.834030 = -49022230.330351 nChanged 1866 Iteration 49Q (3304.137523 sec): 31 clusters Score: Raw -49087780.173983 + Penalty 65056.834030 = -49022723.339953 nChanged 1887 Iteration 50Q (3309.437038 sec): 31 clusters Score: Raw -49088263.426550 + Penalty 65056.834030 = -49023206.592520 nChanged 1830 Iteration 51Q (3314.700609 sec): 31 clusters Score: Raw -49088782.329824 + Penalty 65056.834030 = -49023725.495794 nChanged 1898 Iteration 52Q (3319.997893 sec): 31 clusters Score: Raw -49089267.170616 + Penalty 65056.834030 = -49024210.336586 nChanged 1949 Iteration 53Q (3325.392168 sec): 31 clusters Score: Raw -49089663.500375 + Penalty 65056.834030 = -49024606.666345 nChanged 1926 Iteration 54Q (3330.818335 sec): 31 clusters Score: Raw -49090008.805748 + Penalty 65056.834030 = -49024951.971717 nChanged 1922 Iteration 55Q (3336.189623 sec): 31 clusters Score: Raw -49090337.579822 + Penalty 65056.834030 = -49025280.745792 nChanged 1916 Iteration 56Q (3341.550421 sec): 31 clusters Score: Raw -49090654.282736 + Penalty 65056.834030 = -49025597.448706 nChanged 1897 Iteration 57Q (3346.501486 sec): 31 clusters Score: Raw -49090996.929043 + Penalty 65056.834030 = -49025940.095013 nChanged 1937 Iteration 58Q (3351.580969 sec): 31 clusters Score: Raw -49091384.619797 + Penalty 65056.834030 = -49026327.785767 nChanged 1965 Writing temp clu file Because OldScore, -49025940.095013, is greater than current (better) Score,-49026327.785767 Compute initial score before splitting: Score: Raw -49091384.619797 + Penalty 65056.834030 = -49026327.785767 Trying to split cluster 1 (10653 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3351.831252 sec): 2 clusters Score: Raw -850484.811725 + Penalty 1506.959484 = -848977.852242 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3351.892782 sec): 3 clusters Score: Raw -844510.392140 + Penalty 3013.918967 = -841496.473173 nChanged 4574 SP:Iteration 1F (3351.953594 sec): 3 clusters Score: Raw -847402.388701 + Penalty 3013.918967 = -844388.469734 nChanged 1017 SP:Iteration 2F (3352.013521 sec): 3 clusters Score: Raw -848871.475004 + Penalty 3013.918967 = -845857.556037 nChanged 1106 SP:Iteration 3F (3352.079093 sec): 3 clusters Score: Raw -850699.168463 + Penalty 3013.918967 = -847685.249496 nChanged 1087 SP:Iteration 4F (3352.148738 sec): 3 clusters Score: Raw -852137.415694 + Penalty 3013.918967 = -849123.496727 nChanged 787 SP:Iteration 5F (3352.213236 sec): 3 clusters Score: Raw -852879.300805 + Penalty 3013.918967 = -849865.381838 nChanged 528 SP:Iteration 6Q (3352.279815 sec): 3 clusters Score: Raw -853241.335368 + Penalty 3013.918967 = -850227.416401 nChanged 357 SP:Iteration 7Q (3352.344598 sec): 3 clusters Score: Raw -853421.416479 + Penalty 3013.918967 = -850407.497512 nChanged 312 SP:Iteration 8Q (3352.398979 sec): 3 clusters Score: Raw -853612.332676 + Penalty 3013.918967 = -850598.413709 nChanged 339 SP:Iteration 9Q (3352.462818 sec): 3 clusters Score: Raw -853867.160068 + Penalty 3013.918967 = -850853.241101 nChanged 372 SP:Iteration 10Q (3352.532371 sec): 3 clusters Score: Raw -854186.864403 + Penalty 3013.918967 = -851172.945436 nChanged 354 SP:Iteration 11Q (3352.590730 sec): 3 clusters Score: Raw -854491.842642 + Penalty 3013.918967 = -851477.923675 nChanged 291 SP:Iteration 12Q (3352.656286 sec): 3 clusters Score: Raw -854699.155245 + Penalty 3013.918967 = -851685.236278 nChanged 198 SP:Iteration 13Q (3352.713777 sec): 3 clusters Score: Raw -854819.052421 + Penalty 3013.918967 = -851805.133454 nChanged 165 SP:Iteration 14Q (3352.779050 sec): 3 clusters Score: Raw -854916.174732 + Penalty 3013.918967 = -851902.255765 nChanged 142 SP:Iteration 15Q (3352.849804 sec): 3 clusters Score: Raw -854993.600682 + Penalty 3013.918967 = -851979.681715 nChanged 101 SP:Iteration 16Q (3352.908680 sec): 3 clusters Score: Raw -855043.542754 + Penalty 3013.918967 = -852029.623787 nChanged 80 SP:Iteration 17Q (3352.963539 sec): 3 clusters Score: Raw -855077.159296 + Penalty 3013.918967 = -852063.240329 nChanged 62 SP:Iteration 18Q (3353.036877 sec): 3 clusters Score: Raw -855101.312977 + Penalty 3013.918967 = -852087.394010 nChanged 54 SP:Iteration 19Q (3353.096130 sec): 3 clusters Score: Raw -855116.595310 + Penalty 3013.918967 = -852102.676343 nChanged 49 SP:Iteration 20F (3353.169236 sec): 3 clusters Score: Raw -855136.149646 + Penalty 3013.918967 = -852122.230679 nChanged 48 SP:Iteration 21Q (3353.235477 sec): 3 clusters Score: Raw -855151.884062 + Penalty 3013.918967 = -852137.965095 nChanged 44 SP:Iteration 22Q (3353.295767 sec): 3 clusters Score: Raw -855166.225359 + Penalty 3013.918967 = -852152.306392 nChanged 44 SP:Iteration 23Q (3353.363395 sec): 3 clusters Score: Raw -855180.640753 + Penalty 3013.918967 = -852166.721786 nChanged 35 SP:Iteration 24Q (3353.425584 sec): 3 clusters Score: Raw -855190.121417 + Penalty 3013.918967 = -852176.202450 nChanged 24 SP:Iteration 25Q (3353.478907 sec): 3 clusters Score: Raw -855198.060105 + Penalty 3013.918967 = -852184.141138 nChanged 30 SP:Iteration 26Q (3353.547575 sec): 3 clusters Score: Raw -855209.919182 + Penalty 3013.918967 = -852196.000215 nChanged 29 SP:Iteration 27Q (3353.614235 sec): 3 clusters Score: Raw -855218.538424 + Penalty 3013.918967 = -852204.619457 nChanged 25 SP:Iteration 28Q (3353.664201 sec): 3 clusters Score: Raw -855227.382058 + Penalty 3013.918967 = -852213.463091 nChanged 21 SP:Iteration 29Q (3353.731192 sec): 3 clusters Score: Raw -855234.043835 + Penalty 3013.918967 = -852220.124868 nChanged 17 SP:Iteration 30Q (3353.800255 sec): 3 clusters Score: Raw -855237.419310 + Penalty 3013.918967 = -852223.500343 nChanged 10 SP:Iteration 31Q (3353.846896 sec): 3 clusters Score: Raw -855239.928437 + Penalty 3013.918967 = -852226.009470 nChanged 13 SP:Iteration 32Q (3353.905569 sec): 3 clusters Score: Raw -855243.413919 + Penalty 3013.918967 = -852229.494952 nChanged 12 SP:Iteration 33Q (3353.959848 sec): 3 clusters Score: Raw -855245.865739 + Penalty 3013.918967 = -852231.946772 nChanged 9 SP:Iteration 34Q (3354.022967 sec): 3 clusters Score: Raw -855247.866511 + Penalty 3013.918967 = -852233.947544 nChanged 10 SP:Iteration 35Q (3354.081335 sec): 3 clusters Score: Raw -855252.524205 + Penalty 3013.918967 = -852238.605238 nChanged 19 SP:Iteration 36Q (3354.151937 sec): 3 clusters Score: Raw -855260.386459 + Penalty 3013.918967 = -852246.467492 nChanged 30 SP:Iteration 37Q (3354.201205 sec): 3 clusters Score: Raw -855280.345197 + Penalty 3013.918967 = -852266.426230 nChanged 39 SP:Iteration 38Q (3354.261218 sec): 3 clusters Score: Raw -855317.289614 + Penalty 3013.918967 = -852303.370647 nChanged 54 SP:Iteration 39Q (3354.324800 sec): 3 clusters Score: Raw -855369.169411 + Penalty 3013.918967 = -852355.250444 nChanged 58 SP:Iteration 40F (3354.390153 sec): 3 clusters Score: Raw -855414.505861 + Penalty 3013.918967 = -852400.586894 nChanged 51 SP:Iteration 41Q (3354.454657 sec): 3 clusters Score: Raw -855456.127811 + Penalty 3013.918967 = -852442.208844 nChanged 42 SP:Iteration 42Q (3354.515605 sec): 3 clusters Score: Raw -855485.909284 + Penalty 3013.918967 = -852471.990317 nChanged 41 SP:Iteration 43Q (3354.576806 sec): 3 clusters Score: Raw -855505.975203 + Penalty 3013.918967 = -852492.056236 nChanged 22 SP:Iteration 44Q (3354.649067 sec): 3 clusters Score: Raw -855513.854698 + Penalty 3013.918967 = -852499.935731 nChanged 12 SP:Iteration 45Q (3354.710536 sec): 3 clusters Score: Raw -855517.844312 + Penalty 3013.918967 = -852503.925345 nChanged 6 SP:Iteration 46Q (3354.776429 sec): 3 clusters Score: Raw -855519.338194 + Penalty 3013.918967 = -852505.419227 nChanged 5 SP:Iteration 47Q (3354.835809 sec): 3 clusters Score: Raw -855519.998947 + Penalty 3013.918967 = -852506.079980 nChanged 2 SP:Iteration 48Q (3354.887187 sec): 3 clusters Score: Raw -855520.480666 + Penalty 3013.918967 = -852506.561699 nChanged 3 SP:Iteration 49Q (3354.944444 sec): 3 clusters Score: Raw -855521.436992 + Penalty 3013.918967 = -852507.518025 nChanged 6 SP:Iteration 50Q (3355.004383 sec): 3 clusters Score: Raw -855522.665806 + Penalty 3013.918967 = -852508.746839 nChanged 5 SP:Iteration 51Q (3355.073737 sec): 3 clusters Score: Raw -855523.448136 + Penalty 3013.918967 = -852509.529169 nChanged 7 SP:Iteration 52Q (3355.137403 sec): 3 clusters Score: Raw -855525.110700 + Penalty 3013.918967 = -852511.191733 nChanged 6 SP:Iteration 53Q (3355.194969 sec): 3 clusters Score: Raw -855526.270320 + Penalty 3013.918967 = -852512.351353 nChanged 4 SP:Iteration 54Q (3355.249590 sec): 3 clusters Score: Raw -855526.965949 + Penalty 3013.918967 = -852513.046982 nChanged 2 SP:Iteration 55Q (3355.319790 sec): 3 clusters Score: Raw -855527.492297 + Penalty 3013.918967 = -852513.573330 nChanged 2 SP:Iteration 56Q (3355.381875 sec): 3 clusters Score: Raw -855527.749758 + Penalty 3013.918967 = -852513.830791 nChanged 0 SP:Iteration 57F (3355.445782 sec): 3 clusters Score: Raw -855527.749758 + Penalty 3013.918967 = -852513.830791 nChanged 0 Score: Raw -49096642.373989 + Penalty 67225.395165 = -49029416.978824 Splitting cluster 1 changes total score from -49026327.785767 to -49029416.978824 So it's getting split into cluster 31. Trying to split cluster 2 (3676 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3368.174980 sec): 2 clusters Score: Raw -296634.065046 + Penalty 1334.056829 = -295300.008218 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3368.229220 sec): 3 clusters Score: Raw -294906.804069 + Penalty 2668.113657 = -292238.690412 nChanged 1464 SP:Iteration 1F (3368.286319 sec): 3 clusters Score: Raw -295982.925244 + Penalty 2668.113657 = -293314.811586 nChanged 355 SP:Iteration 2F (3368.334977 sec): 3 clusters Score: Raw -296281.283793 + Penalty 2668.113657 = -293613.170136 nChanged 248 SP:Iteration 3F (3368.385776 sec): 3 clusters Score: Raw -296500.521346 + Penalty 2668.113657 = -293832.407689 nChanged 215 SP:Iteration 4F (3368.428095 sec): 3 clusters Score: Raw -296667.010566 + Penalty 2668.113657 = -293998.896909 nChanged 192 SP:Iteration 5F (3368.489660 sec): 3 clusters Score: Raw -296818.007622 + Penalty 2668.113657 = -294149.893965 nChanged 220 SP:Iteration 6F (3368.541521 sec): 3 clusters Score: Raw -297068.298306 + Penalty 2668.113657 = -294400.184649 nChanged 303 SP:Iteration 7F (3368.598594 sec): 3 clusters Score: Raw -297522.316925 + Penalty 2668.113657 = -294854.203268 nChanged 342 SP:Iteration 8F (3368.640432 sec): 3 clusters Score: Raw -298097.669382 + Penalty 2668.113657 = -295429.555725 nChanged 261 SP:Iteration 9F (3368.698728 sec): 3 clusters Score: Raw -298615.321969 + Penalty 2668.113657 = -295947.208312 nChanged 170 SP:Iteration 10Q (3368.754343 sec): 3 clusters Score: Raw -298998.036308 + Penalty 2668.113657 = -296329.922651 nChanged 133 SP:Iteration 11Q (3368.793082 sec): 3 clusters Score: Raw -299391.293478 + Penalty 2668.113657 = -296723.179821 nChanged 116 SP:Iteration 12Q (3368.852972 sec): 3 clusters Score: Raw -299669.551558 + Penalty 2668.113657 = -297001.437901 nChanged 76 SP:Iteration 13Q (3368.901489 sec): 3 clusters Score: Raw -299777.342218 + Penalty 2668.113657 = -297109.228561 nChanged 44 SP:Iteration 14Q (3368.939701 sec): 3 clusters Score: Raw -299821.854299 + Penalty 2668.113657 = -297153.740642 nChanged 23 SP:Iteration 15Q (3368.988756 sec): 3 clusters Score: Raw -299837.529394 + Penalty 2668.113657 = -297169.415737 nChanged 23 SP:Iteration 16Q (3369.030852 sec): 3 clusters Score: Raw -299852.328389 + Penalty 2668.113657 = -297184.214732 nChanged 19 SP:Iteration 17Q (3369.092053 sec): 3 clusters Score: Raw -299862.230541 + Penalty 2668.113657 = -297194.116884 nChanged 10 SP:Iteration 18Q (3369.137418 sec): 3 clusters Score: Raw -299866.737258 + Penalty 2668.113657 = -297198.623601 nChanged 8 SP:Iteration 19Q (3369.189378 sec): 3 clusters Score: Raw -299870.327267 + Penalty 2668.113657 = -297202.213610 nChanged 6 SP:Iteration 20F (3369.238399 sec): 3 clusters Score: Raw -299881.104492 + Penalty 2668.113657 = -297212.990835 nChanged 7 SP:Iteration 21Q (3369.279646 sec): 3 clusters Score: Raw -299886.429906 + Penalty 2668.113657 = -297218.316249 nChanged 9 SP:Iteration 22Q (3369.340940 sec): 3 clusters Score: Raw -299891.814268 + Penalty 2668.113657 = -297223.700611 nChanged 9 SP:Iteration 23Q (3369.392987 sec): 3 clusters Score: Raw -299897.712979 + Penalty 2668.113657 = -297229.599322 nChanged 10 SP:Iteration 24Q (3369.448796 sec): 3 clusters Score: Raw -299903.674701 + Penalty 2668.113657 = -297235.561044 nChanged 5 SP:Iteration 25Q (3369.503026 sec): 3 clusters Score: Raw -299905.928737 + Penalty 2668.113657 = -297237.815080 nChanged 8 SP:Iteration 26Q (3369.552066 sec): 3 clusters Score: Raw -299909.884803 + Penalty 2668.113657 = -297241.771146 nChanged 7 SP:Iteration 27Q (3369.599140 sec): 3 clusters Score: Raw -299914.955109 + Penalty 2668.113657 = -297246.841452 nChanged 5 SP:Iteration 28Q (3369.639108 sec): 3 clusters Score: Raw -299917.296226 + Penalty 2668.113657 = -297249.182569 nChanged 4 SP:Iteration 29Q (3369.689715 sec): 3 clusters Score: Raw -299918.157354 + Penalty 2668.113657 = -297250.043697 nChanged 3 SP:Iteration 30Q (3369.740729 sec): 3 clusters Score: Raw -299918.946962 + Penalty 2668.113657 = -297250.833305 nChanged 1 SP:Iteration 31Q (3369.793978 sec): 3 clusters Score: Raw -299919.171362 + Penalty 2668.113657 = -297251.057705 nChanged 1 SP:Iteration 32Q (3369.840701 sec): 3 clusters Score: Raw -299919.406721 + Penalty 2668.113657 = -297251.293064 nChanged 1 SP:Iteration 33Q (3369.902543 sec): 3 clusters Score: Raw -299919.537924 + Penalty 2668.113657 = -297251.424267 nChanged 1 SP:Iteration 34Q (3369.955064 sec): 3 clusters Score: Raw -299919.974301 + Penalty 2668.113657 = -297251.860644 nChanged 2 SP:Iteration 35Q (3369.996310 sec): 3 clusters Score: Raw -299920.466582 + Penalty 2668.113657 = -297252.352924 nChanged 0 SP:Iteration 36F (3370.055186 sec): 3 clusters Score: Raw -299920.466582 + Penalty 2668.113657 = -297252.352924 nChanged 0 Score: Raw -49099928.775524 + Penalty 69393.956299 = -49030534.819225 Splitting cluster 2 changes total score from -49026327.785767 to -49030534.819225 So it's getting split into cluster 32. Trying to split cluster 3 (53267 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3383.237520 sec): 2 clusters Score: Raw -4450024.082397 + Penalty 1768.499246 = -4448255.583151 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3383.376669 sec): 3 clusters Score: Raw -4416215.172935 + Penalty 3536.998491 = -4412678.174444 nChanged 25040 SP:Iteration 1F (3383.504150 sec): 3 clusters Score: Raw -4431528.406715 + Penalty 3536.998491 = -4427991.408223 nChanged 3162 SP:Iteration 2F (3383.639912 sec): 3 clusters Score: Raw -4433263.101092 + Penalty 3536.998491 = -4429726.102600 nChanged 3451 SP:Iteration 3F (3383.775606 sec): 3 clusters Score: Raw -4435317.875424 + Penalty 3536.998491 = -4431780.876932 nChanged 3586 SP:Iteration 4F (3383.904812 sec): 3 clusters Score: Raw -4437504.505931 + Penalty 3536.998491 = -4433967.507440 nChanged 3454 SP:Iteration 5F (3384.048401 sec): 3 clusters Score: Raw -4439635.643208 + Penalty 3536.998491 = -4436098.644717 nChanged 3175 SP:Iteration 6F (3384.176020 sec): 3 clusters Score: Raw -4441535.765848 + Penalty 3536.998491 = -4437998.767357 nChanged 2745 SP:Iteration 7F (3384.312863 sec): 3 clusters Score: Raw -4443162.680313 + Penalty 3536.998491 = -4439625.681821 nChanged 2312 SP:Iteration 8Q (3384.458056 sec): 3 clusters Score: Raw -4444513.440698 + Penalty 3536.998491 = -4440976.442206 nChanged 1906 SP:Iteration 9Q (3384.603305 sec): 3 clusters Score: Raw -4445427.135067 + Penalty 3536.998491 = -4441890.136575 nChanged 1370 SP:Iteration 10Q (3384.744335 sec): 3 clusters Score: Raw -4445867.272183 + Penalty 3536.998491 = -4442330.273692 nChanged 896 SP:Iteration 11Q (3384.872779 sec): 3 clusters Score: Raw -4446072.780952 + Penalty 3536.998491 = -4442535.782461 nChanged 614 SP:Iteration 12Q (3385.012922 sec): 3 clusters Score: Raw -4446193.965394 + Penalty 3536.998491 = -4442656.966902 nChanged 505 SP:Iteration 13Q (3385.134574 sec): 3 clusters Score: Raw -4446287.904078 + Penalty 3536.998491 = -4442750.905586 nChanged 468 SP:Iteration 14Q (3385.277349 sec): 3 clusters Score: Raw -4446373.136522 + Penalty 3536.998491 = -4442836.138031 nChanged 466 SP:Iteration 15Q (3385.406095 sec): 3 clusters Score: Raw -4446452.104435 + Penalty 3536.998491 = -4442915.105943 nChanged 404 SP:Iteration 16Q (3385.541060 sec): 3 clusters Score: Raw -4446522.605214 + Penalty 3536.998491 = -4442985.606722 nChanged 402 SP:Iteration 17Q (3385.676560 sec): 3 clusters Score: Raw -4446599.100457 + Penalty 3536.998491 = -4443062.101965 nChanged 401 SP:Iteration 18Q (3385.821654 sec): 3 clusters Score: Raw -4446673.079242 + Penalty 3536.998491 = -4443136.080750 nChanged 408 SP:Iteration 19Q (3385.950863 sec): 3 clusters Score: Raw -4446749.346470 + Penalty 3536.998491 = -4443212.347979 nChanged 404 SP:Iteration 20F (3386.087208 sec): 3 clusters Score: Raw -4446826.721393 + Penalty 3536.998491 = -4443289.722901 nChanged 446 SP:Iteration 21Q (3386.211005 sec): 3 clusters Score: Raw -4446914.548406 + Penalty 3536.998491 = -4443377.549915 nChanged 432 SP:Iteration 22Q (3386.352511 sec): 3 clusters Score: Raw -4447002.782176 + Penalty 3536.998491 = -4443465.783685 nChanged 449 SP:Iteration 23Q (3386.491453 sec): 3 clusters Score: Raw -4447102.587663 + Penalty 3536.998491 = -4443565.589171 nChanged 490 SP:Iteration 24Q (3386.620861 sec): 3 clusters Score: Raw -4447211.257087 + Penalty 3536.998491 = -4443674.258596 nChanged 486 SP:Iteration 25Q (3386.753801 sec): 3 clusters Score: Raw -4447327.931905 + Penalty 3536.998491 = -4443790.933414 nChanged 515 SP:Iteration 26Q (3386.904127 sec): 3 clusters Score: Raw -4447451.442584 + Penalty 3536.998491 = -4443914.444093 nChanged 525 SP:Iteration 27Q (3387.034117 sec): 3 clusters Score: Raw -4447589.124015 + Penalty 3536.998491 = -4444052.125524 nChanged 544 SP:Iteration 28Q (3387.163683 sec): 3 clusters Score: Raw -4447733.513433 + Penalty 3536.998491 = -4444196.514941 nChanged 538 SP:Iteration 29Q (3387.302821 sec): 3 clusters Score: Raw -4447882.220461 + Penalty 3536.998491 = -4444345.221969 nChanged 536 SP:Iteration 30Q (3387.434250 sec): 3 clusters Score: Raw -4448021.062715 + Penalty 3536.998491 = -4444484.064224 nChanged 513 SP:Iteration 31Q (3387.566600 sec): 3 clusters Score: Raw -4448159.436625 + Penalty 3536.998491 = -4444622.438133 nChanged 530 SP:Iteration 32Q (3387.701895 sec): 3 clusters Score: Raw -4448299.657361 + Penalty 3536.998491 = -4444762.658869 nChanged 499 SP:Iteration 33Q (3387.824834 sec): 3 clusters Score: Raw -4448434.591930 + Penalty 3536.998491 = -4444897.593439 nChanged 483 SP:Iteration 34Q (3387.959863 sec): 3 clusters Score: Raw -4448567.078909 + Penalty 3536.998491 = -4445030.080418 nChanged 490 SP:Iteration 35Q (3388.086615 sec): 3 clusters Score: Raw -4448707.059188 + Penalty 3536.998491 = -4445170.060697 nChanged 480 SP:Iteration 36Q (3388.221097 sec): 3 clusters Score: Raw -4448828.003691 + Penalty 3536.998491 = -4445291.005200 nChanged 402 SP:Iteration 37Q (3388.338401 sec): 3 clusters Score: Raw -4448920.718393 + Penalty 3536.998491 = -4445383.719901 nChanged 360 SP:Iteration 38Q (3388.464080 sec): 3 clusters Score: Raw -4449004.956920 + Penalty 3536.998491 = -4445467.958428 nChanged 345 SP:Iteration 39Q (3388.588584 sec): 3 clusters Score: Raw -4449080.921669 + Penalty 3536.998491 = -4445543.923177 nChanged 306 SP:Iteration 40F (3388.727708 sec): 3 clusters Score: Raw -4449147.908216 + Penalty 3536.998491 = -4445610.909724 nChanged 311 SP:Iteration 41Q (3388.850680 sec): 3 clusters Score: Raw -4449215.566261 + Penalty 3536.998491 = -4445678.567770 nChanged 323 SP:Iteration 42Q (3388.982404 sec): 3 clusters Score: Raw -4449288.752015 + Penalty 3536.998491 = -4445751.753524 nChanged 320 SP:Iteration 43Q (3389.107890 sec): 3 clusters Score: Raw -4449366.051953 + Penalty 3536.998491 = -4445829.053461 nChanged 314 SP:Iteration 44Q (3389.242726 sec): 3 clusters Score: Raw -4449439.702450 + Penalty 3536.998491 = -4445902.703959 nChanged 295 SP:Iteration 45Q (3389.364301 sec): 3 clusters Score: Raw -4449505.694870 + Penalty 3536.998491 = -4445968.696378 nChanged 289 SP:Iteration 46Q (3389.488588 sec): 3 clusters Score: Raw -4449568.814005 + Penalty 3536.998491 = -4446031.815513 nChanged 267 SP:Iteration 47Q (3389.608031 sec): 3 clusters Score: Raw -4449626.711954 + Penalty 3536.998491 = -4446089.713463 nChanged 287 SP:Iteration 48Q (3389.737025 sec): 3 clusters Score: Raw -4449691.942870 + Penalty 3536.998491 = -4446154.944378 nChanged 266 SP:Iteration 49Q (3389.852980 sec): 3 clusters Score: Raw -4449756.815087 + Penalty 3536.998491 = -4446219.816596 nChanged 260 SP:Iteration 50Q (3389.988013 sec): 3 clusters Score: Raw -4449817.719492 + Penalty 3536.998491 = -4446280.721000 nChanged 228 SP:Iteration 51Q (3390.106474 sec): 3 clusters Score: Raw -4449866.548227 + Penalty 3536.998491 = -4446329.549735 nChanged 184 SP:Iteration 52Q (3390.215751 sec): 3 clusters Score: Raw -4449902.367741 + Penalty 3536.998491 = -4446365.369250 nChanged 161 SP:Iteration 53Q (3390.334862 sec): 3 clusters Score: Raw -4449932.984818 + Penalty 3536.998491 = -4446395.986327 nChanged 165 SP:Iteration 54Q (3390.451962 sec): 3 clusters Score: Raw -4449963.201008 + Penalty 3536.998491 = -4446426.202517 nChanged 145 SP:Iteration 55Q (3390.579460 sec): 3 clusters Score: Raw -4449987.392049 + Penalty 3536.998491 = -4446450.393558 nChanged 129 SP:Iteration 56Q (3390.704625 sec): 3 clusters Score: Raw -4450004.578508 + Penalty 3536.998491 = -4446467.580016 nChanged 115 SP:Iteration 57Q (3390.825052 sec): 3 clusters Score: Raw -4450020.309410 + Penalty 3536.998491 = -4446483.310919 nChanged 97 SP:Iteration 58Q (3390.958445 sec): 3 clusters Score: Raw -4450035.104790 + Penalty 3536.998491 = -4446498.106298 nChanged 100 SP:Iteration 59Q (3391.077886 sec): 3 clusters Score: Raw -4450052.482096 + Penalty 3536.998491 = -4446515.483604 nChanged 103 SP:Iteration 60F (3391.206145 sec): 3 clusters Score: Raw -4450069.552841 + Penalty 3536.998491 = -4446532.554349 nChanged 107 SP:Iteration 61Q (3391.335572 sec): 3 clusters Score: Raw -4450088.018549 + Penalty 3536.998491 = -4446551.020058 nChanged 109 SP:Iteration 62Q (3391.469315 sec): 3 clusters Score: Raw -4450106.265784 + Penalty 3536.998491 = -4446569.267292 nChanged 102 SP:Iteration 63Q (3391.600435 sec): 3 clusters Score: Raw -4450124.196664 + Penalty 3536.998491 = -4446587.198172 nChanged 95 SP:Iteration 64Q (3391.721462 sec): 3 clusters Score: Raw -4450143.916440 + Penalty 3536.998491 = -4446606.917948 nChanged 111 SP:Iteration 65Q (3391.845401 sec): 3 clusters Score: Raw -4450167.927698 + Penalty 3536.998491 = -4446630.929207 nChanged 106 SP:Iteration 66Q (3391.971909 sec): 3 clusters Score: Raw -4450191.893967 + Penalty 3536.998491 = -4446654.895476 nChanged 114 SP:Iteration 67Q (3392.094641 sec): 3 clusters Score: Raw -4450219.331508 + Penalty 3536.998491 = -4446682.333016 nChanged 112 SP:Iteration 68Q (3392.210450 sec): 3 clusters Score: Raw -4450249.525971 + Penalty 3536.998491 = -4446712.527479 nChanged 140 SP:Iteration 69Q (3392.333145 sec): 3 clusters Score: Raw -4450294.340935 + Penalty 3536.998491 = -4446757.342443 nChanged 146 SP:Iteration 70Q (3392.455200 sec): 3 clusters Score: Raw -4450347.347414 + Penalty 3536.998491 = -4446810.348923 nChanged 153 SP:Iteration 71Q (3392.565645 sec): 3 clusters Score: Raw -4450413.305486 + Penalty 3536.998491 = -4446876.306994 nChanged 191 SP:Iteration 72Q (3392.687909 sec): 3 clusters Score: Raw -4450505.656545 + Penalty 3536.998491 = -4446968.658054 nChanged 209 SP:Iteration 73Q (3392.805407 sec): 3 clusters Score: Raw -4450615.850241 + Penalty 3536.998491 = -4447078.851749 nChanged 253 SP:Iteration 74Q (3392.927680 sec): 3 clusters Score: Raw -4450770.839144 + Penalty 3536.998491 = -4447233.840653 nChanged 246 SP:Iteration 75Q (3393.052135 sec): 3 clusters Score: Raw -4450910.503723 + Penalty 3536.998491 = -4447373.505232 nChanged 211 SP:Iteration 76Q (3393.180268 sec): 3 clusters Score: Raw -4451019.127622 + Penalty 3536.998491 = -4447482.129131 nChanged 188 SP:Iteration 77Q (3393.304515 sec): 3 clusters Score: Raw -4451110.483120 + Penalty 3536.998491 = -4447573.484629 nChanged 189 SP:Iteration 78Q (3393.430852 sec): 3 clusters Score: Raw -4451200.725166 + Penalty 3536.998491 = -4447663.726674 nChanged 174 SP:Iteration 79Q (3393.542640 sec): 3 clusters Score: Raw -4451273.152872 + Penalty 3536.998491 = -4447736.154381 nChanged 149 SP:Iteration 80F (3393.685275 sec): 3 clusters Score: Raw -4451331.313779 + Penalty 3536.998491 = -4447794.315288 nChanged 141 SP:Iteration 81Q (3393.803920 sec): 3 clusters Score: Raw -4451381.129050 + Penalty 3536.998491 = -4447844.130558 nChanged 153 SP:Iteration 82Q (3393.932007 sec): 3 clusters Score: Raw -4451431.892120 + Penalty 3536.998491 = -4447894.893629 nChanged 130 SP:Iteration 83Q (3394.067066 sec): 3 clusters Score: Raw -4451474.867904 + Penalty 3536.998491 = -4447937.869412 nChanged 124 SP:Iteration 84Q (3394.183135 sec): 3 clusters Score: Raw -4451514.586665 + Penalty 3536.998491 = -4447977.588173 nChanged 106 SP:Iteration 85Q (3394.312522 sec): 3 clusters Score: Raw -4451539.766042 + Penalty 3536.998491 = -4448002.767551 nChanged 89 SP:Iteration 86Q (3394.434709 sec): 3 clusters Score: Raw -4451561.411963 + Penalty 3536.998491 = -4448024.413472 nChanged 95 SP:Iteration 87Q (3394.559306 sec): 3 clusters Score: Raw -4451582.273231 + Penalty 3536.998491 = -4448045.274740 nChanged 84 SP:Iteration 88Q (3394.679234 sec): 3 clusters Score: Raw -4451599.267477 + Penalty 3536.998491 = -4448062.268985 nChanged 62 SP:Iteration 89Q (3394.806287 sec): 3 clusters Score: Raw -4451610.468444 + Penalty 3536.998491 = -4448073.469953 nChanged 47 SP:Iteration 90Q (3394.932849 sec): 3 clusters Score: Raw -4451616.264380 + Penalty 3536.998491 = -4448079.265889 nChanged 26 SP:Iteration 91Q (3395.053124 sec): 3 clusters Score: Raw -4451619.872375 + Penalty 3536.998491 = -4448082.873883 nChanged 24 SP:Iteration 92Q (3395.172858 sec): 3 clusters Score: Raw -4451623.762616 + Penalty 3536.998491 = -4448086.764124 nChanged 23 SP:Iteration 93Q (3395.292451 sec): 3 clusters Score: Raw -4451626.167965 + Penalty 3536.998491 = -4448089.169473 nChanged 11 SP:Iteration 94Q (3395.413033 sec): 3 clusters Score: Raw -4451627.066230 + Penalty 3536.998491 = -4448090.067738 nChanged 2 SP:Iteration 95Q (3395.525895 sec): 3 clusters Score: Raw -4451627.348834 + Penalty 3536.998491 = -4448090.350342 nChanged 4 SP:Iteration 96Q (3395.641373 sec): 3 clusters Score: Raw -4451627.637873 + Penalty 3536.998491 = -4448090.639381 nChanged 3 SP:Iteration 97Q (3395.761650 sec): 3 clusters Score: Raw -4451627.819959 + Penalty 3536.998491 = -4448090.821468 nChanged 0 SP:Iteration 98F (3395.902344 sec): 3 clusters Score: Raw -4451627.819959 + Penalty 3536.998491 = -4448090.821468 nChanged 0 Trying to split cluster 4 (46474 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3395.990335 sec): 2 clusters Score: Raw -3919174.840423 + Penalty 1746.330348 = -3917428.510075 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3396.115088 sec): 3 clusters Score: Raw -3889843.036496 + Penalty 3492.660696 = -3886350.375800 nChanged 21745 SP:Iteration 1F (3396.232842 sec): 3 clusters Score: Raw -3902590.975543 + Penalty 3492.660696 = -3899098.314847 nChanged 2277 SP:Iteration 2Q (3396.358342 sec): 3 clusters Score: Raw -3903716.742938 + Penalty 3492.660696 = -3900224.082242 nChanged 2566 SP:Iteration 3F (3396.474181 sec): 3 clusters Score: Raw -3905340.616813 + Penalty 3492.660696 = -3901847.956117 nChanged 2831 SP:Iteration 4F (3396.594513 sec): 3 clusters Score: Raw -3907500.712392 + Penalty 3492.660696 = -3904008.051696 nChanged 3042 SP:Iteration 5F (3396.720151 sec): 3 clusters Score: Raw -3909840.006554 + Penalty 3492.660696 = -3906347.345858 nChanged 2885 SP:Iteration 6F (3396.841134 sec): 3 clusters Score: Raw -3911813.332528 + Penalty 3492.660696 = -3908320.671832 nChanged 2514 SP:Iteration 7F (3396.969268 sec): 3 clusters Score: Raw -3913285.028821 + Penalty 3492.660696 = -3909792.368125 nChanged 2029 SP:Iteration 8Q (3397.088465 sec): 3 clusters Score: Raw -3914370.687572 + Penalty 3492.660696 = -3910878.026876 nChanged 1627 SP:Iteration 9Q (3397.204497 sec): 3 clusters Score: Raw -3915154.011182 + Penalty 3492.660696 = -3911661.350486 nChanged 1321 SP:Iteration 10Q (3397.330229 sec): 3 clusters Score: Raw -3915749.992160 + Penalty 3492.660696 = -3912257.331464 nChanged 1140 SP:Iteration 11Q (3397.451327 sec): 3 clusters Score: Raw -3916260.973993 + Penalty 3492.660696 = -3912768.313297 nChanged 996 SP:Iteration 12Q (3397.567348 sec): 3 clusters Score: Raw -3916681.557432 + Penalty 3492.660696 = -3913188.896736 nChanged 916 SP:Iteration 13Q (3397.686890 sec): 3 clusters Score: Raw -3917056.805019 + Penalty 3492.660696 = -3913564.144323 nChanged 851 SP:Iteration 14Q (3397.801846 sec): 3 clusters Score: Raw -3917414.951158 + Penalty 3492.660696 = -3913922.290462 nChanged 817 SP:Iteration 15Q (3397.908417 sec): 3 clusters Score: Raw -3917773.444854 + Penalty 3492.660696 = -3914280.784158 nChanged 738 SP:Iteration 16Q (3398.033516 sec): 3 clusters Score: Raw -3918097.071576 + Penalty 3492.660696 = -3914604.410880 nChanged 626 SP:Iteration 17Q (3398.141979 sec): 3 clusters Score: Raw -3918379.353822 + Penalty 3492.660696 = -3914886.693126 nChanged 522 SP:Iteration 18Q (3398.262982 sec): 3 clusters Score: Raw -3918607.296615 + Penalty 3492.660696 = -3915114.635919 nChanged 402 SP:Iteration 19Q (3398.366755 sec): 3 clusters Score: Raw -3918765.182931 + Penalty 3492.660696 = -3915272.522235 nChanged 344 SP:Iteration 20F (3398.480751 sec): 3 clusters Score: Raw -3918901.720617 + Penalty 3492.660696 = -3915409.059921 nChanged 283 SP:Iteration 21Q (3398.592235 sec): 3 clusters Score: Raw -3919015.478778 + Penalty 3492.660696 = -3915522.818082 nChanged 259 SP:Iteration 22Q (3398.714025 sec): 3 clusters Score: Raw -3919120.890381 + Penalty 3492.660696 = -3915628.229685 nChanged 219 SP:Iteration 23Q (3398.821298 sec): 3 clusters Score: Raw -3919202.083487 + Penalty 3492.660696 = -3915709.422791 nChanged 168 SP:Iteration 24Q (3398.934909 sec): 3 clusters Score: Raw -3919271.674966 + Penalty 3492.660696 = -3915779.014270 nChanged 139 SP:Iteration 25Q (3399.044858 sec): 3 clusters Score: Raw -3919326.213473 + Penalty 3492.660696 = -3915833.552777 nChanged 119 SP:Iteration 26Q (3399.146190 sec): 3 clusters Score: Raw -3919369.615726 + Penalty 3492.660696 = -3915876.955030 nChanged 92 SP:Iteration 27Q (3399.245691 sec): 3 clusters Score: Raw -3919407.660791 + Penalty 3492.660696 = -3915915.000095 nChanged 83 SP:Iteration 28Q (3399.353826 sec): 3 clusters Score: Raw -3919443.603311 + Penalty 3492.660696 = -3915950.942615 nChanged 83 SP:Iteration 29Q (3399.468382 sec): 3 clusters Score: Raw -3919474.636063 + Penalty 3492.660696 = -3915981.975367 nChanged 66 SP:Iteration 30Q (3399.576543 sec): 3 clusters Score: Raw -3919497.343343 + Penalty 3492.660696 = -3916004.682647 nChanged 61 SP:Iteration 31Q (3399.687403 sec): 3 clusters Score: Raw -3919517.203131 + Penalty 3492.660696 = -3916024.542435 nChanged 48 SP:Iteration 32Q (3399.789336 sec): 3 clusters Score: Raw -3919533.919770 + Penalty 3492.660696 = -3916041.259074 nChanged 46 SP:Iteration 33Q (3399.900083 sec): 3 clusters Score: Raw -3919549.702694 + Penalty 3492.660696 = -3916057.041998 nChanged 52 SP:Iteration 34Q (3400.002519 sec): 3 clusters Score: Raw -3919566.917204 + Penalty 3492.660696 = -3916074.256508 nChanged 35 SP:Iteration 35Q (3400.111072 sec): 3 clusters Score: Raw -3919577.787638 + Penalty 3492.660696 = -3916085.126942 nChanged 27 SP:Iteration 36Q (3400.210954 sec): 3 clusters Score: Raw -3919585.869297 + Penalty 3492.660696 = -3916093.208601 nChanged 26 SP:Iteration 37Q (3400.319079 sec): 3 clusters Score: Raw -3919591.941689 + Penalty 3492.660696 = -3916099.280993 nChanged 20 SP:Iteration 38Q (3400.419680 sec): 3 clusters Score: Raw -3919596.279930 + Penalty 3492.660696 = -3916103.619234 nChanged 15 SP:Iteration 39Q (3400.535362 sec): 3 clusters Score: Raw -3919599.834643 + Penalty 3492.660696 = -3916107.173947 nChanged 11 SP:Iteration 40F (3400.649402 sec): 3 clusters Score: Raw -3919602.374125 + Penalty 3492.660696 = -3916109.713429 nChanged 6 SP:Iteration 41Q (3400.766380 sec): 3 clusters Score: Raw -3919603.373322 + Penalty 3492.660696 = -3916110.712626 nChanged 5 SP:Iteration 42Q (3400.864962 sec): 3 clusters Score: Raw -3919604.069657 + Penalty 3492.660696 = -3916111.408961 nChanged 3 SP:Iteration 43Q (3400.967624 sec): 3 clusters Score: Raw -3919604.953014 + Penalty 3492.660696 = -3916112.292318 nChanged 5 SP:Iteration 44Q (3401.077657 sec): 3 clusters Score: Raw -3919606.864759 + Penalty 3492.660696 = -3916114.204063 nChanged 14 SP:Iteration 45Q (3401.192262 sec): 3 clusters Score: Raw -3919610.785162 + Penalty 3492.660696 = -3916118.124466 nChanged 11 SP:Iteration 46Q (3401.298728 sec): 3 clusters Score: Raw -3919613.321713 + Penalty 3492.660696 = -3916120.661017 nChanged 10 SP:Iteration 47Q (3401.407676 sec): 3 clusters Score: Raw -3919616.068991 + Penalty 3492.660696 = -3916123.408295 nChanged 9 SP:Iteration 48Q (3401.500398 sec): 3 clusters Score: Raw -3919618.148502 + Penalty 3492.660696 = -3916125.487806 nChanged 6 SP:Iteration 49Q (3401.605837 sec): 3 clusters Score: Raw -3919619.525123 + Penalty 3492.660696 = -3916126.864427 nChanged 4 SP:Iteration 50Q (3401.710100 sec): 3 clusters Score: Raw -3919620.747853 + Penalty 3492.660696 = -3916128.087157 nChanged 8 SP:Iteration 51Q (3401.819488 sec): 3 clusters Score: Raw -3919622.528914 + Penalty 3492.660696 = -3916129.868218 nChanged 6 SP:Iteration 52Q (3401.921115 sec): 3 clusters Score: Raw -3919623.868069 + Penalty 3492.660696 = -3916131.207373 nChanged 5 SP:Iteration 53Q (3402.021741 sec): 3 clusters Score: Raw -3919625.286748 + Penalty 3492.660696 = -3916132.626052 nChanged 6 SP:Iteration 54Q (3402.120543 sec): 3 clusters Score: Raw -3919626.990515 + Penalty 3492.660696 = -3916134.329819 nChanged 4 SP:Iteration 55Q (3402.236249 sec): 3 clusters Score: Raw -3919628.126031 + Penalty 3492.660696 = -3916135.465335 nChanged 5 SP:Iteration 56Q (3402.347758 sec): 3 clusters Score: Raw -3919629.336341 + Penalty 3492.660696 = -3916136.675645 nChanged 3 SP:Iteration 57Q (3402.455910 sec): 3 clusters Score: Raw -3919629.768348 + Penalty 3492.660696 = -3916137.107652 nChanged 1 SP:Iteration 58Q (3402.560591 sec): 3 clusters Score: Raw -3919629.932562 + Penalty 3492.660696 = -3916137.271866 nChanged 0 SP:Iteration 59F (3402.678907 sec): 3 clusters Score: Raw -3919629.932562 + Penalty 3492.660696 = -3916137.271866 nChanged 0 Trying to split cluster 5 (1462 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3402.717657 sec): 2 clusters Score: Raw -86751.438392 + Penalty 1184.228604 = -85567.209788 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3402.767243 sec): 3 clusters Score: Raw -86220.513226 + Penalty 2368.457208 = -83852.056018 nChanged 505 SP:Iteration 1F (3402.812764 sec): 3 clusters Score: Raw -86716.617148 + Penalty 2368.457208 = -84348.159939 nChanged 162 SP:Iteration 2F (3402.862616 sec): 3 clusters Score: Raw -86957.495269 + Penalty 2368.457208 = -84589.038060 nChanged 120 SP:Iteration 3F (3402.906144 sec): 3 clusters Score: Raw -87214.669710 + Penalty 2368.457208 = -84846.212502 nChanged 108 SP:Iteration 4F (3402.940164 sec): 3 clusters Score: Raw -87376.628393 + Penalty 2368.457208 = -85008.171185 nChanged 79 SP:Iteration 5F (3402.985980 sec): 3 clusters Score: Raw -87532.880207 + Penalty 2368.457208 = -85164.422999 nChanged 46 SP:Iteration 6Q (3403.038299 sec): 3 clusters Score: Raw -87614.770242 + Penalty 2368.457208 = -85246.313033 nChanged 39 SP:Iteration 7Q (3403.088941 sec): 3 clusters Score: Raw -87658.490792 + Penalty 2368.457208 = -85290.033584 nChanged 28 SP:Iteration 8Q (3403.128432 sec): 3 clusters Score: Raw -87718.194091 + Penalty 2368.457208 = -85349.736883 nChanged 25 SP:Iteration 9Q (3403.166596 sec): 3 clusters Score: Raw -87747.786491 + Penalty 2368.457208 = -85379.329283 nChanged 22 SP:Iteration 10Q (3403.223448 sec): 3 clusters Score: Raw -87769.194917 + Penalty 2368.457208 = -85400.737708 nChanged 15 SP:Iteration 11Q (3403.256179 sec): 3 clusters Score: Raw -87786.203020 + Penalty 2368.457208 = -85417.745812 nChanged 11 SP:Iteration 12Q (3403.288250 sec): 3 clusters Score: Raw -87792.652097 + Penalty 2368.457208 = -85424.194889 nChanged 7 SP:Iteration 13Q (3403.330485 sec): 3 clusters Score: Raw -87798.296600 + Penalty 2368.457208 = -85429.839392 nChanged 9 SP:Iteration 14Q (3403.368143 sec): 3 clusters Score: Raw -87809.509797 + Penalty 2368.457208 = -85441.052589 nChanged 7 SP:Iteration 15Q (3403.413015 sec): 3 clusters Score: Raw -87816.346458 + Penalty 2368.457208 = -85447.889250 nChanged 5 SP:Iteration 16Q (3403.459802 sec): 3 clusters Score: Raw -87819.525387 + Penalty 2368.457208 = -85451.068179 nChanged 5 SP:Iteration 17Q (3403.505397 sec): 3 clusters Score: Raw -87823.824335 + Penalty 2368.457208 = -85455.367126 nChanged 6 SP:Iteration 18Q (3403.551718 sec): 3 clusters Score: Raw -87828.303127 + Penalty 2368.457208 = -85459.845919 nChanged 6 SP:Iteration 19Q (3403.597409 sec): 3 clusters Score: Raw -87832.883306 + Penalty 2368.457208 = -85464.426097 nChanged 4 SP:Iteration 20F (3403.644751 sec): 3 clusters Score: Raw -87835.148242 + Penalty 2368.457208 = -85466.691034 nChanged 2 SP:Iteration 21Q (3403.689383 sec): 3 clusters Score: Raw -87836.623721 + Penalty 2368.457208 = -85468.166513 nChanged 5 SP:Iteration 22Q (3403.735966 sec): 3 clusters Score: Raw -87842.333631 + Penalty 2368.457208 = -85473.876423 nChanged 9 SP:Iteration 23Q (3403.779660 sec): 3 clusters Score: Raw -87848.012042 + Penalty 2368.457208 = -85479.554834 nChanged 6 SP:Iteration 24Q (3403.823740 sec): 3 clusters Score: Raw -87851.940507 + Penalty 2368.457208 = -85483.483299 nChanged 4 SP:Iteration 25Q (3403.869610 sec): 3 clusters Score: Raw -87853.475965 + Penalty 2368.457208 = -85485.018757 nChanged 3 SP:Iteration 26Q (3403.933498 sec): 3 clusters Score: Raw -87855.221223 + Penalty 2368.457208 = -85486.764015 nChanged 2 SP:Iteration 27Q (3403.972113 sec): 3 clusters Score: Raw -87856.091271 + Penalty 2368.457208 = -85487.634063 nChanged 1 SP:Iteration 28Q (3404.019646 sec): 3 clusters Score: Raw -87856.706694 + Penalty 2368.457208 = -85488.249486 nChanged 0 SP:Iteration 29F (3404.067869 sec): 3 clusters Score: Raw -87856.706694 + Penalty 2368.457208 = -85488.249486 nChanged 0 Trying to split cluster 6 (501 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3404.090796 sec): 2 clusters Score: Raw -38906.118194 + Penalty 1010.198491 = -37895.919703 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3404.139829 sec): 3 clusters Score: Raw -38840.471131 + Penalty 2020.396983 = -36820.074148 nChanged 125 SP:Iteration 1F (3404.187571 sec): 3 clusters Score: Raw -38998.166961 + Penalty 2020.396983 = -36977.769978 nChanged 26 SP:Iteration 2F (3404.236719 sec): 3 clusters Score: Raw -39044.510511 + Penalty 2020.396983 = -37024.113528 nChanged 15 SP:Iteration 3Q (3404.286444 sec): 3 clusters Score: Raw -39072.845987 + Penalty 2020.396983 = -37052.449005 nChanged 12 SP:Iteration 4Q (3404.334394 sec): 3 clusters Score: Raw -39086.547403 + Penalty 2020.396983 = -37066.150420 nChanged 5 SP:Iteration 5Q (3404.382781 sec): 3 clusters Score: Raw -39095.909525 + Penalty 2020.396983 = -37075.512543 nChanged 5 SP:Iteration 6Q (3404.426456 sec): 3 clusters Score: Raw -39103.450857 + Penalty 2020.396983 = -37083.053874 nChanged 5 SP:Iteration 7Q (3404.468543 sec): 3 clusters Score: Raw -39112.885618 + Penalty 2020.396983 = -37092.488635 nChanged 3 SP:Iteration 8Q (3404.515397 sec): 3 clusters Score: Raw -39115.624006 + Penalty 2020.396983 = -37095.227023 nChanged 1 SP:Iteration 9Q (3404.571039 sec): 3 clusters Score: Raw -39116.644857 + Penalty 2020.396983 = -37096.247874 nChanged 0 SP:Iteration 10F (3404.605078 sec): 3 clusters Score: Raw -39116.644857 + Penalty 2020.396983 = -37096.247874 nChanged 0 Trying to split cluster 7 (24606 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3404.672955 sec): 2 clusters Score: Raw -2050375.862159 + Penalty 1642.996159 = -2048732.866000 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3404.758016 sec): 3 clusters Score: Raw -2035358.228704 + Penalty 3285.992318 = -2032072.236386 nChanged 11181 SP:Iteration 1F (3404.847830 sec): 3 clusters Score: Raw -2041973.005664 + Penalty 3285.992318 = -2038687.013346 nChanged 1611 SP:Iteration 2F (3404.931474 sec): 3 clusters Score: Raw -2043129.411866 + Penalty 3285.992318 = -2039843.419548 nChanged 1965 SP:Iteration 3F (3405.022043 sec): 3 clusters Score: Raw -2044991.440236 + Penalty 3285.992318 = -2041705.447918 nChanged 2292 SP:Iteration 4F (3405.113812 sec): 3 clusters Score: Raw -2047339.761165 + Penalty 3285.992318 = -2044053.768847 nChanged 2153 SP:Iteration 5F (3405.202236 sec): 3 clusters Score: Raw -2049367.498347 + Penalty 3285.992318 = -2046081.506028 nChanged 1625 SP:Iteration 6F (3405.279714 sec): 3 clusters Score: Raw -2050658.667164 + Penalty 3285.992318 = -2047372.674846 nChanged 1079 SP:Iteration 7Q (3405.367811 sec): 3 clusters Score: Raw -2051275.690755 + Penalty 3285.992318 = -2047989.698437 nChanged 686 SP:Iteration 8Q (3405.438370 sec): 3 clusters Score: Raw -2051609.986456 + Penalty 3285.992318 = -2048323.994138 nChanged 519 SP:Iteration 9Q (3405.528408 sec): 3 clusters Score: Raw -2051823.587263 + Penalty 3285.992318 = -2048537.594945 nChanged 432 SP:Iteration 10Q (3405.617273 sec): 3 clusters Score: Raw -2051966.020385 + Penalty 3285.992318 = -2048680.028067 nChanged 337 SP:Iteration 11Q (3405.705963 sec): 3 clusters Score: Raw -2052066.906726 + Penalty 3285.992318 = -2048780.914408 nChanged 288 SP:Iteration 12Q (3405.796149 sec): 3 clusters Score: Raw -2052160.209035 + Penalty 3285.992318 = -2048874.216717 nChanged 252 SP:Iteration 13Q (3405.871157 sec): 3 clusters Score: Raw -2052252.702878 + Penalty 3285.992318 = -2048966.710559 nChanged 222 SP:Iteration 14Q (3405.950942 sec): 3 clusters Score: Raw -2052341.289473 + Penalty 3285.992318 = -2049055.297155 nChanged 211 SP:Iteration 15Q (3406.041289 sec): 3 clusters Score: Raw -2052439.339592 + Penalty 3285.992318 = -2049153.347273 nChanged 213 SP:Iteration 16Q (3406.120037 sec): 3 clusters Score: Raw -2052544.650946 + Penalty 3285.992318 = -2049258.658627 nChanged 234 SP:Iteration 17Q (3406.206538 sec): 3 clusters Score: Raw -2052663.761945 + Penalty 3285.992318 = -2049377.769626 nChanged 229 SP:Iteration 18Q (3406.294659 sec): 3 clusters Score: Raw -2052771.886005 + Penalty 3285.992318 = -2049485.893686 nChanged 206 SP:Iteration 19Q (3406.384240 sec): 3 clusters Score: Raw -2052863.232273 + Penalty 3285.992318 = -2049577.239955 nChanged 191 SP:Iteration 20F (3406.459025 sec): 3 clusters Score: Raw -2052930.465962 + Penalty 3285.992318 = -2049644.473644 nChanged 160 SP:Iteration 21Q (3406.551342 sec): 3 clusters Score: Raw -2052983.454679 + Penalty 3285.992318 = -2049697.462361 nChanged 150 SP:Iteration 22Q (3406.636532 sec): 3 clusters Score: Raw -2053033.112240 + Penalty 3285.992318 = -2049747.119922 nChanged 144 SP:Iteration 23Q (3406.715205 sec): 3 clusters Score: Raw -2053074.301750 + Penalty 3285.992318 = -2049788.309432 nChanged 122 SP:Iteration 24Q (3406.800694 sec): 3 clusters Score: Raw -2053104.086606 + Penalty 3285.992318 = -2049818.094287 nChanged 115 SP:Iteration 25Q (3406.879153 sec): 3 clusters Score: Raw -2053130.996629 + Penalty 3285.992318 = -2049845.004311 nChanged 89 SP:Iteration 26Q (3406.963770 sec): 3 clusters Score: Raw -2053149.284642 + Penalty 3285.992318 = -2049863.292324 nChanged 75 SP:Iteration 27Q (3407.058226 sec): 3 clusters Score: Raw -2053164.802321 + Penalty 3285.992318 = -2049878.810003 nChanged 67 SP:Iteration 28Q (3407.137207 sec): 3 clusters Score: Raw -2053178.135943 + Penalty 3285.992318 = -2049892.143624 nChanged 70 SP:Iteration 29Q (3407.226356 sec): 3 clusters Score: Raw -2053190.800079 + Penalty 3285.992318 = -2049904.807761 nChanged 63 SP:Iteration 30Q (3407.305163 sec): 3 clusters Score: Raw -2053200.260643 + Penalty 3285.992318 = -2049914.268325 nChanged 58 SP:Iteration 31Q (3407.394697 sec): 3 clusters Score: Raw -2053208.505321 + Penalty 3285.992318 = -2049922.513003 nChanged 63 SP:Iteration 32Q (3407.481426 sec): 3 clusters Score: Raw -2053216.738599 + Penalty 3285.992318 = -2049930.746280 nChanged 47 SP:Iteration 33Q (3407.563336 sec): 3 clusters Score: Raw -2053222.516111 + Penalty 3285.992318 = -2049936.523793 nChanged 38 SP:Iteration 34Q (3407.649014 sec): 3 clusters Score: Raw -2053226.734246 + Penalty 3285.992318 = -2049940.741928 nChanged 44 SP:Iteration 35Q (3407.731028 sec): 3 clusters Score: Raw -2053232.709400 + Penalty 3285.992318 = -2049946.717082 nChanged 36 SP:Iteration 36Q (3407.816216 sec): 3 clusters Score: Raw -2053237.895865 + Penalty 3285.992318 = -2049951.903546 nChanged 37 SP:Iteration 37Q (3407.893816 sec): 3 clusters Score: Raw -2053242.578971 + Penalty 3285.992318 = -2049956.586653 nChanged 40 SP:Iteration 38Q (3407.986974 sec): 3 clusters Score: Raw -2053246.616357 + Penalty 3285.992318 = -2049960.624039 nChanged 24 SP:Iteration 39Q (3408.073986 sec): 3 clusters Score: Raw -2053248.610277 + Penalty 3285.992318 = -2049962.617958 nChanged 23 SP:Iteration 40F (3408.163496 sec): 3 clusters Score: Raw -2053250.231859 + Penalty 3285.992318 = -2049964.239540 nChanged 21 SP:Iteration 41Q (3408.249242 sec): 3 clusters Score: Raw -2053251.609026 + Penalty 3285.992318 = -2049965.616707 nChanged 14 SP:Iteration 42Q (3408.338736 sec): 3 clusters Score: Raw -2053252.407082 + Penalty 3285.992318 = -2049966.414763 nChanged 11 SP:Iteration 43Q (3408.425111 sec): 3 clusters Score: Raw -2053253.156765 + Penalty 3285.992318 = -2049967.164447 nChanged 7 SP:Iteration 44Q (3408.506075 sec): 3 clusters Score: Raw -2053253.604996 + Penalty 3285.992318 = -2049967.612678 nChanged 10 SP:Iteration 45Q (3408.594497 sec): 3 clusters Score: Raw -2053254.255771 + Penalty 3285.992318 = -2049968.263453 nChanged 5 SP:Iteration 46Q (3408.681845 sec): 3 clusters Score: Raw -2053254.797477 + Penalty 3285.992318 = -2049968.805158 nChanged 9 SP:Iteration 47Q (3408.766699 sec): 3 clusters Score: Raw -2053255.652158 + Penalty 3285.992318 = -2049969.659840 nChanged 12 SP:Iteration 48Q (3408.851870 sec): 3 clusters Score: Raw -2053257.008091 + Penalty 3285.992318 = -2049971.015773 nChanged 13 SP:Iteration 49Q (3408.948383 sec): 3 clusters Score: Raw -2053258.459413 + Penalty 3285.992318 = -2049972.467095 nChanged 12 SP:Iteration 50Q (3409.027014 sec): 3 clusters Score: Raw -2053259.517210 + Penalty 3285.992318 = -2049973.524892 nChanged 8 SP:Iteration 51Q (3409.104667 sec): 3 clusters Score: Raw -2053260.016841 + Penalty 3285.992318 = -2049974.024523 nChanged 14 SP:Iteration 52Q (3409.181224 sec): 3 clusters Score: Raw -2053261.108873 + Penalty 3285.992318 = -2049975.116555 nChanged 12 SP:Iteration 53Q (3409.260025 sec): 3 clusters Score: Raw -2053261.761604 + Penalty 3285.992318 = -2049975.769286 nChanged 5 SP:Iteration 54Q (3409.344546 sec): 3 clusters Score: Raw -2053261.997217 + Penalty 3285.992318 = -2049976.004899 nChanged 4 SP:Iteration 55Q (3409.421527 sec): 3 clusters Score: Raw -2053262.151877 + Penalty 3285.992318 = -2049976.159559 nChanged 2 SP:Iteration 56Q (3409.507093 sec): 3 clusters Score: Raw -2053262.331063 + Penalty 3285.992318 = -2049976.338744 nChanged 1 SP:Iteration 57Q (3409.585457 sec): 3 clusters Score: Raw -2053262.389185 + Penalty 3285.992318 = -2049976.396867 nChanged 1 SP:Iteration 58Q (3409.672383 sec): 3 clusters Score: Raw -2053262.432630 + Penalty 3285.992318 = -2049976.440311 nChanged 1 SP:Iteration 59Q (3409.757649 sec): 3 clusters Score: Raw -2053262.460900 + Penalty 3285.992318 = -2049976.468582 nChanged 0 SP:Iteration 60F (3409.836576 sec): 3 clusters Score: Raw -2053262.460900 + Penalty 3285.992318 = -2049976.468582 nChanged 0 Score: Raw -49102815.374265 + Penalty 71562.517433 = -49031252.856832 Splitting cluster 7 changes total score from -49026327.785767 to -49031252.856832 So it's getting split into cluster 33. Trying to split cluster 8 (4911 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3423.434813 sec): 2 clusters Score: Raw -377910.572729 + Penalty 1381.125341 = -376529.447388 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3423.490192 sec): 3 clusters Score: Raw -375335.736722 + Penalty 2762.250681 = -372573.486040 nChanged 1991 SP:Iteration 1F (3423.539357 sec): 3 clusters Score: Raw -376432.751502 + Penalty 2762.250681 = -373670.500821 nChanged 345 SP:Iteration 2F (3423.592751 sec): 3 clusters Score: Raw -376611.407724 + Penalty 2762.250681 = -373849.157042 nChanged 254 SP:Iteration 3F (3423.640152 sec): 3 clusters Score: Raw -376738.573238 + Penalty 2762.250681 = -373976.322557 nChanged 177 SP:Iteration 4Q (3423.691574 sec): 3 clusters Score: Raw -376806.629136 + Penalty 2762.250681 = -374044.378454 nChanged 151 SP:Iteration 5Q (3423.736933 sec): 3 clusters Score: Raw -376864.907655 + Penalty 2762.250681 = -374102.656974 nChanged 116 SP:Iteration 6Q (3423.786037 sec): 3 clusters Score: Raw -376913.304188 + Penalty 2762.250681 = -374151.053506 nChanged 105 SP:Iteration 7Q (3423.832481 sec): 3 clusters Score: Raw -376948.800334 + Penalty 2762.250681 = -374186.549653 nChanged 88 SP:Iteration 8Q (3423.874324 sec): 3 clusters Score: Raw -376982.455064 + Penalty 2762.250681 = -374220.204383 nChanged 95 SP:Iteration 9Q (3423.927304 sec): 3 clusters Score: Raw -377013.877457 + Penalty 2762.250681 = -374251.626776 nChanged 68 SP:Iteration 10Q (3423.987870 sec): 3 clusters Score: Raw -377037.199589 + Penalty 2762.250681 = -374274.948908 nChanged 60 SP:Iteration 11Q (3424.037683 sec): 3 clusters Score: Raw -377055.556919 + Penalty 2762.250681 = -374293.306237 nChanged 65 SP:Iteration 12Q (3424.082333 sec): 3 clusters Score: Raw -377073.405046 + Penalty 2762.250681 = -374311.154364 nChanged 51 SP:Iteration 13Q (3424.140498 sec): 3 clusters Score: Raw -377086.367628 + Penalty 2762.250681 = -374324.116946 nChanged 49 SP:Iteration 14Q (3424.181807 sec): 3 clusters Score: Raw -377103.088433 + Penalty 2762.250681 = -374340.837751 nChanged 49 SP:Iteration 15Q (3424.240013 sec): 3 clusters Score: Raw -377116.552952 + Penalty 2762.250681 = -374354.302270 nChanged 49 SP:Iteration 16Q (3424.280551 sec): 3 clusters Score: Raw -377130.419851 + Penalty 2762.250681 = -374368.169169 nChanged 55 SP:Iteration 17Q (3424.331551 sec): 3 clusters Score: Raw -377143.488225 + Penalty 2762.250681 = -374381.237544 nChanged 50 SP:Iteration 18Q (3424.383751 sec): 3 clusters Score: Raw -377157.166373 + Penalty 2762.250681 = -374394.915692 nChanged 51 SP:Iteration 19Q (3424.435383 sec): 3 clusters Score: Raw -377172.168531 + Penalty 2762.250681 = -374409.917849 nChanged 46 SP:Iteration 20F (3424.487616 sec): 3 clusters Score: Raw -377185.299123 + Penalty 2762.250681 = -374423.048441 nChanged 49 SP:Iteration 21Q (3424.538335 sec): 3 clusters Score: Raw -377199.725584 + Penalty 2762.250681 = -374437.474902 nChanged 52 SP:Iteration 22Q (3424.587649 sec): 3 clusters Score: Raw -377218.583265 + Penalty 2762.250681 = -374456.332584 nChanged 63 SP:Iteration 23Q (3424.632192 sec): 3 clusters Score: Raw -377245.781864 + Penalty 2762.250681 = -374483.531183 nChanged 66 SP:Iteration 24Q (3424.681835 sec): 3 clusters Score: Raw -377271.743647 + Penalty 2762.250681 = -374509.492965 nChanged 69 SP:Iteration 25Q (3424.726322 sec): 3 clusters Score: Raw -377297.034135 + Penalty 2762.250681 = -374534.783454 nChanged 82 SP:Iteration 26Q (3424.771575 sec): 3 clusters Score: Raw -377329.326426 + Penalty 2762.250681 = -374567.075744 nChanged 86 SP:Iteration 27Q (3424.823790 sec): 3 clusters Score: Raw -377368.132004 + Penalty 2762.250681 = -374605.881322 nChanged 99 SP:Iteration 28Q (3424.885309 sec): 3 clusters Score: Raw -377413.177379 + Penalty 2762.250681 = -374650.926698 nChanged 105 SP:Iteration 29Q (3424.922968 sec): 3 clusters Score: Raw -377463.731393 + Penalty 2762.250681 = -374701.480712 nChanged 122 SP:Iteration 30Q (3424.985493 sec): 3 clusters Score: Raw -377535.811470 + Penalty 2762.250681 = -374773.560789 nChanged 128 SP:Iteration 31Q (3425.037783 sec): 3 clusters Score: Raw -377622.147791 + Penalty 2762.250681 = -374859.897109 nChanged 131 SP:Iteration 32Q (3425.079276 sec): 3 clusters Score: Raw -377729.089825 + Penalty 2762.250681 = -374966.839143 nChanged 157 SP:Iteration 33Q (3425.131055 sec): 3 clusters Score: Raw -377878.415077 + Penalty 2762.250681 = -375116.164396 nChanged 161 SP:Iteration 34Q (3425.184904 sec): 3 clusters Score: Raw -378044.013193 + Penalty 2762.250681 = -375281.762512 nChanged 144 SP:Iteration 35Q (3425.243951 sec): 3 clusters Score: Raw -378173.851205 + Penalty 2762.250681 = -375411.600524 nChanged 109 SP:Iteration 36Q (3425.287095 sec): 3 clusters Score: Raw -378243.735032 + Penalty 2762.250681 = -375481.484351 nChanged 78 SP:Iteration 37Q (3425.336923 sec): 3 clusters Score: Raw -378284.227230 + Penalty 2762.250681 = -375521.976549 nChanged 52 SP:Iteration 38Q (3425.391966 sec): 3 clusters Score: Raw -378307.263784 + Penalty 2762.250681 = -375545.013102 nChanged 37 SP:Iteration 39Q (3425.439966 sec): 3 clusters Score: Raw -378323.275494 + Penalty 2762.250681 = -375561.024812 nChanged 21 SP:Iteration 40F (3425.483587 sec): 3 clusters Score: Raw -378331.154592 + Penalty 2762.250681 = -375568.903910 nChanged 9 SP:Iteration 41Q (3425.537537 sec): 3 clusters Score: Raw -378336.162286 + Penalty 2762.250681 = -375573.911604 nChanged 8 SP:Iteration 42Q (3425.586047 sec): 3 clusters Score: Raw -378339.104642 + Penalty 2762.250681 = -375576.853961 nChanged 8 SP:Iteration 43Q (3425.643434 sec): 3 clusters Score: Raw -378341.843157 + Penalty 2762.250681 = -375579.592475 nChanged 7 SP:Iteration 44Q (3425.698666 sec): 3 clusters Score: Raw -378344.656535 + Penalty 2762.250681 = -375582.405854 nChanged 4 SP:Iteration 45Q (3425.752564 sec): 3 clusters Score: Raw -378345.275098 + Penalty 2762.250681 = -375583.024416 nChanged 1 SP:Iteration 46Q (3425.796208 sec): 3 clusters Score: Raw -378345.664884 + Penalty 2762.250681 = -375583.414202 nChanged 0 SP:Iteration 47F (3425.849177 sec): 3 clusters Score: Raw -378345.664884 + Penalty 2762.250681 = -375583.414202 nChanged 0 Trying to split cluster 9 (5676 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3425.885492 sec): 2 clusters Score: Raw -407635.566468 + Penalty 1404.650331 = -406230.916137 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3425.943157 sec): 3 clusters Score: Raw -404610.756870 + Penalty 2809.300662 = -401801.456207 nChanged 2350 SP:Iteration 1F (3426.001769 sec): 3 clusters Score: Raw -405875.743113 + Penalty 2809.300662 = -403066.442450 nChanged 379 SP:Iteration 2F (3426.040127 sec): 3 clusters Score: Raw -406058.682605 + Penalty 2809.300662 = -403249.381943 nChanged 314 SP:Iteration 3F (3426.101370 sec): 3 clusters Score: Raw -406212.634530 + Penalty 2809.300662 = -403403.333867 nChanged 249 SP:Iteration 4Q (3426.139132 sec): 3 clusters Score: Raw -406334.503206 + Penalty 2809.300662 = -403525.202543 nChanged 232 SP:Iteration 5Q (3426.189482 sec): 3 clusters Score: Raw -406452.613529 + Penalty 2809.300662 = -403643.312866 nChanged 234 SP:Iteration 6Q (3426.251847 sec): 3 clusters Score: Raw -406563.629606 + Penalty 2809.300662 = -403754.328943 nChanged 206 SP:Iteration 7Q (3426.306229 sec): 3 clusters Score: Raw -406667.533395 + Penalty 2809.300662 = -403858.232732 nChanged 181 SP:Iteration 8Q (3426.358836 sec): 3 clusters Score: Raw -406759.515775 + Penalty 2809.300662 = -403950.215113 nChanged 171 SP:Iteration 9Q (3426.410938 sec): 3 clusters Score: Raw -406837.566367 + Penalty 2809.300662 = -404028.265704 nChanged 172 SP:Iteration 10Q (3426.463465 sec): 3 clusters Score: Raw -406915.438439 + Penalty 2809.300662 = -404106.137777 nChanged 163 SP:Iteration 11Q (3426.523409 sec): 3 clusters Score: Raw -406987.673890 + Penalty 2809.300662 = -404178.373227 nChanged 126 SP:Iteration 12Q (3426.555677 sec): 3 clusters Score: Raw -407043.613065 + Penalty 2809.300662 = -404234.312403 nChanged 125 SP:Iteration 13Q (3426.611319 sec): 3 clusters Score: Raw -407100.448676 + Penalty 2809.300662 = -404291.148014 nChanged 136 SP:Iteration 14Q (3426.664517 sec): 3 clusters Score: Raw -407164.429781 + Penalty 2809.300662 = -404355.129119 nChanged 127 SP:Iteration 15Q (3426.706523 sec): 3 clusters Score: Raw -407224.557769 + Penalty 2809.300662 = -404415.257106 nChanged 130 SP:Iteration 16Q (3426.758241 sec): 3 clusters Score: Raw -407289.836032 + Penalty 2809.300662 = -404480.535370 nChanged 127 SP:Iteration 17Q (3426.798814 sec): 3 clusters Score: Raw -407351.468591 + Penalty 2809.300662 = -404542.167929 nChanged 117 SP:Iteration 18Q (3426.849945 sec): 3 clusters Score: Raw -407401.133705 + Penalty 2809.300662 = -404591.833043 nChanged 94 SP:Iteration 19Q (3426.908815 sec): 3 clusters Score: Raw -407433.829687 + Penalty 2809.300662 = -404624.529025 nChanged 88 SP:Iteration 20F (3426.971037 sec): 3 clusters Score: Raw -407470.229276 + Penalty 2809.300662 = -404660.928613 nChanged 86 SP:Iteration 21Q (3427.019147 sec): 3 clusters Score: Raw -407505.938522 + Penalty 2809.300662 = -404696.637859 nChanged 88 SP:Iteration 22Q (3427.075260 sec): 3 clusters Score: Raw -407543.051928 + Penalty 2809.300662 = -404733.751265 nChanged 92 SP:Iteration 23Q (3427.121488 sec): 3 clusters Score: Raw -407586.840406 + Penalty 2809.300662 = -404777.539744 nChanged 102 SP:Iteration 24Q (3427.172112 sec): 3 clusters Score: Raw -407654.489491 + Penalty 2809.300662 = -404845.188829 nChanged 118 SP:Iteration 25Q (3427.229628 sec): 3 clusters Score: Raw -407770.176127 + Penalty 2809.300662 = -404960.875465 nChanged 146 SP:Iteration 26Q (3427.277812 sec): 3 clusters Score: Raw -407980.894812 + Penalty 2809.300662 = -405171.594150 nChanged 176 SP:Iteration 27Q (3427.334777 sec): 3 clusters Score: Raw -408202.915932 + Penalty 2809.300662 = -405393.615269 nChanged 183 SP:Iteration 28Q (3427.375044 sec): 3 clusters Score: Raw -408335.837028 + Penalty 2809.300662 = -405526.536365 nChanged 189 SP:Iteration 29Q (3427.426986 sec): 3 clusters Score: Raw -408462.919803 + Penalty 2809.300662 = -405653.619140 nChanged 179 SP:Iteration 30Q (3427.477356 sec): 3 clusters Score: Raw -408600.034715 + Penalty 2809.300662 = -405790.734053 nChanged 173 SP:Iteration 31Q (3427.536722 sec): 3 clusters Score: Raw -408762.680848 + Penalty 2809.300662 = -405953.380185 nChanged 218 SP:Iteration 32Q (3427.588689 sec): 3 clusters Score: Raw -409056.617238 + Penalty 2809.300662 = -406247.316576 nChanged 222 SP:Iteration 33Q (3427.644623 sec): 3 clusters Score: Raw -409590.310192 + Penalty 2809.300662 = -406781.009530 nChanged 161 SP:Iteration 34Q (3427.683790 sec): 3 clusters Score: Raw -410268.422960 + Penalty 2809.300662 = -407459.122297 nChanged 22 SP:Iteration 35Q (3427.733291 sec): 3 clusters Score: Raw -410314.735791 + Penalty 2809.300662 = -407505.435129 nChanged 2 SP:Iteration 36Q (3427.783190 sec): 3 clusters Score: Raw -410315.684004 + Penalty 2809.300662 = -407506.383342 nChanged 0 SP:Iteration 37F (3427.847432 sec): 3 clusters Score: Raw -410315.684004 + Penalty 2809.300662 = -407506.383342 nChanged 0 Score: Raw -49105495.491800 + Penalty 73731.078568 = -49031764.413233 Splitting cluster 9 changes total score from -49026327.785767 to -49031764.413233 So it's getting split into cluster 34. Trying to split cluster 10 (23086 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3441.945183 sec): 2 clusters Score: Raw -1898609.913650 + Penalty 1632.634518 = -1896977.279132 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3442.024486 sec): 3 clusters Score: Raw -1884610.637694 + Penalty 3265.269037 = -1881345.368657 nChanged 10446 SP:Iteration 1F (3442.110772 sec): 3 clusters Score: Raw -1890507.384313 + Penalty 3265.269037 = -1887242.115276 nChanged 1360 SP:Iteration 2F (3442.189799 sec): 3 clusters Score: Raw -1891174.455930 + Penalty 3265.269037 = -1887909.186893 nChanged 1334 SP:Iteration 3F (3442.277589 sec): 3 clusters Score: Raw -1891970.300353 + Penalty 3265.269037 = -1888705.031316 nChanged 1408 SP:Iteration 4F (3442.362391 sec): 3 clusters Score: Raw -1892912.572722 + Penalty 3265.269037 = -1889647.303685 nChanged 1510 SP:Iteration 5F (3442.452904 sec): 3 clusters Score: Raw -1894073.197002 + Penalty 3265.269037 = -1890807.927966 nChanged 1485 SP:Iteration 6F (3442.534301 sec): 3 clusters Score: Raw -1895283.875293 + Penalty 3265.269037 = -1892018.606256 nChanged 1472 SP:Iteration 7F (3442.617967 sec): 3 clusters Score: Raw -1896537.691041 + Penalty 3265.269037 = -1893272.422004 nChanged 1346 SP:Iteration 8F (3442.699647 sec): 3 clusters Score: Raw -1897629.196724 + Penalty 3265.269037 = -1894363.927687 nChanged 1012 SP:Iteration 9Q (3442.783487 sec): 3 clusters Score: Raw -1898301.567348 + Penalty 3265.269037 = -1895036.298311 nChanged 717 SP:Iteration 10Q (3442.868787 sec): 3 clusters Score: Raw -1898678.852899 + Penalty 3265.269037 = -1895413.583862 nChanged 507 SP:Iteration 11Q (3442.950231 sec): 3 clusters Score: Raw -1898881.891664 + Penalty 3265.269037 = -1895616.622627 nChanged 382 SP:Iteration 12Q (3443.038014 sec): 3 clusters Score: Raw -1899021.072169 + Penalty 3265.269037 = -1895755.803132 nChanged 307 SP:Iteration 13Q (3443.131725 sec): 3 clusters Score: Raw -1899118.145788 + Penalty 3265.269037 = -1895852.876751 nChanged 219 SP:Iteration 14Q (3443.204266 sec): 3 clusters Score: Raw -1899178.092532 + Penalty 3265.269037 = -1895912.823495 nChanged 196 SP:Iteration 15Q (3443.285798 sec): 3 clusters Score: Raw -1899221.951563 + Penalty 3265.269037 = -1895956.682526 nChanged 173 SP:Iteration 16Q (3443.366277 sec): 3 clusters Score: Raw -1899260.298035 + Penalty 3265.269037 = -1895995.028998 nChanged 155 SP:Iteration 17Q (3443.458323 sec): 3 clusters Score: Raw -1899291.910605 + Penalty 3265.269037 = -1896026.641568 nChanged 128 SP:Iteration 18Q (3443.537271 sec): 3 clusters Score: Raw -1899315.544079 + Penalty 3265.269037 = -1896050.275042 nChanged 123 SP:Iteration 19Q (3443.620872 sec): 3 clusters Score: Raw -1899340.287603 + Penalty 3265.269037 = -1896075.018566 nChanged 117 SP:Iteration 20F (3443.701899 sec): 3 clusters Score: Raw -1899363.966556 + Penalty 3265.269037 = -1896098.697519 nChanged 113 SP:Iteration 21Q (3443.782234 sec): 3 clusters Score: Raw -1899381.853047 + Penalty 3265.269037 = -1896116.584010 nChanged 95 SP:Iteration 22Q (3443.865694 sec): 3 clusters Score: Raw -1899397.329251 + Penalty 3265.269037 = -1896132.060214 nChanged 87 SP:Iteration 23Q (3443.955172 sec): 3 clusters Score: Raw -1899408.949193 + Penalty 3265.269037 = -1896143.680156 nChanged 103 SP:Iteration 24Q (3444.026522 sec): 3 clusters Score: Raw -1899427.231642 + Penalty 3265.269037 = -1896161.962605 nChanged 117 SP:Iteration 25Q (3444.113468 sec): 3 clusters Score: Raw -1899449.289660 + Penalty 3265.269037 = -1896184.020623 nChanged 106 SP:Iteration 26Q (3444.202359 sec): 3 clusters Score: Raw -1899468.903125 + Penalty 3265.269037 = -1896203.634088 nChanged 97 SP:Iteration 27Q (3444.282217 sec): 3 clusters Score: Raw -1899487.630692 + Penalty 3265.269037 = -1896222.361655 nChanged 99 SP:Iteration 28Q (3444.364203 sec): 3 clusters Score: Raw -1899505.389093 + Penalty 3265.269037 = -1896240.120056 nChanged 84 SP:Iteration 29Q (3444.448593 sec): 3 clusters Score: Raw -1899519.984949 + Penalty 3265.269037 = -1896254.715912 nChanged 78 SP:Iteration 30Q (3444.527218 sec): 3 clusters Score: Raw -1899531.376820 + Penalty 3265.269037 = -1896266.107783 nChanged 69 SP:Iteration 31Q (3444.611310 sec): 3 clusters Score: Raw -1899540.929579 + Penalty 3265.269037 = -1896275.660542 nChanged 70 SP:Iteration 32Q (3444.682585 sec): 3 clusters Score: Raw -1899551.598126 + Penalty 3265.269037 = -1896286.329089 nChanged 70 SP:Iteration 33Q (3444.767530 sec): 3 clusters Score: Raw -1899561.633713 + Penalty 3265.269037 = -1896296.364676 nChanged 60 SP:Iteration 34Q (3444.855817 sec): 3 clusters Score: Raw -1899569.213394 + Penalty 3265.269037 = -1896303.944358 nChanged 54 SP:Iteration 35Q (3444.922605 sec): 3 clusters Score: Raw -1899576.671116 + Penalty 3265.269037 = -1896311.402079 nChanged 52 SP:Iteration 36Q (3445.003800 sec): 3 clusters Score: Raw -1899584.722544 + Penalty 3265.269037 = -1896319.453507 nChanged 54 SP:Iteration 37Q (3445.087595 sec): 3 clusters Score: Raw -1899592.263659 + Penalty 3265.269037 = -1896326.994622 nChanged 48 SP:Iteration 38Q (3445.154891 sec): 3 clusters Score: Raw -1899598.980489 + Penalty 3265.269037 = -1896333.711453 nChanged 49 SP:Iteration 39Q (3445.235913 sec): 3 clusters Score: Raw -1899606.581033 + Penalty 3265.269037 = -1896341.311996 nChanged 45 SP:Iteration 40F (3445.324623 sec): 3 clusters Score: Raw -1899613.739924 + Penalty 3265.269037 = -1896348.470887 nChanged 53 SP:Iteration 41Q (3445.396783 sec): 3 clusters Score: Raw -1899621.242967 + Penalty 3265.269037 = -1896355.973930 nChanged 46 SP:Iteration 42Q (3445.485620 sec): 3 clusters Score: Raw -1899628.284198 + Penalty 3265.269037 = -1896363.015161 nChanged 46 SP:Iteration 43Q (3445.560799 sec): 3 clusters Score: Raw -1899635.471840 + Penalty 3265.269037 = -1896370.202803 nChanged 42 SP:Iteration 44Q (3445.641239 sec): 3 clusters Score: Raw -1899641.131119 + Penalty 3265.269037 = -1896375.862082 nChanged 37 SP:Iteration 45Q (3445.726893 sec): 3 clusters Score: Raw -1899646.562676 + Penalty 3265.269037 = -1896381.293639 nChanged 35 SP:Iteration 46Q (3445.789013 sec): 3 clusters Score: Raw -1899652.480766 + Penalty 3265.269037 = -1896387.211729 nChanged 34 SP:Iteration 47Q (3445.861871 sec): 3 clusters Score: Raw -1899657.247133 + Penalty 3265.269037 = -1896391.978096 nChanged 32 SP:Iteration 48Q (3445.945384 sec): 3 clusters Score: Raw -1899661.886444 + Penalty 3265.269037 = -1896396.617407 nChanged 34 SP:Iteration 49Q (3446.016563 sec): 3 clusters Score: Raw -1899667.280524 + Penalty 3265.269037 = -1896402.011487 nChanged 37 SP:Iteration 50Q (3446.083774 sec): 3 clusters Score: Raw -1899672.260523 + Penalty 3265.269037 = -1896406.991487 nChanged 28 SP:Iteration 51Q (3446.175135 sec): 3 clusters Score: Raw -1899676.450373 + Penalty 3265.269037 = -1896411.181336 nChanged 28 SP:Iteration 52Q (3446.251455 sec): 3 clusters Score: Raw -1899679.991631 + Penalty 3265.269037 = -1896414.722594 nChanged 28 SP:Iteration 53Q (3446.333412 sec): 3 clusters Score: Raw -1899684.173147 + Penalty 3265.269037 = -1896418.904110 nChanged 28 SP:Iteration 54Q (3446.408683 sec): 3 clusters Score: Raw -1899688.288671 + Penalty 3265.269037 = -1896423.019634 nChanged 26 SP:Iteration 55Q (3446.481529 sec): 3 clusters Score: Raw -1899691.227601 + Penalty 3265.269037 = -1896425.958564 nChanged 21 SP:Iteration 56Q (3446.557150 sec): 3 clusters Score: Raw -1899693.504554 + Penalty 3265.269037 = -1896428.235517 nChanged 16 SP:Iteration 57Q (3446.644319 sec): 3 clusters Score: Raw -1899695.047269 + Penalty 3265.269037 = -1896429.778232 nChanged 15 SP:Iteration 58Q (3446.719927 sec): 3 clusters Score: Raw -1899696.715956 + Penalty 3265.269037 = -1896431.446919 nChanged 14 SP:Iteration 59Q (3446.790084 sec): 3 clusters Score: Raw -1899698.278629 + Penalty 3265.269037 = -1896433.009593 nChanged 14 SP:Iteration 60F (3446.868789 sec): 3 clusters Score: Raw -1899699.570450 + Penalty 3265.269037 = -1896434.301413 nChanged 15 SP:Iteration 61Q (3446.944003 sec): 3 clusters Score: Raw -1899700.661290 + Penalty 3265.269037 = -1896435.392253 nChanged 12 SP:Iteration 62Q (3447.021940 sec): 3 clusters Score: Raw -1899702.320090 + Penalty 3265.269037 = -1896437.051053 nChanged 12 SP:Iteration 63Q (3447.096182 sec): 3 clusters Score: Raw -1899703.517470 + Penalty 3265.269037 = -1896438.248433 nChanged 9 SP:Iteration 64Q (3447.182158 sec): 3 clusters Score: Raw -1899704.632643 + Penalty 3265.269037 = -1896439.363606 nChanged 6 SP:Iteration 65Q (3447.254303 sec): 3 clusters Score: Raw -1899705.609774 + Penalty 3265.269037 = -1896440.340737 nChanged 11 SP:Iteration 66Q (3447.318790 sec): 3 clusters Score: Raw -1899706.552208 + Penalty 3265.269037 = -1896441.283171 nChanged 5 SP:Iteration 67Q (3447.390944 sec): 3 clusters Score: Raw -1899706.960249 + Penalty 3265.269037 = -1896441.691212 nChanged 7 SP:Iteration 68Q (3447.466126 sec): 3 clusters Score: Raw -1899707.677186 + Penalty 3265.269037 = -1896442.408149 nChanged 6 SP:Iteration 69Q (3447.546691 sec): 3 clusters Score: Raw -1899708.324209 + Penalty 3265.269037 = -1896443.055172 nChanged 3 SP:Iteration 70Q (3447.616209 sec): 3 clusters Score: Raw -1899708.656342 + Penalty 3265.269037 = -1896443.387305 nChanged 1 SP:Iteration 71Q (3447.700857 sec): 3 clusters Score: Raw -1899708.783748 + Penalty 3265.269037 = -1896443.514711 nChanged 1 SP:Iteration 72Q (3447.777723 sec): 3 clusters Score: Raw -1899708.889957 + Penalty 3265.269037 = -1896443.620920 nChanged 2 SP:Iteration 73Q (3447.848769 sec): 3 clusters Score: Raw -1899709.022015 + Penalty 3265.269037 = -1896443.752978 nChanged 2 SP:Iteration 74Q (3447.928032 sec): 3 clusters Score: Raw -1899709.233249 + Penalty 3265.269037 = -1896443.964212 nChanged 1 SP:Iteration 75Q (3448.007830 sec): 3 clusters Score: Raw -1899709.339480 + Penalty 3265.269037 = -1896444.070443 nChanged 1 SP:Iteration 76Q (3448.085983 sec): 3 clusters Score: Raw -1899709.457554 + Penalty 3265.269037 = -1896444.188517 nChanged 2 SP:Iteration 77Q (3448.160910 sec): 3 clusters Score: Raw -1899709.802920 + Penalty 3265.269037 = -1896444.533883 nChanged 3 SP:Iteration 78Q (3448.245666 sec): 3 clusters Score: Raw -1899710.143943 + Penalty 3265.269037 = -1896444.874906 nChanged 2 SP:Iteration 79Q (3448.314318 sec): 3 clusters Score: Raw -1899710.430999 + Penalty 3265.269037 = -1896445.161962 nChanged 1 SP:Iteration 80F (3448.397938 sec): 3 clusters Score: Raw -1899710.491202 + Penalty 3265.269037 = -1896445.222165 nChanged 3 SP:Iteration 81Q (3448.483389 sec): 3 clusters Score: Raw -1899710.867208 + Penalty 3265.269037 = -1896445.598171 nChanged 3 SP:Iteration 82Q (3448.558037 sec): 3 clusters Score: Raw -1899711.211374 + Penalty 3265.269037 = -1896445.942337 nChanged 1 SP:Iteration 83Q (3448.638705 sec): 3 clusters Score: Raw -1899711.412130 + Penalty 3265.269037 = -1896446.143093 nChanged 2 SP:Iteration 84Q (3448.718706 sec): 3 clusters Score: Raw -1899711.641549 + Penalty 3265.269037 = -1896446.372512 nChanged 4 SP:Iteration 85Q (3448.796009 sec): 3 clusters Score: Raw -1899712.055188 + Penalty 3265.269037 = -1896446.786151 nChanged 2 SP:Iteration 86Q (3448.870113 sec): 3 clusters Score: Raw -1899712.229781 + Penalty 3265.269037 = -1896446.960744 nChanged 2 SP:Iteration 87Q (3448.954185 sec): 3 clusters Score: Raw -1899712.385462 + Penalty 3265.269037 = -1896447.116425 nChanged 2 SP:Iteration 88Q (3449.025460 sec): 3 clusters Score: Raw -1899712.573560 + Penalty 3265.269037 = -1896447.304523 nChanged 3 SP:Iteration 89Q (3449.118803 sec): 3 clusters Score: Raw -1899713.090529 + Penalty 3265.269037 = -1896447.821492 nChanged 6 SP:Iteration 90Q (3449.197601 sec): 3 clusters Score: Raw -1899713.783038 + Penalty 3265.269037 = -1896448.514001 nChanged 6 SP:Iteration 91Q (3449.260497 sec): 3 clusters Score: Raw -1899714.352244 + Penalty 3265.269037 = -1896449.083207 nChanged 6 SP:Iteration 92Q (3449.336827 sec): 3 clusters Score: Raw -1899715.136118 + Penalty 3265.269037 = -1896449.867081 nChanged 6 SP:Iteration 93Q (3449.417079 sec): 3 clusters Score: Raw -1899716.057584 + Penalty 3265.269037 = -1896450.788547 nChanged 12 SP:Iteration 94Q (3449.484545 sec): 3 clusters Score: Raw -1899717.656788 + Penalty 3265.269037 = -1896452.387751 nChanged 7 SP:Iteration 95Q (3449.557067 sec): 3 clusters Score: Raw -1899718.558413 + Penalty 3265.269037 = -1896453.289376 nChanged 5 SP:Iteration 96Q (3449.642937 sec): 3 clusters Score: Raw -1899718.917422 + Penalty 3265.269037 = -1896453.648385 nChanged 3 SP:Iteration 97Q (3449.722666 sec): 3 clusters Score: Raw -1899719.099894 + Penalty 3265.269037 = -1896453.830857 nChanged 3 SP:Iteration 98Q (3449.793844 sec): 3 clusters Score: Raw -1899719.529192 + Penalty 3265.269037 = -1896454.260155 nChanged 6 SP:Iteration 99Q (3449.873224 sec): 3 clusters Score: Raw -1899720.258508 + Penalty 3265.269037 = -1896454.989471 nChanged 6 SP:Iteration 100F (3449.956867 sec): 3 clusters Score: Raw -1899720.911453 + Penalty 3265.269037 = -1896455.642416 nChanged 8 SP:Iteration 101Q (3450.037249 sec): 3 clusters Score: Raw -1899721.886022 + Penalty 3265.269037 = -1896456.616985 nChanged 5 SP:Iteration 102Q (3450.113359 sec): 3 clusters Score: Raw -1899722.355493 + Penalty 3265.269037 = -1896457.086456 nChanged 4 SP:Iteration 103Q (3450.188802 sec): 3 clusters Score: Raw -1899722.672909 + Penalty 3265.269037 = -1896457.403872 nChanged 6 SP:Iteration 104Q (3450.269482 sec): 3 clusters Score: Raw -1899723.312155 + Penalty 3265.269037 = -1896458.043118 nChanged 3 SP:Iteration 105Q (3450.354191 sec): 3 clusters Score: Raw -1899723.653216 + Penalty 3265.269037 = -1896458.384179 nChanged 4 SP:Iteration 106Q (3450.424145 sec): 3 clusters Score: Raw -1899723.971378 + Penalty 3265.269037 = -1896458.702341 nChanged 4 SP:Iteration 107Q (3450.495542 sec): 3 clusters Score: Raw -1899724.353979 + Penalty 3265.269037 = -1896459.084942 nChanged 3 SP:Iteration 108Q (3450.579982 sec): 3 clusters Score: Raw -1899724.625133 + Penalty 3265.269037 = -1896459.356096 nChanged 3 SP:Iteration 109Q (3450.662362 sec): 3 clusters Score: Raw -1899724.932788 + Penalty 3265.269037 = -1896459.663751 nChanged 3 SP:Iteration 110Q (3450.742659 sec): 3 clusters Score: Raw -1899725.292089 + Penalty 3265.269037 = -1896460.023052 nChanged 4 SP:Iteration 111Q (3450.814113 sec): 3 clusters Score: Raw -1899725.646412 + Penalty 3265.269037 = -1896460.377375 nChanged 3 SP:Iteration 112Q (3450.886248 sec): 3 clusters Score: Raw -1899725.833669 + Penalty 3265.269037 = -1896460.564632 nChanged 5 SP:Iteration 113Q (3450.958957 sec): 3 clusters Score: Raw -1899726.307331 + Penalty 3265.269037 = -1896461.038294 nChanged 2 SP:Iteration 114Q (3451.032534 sec): 3 clusters Score: Raw -1899726.618455 + Penalty 3265.269037 = -1896461.349418 nChanged 3 SP:Iteration 115Q (3451.114538 sec): 3 clusters Score: Raw -1899726.834200 + Penalty 3265.269037 = -1896461.565163 nChanged 2 SP:Iteration 116Q (3451.192303 sec): 3 clusters Score: Raw -1899726.923053 + Penalty 3265.269037 = -1896461.654016 nChanged 1 SP:Iteration 117Q (3451.266360 sec): 3 clusters Score: Raw -1899726.969892 + Penalty 3265.269037 = -1896461.700856 nChanged 1 SP:Iteration 118Q (3451.341558 sec): 3 clusters Score: Raw -1899727.065166 + Penalty 3265.269037 = -1896461.796129 nChanged 0 SP:Iteration 119F (3451.414826 sec): 3 clusters Score: Raw -1899727.065166 + Penalty 3265.269037 = -1896461.796129 nChanged 0 Trying to split cluster 11 (2468 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3451.437837 sec): 2 clusters Score: Raw -196364.395519 + Penalty 1269.314050 = -195095.081469 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3451.482167 sec): 3 clusters Score: Raw -195228.744629 + Penalty 2538.628100 = -192690.116528 nChanged 902 SP:Iteration 1F (3451.526835 sec): 3 clusters Score: Raw -195803.690164 + Penalty 2538.628100 = -193265.062064 nChanged 209 SP:Iteration 2F (3451.584124 sec): 3 clusters Score: Raw -195959.904630 + Penalty 2538.628100 = -193421.276530 nChanged 148 SP:Iteration 3F (3451.621030 sec): 3 clusters Score: Raw -196056.087924 + Penalty 2538.628100 = -193517.459824 nChanged 101 SP:Iteration 4Q (3451.675430 sec): 3 clusters Score: Raw -196108.263417 + Penalty 2538.628100 = -193569.635316 nChanged 61 SP:Iteration 5Q (3451.709590 sec): 3 clusters Score: Raw -196136.214196 + Penalty 2538.628100 = -193597.586095 nChanged 51 SP:Iteration 6Q (3451.756375 sec): 3 clusters Score: Raw -196160.578088 + Penalty 2538.628100 = -193621.949988 nChanged 57 SP:Iteration 7Q (3451.797611 sec): 3 clusters Score: Raw -196196.789728 + Penalty 2538.628100 = -193658.161628 nChanged 67 SP:Iteration 8Q (3451.856380 sec): 3 clusters Score: Raw -196241.499396 + Penalty 2538.628100 = -193702.871296 nChanged 63 SP:Iteration 9Q (3451.893952 sec): 3 clusters Score: Raw -196287.532422 + Penalty 2538.628100 = -193748.904322 nChanged 60 SP:Iteration 10Q (3451.949602 sec): 3 clusters Score: Raw -196326.998752 + Penalty 2538.628100 = -193788.370652 nChanged 51 SP:Iteration 11Q (3451.995450 sec): 3 clusters Score: Raw -196355.175660 + Penalty 2538.628100 = -193816.547560 nChanged 32 SP:Iteration 12Q (3452.040932 sec): 3 clusters Score: Raw -196373.946323 + Penalty 2538.628100 = -193835.318223 nChanged 30 SP:Iteration 13Q (3452.088880 sec): 3 clusters Score: Raw -196386.734770 + Penalty 2538.628100 = -193848.106670 nChanged 19 SP:Iteration 14Q (3452.131204 sec): 3 clusters Score: Raw -196395.827767 + Penalty 2538.628100 = -193857.199667 nChanged 15 SP:Iteration 15Q (3452.178668 sec): 3 clusters Score: Raw -196402.972789 + Penalty 2538.628100 = -193864.344689 nChanged 14 SP:Iteration 16Q (3452.225662 sec): 3 clusters Score: Raw -196408.413622 + Penalty 2538.628100 = -193869.785522 nChanged 9 SP:Iteration 17Q (3452.260985 sec): 3 clusters Score: Raw -196413.041572 + Penalty 2538.628100 = -193874.413472 nChanged 9 SP:Iteration 18Q (3452.306126 sec): 3 clusters Score: Raw -196417.788113 + Penalty 2538.628100 = -193879.160013 nChanged 12 SP:Iteration 19Q (3452.352098 sec): 3 clusters Score: Raw -196424.332586 + Penalty 2538.628100 = -193885.704486 nChanged 11 SP:Iteration 20F (3452.405646 sec): 3 clusters Score: Raw -196431.012027 + Penalty 2538.628100 = -193892.383927 nChanged 11 SP:Iteration 21Q (3452.446294 sec): 3 clusters Score: Raw -196435.135890 + Penalty 2538.628100 = -193896.507790 nChanged 6 SP:Iteration 22Q (3452.501034 sec): 3 clusters Score: Raw -196438.887571 + Penalty 2538.628100 = -193900.259471 nChanged 13 SP:Iteration 23Q (3452.533023 sec): 3 clusters Score: Raw -196446.063859 + Penalty 2538.628100 = -193907.435759 nChanged 10 SP:Iteration 24Q (3452.577853 sec): 3 clusters Score: Raw -196451.806446 + Penalty 2538.628100 = -193913.178346 nChanged 7 SP:Iteration 25Q (3452.624431 sec): 3 clusters Score: Raw -196455.671770 + Penalty 2538.628100 = -193917.043670 nChanged 4 SP:Iteration 26Q (3452.669724 sec): 3 clusters Score: Raw -196457.456959 + Penalty 2538.628100 = -193918.828859 nChanged 4 SP:Iteration 27Q (3452.714633 sec): 3 clusters Score: Raw -196461.023677 + Penalty 2538.628100 = -193922.395577 nChanged 9 SP:Iteration 28Q (3452.769835 sec): 3 clusters Score: Raw -196465.897652 + Penalty 2538.628100 = -193927.269552 nChanged 4 SP:Iteration 29Q (3452.815447 sec): 3 clusters Score: Raw -196467.548693 + Penalty 2538.628100 = -193928.920593 nChanged 2 SP:Iteration 30Q (3452.864581 sec): 3 clusters Score: Raw -196468.089726 + Penalty 2538.628100 = -193929.461626 nChanged 2 SP:Iteration 31Q (3452.910720 sec): 3 clusters Score: Raw -196469.274741 + Penalty 2538.628100 = -193930.646641 nChanged 3 SP:Iteration 32Q (3452.950508 sec): 3 clusters Score: Raw -196470.508586 + Penalty 2538.628100 = -193931.880486 nChanged 2 SP:Iteration 33Q (3453.014691 sec): 3 clusters Score: Raw -196471.981899 + Penalty 2538.628100 = -193933.353798 nChanged 3 SP:Iteration 34Q (3453.064661 sec): 3 clusters Score: Raw -196473.609018 + Penalty 2538.628100 = -193934.980918 nChanged 0 SP:Iteration 35F (3453.120777 sec): 3 clusters Score: Raw -196473.609018 + Penalty 2538.628100 = -193934.980918 nChanged 0 Trying to split cluster 12 (65928 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3453.234373 sec): 2 clusters Score: Raw -5143377.799651 + Penalty 1803.151759 = -5141574.647892 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3453.404615 sec): 3 clusters Score: Raw -5100955.238195 + Penalty 3606.303518 = -5097348.934678 nChanged 31127 SP:Iteration 1F (3453.557476 sec): 3 clusters Score: Raw -5119121.635063 + Penalty 3606.303518 = -5115515.331545 nChanged 2650 SP:Iteration 2Q (3453.725447 sec): 3 clusters Score: Raw -5119929.792537 + Penalty 3606.303518 = -5116323.489019 nChanged 2837 SP:Iteration 3Q (3453.887257 sec): 3 clusters Score: Raw -5120907.296654 + Penalty 3606.303518 = -5117300.993136 nChanged 2992 SP:Iteration 4Q (3454.062030 sec): 3 clusters Score: Raw -5122210.468576 + Penalty 3606.303518 = -5118604.165058 nChanged 3482 SP:Iteration 5F (3454.220611 sec): 3 clusters Score: Raw -5123961.209245 + Penalty 3606.303518 = -5120354.905727 nChanged 3774 SP:Iteration 6F (3454.379248 sec): 3 clusters Score: Raw -5126205.661952 + Penalty 3606.303518 = -5122599.358434 nChanged 3966 SP:Iteration 7F (3454.533162 sec): 3 clusters Score: Raw -5129030.408509 + Penalty 3606.303518 = -5125424.104991 nChanged 4086 SP:Iteration 8F (3454.681508 sec): 3 clusters Score: Raw -5132146.853949 + Penalty 3606.303518 = -5128540.550431 nChanged 3631 SP:Iteration 9F (3454.833892 sec): 3 clusters Score: Raw -5134607.851597 + Penalty 3606.303518 = -5131001.548080 nChanged 2758 SP:Iteration 10Q (3454.996006 sec): 3 clusters Score: Raw -5136063.616028 + Penalty 3606.303518 = -5132457.312510 nChanged 1923 SP:Iteration 11Q (3455.160513 sec): 3 clusters Score: Raw -5136883.609260 + Penalty 3606.303518 = -5133277.305742 nChanged 1444 SP:Iteration 12Q (3455.314895 sec): 3 clusters Score: Raw -5137463.272698 + Penalty 3606.303518 = -5133856.969180 nChanged 1280 SP:Iteration 13Q (3455.471897 sec): 3 clusters Score: Raw -5137980.279892 + Penalty 3606.303518 = -5134373.976375 nChanged 1160 SP:Iteration 14Q (3455.638471 sec): 3 clusters Score: Raw -5138475.795484 + Penalty 3606.303518 = -5134869.491966 nChanged 1196 SP:Iteration 15Q (3455.794081 sec): 3 clusters Score: Raw -5138981.279385 + Penalty 3606.303518 = -5135374.975867 nChanged 1109 SP:Iteration 16Q (3455.960243 sec): 3 clusters Score: Raw -5139457.773569 + Penalty 3606.303518 = -5135851.470051 nChanged 1077 SP:Iteration 17Q (3456.122987 sec): 3 clusters Score: Raw -5139949.819007 + Penalty 3606.303518 = -5136343.515489 nChanged 1013 SP:Iteration 18Q (3456.268522 sec): 3 clusters Score: Raw -5140403.772480 + Penalty 3606.303518 = -5136797.468962 nChanged 962 SP:Iteration 19Q (3456.415277 sec): 3 clusters Score: Raw -5140802.059543 + Penalty 3606.303518 = -5137195.756026 nChanged 857 SP:Iteration 20F (3456.579426 sec): 3 clusters Score: Raw -5141128.777801 + Penalty 3606.303518 = -5137522.474283 nChanged 744 SP:Iteration 21Q (3456.729270 sec): 3 clusters Score: Raw -5141386.194207 + Penalty 3606.303518 = -5137779.890690 nChanged 649 SP:Iteration 22Q (3456.892101 sec): 3 clusters Score: Raw -5141590.409428 + Penalty 3606.303518 = -5137984.105910 nChanged 603 SP:Iteration 23Q (3457.042095 sec): 3 clusters Score: Raw -5141763.390949 + Penalty 3606.303518 = -5138157.087431 nChanged 560 SP:Iteration 24Q (3457.185164 sec): 3 clusters Score: Raw -5141921.713545 + Penalty 3606.303518 = -5138315.410027 nChanged 519 SP:Iteration 25Q (3457.336393 sec): 3 clusters Score: Raw -5142054.305989 + Penalty 3606.303518 = -5138448.002471 nChanged 507 SP:Iteration 26Q (3457.489451 sec): 3 clusters Score: Raw -5142173.447012 + Penalty 3606.303518 = -5138567.143494 nChanged 480 SP:Iteration 27Q (3457.627522 sec): 3 clusters Score: Raw -5142280.081080 + Penalty 3606.303518 = -5138673.777562 nChanged 463 SP:Iteration 28Q (3457.772824 sec): 3 clusters Score: Raw -5142378.999109 + Penalty 3606.303518 = -5138772.695591 nChanged 415 SP:Iteration 29Q (3457.927512 sec): 3 clusters Score: Raw -5142466.849387 + Penalty 3606.303518 = -5138860.545869 nChanged 403 SP:Iteration 30Q (3458.077463 sec): 3 clusters Score: Raw -5142550.379919 + Penalty 3606.303518 = -5138944.076402 nChanged 385 SP:Iteration 31Q (3458.229274 sec): 3 clusters Score: Raw -5142629.210619 + Penalty 3606.303518 = -5139022.907102 nChanged 378 SP:Iteration 32Q (3458.370349 sec): 3 clusters Score: Raw -5142701.965960 + Penalty 3606.303518 = -5139095.662443 nChanged 351 SP:Iteration 33Q (3458.531895 sec): 3 clusters Score: Raw -5142770.131220 + Penalty 3606.303518 = -5139163.827702 nChanged 361 SP:Iteration 34Q (3458.671518 sec): 3 clusters Score: Raw -5142845.620729 + Penalty 3606.303518 = -5139239.317211 nChanged 347 SP:Iteration 35Q (3458.833114 sec): 3 clusters Score: Raw -5142914.685518 + Penalty 3606.303518 = -5139308.382000 nChanged 310 SP:Iteration 36Q (3458.971587 sec): 3 clusters Score: Raw -5142977.065416 + Penalty 3606.303518 = -5139370.761899 nChanged 306 SP:Iteration 37Q (3459.104767 sec): 3 clusters Score: Raw -5143034.499701 + Penalty 3606.303518 = -5139428.196183 nChanged 268 SP:Iteration 38Q (3459.245055 sec): 3 clusters Score: Raw -5143084.183074 + Penalty 3606.303518 = -5139477.879556 nChanged 266 SP:Iteration 39Q (3459.385551 sec): 3 clusters Score: Raw -5143132.374488 + Penalty 3606.303518 = -5139526.070970 nChanged 243 SP:Iteration 40F (3459.534149 sec): 3 clusters Score: Raw -5143177.845407 + Penalty 3606.303518 = -5139571.541889 nChanged 244 SP:Iteration 41Q (3459.682097 sec): 3 clusters Score: Raw -5143221.119088 + Penalty 3606.303518 = -5139614.815570 nChanged 211 SP:Iteration 42Q (3459.822743 sec): 3 clusters Score: Raw -5143255.085222 + Penalty 3606.303518 = -5139648.781704 nChanged 216 SP:Iteration 43Q (3459.969891 sec): 3 clusters Score: Raw -5143292.736283 + Penalty 3606.303518 = -5139686.432765 nChanged 217 SP:Iteration 44Q (3460.102179 sec): 3 clusters Score: Raw -5143333.918761 + Penalty 3606.303518 = -5139727.615243 nChanged 221 SP:Iteration 45Q (3460.238938 sec): 3 clusters Score: Raw -5143375.592478 + Penalty 3606.303518 = -5139769.288960 nChanged 204 SP:Iteration 46Q (3460.377744 sec): 3 clusters Score: Raw -5143416.795312 + Penalty 3606.303518 = -5139810.491794 nChanged 207 SP:Iteration 47Q (3460.527668 sec): 3 clusters Score: Raw -5143457.437428 + Penalty 3606.303518 = -5139851.133910 nChanged 213 SP:Iteration 48Q (3460.657559 sec): 3 clusters Score: Raw -5143502.705025 + Penalty 3606.303518 = -5139896.401507 nChanged 194 SP:Iteration 49Q (3460.804814 sec): 3 clusters Score: Raw -5143544.481732 + Penalty 3606.303518 = -5139938.178214 nChanged 191 SP:Iteration 50Q (3460.954290 sec): 3 clusters Score: Raw -5143588.271310 + Penalty 3606.303518 = -5139981.967793 nChanged 199 SP:Iteration 51Q (3461.091210 sec): 3 clusters Score: Raw -5143635.673595 + Penalty 3606.303518 = -5140029.370077 nChanged 181 SP:Iteration 52Q (3461.236932 sec): 3 clusters Score: Raw -5143679.703158 + Penalty 3606.303518 = -5140073.399640 nChanged 191 SP:Iteration 53Q (3461.391994 sec): 3 clusters Score: Raw -5143731.887136 + Penalty 3606.303518 = -5140125.583618 nChanged 179 SP:Iteration 54Q (3461.532668 sec): 3 clusters Score: Raw -5143783.286447 + Penalty 3606.303518 = -5140176.982929 nChanged 161 SP:Iteration 55Q (3461.671156 sec): 3 clusters Score: Raw -5143825.052500 + Penalty 3606.303518 = -5140218.748982 nChanged 156 SP:Iteration 56Q (3461.813023 sec): 3 clusters Score: Raw -5143864.585375 + Penalty 3606.303518 = -5140258.281857 nChanged 146 SP:Iteration 57Q (3461.962905 sec): 3 clusters Score: Raw -5143901.715961 + Penalty 3606.303518 = -5140295.412443 nChanged 137 SP:Iteration 58Q (3462.102709 sec): 3 clusters Score: Raw -5143939.242773 + Penalty 3606.303518 = -5140332.939255 nChanged 132 SP:Iteration 59Q (3462.244816 sec): 3 clusters Score: Raw -5143970.398217 + Penalty 3606.303518 = -5140364.094699 nChanged 117 SP:Iteration 60F (3462.409755 sec): 3 clusters Score: Raw -5143996.192927 + Penalty 3606.303518 = -5140389.889409 nChanged 109 SP:Iteration 61Q (3462.540927 sec): 3 clusters Score: Raw -5144018.587442 + Penalty 3606.303518 = -5140412.283924 nChanged 79 SP:Iteration 62Q (3462.671807 sec): 3 clusters Score: Raw -5144034.519134 + Penalty 3606.303518 = -5140428.215617 nChanged 87 SP:Iteration 63Q (3462.814774 sec): 3 clusters Score: Raw -5144052.130760 + Penalty 3606.303518 = -5140445.827242 nChanged 73 SP:Iteration 64Q (3462.957227 sec): 3 clusters Score: Raw -5144065.702382 + Penalty 3606.303518 = -5140459.398864 nChanged 73 SP:Iteration 65Q (3463.090906 sec): 3 clusters Score: Raw -5144081.623112 + Penalty 3606.303518 = -5140475.319594 nChanged 68 SP:Iteration 66Q (3463.235037 sec): 3 clusters Score: Raw -5144095.171126 + Penalty 3606.303518 = -5140488.867608 nChanged 54 SP:Iteration 67Q (3463.387242 sec): 3 clusters Score: Raw -5144105.532326 + Penalty 3606.303518 = -5140499.228808 nChanged 52 SP:Iteration 68Q (3463.517224 sec): 3 clusters Score: Raw -5144114.524608 + Penalty 3606.303518 = -5140508.221090 nChanged 41 SP:Iteration 69Q (3463.655587 sec): 3 clusters Score: Raw -5144121.068617 + Penalty 3606.303518 = -5140514.765099 nChanged 28 SP:Iteration 70Q (3463.796064 sec): 3 clusters Score: Raw -5144124.959920 + Penalty 3606.303518 = -5140518.656402 nChanged 21 SP:Iteration 71Q (3463.935650 sec): 3 clusters Score: Raw -5144127.305449 + Penalty 3606.303518 = -5140521.001931 nChanged 17 SP:Iteration 72Q (3464.082130 sec): 3 clusters Score: Raw -5144128.885464 + Penalty 3606.303518 = -5140522.581946 nChanged 12 SP:Iteration 73Q (3464.218980 sec): 3 clusters Score: Raw -5144130.267980 + Penalty 3606.303518 = -5140523.964462 nChanged 17 SP:Iteration 74Q (3464.343792 sec): 3 clusters Score: Raw -5144132.286482 + Penalty 3606.303518 = -5140525.982964 nChanged 16 SP:Iteration 75Q (3464.489586 sec): 3 clusters Score: Raw -5144134.425387 + Penalty 3606.303518 = -5140528.121869 nChanged 12 SP:Iteration 76Q (3464.627637 sec): 3 clusters Score: Raw -5144135.609560 + Penalty 3606.303518 = -5140529.306042 nChanged 7 SP:Iteration 77Q (3464.777975 sec): 3 clusters Score: Raw -5144137.069261 + Penalty 3606.303518 = -5140530.765743 nChanged 11 SP:Iteration 78Q (3464.916553 sec): 3 clusters Score: Raw -5144138.365008 + Penalty 3606.303518 = -5140532.061490 nChanged 8 SP:Iteration 79Q (3465.054006 sec): 3 clusters Score: Raw -5144139.524637 + Penalty 3606.303518 = -5140533.221119 nChanged 8 SP:Iteration 80F (3465.200488 sec): 3 clusters Score: Raw -5144140.474599 + Penalty 3606.303518 = -5140534.171081 nChanged 9 SP:Iteration 81Q (3465.350907 sec): 3 clusters Score: Raw -5144141.591941 + Penalty 3606.303518 = -5140535.288423 nChanged 11 SP:Iteration 82Q (3465.490743 sec): 3 clusters Score: Raw -5144143.201240 + Penalty 3606.303518 = -5140536.897722 nChanged 11 SP:Iteration 83Q (3465.631141 sec): 3 clusters Score: Raw -5144144.363546 + Penalty 3606.303518 = -5140538.060028 nChanged 13 SP:Iteration 84Q (3465.772387 sec): 3 clusters Score: Raw -5144145.669721 + Penalty 3606.303518 = -5140539.366203 nChanged 13 SP:Iteration 85Q (3465.905657 sec): 3 clusters Score: Raw -5144146.974521 + Penalty 3606.303518 = -5140540.671003 nChanged 12 SP:Iteration 86Q (3466.033479 sec): 3 clusters Score: Raw -5144148.111484 + Penalty 3606.303518 = -5140541.807966 nChanged 8 SP:Iteration 87Q (3466.152338 sec): 3 clusters Score: Raw -5144148.688505 + Penalty 3606.303518 = -5140542.384987 nChanged 3 SP:Iteration 88Q (3466.278670 sec): 3 clusters Score: Raw -5144148.893855 + Penalty 3606.303518 = -5140542.590338 nChanged 4 SP:Iteration 89Q (3466.418772 sec): 3 clusters Score: Raw -5144149.286542 + Penalty 3606.303518 = -5140542.983024 nChanged 5 SP:Iteration 90Q (3466.549754 sec): 3 clusters Score: Raw -5144149.733939 + Penalty 3606.303518 = -5140543.430421 nChanged 4 SP:Iteration 91Q (3466.688169 sec): 3 clusters Score: Raw -5144150.216469 + Penalty 3606.303518 = -5140543.912951 nChanged 6 SP:Iteration 92Q (3466.833431 sec): 3 clusters Score: Raw -5144150.654795 + Penalty 3606.303518 = -5140544.351277 nChanged 2 SP:Iteration 93Q (3466.972656 sec): 3 clusters Score: Raw -5144150.803339 + Penalty 3606.303518 = -5140544.499822 nChanged 1 SP:Iteration 94Q (3467.118131 sec): 3 clusters Score: Raw -5144150.855574 + Penalty 3606.303518 = -5140544.552056 nChanged 1 SP:Iteration 95Q (3467.255654 sec): 3 clusters Score: Raw -5144150.892098 + Penalty 3606.303518 = -5140544.588580 nChanged 1 SP:Iteration 96Q (3467.383320 sec): 3 clusters Score: Raw -5144151.048226 + Penalty 3606.303518 = -5140544.744709 nChanged 3 SP:Iteration 97Q (3467.525006 sec): 3 clusters Score: Raw -5144151.306867 + Penalty 3606.303518 = -5140545.003350 nChanged 0 SP:Iteration 98F (3467.687784 sec): 3 clusters Score: Raw -5144151.306867 + Penalty 3606.303518 = -5140545.003350 nChanged 0 Trying to split cluster 13 (18055 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3467.731162 sec): 2 clusters Score: Raw -1509124.613213 + Penalty 1592.691414 = -1507531.921799 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3467.804291 sec): 3 clusters Score: Raw -1498353.534317 + Penalty 3185.382828 = -1495168.151488 nChanged 8151 SP:Iteration 1F (3467.886796 sec): 3 clusters Score: Raw -1503143.519844 + Penalty 3185.382828 = -1499958.137015 nChanged 1218 SP:Iteration 2F (3467.954336 sec): 3 clusters Score: Raw -1503874.940086 + Penalty 3185.382828 = -1500689.557258 nChanged 1343 SP:Iteration 3F (3468.033561 sec): 3 clusters Score: Raw -1504806.296616 + Penalty 3185.382828 = -1501620.913787 nChanged 1370 SP:Iteration 4F (3468.109729 sec): 3 clusters Score: Raw -1505817.079850 + Penalty 3185.382828 = -1502631.697022 nChanged 1266 SP:Iteration 5F (3468.180564 sec): 3 clusters Score: Raw -1506708.294655 + Penalty 3185.382828 = -1503522.911827 nChanged 1084 SP:Iteration 6F (3468.270024 sec): 3 clusters Score: Raw -1507397.848703 + Penalty 3185.382828 = -1504212.465875 nChanged 824 SP:Iteration 7Q (3468.344905 sec): 3 clusters Score: Raw -1507815.968287 + Penalty 3185.382828 = -1504630.585458 nChanged 578 SP:Iteration 8Q (3468.418413 sec): 3 clusters Score: Raw -1508067.660307 + Penalty 3185.382828 = -1504882.277479 nChanged 457 SP:Iteration 9Q (3468.485851 sec): 3 clusters Score: Raw -1508260.859716 + Penalty 3185.382828 = -1505075.476887 nChanged 404 SP:Iteration 10Q (3468.556077 sec): 3 clusters Score: Raw -1508419.717495 + Penalty 3185.382828 = -1505234.334667 nChanged 357 SP:Iteration 11Q (3468.642974 sec): 3 clusters Score: Raw -1508548.905575 + Penalty 3185.382828 = -1505363.522747 nChanged 297 SP:Iteration 12Q (3468.719179 sec): 3 clusters Score: Raw -1508653.089814 + Penalty 3185.382828 = -1505467.706986 nChanged 274 SP:Iteration 13Q (3468.801278 sec): 3 clusters Score: Raw -1508745.154890 + Penalty 3185.382828 = -1505559.772062 nChanged 261 SP:Iteration 14Q (3468.880587 sec): 3 clusters Score: Raw -1508824.913458 + Penalty 3185.382828 = -1505639.530629 nChanged 236 SP:Iteration 15Q (3468.948664 sec): 3 clusters Score: Raw -1508886.132753 + Penalty 3185.382828 = -1505700.749925 nChanged 169 SP:Iteration 16Q (3469.024026 sec): 3 clusters Score: Raw -1508925.083111 + Penalty 3185.382828 = -1505739.700283 nChanged 121 SP:Iteration 17Q (3469.100518 sec): 3 clusters Score: Raw -1508948.074867 + Penalty 3185.382828 = -1505762.692039 nChanged 102 SP:Iteration 18Q (3469.176279 sec): 3 clusters Score: Raw -1508968.678595 + Penalty 3185.382828 = -1505783.295767 nChanged 90 SP:Iteration 19Q (3469.241752 sec): 3 clusters Score: Raw -1508986.941967 + Penalty 3185.382828 = -1505801.559138 nChanged 96 SP:Iteration 20F (3469.318372 sec): 3 clusters Score: Raw -1509001.766307 + Penalty 3185.382828 = -1505816.383478 nChanged 68 SP:Iteration 21Q (3469.403320 sec): 3 clusters Score: Raw -1509010.005272 + Penalty 3185.382828 = -1505824.622444 nChanged 42 SP:Iteration 22Q (3469.468650 sec): 3 clusters Score: Raw -1509014.812451 + Penalty 3185.382828 = -1505829.429623 nChanged 32 SP:Iteration 23Q (3469.545235 sec): 3 clusters Score: Raw -1509017.362456 + Penalty 3185.382828 = -1505831.979627 nChanged 18 SP:Iteration 24Q (3469.615921 sec): 3 clusters Score: Raw -1509018.931894 + Penalty 3185.382828 = -1505833.549065 nChanged 21 SP:Iteration 25Q (3469.692685 sec): 3 clusters Score: Raw -1509020.734043 + Penalty 3185.382828 = -1505835.351215 nChanged 17 SP:Iteration 26Q (3469.758000 sec): 3 clusters Score: Raw -1509022.686336 + Penalty 3185.382828 = -1505837.303508 nChanged 23 SP:Iteration 27Q (3469.829068 sec): 3 clusters Score: Raw -1509024.994353 + Penalty 3185.382828 = -1505839.611524 nChanged 19 SP:Iteration 28Q (3469.894554 sec): 3 clusters Score: Raw -1509026.443533 + Penalty 3185.382828 = -1505841.060704 nChanged 19 SP:Iteration 29Q (3469.966908 sec): 3 clusters Score: Raw -1509027.912840 + Penalty 3185.382828 = -1505842.530012 nChanged 16 SP:Iteration 30Q (3470.037795 sec): 3 clusters Score: Raw -1509029.203158 + Penalty 3185.382828 = -1505843.820329 nChanged 18 SP:Iteration 31Q (3470.116782 sec): 3 clusters Score: Raw -1509031.221282 + Penalty 3185.382828 = -1505845.838453 nChanged 21 SP:Iteration 32Q (3470.202963 sec): 3 clusters Score: Raw -1509033.232706 + Penalty 3185.382828 = -1505847.849877 nChanged 22 SP:Iteration 33Q (3470.277744 sec): 3 clusters Score: Raw -1509034.785135 + Penalty 3185.382828 = -1505849.402306 nChanged 16 SP:Iteration 34Q (3470.351320 sec): 3 clusters Score: Raw -1509036.325544 + Penalty 3185.382828 = -1505850.942715 nChanged 14 SP:Iteration 35Q (3470.428927 sec): 3 clusters Score: Raw -1509037.622764 + Penalty 3185.382828 = -1505852.239936 nChanged 15 SP:Iteration 36Q (3470.517236 sec): 3 clusters Score: Raw -1509038.583958 + Penalty 3185.382828 = -1505853.201129 nChanged 12 SP:Iteration 37Q (3470.596013 sec): 3 clusters Score: Raw -1509039.504758 + Penalty 3185.382828 = -1505854.121930 nChanged 9 SP:Iteration 38Q (3470.675343 sec): 3 clusters Score: Raw -1509040.337056 + Penalty 3185.382828 = -1505854.954228 nChanged 8 SP:Iteration 39Q (3470.749770 sec): 3 clusters Score: Raw -1509040.858031 + Penalty 3185.382828 = -1505855.475202 nChanged 6 SP:Iteration 40F (3470.823763 sec): 3 clusters Score: Raw -1509041.237772 + Penalty 3185.382828 = -1505855.854944 nChanged 5 SP:Iteration 41Q (3470.902621 sec): 3 clusters Score: Raw -1509041.533676 + Penalty 3185.382828 = -1505856.150847 nChanged 7 SP:Iteration 42Q (3470.972973 sec): 3 clusters Score: Raw -1509041.915545 + Penalty 3185.382828 = -1505856.532717 nChanged 2 SP:Iteration 43Q (3471.042308 sec): 3 clusters Score: Raw -1509042.044620 + Penalty 3185.382828 = -1505856.661791 nChanged 4 SP:Iteration 44Q (3471.126213 sec): 3 clusters Score: Raw -1509042.352037 + Penalty 3185.382828 = -1505856.969209 nChanged 5 SP:Iteration 45Q (3471.201176 sec): 3 clusters Score: Raw -1509043.004861 + Penalty 3185.382828 = -1505857.622033 nChanged 11 SP:Iteration 46Q (3471.275612 sec): 3 clusters Score: Raw -1509044.274956 + Penalty 3185.382828 = -1505858.892128 nChanged 12 SP:Iteration 47Q (3471.352811 sec): 3 clusters Score: Raw -1509045.465305 + Penalty 3185.382828 = -1505860.082476 nChanged 14 SP:Iteration 48Q (3471.423729 sec): 3 clusters Score: Raw -1509046.855553 + Penalty 3185.382828 = -1505861.472725 nChanged 13 SP:Iteration 49Q (3471.498358 sec): 3 clusters Score: Raw -1509048.242472 + Penalty 3185.382828 = -1505862.859643 nChanged 18 SP:Iteration 50Q (3471.577490 sec): 3 clusters Score: Raw -1509050.017950 + Penalty 3185.382828 = -1505864.635121 nChanged 22 SP:Iteration 51Q (3471.649064 sec): 3 clusters Score: Raw -1509053.254030 + Penalty 3185.382828 = -1505867.871202 nChanged 27 SP:Iteration 52Q (3471.715268 sec): 3 clusters Score: Raw -1509056.246517 + Penalty 3185.382828 = -1505870.863688 nChanged 27 SP:Iteration 53Q (3471.797925 sec): 3 clusters Score: Raw -1509059.107725 + Penalty 3185.382828 = -1505873.724897 nChanged 23 SP:Iteration 54Q (3471.870326 sec): 3 clusters Score: Raw -1509061.202852 + Penalty 3185.382828 = -1505875.820024 nChanged 19 SP:Iteration 55Q (3471.954444 sec): 3 clusters Score: Raw -1509063.250816 + Penalty 3185.382828 = -1505877.867988 nChanged 18 SP:Iteration 56Q (3472.036579 sec): 3 clusters Score: Raw -1509064.894062 + Penalty 3185.382828 = -1505879.511233 nChanged 19 SP:Iteration 57Q (3472.105695 sec): 3 clusters Score: Raw -1509066.333583 + Penalty 3185.382828 = -1505880.950754 nChanged 16 SP:Iteration 58Q (3472.192355 sec): 3 clusters Score: Raw -1509067.638314 + Penalty 3185.382828 = -1505882.255486 nChanged 16 SP:Iteration 59Q (3472.263956 sec): 3 clusters Score: Raw -1509069.446035 + Penalty 3185.382828 = -1505884.063206 nChanged 20 SP:Iteration 60F (3472.345184 sec): 3 clusters Score: Raw -1509071.256425 + Penalty 3185.382828 = -1505885.873597 nChanged 15 SP:Iteration 61Q (3472.425099 sec): 3 clusters Score: Raw -1509072.426611 + Penalty 3185.382828 = -1505887.043783 nChanged 12 SP:Iteration 62Q (3472.497526 sec): 3 clusters Score: Raw -1509073.104844 + Penalty 3185.382828 = -1505887.722016 nChanged 7 SP:Iteration 63Q (3472.564487 sec): 3 clusters Score: Raw -1509073.662196 + Penalty 3185.382828 = -1505888.279368 nChanged 10 SP:Iteration 64Q (3472.646585 sec): 3 clusters Score: Raw -1509074.492393 + Penalty 3185.382828 = -1505889.109564 nChanged 11 SP:Iteration 65Q (3472.722682 sec): 3 clusters Score: Raw -1509075.330629 + Penalty 3185.382828 = -1505889.947800 nChanged 10 SP:Iteration 66Q (3472.790817 sec): 3 clusters Score: Raw -1509075.879440 + Penalty 3185.382828 = -1505890.496611 nChanged 10 SP:Iteration 67Q (3472.878206 sec): 3 clusters Score: Raw -1509076.695704 + Penalty 3185.382828 = -1505891.312875 nChanged 9 SP:Iteration 68Q (3472.958048 sec): 3 clusters Score: Raw -1509077.509446 + Penalty 3185.382828 = -1505892.126618 nChanged 10 SP:Iteration 69Q (3473.021159 sec): 3 clusters Score: Raw -1509078.832154 + Penalty 3185.382828 = -1505893.449325 nChanged 13 SP:Iteration 70Q (3473.107799 sec): 3 clusters Score: Raw -1509080.131373 + Penalty 3185.382828 = -1505894.748544 nChanged 14 SP:Iteration 71Q (3473.176547 sec): 3 clusters Score: Raw -1509081.238204 + Penalty 3185.382828 = -1505895.855376 nChanged 10 SP:Iteration 72Q (3473.263369 sec): 3 clusters Score: Raw -1509082.164664 + Penalty 3185.382828 = -1505896.781836 nChanged 10 SP:Iteration 73Q (3473.346659 sec): 3 clusters Score: Raw -1509083.351715 + Penalty 3185.382828 = -1505897.968886 nChanged 11 SP:Iteration 74Q (3473.420282 sec): 3 clusters Score: Raw -1509084.492118 + Penalty 3185.382828 = -1505899.109290 nChanged 8 SP:Iteration 75Q (3473.492005 sec): 3 clusters Score: Raw -1509084.957654 + Penalty 3185.382828 = -1505899.574826 nChanged 4 SP:Iteration 76Q (3473.556634 sec): 3 clusters Score: Raw -1509085.274226 + Penalty 3185.382828 = -1505899.891398 nChanged 3 SP:Iteration 77Q (3473.631488 sec): 3 clusters Score: Raw -1509085.481876 + Penalty 3185.382828 = -1505900.099047 nChanged 4 SP:Iteration 78Q (3473.704099 sec): 3 clusters Score: Raw -1509085.678658 + Penalty 3185.382828 = -1505900.295830 nChanged 4 SP:Iteration 79Q (3473.770761 sec): 3 clusters Score: Raw -1509085.899610 + Penalty 3185.382828 = -1505900.516782 nChanged 6 SP:Iteration 80F (3473.850803 sec): 3 clusters Score: Raw -1509086.271387 + Penalty 3185.382828 = -1505900.888559 nChanged 7 SP:Iteration 81Q (3473.930236 sec): 3 clusters Score: Raw -1509086.723768 + Penalty 3185.382828 = -1505901.340940 nChanged 5 SP:Iteration 82Q (3474.011982 sec): 3 clusters Score: Raw -1509086.970075 + Penalty 3185.382828 = -1505901.587246 nChanged 1 SP:Iteration 83Q (3474.094438 sec): 3 clusters Score: Raw -1509087.028047 + Penalty 3185.382828 = -1505901.645219 nChanged 1 SP:Iteration 84Q (3474.168529 sec): 3 clusters Score: Raw -1509087.085700 + Penalty 3185.382828 = -1505901.702871 nChanged 0 SP:Iteration 85F (3474.252560 sec): 3 clusters Score: Raw -1509087.085700 + Penalty 3185.382828 = -1505901.702871 nChanged 0 Trying to split cluster 14 (24332 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3474.312338 sec): 2 clusters Score: Raw -2057541.383576 + Penalty 1641.176491 = -2055900.207085 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3474.400501 sec): 3 clusters Score: Raw -2042766.621686 + Penalty 3282.352982 = -2039484.268705 nChanged 11164 SP:Iteration 1F (3474.485787 sec): 3 clusters Score: Raw -2049487.543072 + Penalty 3282.352982 = -2046205.190090 nChanged 1543 SP:Iteration 2F (3474.577331 sec): 3 clusters Score: Raw -2050461.883683 + Penalty 3282.352982 = -2047179.530702 nChanged 1769 SP:Iteration 3F (3474.671254 sec): 3 clusters Score: Raw -2051783.158300 + Penalty 3282.352982 = -2048500.805319 nChanged 1900 SP:Iteration 4F (3474.771226 sec): 3 clusters Score: Raw -2053278.524563 + Penalty 3282.352982 = -2049996.171582 nChanged 1736 SP:Iteration 5F (3474.862302 sec): 3 clusters Score: Raw -2054461.424422 + Penalty 3282.352982 = -2051179.071440 nChanged 1376 SP:Iteration 6F (3474.951358 sec): 3 clusters Score: Raw -2055254.593672 + Penalty 3282.352982 = -2051972.240691 nChanged 1049 SP:Iteration 7Q (3475.034091 sec): 3 clusters Score: Raw -2055765.659876 + Penalty 3282.352982 = -2052483.306894 nChanged 803 SP:Iteration 8Q (3475.124255 sec): 3 clusters Score: Raw -2056100.501299 + Penalty 3282.352982 = -2052818.148317 nChanged 609 SP:Iteration 9Q (3475.217722 sec): 3 clusters Score: Raw -2056334.735506 + Penalty 3282.352982 = -2053052.382524 nChanged 484 SP:Iteration 10Q (3475.302974 sec): 3 clusters Score: Raw -2056502.260708 + Penalty 3282.352982 = -2053219.907726 nChanged 375 SP:Iteration 11Q (3475.379781 sec): 3 clusters Score: Raw -2056604.172478 + Penalty 3282.352982 = -2053321.819497 nChanged 302 SP:Iteration 12Q (3475.475154 sec): 3 clusters Score: Raw -2056673.728304 + Penalty 3282.352982 = -2053391.375322 nChanged 251 SP:Iteration 13Q (3475.560632 sec): 3 clusters Score: Raw -2056728.216968 + Penalty 3282.352982 = -2053445.863986 nChanged 238 SP:Iteration 14Q (3475.638061 sec): 3 clusters Score: Raw -2056778.809550 + Penalty 3282.352982 = -2053496.456569 nChanged 211 SP:Iteration 15Q (3475.722901 sec): 3 clusters Score: Raw -2056823.725108 + Penalty 3282.352982 = -2053541.372126 nChanged 172 SP:Iteration 16Q (3475.806311 sec): 3 clusters Score: Raw -2056858.796329 + Penalty 3282.352982 = -2053576.443348 nChanged 169 SP:Iteration 17Q (3475.896025 sec): 3 clusters Score: Raw -2056889.053853 + Penalty 3282.352982 = -2053606.700871 nChanged 144 SP:Iteration 18Q (3475.983319 sec): 3 clusters Score: Raw -2056913.102260 + Penalty 3282.352982 = -2053630.749278 nChanged 152 SP:Iteration 19Q (3476.069250 sec): 3 clusters Score: Raw -2056937.230067 + Penalty 3282.352982 = -2053654.877086 nChanged 127 SP:Iteration 20F (3476.163762 sec): 3 clusters Score: Raw -2056954.888194 + Penalty 3282.352982 = -2053672.535213 nChanged 111 SP:Iteration 21Q (3476.252090 sec): 3 clusters Score: Raw -2056968.113039 + Penalty 3282.352982 = -2053685.760058 nChanged 93 SP:Iteration 22Q (3476.344339 sec): 3 clusters Score: Raw -2056977.664719 + Penalty 3282.352982 = -2053695.311738 nChanged 73 SP:Iteration 23Q (3476.428197 sec): 3 clusters Score: Raw -2056985.450661 + Penalty 3282.352982 = -2053703.097679 nChanged 73 SP:Iteration 24Q (3476.525367 sec): 3 clusters Score: Raw -2056993.287508 + Penalty 3282.352982 = -2053710.934527 nChanged 77 SP:Iteration 25Q (3476.613805 sec): 3 clusters Score: Raw -2057001.194236 + Penalty 3282.352982 = -2053718.841254 nChanged 72 SP:Iteration 26Q (3476.705481 sec): 3 clusters Score: Raw -2057009.394956 + Penalty 3282.352982 = -2053727.041975 nChanged 57 SP:Iteration 27Q (3476.790149 sec): 3 clusters Score: Raw -2057014.749200 + Penalty 3282.352982 = -2053732.396218 nChanged 56 SP:Iteration 28Q (3476.874710 sec): 3 clusters Score: Raw -2057020.857764 + Penalty 3282.352982 = -2053738.504783 nChanged 65 SP:Iteration 29Q (3476.974041 sec): 3 clusters Score: Raw -2057026.618428 + Penalty 3282.352982 = -2053744.265446 nChanged 54 SP:Iteration 30Q (3477.063219 sec): 3 clusters Score: Raw -2057032.045085 + Penalty 3282.352982 = -2053749.692103 nChanged 50 SP:Iteration 31Q (3477.144603 sec): 3 clusters Score: Raw -2057036.250002 + Penalty 3282.352982 = -2053753.897020 nChanged 40 SP:Iteration 32Q (3477.228665 sec): 3 clusters Score: Raw -2057038.830456 + Penalty 3282.352982 = -2053756.477475 nChanged 33 SP:Iteration 33Q (3477.312389 sec): 3 clusters Score: Raw -2057041.284214 + Penalty 3282.352982 = -2053758.931233 nChanged 24 SP:Iteration 34Q (3477.374795 sec): 3 clusters Score: Raw -2057042.872085 + Penalty 3282.352982 = -2053760.519103 nChanged 31 SP:Iteration 35Q (3477.466072 sec): 3 clusters Score: Raw -2057045.304498 + Penalty 3282.352982 = -2053762.951517 nChanged 32 SP:Iteration 36Q (3477.551443 sec): 3 clusters Score: Raw -2057047.368019 + Penalty 3282.352982 = -2053765.015038 nChanged 18 SP:Iteration 37Q (3477.643763 sec): 3 clusters Score: Raw -2057048.468244 + Penalty 3282.352982 = -2053766.115262 nChanged 22 SP:Iteration 38Q (3477.729289 sec): 3 clusters Score: Raw -2057049.509149 + Penalty 3282.352982 = -2053767.156167 nChanged 17 SP:Iteration 39Q (3477.829896 sec): 3 clusters Score: Raw -2057050.409091 + Penalty 3282.352982 = -2053768.056109 nChanged 16 SP:Iteration 40F (3477.917457 sec): 3 clusters Score: Raw -2057051.058019 + Penalty 3282.352982 = -2053768.705038 nChanged 16 SP:Iteration 41Q (3478.017832 sec): 3 clusters Score: Raw -2057052.048151 + Penalty 3282.352982 = -2053769.695170 nChanged 19 SP:Iteration 42Q (3478.109609 sec): 3 clusters Score: Raw -2057053.247625 + Penalty 3282.352982 = -2053770.894644 nChanged 21 SP:Iteration 43Q (3478.194153 sec): 3 clusters Score: Raw -2057054.699142 + Penalty 3282.352982 = -2053772.346161 nChanged 25 SP:Iteration 44Q (3478.278725 sec): 3 clusters Score: Raw -2057055.987103 + Penalty 3282.352982 = -2053773.634121 nChanged 17 SP:Iteration 45Q (3478.378634 sec): 3 clusters Score: Raw -2057057.150599 + Penalty 3282.352982 = -2053774.797618 nChanged 19 SP:Iteration 46Q (3478.467106 sec): 3 clusters Score: Raw -2057058.159389 + Penalty 3282.352982 = -2053775.806407 nChanged 18 SP:Iteration 47Q (3478.552483 sec): 3 clusters Score: Raw -2057059.106263 + Penalty 3282.352982 = -2053776.753281 nChanged 19 SP:Iteration 48Q (3478.630775 sec): 3 clusters Score: Raw -2057060.219965 + Penalty 3282.352982 = -2053777.866983 nChanged 25 SP:Iteration 49Q (3478.715243 sec): 3 clusters Score: Raw -2057061.763585 + Penalty 3282.352982 = -2053779.410604 nChanged 20 SP:Iteration 50Q (3478.806605 sec): 3 clusters Score: Raw -2057063.024283 + Penalty 3282.352982 = -2053780.671301 nChanged 24 SP:Iteration 51Q (3478.898338 sec): 3 clusters Score: Raw -2057064.747070 + Penalty 3282.352982 = -2053782.394088 nChanged 24 SP:Iteration 52Q (3478.990035 sec): 3 clusters Score: Raw -2057066.594824 + Penalty 3282.352982 = -2053784.241842 nChanged 25 SP:Iteration 53Q (3479.077301 sec): 3 clusters Score: Raw -2057068.187289 + Penalty 3282.352982 = -2053785.834307 nChanged 25 SP:Iteration 54Q (3479.165598 sec): 3 clusters Score: Raw -2057070.259226 + Penalty 3282.352982 = -2053787.906245 nChanged 26 SP:Iteration 55Q (3479.252471 sec): 3 clusters Score: Raw -2057072.532959 + Penalty 3282.352982 = -2053790.179977 nChanged 22 SP:Iteration 56Q (3479.351059 sec): 3 clusters Score: Raw -2057074.621781 + Penalty 3282.352982 = -2053792.268800 nChanged 19 SP:Iteration 57Q (3479.429924 sec): 3 clusters Score: Raw -2057075.872437 + Penalty 3282.352982 = -2053793.519456 nChanged 17 SP:Iteration 58Q (3479.518754 sec): 3 clusters Score: Raw -2057076.954157 + Penalty 3282.352982 = -2053794.601176 nChanged 19 SP:Iteration 59Q (3479.596791 sec): 3 clusters Score: Raw -2057078.057836 + Penalty 3282.352982 = -2053795.704854 nChanged 16 SP:Iteration 60F (3479.686489 sec): 3 clusters Score: Raw -2057079.062226 + Penalty 3282.352982 = -2053796.709245 nChanged 17 SP:Iteration 61Q (3479.772035 sec): 3 clusters Score: Raw -2057080.161857 + Penalty 3282.352982 = -2053797.808876 nChanged 20 SP:Iteration 62Q (3479.862202 sec): 3 clusters Score: Raw -2057081.344218 + Penalty 3282.352982 = -2053798.991236 nChanged 14 SP:Iteration 63Q (3479.954829 sec): 3 clusters Score: Raw -2057082.116372 + Penalty 3282.352982 = -2053799.763391 nChanged 10 SP:Iteration 64Q (3480.040529 sec): 3 clusters Score: Raw -2057082.453583 + Penalty 3282.352982 = -2053800.100601 nChanged 7 SP:Iteration 65Q (3480.127703 sec): 3 clusters Score: Raw -2057082.704693 + Penalty 3282.352982 = -2053800.351711 nChanged 3 SP:Iteration 66Q (3480.217950 sec): 3 clusters Score: Raw -2057082.792582 + Penalty 3282.352982 = -2053800.439600 nChanged 1 SP:Iteration 67Q (3480.306170 sec): 3 clusters Score: Raw -2057082.810104 + Penalty 3282.352982 = -2053800.457122 nChanged 1 SP:Iteration 68Q (3480.392952 sec): 3 clusters Score: Raw -2057082.817270 + Penalty 3282.352982 = -2053800.464288 nChanged 0 SP:Iteration 69F (3480.463032 sec): 3 clusters Score: Raw -2057082.817270 + Penalty 3282.352982 = -2053800.464288 nChanged 0 Trying to split cluster 15 (2892 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3480.495749 sec): 2 clusters Score: Raw -232064.973575 + Penalty 1295.076832 = -230769.896743 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3480.546931 sec): 3 clusters Score: Raw -230702.190012 + Penalty 2590.153665 = -228112.036348 nChanged 1077 SP:Iteration 1F (3480.592928 sec): 3 clusters Score: Raw -231290.109295 + Penalty 2590.153665 = -228699.955631 nChanged 207 SP:Iteration 2F (3480.639621 sec): 3 clusters Score: Raw -231419.071200 + Penalty 2590.153665 = -228828.917535 nChanged 133 SP:Iteration 3Q (3480.699594 sec): 3 clusters Score: Raw -231489.112763 + Penalty 2590.153665 = -228898.959098 nChanged 95 SP:Iteration 4Q (3480.748310 sec): 3 clusters Score: Raw -231536.630140 + Penalty 2590.153665 = -228946.476475 nChanged 68 SP:Iteration 5Q (3480.793097 sec): 3 clusters Score: Raw -231570.383734 + Penalty 2590.153665 = -228980.230070 nChanged 62 SP:Iteration 6Q (3480.856938 sec): 3 clusters Score: Raw -231602.441504 + Penalty 2590.153665 = -229012.287840 nChanged 57 SP:Iteration 7Q (3480.910267 sec): 3 clusters Score: Raw -231627.559544 + Penalty 2590.153665 = -229037.405879 nChanged 54 SP:Iteration 8Q (3480.965140 sec): 3 clusters Score: Raw -231652.531445 + Penalty 2590.153665 = -229062.377780 nChanged 41 SP:Iteration 9Q (3481.010603 sec): 3 clusters Score: Raw -231671.977929 + Penalty 2590.153665 = -229081.824265 nChanged 40 SP:Iteration 10Q (3481.048508 sec): 3 clusters Score: Raw -231688.153545 + Penalty 2590.153665 = -229097.999880 nChanged 24 SP:Iteration 11Q (3481.105677 sec): 3 clusters Score: Raw -231697.753099 + Penalty 2590.153665 = -229107.599435 nChanged 19 SP:Iteration 12Q (3481.159301 sec): 3 clusters Score: Raw -231706.434174 + Penalty 2590.153665 = -229116.280509 nChanged 22 SP:Iteration 13Q (3481.200084 sec): 3 clusters Score: Raw -231718.691622 + Penalty 2590.153665 = -229128.537958 nChanged 23 SP:Iteration 14Q (3481.261199 sec): 3 clusters Score: Raw -231727.863582 + Penalty 2590.153665 = -229137.709918 nChanged 13 SP:Iteration 15Q (3481.314762 sec): 3 clusters Score: Raw -231732.605726 + Penalty 2590.153665 = -229142.452061 nChanged 17 SP:Iteration 16Q (3481.368442 sec): 3 clusters Score: Raw -231739.500255 + Penalty 2590.153665 = -229149.346590 nChanged 13 SP:Iteration 17Q (3481.418327 sec): 3 clusters Score: Raw -231743.321720 + Penalty 2590.153665 = -229153.168056 nChanged 12 SP:Iteration 18Q (3481.453593 sec): 3 clusters Score: Raw -231747.902760 + Penalty 2590.153665 = -229157.749095 nChanged 11 SP:Iteration 19Q (3481.498542 sec): 3 clusters Score: Raw -231750.299225 + Penalty 2590.153665 = -229160.145560 nChanged 5 SP:Iteration 20F (3481.553878 sec): 3 clusters Score: Raw -231752.037761 + Penalty 2590.153665 = -229161.884096 nChanged 8 SP:Iteration 21Q (3481.605382 sec): 3 clusters Score: Raw -231754.789561 + Penalty 2590.153665 = -229164.635897 nChanged 6 SP:Iteration 22Q (3481.663643 sec): 3 clusters Score: Raw -231756.494250 + Penalty 2590.153665 = -229166.340585 nChanged 8 SP:Iteration 23Q (3481.715902 sec): 3 clusters Score: Raw -231758.724930 + Penalty 2590.153665 = -229168.571265 nChanged 4 SP:Iteration 24Q (3481.764687 sec): 3 clusters Score: Raw -231759.861498 + Penalty 2590.153665 = -229169.707834 nChanged 7 SP:Iteration 25Q (3481.802256 sec): 3 clusters Score: Raw -231761.796642 + Penalty 2590.153665 = -229171.642978 nChanged 6 SP:Iteration 26Q (3481.856946 sec): 3 clusters Score: Raw -231764.129434 + Penalty 2590.153665 = -229173.975769 nChanged 8 SP:Iteration 27Q (3481.920247 sec): 3 clusters Score: Raw -231766.442429 + Penalty 2590.153665 = -229176.288764 nChanged 7 SP:Iteration 28Q (3481.970185 sec): 3 clusters Score: Raw -231768.059473 + Penalty 2590.153665 = -229177.905809 nChanged 4 SP:Iteration 29Q (3482.003613 sec): 3 clusters Score: Raw -231768.638999 + Penalty 2590.153665 = -229178.485334 nChanged 1 SP:Iteration 30Q (3482.056241 sec): 3 clusters Score: Raw -231768.927454 + Penalty 2590.153665 = -229178.773789 nChanged 1 SP:Iteration 31Q (3482.105606 sec): 3 clusters Score: Raw -231769.072194 + Penalty 2590.153665 = -229178.918530 nChanged 0 SP:Iteration 32F (3482.154227 sec): 3 clusters Score: Raw -231769.072194 + Penalty 2590.153665 = -229178.918530 nChanged 0 Trying to split cluster 16 (12080 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3482.184142 sec): 2 clusters Score: Raw -900200.942856 + Penalty 1527.387302 = -898673.555554 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3482.258970 sec): 3 clusters Score: Raw -893165.383257 + Penalty 3054.774603 = -890110.608653 nChanged 5314 SP:Iteration 1F (3482.322467 sec): 3 clusters Score: Raw -896043.602410 + Penalty 3054.774603 = -892988.827806 nChanged 584 SP:Iteration 2Q (3482.386615 sec): 3 clusters Score: Raw -896251.478299 + Penalty 3054.774603 = -893196.703695 nChanged 516 SP:Iteration 3Q (3482.460400 sec): 3 clusters Score: Raw -896436.432684 + Penalty 3054.774603 = -893381.658081 nChanged 492 SP:Iteration 4Q (3482.529504 sec): 3 clusters Score: Raw -896624.385301 + Penalty 3054.774603 = -893569.610697 nChanged 535 SP:Iteration 5Q (3482.592238 sec): 3 clusters Score: Raw -896882.050238 + Penalty 3054.774603 = -893827.275635 nChanged 615 SP:Iteration 6F (3482.669385 sec): 3 clusters Score: Raw -897251.943561 + Penalty 3054.774603 = -894197.168958 nChanged 735 SP:Iteration 7F (3482.728427 sec): 3 clusters Score: Raw -897772.060570 + Penalty 3054.774603 = -894717.285967 nChanged 815 SP:Iteration 8F (3482.805125 sec): 3 clusters Score: Raw -898466.158439 + Penalty 3054.774603 = -895411.383836 nChanged 831 SP:Iteration 9F (3482.865372 sec): 3 clusters Score: Raw -899193.629215 + Penalty 3054.774603 = -896138.854612 nChanged 678 SP:Iteration 10F (3482.929568 sec): 3 clusters Score: Raw -899740.415022 + Penalty 3054.774603 = -896685.640419 nChanged 493 SP:Iteration 11Q (3483.004944 sec): 3 clusters Score: Raw -900107.608639 + Penalty 3054.774603 = -897052.834036 nChanged 367 SP:Iteration 12Q (3483.075024 sec): 3 clusters Score: Raw -900401.564767 + Penalty 3054.774603 = -897346.790164 nChanged 277 SP:Iteration 13Q (3483.143082 sec): 3 clusters Score: Raw -900616.002853 + Penalty 3054.774603 = -897561.228250 nChanged 189 SP:Iteration 14Q (3483.196751 sec): 3 clusters Score: Raw -900766.876659 + Penalty 3054.774603 = -897712.102055 nChanged 161 SP:Iteration 15Q (3483.271381 sec): 3 clusters Score: Raw -900883.587511 + Penalty 3054.774603 = -897828.812908 nChanged 115 SP:Iteration 16Q (3483.343250 sec): 3 clusters Score: Raw -900953.056754 + Penalty 3054.774603 = -897898.282151 nChanged 86 SP:Iteration 17Q (3483.407812 sec): 3 clusters Score: Raw -901011.420222 + Penalty 3054.774603 = -897956.645619 nChanged 80 SP:Iteration 18Q (3483.466377 sec): 3 clusters Score: Raw -901061.991323 + Penalty 3054.774603 = -898007.216720 nChanged 71 SP:Iteration 19Q (3483.525044 sec): 3 clusters Score: Raw -901099.844365 + Penalty 3054.774603 = -898045.069762 nChanged 61 SP:Iteration 20F (3483.599734 sec): 3 clusters Score: Raw -901131.796175 + Penalty 3054.774603 = -898077.021572 nChanged 61 SP:Iteration 21Q (3483.658034 sec): 3 clusters Score: Raw -901156.156380 + Penalty 3054.774603 = -898101.381777 nChanged 35 SP:Iteration 22Q (3483.726424 sec): 3 clusters Score: Raw -901168.030535 + Penalty 3054.774603 = -898113.255932 nChanged 20 SP:Iteration 23Q (3483.795265 sec): 3 clusters Score: Raw -901174.586667 + Penalty 3054.774603 = -898119.812064 nChanged 18 SP:Iteration 24Q (3483.854298 sec): 3 clusters Score: Raw -901178.578689 + Penalty 3054.774603 = -898123.804086 nChanged 13 SP:Iteration 25Q (3483.920322 sec): 3 clusters Score: Raw -901181.812775 + Penalty 3054.774603 = -898127.038172 nChanged 11 SP:Iteration 26Q (3483.983385 sec): 3 clusters Score: Raw -901184.223641 + Penalty 3054.774603 = -898129.449038 nChanged 9 SP:Iteration 27Q (3484.038536 sec): 3 clusters Score: Raw -901186.592375 + Penalty 3054.774603 = -898131.817771 nChanged 10 SP:Iteration 28Q (3484.112082 sec): 3 clusters Score: Raw -901189.849623 + Penalty 3054.774603 = -898135.075020 nChanged 12 SP:Iteration 29Q (3484.174506 sec): 3 clusters Score: Raw -901192.300187 + Penalty 3054.774603 = -898137.525584 nChanged 9 SP:Iteration 30Q (3484.240651 sec): 3 clusters Score: Raw -901194.068159 + Penalty 3054.774603 = -898139.293556 nChanged 7 SP:Iteration 31Q (3484.290934 sec): 3 clusters Score: Raw -901194.793475 + Penalty 3054.774603 = -898140.018872 nChanged 1 SP:Iteration 32Q (3484.358826 sec): 3 clusters Score: Raw -901195.086877 + Penalty 3054.774603 = -898140.312274 nChanged 0 SP:Iteration 33F (3484.417305 sec): 3 clusters Score: Raw -901195.086877 + Penalty 3054.774603 = -898140.312274 nChanged 0 Trying to split cluster 17 (52483 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3484.506894 sec): 2 clusters Score: Raw -4331982.208607 + Penalty 1766.089745 = -4330216.118861 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3484.637904 sec): 3 clusters Score: Raw -4298617.230445 + Penalty 3532.179491 = -4295085.050954 nChanged 24823 SP:Iteration 1F (3484.771837 sec): 3 clusters Score: Raw -4312841.673774 + Penalty 3532.179491 = -4309309.494284 nChanged 2312 SP:Iteration 2Q (3484.900396 sec): 3 clusters Score: Raw -4313668.565766 + Penalty 3532.179491 = -4310136.386275 nChanged 2434 SP:Iteration 3Q (3485.045625 sec): 3 clusters Score: Raw -4314793.810666 + Penalty 3532.179491 = -4311261.631175 nChanged 2748 SP:Iteration 4F (3485.153772 sec): 3 clusters Score: Raw -4316346.069169 + Penalty 3532.179491 = -4312813.889678 nChanged 3066 SP:Iteration 5F (3485.286235 sec): 3 clusters Score: Raw -4318247.600598 + Penalty 3532.179491 = -4314715.421107 nChanged 3135 SP:Iteration 6F (3485.411915 sec): 3 clusters Score: Raw -4320263.709482 + Penalty 3532.179491 = -4316731.529991 nChanged 3055 SP:Iteration 7F (3485.539931 sec): 3 clusters Score: Raw -4322182.317991 + Penalty 3532.179491 = -4318650.138501 nChanged 2726 SP:Iteration 8F (3485.670178 sec): 3 clusters Score: Raw -4323858.466278 + Penalty 3532.179491 = -4320326.286787 nChanged 2405 SP:Iteration 9Q (3485.808167 sec): 3 clusters Score: Raw -4325255.389540 + Penalty 3532.179491 = -4321723.210049 nChanged 2031 SP:Iteration 10Q (3485.945547 sec): 3 clusters Score: Raw -4326370.868282 + Penalty 3532.179491 = -4322838.688792 nChanged 1726 SP:Iteration 11Q (3486.078429 sec): 3 clusters Score: Raw -4327303.417654 + Penalty 3532.179491 = -4323771.238163 nChanged 1500 SP:Iteration 12Q (3486.204224 sec): 3 clusters Score: Raw -4328141.963368 + Penalty 3532.179491 = -4324609.783878 nChanged 1336 SP:Iteration 13Q (3486.333254 sec): 3 clusters Score: Raw -4328873.492527 + Penalty 3532.179491 = -4325341.313037 nChanged 1170 SP:Iteration 14Q (3486.449324 sec): 3 clusters Score: Raw -4329507.741931 + Penalty 3532.179491 = -4325975.562441 nChanged 1010 SP:Iteration 15Q (3486.566909 sec): 3 clusters Score: Raw -4330049.386738 + Penalty 3532.179491 = -4326517.207247 nChanged 838 SP:Iteration 16Q (3486.688629 sec): 3 clusters Score: Raw -4330469.822065 + Penalty 3532.179491 = -4326937.642574 nChanged 729 SP:Iteration 17Q (3486.823752 sec): 3 clusters Score: Raw -4330845.782073 + Penalty 3532.179491 = -4327313.602582 nChanged 603 SP:Iteration 18Q (3486.946395 sec): 3 clusters Score: Raw -4331164.212262 + Penalty 3532.179491 = -4327632.032771 nChanged 541 SP:Iteration 19Q (3487.059332 sec): 3 clusters Score: Raw -4331460.801200 + Penalty 3532.179491 = -4327928.621709 nChanged 439 SP:Iteration 20F (3487.200521 sec): 3 clusters Score: Raw -4331700.685909 + Penalty 3532.179491 = -4328168.506418 nChanged 351 SP:Iteration 21Q (3487.321498 sec): 3 clusters Score: Raw -4331883.269094 + Penalty 3532.179491 = -4328351.089603 nChanged 258 SP:Iteration 22Q (3487.446135 sec): 3 clusters Score: Raw -4331999.658150 + Penalty 3532.179491 = -4328467.478659 nChanged 211 SP:Iteration 23Q (3487.566997 sec): 3 clusters Score: Raw -4332087.868375 + Penalty 3532.179491 = -4328555.688884 nChanged 159 SP:Iteration 24Q (3487.690374 sec): 3 clusters Score: Raw -4332147.145592 + Penalty 3532.179491 = -4328614.966101 nChanged 128 SP:Iteration 25Q (3487.815802 sec): 3 clusters Score: Raw -4332194.156866 + Penalty 3532.179491 = -4328661.977375 nChanged 116 SP:Iteration 26Q (3487.924279 sec): 3 clusters Score: Raw -4332237.115161 + Penalty 3532.179491 = -4328704.935671 nChanged 96 SP:Iteration 27Q (3488.046913 sec): 3 clusters Score: Raw -4332266.592664 + Penalty 3532.179491 = -4328734.413173 nChanged 101 SP:Iteration 28Q (3488.166870 sec): 3 clusters Score: Raw -4332293.845146 + Penalty 3532.179491 = -4328761.665655 nChanged 87 SP:Iteration 29Q (3488.277572 sec): 3 clusters Score: Raw -4332319.347048 + Penalty 3532.179491 = -4328787.167557 nChanged 77 SP:Iteration 30Q (3488.402074 sec): 3 clusters Score: Raw -4332342.319000 + Penalty 3532.179491 = -4328810.139509 nChanged 66 SP:Iteration 31Q (3488.517858 sec): 3 clusters Score: Raw -4332364.722296 + Penalty 3532.179491 = -4328832.542805 nChanged 64 SP:Iteration 32Q (3488.634901 sec): 3 clusters Score: Raw -4332385.498945 + Penalty 3532.179491 = -4328853.319454 nChanged 67 SP:Iteration 33Q (3488.745216 sec): 3 clusters Score: Raw -4332410.974283 + Penalty 3532.179491 = -4328878.794792 nChanged 65 SP:Iteration 34Q (3488.852807 sec): 3 clusters Score: Raw -4332434.576324 + Penalty 3532.179491 = -4328902.396833 nChanged 63 SP:Iteration 35Q (3488.971451 sec): 3 clusters Score: Raw -4332456.428017 + Penalty 3532.179491 = -4328924.248526 nChanged 56 SP:Iteration 36Q (3489.085551 sec): 3 clusters Score: Raw -4332475.016692 + Penalty 3532.179491 = -4328942.837201 nChanged 45 SP:Iteration 37Q (3489.201789 sec): 3 clusters Score: Raw -4332488.752701 + Penalty 3532.179491 = -4328956.573210 nChanged 50 SP:Iteration 38Q (3489.327863 sec): 3 clusters Score: Raw -4332505.669981 + Penalty 3532.179491 = -4328973.490491 nChanged 47 SP:Iteration 39Q (3489.451001 sec): 3 clusters Score: Raw -4332523.104513 + Penalty 3532.179491 = -4328990.925023 nChanged 53 SP:Iteration 40F (3489.588522 sec): 3 clusters Score: Raw -4332541.889929 + Penalty 3532.179491 = -4329009.710438 nChanged 44 SP:Iteration 41Q (3489.708312 sec): 3 clusters Score: Raw -4332556.449286 + Penalty 3532.179491 = -4329024.269795 nChanged 43 SP:Iteration 42Q (3489.821404 sec): 3 clusters Score: Raw -4332570.395335 + Penalty 3532.179491 = -4329038.215844 nChanged 43 SP:Iteration 43Q (3489.948551 sec): 3 clusters Score: Raw -4332586.523291 + Penalty 3532.179491 = -4329054.343800 nChanged 42 SP:Iteration 44Q (3490.065973 sec): 3 clusters Score: Raw -4332599.051312 + Penalty 3532.179491 = -4329066.871822 nChanged 25 SP:Iteration 45Q (3490.178583 sec): 3 clusters Score: Raw -4332605.722039 + Penalty 3532.179491 = -4329073.542548 nChanged 18 SP:Iteration 46Q (3490.289889 sec): 3 clusters Score: Raw -4332609.215127 + Penalty 3532.179491 = -4329077.035636 nChanged 15 SP:Iteration 47Q (3490.406195 sec): 3 clusters Score: Raw -4332613.042810 + Penalty 3532.179491 = -4329080.863319 nChanged 18 SP:Iteration 48Q (3490.521612 sec): 3 clusters Score: Raw -4332617.382011 + Penalty 3532.179491 = -4329085.202520 nChanged 21 SP:Iteration 49Q (3490.636873 sec): 3 clusters Score: Raw -4332623.724860 + Penalty 3532.179491 = -4329091.545370 nChanged 25 SP:Iteration 50Q (3490.752093 sec): 3 clusters Score: Raw -4332630.923636 + Penalty 3532.179491 = -4329098.744145 nChanged 24 SP:Iteration 51Q (3490.867562 sec): 3 clusters Score: Raw -4332637.571060 + Penalty 3532.179491 = -4329105.391569 nChanged 23 SP:Iteration 52Q (3490.979874 sec): 3 clusters Score: Raw -4332641.870197 + Penalty 3532.179491 = -4329109.690706 nChanged 19 SP:Iteration 53Q (3491.090296 sec): 3 clusters Score: Raw -4332646.561916 + Penalty 3532.179491 = -4329114.382426 nChanged 16 SP:Iteration 54Q (3491.207177 sec): 3 clusters Score: Raw -4332650.730085 + Penalty 3532.179491 = -4329118.550594 nChanged 14 SP:Iteration 55Q (3491.324581 sec): 3 clusters Score: Raw -4332653.739862 + Penalty 3532.179491 = -4329121.560371 nChanged 10 SP:Iteration 56Q (3491.443963 sec): 3 clusters Score: Raw -4332655.701382 + Penalty 3532.179491 = -4329123.521892 nChanged 14 SP:Iteration 57Q (3491.547302 sec): 3 clusters Score: Raw -4332658.107363 + Penalty 3532.179491 = -4329125.927873 nChanged 13 SP:Iteration 58Q (3491.657507 sec): 3 clusters Score: Raw -4332660.059676 + Penalty 3532.179491 = -4329127.880185 nChanged 8 SP:Iteration 59Q (3491.767520 sec): 3 clusters Score: Raw -4332661.514189 + Penalty 3532.179491 = -4329129.334698 nChanged 10 SP:Iteration 60F (3491.892437 sec): 3 clusters Score: Raw -4332663.195457 + Penalty 3532.179491 = -4329131.015966 nChanged 11 SP:Iteration 61Q (3492.012518 sec): 3 clusters Score: Raw -4332665.128513 + Penalty 3532.179491 = -4329132.949022 nChanged 9 SP:Iteration 62Q (3492.123302 sec): 3 clusters Score: Raw -4332666.773645 + Penalty 3532.179491 = -4329134.594154 nChanged 12 SP:Iteration 63Q (3492.251998 sec): 3 clusters Score: Raw -4332669.667802 + Penalty 3532.179491 = -4329137.488311 nChanged 17 SP:Iteration 64Q (3492.360986 sec): 3 clusters Score: Raw -4332673.528664 + Penalty 3532.179491 = -4329141.349173 nChanged 15 SP:Iteration 65Q (3492.480086 sec): 3 clusters Score: Raw -4332677.778996 + Penalty 3532.179491 = -4329145.599506 nChanged 16 SP:Iteration 66Q (3492.594745 sec): 3 clusters Score: Raw -4332681.716694 + Penalty 3532.179491 = -4329149.537204 nChanged 17 SP:Iteration 67Q (3492.714082 sec): 3 clusters Score: Raw -4332685.300792 + Penalty 3532.179491 = -4329153.121301 nChanged 13 SP:Iteration 68Q (3492.832129 sec): 3 clusters Score: Raw -4332688.675616 + Penalty 3532.179491 = -4329156.496126 nChanged 14 SP:Iteration 69Q (3492.942058 sec): 3 clusters Score: Raw -4332691.604506 + Penalty 3532.179491 = -4329159.425015 nChanged 21 SP:Iteration 70Q (3493.062376 sec): 3 clusters Score: Raw -4332697.015890 + Penalty 3532.179491 = -4329164.836400 nChanged 23 SP:Iteration 71Q (3493.168044 sec): 3 clusters Score: Raw -4332701.795709 + Penalty 3532.179491 = -4329169.616218 nChanged 20 SP:Iteration 72Q (3493.277707 sec): 3 clusters Score: Raw -4332707.660978 + Penalty 3532.179491 = -4329175.481487 nChanged 30 SP:Iteration 73Q (3493.401667 sec): 3 clusters Score: Raw -4332715.246221 + Penalty 3532.179491 = -4329183.066730 nChanged 29 SP:Iteration 74Q (3493.514867 sec): 3 clusters Score: Raw -4332722.534729 + Penalty 3532.179491 = -4329190.355238 nChanged 28 SP:Iteration 75Q (3493.635934 sec): 3 clusters Score: Raw -4332730.712470 + Penalty 3532.179491 = -4329198.532979 nChanged 36 SP:Iteration 76Q (3493.758629 sec): 3 clusters Score: Raw -4332738.530660 + Penalty 3532.179491 = -4329206.351169 nChanged 22 SP:Iteration 77Q (3493.872228 sec): 3 clusters Score: Raw -4332744.771421 + Penalty 3532.179491 = -4329212.591930 nChanged 32 SP:Iteration 78Q (3493.981080 sec): 3 clusters Score: Raw -4332752.619628 + Penalty 3532.179491 = -4329220.440137 nChanged 27 SP:Iteration 79Q (3494.107470 sec): 3 clusters Score: Raw -4332758.973193 + Penalty 3532.179491 = -4329226.793702 nChanged 17 SP:Iteration 80F (3494.242646 sec): 3 clusters Score: Raw -4332761.949433 + Penalty 3532.179491 = -4329229.769942 nChanged 14 SP:Iteration 81Q (3494.362303 sec): 3 clusters Score: Raw -4332765.000742 + Penalty 3532.179491 = -4329232.821251 nChanged 14 SP:Iteration 82Q (3494.474406 sec): 3 clusters Score: Raw -4332767.844495 + Penalty 3532.179491 = -4329235.665004 nChanged 13 SP:Iteration 83Q (3494.594000 sec): 3 clusters Score: Raw -4332770.784216 + Penalty 3532.179491 = -4329238.604726 nChanged 24 SP:Iteration 84Q (3494.701504 sec): 3 clusters Score: Raw -4332775.609092 + Penalty 3532.179491 = -4329243.429601 nChanged 20 SP:Iteration 85Q (3494.821569 sec): 3 clusters Score: Raw -4332779.626534 + Penalty 3532.179491 = -4329247.447043 nChanged 23 SP:Iteration 86Q (3494.935805 sec): 3 clusters Score: Raw -4332784.071155 + Penalty 3532.179491 = -4329251.891664 nChanged 18 SP:Iteration 87Q (3495.037332 sec): 3 clusters Score: Raw -4332788.100094 + Penalty 3532.179491 = -4329255.920603 nChanged 24 SP:Iteration 88Q (3495.148132 sec): 3 clusters Score: Raw -4332793.886036 + Penalty 3532.179491 = -4329261.706545 nChanged 34 SP:Iteration 89Q (3495.256372 sec): 3 clusters Score: Raw -4332800.530289 + Penalty 3532.179491 = -4329268.350798 nChanged 20 SP:Iteration 90Q (3495.368341 sec): 3 clusters Score: Raw -4332804.945810 + Penalty 3532.179491 = -4329272.766319 nChanged 18 SP:Iteration 91Q (3495.488836 sec): 3 clusters Score: Raw -4332808.295813 + Penalty 3532.179491 = -4329276.116322 nChanged 19 SP:Iteration 92Q (3495.604185 sec): 3 clusters Score: Raw -4332812.466597 + Penalty 3532.179491 = -4329280.287106 nChanged 16 SP:Iteration 93Q (3495.715337 sec): 3 clusters Score: Raw -4332815.802269 + Penalty 3532.179491 = -4329283.622778 nChanged 18 SP:Iteration 94Q (3495.831065 sec): 3 clusters Score: Raw -4332819.280225 + Penalty 3532.179491 = -4329287.100735 nChanged 16 SP:Iteration 95Q (3495.946734 sec): 3 clusters Score: Raw -4332823.687209 + Penalty 3532.179491 = -4329291.507719 nChanged 20 SP:Iteration 96Q (3496.048591 sec): 3 clusters Score: Raw -4332828.139829 + Penalty 3532.179491 = -4329295.960339 nChanged 21 SP:Iteration 97Q (3496.169673 sec): 3 clusters Score: Raw -4332832.417660 + Penalty 3532.179491 = -4329300.238169 nChanged 18 SP:Iteration 98Q (3496.288664 sec): 3 clusters Score: Raw -4332835.139033 + Penalty 3532.179491 = -4329302.959542 nChanged 9 SP:Iteration 99Q (3496.403113 sec): 3 clusters Score: Raw -4332836.695832 + Penalty 3532.179491 = -4329304.516341 nChanged 8 SP:Iteration 100F (3496.532460 sec): 3 clusters Score: Raw -4332837.826211 + Penalty 3532.179491 = -4329305.646721 nChanged 8 SP:Iteration 101Q (3496.652520 sec): 3 clusters Score: Raw -4332838.916930 + Penalty 3532.179491 = -4329306.737440 nChanged 5 SP:Iteration 102Q (3496.755032 sec): 3 clusters Score: Raw -4332839.672589 + Penalty 3532.179491 = -4329307.493098 nChanged 6 SP:Iteration 103Q (3496.870166 sec): 3 clusters Score: Raw -4332840.807214 + Penalty 3532.179491 = -4329308.627723 nChanged 7 SP:Iteration 104Q (3496.990863 sec): 3 clusters Score: Raw -4332842.130564 + Penalty 3532.179491 = -4329309.951073 nChanged 11 SP:Iteration 105Q (3497.107796 sec): 3 clusters Score: Raw -4332844.397805 + Penalty 3532.179491 = -4329312.218315 nChanged 16 SP:Iteration 106Q (3497.209945 sec): 3 clusters Score: Raw -4332847.259272 + Penalty 3532.179491 = -4329315.079782 nChanged 9 SP:Iteration 107Q (3497.324796 sec): 3 clusters Score: Raw -4332849.267598 + Penalty 3532.179491 = -4329317.088107 nChanged 12 SP:Iteration 108Q (3497.432739 sec): 3 clusters Score: Raw -4332851.334559 + Penalty 3532.179491 = -4329319.155068 nChanged 9 SP:Iteration 109Q (3497.545295 sec): 3 clusters Score: Raw -4332852.461109 + Penalty 3532.179491 = -4329320.281618 nChanged 6 SP:Iteration 110Q (3497.656374 sec): 3 clusters Score: Raw -4332853.678459 + Penalty 3532.179491 = -4329321.498969 nChanged 9 SP:Iteration 111Q (3497.765630 sec): 3 clusters Score: Raw -4332855.440489 + Penalty 3532.179491 = -4329323.260998 nChanged 9 SP:Iteration 112Q (3497.889721 sec): 3 clusters Score: Raw -4332856.754354 + Penalty 3532.179491 = -4329324.574864 nChanged 6 SP:Iteration 113Q (3498.000686 sec): 3 clusters Score: Raw -4332857.957272 + Penalty 3532.179491 = -4329325.777781 nChanged 4 SP:Iteration 114Q (3498.124283 sec): 3 clusters Score: Raw -4332858.584498 + Penalty 3532.179491 = -4329326.405007 nChanged 5 SP:Iteration 115Q (3498.240405 sec): 3 clusters Score: Raw -4332859.268356 + Penalty 3532.179491 = -4329327.088866 nChanged 4 SP:Iteration 116Q (3498.359263 sec): 3 clusters Score: Raw -4332860.205705 + Penalty 3532.179491 = -4329328.026214 nChanged 6 SP:Iteration 117Q (3498.475238 sec): 3 clusters Score: Raw -4332861.484466 + Penalty 3532.179491 = -4329329.304975 nChanged 10 SP:Iteration 118Q (3498.586436 sec): 3 clusters Score: Raw -4332863.231613 + Penalty 3532.179491 = -4329331.052122 nChanged 8 SP:Iteration 119Q (3498.693503 sec): 3 clusters Score: Raw -4332864.529414 + Penalty 3532.179491 = -4329332.349924 nChanged 7 SP:Iteration 120F (3498.825921 sec): 3 clusters Score: Raw -4332865.865097 + Penalty 3532.179491 = -4329333.685606 nChanged 8 SP:Iteration 121Q (3498.943961 sec): 3 clusters Score: Raw -4332867.733438 + Penalty 3532.179491 = -4329335.553947 nChanged 10 SP:Iteration 122Q (3499.059305 sec): 3 clusters Score: Raw -4332870.107694 + Penalty 3532.179491 = -4329337.928204 nChanged 11 SP:Iteration 123Q (3499.178615 sec): 3 clusters Score: Raw -4332871.870803 + Penalty 3532.179491 = -4329339.691312 nChanged 11 SP:Iteration 124Q (3499.295479 sec): 3 clusters Score: Raw -4332873.615526 + Penalty 3532.179491 = -4329341.436036 nChanged 16 SP:Iteration 125Q (3499.403566 sec): 3 clusters Score: Raw -4332876.224959 + Penalty 3532.179491 = -4329344.045468 nChanged 13 SP:Iteration 126Q (3499.515628 sec): 3 clusters Score: Raw -4332878.248062 + Penalty 3532.179491 = -4329346.068571 nChanged 13 SP:Iteration 127Q (3499.631507 sec): 3 clusters Score: Raw -4332880.572037 + Penalty 3532.179491 = -4329348.392547 nChanged 16 SP:Iteration 128Q (3499.740135 sec): 3 clusters Score: Raw -4332883.493632 + Penalty 3532.179491 = -4329351.314141 nChanged 20 SP:Iteration 129Q (3499.863829 sec): 3 clusters Score: Raw -4332887.312066 + Penalty 3532.179491 = -4329355.132575 nChanged 17 SP:Iteration 130Q (3499.977086 sec): 3 clusters Score: Raw -4332890.826780 + Penalty 3532.179491 = -4329358.647289 nChanged 22 SP:Iteration 131Q (3500.092373 sec): 3 clusters Score: Raw -4332895.447533 + Penalty 3532.179491 = -4329363.268042 nChanged 19 SP:Iteration 132Q (3500.208613 sec): 3 clusters Score: Raw -4332898.341878 + Penalty 3532.179491 = -4329366.162388 nChanged 16 SP:Iteration 133Q (3500.329118 sec): 3 clusters Score: Raw -4332901.747165 + Penalty 3532.179491 = -4329369.567675 nChanged 20 SP:Iteration 134Q (3500.438758 sec): 3 clusters Score: Raw -4332905.702592 + Penalty 3532.179491 = -4329373.523101 nChanged 21 SP:Iteration 135Q (3500.546928 sec): 3 clusters Score: Raw -4332909.944998 + Penalty 3532.179491 = -4329377.765507 nChanged 23 SP:Iteration 136Q (3500.661167 sec): 3 clusters Score: Raw -4332913.576786 + Penalty 3532.179491 = -4329381.397295 nChanged 22 SP:Iteration 137Q (3500.777430 sec): 3 clusters Score: Raw -4332918.455194 + Penalty 3532.179491 = -4329386.275703 nChanged 28 SP:Iteration 138Q (3500.898720 sec): 3 clusters Score: Raw -4332923.652887 + Penalty 3532.179491 = -4329391.473396 nChanged 24 SP:Iteration 139Q (3501.009446 sec): 3 clusters Score: Raw -4332928.296535 + Penalty 3532.179491 = -4329396.117044 nChanged 22 SP:Iteration 140F (3501.156337 sec): 3 clusters Score: Raw -4332931.913802 + Penalty 3532.179491 = -4329399.734311 nChanged 23 SP:Iteration 141Q (3501.273091 sec): 3 clusters Score: Raw -4332935.723805 + Penalty 3532.179491 = -4329403.544315 nChanged 20 SP:Iteration 142Q (3501.392942 sec): 3 clusters Score: Raw -4332939.769595 + Penalty 3532.179491 = -4329407.590104 nChanged 18 SP:Iteration 143Q (3501.511689 sec): 3 clusters Score: Raw -4332943.077864 + Penalty 3532.179491 = -4329410.898373 nChanged 20 SP:Iteration 144Q (3501.628617 sec): 3 clusters Score: Raw -4332946.999650 + Penalty 3532.179491 = -4329414.820159 nChanged 18 SP:Iteration 145Q (3501.739323 sec): 3 clusters Score: Raw -4332950.025433 + Penalty 3532.179491 = -4329417.845943 nChanged 12 SP:Iteration 146Q (3501.850422 sec): 3 clusters Score: Raw -4332951.332631 + Penalty 3532.179491 = -4329419.153140 nChanged 7 SP:Iteration 147Q (3501.964836 sec): 3 clusters Score: Raw -4332953.288840 + Penalty 3532.179491 = -4329421.109349 nChanged 12 SP:Iteration 148Q (3502.084492 sec): 3 clusters Score: Raw -4332955.583798 + Penalty 3532.179491 = -4329423.404307 nChanged 5 SP:Iteration 149Q (3502.204914 sec): 3 clusters Score: Raw -4332956.191977 + Penalty 3532.179491 = -4329424.012486 nChanged 4 SP:Iteration 150Q (3502.327031 sec): 3 clusters Score: Raw -4332956.594917 + Penalty 3532.179491 = -4329424.415427 nChanged 3 SP:Iteration 151Q (3502.432568 sec): 3 clusters Score: Raw -4332956.984830 + Penalty 3532.179491 = -4329424.805339 nChanged 4 SP:Iteration 152Q (3502.555756 sec): 3 clusters Score: Raw -4332957.614033 + Penalty 3532.179491 = -4329425.434542 nChanged 4 SP:Iteration 153Q (3502.669662 sec): 3 clusters Score: Raw -4332958.115716 + Penalty 3532.179491 = -4329425.936226 nChanged 2 SP:Iteration 154Q (3502.788113 sec): 3 clusters Score: Raw -4332958.400029 + Penalty 3532.179491 = -4329426.220538 nChanged 0 SP:Iteration 155F (3502.917720 sec): 3 clusters Score: Raw -4332958.400029 + Penalty 3532.179491 = -4329426.220538 nChanged 0 Trying to split cluster 18 (4065 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3502.964388 sec): 2 clusters Score: Raw -307330.091410 + Penalty 1350.402466 = -305979.688944 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3503.020495 sec): 3 clusters Score: Raw -305368.078669 + Penalty 2700.804932 = -302667.273737 nChanged 1586 SP:Iteration 1F (3503.076160 sec): 3 clusters Score: Raw -306568.885893 + Penalty 2700.804932 = -303868.080961 nChanged 405 SP:Iteration 2F (3503.132163 sec): 3 clusters Score: Raw -307038.602170 + Penalty 2700.804932 = -304337.797238 nChanged 368 SP:Iteration 3F (3503.187438 sec): 3 clusters Score: Raw -307504.742173 + Penalty 2700.804932 = -304803.937241 nChanged 334 SP:Iteration 4F (3503.228804 sec): 3 clusters Score: Raw -307967.356224 + Penalty 2700.804932 = -305266.551292 nChanged 286 SP:Iteration 5F (3503.292408 sec): 3 clusters Score: Raw -308343.681454 + Penalty 2700.804932 = -305642.876522 nChanged 245 SP:Iteration 6F (3503.335373 sec): 3 clusters Score: Raw -308662.718953 + Penalty 2700.804932 = -305961.914021 nChanged 176 SP:Iteration 7Q (3503.398337 sec): 3 clusters Score: Raw -308898.565402 + Penalty 2700.804932 = -306197.760470 nChanged 125 SP:Iteration 8Q (3503.455677 sec): 3 clusters Score: Raw -309065.392135 + Penalty 2700.804932 = -306364.587203 nChanged 84 SP:Iteration 9Q (3503.499690 sec): 3 clusters Score: Raw -309183.484868 + Penalty 2700.804932 = -306482.679936 nChanged 74 SP:Iteration 10Q (3503.562728 sec): 3 clusters Score: Raw -309310.568066 + Penalty 2700.804932 = -306609.763133 nChanged 69 SP:Iteration 11Q (3503.608051 sec): 3 clusters Score: Raw -309434.372523 + Penalty 2700.804932 = -306733.567591 nChanged 86 SP:Iteration 12Q (3503.673578 sec): 3 clusters Score: Raw -309594.578497 + Penalty 2700.804932 = -306893.773564 nChanged 93 SP:Iteration 13Q (3503.722770 sec): 3 clusters Score: Raw -309721.746257 + Penalty 2700.804932 = -307020.941325 nChanged 81 SP:Iteration 14Q (3503.775017 sec): 3 clusters Score: Raw -309832.172811 + Penalty 2700.804932 = -307131.367879 nChanged 60 SP:Iteration 15Q (3503.828608 sec): 3 clusters Score: Raw -309908.177112 + Penalty 2700.804932 = -307207.372180 nChanged 50 SP:Iteration 16Q (3503.870845 sec): 3 clusters Score: Raw -309959.117765 + Penalty 2700.804932 = -307258.312833 nChanged 31 SP:Iteration 17Q (3503.919625 sec): 3 clusters Score: Raw -309976.966416 + Penalty 2700.804932 = -307276.161484 nChanged 16 SP:Iteration 18Q (3503.979724 sec): 3 clusters Score: Raw -309985.056150 + Penalty 2700.804932 = -307284.251218 nChanged 7 SP:Iteration 19Q (3504.021358 sec): 3 clusters Score: Raw -309987.466728 + Penalty 2700.804932 = -307286.661796 nChanged 3 SP:Iteration 20F (3504.081238 sec): 3 clusters Score: Raw -309988.889710 + Penalty 2700.804932 = -307288.084777 nChanged 4 SP:Iteration 21Q (3504.128943 sec): 3 clusters Score: Raw -309990.360631 + Penalty 2700.804932 = -307289.555699 nChanged 6 SP:Iteration 22Q (3504.170812 sec): 3 clusters Score: Raw -309992.183705 + Penalty 2700.804932 = -307291.378773 nChanged 3 SP:Iteration 23Q (3504.219720 sec): 3 clusters Score: Raw -309992.829109 + Penalty 2700.804932 = -307292.024177 nChanged 3 SP:Iteration 24Q (3504.256529 sec): 3 clusters Score: Raw -309993.558424 + Penalty 2700.804932 = -307292.753491 nChanged 1 SP:Iteration 25Q (3504.318691 sec): 3 clusters Score: Raw -309993.840909 + Penalty 2700.804932 = -307293.035976 nChanged 0 SP:Iteration 26F (3504.368786 sec): 3 clusters Score: Raw -309993.840909 + Penalty 2700.804932 = -307293.035976 nChanged 0 Score: Raw -49108159.241298 + Penalty 75899.639702 = -49032259.601596 Splitting cluster 18 changes total score from -49026327.785767 to -49032259.601596 So it's getting split into cluster 35. Trying to split cluster 19 (4379 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3518.557895 sec): 2 clusters Score: Raw -325718.467530 + Penalty 1362.493546 = -324355.973984 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3518.607253 sec): 3 clusters Score: Raw -323592.844198 + Penalty 2724.987092 = -320867.857106 nChanged 1754 SP:Iteration 1F (3518.653231 sec): 3 clusters Score: Raw -325041.922371 + Penalty 2724.987092 = -322316.935280 nChanged 498 SP:Iteration 2F (3518.708969 sec): 3 clusters Score: Raw -325856.764599 + Penalty 2724.987092 = -323131.777508 nChanged 439 SP:Iteration 3F (3518.761247 sec): 3 clusters Score: Raw -326507.470590 + Penalty 2724.987092 = -323782.483498 nChanged 328 SP:Iteration 4F (3518.808015 sec): 3 clusters Score: Raw -326835.052416 + Penalty 2724.987092 = -324110.065325 nChanged 197 SP:Iteration 5Q (3518.862000 sec): 3 clusters Score: Raw -326988.031703 + Penalty 2724.987092 = -324263.044611 nChanged 114 SP:Iteration 6Q (3518.913195 sec): 3 clusters Score: Raw -327064.328231 + Penalty 2724.987092 = -324339.341140 nChanged 75 SP:Iteration 7Q (3518.965780 sec): 3 clusters Score: Raw -327109.438450 + Penalty 2724.987092 = -324384.451359 nChanged 50 SP:Iteration 8Q (3519.020553 sec): 3 clusters Score: Raw -327133.948284 + Penalty 2724.987092 = -324408.961193 nChanged 28 SP:Iteration 9Q (3519.068361 sec): 3 clusters Score: Raw -327188.425540 + Penalty 2724.987092 = -324463.438448 nChanged 35 SP:Iteration 10Q (3519.106681 sec): 3 clusters Score: Raw -327268.661593 + Penalty 2724.987092 = -324543.674501 nChanged 39 SP:Iteration 11Q (3519.156164 sec): 3 clusters Score: Raw -327341.685954 + Penalty 2724.987092 = -324616.698862 nChanged 50 SP:Iteration 12Q (3519.206283 sec): 3 clusters Score: Raw -327410.532693 + Penalty 2724.987092 = -324685.545602 nChanged 33 SP:Iteration 13Q (3519.246356 sec): 3 clusters Score: Raw -327444.842910 + Penalty 2724.987092 = -324719.855819 nChanged 19 SP:Iteration 14Q (3519.298010 sec): 3 clusters Score: Raw -327480.458986 + Penalty 2724.987092 = -324755.471895 nChanged 27 SP:Iteration 15Q (3519.351270 sec): 3 clusters Score: Raw -327519.136784 + Penalty 2724.987092 = -324794.149692 nChanged 29 SP:Iteration 16Q (3519.390564 sec): 3 clusters Score: Raw -327548.687611 + Penalty 2724.987092 = -324823.700519 nChanged 25 SP:Iteration 17Q (3519.446765 sec): 3 clusters Score: Raw -327566.747779 + Penalty 2724.987092 = -324841.760687 nChanged 26 SP:Iteration 18Q (3519.501941 sec): 3 clusters Score: Raw -327584.287107 + Penalty 2724.987092 = -324859.300015 nChanged 14 SP:Iteration 19Q (3519.540339 sec): 3 clusters Score: Raw -327590.055341 + Penalty 2724.987092 = -324865.068250 nChanged 6 SP:Iteration 20F (3519.586416 sec): 3 clusters Score: Raw -327592.393985 + Penalty 2724.987092 = -324867.406893 nChanged 5 SP:Iteration 21Q (3519.636949 sec): 3 clusters Score: Raw -327594.048497 + Penalty 2724.987092 = -324869.061405 nChanged 4 SP:Iteration 22Q (3519.681505 sec): 3 clusters Score: Raw -327595.547651 + Penalty 2724.987092 = -324870.560559 nChanged 7 SP:Iteration 23Q (3519.713813 sec): 3 clusters Score: Raw -327597.397832 + Penalty 2724.987092 = -324872.410740 nChanged 1 SP:Iteration 24Q (3519.762827 sec): 3 clusters Score: Raw -327597.682314 + Penalty 2724.987092 = -324872.695222 nChanged 0 SP:Iteration 25F (3519.805444 sec): 3 clusters Score: Raw -327597.682314 + Penalty 2724.987092 = -324872.695222 nChanged 0 Score: Raw -49110038.456082 + Penalty 78068.200836 = -49031970.255246 Splitting cluster 19 changes total score from -49026327.785767 to -49031970.255246 So it's getting split into cluster 36. Trying to split cluster 20 (2289 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3534.539977 sec): 2 clusters Score: Raw -183193.588429 + Penalty 1257.078927 = -181936.509502 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3534.593846 sec): 3 clusters Score: Raw -182203.558321 + Penalty 2514.157854 = -179689.400467 nChanged 808 SP:Iteration 1F (3534.635690 sec): 3 clusters Score: Raw -182688.853445 + Penalty 2514.157854 = -180174.695591 nChanged 169 SP:Iteration 2F (3534.699668 sec): 3 clusters Score: Raw -182806.794357 + Penalty 2514.157854 = -180292.636503 nChanged 102 SP:Iteration 3Q (3534.749417 sec): 3 clusters Score: Raw -182867.014984 + Penalty 2514.157854 = -180352.857130 nChanged 65 SP:Iteration 4Q (3534.802911 sec): 3 clusters Score: Raw -182899.343932 + Penalty 2514.157854 = -180385.186078 nChanged 39 SP:Iteration 5Q (3534.859122 sec): 3 clusters Score: Raw -182917.427885 + Penalty 2514.157854 = -180403.270031 nChanged 33 SP:Iteration 6Q (3534.898497 sec): 3 clusters Score: Raw -182933.615974 + Penalty 2514.157854 = -180419.458120 nChanged 27 SP:Iteration 7Q (3534.948882 sec): 3 clusters Score: Raw -182945.285549 + Penalty 2514.157854 = -180431.127695 nChanged 24 SP:Iteration 8Q (3535.002348 sec): 3 clusters Score: Raw -182955.489490 + Penalty 2514.157854 = -180441.331636 nChanged 17 SP:Iteration 9Q (3535.061919 sec): 3 clusters Score: Raw -182961.868467 + Penalty 2514.157854 = -180447.710613 nChanged 11 SP:Iteration 10Q (3535.102458 sec): 3 clusters Score: Raw -182965.701026 + Penalty 2514.157854 = -180451.543172 nChanged 9 SP:Iteration 11Q (3535.166784 sec): 3 clusters Score: Raw -182970.059205 + Penalty 2514.157854 = -180455.901351 nChanged 14 SP:Iteration 12Q (3535.216923 sec): 3 clusters Score: Raw -182974.994776 + Penalty 2514.157854 = -180460.836922 nChanged 7 SP:Iteration 13Q (3535.269446 sec): 3 clusters Score: Raw -182977.393690 + Penalty 2514.157854 = -180463.235836 nChanged 7 SP:Iteration 14Q (3535.308220 sec): 3 clusters Score: Raw -182980.796046 + Penalty 2514.157854 = -180466.638192 nChanged 8 SP:Iteration 15Q (3535.358067 sec): 3 clusters Score: Raw -182983.991295 + Penalty 2514.157854 = -180469.833441 nChanged 7 SP:Iteration 16Q (3535.409634 sec): 3 clusters Score: Raw -182986.463798 + Penalty 2514.157854 = -180472.305944 nChanged 9 SP:Iteration 17Q (3535.453953 sec): 3 clusters Score: Raw -182989.359166 + Penalty 2514.157854 = -180475.201312 nChanged 8 SP:Iteration 18Q (3535.500299 sec): 3 clusters Score: Raw -182992.679784 + Penalty 2514.157854 = -180478.521930 nChanged 7 SP:Iteration 19Q (3535.549133 sec): 3 clusters Score: Raw -182995.027660 + Penalty 2514.157854 = -180480.869806 nChanged 7 SP:Iteration 20F (3535.606578 sec): 3 clusters Score: Raw -182997.974368 + Penalty 2514.157854 = -180483.816514 nChanged 8 SP:Iteration 21Q (3535.658045 sec): 3 clusters Score: Raw -183000.611987 + Penalty 2514.157854 = -180486.454133 nChanged 15 SP:Iteration 22Q (3535.704479 sec): 3 clusters Score: Raw -183005.268631 + Penalty 2514.157854 = -180491.110777 nChanged 9 SP:Iteration 23Q (3535.738941 sec): 3 clusters Score: Raw -183008.246639 + Penalty 2514.157854 = -180494.088785 nChanged 8 SP:Iteration 24Q (3535.783884 sec): 3 clusters Score: Raw -183010.986542 + Penalty 2514.157854 = -180496.828688 nChanged 5 SP:Iteration 25Q (3535.830389 sec): 3 clusters Score: Raw -183013.516197 + Penalty 2514.157854 = -180499.358343 nChanged 6 SP:Iteration 26Q (3535.873830 sec): 3 clusters Score: Raw -183016.112241 + Penalty 2514.157854 = -180501.954387 nChanged 4 SP:Iteration 27Q (3535.922707 sec): 3 clusters Score: Raw -183016.887890 + Penalty 2514.157854 = -180502.730036 nChanged 5 SP:Iteration 28Q (3535.967262 sec): 3 clusters Score: Raw -183018.205686 + Penalty 2514.157854 = -180504.047832 nChanged 6 SP:Iteration 29Q (3536.006511 sec): 3 clusters Score: Raw -183019.942513 + Penalty 2514.157854 = -180505.784659 nChanged 6 SP:Iteration 30Q (3536.043942 sec): 3 clusters Score: Raw -183021.334157 + Penalty 2514.157854 = -180507.176303 nChanged 3 SP:Iteration 31Q (3536.091903 sec): 3 clusters Score: Raw -183022.168757 + Penalty 2514.157854 = -180508.010903 nChanged 4 SP:Iteration 32Q (3536.147483 sec): 3 clusters Score: Raw -183023.450095 + Penalty 2514.157854 = -180509.292241 nChanged 5 SP:Iteration 33Q (3536.189107 sec): 3 clusters Score: Raw -183026.345258 + Penalty 2514.157854 = -180512.187404 nChanged 5 SP:Iteration 34Q (3536.245324 sec): 3 clusters Score: Raw -183027.477679 + Penalty 2514.157854 = -180513.319825 nChanged 3 SP:Iteration 35Q (3536.284662 sec): 3 clusters Score: Raw -183028.233762 + Penalty 2514.157854 = -180514.075908 nChanged 8 SP:Iteration 36Q (3536.341944 sec): 3 clusters Score: Raw -183030.113476 + Penalty 2514.157854 = -180515.955622 nChanged 5 SP:Iteration 37Q (3536.380069 sec): 3 clusters Score: Raw -183031.348863 + Penalty 2514.157854 = -180517.191009 nChanged 5 SP:Iteration 38Q (3536.439070 sec): 3 clusters Score: Raw -183033.082620 + Penalty 2514.157854 = -180518.924766 nChanged 4 SP:Iteration 39Q (3536.485172 sec): 3 clusters Score: Raw -183034.876744 + Penalty 2514.157854 = -180520.718890 nChanged 6 SP:Iteration 40F (3536.527562 sec): 3 clusters Score: Raw -183037.355488 + Penalty 2514.157854 = -180523.197634 nChanged 4 SP:Iteration 41Q (3536.584774 sec): 3 clusters Score: Raw -183039.119106 + Penalty 2514.157854 = -180524.961252 nChanged 4 SP:Iteration 42Q (3536.630782 sec): 3 clusters Score: Raw -183040.648445 + Penalty 2514.157854 = -180526.490591 nChanged 3 SP:Iteration 43Q (3536.678747 sec): 3 clusters Score: Raw -183041.936500 + Penalty 2514.157854 = -180527.778646 nChanged 3 SP:Iteration 44Q (3536.730581 sec): 3 clusters Score: Raw -183042.977693 + Penalty 2514.157854 = -180528.819839 nChanged 1 SP:Iteration 45Q (3536.770613 sec): 3 clusters Score: Raw -183043.897961 + Penalty 2514.157854 = -180529.740107 nChanged 2 SP:Iteration 46Q (3536.821306 sec): 3 clusters Score: Raw -183044.638122 + Penalty 2514.157854 = -180530.480268 nChanged 2 SP:Iteration 47Q (3536.873070 sec): 3 clusters Score: Raw -183045.511123 + Penalty 2514.157854 = -180531.353269 nChanged 1 SP:Iteration 48Q (3536.924594 sec): 3 clusters Score: Raw -183045.628516 + Penalty 2514.157854 = -180531.470662 nChanged 1 SP:Iteration 49Q (3536.986190 sec): 3 clusters Score: Raw -183045.922758 + Penalty 2514.157854 = -180531.764904 nChanged 1 SP:Iteration 50Q (3537.034244 sec): 3 clusters Score: Raw -183046.093592 + Penalty 2514.157854 = -180531.935738 nChanged 0 SP:Iteration 51F (3537.086235 sec): 3 clusters Score: Raw -183046.093592 + Penalty 2514.157854 = -180531.935738 nChanged 0 Trying to split cluster 21 (49413 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3537.178350 sec): 2 clusters Score: Raw -4023754.216711 + Penalty 1756.294934 = -4021997.921776 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3537.305034 sec): 3 clusters Score: Raw -3992353.057916 + Penalty 3512.589869 = -3988840.468047 nChanged 23141 SP:Iteration 1F (3537.422931 sec): 3 clusters Score: Raw -4006317.927366 + Penalty 3512.589869 = -4002805.337498 nChanged 2809 SP:Iteration 2F (3537.559499 sec): 3 clusters Score: Raw -4007730.476840 + Penalty 3512.589869 = -4004217.886971 nChanged 3290 SP:Iteration 3F (3537.681904 sec): 3 clusters Score: Raw -4009746.598506 + Penalty 3512.589869 = -4006234.008637 nChanged 3527 SP:Iteration 4F (3537.808737 sec): 3 clusters Score: Raw -4012157.328591 + Penalty 3512.589869 = -4008644.738722 nChanged 3324 SP:Iteration 5F (3537.950184 sec): 3 clusters Score: Raw -4014588.654249 + Penalty 3512.589869 = -4011076.064380 nChanged 2848 SP:Iteration 6F (3538.082376 sec): 3 clusters Score: Raw -4016676.685611 + Penalty 3512.589869 = -4013164.095742 nChanged 2300 SP:Iteration 7Q (3538.198448 sec): 3 clusters Score: Raw -4018403.925036 + Penalty 3512.589869 = -4014891.335167 nChanged 1863 SP:Iteration 8Q (3538.323579 sec): 3 clusters Score: Raw -4019864.244934 + Penalty 3512.589869 = -4016351.655065 nChanged 1448 SP:Iteration 9Q (3538.452515 sec): 3 clusters Score: Raw -4020988.287167 + Penalty 3512.589869 = -4017475.697298 nChanged 1126 SP:Iteration 10Q (3538.592465 sec): 3 clusters Score: Raw -4021877.060847 + Penalty 3512.589869 = -4018364.470978 nChanged 867 SP:Iteration 11Q (3538.718930 sec): 3 clusters Score: Raw -4022595.063313 + Penalty 3512.589869 = -4019082.473444 nChanged 614 SP:Iteration 12Q (3538.836191 sec): 3 clusters Score: Raw -4023074.712304 + Penalty 3512.589869 = -4019562.122436 nChanged 464 SP:Iteration 13Q (3538.954220 sec): 3 clusters Score: Raw -4023392.800443 + Penalty 3512.589869 = -4019880.210575 nChanged 325 SP:Iteration 14Q (3539.081736 sec): 3 clusters Score: Raw -4023584.938100 + Penalty 3512.589869 = -4020072.348231 nChanged 246 SP:Iteration 15Q (3539.188422 sec): 3 clusters Score: Raw -4023725.249549 + Penalty 3512.589869 = -4020212.659680 nChanged 207 SP:Iteration 16Q (3539.311444 sec): 3 clusters Score: Raw -4023841.064680 + Penalty 3512.589869 = -4020328.474811 nChanged 172 SP:Iteration 17Q (3539.432728 sec): 3 clusters Score: Raw -4023931.695174 + Penalty 3512.589869 = -4020419.105305 nChanged 146 SP:Iteration 18Q (3539.546793 sec): 3 clusters Score: Raw -4024000.205142 + Penalty 3512.589869 = -4020487.615274 nChanged 116 SP:Iteration 19Q (3539.658812 sec): 3 clusters Score: Raw -4024046.742108 + Penalty 3512.589869 = -4020534.152239 nChanged 110 SP:Iteration 20F (3539.793905 sec): 3 clusters Score: Raw -4024098.485253 + Penalty 3512.589869 = -4020585.895384 nChanged 91 SP:Iteration 21Q (3539.914505 sec): 3 clusters Score: Raw -4024140.240444 + Penalty 3512.589869 = -4020627.650575 nChanged 96 SP:Iteration 22Q (3540.014776 sec): 3 clusters Score: Raw -4024181.344749 + Penalty 3512.589869 = -4020668.754880 nChanged 88 SP:Iteration 23Q (3540.122739 sec): 3 clusters Score: Raw -4024212.587430 + Penalty 3512.589869 = -4020699.997561 nChanged 66 SP:Iteration 24Q (3540.235255 sec): 3 clusters Score: Raw -4024234.954926 + Penalty 3512.589869 = -4020722.365057 nChanged 57 SP:Iteration 25Q (3540.354272 sec): 3 clusters Score: Raw -4024252.942481 + Penalty 3512.589869 = -4020740.352612 nChanged 51 SP:Iteration 26Q (3540.466599 sec): 3 clusters Score: Raw -4024268.136636 + Penalty 3512.589869 = -4020755.546768 nChanged 53 SP:Iteration 27Q (3540.579637 sec): 3 clusters Score: Raw -4024285.154390 + Penalty 3512.589869 = -4020772.564522 nChanged 49 SP:Iteration 28Q (3540.689930 sec): 3 clusters Score: Raw -4024303.633832 + Penalty 3512.589869 = -4020791.043964 nChanged 43 SP:Iteration 29Q (3540.799631 sec): 3 clusters Score: Raw -4024320.886587 + Penalty 3512.589869 = -4020808.296719 nChanged 50 SP:Iteration 30Q (3540.916958 sec): 3 clusters Score: Raw -4024342.251894 + Penalty 3512.589869 = -4020829.662026 nChanged 48 SP:Iteration 31Q (3541.028940 sec): 3 clusters Score: Raw -4024358.480918 + Penalty 3512.589869 = -4020845.891049 nChanged 43 SP:Iteration 32Q (3541.146359 sec): 3 clusters Score: Raw -4024370.132756 + Penalty 3512.589869 = -4020857.542887 nChanged 32 SP:Iteration 33Q (3541.256715 sec): 3 clusters Score: Raw -4024379.281184 + Penalty 3512.589869 = -4020866.691315 nChanged 32 SP:Iteration 34Q (3541.368469 sec): 3 clusters Score: Raw -4024389.413740 + Penalty 3512.589869 = -4020876.823872 nChanged 28 SP:Iteration 35Q (3541.473520 sec): 3 clusters Score: Raw -4024396.852643 + Penalty 3512.589869 = -4020884.262774 nChanged 22 SP:Iteration 36Q (3541.582020 sec): 3 clusters Score: Raw -4024402.347427 + Penalty 3512.589869 = -4020889.757559 nChanged 13 SP:Iteration 37Q (3541.706951 sec): 3 clusters Score: Raw -4024405.727903 + Penalty 3512.589869 = -4020893.138034 nChanged 14 SP:Iteration 38Q (3541.816189 sec): 3 clusters Score: Raw -4024410.241826 + Penalty 3512.589869 = -4020897.651957 nChanged 17 SP:Iteration 39Q (3541.926296 sec): 3 clusters Score: Raw -4024413.846651 + Penalty 3512.589869 = -4020901.256783 nChanged 10 SP:Iteration 40F (3542.046878 sec): 3 clusters Score: Raw -4024415.993914 + Penalty 3512.589869 = -4020903.404045 nChanged 8 SP:Iteration 41Q (3542.165472 sec): 3 clusters Score: Raw -4024418.080237 + Penalty 3512.589869 = -4020905.490369 nChanged 7 SP:Iteration 42Q (3542.271891 sec): 3 clusters Score: Raw -4024419.513448 + Penalty 3512.589869 = -4020906.923579 nChanged 8 SP:Iteration 43Q (3542.389323 sec): 3 clusters Score: Raw -4024421.024171 + Penalty 3512.589869 = -4020908.434302 nChanged 5 SP:Iteration 44Q (3542.501641 sec): 3 clusters Score: Raw -4024421.991879 + Penalty 3512.589869 = -4020909.402011 nChanged 2 SP:Iteration 45Q (3542.617757 sec): 3 clusters Score: Raw -4024422.440653 + Penalty 3512.589869 = -4020909.850784 nChanged 5 SP:Iteration 46Q (3542.733399 sec): 3 clusters Score: Raw -4024423.480258 + Penalty 3512.589869 = -4020910.890389 nChanged 4 SP:Iteration 47Q (3542.840336 sec): 3 clusters Score: Raw -4024423.849988 + Penalty 3512.589869 = -4020911.260119 nChanged 4 SP:Iteration 48Q (3542.954797 sec): 3 clusters Score: Raw -4024424.867707 + Penalty 3512.589869 = -4020912.277838 nChanged 4 SP:Iteration 49Q (3543.059234 sec): 3 clusters Score: Raw -4024426.632546 + Penalty 3512.589869 = -4020914.042677 nChanged 8 SP:Iteration 50Q (3543.169006 sec): 3 clusters Score: Raw -4024428.039009 + Penalty 3512.589869 = -4020915.449141 nChanged 7 SP:Iteration 51Q (3543.282498 sec): 3 clusters Score: Raw -4024429.172862 + Penalty 3512.589869 = -4020916.582993 nChanged 4 SP:Iteration 52Q (3543.393152 sec): 3 clusters Score: Raw -4024429.619859 + Penalty 3512.589869 = -4020917.029990 nChanged 2 SP:Iteration 53Q (3543.499820 sec): 3 clusters Score: Raw -4024429.914374 + Penalty 3512.589869 = -4020917.324506 nChanged 1 SP:Iteration 54Q (3543.612335 sec): 3 clusters Score: Raw -4024430.022477 + Penalty 3512.589869 = -4020917.432609 nChanged 2 SP:Iteration 55Q (3543.722174 sec): 3 clusters Score: Raw -4024430.337777 + Penalty 3512.589869 = -4020917.747909 nChanged 4 SP:Iteration 56Q (3543.832587 sec): 3 clusters Score: Raw -4024431.083592 + Penalty 3512.589869 = -4020918.493723 nChanged 2 SP:Iteration 57Q (3543.939607 sec): 3 clusters Score: Raw -4024431.278053 + Penalty 3512.589869 = -4020918.688184 nChanged 0 SP:Iteration 58F (3544.062635 sec): 3 clusters Score: Raw -4024431.278053 + Penalty 3512.589869 = -4020918.688184 nChanged 0 Trying to split cluster 22 (1909 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3544.096510 sec): 2 clusters Score: Raw -125904.174131 + Penalty 1227.579409 = -124676.594723 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3544.138185 sec): 3 clusters Score: Raw -125130.036120 + Penalty 2455.158818 = -122674.877302 nChanged 679 SP:Iteration 1F (3544.187654 sec): 3 clusters Score: Raw -125814.773886 + Penalty 2455.158818 = -123359.615069 nChanged 187 SP:Iteration 2F (3544.226893 sec): 3 clusters Score: Raw -126053.563177 + Penalty 2455.158818 = -123598.404359 nChanged 123 SP:Iteration 3F (3544.271388 sec): 3 clusters Score: Raw -126216.460602 + Penalty 2455.158818 = -123761.301784 nChanged 98 SP:Iteration 4F (3544.324771 sec): 3 clusters Score: Raw -126318.097022 + Penalty 2455.158818 = -123862.938204 nChanged 75 SP:Iteration 5Q (3544.360640 sec): 3 clusters Score: Raw -126394.435673 + Penalty 2455.158818 = -123939.276856 nChanged 55 SP:Iteration 6Q (3544.408442 sec): 3 clusters Score: Raw -126458.507433 + Penalty 2455.158818 = -124003.348615 nChanged 56 SP:Iteration 7Q (3544.455871 sec): 3 clusters Score: Raw -126508.447280 + Penalty 2455.158818 = -124053.288463 nChanged 47 SP:Iteration 8Q (3544.505872 sec): 3 clusters Score: Raw -126548.593814 + Penalty 2455.158818 = -124093.434996 nChanged 33 SP:Iteration 9Q (3544.541036 sec): 3 clusters Score: Raw -126574.054710 + Penalty 2455.158818 = -124118.895892 nChanged 25 SP:Iteration 10Q (3544.596964 sec): 3 clusters Score: Raw -126587.055626 + Penalty 2455.158818 = -124131.896808 nChanged 21 SP:Iteration 11Q (3544.642474 sec): 3 clusters Score: Raw -126600.949767 + Penalty 2455.158818 = -124145.790950 nChanged 17 SP:Iteration 12Q (3544.686910 sec): 3 clusters Score: Raw -126611.775699 + Penalty 2455.158818 = -124156.616882 nChanged 15 SP:Iteration 13Q (3544.731532 sec): 3 clusters Score: Raw -126623.795408 + Penalty 2455.158818 = -124168.636590 nChanged 9 SP:Iteration 14Q (3544.771871 sec): 3 clusters Score: Raw -126630.710608 + Penalty 2455.158818 = -124175.551790 nChanged 9 SP:Iteration 15Q (3544.819083 sec): 3 clusters Score: Raw -126638.849252 + Penalty 2455.158818 = -124183.690435 nChanged 9 SP:Iteration 16Q (3544.869888 sec): 3 clusters Score: Raw -126644.977394 + Penalty 2455.158818 = -124189.818577 nChanged 10 SP:Iteration 17Q (3544.912548 sec): 3 clusters Score: Raw -126650.508677 + Penalty 2455.158818 = -124195.349859 nChanged 8 SP:Iteration 18Q (3544.964346 sec): 3 clusters Score: Raw -126655.758138 + Penalty 2455.158818 = -124200.599321 nChanged 8 SP:Iteration 19Q (3545.003872 sec): 3 clusters Score: Raw -126660.445270 + Penalty 2455.158818 = -124205.286452 nChanged 4 SP:Iteration 20F (3545.053496 sec): 3 clusters Score: Raw -126662.647244 + Penalty 2455.158818 = -124207.488426 nChanged 3 SP:Iteration 21Q (3545.097767 sec): 3 clusters Score: Raw -126663.685501 + Penalty 2455.158818 = -124208.526684 nChanged 1 SP:Iteration 22Q (3545.140490 sec): 3 clusters Score: Raw -126663.855403 + Penalty 2455.158818 = -124208.696585 nChanged 1 SP:Iteration 23Q (3545.186113 sec): 3 clusters Score: Raw -126665.096372 + Penalty 2455.158818 = -124209.937555 nChanged 3 SP:Iteration 24Q (3545.227384 sec): 3 clusters Score: Raw -126665.842417 + Penalty 2455.158818 = -124210.683600 nChanged 0 SP:Iteration 25F (3545.278256 sec): 3 clusters Score: Raw -126665.842417 + Penalty 2455.158818 = -124210.683600 nChanged 0 Trying to split cluster 23 (2280 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3545.296875 sec): 2 clusters Score: Raw -163880.257542 + Penalty 1256.438742 = -162623.818799 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3545.354480 sec): 3 clusters Score: Raw -162876.297360 + Penalty 2512.877485 = -160363.419876 nChanged 849 SP:Iteration 1F (3545.400926 sec): 3 clusters Score: Raw -163416.482222 + Penalty 2512.877485 = -160903.604738 nChanged 176 SP:Iteration 2F (3545.447144 sec): 3 clusters Score: Raw -163552.996246 + Penalty 2512.877485 = -161040.118762 nChanged 122 SP:Iteration 3F (3545.493522 sec): 3 clusters Score: Raw -163656.243509 + Penalty 2512.877485 = -161143.366024 nChanged 89 SP:Iteration 4Q (3545.543536 sec): 3 clusters Score: Raw -163722.966855 + Penalty 2512.877485 = -161210.089371 nChanged 66 SP:Iteration 5Q (3545.594533 sec): 3 clusters Score: Raw -163762.677951 + Penalty 2512.877485 = -161249.800466 nChanged 53 SP:Iteration 6Q (3545.643310 sec): 3 clusters Score: Raw -163800.060132 + Penalty 2512.877485 = -161287.182647 nChanged 38 SP:Iteration 7Q (3545.684470 sec): 3 clusters Score: Raw -163825.056652 + Penalty 2512.877485 = -161312.179167 nChanged 37 SP:Iteration 8Q (3545.723283 sec): 3 clusters Score: Raw -163854.340293 + Penalty 2512.877485 = -161341.462808 nChanged 41 SP:Iteration 9Q (3545.770820 sec): 3 clusters Score: Raw -163896.328953 + Penalty 2512.877485 = -161383.451469 nChanged 47 SP:Iteration 10Q (3545.829163 sec): 3 clusters Score: Raw -163941.644895 + Penalty 2512.877485 = -161428.767411 nChanged 46 SP:Iteration 11Q (3545.861471 sec): 3 clusters Score: Raw -163971.451968 + Penalty 2512.877485 = -161458.574483 nChanged 45 SP:Iteration 12Q (3545.917147 sec): 3 clusters Score: Raw -163991.340589 + Penalty 2512.877485 = -161478.463104 nChanged 21 SP:Iteration 13Q (3545.968905 sec): 3 clusters Score: Raw -164005.938949 + Penalty 2512.877485 = -161493.061464 nChanged 33 SP:Iteration 14Q (3546.011358 sec): 3 clusters Score: Raw -164030.860379 + Penalty 2512.877485 = -161517.982894 nChanged 36 SP:Iteration 15Q (3546.044407 sec): 3 clusters Score: Raw -164053.240465 + Penalty 2512.877485 = -161540.362981 nChanged 29 SP:Iteration 16Q (3546.096514 sec): 3 clusters Score: Raw -164075.169123 + Penalty 2512.877485 = -161562.291639 nChanged 34 SP:Iteration 17Q (3546.140532 sec): 3 clusters Score: Raw -164100.164874 + Penalty 2512.877485 = -161587.287389 nChanged 34 SP:Iteration 18Q (3546.185338 sec): 3 clusters Score: Raw -164134.976810 + Penalty 2512.877485 = -161622.099325 nChanged 50 SP:Iteration 19Q (3546.197209 sec): 3 clusters Score: Raw -164196.691077 + Penalty 2512.877485 = -161683.813592 nChanged 62 SP:Iteration 20F (3546.208909 sec): 3 clusters Score: Raw -164276.997353 + Penalty 2512.877485 = -161764.119868 nChanged 45 SP:Iteration 21Q (3546.220375 sec): 3 clusters Score: Raw -164317.665362 + Penalty 2512.877485 = -161804.787877 nChanged 47 SP:Iteration 22Q (3546.231744 sec): 3 clusters Score: Raw -164358.465004 + Penalty 2512.877485 = -161845.587519 nChanged 42 SP:Iteration 23Q (3546.243069 sec): 3 clusters Score: Raw -164398.864567 + Penalty 2512.877485 = -161885.987082 nChanged 44 SP:Iteration 24Q (3546.293876 sec): 3 clusters Score: Raw -164436.671772 + Penalty 2512.877485 = -161923.794287 nChanged 34 SP:Iteration 25Q (3546.345047 sec): 3 clusters Score: Raw -164475.382388 + Penalty 2512.877485 = -161962.504903 nChanged 47 SP:Iteration 26Q (3546.388403 sec): 3 clusters Score: Raw -164529.909427 + Penalty 2512.877485 = -162017.031942 nChanged 53 SP:Iteration 27Q (3546.434627 sec): 3 clusters Score: Raw -164588.527256 + Penalty 2512.877485 = -162075.649771 nChanged 49 SP:Iteration 28Q (3546.473618 sec): 3 clusters Score: Raw -164655.161822 + Penalty 2512.877485 = -162142.284338 nChanged 55 SP:Iteration 29Q (3546.523907 sec): 3 clusters Score: Raw -164721.701330 + Penalty 2512.877485 = -162208.823846 nChanged 32 SP:Iteration 30Q (3546.571574 sec): 3 clusters Score: Raw -164756.397827 + Penalty 2512.877485 = -162243.520342 nChanged 27 SP:Iteration 31Q (3546.625096 sec): 3 clusters Score: Raw -164783.014398 + Penalty 2512.877485 = -162270.136913 nChanged 25 SP:Iteration 32Q (3546.656049 sec): 3 clusters Score: Raw -164802.157136 + Penalty 2512.877485 = -162289.279651 nChanged 17 SP:Iteration 33Q (3546.709273 sec): 3 clusters Score: Raw -164813.940498 + Penalty 2512.877485 = -162301.063013 nChanged 10 SP:Iteration 34Q (3546.751112 sec): 3 clusters Score: Raw -164820.237105 + Penalty 2512.877485 = -162307.359621 nChanged 5 SP:Iteration 35Q (3546.800194 sec): 3 clusters Score: Raw -164822.788442 + Penalty 2512.877485 = -162309.910957 nChanged 3 SP:Iteration 36Q (3546.847255 sec): 3 clusters Score: Raw -164824.418488 + Penalty 2512.877485 = -162311.541004 nChanged 5 SP:Iteration 37Q (3546.892815 sec): 3 clusters Score: Raw -164826.716112 + Penalty 2512.877485 = -162313.838627 nChanged 1 SP:Iteration 38Q (3546.937079 sec): 3 clusters Score: Raw -164826.911038 + Penalty 2512.877485 = -162314.033554 nChanged 0 SP:Iteration 39F (3546.978754 sec): 3 clusters Score: Raw -164830.686272 + Penalty 2512.877485 = -162317.808787 nChanged 1 SP:Iteration 40F (3547.024214 sec): 3 clusters Score: Raw -164831.398344 + Penalty 2512.877485 = -162318.520859 nChanged 1 SP:Iteration 41Q (3547.071039 sec): 3 clusters Score: Raw -164832.120246 + Penalty 2512.877485 = -162319.242761 nChanged 1 SP:Iteration 42Q (3547.118528 sec): 3 clusters Score: Raw -164832.640218 + Penalty 2512.877485 = -162319.762733 nChanged 2 SP:Iteration 43Q (3547.168345 sec): 3 clusters Score: Raw -164833.935756 + Penalty 2512.877485 = -162321.058271 nChanged 4 SP:Iteration 44Q (3547.230637 sec): 3 clusters Score: Raw -164836.534376 + Penalty 2512.877485 = -162323.656892 nChanged 2 SP:Iteration 45Q (3547.281373 sec): 3 clusters Score: Raw -164838.028359 + Penalty 2512.877485 = -162325.150874 nChanged 3 SP:Iteration 46Q (3547.318619 sec): 3 clusters Score: Raw -164839.744605 + Penalty 2512.877485 = -162326.867120 nChanged 0 SP:Iteration 47F (3547.369730 sec): 3 clusters Score: Raw -164839.744605 + Penalty 2512.877485 = -162326.867120 nChanged 0 Trying to split cluster 24 (12153 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3547.410404 sec): 2 clusters Score: Raw -977756.835920 + Penalty 1528.366341 = -976228.469578 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3547.471847 sec): 3 clusters Score: Raw -970751.677451 + Penalty 3056.732683 = -967694.944768 nChanged 5391 SP:Iteration 1F (3547.539615 sec): 3 clusters Score: Raw -974134.358370 + Penalty 3056.732683 = -971077.625687 nChanged 973 SP:Iteration 2F (3547.596772 sec): 3 clusters Score: Raw -975036.243777 + Penalty 3056.732683 = -971979.511094 nChanged 1085 SP:Iteration 3F (3547.665788 sec): 3 clusters Score: Raw -976297.786888 + Penalty 3056.732683 = -973241.054205 nChanged 1127 SP:Iteration 4F (3547.730607 sec): 3 clusters Score: Raw -977555.664489 + Penalty 3056.732683 = -974498.931807 nChanged 933 SP:Iteration 5F (3547.803927 sec): 3 clusters Score: Raw -978492.590318 + Penalty 3056.732683 = -975435.857635 nChanged 655 SP:Iteration 6F (3547.858679 sec): 3 clusters Score: Raw -979168.732879 + Penalty 3056.732683 = -976112.000196 nChanged 440 SP:Iteration 7Q (3547.921980 sec): 3 clusters Score: Raw -979629.447773 + Penalty 3056.732683 = -976572.715090 nChanged 303 SP:Iteration 8Q (3547.985304 sec): 3 clusters Score: Raw -979938.931046 + Penalty 3056.732683 = -976882.198363 nChanged 198 SP:Iteration 9Q (3548.058141 sec): 3 clusters Score: Raw -980116.837316 + Penalty 3056.732683 = -977060.104633 nChanged 155 SP:Iteration 10Q (3548.082984 sec): 3 clusters Score: Raw -980206.958686 + Penalty 3056.732683 = -977150.226003 nChanged 97 SP:Iteration 11Q (3548.153886 sec): 3 clusters Score: Raw -980246.213356 + Penalty 3056.732683 = -977189.480673 nChanged 70 SP:Iteration 12Q (3548.208763 sec): 3 clusters Score: Raw -980270.078372 + Penalty 3056.732683 = -977213.345690 nChanged 45 SP:Iteration 13Q (3548.280108 sec): 3 clusters Score: Raw -980283.158182 + Penalty 3056.732683 = -977226.425499 nChanged 35 SP:Iteration 14Q (3548.333907 sec): 3 clusters Score: Raw -980289.267443 + Penalty 3056.732683 = -977232.534760 nChanged 19 SP:Iteration 15Q (3548.391748 sec): 3 clusters Score: Raw -980292.543446 + Penalty 3056.732683 = -977235.810763 nChanged 11 SP:Iteration 16Q (3548.466774 sec): 3 clusters Score: Raw -980293.827242 + Penalty 3056.732683 = -977237.094559 nChanged 10 SP:Iteration 17Q (3548.513523 sec): 3 clusters Score: Raw -980295.415757 + Penalty 3056.732683 = -977238.683074 nChanged 9 SP:Iteration 18Q (3548.581003 sec): 3 clusters Score: Raw -980296.798340 + Penalty 3056.732683 = -977240.065657 nChanged 6 SP:Iteration 19Q (3548.642151 sec): 3 clusters Score: Raw -980297.779985 + Penalty 3056.732683 = -977241.047302 nChanged 3 SP:Iteration 20F (3548.694596 sec): 3 clusters Score: Raw -980298.242634 + Penalty 3056.732683 = -977241.509951 nChanged 3 SP:Iteration 21Q (3548.754809 sec): 3 clusters Score: Raw -980298.680776 + Penalty 3056.732683 = -977241.948093 nChanged 1 SP:Iteration 22Q (3548.803501 sec): 3 clusters Score: Raw -980298.788055 + Penalty 3056.732683 = -977242.055372 nChanged 0 SP:Iteration 23F (3548.875008 sec): 3 clusters Score: Raw -980298.788055 + Penalty 3056.732683 = -977242.055372 nChanged 0 Score: Raw -49112580.408218 + Penalty 80236.761971 = -49032343.646247 Splitting cluster 24 changes total score from -49026327.785767 to -49032343.646247 So it's getting split into cluster 37. Trying to split cluster 25 (131099 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3564.099108 sec): 2 clusters Score: Raw -10804672.530430 + Penalty 1914.852557 = -10802757.677873 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3564.361853 sec): 3 clusters Score: Raw -10718744.924400 + Penalty 3829.705114 = -10714915.219286 nChanged 63112 SP:Iteration 1F (3564.622547 sec): 3 clusters Score: Raw -10757332.763019 + Penalty 3829.705114 = -10753503.057906 nChanged 5914 SP:Iteration 2Q (3564.901187 sec): 3 clusters Score: Raw -10759910.542866 + Penalty 3829.705114 = -10756080.837752 nChanged 7102 SP:Iteration 3F (3565.180334 sec): 3 clusters Score: Raw -10763613.676840 + Penalty 3829.705114 = -10759783.971727 nChanged 8164 SP:Iteration 4F (3565.450327 sec): 3 clusters Score: Raw -10768502.783102 + Penalty 3829.705114 = -10764673.077988 nChanged 8783 SP:Iteration 5F (3565.719130 sec): 3 clusters Score: Raw -10774080.285518 + Penalty 3829.705114 = -10770250.580404 nChanged 8542 SP:Iteration 6F (3565.987789 sec): 3 clusters Score: Raw -10779673.883997 + Penalty 3829.705114 = -10775844.178883 nChanged 7685 SP:Iteration 7F (3566.250042 sec): 3 clusters Score: Raw -10784850.374775 + Penalty 3829.705114 = -10781020.669661 nChanged 6390 SP:Iteration 8Q (3566.511973 sec): 3 clusters Score: Raw -10789238.868401 + Penalty 3829.705114 = -10785409.163288 nChanged 5122 SP:Iteration 9Q (3566.770727 sec): 3 clusters Score: Raw -10792957.197137 + Penalty 3829.705114 = -10789127.492023 nChanged 4032 SP:Iteration 10Q (3567.029904 sec): 3 clusters Score: Raw -10795960.558334 + Penalty 3829.705114 = -10792130.853220 nChanged 3280 SP:Iteration 11Q (3567.282875 sec): 3 clusters Score: Raw -10798229.726357 + Penalty 3829.705114 = -10794400.021243 nChanged 2686 SP:Iteration 12Q (3567.534766 sec): 3 clusters Score: Raw -10799981.760456 + Penalty 3829.705114 = -10796152.055342 nChanged 2356 SP:Iteration 13Q (3567.777165 sec): 3 clusters Score: Raw -10801416.976252 + Penalty 3829.705114 = -10797587.271138 nChanged 2051 SP:Iteration 14Q (3568.024729 sec): 3 clusters Score: Raw -10802565.289429 + Penalty 3829.705114 = -10798735.584316 nChanged 1677 SP:Iteration 15Q (3568.259194 sec): 3 clusters Score: Raw -10803415.431550 + Penalty 3829.705114 = -10799585.726436 nChanged 1408 SP:Iteration 16Q (3568.501185 sec): 3 clusters Score: Raw -10804063.126095 + Penalty 3829.705114 = -10800233.420981 nChanged 1154 SP:Iteration 17Q (3568.739902 sec): 3 clusters Score: Raw -10804545.259331 + Penalty 3829.705114 = -10800715.554217 nChanged 987 SP:Iteration 18Q (3568.981459 sec): 3 clusters Score: Raw -10804932.447558 + Penalty 3829.705114 = -10801102.742444 nChanged 811 SP:Iteration 19Q (3569.216332 sec): 3 clusters Score: Raw -10805218.916166 + Penalty 3829.705114 = -10801389.211052 nChanged 666 SP:Iteration 20F (3569.477263 sec): 3 clusters Score: Raw -10805426.459479 + Penalty 3829.705114 = -10801596.754366 nChanged 606 SP:Iteration 21Q (3569.704410 sec): 3 clusters Score: Raw -10805599.914349 + Penalty 3829.705114 = -10801770.209235 nChanged 558 SP:Iteration 22Q (3569.933112 sec): 3 clusters Score: Raw -10805752.471439 + Penalty 3829.705114 = -10801922.766325 nChanged 440 SP:Iteration 23Q (3570.169494 sec): 3 clusters Score: Raw -10805863.829310 + Penalty 3829.705114 = -10802034.124196 nChanged 412 SP:Iteration 24Q (3570.401575 sec): 3 clusters Score: Raw -10805955.089166 + Penalty 3829.705114 = -10802125.384053 nChanged 342 SP:Iteration 25Q (3570.636161 sec): 3 clusters Score: Raw -10806023.941938 + Penalty 3829.705114 = -10802194.236824 nChanged 297 SP:Iteration 26Q (3570.857854 sec): 3 clusters Score: Raw -10806083.629370 + Penalty 3829.705114 = -10802253.924256 nChanged 279 SP:Iteration 27Q (3571.089651 sec): 3 clusters Score: Raw -10806138.280156 + Penalty 3829.705114 = -10802308.575043 nChanged 263 SP:Iteration 28Q (3571.307210 sec): 3 clusters Score: Raw -10806186.352601 + Penalty 3829.705114 = -10802356.647488 nChanged 218 SP:Iteration 29Q (3571.510836 sec): 3 clusters Score: Raw -10806221.113567 + Penalty 3829.705114 = -10802391.408454 nChanged 185 SP:Iteration 30Q (3571.746298 sec): 3 clusters Score: Raw -10806251.794594 + Penalty 3829.705114 = -10802422.089481 nChanged 177 SP:Iteration 31Q (3571.965573 sec): 3 clusters Score: Raw -10806285.069693 + Penalty 3829.705114 = -10802455.364580 nChanged 173 SP:Iteration 32Q (3572.187851 sec): 3 clusters Score: Raw -10806316.311807 + Penalty 3829.705114 = -10802486.606694 nChanged 148 SP:Iteration 33Q (3572.409366 sec): 3 clusters Score: Raw -10806343.037566 + Penalty 3829.705114 = -10802513.332452 nChanged 124 SP:Iteration 34Q (3572.637106 sec): 3 clusters Score: Raw -10806360.803717 + Penalty 3829.705114 = -10802531.098604 nChanged 109 SP:Iteration 35Q (3572.854629 sec): 3 clusters Score: Raw -10806374.966167 + Penalty 3829.705114 = -10802545.261053 nChanged 86 SP:Iteration 36Q (3573.074775 sec): 3 clusters Score: Raw -10806384.928420 + Penalty 3829.705114 = -10802555.223306 nChanged 76 SP:Iteration 37Q (3573.289840 sec): 3 clusters Score: Raw -10806391.935223 + Penalty 3829.705114 = -10802562.230109 nChanged 51 SP:Iteration 38Q (3573.514920 sec): 3 clusters Score: Raw -10806396.385862 + Penalty 3829.705114 = -10802566.680748 nChanged 42 SP:Iteration 39Q (3573.746160 sec): 3 clusters Score: Raw -10806400.067320 + Penalty 3829.705114 = -10802570.362207 nChanged 36 SP:Iteration 40F (3574.000081 sec): 3 clusters Score: Raw -10806402.502688 + Penalty 3829.705114 = -10802572.797574 nChanged 27 SP:Iteration 41Q (3574.225913 sec): 3 clusters Score: Raw -10806404.375590 + Penalty 3829.705114 = -10802574.670476 nChanged 28 SP:Iteration 42Q (3574.466171 sec): 3 clusters Score: Raw -10806406.464990 + Penalty 3829.705114 = -10802576.759876 nChanged 28 SP:Iteration 43Q (3574.691540 sec): 3 clusters Score: Raw -10806408.265341 + Penalty 3829.705114 = -10802578.560227 nChanged 17 SP:Iteration 44Q (3574.921484 sec): 3 clusters Score: Raw -10806409.266171 + Penalty 3829.705114 = -10802579.561058 nChanged 12 SP:Iteration 45Q (3575.147229 sec): 3 clusters Score: Raw -10806409.926410 + Penalty 3829.705114 = -10802580.221296 nChanged 8 SP:Iteration 46Q (3575.378214 sec): 3 clusters Score: Raw -10806410.387309 + Penalty 3829.705114 = -10802580.682195 nChanged 8 SP:Iteration 47Q (3575.612389 sec): 3 clusters Score: Raw -10806410.831424 + Penalty 3829.705114 = -10802581.126311 nChanged 10 SP:Iteration 48Q (3575.839112 sec): 3 clusters Score: Raw -10806411.229803 + Penalty 3829.705114 = -10802581.524689 nChanged 4 SP:Iteration 49Q (3576.058315 sec): 3 clusters Score: Raw -10806411.535310 + Penalty 3829.705114 = -10802581.830196 nChanged 7 SP:Iteration 50Q (3576.274890 sec): 3 clusters Score: Raw -10806411.797216 + Penalty 3829.705114 = -10802582.092103 nChanged 1 SP:Iteration 51Q (3576.504124 sec): 3 clusters Score: Raw -10806411.821373 + Penalty 3829.705114 = -10802582.116260 nChanged 1 SP:Iteration 52Q (3576.741969 sec): 3 clusters Score: Raw -10806411.877600 + Penalty 3829.705114 = -10802582.172486 nChanged 2 SP:Iteration 53Q (3576.973560 sec): 3 clusters Score: Raw -10806412.010044 + Penalty 3829.705114 = -10802582.304930 nChanged 2 SP:Iteration 54Q (3577.211951 sec): 3 clusters Score: Raw -10806412.113062 + Penalty 3829.705114 = -10802582.407949 nChanged 1 SP:Iteration 55Q (3577.442150 sec): 3 clusters Score: Raw -10806412.165254 + Penalty 3829.705114 = -10802582.460141 nChanged 0 SP:Iteration 56F (3577.717031 sec): 3 clusters Score: Raw -10806412.165254 + Penalty 3829.705114 = -10802582.460141 nChanged 0 Trying to split cluster 26 (865 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3577.760323 sec): 2 clusters Score: Raw -59326.573615 + Penalty 1098.943545 = -58227.630070 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3577.810395 sec): 3 clusters Score: Raw -59100.742143 + Penalty 2197.887090 = -56902.855054 nChanged 261 SP:Iteration 1F (3577.846681 sec): 3 clusters Score: Raw -59336.805108 + Penalty 2197.887090 = -57138.918019 nChanged 63 SP:Iteration 2F (3577.888776 sec): 3 clusters Score: Raw -59416.894765 + Penalty 2197.887090 = -57219.007675 nChanged 32 SP:Iteration 3Q (3577.943884 sec): 3 clusters Score: Raw -59463.560911 + Penalty 2197.887090 = -57265.673822 nChanged 28 SP:Iteration 4Q (3577.976965 sec): 3 clusters Score: Raw -59503.668244 + Penalty 2197.887090 = -57305.781154 nChanged 13 SP:Iteration 5Q (3578.015172 sec): 3 clusters Score: Raw -59518.585762 + Penalty 2197.887090 = -57320.698673 nChanged 13 SP:Iteration 6Q (3578.061058 sec): 3 clusters Score: Raw -59538.604380 + Penalty 2197.887090 = -57340.717290 nChanged 12 SP:Iteration 7Q (3578.110630 sec): 3 clusters Score: Raw -59554.573351 + Penalty 2197.887090 = -57356.686261 nChanged 11 SP:Iteration 8Q (3578.140451 sec): 3 clusters Score: Raw -59571.366632 + Penalty 2197.887090 = -57373.479542 nChanged 12 SP:Iteration 9Q (3578.187147 sec): 3 clusters Score: Raw -59583.193853 + Penalty 2197.887090 = -57385.306763 nChanged 8 SP:Iteration 10Q (3578.233148 sec): 3 clusters Score: Raw -59594.174698 + Penalty 2197.887090 = -57396.287609 nChanged 8 SP:Iteration 11Q (3578.270359 sec): 3 clusters Score: Raw -59606.523925 + Penalty 2197.887090 = -57408.636835 nChanged 9 SP:Iteration 12Q (3578.314927 sec): 3 clusters Score: Raw -59624.961134 + Penalty 2197.887090 = -57427.074044 nChanged 16 SP:Iteration 13Q (3578.347942 sec): 3 clusters Score: Raw -59643.971630 + Penalty 2197.887090 = -57446.084540 nChanged 9 SP:Iteration 14Q (3578.391057 sec): 3 clusters Score: Raw -59651.659471 + Penalty 2197.887090 = -57453.772382 nChanged 4 SP:Iteration 15Q (3578.435171 sec): 3 clusters Score: Raw -59653.977815 + Penalty 2197.887090 = -57456.090726 nChanged 3 SP:Iteration 16Q (3578.470781 sec): 3 clusters Score: Raw -59655.949628 + Penalty 2197.887090 = -57458.062539 nChanged 0 SP:Iteration 17F (3578.509050 sec): 3 clusters Score: Raw -59655.949628 + Penalty 2197.887090 = -57458.062539 nChanged 0 Trying to split cluster 27 (34762 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3578.593253 sec): 2 clusters Score: Raw -2881733.384996 + Penalty 1699.145519 = -2880034.239477 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3578.701740 sec): 3 clusters Score: Raw -2860104.080500 + Penalty 3398.291037 = -2856705.789463 nChanged 16056 SP:Iteration 1F (3578.807405 sec): 3 clusters Score: Raw -2869288.992326 + Penalty 3398.291037 = -2865890.701289 nChanged 1804 SP:Iteration 2F (3578.907092 sec): 3 clusters Score: Raw -2870323.840897 + Penalty 3398.291037 = -2866925.549859 nChanged 2148 SP:Iteration 3F (3579.008697 sec): 3 clusters Score: Raw -2871796.445600 + Penalty 3398.291037 = -2868398.154562 nChanged 2448 SP:Iteration 4F (3579.094134 sec): 3 clusters Score: Raw -2873492.242922 + Penalty 3398.291037 = -2870093.951885 nChanged 2459 SP:Iteration 5F (3579.196463 sec): 3 clusters Score: Raw -2875071.992203 + Penalty 3398.291037 = -2871673.701166 nChanged 2306 SP:Iteration 6F (3579.302181 sec): 3 clusters Score: Raw -2876578.297662 + Penalty 3398.291037 = -2873180.006625 nChanged 2009 SP:Iteration 7F (3579.399943 sec): 3 clusters Score: Raw -2878037.947325 + Penalty 3398.291037 = -2874639.656288 nChanged 1728 SP:Iteration 8Q (3579.505438 sec): 3 clusters Score: Raw -2879280.964221 + Penalty 3398.291037 = -2875882.673184 nChanged 1304 SP:Iteration 9Q (3579.602929 sec): 3 clusters Score: Raw -2880043.619242 + Penalty 3398.291037 = -2876645.328204 nChanged 989 SP:Iteration 10Q (3579.716687 sec): 3 clusters Score: Raw -2880530.880755 + Penalty 3398.291037 = -2877132.589717 nChanged 748 SP:Iteration 11Q (3579.815267 sec): 3 clusters Score: Raw -2880872.288306 + Penalty 3398.291037 = -2877473.997269 nChanged 664 SP:Iteration 12Q (3579.917104 sec): 3 clusters Score: Raw -2881185.405596 + Penalty 3398.291037 = -2877787.114559 nChanged 601 SP:Iteration 13Q (3580.009702 sec): 3 clusters Score: Raw -2881462.084366 + Penalty 3398.291037 = -2878063.793328 nChanged 558 SP:Iteration 14Q (3580.108261 sec): 3 clusters Score: Raw -2881725.397275 + Penalty 3398.291037 = -2878327.106238 nChanged 522 SP:Iteration 15Q (3580.214156 sec): 3 clusters Score: Raw -2882015.333400 + Penalty 3398.291037 = -2878617.042363 nChanged 482 SP:Iteration 16Q (3580.322083 sec): 3 clusters Score: Raw -2882320.311329 + Penalty 3398.291037 = -2878922.020292 nChanged 446 SP:Iteration 17Q (3580.421390 sec): 3 clusters Score: Raw -2882621.436195 + Penalty 3398.291037 = -2879223.145158 nChanged 421 SP:Iteration 18Q (3580.499295 sec): 3 clusters Score: Raw -2882892.921369 + Penalty 3398.291037 = -2879494.630332 nChanged 345 SP:Iteration 19Q (3580.598442 sec): 3 clusters Score: Raw -2883114.002393 + Penalty 3398.291037 = -2879715.711355 nChanged 296 SP:Iteration 20F (3580.696555 sec): 3 clusters Score: Raw -2883288.805004 + Penalty 3398.291037 = -2879890.513967 nChanged 257 SP:Iteration 21Q (3580.797003 sec): 3 clusters Score: Raw -2883424.151248 + Penalty 3398.291037 = -2880025.860211 nChanged 226 SP:Iteration 22Q (3580.890398 sec): 3 clusters Score: Raw -2883548.011622 + Penalty 3398.291037 = -2880149.720585 nChanged 203 SP:Iteration 23Q (3580.994489 sec): 3 clusters Score: Raw -2883651.171549 + Penalty 3398.291037 = -2880252.880512 nChanged 177 SP:Iteration 24Q (3581.073462 sec): 3 clusters Score: Raw -2883721.739511 + Penalty 3398.291037 = -2880323.448474 nChanged 141 SP:Iteration 25Q (3581.174482 sec): 3 clusters Score: Raw -2883766.866759 + Penalty 3398.291037 = -2880368.575722 nChanged 139 SP:Iteration 26Q (3581.272314 sec): 3 clusters Score: Raw -2883804.240666 + Penalty 3398.291037 = -2880405.949628 nChanged 103 SP:Iteration 27Q (3581.363112 sec): 3 clusters Score: Raw -2883825.103384 + Penalty 3398.291037 = -2880426.812346 nChanged 70 SP:Iteration 28Q (3581.448319 sec): 3 clusters Score: Raw -2883839.359149 + Penalty 3398.291037 = -2880441.068111 nChanged 68 SP:Iteration 29Q (3581.548048 sec): 3 clusters Score: Raw -2883856.832058 + Penalty 3398.291037 = -2880458.541021 nChanged 68 SP:Iteration 30Q (3581.641015 sec): 3 clusters Score: Raw -2883873.433348 + Penalty 3398.291037 = -2880475.142311 nChanged 56 SP:Iteration 31Q (3581.724792 sec): 3 clusters Score: Raw -2883885.612278 + Penalty 3398.291037 = -2880487.321241 nChanged 52 SP:Iteration 32Q (3581.816727 sec): 3 clusters Score: Raw -2883895.587234 + Penalty 3398.291037 = -2880497.296197 nChanged 37 SP:Iteration 33Q (3581.907099 sec): 3 clusters Score: Raw -2883901.474706 + Penalty 3398.291037 = -2880503.183668 nChanged 29 SP:Iteration 34Q (3582.005402 sec): 3 clusters Score: Raw -2883905.230787 + Penalty 3398.291037 = -2880506.939749 nChanged 22 SP:Iteration 35Q (3582.087665 sec): 3 clusters Score: Raw -2883907.689392 + Penalty 3398.291037 = -2880509.398355 nChanged 12 SP:Iteration 36Q (3582.181644 sec): 3 clusters Score: Raw -2883909.204474 + Penalty 3398.291037 = -2880510.913437 nChanged 9 SP:Iteration 37Q (3582.276380 sec): 3 clusters Score: Raw -2883910.206356 + Penalty 3398.291037 = -2880511.915319 nChanged 4 SP:Iteration 38Q (3582.354474 sec): 3 clusters Score: Raw -2883910.462650 + Penalty 3398.291037 = -2880512.171612 nChanged 3 SP:Iteration 39Q (3582.449538 sec): 3 clusters Score: Raw -2883910.911831 + Penalty 3398.291037 = -2880512.620793 nChanged 2 SP:Iteration 40F (3582.542301 sec): 3 clusters Score: Raw -2883910.993275 + Penalty 3398.291037 = -2880512.702238 nChanged 3 SP:Iteration 41Q (3582.638638 sec): 3 clusters Score: Raw -2883911.199855 + Penalty 3398.291037 = -2880512.908817 nChanged 3 SP:Iteration 42Q (3582.739054 sec): 3 clusters Score: Raw -2883911.393776 + Penalty 3398.291037 = -2880513.102739 nChanged 1 SP:Iteration 43Q (3582.828237 sec): 3 clusters Score: Raw -2883911.444595 + Penalty 3398.291037 = -2880513.153557 nChanged 0 SP:Iteration 44F (3582.938335 sec): 3 clusters Score: Raw -2883911.444595 + Penalty 3398.291037 = -2880513.153557 nChanged 0 Score: Raw -49114758.467818 + Penalty 82405.323105 = -49032353.144713 Splitting cluster 27 changes total score from -49026327.785767 to -49032353.144713 So it's getting split into cluster 38. Trying to split cluster 28 (9401 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3598.301737 sec): 2 clusters Score: Raw -734092.467761 + Penalty 1486.642844 = -732605.824917 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3598.366362 sec): 3 clusters Score: Raw -728848.063506 + Penalty 2973.285687 = -725874.777819 nChanged 4047 SP:Iteration 1F (3598.420732 sec): 3 clusters Score: Raw -731116.778270 + Penalty 2973.285687 = -728143.492582 nChanged 719 SP:Iteration 2F (3598.480451 sec): 3 clusters Score: Raw -731624.984853 + Penalty 2973.285687 = -728651.699165 nChanged 719 SP:Iteration 3F (3598.549801 sec): 3 clusters Score: Raw -732218.544718 + Penalty 2973.285687 = -729245.259031 nChanged 725 SP:Iteration 4F (3598.599654 sec): 3 clusters Score: Raw -732802.304310 + Penalty 2973.285687 = -729829.018622 nChanged 672 SP:Iteration 5F (3598.655008 sec): 3 clusters Score: Raw -733305.195049 + Penalty 2973.285687 = -730331.909361 nChanged 570 SP:Iteration 6F (3598.709613 sec): 3 clusters Score: Raw -733685.482458 + Penalty 2973.285687 = -730712.196771 nChanged 457 SP:Iteration 7Q (3598.768443 sec): 3 clusters Score: Raw -733953.667911 + Penalty 2973.285687 = -730980.382224 nChanged 335 SP:Iteration 8Q (3598.835092 sec): 3 clusters Score: Raw -734110.887741 + Penalty 2973.285687 = -731137.602054 nChanged 221 SP:Iteration 9Q (3598.888874 sec): 3 clusters Score: Raw -734199.200263 + Penalty 2973.285687 = -731225.914576 nChanged 139 SP:Iteration 10Q (3598.955909 sec): 3 clusters Score: Raw -734248.010539 + Penalty 2973.285687 = -731274.724852 nChanged 106 SP:Iteration 11Q (3599.002140 sec): 3 clusters Score: Raw -734274.908980 + Penalty 2973.285687 = -731301.623293 nChanged 88 SP:Iteration 12Q (3599.069275 sec): 3 clusters Score: Raw -734300.287090 + Penalty 2973.285687 = -731327.001402 nChanged 59 SP:Iteration 13Q (3599.116761 sec): 3 clusters Score: Raw -734315.507004 + Penalty 2973.285687 = -731342.221317 nChanged 54 SP:Iteration 14Q (3599.175540 sec): 3 clusters Score: Raw -734332.135341 + Penalty 2973.285687 = -731358.849653 nChanged 55 SP:Iteration 15Q (3599.229230 sec): 3 clusters Score: Raw -734350.983751 + Penalty 2973.285687 = -731377.698063 nChanged 76 SP:Iteration 16Q (3599.288791 sec): 3 clusters Score: Raw -734374.555004 + Penalty 2973.285687 = -731401.269316 nChanged 74 SP:Iteration 17Q (3599.348097 sec): 3 clusters Score: Raw -734402.606306 + Penalty 2973.285687 = -731429.320619 nChanged 76 SP:Iteration 18Q (3599.406019 sec): 3 clusters Score: Raw -734427.567955 + Penalty 2973.285687 = -731454.282267 nChanged 66 SP:Iteration 19Q (3599.461474 sec): 3 clusters Score: Raw -734445.899994 + Penalty 2973.285687 = -731472.614306 nChanged 57 SP:Iteration 20F (3599.522489 sec): 3 clusters Score: Raw -734461.358861 + Penalty 2973.285687 = -731488.073174 nChanged 65 SP:Iteration 21Q (3599.590796 sec): 3 clusters Score: Raw -734482.201196 + Penalty 2973.285687 = -731508.915509 nChanged 67 SP:Iteration 22Q (3599.644874 sec): 3 clusters Score: Raw -734501.565438 + Penalty 2973.285687 = -731528.279750 nChanged 64 SP:Iteration 23Q (3599.712916 sec): 3 clusters Score: Raw -734524.103542 + Penalty 2973.285687 = -731550.817855 nChanged 54 SP:Iteration 24Q (3599.755259 sec): 3 clusters Score: Raw -734537.330181 + Penalty 2973.285687 = -731564.044494 nChanged 48 SP:Iteration 25Q (3599.809963 sec): 3 clusters Score: Raw -734550.607780 + Penalty 2973.285687 = -731577.322093 nChanged 41 SP:Iteration 26Q (3599.873876 sec): 3 clusters Score: Raw -734562.143159 + Penalty 2973.285687 = -731588.857471 nChanged 47 SP:Iteration 27Q (3599.929603 sec): 3 clusters Score: Raw -734575.284131 + Penalty 2973.285687 = -731601.998444 nChanged 42 SP:Iteration 28Q (3599.986283 sec): 3 clusters Score: Raw -734587.056766 + Penalty 2973.285687 = -731613.771079 nChanged 44 SP:Iteration 29Q (3600.045759 sec): 3 clusters Score: Raw -734600.457009 + Penalty 2973.285687 = -731627.171321 nChanged 42 SP:Iteration 30Q (3600.107567 sec): 3 clusters Score: Raw -734612.466665 + Penalty 2973.285687 = -731639.180977 nChanged 35 SP:Iteration 31Q (3600.166727 sec): 3 clusters Score: Raw -734622.179312 + Penalty 2973.285687 = -731648.893625 nChanged 40 SP:Iteration 32Q (3600.231268 sec): 3 clusters Score: Raw -734633.565287 + Penalty 2973.285687 = -731660.279599 nChanged 48 SP:Iteration 33Q (3600.288488 sec): 3 clusters Score: Raw -734648.828641 + Penalty 2973.285687 = -731675.542954 nChanged 49 SP:Iteration 34Q (3600.349261 sec): 3 clusters Score: Raw -734663.192530 + Penalty 2973.285687 = -731689.906842 nChanged 49 SP:Iteration 35Q (3600.397440 sec): 3 clusters Score: Raw -734680.805455 + Penalty 2973.285687 = -731707.519768 nChanged 47 SP:Iteration 36Q (3600.459938 sec): 3 clusters Score: Raw -734700.495091 + Penalty 2973.285687 = -731727.209403 nChanged 59 SP:Iteration 37Q (3600.519254 sec): 3 clusters Score: Raw -734720.619238 + Penalty 2973.285687 = -731747.333551 nChanged 39 SP:Iteration 38Q (3600.585558 sec): 3 clusters Score: Raw -734732.199462 + Penalty 2973.285687 = -731758.913775 nChanged 44 SP:Iteration 39Q (3600.644873 sec): 3 clusters Score: Raw -734743.135508 + Penalty 2973.285687 = -731769.849821 nChanged 38 SP:Iteration 40F (3600.696238 sec): 3 clusters Score: Raw -734754.684985 + Penalty 2973.285687 = -731781.399297 nChanged 37 SP:Iteration 41Q (3600.760953 sec): 3 clusters Score: Raw -734764.963374 + Penalty 2973.285687 = -731791.677687 nChanged 24 SP:Iteration 42Q (3600.810576 sec): 3 clusters Score: Raw -734771.886932 + Penalty 2973.285687 = -731798.601245 nChanged 28 SP:Iteration 43Q (3600.865887 sec): 3 clusters Score: Raw -734776.608132 + Penalty 2973.285687 = -731803.322445 nChanged 17 SP:Iteration 44Q (3600.920548 sec): 3 clusters Score: Raw -734780.065677 + Penalty 2973.285687 = -731806.779990 nChanged 20 SP:Iteration 45Q (3600.977590 sec): 3 clusters Score: Raw -734785.491310 + Penalty 2973.285687 = -731812.205623 nChanged 20 SP:Iteration 46Q (3601.042210 sec): 3 clusters Score: Raw -734790.515557 + Penalty 2973.285687 = -731817.229870 nChanged 21 SP:Iteration 47Q (3601.097641 sec): 3 clusters Score: Raw -734794.749216 + Penalty 2973.285687 = -731821.463529 nChanged 11 SP:Iteration 48Q (3601.150783 sec): 3 clusters Score: Raw -734796.736687 + Penalty 2973.285687 = -731823.451000 nChanged 13 SP:Iteration 49Q (3601.216759 sec): 3 clusters Score: Raw -734799.663771 + Penalty 2973.285687 = -731826.378084 nChanged 12 SP:Iteration 50Q (3601.272990 sec): 3 clusters Score: Raw -734802.225008 + Penalty 2973.285687 = -731828.939321 nChanged 10 SP:Iteration 51Q (3601.324105 sec): 3 clusters Score: Raw -734803.754167 + Penalty 2973.285687 = -731830.468479 nChanged 5 SP:Iteration 52Q (3601.384492 sec): 3 clusters Score: Raw -734804.684221 + Penalty 2973.285687 = -731831.398534 nChanged 3 SP:Iteration 53Q (3601.427026 sec): 3 clusters Score: Raw -734805.008067 + Penalty 2973.285687 = -731831.722380 nChanged 0 SP:Iteration 54F (3601.485954 sec): 3 clusters Score: Raw -734805.008067 + Penalty 2973.285687 = -731831.722380 nChanged 0 Trying to split cluster 29 (11136 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3601.521635 sec): 2 clusters Score: Raw -814274.520984 + Penalty 1514.164987 = -812760.355997 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3601.590598 sec): 3 clusters Score: Raw -807958.932122 + Penalty 3028.329974 = -804930.602147 nChanged 4848 SP:Iteration 1F (3601.655463 sec): 3 clusters Score: Raw -810640.034574 + Penalty 3028.329974 = -807611.704600 nChanged 766 SP:Iteration 2F (3601.708598 sec): 3 clusters Score: Raw -811045.894529 + Penalty 3028.329974 = -808017.564554 nChanged 701 SP:Iteration 3F (3601.774209 sec): 3 clusters Score: Raw -811449.400964 + Penalty 3028.329974 = -808421.070989 nChanged 651 SP:Iteration 4F (3601.835041 sec): 3 clusters Score: Raw -811854.819508 + Penalty 3028.329974 = -808826.489534 nChanged 632 SP:Iteration 5F (3601.895287 sec): 3 clusters Score: Raw -812245.985576 + Penalty 3028.329974 = -809217.655602 nChanged 594 SP:Iteration 6F (3601.961528 sec): 3 clusters Score: Raw -812633.650721 + Penalty 3028.329974 = -809605.320747 nChanged 542 SP:Iteration 7Q (3602.027802 sec): 3 clusters Score: Raw -812967.515047 + Penalty 3028.329974 = -809939.185073 nChanged 476 SP:Iteration 8Q (3602.090948 sec): 3 clusters Score: Raw -813250.212455 + Penalty 3028.329974 = -810221.882481 nChanged 427 SP:Iteration 9Q (3602.144178 sec): 3 clusters Score: Raw -813503.299627 + Penalty 3028.329974 = -810474.969652 nChanged 373 SP:Iteration 10Q (3602.209196 sec): 3 clusters Score: Raw -813692.993037 + Penalty 3028.329974 = -810664.663063 nChanged 345 SP:Iteration 11Q (3602.286169 sec): 3 clusters Score: Raw -813861.427112 + Penalty 3028.329974 = -810833.097138 nChanged 282 SP:Iteration 12Q (3602.346095 sec): 3 clusters Score: Raw -813981.865748 + Penalty 3028.329974 = -810953.535774 nChanged 238 SP:Iteration 13Q (3602.404267 sec): 3 clusters Score: Raw -814083.039412 + Penalty 3028.329974 = -811054.709438 nChanged 222 SP:Iteration 14Q (3602.466514 sec): 3 clusters Score: Raw -814177.300394 + Penalty 3028.329974 = -811148.970420 nChanged 182 SP:Iteration 15Q (3602.528739 sec): 3 clusters Score: Raw -814273.982397 + Penalty 3028.329974 = -811245.652422 nChanged 199 SP:Iteration 16Q (3602.582610 sec): 3 clusters Score: Raw -814382.362259 + Penalty 3028.329974 = -811354.032284 nChanged 218 SP:Iteration 17Q (3602.642029 sec): 3 clusters Score: Raw -814473.019346 + Penalty 3028.329974 = -811444.689372 nChanged 189 SP:Iteration 18Q (3602.699309 sec): 3 clusters Score: Raw -814548.825828 + Penalty 3028.329974 = -811520.495853 nChanged 188 SP:Iteration 19Q (3602.769955 sec): 3 clusters Score: Raw -814616.200360 + Penalty 3028.329974 = -811587.870386 nChanged 168 SP:Iteration 20F (3602.818718 sec): 3 clusters Score: Raw -814678.937058 + Penalty 3028.329974 = -811650.607084 nChanged 159 SP:Iteration 21Q (3602.883400 sec): 3 clusters Score: Raw -814739.510207 + Penalty 3028.329974 = -811711.180233 nChanged 155 SP:Iteration 22Q (3602.940454 sec): 3 clusters Score: Raw -814791.942066 + Penalty 3028.329974 = -811763.612091 nChanged 150 SP:Iteration 23Q (3602.997796 sec): 3 clusters Score: Raw -814838.076516 + Penalty 3028.329974 = -811809.746542 nChanged 140 SP:Iteration 24Q (3603.067754 sec): 3 clusters Score: Raw -814884.818116 + Penalty 3028.329974 = -811856.488141 nChanged 116 SP:Iteration 25Q (3603.124125 sec): 3 clusters Score: Raw -814916.592259 + Penalty 3028.329974 = -811888.262285 nChanged 107 SP:Iteration 26Q (3603.186804 sec): 3 clusters Score: Raw -814945.041559 + Penalty 3028.329974 = -811916.711585 nChanged 103 SP:Iteration 27Q (3603.248770 sec): 3 clusters Score: Raw -814973.809070 + Penalty 3028.329974 = -811945.479096 nChanged 98 SP:Iteration 28Q (3603.311855 sec): 3 clusters Score: Raw -814999.195592 + Penalty 3028.329974 = -811970.865618 nChanged 84 SP:Iteration 29Q (3603.367452 sec): 3 clusters Score: Raw -815020.454685 + Penalty 3028.329974 = -811992.124711 nChanged 86 SP:Iteration 30Q (3603.431809 sec): 3 clusters Score: Raw -815041.597101 + Penalty 3028.329974 = -812013.267126 nChanged 89 SP:Iteration 31Q (3603.501071 sec): 3 clusters Score: Raw -815061.993244 + Penalty 3028.329974 = -812033.663270 nChanged 83 SP:Iteration 32Q (3603.561614 sec): 3 clusters Score: Raw -815079.774377 + Penalty 3028.329974 = -812051.444403 nChanged 64 SP:Iteration 33Q (3603.630182 sec): 3 clusters Score: Raw -815094.148524 + Penalty 3028.329974 = -812065.818549 nChanged 55 SP:Iteration 34Q (3603.693887 sec): 3 clusters Score: Raw -815104.061244 + Penalty 3028.329974 = -812075.731270 nChanged 38 SP:Iteration 35Q (3603.750726 sec): 3 clusters Score: Raw -815109.471445 + Penalty 3028.329974 = -812081.141471 nChanged 38 SP:Iteration 36Q (3603.826625 sec): 3 clusters Score: Raw -815113.788370 + Penalty 3028.329974 = -812085.458395 nChanged 32 SP:Iteration 37Q (3603.876320 sec): 3 clusters Score: Raw -815118.607556 + Penalty 3028.329974 = -812090.277581 nChanged 23 SP:Iteration 38Q (3603.942213 sec): 3 clusters Score: Raw -815122.326233 + Penalty 3028.329974 = -812093.996259 nChanged 32 SP:Iteration 39Q (3604.001764 sec): 3 clusters Score: Raw -815127.085686 + Penalty 3028.329974 = -812098.755712 nChanged 24 SP:Iteration 40F (3604.060426 sec): 3 clusters Score: Raw -815130.014843 + Penalty 3028.329974 = -812101.684869 nChanged 16 SP:Iteration 41Q (3604.111648 sec): 3 clusters Score: Raw -815131.771508 + Penalty 3028.329974 = -812103.441534 nChanged 21 SP:Iteration 42Q (3604.177533 sec): 3 clusters Score: Raw -815134.733053 + Penalty 3028.329974 = -812106.403078 nChanged 27 SP:Iteration 43Q (3604.232607 sec): 3 clusters Score: Raw -815138.304774 + Penalty 3028.329974 = -812109.974800 nChanged 30 SP:Iteration 44Q (3604.292458 sec): 3 clusters Score: Raw -815144.441313 + Penalty 3028.329974 = -812116.111339 nChanged 32 SP:Iteration 45Q (3604.352521 sec): 3 clusters Score: Raw -815150.357629 + Penalty 3028.329974 = -812122.027655 nChanged 40 SP:Iteration 46Q (3604.417820 sec): 3 clusters Score: Raw -815156.861515 + Penalty 3028.329974 = -812128.531541 nChanged 31 SP:Iteration 47Q (3604.475671 sec): 3 clusters Score: Raw -815161.388679 + Penalty 3028.329974 = -812133.058704 nChanged 28 SP:Iteration 48Q (3604.538861 sec): 3 clusters Score: Raw -815165.935064 + Penalty 3028.329974 = -812137.605089 nChanged 26 SP:Iteration 49Q (3604.603281 sec): 3 clusters Score: Raw -815170.056609 + Penalty 3028.329974 = -812141.726635 nChanged 21 SP:Iteration 50Q (3604.666480 sec): 3 clusters Score: Raw -815173.198924 + Penalty 3028.329974 = -812144.868950 nChanged 18 SP:Iteration 51Q (3604.732197 sec): 3 clusters Score: Raw -815175.395184 + Penalty 3028.329974 = -812147.065210 nChanged 9 SP:Iteration 52Q (3604.786449 sec): 3 clusters Score: Raw -815176.157297 + Penalty 3028.329974 = -812147.827323 nChanged 7 SP:Iteration 53Q (3604.855969 sec): 3 clusters Score: Raw -815176.910566 + Penalty 3028.329974 = -812148.580591 nChanged 6 SP:Iteration 54Q (3604.914558 sec): 3 clusters Score: Raw -815177.478836 + Penalty 3028.329974 = -812149.148862 nChanged 5 SP:Iteration 55Q (3604.971678 sec): 3 clusters Score: Raw -815177.856695 + Penalty 3028.329974 = -812149.526720 nChanged 3 SP:Iteration 56Q (3605.029926 sec): 3 clusters Score: Raw -815178.094463 + Penalty 3028.329974 = -812149.764489 nChanged 2 SP:Iteration 57Q (3605.090664 sec): 3 clusters Score: Raw -815178.256497 + Penalty 3028.329974 = -812149.926523 nChanged 0 SP:Iteration 58F (3605.159613 sec): 3 clusters Score: Raw -815178.256497 + Penalty 3028.329974 = -812149.926523 nChanged 0 Trying to split cluster 30 (8358 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3605.190642 sec): 2 clusters Score: Raw -657060.904033 + Penalty 1467.533347 = -655593.370686 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3605.257990 sec): 3 clusters Score: Raw -652426.628750 + Penalty 2935.066694 = -649491.562056 nChanged 3597 SP:Iteration 1F (3605.323703 sec): 3 clusters Score: Raw -654694.304119 + Penalty 2935.066694 = -651759.237425 nChanged 698 SP:Iteration 2F (3605.369332 sec): 3 clusters Score: Raw -655243.493160 + Penalty 2935.066694 = -652308.426466 nChanged 601 SP:Iteration 3F (3605.429802 sec): 3 clusters Score: Raw -655779.485592 + Penalty 2935.066694 = -652844.418898 nChanged 597 SP:Iteration 4F (3605.493494 sec): 3 clusters Score: Raw -656318.458631 + Penalty 2935.066694 = -653383.391937 nChanged 529 SP:Iteration 5F (3605.560074 sec): 3 clusters Score: Raw -656721.782711 + Penalty 2935.066694 = -653786.716017 nChanged 418 SP:Iteration 6F (3605.619125 sec): 3 clusters Score: Raw -657022.300439 + Penalty 2935.066694 = -654087.233745 nChanged 352 SP:Iteration 7Q (3605.673305 sec): 3 clusters Score: Raw -657227.185225 + Penalty 2935.066694 = -654292.118531 nChanged 256 SP:Iteration 8Q (3605.737603 sec): 3 clusters Score: Raw -657378.603737 + Penalty 2935.066694 = -654443.537043 nChanged 239 SP:Iteration 9Q (3605.789150 sec): 3 clusters Score: Raw -657518.663946 + Penalty 2935.066694 = -654583.597252 nChanged 187 SP:Iteration 10Q (3605.864125 sec): 3 clusters Score: Raw -657611.740573 + Penalty 2935.066694 = -654676.673879 nChanged 163 SP:Iteration 11Q (3605.921613 sec): 3 clusters Score: Raw -657688.260390 + Penalty 2935.066694 = -654753.193697 nChanged 111 SP:Iteration 12Q (3605.984012 sec): 3 clusters Score: Raw -657727.526127 + Penalty 2935.066694 = -654792.459433 nChanged 85 SP:Iteration 13Q (3606.050057 sec): 3 clusters Score: Raw -657759.817846 + Penalty 2935.066694 = -654824.751152 nChanged 81 SP:Iteration 14Q (3606.105991 sec): 3 clusters Score: Raw -657786.144802 + Penalty 2935.066694 = -654851.078108 nChanged 67 SP:Iteration 15Q (3606.156385 sec): 3 clusters Score: Raw -657803.314125 + Penalty 2935.066694 = -654868.247431 nChanged 44 SP:Iteration 16Q (3606.231318 sec): 3 clusters Score: Raw -657815.749436 + Penalty 2935.066694 = -654880.682742 nChanged 48 SP:Iteration 17Q (3606.290313 sec): 3 clusters Score: Raw -657827.242075 + Penalty 2935.066694 = -654892.175381 nChanged 36 SP:Iteration 18Q (3606.340762 sec): 3 clusters Score: Raw -657836.024705 + Penalty 2935.066694 = -654900.958011 nChanged 35 SP:Iteration 19Q (3606.411816 sec): 3 clusters Score: Raw -657842.589572 + Penalty 2935.066694 = -654907.522878 nChanged 24 SP:Iteration 20F (3606.457861 sec): 3 clusters Score: Raw -657847.323695 + Penalty 2935.066694 = -654912.257001 nChanged 18 SP:Iteration 21Q (3606.523641 sec): 3 clusters Score: Raw -657851.367049 + Penalty 2935.066694 = -654916.300355 nChanged 17 SP:Iteration 22Q (3606.586287 sec): 3 clusters Score: Raw -657854.335867 + Penalty 2935.066694 = -654919.269173 nChanged 15 SP:Iteration 23Q (3606.647451 sec): 3 clusters Score: Raw -657857.459638 + Penalty 2935.066694 = -654922.392944 nChanged 14 SP:Iteration 24Q (3606.705477 sec): 3 clusters Score: Raw -657860.777814 + Penalty 2935.066694 = -654925.711120 nChanged 17 SP:Iteration 25Q (3606.762614 sec): 3 clusters Score: Raw -657866.262320 + Penalty 2935.066694 = -654931.195626 nChanged 24 SP:Iteration 26Q (3606.821253 sec): 3 clusters Score: Raw -657871.320992 + Penalty 2935.066694 = -654936.254298 nChanged 19 SP:Iteration 27Q (3606.874748 sec): 3 clusters Score: Raw -657875.006107 + Penalty 2935.066694 = -654939.939413 nChanged 18 SP:Iteration 28Q (3606.928292 sec): 3 clusters Score: Raw -657877.817443 + Penalty 2935.066694 = -654942.750749 nChanged 12 SP:Iteration 29Q (3606.988160 sec): 3 clusters Score: Raw -657880.265095 + Penalty 2935.066694 = -654945.198401 nChanged 14 SP:Iteration 30Q (3607.046783 sec): 3 clusters Score: Raw -657882.316752 + Penalty 2935.066694 = -654947.250058 nChanged 10 SP:Iteration 31Q (3607.116041 sec): 3 clusters Score: Raw -657883.264637 + Penalty 2935.066694 = -654948.197943 nChanged 6 SP:Iteration 32Q (3607.164450 sec): 3 clusters Score: Raw -657883.769552 + Penalty 2935.066694 = -654948.702858 nChanged 2 SP:Iteration 33Q (3607.221932 sec): 3 clusters Score: Raw -657883.848272 + Penalty 2935.066694 = -654948.781578 nChanged 1 SP:Iteration 34Q (3607.285592 sec): 3 clusters Score: Raw -657883.892956 + Penalty 2935.066694 = -654948.826262 nChanged 0 SP:Iteration 35F (3607.338533 sec): 3 clusters Score: Raw -657883.892956 + Penalty 2935.066694 = -654948.826262 nChanged 0 Iteration 59Q (3614.488632 sec): 39 clusters Score: Raw -49118446.386925 + Penalty 82405.323105 = -49036041.063820 nChanged 6262 Iteration 60F (3630.113866 sec): 39 clusters Score: Raw -49122174.711450 + Penalty 82405.323105 = -49039769.388345 nChanged 5747 Iteration 61Q (3636.472005 sec): 39 clusters Score: Raw -49124390.237798 + Penalty 82405.323105 = -49041984.914693 nChanged 4168 Iteration 62Q (3642.682540 sec): 39 clusters Score: Raw -49125698.844212 + Penalty 82405.323105 = -49043293.521107 nChanged 3598 Iteration 63Q (3648.940462 sec): 39 clusters Score: Raw -49126653.780307 + Penalty 82405.323105 = -49044248.457202 nChanged 3267 Iteration 64Q (3655.105395 sec): 39 clusters Score: Raw -49127387.511513 + Penalty 82405.323105 = -49044982.188408 nChanged 2980 Iteration 65Q (3661.251599 sec): 39 clusters Score: Raw -49128032.616127 + Penalty 82405.323105 = -49045627.293022 nChanged 2780 Iteration 66Q (3667.614644 sec): 39 clusters Score: Raw -49128582.040360 + Penalty 82405.323105 = -49046176.717255 nChanged 2589 Iteration 67Q (3673.894841 sec): 39 clusters Score: Raw -49129070.400035 + Penalty 82405.323105 = -49046665.076930 nChanged 2484 Iteration 68Q (3680.316802 sec): 39 clusters Score: Raw -49129508.122049 + Penalty 82405.323105 = -49047102.798944 nChanged 2403 Iteration 69Q (3686.558685 sec): 39 clusters Score: Raw -49129910.493682 + Penalty 82405.323105 = -49047505.170577 nChanged 2280 Iteration 70Q (3692.732282 sec): 39 clusters Score: Raw -49130264.628941 + Penalty 82405.323105 = -49047859.305836 nChanged 2097 Iteration 71Q (3699.051373 sec): 39 clusters Score: Raw -49130573.458302 + Penalty 82405.323105 = -49048168.135197 nChanged 2036 Iteration 72Q (3705.340513 sec): 39 clusters Score: Raw -49130884.429701 + Penalty 82405.323105 = -49048479.106596 nChanged 1880 Iteration 73Q (3711.840523 sec): 39 clusters Score: Raw -49131152.468567 + Penalty 82405.323105 = -49048747.145462 nChanged 1730 Iteration 74Q (3718.149775 sec): 39 clusters Score: Raw -49131408.911801 + Penalty 82405.323105 = -49049003.588696 nChanged 1646 Iteration 75Q (3724.440380 sec): 39 clusters Score: Raw -49131658.328329 + Penalty 82405.323105 = -49049253.005224 nChanged 1611 Iteration 76Q (3730.785452 sec): 39 clusters Score: Raw -49131918.482167 + Penalty 82405.323105 = -49049513.159062 nChanged 1557 Iteration 77Q (3737.066555 sec): 39 clusters Score: Raw -49132143.659642 + Penalty 82405.323105 = -49049738.336537 nChanged 1441 Iteration 78Q (3743.360671 sec): 39 clusters Score: Raw -49132349.759037 + Penalty 82405.323105 = -49049944.435932 nChanged 1414 Iteration 79Q (3749.640222 sec): 39 clusters Score: Raw -49132553.152131 + Penalty 82405.323105 = -49050147.829026 nChanged 1393 Iteration 80F (3764.983662 sec): 39 clusters Score: Raw -49132813.141018 + Penalty 82405.323105 = -49050407.817913 nChanged 1455 Iteration 81Q (3771.315544 sec): 39 clusters Score: Raw -49133035.359834 + Penalty 82405.323105 = -49050630.036729 nChanged 1399 Iteration 82Q (3777.544432 sec): 39 clusters Score: Raw -49133209.428067 + Penalty 82405.323105 = -49050804.104962 nChanged 1353 Iteration 83Q (3783.912099 sec): 39 clusters Score: Raw -49133351.585690 + Penalty 82405.323105 = -49050946.262585 nChanged 1284 Iteration 84Q (3790.178023 sec): 39 clusters Score: Raw -49133483.857301 + Penalty 82405.323105 = -49051078.534196 nChanged 1266 Iteration 85Q (3796.399997 sec): 39 clusters Score: Raw -49133610.908036 + Penalty 82405.323105 = -49051205.584931 nChanged 1192 Iteration 86Q (3802.579055 sec): 39 clusters Score: Raw -49133724.320857 + Penalty 82405.323105 = -49051318.997752 nChanged 1109 Iteration 87Q (3808.858557 sec): 39 clusters Score: Raw -49133819.281087 + Penalty 82405.323105 = -49051413.957982 nChanged 1015 Iteration 88Q (3815.140611 sec): 39 clusters Score: Raw -49133894.992888 + Penalty 82405.323105 = -49051489.669783 nChanged 923 Iteration 89Q (3821.285004 sec): 39 clusters Score: Raw -49133963.310996 + Penalty 82405.323105 = -49051557.987891 nChanged 919 Iteration 90Q (3827.684252 sec): 39 clusters Score: Raw -49134026.410294 + Penalty 82405.323105 = -49051621.087189 nChanged 946 Iteration 91Q (3834.305674 sec): 39 clusters Score: Raw -49134094.559437 + Penalty 82405.323105 = -49051689.236332 nChanged 896 Iteration 92Q (3840.810746 sec): 39 clusters Score: Raw -49134158.791768 + Penalty 82405.323105 = -49051753.468663 nChanged 804 Iteration 93Q (3847.267164 sec): 39 clusters Score: Raw -49134209.032312 + Penalty 82405.323105 = -49051803.709207 nChanged 749 Iteration 94Q (3853.691010 sec): 39 clusters Score: Raw -49134253.886309 + Penalty 82405.323105 = -49051848.563204 nChanged 710 Iteration 95Q (3860.168189 sec): 39 clusters Score: Raw -49134296.714338 + Penalty 82405.323105 = -49051891.391233 nChanged 702 Iteration 96Q (3866.488737 sec): 39 clusters Score: Raw -49134335.970783 + Penalty 82405.323105 = -49051930.647678 nChanged 656 Iteration 97Q (3872.610101 sec): 39 clusters Score: Raw -49134369.720831 + Penalty 82405.323105 = -49051964.397726 nChanged 585 Iteration 98Q (3878.884954 sec): 39 clusters Score: Raw -49134399.556458 + Penalty 82405.323105 = -49051994.233353 nChanged 555 Writing temp clu file Because OldScore, -49051964.397726, is greater than current (better) Score,-49051994.233353 Compute initial score before splitting: Score: Raw -49134399.556458 + Penalty 82405.323105 = -49051994.233353 Trying to split cluster 1 (6495 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3879.113542 sec): 2 clusters Score: Raw -536769.948629 + Penalty 1426.553038 = -535343.395590 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3879.160448 sec): 3 clusters Score: Raw -533279.368586 + Penalty 2853.106077 = -530426.262509 nChanged 2743 SP:Iteration 1F (3879.222452 sec): 3 clusters Score: Raw -534880.483190 + Penalty 2853.106077 = -532027.377114 nChanged 467 SP:Iteration 2F (3879.280040 sec): 3 clusters Score: Raw -535187.626501 + Penalty 2853.106077 = -532334.520424 nChanged 396 SP:Iteration 3F (3879.334701 sec): 3 clusters Score: Raw -535445.100376 + Penalty 2853.106077 = -532591.994299 nChanged 335 SP:Iteration 4F (3879.379917 sec): 3 clusters Score: Raw -535640.849689 + Penalty 2853.106077 = -532787.743612 nChanged 277 SP:Iteration 5Q (3879.429204 sec): 3 clusters Score: Raw -535793.177287 + Penalty 2853.106077 = -532940.071210 nChanged 259 SP:Iteration 6Q (3879.484182 sec): 3 clusters Score: Raw -535928.458329 + Penalty 2853.106077 = -533075.352252 nChanged 247 SP:Iteration 7Q (3879.535942 sec): 3 clusters Score: Raw -536047.632558 + Penalty 2853.106077 = -533194.526481 nChanged 194 SP:Iteration 8Q (3879.600890 sec): 3 clusters Score: Raw -536136.904264 + Penalty 2853.106077 = -533283.798187 nChanged 196 SP:Iteration 9Q (3879.658863 sec): 3 clusters Score: Raw -536234.700939 + Penalty 2853.106077 = -533381.594862 nChanged 183 SP:Iteration 10Q (3879.703393 sec): 3 clusters Score: Raw -536325.983676 + Penalty 2853.106077 = -533472.877599 nChanged 169 SP:Iteration 11Q (3879.766150 sec): 3 clusters Score: Raw -536406.396525 + Penalty 2853.106077 = -533553.290448 nChanged 153 SP:Iteration 12Q (3879.806578 sec): 3 clusters Score: Raw -536473.675292 + Penalty 2853.106077 = -533620.569215 nChanged 120 SP:Iteration 13Q (3879.859301 sec): 3 clusters Score: Raw -536522.342755 + Penalty 2853.106077 = -533669.236678 nChanged 115 SP:Iteration 14Q (3879.923088 sec): 3 clusters Score: Raw -536567.143876 + Penalty 2853.106077 = -533714.037799 nChanged 92 SP:Iteration 15Q (3879.972809 sec): 3 clusters Score: Raw -536604.235969 + Penalty 2853.106077 = -533751.129892 nChanged 79 SP:Iteration 16Q (3880.031418 sec): 3 clusters Score: Raw -536628.339978 + Penalty 2853.106077 = -533775.233901 nChanged 67 SP:Iteration 17Q (3880.080620 sec): 3 clusters Score: Raw -536650.506129 + Penalty 2853.106077 = -533797.400053 nChanged 69 SP:Iteration 18Q (3880.138525 sec): 3 clusters Score: Raw -536670.251153 + Penalty 2853.106077 = -533817.145076 nChanged 71 SP:Iteration 19Q (3880.202214 sec): 3 clusters Score: Raw -536689.156516 + Penalty 2853.106077 = -533836.050439 nChanged 60 SP:Iteration 20F (3880.253489 sec): 3 clusters Score: Raw -536701.118833 + Penalty 2853.106077 = -533848.012756 nChanged 36 SP:Iteration 21Q (3880.302232 sec): 3 clusters Score: Raw -536711.036141 + Penalty 2853.106077 = -533857.930064 nChanged 37 SP:Iteration 22Q (3880.354855 sec): 3 clusters Score: Raw -536720.486504 + Penalty 2853.106077 = -533867.380427 nChanged 42 SP:Iteration 23Q (3880.404005 sec): 3 clusters Score: Raw -536731.537725 + Penalty 2853.106077 = -533878.431648 nChanged 33 SP:Iteration 24Q (3880.454355 sec): 3 clusters Score: Raw -536739.335448 + Penalty 2853.106077 = -533886.229371 nChanged 36 SP:Iteration 25Q (3880.511893 sec): 3 clusters Score: Raw -536748.307034 + Penalty 2853.106077 = -533895.200957 nChanged 31 SP:Iteration 26Q (3880.569415 sec): 3 clusters Score: Raw -536756.589114 + Penalty 2853.106077 = -533903.483037 nChanged 26 SP:Iteration 27Q (3880.619213 sec): 3 clusters Score: Raw -536761.492804 + Penalty 2853.106077 = -533908.386727 nChanged 21 SP:Iteration 28Q (3880.668599 sec): 3 clusters Score: Raw -536765.647859 + Penalty 2853.106077 = -533912.541782 nChanged 17 SP:Iteration 29Q (3880.727361 sec): 3 clusters Score: Raw -536770.453359 + Penalty 2853.106077 = -533917.347282 nChanged 26 SP:Iteration 30Q (3880.788617 sec): 3 clusters Score: Raw -536777.269204 + Penalty 2853.106077 = -533924.163127 nChanged 26 SP:Iteration 31Q (3880.833347 sec): 3 clusters Score: Raw -536783.173541 + Penalty 2853.106077 = -533930.067464 nChanged 19 SP:Iteration 32Q (3880.889505 sec): 3 clusters Score: Raw -536788.212078 + Penalty 2853.106077 = -533935.106001 nChanged 24 SP:Iteration 33Q (3880.949931 sec): 3 clusters Score: Raw -536793.075796 + Penalty 2853.106077 = -533939.969719 nChanged 26 SP:Iteration 34Q (3880.995790 sec): 3 clusters Score: Raw -536798.606980 + Penalty 2853.106077 = -533945.500903 nChanged 25 SP:Iteration 35Q (3881.058247 sec): 3 clusters Score: Raw -536804.334053 + Penalty 2853.106077 = -533951.227977 nChanged 22 SP:Iteration 36Q (3881.115595 sec): 3 clusters Score: Raw -536809.815666 + Penalty 2853.106077 = -533956.709589 nChanged 20 SP:Iteration 37Q (3881.162068 sec): 3 clusters Score: Raw -536814.864227 + Penalty 2853.106077 = -533961.758150 nChanged 20 SP:Iteration 38Q (3881.223576 sec): 3 clusters Score: Raw -536820.304939 + Penalty 2853.106077 = -533967.198862 nChanged 17 SP:Iteration 39Q (3881.274737 sec): 3 clusters Score: Raw -536823.888890 + Penalty 2853.106077 = -533970.782813 nChanged 17 SP:Iteration 40F (3881.323412 sec): 3 clusters Score: Raw -536827.547720 + Penalty 2853.106077 = -533974.441643 nChanged 19 SP:Iteration 41Q (3881.376416 sec): 3 clusters Score: Raw -536831.324634 + Penalty 2853.106077 = -533978.218557 nChanged 21 SP:Iteration 42Q (3881.441889 sec): 3 clusters Score: Raw -536835.438527 + Penalty 2853.106077 = -533982.332450 nChanged 16 SP:Iteration 43Q (3881.488100 sec): 3 clusters Score: Raw -536839.774580 + Penalty 2853.106077 = -533986.668503 nChanged 26 SP:Iteration 44Q (3881.544048 sec): 3 clusters Score: Raw -536845.079272 + Penalty 2853.106077 = -533991.973195 nChanged 25 SP:Iteration 45Q (3881.594400 sec): 3 clusters Score: Raw -536849.967917 + Penalty 2853.106077 = -533996.861841 nChanged 20 SP:Iteration 46Q (3881.655838 sec): 3 clusters Score: Raw -536854.573552 + Penalty 2853.106077 = -534001.467475 nChanged 17 SP:Iteration 47Q (3881.713620 sec): 3 clusters Score: Raw -536858.395328 + Penalty 2853.106077 = -534005.289251 nChanged 15 SP:Iteration 48Q (3881.773293 sec): 3 clusters Score: Raw -536860.852498 + Penalty 2853.106077 = -534007.746421 nChanged 13 SP:Iteration 49Q (3881.829178 sec): 3 clusters Score: Raw -536862.866112 + Penalty 2853.106077 = -534009.760035 nChanged 7 SP:Iteration 50Q (3881.887556 sec): 3 clusters Score: Raw -536864.034289 + Penalty 2853.106077 = -534010.928212 nChanged 8 SP:Iteration 51Q (3881.936373 sec): 3 clusters Score: Raw -536865.111896 + Penalty 2853.106077 = -534012.005819 nChanged 4 SP:Iteration 52Q (3881.993972 sec): 3 clusters Score: Raw -536865.786543 + Penalty 2853.106077 = -534012.680466 nChanged 2 SP:Iteration 53Q (3882.049636 sec): 3 clusters Score: Raw -536866.278022 + Penalty 2853.106077 = -534013.171945 nChanged 2 SP:Iteration 54Q (3882.099467 sec): 3 clusters Score: Raw -536866.478831 + Penalty 2853.106077 = -534013.372754 nChanged 1 SP:Iteration 55Q (3882.150666 sec): 3 clusters Score: Raw -536866.859634 + Penalty 2853.106077 = -534013.753557 nChanged 2 SP:Iteration 56Q (3882.208164 sec): 3 clusters Score: Raw -536867.378567 + Penalty 2853.106077 = -534014.272490 nChanged 3 SP:Iteration 57Q (3882.265559 sec): 3 clusters Score: Raw -536868.450118 + Penalty 2853.106077 = -534015.344041 nChanged 5 SP:Iteration 58Q (3882.322675 sec): 3 clusters Score: Raw -536869.408850 + Penalty 2853.106077 = -534016.302773 nChanged 5 SP:Iteration 59Q (3882.372903 sec): 3 clusters Score: Raw -536870.372492 + Penalty 2853.106077 = -534017.266415 nChanged 2 SP:Iteration 60F (3882.427643 sec): 3 clusters Score: Raw -536870.774529 + Penalty 2853.106077 = -534017.668452 nChanged 3 SP:Iteration 61Q (3882.477717 sec): 3 clusters Score: Raw -536871.365662 + Penalty 2853.106077 = -534018.259585 nChanged 5 SP:Iteration 62Q (3882.541813 sec): 3 clusters Score: Raw -536871.923815 + Penalty 2853.106077 = -534018.817738 nChanged 2 SP:Iteration 63Q (3882.587443 sec): 3 clusters Score: Raw -536872.217590 + Penalty 2853.106077 = -534019.111513 nChanged 3 SP:Iteration 64Q (3882.637868 sec): 3 clusters Score: Raw -536872.620386 + Penalty 2853.106077 = -534019.514309 nChanged 3 SP:Iteration 65Q (3882.693886 sec): 3 clusters Score: Raw -536873.055915 + Penalty 2853.106077 = -534019.949838 nChanged 1 SP:Iteration 66Q (3882.747285 sec): 3 clusters Score: Raw -536873.185776 + Penalty 2853.106077 = -534020.079699 nChanged 4 SP:Iteration 67Q (3882.803068 sec): 3 clusters Score: Raw -536874.037914 + Penalty 2853.106077 = -534020.931837 nChanged 4 SP:Iteration 68Q (3882.861069 sec): 3 clusters Score: Raw -536875.214327 + Penalty 2853.106077 = -534022.108250 nChanged 5 SP:Iteration 69Q (3882.928220 sec): 3 clusters Score: Raw -536876.424560 + Penalty 2853.106077 = -534023.318483 nChanged 8 SP:Iteration 70Q (3882.975577 sec): 3 clusters Score: Raw -536877.424545 + Penalty 2853.106077 = -534024.318468 nChanged 4 SP:Iteration 71Q (3883.045092 sec): 3 clusters Score: Raw -536877.831919 + Penalty 2853.106077 = -534024.725842 nChanged 3 SP:Iteration 72Q (3883.087703 sec): 3 clusters Score: Raw -536878.370395 + Penalty 2853.106077 = -534025.264318 nChanged 3 SP:Iteration 73Q (3883.142943 sec): 3 clusters Score: Raw -536878.658297 + Penalty 2853.106077 = -534025.552220 nChanged 2 SP:Iteration 74Q (3883.207615 sec): 3 clusters Score: Raw -536878.986877 + Penalty 2853.106077 = -534025.880800 nChanged 1 SP:Iteration 75Q (3883.253244 sec): 3 clusters Score: Raw -536879.204124 + Penalty 2853.106077 = -534026.098047 nChanged 3 SP:Iteration 76Q (3883.309323 sec): 3 clusters Score: Raw -536879.791803 + Penalty 2853.106077 = -534026.685726 nChanged 5 SP:Iteration 77Q (3883.375078 sec): 3 clusters Score: Raw -536881.171505 + Penalty 2853.106077 = -534028.065428 nChanged 7 SP:Iteration 78Q (3883.426334 sec): 3 clusters Score: Raw -536883.439437 + Penalty 2853.106077 = -534030.333360 nChanged 6 SP:Iteration 79Q (3883.478082 sec): 3 clusters Score: Raw -536884.929092 + Penalty 2853.106077 = -534031.823015 nChanged 7 SP:Iteration 80F (3883.531520 sec): 3 clusters Score: Raw -536886.054430 + Penalty 2853.106077 = -534032.948353 nChanged 7 SP:Iteration 81Q (3883.585001 sec): 3 clusters Score: Raw -536887.108712 + Penalty 2853.106077 = -534034.002635 nChanged 3 SP:Iteration 82Q (3883.639885 sec): 3 clusters Score: Raw -536887.705928 + Penalty 2853.106077 = -534034.599851 nChanged 2 SP:Iteration 83Q (3883.693563 sec): 3 clusters Score: Raw -536887.973821 + Penalty 2853.106077 = -534034.867744 nChanged 3 SP:Iteration 84Q (3883.746048 sec): 3 clusters Score: Raw -536888.187256 + Penalty 2853.106077 = -534035.081180 nChanged 2 SP:Iteration 85Q (3883.803973 sec): 3 clusters Score: Raw -536888.366631 + Penalty 2853.106077 = -534035.260554 nChanged 1 SP:Iteration 86Q (3883.866810 sec): 3 clusters Score: Raw -536888.548604 + Penalty 2853.106077 = -534035.442527 nChanged 3 SP:Iteration 87Q (3883.918168 sec): 3 clusters Score: Raw -536888.813638 + Penalty 2853.106077 = -534035.707561 nChanged 1 SP:Iteration 88Q (3883.963572 sec): 3 clusters Score: Raw -536888.994212 + Penalty 2853.106077 = -534035.888135 nChanged 2 SP:Iteration 89Q (3884.013200 sec): 3 clusters Score: Raw -536889.433154 + Penalty 2853.106077 = -534036.327077 nChanged 4 SP:Iteration 90Q (3884.068006 sec): 3 clusters Score: Raw -536890.118141 + Penalty 2853.106077 = -534037.012064 nChanged 3 SP:Iteration 91Q (3884.122299 sec): 3 clusters Score: Raw -536890.470958 + Penalty 2853.106077 = -534037.364881 nChanged 3 SP:Iteration 92Q (3884.177125 sec): 3 clusters Score: Raw -536890.865187 + Penalty 2853.106077 = -534037.759110 nChanged 4 SP:Iteration 93Q (3884.233215 sec): 3 clusters Score: Raw -536891.724574 + Penalty 2853.106077 = -534038.618497 nChanged 5 SP:Iteration 94Q (3884.291351 sec): 3 clusters Score: Raw -536892.516942 + Penalty 2853.106077 = -534039.410865 nChanged 3 SP:Iteration 95Q (3884.347511 sec): 3 clusters Score: Raw -536893.339898 + Penalty 2853.106077 = -534040.233821 nChanged 3 SP:Iteration 96Q (3884.404968 sec): 3 clusters Score: Raw -536893.765230 + Penalty 2853.106077 = -534040.659153 nChanged 5 SP:Iteration 97Q (3884.460830 sec): 3 clusters Score: Raw -536894.524564 + Penalty 2853.106077 = -534041.418487 nChanged 2 SP:Iteration 98Q (3884.517567 sec): 3 clusters Score: Raw -536894.840600 + Penalty 2853.106077 = -534041.734523 nChanged 2 SP:Iteration 99Q (3884.572705 sec): 3 clusters Score: Raw -536895.177872 + Penalty 2853.106077 = -534042.071795 nChanged 2 SP:Iteration 100F (3884.636889 sec): 3 clusters Score: Raw -536895.520446 + Penalty 2853.106077 = -534042.414369 nChanged 1 SP:Iteration 101Q (3884.699292 sec): 3 clusters Score: Raw -536895.649176 + Penalty 2853.106077 = -534042.543099 nChanged 1 SP:Iteration 102Q (3884.755349 sec): 3 clusters Score: Raw -536895.923279 + Penalty 2853.106077 = -534042.817202 nChanged 3 SP:Iteration 103Q (3884.820875 sec): 3 clusters Score: Raw -536896.239445 + Penalty 2853.106077 = -534043.133368 nChanged 2 SP:Iteration 104Q (3884.869635 sec): 3 clusters Score: Raw -536896.578884 + Penalty 2853.106077 = -534043.472807 nChanged 1 SP:Iteration 105Q (3884.937960 sec): 3 clusters Score: Raw -536896.825236 + Penalty 2853.106077 = -534043.719159 nChanged 1 SP:Iteration 106Q (3884.983579 sec): 3 clusters Score: Raw -536896.885699 + Penalty 2853.106077 = -534043.779623 nChanged 1 SP:Iteration 107Q (3885.047961 sec): 3 clusters Score: Raw -536896.942968 + Penalty 2853.106077 = -534043.836891 nChanged 0 SP:Iteration 108F (3885.098043 sec): 3 clusters Score: Raw -536896.942968 + Penalty 2853.106077 = -534043.836891 nChanged 0 Trying to split cluster 2 (2505 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3885.137880 sec): 2 clusters Score: Raw -210684.935851 + Penalty 1271.732152 = -209413.203699 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3885.184582 sec): 3 clusters Score: Raw -209524.743359 + Penalty 2543.464304 = -206981.279055 nChanged 914 SP:Iteration 1F (3885.236230 sec): 3 clusters Score: Raw -210030.214076 + Penalty 2543.464304 = -207486.749771 nChanged 189 SP:Iteration 2F (3885.283621 sec): 3 clusters Score: Raw -210154.297528 + Penalty 2543.464304 = -207610.833224 nChanged 133 SP:Iteration 3F (3885.327304 sec): 3 clusters Score: Raw -210263.936529 + Penalty 2543.464304 = -207720.472224 nChanged 120 SP:Iteration 4Q (3885.386973 sec): 3 clusters Score: Raw -210345.141334 + Penalty 2543.464304 = -207801.677030 nChanged 94 SP:Iteration 5Q (3885.427967 sec): 3 clusters Score: Raw -210401.620674 + Penalty 2543.464304 = -207858.156370 nChanged 74 SP:Iteration 6Q (3885.491873 sec): 3 clusters Score: Raw -210445.789187 + Penalty 2543.464304 = -207902.324882 nChanged 72 SP:Iteration 7Q (3885.541710 sec): 3 clusters Score: Raw -210484.416675 + Penalty 2543.464304 = -207940.952371 nChanged 56 SP:Iteration 8Q (3885.587607 sec): 3 clusters Score: Raw -210516.233812 + Penalty 2543.464304 = -207972.769508 nChanged 53 SP:Iteration 9Q (3885.648941 sec): 3 clusters Score: Raw -210545.262222 + Penalty 2543.464304 = -208001.797917 nChanged 57 SP:Iteration 10Q (3885.691706 sec): 3 clusters Score: Raw -210577.608860 + Penalty 2543.464304 = -208034.144556 nChanged 51 SP:Iteration 11Q (3885.744287 sec): 3 clusters Score: Raw -210601.535210 + Penalty 2543.464304 = -208058.070906 nChanged 39 SP:Iteration 12Q (3885.793339 sec): 3 clusters Score: Raw -210622.100736 + Penalty 2543.464304 = -208078.636432 nChanged 36 SP:Iteration 13Q (3885.848286 sec): 3 clusters Score: Raw -210640.379027 + Penalty 2543.464304 = -208096.914722 nChanged 34 SP:Iteration 14Q (3885.897874 sec): 3 clusters Score: Raw -210658.299276 + Penalty 2543.464304 = -208114.834971 nChanged 27 SP:Iteration 15Q (3885.935808 sec): 3 clusters Score: Raw -210679.422041 + Penalty 2543.464304 = -208135.957737 nChanged 45 SP:Iteration 16Q (3885.999344 sec): 3 clusters Score: Raw -210715.009595 + Penalty 2543.464304 = -208171.545291 nChanged 37 SP:Iteration 17Q (3886.053849 sec): 3 clusters Score: Raw -210734.047351 + Penalty 2543.464304 = -208190.583046 nChanged 29 SP:Iteration 18Q (3886.091653 sec): 3 clusters Score: Raw -210751.164342 + Penalty 2543.464304 = -208207.700038 nChanged 27 SP:Iteration 19Q (3886.149273 sec): 3 clusters Score: Raw -210766.081342 + Penalty 2543.464304 = -208222.617038 nChanged 24 SP:Iteration 20F (3886.202219 sec): 3 clusters Score: Raw -210780.445873 + Penalty 2543.464304 = -208236.981569 nChanged 20 SP:Iteration 21Q (3886.245379 sec): 3 clusters Score: Raw -210795.815579 + Penalty 2543.464304 = -208252.351274 nChanged 22 SP:Iteration 22Q (3886.288466 sec): 3 clusters Score: Raw -210811.860852 + Penalty 2543.464304 = -208268.396548 nChanged 18 SP:Iteration 23Q (3886.333834 sec): 3 clusters Score: Raw -210823.345475 + Penalty 2543.464304 = -208279.881171 nChanged 11 SP:Iteration 24Q (3886.386667 sec): 3 clusters Score: Raw -210829.616744 + Penalty 2543.464304 = -208286.152440 nChanged 12 SP:Iteration 25Q (3886.439077 sec): 3 clusters Score: Raw -210837.901035 + Penalty 2543.464304 = -208294.436731 nChanged 16 SP:Iteration 26Q (3886.491882 sec): 3 clusters Score: Raw -210845.415034 + Penalty 2543.464304 = -208301.950730 nChanged 9 SP:Iteration 27Q (3886.542862 sec): 3 clusters Score: Raw -210849.224500 + Penalty 2543.464304 = -208305.760196 nChanged 6 SP:Iteration 28Q (3886.598388 sec): 3 clusters Score: Raw -210853.589099 + Penalty 2543.464304 = -208310.124795 nChanged 6 SP:Iteration 29Q (3886.646863 sec): 3 clusters Score: Raw -210856.824235 + Penalty 2543.464304 = -208313.359931 nChanged 6 SP:Iteration 30Q (3886.698177 sec): 3 clusters Score: Raw -210860.882968 + Penalty 2543.464304 = -208317.418664 nChanged 6 SP:Iteration 31Q (3886.745784 sec): 3 clusters Score: Raw -210863.968995 + Penalty 2543.464304 = -208320.504690 nChanged 8 SP:Iteration 32Q (3886.796629 sec): 3 clusters Score: Raw -210867.362152 + Penalty 2543.464304 = -208323.897848 nChanged 4 SP:Iteration 33Q (3886.852163 sec): 3 clusters Score: Raw -210869.150689 + Penalty 2543.464304 = -208325.686385 nChanged 0 SP:Iteration 34F (3886.893897 sec): 3 clusters Score: Raw -210869.150689 + Penalty 2543.464304 = -208325.686385 nChanged 0 Trying to split cluster 3 (37072 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3886.983635 sec): 2 clusters Score: Raw -3105684.309278 + Penalty 1709.600303 = -3103974.708975 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3887.083401 sec): 3 clusters Score: Raw -3082604.942217 + Penalty 3419.200605 = -3079185.741612 nChanged 17207 SP:Iteration 1F (3887.201373 sec): 3 clusters Score: Raw -3092382.772866 + Penalty 3419.200605 = -3088963.572261 nChanged 1955 SP:Iteration 2F (3887.309288 sec): 3 clusters Score: Raw -3093253.630656 + Penalty 3419.200605 = -3089834.430051 nChanged 2306 SP:Iteration 3F (3887.400381 sec): 3 clusters Score: Raw -3094510.948921 + Penalty 3419.200605 = -3091091.748316 nChanged 2622 SP:Iteration 4F (3887.512953 sec): 3 clusters Score: Raw -3096244.264341 + Penalty 3419.200605 = -3092825.063736 nChanged 2865 SP:Iteration 5F (3887.614719 sec): 3 clusters Score: Raw -3098401.413927 + Penalty 3419.200605 = -3094982.213322 nChanged 2686 SP:Iteration 6F (3887.721904 sec): 3 clusters Score: Raw -3100479.732774 + Penalty 3419.200605 = -3097060.532169 nChanged 2198 SP:Iteration 7F (3887.829563 sec): 3 clusters Score: Raw -3102253.587939 + Penalty 3419.200605 = -3098834.387334 nChanged 1566 SP:Iteration 8Q (3887.944316 sec): 3 clusters Score: Raw -3103556.642824 + Penalty 3419.200605 = -3100137.442218 nChanged 1062 SP:Iteration 9Q (3888.053457 sec): 3 clusters Score: Raw -3104482.117912 + Penalty 3419.200605 = -3101062.917307 nChanged 773 SP:Iteration 10Q (3888.158413 sec): 3 clusters Score: Raw -3105096.806336 + Penalty 3419.200605 = -3101677.605731 nChanged 572 SP:Iteration 11Q (3888.266448 sec): 3 clusters Score: Raw -3105453.574026 + Penalty 3419.200605 = -3102034.373421 nChanged 467 SP:Iteration 12Q (3888.370641 sec): 3 clusters Score: Raw -3105672.205768 + Penalty 3419.200605 = -3102253.005163 nChanged 296 SP:Iteration 13Q (3888.469016 sec): 3 clusters Score: Raw -3105789.615650 + Penalty 3419.200605 = -3102370.415045 nChanged 227 SP:Iteration 14Q (3888.574641 sec): 3 clusters Score: Raw -3105878.525374 + Penalty 3419.200605 = -3102459.324769 nChanged 183 SP:Iteration 15Q (3888.681288 sec): 3 clusters Score: Raw -3105947.338444 + Penalty 3419.200605 = -3102528.137839 nChanged 154 SP:Iteration 16Q (3888.774406 sec): 3 clusters Score: Raw -3105995.670040 + Penalty 3419.200605 = -3102576.469435 nChanged 121 SP:Iteration 17Q (3888.872321 sec): 3 clusters Score: Raw -3106032.418150 + Penalty 3419.200605 = -3102613.217544 nChanged 112 SP:Iteration 18Q (3888.977853 sec): 3 clusters Score: Raw -3106064.051047 + Penalty 3419.200605 = -3102644.850441 nChanged 98 SP:Iteration 19Q (3889.079377 sec): 3 clusters Score: Raw -3106091.101806 + Penalty 3419.200605 = -3102671.901201 nChanged 91 SP:Iteration 20F (3889.186677 sec): 3 clusters Score: Raw -3106117.507636 + Penalty 3419.200605 = -3102698.307031 nChanged 93 SP:Iteration 21Q (3889.289470 sec): 3 clusters Score: Raw -3106150.907133 + Penalty 3419.200605 = -3102731.706528 nChanged 92 SP:Iteration 22Q (3889.388090 sec): 3 clusters Score: Raw -3106186.898756 + Penalty 3419.200605 = -3102767.698151 nChanged 104 SP:Iteration 23Q (3889.488967 sec): 3 clusters Score: Raw -3106221.331940 + Penalty 3419.200605 = -3102802.131335 nChanged 80 SP:Iteration 24Q (3889.592140 sec): 3 clusters Score: Raw -3106250.188078 + Penalty 3419.200605 = -3102830.987473 nChanged 93 SP:Iteration 25Q (3889.689833 sec): 3 clusters Score: Raw -3106280.532805 + Penalty 3419.200605 = -3102861.332200 nChanged 95 SP:Iteration 26Q (3889.800039 sec): 3 clusters Score: Raw -3106316.980249 + Penalty 3419.200605 = -3102897.779644 nChanged 96 SP:Iteration 27Q (3889.901893 sec): 3 clusters Score: Raw -3106349.798873 + Penalty 3419.200605 = -3102930.598268 nChanged 98 SP:Iteration 28Q (3889.998962 sec): 3 clusters Score: Raw -3106382.675041 + Penalty 3419.200605 = -3102963.474435 nChanged 103 SP:Iteration 29Q (3890.097462 sec): 3 clusters Score: Raw -3106412.314883 + Penalty 3419.200605 = -3102993.114278 nChanged 95 SP:Iteration 30Q (3890.194275 sec): 3 clusters Score: Raw -3106438.256516 + Penalty 3419.200605 = -3103019.055911 nChanged 85 SP:Iteration 31Q (3890.303532 sec): 3 clusters Score: Raw -3106461.777762 + Penalty 3419.200605 = -3103042.577157 nChanged 74 SP:Iteration 32Q (3890.405624 sec): 3 clusters Score: Raw -3106476.370598 + Penalty 3419.200605 = -3103057.169993 nChanged 50 SP:Iteration 33Q (3890.501614 sec): 3 clusters Score: Raw -3106483.616259 + Penalty 3419.200605 = -3103064.415654 nChanged 40 SP:Iteration 34Q (3890.590070 sec): 3 clusters Score: Raw -3106490.244693 + Penalty 3419.200605 = -3103071.044088 nChanged 34 SP:Iteration 35Q (3890.688599 sec): 3 clusters Score: Raw -3106495.874525 + Penalty 3419.200605 = -3103076.673919 nChanged 33 SP:Iteration 36Q (3890.776301 sec): 3 clusters Score: Raw -3106500.637010 + Penalty 3419.200605 = -3103081.436405 nChanged 24 SP:Iteration 37Q (3890.875357 sec): 3 clusters Score: Raw -3106503.987344 + Penalty 3419.200605 = -3103084.786739 nChanged 32 SP:Iteration 38Q (3890.980719 sec): 3 clusters Score: Raw -3106507.992840 + Penalty 3419.200605 = -3103088.792235 nChanged 27 SP:Iteration 39Q (3891.076851 sec): 3 clusters Score: Raw -3106511.045180 + Penalty 3419.200605 = -3103091.844575 nChanged 24 SP:Iteration 40F (3891.183439 sec): 3 clusters Score: Raw -3106513.264113 + Penalty 3419.200605 = -3103094.063508 nChanged 18 SP:Iteration 41Q (3891.274756 sec): 3 clusters Score: Raw -3106515.486598 + Penalty 3419.200605 = -3103096.285993 nChanged 20 SP:Iteration 42Q (3891.369880 sec): 3 clusters Score: Raw -3106519.234210 + Penalty 3419.200605 = -3103100.033605 nChanged 32 SP:Iteration 43Q (3891.470273 sec): 3 clusters Score: Raw -3106524.668473 + Penalty 3419.200605 = -3103105.467868 nChanged 30 SP:Iteration 44Q (3891.561763 sec): 3 clusters Score: Raw -3106527.826518 + Penalty 3419.200605 = -3103108.625913 nChanged 17 SP:Iteration 45Q (3891.663608 sec): 3 clusters Score: Raw -3106529.646624 + Penalty 3419.200605 = -3103110.446019 nChanged 20 SP:Iteration 46Q (3891.760813 sec): 3 clusters Score: Raw -3106531.842422 + Penalty 3419.200605 = -3103112.641817 nChanged 18 SP:Iteration 47Q (3891.863766 sec): 3 clusters Score: Raw -3106534.011710 + Penalty 3419.200605 = -3103114.811105 nChanged 16 SP:Iteration 48Q (3891.956486 sec): 3 clusters Score: Raw -3106536.070415 + Penalty 3419.200605 = -3103116.869810 nChanged 18 SP:Iteration 49Q (3892.044664 sec): 3 clusters Score: Raw -3106538.187646 + Penalty 3419.200605 = -3103118.987041 nChanged 9 SP:Iteration 50Q (3892.147108 sec): 3 clusters Score: Raw -3106539.086330 + Penalty 3419.200605 = -3103119.885725 nChanged 7 SP:Iteration 51Q (3892.236162 sec): 3 clusters Score: Raw -3106539.954928 + Penalty 3419.200605 = -3103120.754323 nChanged 11 SP:Iteration 52Q (3892.324399 sec): 3 clusters Score: Raw -3106540.831578 + Penalty 3419.200605 = -3103121.630973 nChanged 10 SP:Iteration 53Q (3892.427287 sec): 3 clusters Score: Raw -3106541.429997 + Penalty 3419.200605 = -3103122.229392 nChanged 4 SP:Iteration 54Q (3892.511013 sec): 3 clusters Score: Raw -3106541.610312 + Penalty 3419.200605 = -3103122.409706 nChanged 1 SP:Iteration 55Q (3892.604099 sec): 3 clusters Score: Raw -3106541.699283 + Penalty 3419.200605 = -3103122.498678 nChanged 0 SP:Iteration 56F (3892.714303 sec): 3 clusters Score: Raw -3106541.699283 + Penalty 3419.200605 = -3103122.498678 nChanged 0 Trying to split cluster 4 (45858 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3892.803865 sec): 2 clusters Score: Raw -3868452.865501 + Penalty 1744.162053 = -3866708.703448 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3892.926221 sec): 3 clusters Score: Raw -3839502.308262 + Penalty 3488.324107 = -3836013.984155 nChanged 21489 SP:Iteration 1F (3893.050854 sec): 3 clusters Score: Raw -3851727.724201 + Penalty 3488.324107 = -3848239.400094 nChanged 2028 SP:Iteration 2Q (3893.179021 sec): 3 clusters Score: Raw -3852499.277471 + Penalty 3488.324107 = -3849010.953364 nChanged 2302 SP:Iteration 3F (3893.302239 sec): 3 clusters Score: Raw -3853622.276144 + Penalty 3488.324107 = -3850133.952038 nChanged 2613 SP:Iteration 4F (3893.422610 sec): 3 clusters Score: Raw -3855100.949532 + Penalty 3488.324107 = -3851612.625425 nChanged 2889 SP:Iteration 5F (3893.554743 sec): 3 clusters Score: Raw -3856984.325058 + Penalty 3488.324107 = -3853496.000951 nChanged 2916 SP:Iteration 6F (3893.676206 sec): 3 clusters Score: Raw -3859101.143426 + Penalty 3488.324107 = -3855612.819319 nChanged 2754 SP:Iteration 7F (3893.788762 sec): 3 clusters Score: Raw -3861144.191443 + Penalty 3488.324107 = -3857655.867336 nChanged 2317 SP:Iteration 8F (3893.915409 sec): 3 clusters Score: Raw -3862601.269432 + Penalty 3488.324107 = -3859112.945325 nChanged 1656 SP:Iteration 9Q (3894.042377 sec): 3 clusters Score: Raw -3863342.388286 + Penalty 3488.324107 = -3859854.064179 nChanged 1092 SP:Iteration 10Q (3894.164239 sec): 3 clusters Score: Raw -3863736.831295 + Penalty 3488.324107 = -3860248.507188 nChanged 839 SP:Iteration 11Q (3894.284385 sec): 3 clusters Score: Raw -3864027.343000 + Penalty 3488.324107 = -3860539.018893 nChanged 728 SP:Iteration 12Q (3894.411723 sec): 3 clusters Score: Raw -3864260.053873 + Penalty 3488.324107 = -3860771.729766 nChanged 679 SP:Iteration 13Q (3894.532046 sec): 3 clusters Score: Raw -3864471.957197 + Penalty 3488.324107 = -3860983.633090 nChanged 678 SP:Iteration 14Q (3894.655971 sec): 3 clusters Score: Raw -3864696.158306 + Penalty 3488.324107 = -3861207.834199 nChanged 686 SP:Iteration 15Q (3894.780506 sec): 3 clusters Score: Raw -3864931.909008 + Penalty 3488.324107 = -3861443.584901 nChanged 675 SP:Iteration 16Q (3894.886922 sec): 3 clusters Score: Raw -3865180.517572 + Penalty 3488.324107 = -3861692.193465 nChanged 657 SP:Iteration 17Q (3895.005791 sec): 3 clusters Score: Raw -3865418.606353 + Penalty 3488.324107 = -3861930.282246 nChanged 644 SP:Iteration 18Q (3895.135988 sec): 3 clusters Score: Raw -3865660.542835 + Penalty 3488.324107 = -3862172.218728 nChanged 657 SP:Iteration 19Q (3895.240452 sec): 3 clusters Score: Raw -3865916.970161 + Penalty 3488.324107 = -3862428.646054 nChanged 658 SP:Iteration 20F (3895.375475 sec): 3 clusters Score: Raw -3866176.335482 + Penalty 3488.324107 = -3862688.011375 nChanged 630 SP:Iteration 21Q (3895.482371 sec): 3 clusters Score: Raw -3866424.498509 + Penalty 3488.324107 = -3862936.174402 nChanged 570 SP:Iteration 22Q (3895.606259 sec): 3 clusters Score: Raw -3866651.788248 + Penalty 3488.324107 = -3863163.464141 nChanged 538 SP:Iteration 23Q (3895.718790 sec): 3 clusters Score: Raw -3866865.188017 + Penalty 3488.324107 = -3863376.863910 nChanged 477 SP:Iteration 24Q (3895.841521 sec): 3 clusters Score: Raw -3867061.847832 + Penalty 3488.324107 = -3863573.523725 nChanged 443 SP:Iteration 25Q (3895.955692 sec): 3 clusters Score: Raw -3867256.257658 + Penalty 3488.324107 = -3863767.933551 nChanged 436 SP:Iteration 26Q (3896.071139 sec): 3 clusters Score: Raw -3867446.710296 + Penalty 3488.324107 = -3863958.386189 nChanged 387 SP:Iteration 27Q (3896.179948 sec): 3 clusters Score: Raw -3867610.993458 + Penalty 3488.324107 = -3864122.669351 nChanged 330 SP:Iteration 28Q (3896.288324 sec): 3 clusters Score: Raw -3867754.584120 + Penalty 3488.324107 = -3864266.260013 nChanged 316 SP:Iteration 29Q (3896.399788 sec): 3 clusters Score: Raw -3867896.269264 + Penalty 3488.324107 = -3864407.945157 nChanged 298 SP:Iteration 30Q (3896.505727 sec): 3 clusters Score: Raw -3868032.084791 + Penalty 3488.324107 = -3864543.760684 nChanged 237 SP:Iteration 31Q (3896.625896 sec): 3 clusters Score: Raw -3868132.246168 + Penalty 3488.324107 = -3864643.922062 nChanged 200 SP:Iteration 32Q (3896.718640 sec): 3 clusters Score: Raw -3868221.632223 + Penalty 3488.324107 = -3864733.308116 nChanged 183 SP:Iteration 33Q (3896.835774 sec): 3 clusters Score: Raw -3868306.070736 + Penalty 3488.324107 = -3864817.746629 nChanged 158 SP:Iteration 34Q (3896.942089 sec): 3 clusters Score: Raw -3868380.658371 + Penalty 3488.324107 = -3864892.334264 nChanged 126 SP:Iteration 35Q (3897.049418 sec): 3 clusters Score: Raw -3868440.131814 + Penalty 3488.324107 = -3864951.807707 nChanged 110 SP:Iteration 36Q (3897.156762 sec): 3 clusters Score: Raw -3868496.460460 + Penalty 3488.324107 = -3865008.136354 nChanged 84 SP:Iteration 37Q (3897.251051 sec): 3 clusters Score: Raw -3868534.954724 + Penalty 3488.324107 = -3865046.630617 nChanged 73 SP:Iteration 38Q (3897.372035 sec): 3 clusters Score: Raw -3868571.195621 + Penalty 3488.324107 = -3865082.871514 nChanged 60 SP:Iteration 39Q (3897.464740 sec): 3 clusters Score: Raw -3868599.948151 + Penalty 3488.324107 = -3865111.624044 nChanged 51 SP:Iteration 40F (3897.588702 sec): 3 clusters Score: Raw -3868624.329955 + Penalty 3488.324107 = -3865136.005848 nChanged 53 SP:Iteration 41Q (3897.694456 sec): 3 clusters Score: Raw -3868649.322083 + Penalty 3488.324107 = -3865160.997976 nChanged 43 SP:Iteration 42Q (3897.788402 sec): 3 clusters Score: Raw -3868668.065540 + Penalty 3488.324107 = -3865179.741433 nChanged 28 SP:Iteration 43Q (3897.894432 sec): 3 clusters Score: Raw -3868682.133459 + Penalty 3488.324107 = -3865193.809352 nChanged 24 SP:Iteration 44Q (3898.000701 sec): 3 clusters Score: Raw -3868694.421195 + Penalty 3488.324107 = -3865206.097088 nChanged 25 SP:Iteration 45Q (3898.108272 sec): 3 clusters Score: Raw -3868704.891087 + Penalty 3488.324107 = -3865216.566980 nChanged 24 SP:Iteration 46Q (3898.214940 sec): 3 clusters Score: Raw -3868715.972212 + Penalty 3488.324107 = -3865227.648105 nChanged 23 SP:Iteration 47Q (3898.321294 sec): 3 clusters Score: Raw -3868725.069060 + Penalty 3488.324107 = -3865236.744953 nChanged 11 SP:Iteration 48Q (3898.416658 sec): 3 clusters Score: Raw -3868729.041955 + Penalty 3488.324107 = -3865240.717848 nChanged 8 SP:Iteration 49Q (3898.524897 sec): 3 clusters Score: Raw -3868733.825546 + Penalty 3488.324107 = -3865245.501439 nChanged 6 SP:Iteration 50Q (3898.640495 sec): 3 clusters Score: Raw -3868736.762038 + Penalty 3488.324107 = -3865248.437931 nChanged 5 SP:Iteration 51Q (3898.751495 sec): 3 clusters Score: Raw -3868738.337063 + Penalty 3488.324107 = -3865250.012956 nChanged 4 SP:Iteration 52Q (3898.860154 sec): 3 clusters Score: Raw -3868739.362929 + Penalty 3488.324107 = -3865251.038822 nChanged 2 SP:Iteration 53Q (3898.966952 sec): 3 clusters Score: Raw -3868739.983691 + Penalty 3488.324107 = -3865251.659584 nChanged 1 SP:Iteration 54Q (3899.076731 sec): 3 clusters Score: Raw -3868740.204652 + Penalty 3488.324107 = -3865251.880545 nChanged 1 SP:Iteration 55Q (3899.179430 sec): 3 clusters Score: Raw -3868740.451051 + Penalty 3488.324107 = -3865252.126944 nChanged 0 SP:Iteration 56F (3899.298185 sec): 3 clusters Score: Raw -3868740.451051 + Penalty 3488.324107 = -3865252.126944 nChanged 0 Trying to split cluster 5 (1458 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3899.328934 sec): 2 clusters Score: Raw -85512.310514 + Penalty 1183.783398 = -84328.527116 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3899.379456 sec): 3 clusters Score: Raw -85029.709469 + Penalty 2367.566797 = -82662.142672 nChanged 525 SP:Iteration 1F (3899.420367 sec): 3 clusters Score: Raw -85617.653608 + Penalty 2367.566797 = -83250.086811 nChanged 160 SP:Iteration 2F (3899.468011 sec): 3 clusters Score: Raw -85799.533154 + Penalty 2367.566797 = -83431.966357 nChanged 86 SP:Iteration 3F (3899.514077 sec): 3 clusters Score: Raw -85921.023674 + Penalty 2367.566797 = -83553.456878 nChanged 76 SP:Iteration 4F (3899.566546 sec): 3 clusters Score: Raw -86016.571126 + Penalty 2367.566797 = -83649.004330 nChanged 59 SP:Iteration 5Q (3899.619818 sec): 3 clusters Score: Raw -86100.807848 + Penalty 2367.566797 = -83733.241051 nChanged 48 SP:Iteration 6Q (3899.660372 sec): 3 clusters Score: Raw -86150.180953 + Penalty 2367.566797 = -83782.614157 nChanged 30 SP:Iteration 7Q (3899.712042 sec): 3 clusters Score: Raw -86172.950936 + Penalty 2367.566797 = -83805.384140 nChanged 19 SP:Iteration 8Q (3899.765793 sec): 3 clusters Score: Raw -86190.707871 + Penalty 2367.566797 = -83823.141075 nChanged 14 SP:Iteration 9Q (3899.817998 sec): 3 clusters Score: Raw -86211.643255 + Penalty 2367.566797 = -83844.076458 nChanged 9 SP:Iteration 10Q (3899.869984 sec): 3 clusters Score: Raw -86237.519339 + Penalty 2367.566797 = -83869.952542 nChanged 17 SP:Iteration 11Q (3899.914372 sec): 3 clusters Score: Raw -86260.942925 + Penalty 2367.566797 = -83893.376128 nChanged 16 SP:Iteration 12Q (3899.951399 sec): 3 clusters Score: Raw -86286.684565 + Penalty 2367.566797 = -83919.117769 nChanged 13 SP:Iteration 13Q (3899.992315 sec): 3 clusters Score: Raw -86301.601477 + Penalty 2367.566797 = -83934.034680 nChanged 12 SP:Iteration 14Q (3900.027965 sec): 3 clusters Score: Raw -86312.176753 + Penalty 2367.566797 = -83944.609957 nChanged 10 SP:Iteration 15Q (3900.073942 sec): 3 clusters Score: Raw -86324.677813 + Penalty 2367.566797 = -83957.111017 nChanged 13 SP:Iteration 16Q (3900.113986 sec): 3 clusters Score: Raw -86336.116254 + Penalty 2367.566797 = -83968.549458 nChanged 12 SP:Iteration 17Q (3900.152941 sec): 3 clusters Score: Raw -86347.200623 + Penalty 2367.566797 = -83979.633827 nChanged 9 SP:Iteration 18Q (3900.193719 sec): 3 clusters Score: Raw -86358.026271 + Penalty 2367.566797 = -83990.459474 nChanged 9 SP:Iteration 19Q (3900.239816 sec): 3 clusters Score: Raw -86366.042232 + Penalty 2367.566797 = -83998.475435 nChanged 12 SP:Iteration 20F (3900.287151 sec): 3 clusters Score: Raw -86375.110604 + Penalty 2367.566797 = -84007.543807 nChanged 9 SP:Iteration 21Q (3900.332694 sec): 3 clusters Score: Raw -86383.530706 + Penalty 2367.566797 = -84015.963910 nChanged 11 SP:Iteration 22Q (3900.382230 sec): 3 clusters Score: Raw -86396.261494 + Penalty 2367.566797 = -84028.694698 nChanged 9 SP:Iteration 23Q (3900.427168 sec): 3 clusters Score: Raw -86449.388235 + Penalty 2367.566797 = -84081.821438 nChanged 18 SP:Iteration 24Q (3900.471108 sec): 3 clusters Score: Raw -86583.954857 + Penalty 2367.566797 = -84216.388061 nChanged 32 SP:Iteration 25Q (3900.517613 sec): 3 clusters Score: Raw -86649.183797 + Penalty 2367.566797 = -84281.617000 nChanged 21 SP:Iteration 26Q (3900.563671 sec): 3 clusters Score: Raw -86670.685745 + Penalty 2367.566797 = -84303.118948 nChanged 15 SP:Iteration 27Q (3900.602430 sec): 3 clusters Score: Raw -86685.027203 + Penalty 2367.566797 = -84317.460406 nChanged 14 SP:Iteration 28Q (3900.648322 sec): 3 clusters Score: Raw -86698.247571 + Penalty 2367.566797 = -84330.680774 nChanged 11 SP:Iteration 29Q (3900.684877 sec): 3 clusters Score: Raw -86709.329116 + Penalty 2367.566797 = -84341.762320 nChanged 11 SP:Iteration 30Q (3900.740617 sec): 3 clusters Score: Raw -86725.498730 + Penalty 2367.566797 = -84357.931933 nChanged 9 SP:Iteration 31Q (3900.777167 sec): 3 clusters Score: Raw -86732.074354 + Penalty 2367.566797 = -84364.507557 nChanged 1 SP:Iteration 32Q (3900.823316 sec): 3 clusters Score: Raw -86732.706930 + Penalty 2367.566797 = -84365.140133 nChanged 0 SP:Iteration 33F (3900.867198 sec): 3 clusters Score: Raw -86732.706930 + Penalty 2367.566797 = -84365.140133 nChanged 0 Score: Raw -49135639.350660 + Penalty 84573.884239 = -49051065.466421 Splitting cluster 5 changes total score from -49051994.233353 to -49051065.466421 So it's not getting split. Trying to split cluster 6 (550 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3916.648969 sec): 2 clusters Score: Raw -42611.964975 + Penalty 1025.361720 = -41586.603255 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3916.685751 sec): 3 clusters Score: Raw -42537.653619 + Penalty 2050.723440 = -40486.930179 nChanged 122 SP:Iteration 1F (3916.742033 sec): 3 clusters Score: Raw -42685.380367 + Penalty 2050.723440 = -40634.656927 nChanged 35 SP:Iteration 2F (3916.790381 sec): 3 clusters Score: Raw -42730.326792 + Penalty 2050.723440 = -40679.603352 nChanged 15 SP:Iteration 3Q (3916.825708 sec): 3 clusters Score: Raw -42753.015170 + Penalty 2050.723440 = -40702.291730 nChanged 9 SP:Iteration 4Q (3916.881245 sec): 3 clusters Score: Raw -42770.739083 + Penalty 2050.723440 = -40720.015642 nChanged 8 SP:Iteration 5Q (3916.915822 sec): 3 clusters Score: Raw -42779.766502 + Penalty 2050.723440 = -40729.043061 nChanged 5 SP:Iteration 6Q (3916.972391 sec): 3 clusters Score: Raw -42791.969711 + Penalty 2050.723440 = -40741.246271 nChanged 7 SP:Iteration 7Q (3917.013571 sec): 3 clusters Score: Raw -42798.919739 + Penalty 2050.723440 = -40748.196298 nChanged 6 SP:Iteration 8Q (3917.056651 sec): 3 clusters Score: Raw -42807.422685 + Penalty 2050.723440 = -40756.699245 nChanged 4 SP:Iteration 9Q (3917.100521 sec): 3 clusters Score: Raw -42810.325268 + Penalty 2050.723440 = -40759.601828 nChanged 2 SP:Iteration 10Q (3917.143229 sec): 3 clusters Score: Raw -42810.945005 + Penalty 2050.723440 = -40760.221565 nChanged 0 SP:Iteration 11F (3917.192039 sec): 3 clusters Score: Raw -42810.945005 + Penalty 2050.723440 = -40760.221565 nChanged 0 Trying to split cluster 7 (11453 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3917.219041 sec): 2 clusters Score: Raw -940146.509652 + Penalty 1518.726135 = -938627.783517 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3917.293783 sec): 3 clusters Score: Raw -933601.481204 + Penalty 3037.452270 = -930564.028934 nChanged 5032 SP:Iteration 1F (3917.348732 sec): 3 clusters Score: Raw -936593.279534 + Penalty 3037.452270 = -933555.827265 nChanged 788 SP:Iteration 2F (3917.421061 sec): 3 clusters Score: Raw -937049.025915 + Penalty 3037.452270 = -934011.573645 nChanged 688 SP:Iteration 3F (3917.462892 sec): 3 clusters Score: Raw -937434.410545 + Penalty 3037.452270 = -934396.958275 nChanged 604 SP:Iteration 4F (3917.535501 sec): 3 clusters Score: Raw -937742.140049 + Penalty 3037.452270 = -934704.687780 nChanged 536 SP:Iteration 5Q (3917.604691 sec): 3 clusters Score: Raw -938017.643105 + Penalty 3037.452270 = -934980.190835 nChanged 469 SP:Iteration 6Q (3917.670363 sec): 3 clusters Score: Raw -938254.040112 + Penalty 3037.452270 = -935216.587842 nChanged 445 SP:Iteration 7Q (3917.735851 sec): 3 clusters Score: Raw -938440.769136 + Penalty 3037.452270 = -935403.316866 nChanged 382 SP:Iteration 8Q (3917.803989 sec): 3 clusters Score: Raw -938622.251242 + Penalty 3037.452270 = -935584.798973 nChanged 383 SP:Iteration 9Q (3917.859055 sec): 3 clusters Score: Raw -938808.747718 + Penalty 3037.452270 = -935771.295449 nChanged 335 SP:Iteration 10Q (3917.924271 sec): 3 clusters Score: Raw -938948.242977 + Penalty 3037.452270 = -935910.790708 nChanged 307 SP:Iteration 11Q (3917.993360 sec): 3 clusters Score: Raw -939071.136372 + Penalty 3037.452270 = -936033.684102 nChanged 282 SP:Iteration 12Q (3918.049196 sec): 3 clusters Score: Raw -939191.902742 + Penalty 3037.452270 = -936154.450472 nChanged 281 SP:Iteration 13Q (3918.113377 sec): 3 clusters Score: Raw -939301.880844 + Penalty 3037.452270 = -936264.428574 nChanged 260 SP:Iteration 14Q (3918.174895 sec): 3 clusters Score: Raw -939384.265035 + Penalty 3037.452270 = -936346.812765 nChanged 194 SP:Iteration 15Q (3918.231533 sec): 3 clusters Score: Raw -939436.216447 + Penalty 3037.452270 = -936398.764177 nChanged 162 SP:Iteration 16Q (3918.297785 sec): 3 clusters Score: Raw -939484.231496 + Penalty 3037.452270 = -936446.779226 nChanged 149 SP:Iteration 17Q (3918.363269 sec): 3 clusters Score: Raw -939524.331887 + Penalty 3037.452270 = -936486.879617 nChanged 128 SP:Iteration 18Q (3918.426897 sec): 3 clusters Score: Raw -939553.576714 + Penalty 3037.452270 = -936516.124444 nChanged 108 SP:Iteration 19Q (3918.493964 sec): 3 clusters Score: Raw -939578.534977 + Penalty 3037.452270 = -936541.082708 nChanged 99 SP:Iteration 20F (3918.553019 sec): 3 clusters Score: Raw -939600.980979 + Penalty 3037.452270 = -936563.528709 nChanged 101 SP:Iteration 21Q (3918.611208 sec): 3 clusters Score: Raw -939623.131065 + Penalty 3037.452270 = -936585.678795 nChanged 82 SP:Iteration 22Q (3918.672762 sec): 3 clusters Score: Raw -939641.796940 + Penalty 3037.452270 = -936604.344670 nChanged 79 SP:Iteration 23Q (3918.741158 sec): 3 clusters Score: Raw -939660.992782 + Penalty 3037.452270 = -936623.540513 nChanged 81 SP:Iteration 24Q (3918.804809 sec): 3 clusters Score: Raw -939678.695002 + Penalty 3037.452270 = -936641.242732 nChanged 70 SP:Iteration 25Q (3918.862417 sec): 3 clusters Score: Raw -939696.743085 + Penalty 3037.452270 = -936659.290815 nChanged 79 SP:Iteration 26Q (3918.930038 sec): 3 clusters Score: Raw -939717.914728 + Penalty 3037.452270 = -936680.462458 nChanged 91 SP:Iteration 27Q (3918.981409 sec): 3 clusters Score: Raw -939741.321700 + Penalty 3037.452270 = -936703.869431 nChanged 84 SP:Iteration 28Q (3919.049842 sec): 3 clusters Score: Raw -939759.540359 + Penalty 3037.452270 = -936722.088089 nChanged 82 SP:Iteration 29Q (3919.106030 sec): 3 clusters Score: Raw -939775.327844 + Penalty 3037.452270 = -936737.875574 nChanged 73 SP:Iteration 30Q (3919.169372 sec): 3 clusters Score: Raw -939787.566882 + Penalty 3037.452270 = -936750.114612 nChanged 56 SP:Iteration 31Q (3919.240074 sec): 3 clusters Score: Raw -939797.024217 + Penalty 3037.452270 = -936759.571948 nChanged 52 SP:Iteration 32Q (3919.301770 sec): 3 clusters Score: Raw -939806.142213 + Penalty 3037.452270 = -936768.689944 nChanged 51 SP:Iteration 33Q (3919.365443 sec): 3 clusters Score: Raw -939814.322431 + Penalty 3037.452270 = -936776.870161 nChanged 46 SP:Iteration 34Q (3919.419769 sec): 3 clusters Score: Raw -939820.960012 + Penalty 3037.452270 = -936783.507742 nChanged 35 SP:Iteration 35Q (3919.490804 sec): 3 clusters Score: Raw -939826.701900 + Penalty 3037.452270 = -936789.249630 nChanged 35 SP:Iteration 36Q (3919.550029 sec): 3 clusters Score: Raw -939832.252053 + Penalty 3037.452270 = -936794.799783 nChanged 49 SP:Iteration 37Q (3919.617955 sec): 3 clusters Score: Raw -939841.246994 + Penalty 3037.452270 = -936803.794724 nChanged 53 SP:Iteration 38Q (3919.694418 sec): 3 clusters Score: Raw -939850.365043 + Penalty 3037.452270 = -936812.912773 nChanged 51 SP:Iteration 39Q (3919.758465 sec): 3 clusters Score: Raw -939858.743393 + Penalty 3037.452270 = -936821.291124 nChanged 41 SP:Iteration 40F (3919.816011 sec): 3 clusters Score: Raw -939865.794138 + Penalty 3037.452270 = -936828.341869 nChanged 41 SP:Iteration 41Q (3919.879515 sec): 3 clusters Score: Raw -939871.992010 + Penalty 3037.452270 = -936834.539740 nChanged 41 SP:Iteration 42Q (3919.936722 sec): 3 clusters Score: Raw -939877.628366 + Penalty 3037.452270 = -936840.176096 nChanged 32 SP:Iteration 43Q (3920.001348 sec): 3 clusters Score: Raw -939882.016737 + Penalty 3037.452270 = -936844.564467 nChanged 28 SP:Iteration 44Q (3920.062856 sec): 3 clusters Score: Raw -939885.827079 + Penalty 3037.452270 = -936848.374809 nChanged 29 SP:Iteration 45Q (3920.134586 sec): 3 clusters Score: Raw -939890.483247 + Penalty 3037.452270 = -936853.030977 nChanged 32 SP:Iteration 46Q (3920.187093 sec): 3 clusters Score: Raw -939895.606914 + Penalty 3037.452270 = -936858.154644 nChanged 33 SP:Iteration 47Q (3920.246798 sec): 3 clusters Score: Raw -939899.400197 + Penalty 3037.452270 = -936861.947927 nChanged 23 SP:Iteration 48Q (3920.314961 sec): 3 clusters Score: Raw -939901.884674 + Penalty 3037.452270 = -936864.432404 nChanged 17 SP:Iteration 49Q (3920.375880 sec): 3 clusters Score: Raw -939904.868603 + Penalty 3037.452270 = -936867.416334 nChanged 20 SP:Iteration 50Q (3920.432360 sec): 3 clusters Score: Raw -939907.808922 + Penalty 3037.452270 = -936870.356652 nChanged 13 SP:Iteration 51Q (3920.499427 sec): 3 clusters Score: Raw -939909.143763 + Penalty 3037.452270 = -936871.691494 nChanged 12 SP:Iteration 52Q (3920.574399 sec): 3 clusters Score: Raw -939910.181608 + Penalty 3037.452270 = -936872.729338 nChanged 9 SP:Iteration 53Q (3920.637559 sec): 3 clusters Score: Raw -939910.846366 + Penalty 3037.452270 = -936873.394097 nChanged 5 SP:Iteration 54Q (3920.701303 sec): 3 clusters Score: Raw -939911.267944 + Penalty 3037.452270 = -936873.815674 nChanged 6 SP:Iteration 55Q (3920.756027 sec): 3 clusters Score: Raw -939911.744802 + Penalty 3037.452270 = -936874.292532 nChanged 6 SP:Iteration 56Q (3920.816636 sec): 3 clusters Score: Raw -939912.439607 + Penalty 3037.452270 = -936874.987338 nChanged 7 SP:Iteration 57Q (3920.888372 sec): 3 clusters Score: Raw -939913.237613 + Penalty 3037.452270 = -936875.785343 nChanged 12 SP:Iteration 58Q (3920.951888 sec): 3 clusters Score: Raw -939914.634317 + Penalty 3037.452270 = -936877.182048 nChanged 6 SP:Iteration 59Q (3921.015599 sec): 3 clusters Score: Raw -939915.273873 + Penalty 3037.452270 = -936877.821603 nChanged 5 SP:Iteration 60F (3921.076151 sec): 3 clusters Score: Raw -939915.708598 + Penalty 3037.452270 = -936878.256329 nChanged 7 SP:Iteration 61Q (3921.144132 sec): 3 clusters Score: Raw -939916.362206 + Penalty 3037.452270 = -936878.909937 nChanged 5 SP:Iteration 62Q (3921.211357 sec): 3 clusters Score: Raw -939916.778363 + Penalty 3037.452270 = -936879.326093 nChanged 3 SP:Iteration 63Q (3921.269747 sec): 3 clusters Score: Raw -939916.983605 + Penalty 3037.452270 = -936879.531336 nChanged 2 SP:Iteration 64Q (3921.332677 sec): 3 clusters Score: Raw -939917.132602 + Penalty 3037.452270 = -936879.680332 nChanged 4 SP:Iteration 65Q (3921.399672 sec): 3 clusters Score: Raw -939917.412422 + Penalty 3037.452270 = -936879.960153 nChanged 3 SP:Iteration 66Q (3921.462746 sec): 3 clusters Score: Raw -939917.747360 + Penalty 3037.452270 = -936880.295090 nChanged 3 SP:Iteration 67Q (3921.529161 sec): 3 clusters Score: Raw -939918.192960 + Penalty 3037.452270 = -936880.740690 nChanged 6 SP:Iteration 68Q (3921.588628 sec): 3 clusters Score: Raw -939918.657869 + Penalty 3037.452270 = -936881.205600 nChanged 7 SP:Iteration 69Q (3921.659012 sec): 3 clusters Score: Raw -939919.532706 + Penalty 3037.452270 = -936882.080436 nChanged 8 SP:Iteration 70Q (3921.711085 sec): 3 clusters Score: Raw -939920.376498 + Penalty 3037.452270 = -936882.924228 nChanged 13 SP:Iteration 71Q (3921.775499 sec): 3 clusters Score: Raw -939922.010514 + Penalty 3037.452270 = -936884.558244 nChanged 10 SP:Iteration 72Q (3921.840315 sec): 3 clusters Score: Raw -939923.156834 + Penalty 3037.452270 = -936885.704565 nChanged 11 SP:Iteration 73Q (3921.913030 sec): 3 clusters Score: Raw -939924.530024 + Penalty 3037.452270 = -936887.077754 nChanged 9 SP:Iteration 74Q (3921.975262 sec): 3 clusters Score: Raw -939925.571470 + Penalty 3037.452270 = -936888.119201 nChanged 12 SP:Iteration 75Q (3922.027639 sec): 3 clusters Score: Raw -939927.438793 + Penalty 3037.452270 = -936889.986523 nChanged 13 SP:Iteration 76Q (3922.087788 sec): 3 clusters Score: Raw -939929.127093 + Penalty 3037.452270 = -936891.674824 nChanged 11 SP:Iteration 77Q (3922.152639 sec): 3 clusters Score: Raw -939930.967244 + Penalty 3037.452270 = -936893.514974 nChanged 9 SP:Iteration 78Q (3922.207825 sec): 3 clusters Score: Raw -939932.205746 + Penalty 3037.452270 = -936894.753477 nChanged 12 SP:Iteration 79Q (3922.275849 sec): 3 clusters Score: Raw -939933.483566 + Penalty 3037.452270 = -936896.031296 nChanged 11 SP:Iteration 80F (3922.345099 sec): 3 clusters Score: Raw -939934.723266 + Penalty 3037.452270 = -936897.270996 nChanged 10 SP:Iteration 81Q (3922.404173 sec): 3 clusters Score: Raw -939935.973456 + Penalty 3037.452270 = -936898.521186 nChanged 11 SP:Iteration 82Q (3922.467902 sec): 3 clusters Score: Raw -939937.277183 + Penalty 3037.452270 = -936899.824914 nChanged 6 SP:Iteration 83Q (3922.524533 sec): 3 clusters Score: Raw -939937.924496 + Penalty 3037.452270 = -936900.472227 nChanged 5 SP:Iteration 84Q (3922.591045 sec): 3 clusters Score: Raw -939938.608538 + Penalty 3037.452270 = -936901.156268 nChanged 4 SP:Iteration 85Q (3922.645407 sec): 3 clusters Score: Raw -939939.073451 + Penalty 3037.452270 = -936901.621182 nChanged 5 SP:Iteration 86Q (3922.719001 sec): 3 clusters Score: Raw -939939.560752 + Penalty 3037.452270 = -936902.108482 nChanged 7 SP:Iteration 87Q (3922.771107 sec): 3 clusters Score: Raw -939940.175859 + Penalty 3037.452270 = -936902.723589 nChanged 4 SP:Iteration 88Q (3922.829535 sec): 3 clusters Score: Raw -939940.511476 + Penalty 3037.452270 = -936903.059206 nChanged 4 SP:Iteration 89Q (3922.891024 sec): 3 clusters Score: Raw -939940.957223 + Penalty 3037.452270 = -936903.504954 nChanged 4 SP:Iteration 90Q (3922.951815 sec): 3 clusters Score: Raw -939941.390272 + Penalty 3037.452270 = -936903.938002 nChanged 3 SP:Iteration 91Q (3923.025259 sec): 3 clusters Score: Raw -939941.693528 + Penalty 3037.452270 = -936904.241258 nChanged 7 SP:Iteration 92Q (3923.082331 sec): 3 clusters Score: Raw -939942.379845 + Penalty 3037.452270 = -936904.927575 nChanged 4 SP:Iteration 93Q (3923.141337 sec): 3 clusters Score: Raw -939942.948613 + Penalty 3037.452270 = -936905.496344 nChanged 2 SP:Iteration 94Q (3923.198133 sec): 3 clusters Score: Raw -939943.066493 + Penalty 3037.452270 = -936905.614224 nChanged 1 SP:Iteration 95Q (3923.270019 sec): 3 clusters Score: Raw -939943.134017 + Penalty 3037.452270 = -936905.681747 nChanged 1 SP:Iteration 96Q (3923.326687 sec): 3 clusters Score: Raw -939943.241099 + Penalty 3037.452270 = -936905.788830 nChanged 0 SP:Iteration 97F (3923.403582 sec): 3 clusters Score: Raw -939943.241099 + Penalty 3037.452270 = -936905.788830 nChanged 0 Trying to split cluster 8 (4956 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3923.427571 sec): 2 clusters Score: Raw -380068.420734 + Penalty 1382.607564 = -378685.813170 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3923.470177 sec): 3 clusters Score: Raw -377485.438543 + Penalty 2765.215129 = -374720.223414 nChanged 1980 SP:Iteration 1F (3923.520580 sec): 3 clusters Score: Raw -378521.221278 + Penalty 2765.215129 = -375756.006149 nChanged 346 SP:Iteration 2F (3923.572105 sec): 3 clusters Score: Raw -378696.888080 + Penalty 2765.215129 = -375931.672951 nChanged 225 SP:Iteration 3Q (3923.632462 sec): 3 clusters Score: Raw -378792.973019 + Penalty 2765.215129 = -376027.757890 nChanged 178 SP:Iteration 4Q (3923.681531 sec): 3 clusters Score: Raw -378875.657987 + Penalty 2765.215129 = -376110.442858 nChanged 160 SP:Iteration 5Q (3923.736548 sec): 3 clusters Score: Raw -378950.077592 + Penalty 2765.215129 = -376184.862463 nChanged 146 SP:Iteration 6Q (3923.787973 sec): 3 clusters Score: Raw -379010.707523 + Penalty 2765.215129 = -376245.492394 nChanged 128 SP:Iteration 7Q (3923.839477 sec): 3 clusters Score: Raw -379073.335968 + Penalty 2765.215129 = -376308.120839 nChanged 142 SP:Iteration 8Q (3923.892380 sec): 3 clusters Score: Raw -379144.206593 + Penalty 2765.215129 = -376378.991464 nChanged 158 SP:Iteration 9Q (3923.928019 sec): 3 clusters Score: Raw -379219.433261 + Penalty 2765.215129 = -376454.218132 nChanged 165 SP:Iteration 10Q (3923.982602 sec): 3 clusters Score: Raw -379301.573975 + Penalty 2765.215129 = -376536.358846 nChanged 159 SP:Iteration 11Q (3924.039162 sec): 3 clusters Score: Raw -379383.777261 + Penalty 2765.215129 = -376618.562132 nChanged 159 SP:Iteration 12Q (3924.102522 sec): 3 clusters Score: Raw -379474.798813 + Penalty 2765.215129 = -376709.583685 nChanged 177 SP:Iteration 13Q (3924.140131 sec): 3 clusters Score: Raw -379579.502784 + Penalty 2765.215129 = -376814.287655 nChanged 164 SP:Iteration 14Q (3924.198278 sec): 3 clusters Score: Raw -379665.141204 + Penalty 2765.215129 = -376899.926076 nChanged 154 SP:Iteration 15Q (3924.251389 sec): 3 clusters Score: Raw -379754.158415 + Penalty 2765.215129 = -376988.943286 nChanged 145 SP:Iteration 16Q (3924.296487 sec): 3 clusters Score: Raw -379836.978196 + Penalty 2765.215129 = -377071.763067 nChanged 127 SP:Iteration 17Q (3924.355253 sec): 3 clusters Score: Raw -379917.327232 + Penalty 2765.215129 = -377152.112103 nChanged 121 SP:Iteration 18Q (3924.400800 sec): 3 clusters Score: Raw -379989.843530 + Penalty 2765.215129 = -377224.628401 nChanged 102 SP:Iteration 19Q (3924.471727 sec): 3 clusters Score: Raw -380046.294623 + Penalty 2765.215129 = -377281.079494 nChanged 85 SP:Iteration 20F (3924.527982 sec): 3 clusters Score: Raw -380090.242349 + Penalty 2765.215129 = -377325.027220 nChanged 78 SP:Iteration 21Q (3924.584440 sec): 3 clusters Score: Raw -380128.988548 + Penalty 2765.215129 = -377363.773419 nChanged 72 SP:Iteration 22Q (3924.632392 sec): 3 clusters Score: Raw -380174.603561 + Penalty 2765.215129 = -377409.388432 nChanged 68 SP:Iteration 23Q (3924.678239 sec): 3 clusters Score: Raw -380226.842516 + Penalty 2765.215129 = -377461.627387 nChanged 76 SP:Iteration 24Q (3924.741246 sec): 3 clusters Score: Raw -380297.655210 + Penalty 2765.215129 = -377532.440081 nChanged 86 SP:Iteration 25Q (3924.787803 sec): 3 clusters Score: Raw -380380.842902 + Penalty 2765.215129 = -377615.627773 nChanged 85 SP:Iteration 26Q (3924.849988 sec): 3 clusters Score: Raw -380474.413332 + Penalty 2765.215129 = -377709.198203 nChanged 73 SP:Iteration 27Q (3924.899832 sec): 3 clusters Score: Raw -380536.454190 + Penalty 2765.215129 = -377771.239061 nChanged 49 SP:Iteration 28Q (3924.947435 sec): 3 clusters Score: Raw -380564.691583 + Penalty 2765.215129 = -377799.476454 nChanged 25 SP:Iteration 29Q (3924.995609 sec): 3 clusters Score: Raw -380579.982162 + Penalty 2765.215129 = -377814.767033 nChanged 26 SP:Iteration 30Q (3925.045646 sec): 3 clusters Score: Raw -380599.112162 + Penalty 2765.215129 = -377833.897033 nChanged 24 SP:Iteration 31Q (3925.093483 sec): 3 clusters Score: Raw -380615.107746 + Penalty 2765.215129 = -377849.892617 nChanged 21 SP:Iteration 32Q (3925.150015 sec): 3 clusters Score: Raw -380626.978380 + Penalty 2765.215129 = -377861.763251 nChanged 17 SP:Iteration 33Q (3925.213858 sec): 3 clusters Score: Raw -380632.843038 + Penalty 2765.215129 = -377867.627909 nChanged 9 SP:Iteration 34Q (3925.268373 sec): 3 clusters Score: Raw -380635.864938 + Penalty 2765.215129 = -377870.649809 nChanged 9 SP:Iteration 35Q (3925.310336 sec): 3 clusters Score: Raw -380638.620851 + Penalty 2765.215129 = -377873.405722 nChanged 8 SP:Iteration 36Q (3925.359137 sec): 3 clusters Score: Raw -380640.758606 + Penalty 2765.215129 = -377875.543477 nChanged 6 SP:Iteration 37Q (3925.423707 sec): 3 clusters Score: Raw -380642.778514 + Penalty 2765.215129 = -377877.563385 nChanged 4 SP:Iteration 38Q (3925.466335 sec): 3 clusters Score: Raw -380643.689885 + Penalty 2765.215129 = -377878.474757 nChanged 1 SP:Iteration 39Q (3925.518686 sec): 3 clusters Score: Raw -380643.802593 + Penalty 2765.215129 = -377878.587464 nChanged 0 SP:Iteration 40F (3925.569012 sec): 3 clusters Score: Raw -380644.619977 + Penalty 2765.215129 = -377879.404848 nChanged 1 SP:Iteration 41Q (3925.623252 sec): 3 clusters Score: Raw -380645.417330 + Penalty 2765.215129 = -377880.202201 nChanged 0 SP:Iteration 42F (3925.678027 sec): 3 clusters Score: Raw -380645.417330 + Penalty 2765.215129 = -377880.202201 nChanged 0 Trying to split cluster 9 (2325 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3925.704795 sec): 2 clusters Score: Raw -173023.595740 + Penalty 1259.614739 = -171763.981001 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3925.742921 sec): 3 clusters Score: Raw -171995.377058 + Penalty 2519.229478 = -169476.147580 nChanged 872 SP:Iteration 1F (3925.795864 sec): 3 clusters Score: Raw -172593.072089 + Penalty 2519.229478 = -170073.842610 nChanged 204 SP:Iteration 2F (3925.829541 sec): 3 clusters Score: Raw -172775.721604 + Penalty 2519.229478 = -170256.492126 nChanged 145 SP:Iteration 3F (3925.878792 sec): 3 clusters Score: Raw -172909.306707 + Penalty 2519.229478 = -170390.077228 nChanged 114 SP:Iteration 4Q (3925.930185 sec): 3 clusters Score: Raw -173009.500804 + Penalty 2519.229478 = -170490.271326 nChanged 90 SP:Iteration 5Q (3925.967192 sec): 3 clusters Score: Raw -173090.473216 + Penalty 2519.229478 = -170571.243738 nChanged 82 SP:Iteration 6Q (3926.015980 sec): 3 clusters Score: Raw -173160.071082 + Penalty 2519.229478 = -170640.841604 nChanged 72 SP:Iteration 7Q (3926.068781 sec): 3 clusters Score: Raw -173229.440112 + Penalty 2519.229478 = -170710.210634 nChanged 74 SP:Iteration 8Q (3926.121377 sec): 3 clusters Score: Raw -173287.241446 + Penalty 2519.229478 = -170768.011968 nChanged 43 SP:Iteration 9Q (3926.165477 sec): 3 clusters Score: Raw -173320.767952 + Penalty 2519.229478 = -170801.538473 nChanged 35 SP:Iteration 10Q (3926.212124 sec): 3 clusters Score: Raw -173343.617944 + Penalty 2519.229478 = -170824.388466 nChanged 26 SP:Iteration 11Q (3926.250851 sec): 3 clusters Score: Raw -173358.825085 + Penalty 2519.229478 = -170839.595607 nChanged 15 SP:Iteration 12Q (3926.312112 sec): 3 clusters Score: Raw -173367.498311 + Penalty 2519.229478 = -170848.268833 nChanged 8 SP:Iteration 13Q (3926.352485 sec): 3 clusters Score: Raw -173373.024336 + Penalty 2519.229478 = -170853.794858 nChanged 9 SP:Iteration 14Q (3926.397483 sec): 3 clusters Score: Raw -173378.832887 + Penalty 2519.229478 = -170859.603409 nChanged 12 SP:Iteration 15Q (3926.440453 sec): 3 clusters Score: Raw -173386.166036 + Penalty 2519.229478 = -170866.936557 nChanged 10 SP:Iteration 16Q (3926.486266 sec): 3 clusters Score: Raw -173391.063523 + Penalty 2519.229478 = -170871.834045 nChanged 8 SP:Iteration 17Q (3926.533608 sec): 3 clusters Score: Raw -173394.442828 + Penalty 2519.229478 = -170875.213350 nChanged 5 SP:Iteration 18Q (3926.580260 sec): 3 clusters Score: Raw -173397.215274 + Penalty 2519.229478 = -170877.985795 nChanged 6 SP:Iteration 19Q (3926.628173 sec): 3 clusters Score: Raw -173400.271911 + Penalty 2519.229478 = -170881.042432 nChanged 3 SP:Iteration 20F (3926.676430 sec): 3 clusters Score: Raw -173401.042436 + Penalty 2519.229478 = -170881.812958 nChanged 1 SP:Iteration 21Q (3926.718292 sec): 3 clusters Score: Raw -173401.317686 + Penalty 2519.229478 = -170882.088208 nChanged 0 SP:Iteration 22F (3926.756022 sec): 3 clusters Score: Raw -173401.317686 + Penalty 2519.229478 = -170882.088208 nChanged 0 Trying to split cluster 10 (24889 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3926.825087 sec): 2 clusters Score: Raw -2049428.056303 + Penalty 1644.854448 = -2047783.201855 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3926.917806 sec): 3 clusters Score: Raw -2034013.320976 + Penalty 3289.708896 = -2030723.612080 nChanged 11515 SP:Iteration 1F (3927.004296 sec): 3 clusters Score: Raw -2040752.117785 + Penalty 3289.708896 = -2037462.408889 nChanged 1390 SP:Iteration 2F (3927.089923 sec): 3 clusters Score: Raw -2041420.531781 + Penalty 3289.708896 = -2038130.822885 nChanged 1497 SP:Iteration 3F (3927.177857 sec): 3 clusters Score: Raw -2042336.112901 + Penalty 3289.708896 = -2039046.404006 nChanged 1674 SP:Iteration 4F (3927.255903 sec): 3 clusters Score: Raw -2043539.151797 + Penalty 3289.708896 = -2040249.442901 nChanged 1751 SP:Iteration 5F (3927.341137 sec): 3 clusters Score: Raw -2044946.251809 + Penalty 3289.708896 = -2041656.542914 nChanged 1680 SP:Iteration 6F (3927.429795 sec): 3 clusters Score: Raw -2046273.758135 + Penalty 3289.708896 = -2042984.049239 nChanged 1406 SP:Iteration 7F (3927.507365 sec): 3 clusters Score: Raw -2047247.667816 + Penalty 3289.708896 = -2043957.958921 nChanged 1129 SP:Iteration 8Q (3927.590588 sec): 3 clusters Score: Raw -2047939.134075 + Penalty 3289.708896 = -2044649.425179 nChanged 841 SP:Iteration 9Q (3927.680422 sec): 3 clusters Score: Raw -2048318.403408 + Penalty 3289.708896 = -2045028.694512 nChanged 563 SP:Iteration 10Q (3927.766615 sec): 3 clusters Score: Raw -2048517.982944 + Penalty 3289.708896 = -2045228.274048 nChanged 378 SP:Iteration 11Q (3927.839164 sec): 3 clusters Score: Raw -2048632.221146 + Penalty 3289.708896 = -2045342.512251 nChanged 296 SP:Iteration 12Q (3927.921182 sec): 3 clusters Score: Raw -2048714.705436 + Penalty 3289.708896 = -2045424.996540 nChanged 239 SP:Iteration 13Q (3928.014704 sec): 3 clusters Score: Raw -2048773.411822 + Penalty 3289.708896 = -2045483.702926 nChanged 193 SP:Iteration 14Q (3928.090399 sec): 3 clusters Score: Raw -2048810.017447 + Penalty 3289.708896 = -2045520.308551 nChanged 146 SP:Iteration 15Q (3928.173961 sec): 3 clusters Score: Raw -2048839.481885 + Penalty 3289.708896 = -2045549.772989 nChanged 158 SP:Iteration 16Q (3928.261037 sec): 3 clusters Score: Raw -2048874.952303 + Penalty 3289.708896 = -2045585.243407 nChanged 158 SP:Iteration 17Q (3928.342261 sec): 3 clusters Score: Raw -2048906.995340 + Penalty 3289.708896 = -2045617.286445 nChanged 166 SP:Iteration 18Q (3928.432627 sec): 3 clusters Score: Raw -2048941.844160 + Penalty 3289.708896 = -2045652.135264 nChanged 140 SP:Iteration 19Q (3928.523634 sec): 3 clusters Score: Raw -2048967.619598 + Penalty 3289.708896 = -2045677.910702 nChanged 121 SP:Iteration 20F (3928.615010 sec): 3 clusters Score: Raw -2048987.382862 + Penalty 3289.708896 = -2045697.673966 nChanged 104 SP:Iteration 21Q (3928.704830 sec): 3 clusters Score: Raw -2049002.505310 + Penalty 3289.708896 = -2045712.796414 nChanged 91 SP:Iteration 22Q (3928.786959 sec): 3 clusters Score: Raw -2049013.697063 + Penalty 3289.708896 = -2045723.988168 nChanged 74 SP:Iteration 23Q (3928.873299 sec): 3 clusters Score: Raw -2049023.142786 + Penalty 3289.708896 = -2045733.433890 nChanged 76 SP:Iteration 24Q (3928.950654 sec): 3 clusters Score: Raw -2049033.164680 + Penalty 3289.708896 = -2045743.455784 nChanged 68 SP:Iteration 25Q (3929.029529 sec): 3 clusters Score: Raw -2049041.846034 + Penalty 3289.708896 = -2045752.137139 nChanged 69 SP:Iteration 26Q (3929.106242 sec): 3 clusters Score: Raw -2049049.779940 + Penalty 3289.708896 = -2045760.071044 nChanged 62 SP:Iteration 27Q (3929.195749 sec): 3 clusters Score: Raw -2049057.370102 + Penalty 3289.708896 = -2045767.661206 nChanged 54 SP:Iteration 28Q (3929.276314 sec): 3 clusters Score: Raw -2049063.634986 + Penalty 3289.708896 = -2045773.926090 nChanged 55 SP:Iteration 29Q (3929.354155 sec): 3 clusters Score: Raw -2049070.023795 + Penalty 3289.708896 = -2045780.314899 nChanged 62 SP:Iteration 30Q (3929.444227 sec): 3 clusters Score: Raw -2049080.766591 + Penalty 3289.708896 = -2045791.057695 nChanged 66 SP:Iteration 31Q (3929.529998 sec): 3 clusters Score: Raw -2049090.711478 + Penalty 3289.708896 = -2045801.002582 nChanged 61 SP:Iteration 32Q (3929.610260 sec): 3 clusters Score: Raw -2049098.845493 + Penalty 3289.708896 = -2045809.136598 nChanged 61 SP:Iteration 33Q (3929.684123 sec): 3 clusters Score: Raw -2049108.892874 + Penalty 3289.708896 = -2045819.183978 nChanged 66 SP:Iteration 34Q (3929.774115 sec): 3 clusters Score: Raw -2049118.878570 + Penalty 3289.708896 = -2045829.169674 nChanged 72 SP:Iteration 35Q (3929.849547 sec): 3 clusters Score: Raw -2049129.990060 + Penalty 3289.708896 = -2045840.281164 nChanged 79 SP:Iteration 36Q (3929.935688 sec): 3 clusters Score: Raw -2049143.414664 + Penalty 3289.708896 = -2045853.705768 nChanged 74 SP:Iteration 37Q (3930.034192 sec): 3 clusters Score: Raw -2049155.463634 + Penalty 3289.708896 = -2045865.754738 nChanged 88 SP:Iteration 38Q (3930.114458 sec): 3 clusters Score: Raw -2049170.752368 + Penalty 3289.708896 = -2045881.043472 nChanged 85 SP:Iteration 39Q (3930.184497 sec): 3 clusters Score: Raw -2049186.149869 + Penalty 3289.708896 = -2045896.440974 nChanged 95 SP:Iteration 40F (3930.240272 sec): 3 clusters Score: Raw -2049205.227180 + Penalty 3289.708896 = -2045915.518285 nChanged 100 SP:Iteration 41Q (3930.292647 sec): 3 clusters Score: Raw -2049226.014094 + Penalty 3289.708896 = -2045936.305198 nChanged 110 SP:Iteration 42Q (3930.387042 sec): 3 clusters Score: Raw -2049249.827464 + Penalty 3289.708896 = -2045960.118569 nChanged 118 SP:Iteration 43Q (3930.475705 sec): 3 clusters Score: Raw -2049274.991867 + Penalty 3289.708896 = -2045985.282971 nChanged 124 SP:Iteration 44Q (3930.556229 sec): 3 clusters Score: Raw -2049302.537975 + Penalty 3289.708896 = -2046012.829080 nChanged 119 SP:Iteration 45Q (3930.640836 sec): 3 clusters Score: Raw -2049327.479333 + Penalty 3289.708896 = -2046037.770437 nChanged 105 SP:Iteration 46Q (3930.727377 sec): 3 clusters Score: Raw -2049349.569591 + Penalty 3289.708896 = -2046059.860695 nChanged 107 SP:Iteration 47Q (3930.808020 sec): 3 clusters Score: Raw -2049372.816082 + Penalty 3289.708896 = -2046083.107186 nChanged 104 SP:Iteration 48Q (3930.896413 sec): 3 clusters Score: Raw -2049393.703135 + Penalty 3289.708896 = -2046103.994239 nChanged 108 SP:Iteration 49Q (3930.966546 sec): 3 clusters Score: Raw -2049413.668191 + Penalty 3289.708896 = -2046123.959295 nChanged 98 SP:Iteration 50Q (3931.052300 sec): 3 clusters Score: Raw -2049430.652379 + Penalty 3289.708896 = -2046140.943484 nChanged 83 SP:Iteration 51Q (3931.142627 sec): 3 clusters Score: Raw -2049446.295090 + Penalty 3289.708896 = -2046156.586194 nChanged 98 SP:Iteration 52Q (3931.221478 sec): 3 clusters Score: Raw -2049466.560382 + Penalty 3289.708896 = -2046176.851486 nChanged 97 SP:Iteration 53Q (3931.301492 sec): 3 clusters Score: Raw -2049485.145795 + Penalty 3289.708896 = -2046195.436899 nChanged 98 SP:Iteration 54Q (3931.387876 sec): 3 clusters Score: Raw -2049503.651692 + Penalty 3289.708896 = -2046213.942797 nChanged 84 SP:Iteration 55Q (3931.461409 sec): 3 clusters Score: Raw -2049519.839676 + Penalty 3289.708896 = -2046230.130780 nChanged 87 SP:Iteration 56Q (3931.534390 sec): 3 clusters Score: Raw -2049535.123371 + Penalty 3289.708896 = -2046245.414475 nChanged 70 SP:Iteration 57Q (3931.615944 sec): 3 clusters Score: Raw -2049546.899645 + Penalty 3289.708896 = -2046257.190749 nChanged 75 SP:Iteration 58Q (3931.696620 sec): 3 clusters Score: Raw -2049560.776057 + Penalty 3289.708896 = -2046271.067161 nChanged 76 SP:Iteration 59Q (3931.760957 sec): 3 clusters Score: Raw -2049576.139534 + Penalty 3289.708896 = -2046286.430638 nChanged 67 SP:Iteration 60F (3931.851066 sec): 3 clusters Score: Raw -2049590.441422 + Penalty 3289.708896 = -2046300.732526 nChanged 74 SP:Iteration 61Q (3931.942250 sec): 3 clusters Score: Raw -2049606.024765 + Penalty 3289.708896 = -2046316.315869 nChanged 64 SP:Iteration 62Q (3932.030446 sec): 3 clusters Score: Raw -2049620.034229 + Penalty 3289.708896 = -2046330.325333 nChanged 70 SP:Iteration 63Q (3932.108108 sec): 3 clusters Score: Raw -2049637.786778 + Penalty 3289.708896 = -2046348.077882 nChanged 69 SP:Iteration 64Q (3932.189226 sec): 3 clusters Score: Raw -2049651.570304 + Penalty 3289.708896 = -2046361.861408 nChanged 68 SP:Iteration 65Q (3932.280183 sec): 3 clusters Score: Raw -2049664.747153 + Penalty 3289.708896 = -2046375.038257 nChanged 63 SP:Iteration 66Q (3932.364134 sec): 3 clusters Score: Raw -2049676.823394 + Penalty 3289.708896 = -2046387.114499 nChanged 58 SP:Iteration 67Q (3932.446204 sec): 3 clusters Score: Raw -2049685.779556 + Penalty 3289.708896 = -2046396.070660 nChanged 53 SP:Iteration 68Q (3932.531200 sec): 3 clusters Score: Raw -2049695.535770 + Penalty 3289.708896 = -2046405.826875 nChanged 49 SP:Iteration 69Q (3932.611511 sec): 3 clusters Score: Raw -2049703.756628 + Penalty 3289.708896 = -2046414.047732 nChanged 46 SP:Iteration 70Q (3932.692491 sec): 3 clusters Score: Raw -2049710.530192 + Penalty 3289.708896 = -2046420.821296 nChanged 38 SP:Iteration 71Q (3932.760892 sec): 3 clusters Score: Raw -2049716.477662 + Penalty 3289.708896 = -2046426.768766 nChanged 34 SP:Iteration 72Q (3932.853686 sec): 3 clusters Score: Raw -2049721.151485 + Penalty 3289.708896 = -2046431.442589 nChanged 39 SP:Iteration 73Q (3932.927149 sec): 3 clusters Score: Raw -2049727.219011 + Penalty 3289.708896 = -2046437.510115 nChanged 44 SP:Iteration 74Q (3933.001385 sec): 3 clusters Score: Raw -2049735.829104 + Penalty 3289.708896 = -2046446.120208 nChanged 49 SP:Iteration 75Q (3933.084894 sec): 3 clusters Score: Raw -2049744.848114 + Penalty 3289.708896 = -2046455.139218 nChanged 54 SP:Iteration 76Q (3933.170971 sec): 3 clusters Score: Raw -2049755.748665 + Penalty 3289.708896 = -2046466.039769 nChanged 63 SP:Iteration 77Q (3933.236242 sec): 3 clusters Score: Raw -2049769.679994 + Penalty 3289.708896 = -2046479.971098 nChanged 47 SP:Iteration 78Q (3933.316782 sec): 3 clusters Score: Raw -2049779.033216 + Penalty 3289.708896 = -2046489.324320 nChanged 52 SP:Iteration 79Q (3933.397389 sec): 3 clusters Score: Raw -2049790.514148 + Penalty 3289.708896 = -2046500.805252 nChanged 58 SP:Iteration 80F (3933.485129 sec): 3 clusters Score: Raw -2049802.124694 + Penalty 3289.708896 = -2046512.415798 nChanged 50 SP:Iteration 81Q (3933.554550 sec): 3 clusters Score: Raw -2049813.948087 + Penalty 3289.708896 = -2046524.239192 nChanged 43 SP:Iteration 82Q (3933.638161 sec): 3 clusters Score: Raw -2049823.471284 + Penalty 3289.708896 = -2046533.762388 nChanged 43 SP:Iteration 83Q (3933.729127 sec): 3 clusters Score: Raw -2049830.589338 + Penalty 3289.708896 = -2046540.880442 nChanged 33 SP:Iteration 84Q (3933.806664 sec): 3 clusters Score: Raw -2049837.525887 + Penalty 3289.708896 = -2046547.816991 nChanged 34 SP:Iteration 85Q (3933.896431 sec): 3 clusters Score: Raw -2049843.639390 + Penalty 3289.708896 = -2046553.930494 nChanged 40 SP:Iteration 86Q (3933.967417 sec): 3 clusters Score: Raw -2049851.495324 + Penalty 3289.708896 = -2046561.786428 nChanged 38 SP:Iteration 87Q (3934.058641 sec): 3 clusters Score: Raw -2049860.500185 + Penalty 3289.708896 = -2046570.791289 nChanged 43 SP:Iteration 88Q (3934.124435 sec): 3 clusters Score: Raw -2049870.658715 + Penalty 3289.708896 = -2046580.949820 nChanged 46 SP:Iteration 89Q (3934.211541 sec): 3 clusters Score: Raw -2049883.504609 + Penalty 3289.708896 = -2046593.795713 nChanged 37 SP:Iteration 90Q (3934.292475 sec): 3 clusters Score: Raw -2049894.188686 + Penalty 3289.708896 = -2046604.479790 nChanged 43 SP:Iteration 91Q (3934.372685 sec): 3 clusters Score: Raw -2049904.128271 + Penalty 3289.708896 = -2046614.419376 nChanged 42 SP:Iteration 92Q (3934.448471 sec): 3 clusters Score: Raw -2049912.035047 + Penalty 3289.708896 = -2046622.326151 nChanged 31 SP:Iteration 93Q (3934.538167 sec): 3 clusters Score: Raw -2049918.420912 + Penalty 3289.708896 = -2046628.712016 nChanged 33 SP:Iteration 94Q (3934.621745 sec): 3 clusters Score: Raw -2049923.669389 + Penalty 3289.708896 = -2046633.960493 nChanged 34 SP:Iteration 95Q (3934.688797 sec): 3 clusters Score: Raw -2049931.058400 + Penalty 3289.708896 = -2046641.349505 nChanged 39 SP:Iteration 96Q (3934.770816 sec): 3 clusters Score: Raw -2049938.515034 + Penalty 3289.708896 = -2046648.806138 nChanged 37 SP:Iteration 97Q (3934.837148 sec): 3 clusters Score: Raw -2049944.283443 + Penalty 3289.708896 = -2046654.574548 nChanged 28 SP:Iteration 98Q (3934.910519 sec): 3 clusters Score: Raw -2049950.404509 + Penalty 3289.708896 = -2046660.695613 nChanged 28 SP:Iteration 99Q (3934.990409 sec): 3 clusters Score: Raw -2049958.113004 + Penalty 3289.708896 = -2046668.404108 nChanged 34 SP:Iteration 100F (3935.079483 sec): 3 clusters Score: Raw -2049969.433942 + Penalty 3289.708896 = -2046679.725046 nChanged 40 SP:Iteration 101Q (3935.150333 sec): 3 clusters Score: Raw -2049979.609575 + Penalty 3289.708896 = -2046689.900679 nChanged 27 SP:Iteration 102Q (3935.229746 sec): 3 clusters Score: Raw -2049986.061718 + Penalty 3289.708896 = -2046696.352822 nChanged 34 SP:Iteration 103Q (3935.308254 sec): 3 clusters Score: Raw -2049992.640519 + Penalty 3289.708896 = -2046702.931624 nChanged 31 SP:Iteration 104Q (3935.392024 sec): 3 clusters Score: Raw -2049998.534331 + Penalty 3289.708896 = -2046708.825436 nChanged 21 SP:Iteration 105Q (3935.462668 sec): 3 clusters Score: Raw -2050002.428987 + Penalty 3289.708896 = -2046712.720092 nChanged 24 SP:Iteration 106Q (3935.548580 sec): 3 clusters Score: Raw -2050006.636601 + Penalty 3289.708896 = -2046716.927705 nChanged 19 SP:Iteration 107Q (3935.627959 sec): 3 clusters Score: Raw -2050010.006408 + Penalty 3289.708896 = -2046720.297512 nChanged 17 SP:Iteration 108Q (3935.707277 sec): 3 clusters Score: Raw -2050013.346884 + Penalty 3289.708896 = -2046723.637988 nChanged 21 SP:Iteration 109Q (3935.785546 sec): 3 clusters Score: Raw -2050017.001943 + Penalty 3289.708896 = -2046727.293047 nChanged 20 SP:Iteration 110Q (3935.862669 sec): 3 clusters Score: Raw -2050022.309099 + Penalty 3289.708896 = -2046732.600203 nChanged 27 SP:Iteration 111Q (3935.949193 sec): 3 clusters Score: Raw -2050029.024109 + Penalty 3289.708896 = -2046739.315213 nChanged 23 SP:Iteration 112Q (3936.022308 sec): 3 clusters Score: Raw -2050033.556893 + Penalty 3289.708896 = -2046743.847997 nChanged 23 SP:Iteration 113Q (3936.105446 sec): 3 clusters Score: Raw -2050038.055876 + Penalty 3289.708896 = -2046748.346980 nChanged 20 SP:Iteration 114Q (3936.193899 sec): 3 clusters Score: Raw -2050041.781834 + Penalty 3289.708896 = -2046752.072938 nChanged 20 SP:Iteration 115Q (3936.274375 sec): 3 clusters Score: Raw -2050046.457251 + Penalty 3289.708896 = -2046756.748356 nChanged 16 SP:Iteration 116Q (3936.349660 sec): 3 clusters Score: Raw -2050050.196133 + Penalty 3289.708896 = -2046760.487237 nChanged 18 SP:Iteration 117Q (3936.435718 sec): 3 clusters Score: Raw -2050053.875555 + Penalty 3289.708896 = -2046764.166659 nChanged 12 SP:Iteration 118Q (3936.507314 sec): 3 clusters Score: Raw -2050055.866874 + Penalty 3289.708896 = -2046766.157978 nChanged 10 SP:Iteration 119Q (3936.578773 sec): 3 clusters Score: Raw -2050057.913125 + Penalty 3289.708896 = -2046768.204229 nChanged 7 SP:Iteration 120F (3936.667781 sec): 3 clusters Score: Raw -2050059.655764 + Penalty 3289.708896 = -2046769.946868 nChanged 8 SP:Iteration 121Q (3936.742093 sec): 3 clusters Score: Raw -2050060.593552 + Penalty 3289.708896 = -2046770.884657 nChanged 6 SP:Iteration 122Q (3936.807260 sec): 3 clusters Score: Raw -2050061.297537 + Penalty 3289.708896 = -2046771.588641 nChanged 6 SP:Iteration 123Q (3936.890042 sec): 3 clusters Score: Raw -2050061.918859 + Penalty 3289.708896 = -2046772.209963 nChanged 3 SP:Iteration 124Q (3936.976483 sec): 3 clusters Score: Raw -2050062.165969 + Penalty 3289.708896 = -2046772.457073 nChanged 1 SP:Iteration 125Q (3937.057450 sec): 3 clusters Score: Raw -2050062.227380 + Penalty 3289.708896 = -2046772.518484 nChanged 0 SP:Iteration 126F (3937.127276 sec): 3 clusters Score: Raw -2050062.227380 + Penalty 3289.708896 = -2046772.518484 nChanged 0 Trying to split cluster 11 (2461 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3937.153462 sec): 2 clusters Score: Raw -195834.969212 + Penalty 1268.852496 = -194566.116716 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3937.215285 sec): 3 clusters Score: Raw -194786.137807 + Penalty 2537.704991 = -192248.432815 nChanged 880 SP:Iteration 1F (3937.251094 sec): 3 clusters Score: Raw -195327.611188 + Penalty 2537.704991 = -192789.906196 nChanged 180 SP:Iteration 2F (3937.305729 sec): 3 clusters Score: Raw -195455.932613 + Penalty 2537.704991 = -192918.227621 nChanged 111 SP:Iteration 3Q (3937.352165 sec): 3 clusters Score: Raw -195519.133918 + Penalty 2537.704991 = -192981.428927 nChanged 63 SP:Iteration 4Q (3937.398959 sec): 3 clusters Score: Raw -195554.794725 + Penalty 2537.704991 = -193017.089734 nChanged 59 SP:Iteration 5Q (3937.452424 sec): 3 clusters Score: Raw -195591.999980 + Penalty 2537.704991 = -193054.294988 nChanged 59 SP:Iteration 6Q (3937.504027 sec): 3 clusters Score: Raw -195632.013643 + Penalty 2537.704991 = -193094.308652 nChanged 56 SP:Iteration 7Q (3937.545397 sec): 3 clusters Score: Raw -195663.006470 + Penalty 2537.704991 = -193125.301478 nChanged 42 SP:Iteration 8Q (3937.594259 sec): 3 clusters Score: Raw -195684.757863 + Penalty 2537.704991 = -193147.052872 nChanged 29 SP:Iteration 9Q (3937.648654 sec): 3 clusters Score: Raw -195698.330673 + Penalty 2537.704991 = -193160.625682 nChanged 32 SP:Iteration 10Q (3937.688816 sec): 3 clusters Score: Raw -195713.221280 + Penalty 2537.704991 = -193175.516288 nChanged 30 SP:Iteration 11Q (3937.741221 sec): 3 clusters Score: Raw -195728.933429 + Penalty 2537.704991 = -193191.228437 nChanged 22 SP:Iteration 12Q (3937.794597 sec): 3 clusters Score: Raw -195743.814447 + Penalty 2537.704991 = -193206.109455 nChanged 30 SP:Iteration 13Q (3937.835286 sec): 3 clusters Score: Raw -195757.650817 + Penalty 2537.704991 = -193219.945825 nChanged 23 SP:Iteration 14Q (3937.882966 sec): 3 clusters Score: Raw -195766.587796 + Penalty 2537.704991 = -193228.882805 nChanged 16 SP:Iteration 15Q (3937.928787 sec): 3 clusters Score: Raw -195773.979048 + Penalty 2537.704991 = -193236.274057 nChanged 9 SP:Iteration 16Q (3937.986155 sec): 3 clusters Score: Raw -195777.014697 + Penalty 2537.704991 = -193239.309706 nChanged 11 SP:Iteration 17Q (3938.023334 sec): 3 clusters Score: Raw -195781.206538 + Penalty 2537.704991 = -193243.501547 nChanged 11 SP:Iteration 18Q (3938.076447 sec): 3 clusters Score: Raw -195786.419216 + Penalty 2537.704991 = -193248.714225 nChanged 13 SP:Iteration 19Q (3938.126583 sec): 3 clusters Score: Raw -195792.476122 + Penalty 2537.704991 = -193254.771131 nChanged 11 SP:Iteration 20F (3938.172377 sec): 3 clusters Score: Raw -195797.442820 + Penalty 2537.704991 = -193259.737829 nChanged 4 SP:Iteration 21Q (3938.227905 sec): 3 clusters Score: Raw -195798.954994 + Penalty 2537.704991 = -193261.250003 nChanged 6 SP:Iteration 22Q (3938.275008 sec): 3 clusters Score: Raw -195801.064063 + Penalty 2537.704991 = -193263.359072 nChanged 8 SP:Iteration 23Q (3938.331906 sec): 3 clusters Score: Raw -195803.494076 + Penalty 2537.704991 = -193265.789085 nChanged 7 SP:Iteration 24Q (3938.380343 sec): 3 clusters Score: Raw -195806.777483 + Penalty 2537.704991 = -193269.072491 nChanged 5 SP:Iteration 25Q (3938.429051 sec): 3 clusters Score: Raw -195808.747637 + Penalty 2537.704991 = -193271.042646 nChanged 9 SP:Iteration 26Q (3938.466742 sec): 3 clusters Score: Raw -195813.042861 + Penalty 2537.704991 = -193275.337870 nChanged 13 SP:Iteration 27Q (3938.506571 sec): 3 clusters Score: Raw -195819.740662 + Penalty 2537.704991 = -193282.035671 nChanged 11 SP:Iteration 28Q (3938.543758 sec): 3 clusters Score: Raw -195824.555575 + Penalty 2537.704991 = -193286.850584 nChanged 12 SP:Iteration 29Q (3938.582669 sec): 3 clusters Score: Raw -195829.992076 + Penalty 2537.704991 = -193292.287085 nChanged 15 SP:Iteration 30Q (3938.622986 sec): 3 clusters Score: Raw -195837.565515 + Penalty 2537.704991 = -193299.860523 nChanged 8 SP:Iteration 31Q (3938.668273 sec): 3 clusters Score: Raw -195840.922249 + Penalty 2537.704991 = -193303.217258 nChanged 11 SP:Iteration 32Q (3938.723366 sec): 3 clusters Score: Raw -195845.142935 + Penalty 2537.704991 = -193307.437944 nChanged 9 SP:Iteration 33Q (3938.762509 sec): 3 clusters Score: Raw -195849.056201 + Penalty 2537.704991 = -193311.351209 nChanged 10 SP:Iteration 34Q (3938.806482 sec): 3 clusters Score: Raw -195853.801556 + Penalty 2537.704991 = -193316.096564 nChanged 12 SP:Iteration 35Q (3938.861747 sec): 3 clusters Score: Raw -195860.228608 + Penalty 2537.704991 = -193322.523616 nChanged 13 SP:Iteration 36Q (3938.904093 sec): 3 clusters Score: Raw -195866.668957 + Penalty 2537.704991 = -193328.963966 nChanged 12 SP:Iteration 37Q (3938.955527 sec): 3 clusters Score: Raw -195872.995847 + Penalty 2537.704991 = -193335.290856 nChanged 11 SP:Iteration 38Q (3938.996905 sec): 3 clusters Score: Raw -195876.832440 + Penalty 2537.704991 = -193339.127448 nChanged 7 SP:Iteration 39Q (3939.061262 sec): 3 clusters Score: Raw -195878.825624 + Penalty 2537.704991 = -193341.120633 nChanged 8 SP:Iteration 40F (3939.103229 sec): 3 clusters Score: Raw -195881.543530 + Penalty 2537.704991 = -193343.838539 nChanged 6 SP:Iteration 41Q (3939.154402 sec): 3 clusters Score: Raw -195883.425236 + Penalty 2537.704991 = -193345.720245 nChanged 8 SP:Iteration 42Q (3939.208267 sec): 3 clusters Score: Raw -195885.943642 + Penalty 2537.704991 = -193348.238650 nChanged 5 SP:Iteration 43Q (3939.245591 sec): 3 clusters Score: Raw -195887.399557 + Penalty 2537.704991 = -193349.694565 nChanged 6 SP:Iteration 44Q (3939.296349 sec): 3 clusters Score: Raw -195890.321008 + Penalty 2537.704991 = -193352.616017 nChanged 8 SP:Iteration 45Q (3939.346200 sec): 3 clusters Score: Raw -195893.555904 + Penalty 2537.704991 = -193355.850912 nChanged 12 SP:Iteration 46Q (3939.401471 sec): 3 clusters Score: Raw -195899.031211 + Penalty 2537.704991 = -193361.326220 nChanged 10 SP:Iteration 47Q (3939.456746 sec): 3 clusters Score: Raw -195902.599248 + Penalty 2537.704991 = -193364.894257 nChanged 7 SP:Iteration 48Q (3939.506022 sec): 3 clusters Score: Raw -195906.103034 + Penalty 2537.704991 = -193368.398043 nChanged 7 SP:Iteration 49Q (3939.556067 sec): 3 clusters Score: Raw -195911.100589 + Penalty 2537.704991 = -193373.395597 nChanged 10 SP:Iteration 50Q (3939.594072 sec): 3 clusters Score: Raw -195917.351359 + Penalty 2537.704991 = -193379.646368 nChanged 11 SP:Iteration 51Q (3939.645846 sec): 3 clusters Score: Raw -195923.318170 + Penalty 2537.704991 = -193385.613178 nChanged 13 SP:Iteration 52Q (3939.705547 sec): 3 clusters Score: Raw -195928.879803 + Penalty 2537.704991 = -193391.174812 nChanged 9 SP:Iteration 53Q (3939.745708 sec): 3 clusters Score: Raw -195932.687853 + Penalty 2537.704991 = -193394.982861 nChanged 9 SP:Iteration 54Q (3939.791859 sec): 3 clusters Score: Raw -195936.309654 + Penalty 2537.704991 = -193398.604663 nChanged 8 SP:Iteration 55Q (3939.839807 sec): 3 clusters Score: Raw -195939.486800 + Penalty 2537.704991 = -193401.781809 nChanged 10 SP:Iteration 56Q (3939.891306 sec): 3 clusters Score: Raw -195944.552812 + Penalty 2537.704991 = -193406.847821 nChanged 6 SP:Iteration 57Q (3939.929309 sec): 3 clusters Score: Raw -195947.277252 + Penalty 2537.704991 = -193409.572260 nChanged 5 SP:Iteration 58Q (3939.977286 sec): 3 clusters Score: Raw -195948.743666 + Penalty 2537.704991 = -193411.038675 nChanged 5 SP:Iteration 59Q (3940.033815 sec): 3 clusters Score: Raw -195950.408135 + Penalty 2537.704991 = -193412.703144 nChanged 2 SP:Iteration 60F (3940.068238 sec): 3 clusters Score: Raw -195950.864146 + Penalty 2537.704991 = -193413.159155 nChanged 1 SP:Iteration 61Q (3940.125878 sec): 3 clusters Score: Raw -195951.220037 + Penalty 2537.704991 = -193413.515045 nChanged 1 SP:Iteration 62Q (3940.162587 sec): 3 clusters Score: Raw -195951.426453 + Penalty 2537.704991 = -193413.721461 nChanged 0 SP:Iteration 63F (3940.208675 sec): 3 clusters Score: Raw -195951.426453 + Penalty 2537.704991 = -193413.721461 nChanged 0 Trying to split cluster 12 (68806 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3940.336123 sec): 2 clusters Score: Raw -5378592.148930 + Penalty 1810.095012 = -5376782.053918 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3940.491913 sec): 3 clusters Score: Raw -5334279.708146 + Penalty 3620.190025 = -5330659.518122 nChanged 32672 SP:Iteration 1F (3940.663750 sec): 3 clusters Score: Raw -5354887.608063 + Penalty 3620.190025 = -5351267.418038 nChanged 4243 SP:Iteration 2F (3940.826078 sec): 3 clusters Score: Raw -5357260.267598 + Penalty 3620.190025 = -5353640.077574 nChanged 4571 SP:Iteration 3F (3940.981535 sec): 3 clusters Score: Raw -5360162.700561 + Penalty 3620.190025 = -5356542.510536 nChanged 4541 SP:Iteration 4F (3941.144820 sec): 3 clusters Score: Raw -5362945.526627 + Penalty 3620.190025 = -5359325.336602 nChanged 4085 SP:Iteration 5F (3941.307040 sec): 3 clusters Score: Raw -5365485.188749 + Penalty 3620.190025 = -5361864.998725 nChanged 3805 SP:Iteration 6F (3941.466347 sec): 3 clusters Score: Raw -5367946.613563 + Penalty 3620.190025 = -5364326.423538 nChanged 3491 SP:Iteration 7F (3941.626201 sec): 3 clusters Score: Raw -5370341.313352 + Penalty 3620.190025 = -5366721.123327 nChanged 3119 SP:Iteration 8Q (3941.790689 sec): 3 clusters Score: Raw -5372229.175760 + Penalty 3620.190025 = -5368608.985736 nChanged 2465 SP:Iteration 9Q (3941.951196 sec): 3 clusters Score: Raw -5373254.311576 + Penalty 3620.190025 = -5369634.121552 nChanged 1625 SP:Iteration 10Q (3942.112675 sec): 3 clusters Score: Raw -5373672.739418 + Penalty 3620.190025 = -5370052.549394 nChanged 983 SP:Iteration 11Q (3942.268459 sec): 3 clusters Score: Raw -5373859.869776 + Penalty 3620.190025 = -5370239.679751 nChanged 699 SP:Iteration 12Q (3942.404945 sec): 3 clusters Score: Raw -5373979.724018 + Penalty 3620.190025 = -5370359.533994 nChanged 511 SP:Iteration 13Q (3942.561274 sec): 3 clusters Score: Raw -5374058.190486 + Penalty 3620.190025 = -5370438.000461 nChanged 463 SP:Iteration 14Q (3942.724551 sec): 3 clusters Score: Raw -5374122.472651 + Penalty 3620.190025 = -5370502.282626 nChanged 432 SP:Iteration 15Q (3942.880041 sec): 3 clusters Score: Raw -5374175.433299 + Penalty 3620.190025 = -5370555.243275 nChanged 366 SP:Iteration 16Q (3943.033469 sec): 3 clusters Score: Raw -5374228.307530 + Penalty 3620.190025 = -5370608.117505 nChanged 381 SP:Iteration 17Q (3943.195813 sec): 3 clusters Score: Raw -5374278.408680 + Penalty 3620.190025 = -5370658.218656 nChanged 345 SP:Iteration 18Q (3943.340099 sec): 3 clusters Score: Raw -5374321.052710 + Penalty 3620.190025 = -5370700.862686 nChanged 313 SP:Iteration 19Q (3943.501552 sec): 3 clusters Score: Raw -5374358.161775 + Penalty 3620.190025 = -5370737.971751 nChanged 289 SP:Iteration 20F (3943.656671 sec): 3 clusters Score: Raw -5374388.200013 + Penalty 3620.190025 = -5370768.009988 nChanged 261 SP:Iteration 21Q (3943.817734 sec): 3 clusters Score: Raw -5374413.867279 + Penalty 3620.190025 = -5370793.677255 nChanged 260 SP:Iteration 22Q (3943.966682 sec): 3 clusters Score: Raw -5374439.686345 + Penalty 3620.190025 = -5370819.496321 nChanged 276 SP:Iteration 23Q (3944.128822 sec): 3 clusters Score: Raw -5374471.009545 + Penalty 3620.190025 = -5370850.819521 nChanged 285 SP:Iteration 24Q (3944.293183 sec): 3 clusters Score: Raw -5374502.864794 + Penalty 3620.190025 = -5370882.674769 nChanged 293 SP:Iteration 25Q (3944.440576 sec): 3 clusters Score: Raw -5374531.853502 + Penalty 3620.190025 = -5370911.663477 nChanged 276 SP:Iteration 26Q (3944.606879 sec): 3 clusters Score: Raw -5374560.170454 + Penalty 3620.190025 = -5370939.980430 nChanged 284 SP:Iteration 27Q (3944.761664 sec): 3 clusters Score: Raw -5374591.206420 + Penalty 3620.190025 = -5370971.016396 nChanged 291 SP:Iteration 28Q (3944.919175 sec): 3 clusters Score: Raw -5374623.438511 + Penalty 3620.190025 = -5371003.248486 nChanged 315 SP:Iteration 29Q (3945.083926 sec): 3 clusters Score: Raw -5374659.748065 + Penalty 3620.190025 = -5371039.558041 nChanged 320 SP:Iteration 30Q (3945.246178 sec): 3 clusters Score: Raw -5374698.724574 + Penalty 3620.190025 = -5371078.534549 nChanged 344 SP:Iteration 31Q (3945.397042 sec): 3 clusters Score: Raw -5374742.573836 + Penalty 3620.190025 = -5371122.383812 nChanged 372 SP:Iteration 32Q (3945.558813 sec): 3 clusters Score: Raw -5374791.617078 + Penalty 3620.190025 = -5371171.427053 nChanged 333 SP:Iteration 33Q (3945.712674 sec): 3 clusters Score: Raw -5374834.919172 + Penalty 3620.190025 = -5371214.729147 nChanged 336 SP:Iteration 34Q (3945.852938 sec): 3 clusters Score: Raw -5374879.397467 + Penalty 3620.190025 = -5371259.207443 nChanged 354 SP:Iteration 35Q (3946.012196 sec): 3 clusters Score: Raw -5374928.967119 + Penalty 3620.190025 = -5371308.777094 nChanged 360 SP:Iteration 36Q (3946.170308 sec): 3 clusters Score: Raw -5374980.935884 + Penalty 3620.190025 = -5371360.745859 nChanged 383 SP:Iteration 37Q (3946.321183 sec): 3 clusters Score: Raw -5375039.715765 + Penalty 3620.190025 = -5371419.525741 nChanged 432 SP:Iteration 38Q (3946.478476 sec): 3 clusters Score: Raw -5375105.580187 + Penalty 3620.190025 = -5371485.390162 nChanged 403 SP:Iteration 39Q (3946.636996 sec): 3 clusters Score: Raw -5375169.595586 + Penalty 3620.190025 = -5371549.405562 nChanged 408 SP:Iteration 40F (3946.794474 sec): 3 clusters Score: Raw -5375233.735369 + Penalty 3620.190025 = -5371613.545344 nChanged 419 SP:Iteration 41Q (3946.954163 sec): 3 clusters Score: Raw -5375302.743382 + Penalty 3620.190025 = -5371682.553357 nChanged 448 SP:Iteration 42Q (3947.109616 sec): 3 clusters Score: Raw -5375383.835061 + Penalty 3620.190025 = -5371763.645037 nChanged 514 SP:Iteration 43Q (3947.270443 sec): 3 clusters Score: Raw -5375487.601732 + Penalty 3620.190025 = -5371867.411707 nChanged 520 SP:Iteration 44Q (3947.420241 sec): 3 clusters Score: Raw -5375600.066617 + Penalty 3620.190025 = -5371979.876592 nChanged 523 SP:Iteration 45Q (3947.569474 sec): 3 clusters Score: Raw -5375723.749138 + Penalty 3620.190025 = -5372103.559114 nChanged 575 SP:Iteration 46Q (3947.731373 sec): 3 clusters Score: Raw -5375881.172694 + Penalty 3620.190025 = -5372260.982669 nChanged 601 SP:Iteration 47Q (3947.877487 sec): 3 clusters Score: Raw -5376047.143207 + Penalty 3620.190025 = -5372426.953182 nChanged 590 SP:Iteration 48Q (3948.041007 sec): 3 clusters Score: Raw -5376213.133192 + Penalty 3620.190025 = -5372592.943168 nChanged 583 SP:Iteration 49Q (3948.191938 sec): 3 clusters Score: Raw -5376383.449244 + Penalty 3620.190025 = -5372763.259220 nChanged 629 SP:Iteration 50Q (3948.351722 sec): 3 clusters Score: Raw -5376582.751757 + Penalty 3620.190025 = -5372962.561732 nChanged 624 SP:Iteration 51Q (3948.501956 sec): 3 clusters Score: Raw -5376759.104099 + Penalty 3620.190025 = -5373138.914074 nChanged 614 SP:Iteration 52Q (3948.658299 sec): 3 clusters Score: Raw -5376937.003828 + Penalty 3620.190025 = -5373316.813803 nChanged 602 SP:Iteration 53Q (3948.810499 sec): 3 clusters Score: Raw -5377104.986744 + Penalty 3620.190025 = -5373484.796719 nChanged 574 SP:Iteration 54Q (3948.960604 sec): 3 clusters Score: Raw -5377256.871846 + Penalty 3620.190025 = -5373636.681821 nChanged 544 SP:Iteration 55Q (3949.116214 sec): 3 clusters Score: Raw -5377392.398950 + Penalty 3620.190025 = -5373772.208926 nChanged 526 SP:Iteration 56Q (3949.259080 sec): 3 clusters Score: Raw -5377519.280204 + Penalty 3620.190025 = -5373899.090179 nChanged 515 SP:Iteration 57Q (3949.406042 sec): 3 clusters Score: Raw -5377641.310736 + Penalty 3620.190025 = -5374021.120711 nChanged 497 SP:Iteration 58Q (3949.562980 sec): 3 clusters Score: Raw -5377749.445181 + Penalty 3620.190025 = -5374129.255156 nChanged 460 SP:Iteration 59Q (3949.716234 sec): 3 clusters Score: Raw -5377844.434021 + Penalty 3620.190025 = -5374224.243996 nChanged 447 SP:Iteration 60F (3949.877155 sec): 3 clusters Score: Raw -5377932.674614 + Penalty 3620.190025 = -5374312.484589 nChanged 432 SP:Iteration 61Q (3950.027091 sec): 3 clusters Score: Raw -5378021.696418 + Penalty 3620.190025 = -5374401.506393 nChanged 419 SP:Iteration 62Q (3950.164442 sec): 3 clusters Score: Raw -5378099.036248 + Penalty 3620.190025 = -5374478.846223 nChanged 356 SP:Iteration 63Q (3950.305151 sec): 3 clusters Score: Raw -5378160.834923 + Penalty 3620.190025 = -5374540.644898 nChanged 339 SP:Iteration 64Q (3950.447805 sec): 3 clusters Score: Raw -5378222.738665 + Penalty 3620.190025 = -5374602.548640 nChanged 353 SP:Iteration 65Q (3950.595334 sec): 3 clusters Score: Raw -5378291.285719 + Penalty 3620.190025 = -5374671.095695 nChanged 312 SP:Iteration 66Q (3950.728142 sec): 3 clusters Score: Raw -5378340.876032 + Penalty 3620.190025 = -5374720.686008 nChanged 278 SP:Iteration 67Q (3950.873160 sec): 3 clusters Score: Raw -5378386.006856 + Penalty 3620.190025 = -5374765.816831 nChanged 259 SP:Iteration 68Q (3951.017325 sec): 3 clusters Score: Raw -5378426.743395 + Penalty 3620.190025 = -5374806.553370 nChanged 262 SP:Iteration 69Q (3951.157502 sec): 3 clusters Score: Raw -5378468.508574 + Penalty 3620.190025 = -5374848.318550 nChanged 253 SP:Iteration 70Q (3951.307576 sec): 3 clusters Score: Raw -5378510.871348 + Penalty 3620.190025 = -5374890.681323 nChanged 252 SP:Iteration 71Q (3951.451023 sec): 3 clusters Score: Raw -5378556.092931 + Penalty 3620.190025 = -5374935.902907 nChanged 246 SP:Iteration 72Q (3951.582525 sec): 3 clusters Score: Raw -5378596.633145 + Penalty 3620.190025 = -5374976.443120 nChanged 210 SP:Iteration 73Q (3951.725876 sec): 3 clusters Score: Raw -5378628.556812 + Penalty 3620.190025 = -5375008.366787 nChanged 209 SP:Iteration 74Q (3951.858671 sec): 3 clusters Score: Raw -5378661.525061 + Penalty 3620.190025 = -5375041.335036 nChanged 202 SP:Iteration 75Q (3951.999050 sec): 3 clusters Score: Raw -5378691.042103 + Penalty 3620.190025 = -5375070.852079 nChanged 189 SP:Iteration 76Q (3952.131588 sec): 3 clusters Score: Raw -5378715.515305 + Penalty 3620.190025 = -5375095.325281 nChanged 155 SP:Iteration 77Q (3952.283379 sec): 3 clusters Score: Raw -5378735.994331 + Penalty 3620.190025 = -5375115.804306 nChanged 163 SP:Iteration 78Q (3952.421581 sec): 3 clusters Score: Raw -5378758.700359 + Penalty 3620.190025 = -5375138.510335 nChanged 164 SP:Iteration 79Q (3952.565758 sec): 3 clusters Score: Raw -5378784.293626 + Penalty 3620.190025 = -5375164.103602 nChanged 184 SP:Iteration 80F (3952.727078 sec): 3 clusters Score: Raw -5378813.222177 + Penalty 3620.190025 = -5375193.032153 nChanged 164 SP:Iteration 81Q (3952.855041 sec): 3 clusters Score: Raw -5378841.276930 + Penalty 3620.190025 = -5375221.086906 nChanged 159 SP:Iteration 82Q (3953.002865 sec): 3 clusters Score: Raw -5378866.380123 + Penalty 3620.190025 = -5375246.190099 nChanged 148 SP:Iteration 83Q (3953.137694 sec): 3 clusters Score: Raw -5378888.591684 + Penalty 3620.190025 = -5375268.401659 nChanged 133 SP:Iteration 84Q (3953.282601 sec): 3 clusters Score: Raw -5378907.842895 + Penalty 3620.190025 = -5375287.652871 nChanged 133 SP:Iteration 85Q (3953.418399 sec): 3 clusters Score: Raw -5378928.046523 + Penalty 3620.190025 = -5375307.856498 nChanged 130 SP:Iteration 86Q (3953.562416 sec): 3 clusters Score: Raw -5378950.330494 + Penalty 3620.190025 = -5375330.140469 nChanged 146 SP:Iteration 87Q (3953.689213 sec): 3 clusters Score: Raw -5378975.038217 + Penalty 3620.190025 = -5375354.848193 nChanged 139 SP:Iteration 88Q (3953.834159 sec): 3 clusters Score: Raw -5378998.841208 + Penalty 3620.190025 = -5375378.651184 nChanged 121 SP:Iteration 89Q (3953.971479 sec): 3 clusters Score: Raw -5379018.767969 + Penalty 3620.190025 = -5375398.577944 nChanged 111 SP:Iteration 90Q (3954.122037 sec): 3 clusters Score: Raw -5379035.937171 + Penalty 3620.190025 = -5375415.747146 nChanged 109 SP:Iteration 91Q (3954.263506 sec): 3 clusters Score: Raw -5379053.523319 + Penalty 3620.190025 = -5375433.333295 nChanged 108 SP:Iteration 92Q (3954.403503 sec): 3 clusters Score: Raw -5379075.496930 + Penalty 3620.190025 = -5375455.306906 nChanged 124 SP:Iteration 93Q (3954.550269 sec): 3 clusters Score: Raw -5379098.752835 + Penalty 3620.190025 = -5375478.562811 nChanged 106 SP:Iteration 94Q (3954.691204 sec): 3 clusters Score: Raw -5379117.618889 + Penalty 3620.190025 = -5375497.428864 nChanged 94 SP:Iteration 95Q (3954.832685 sec): 3 clusters Score: Raw -5379135.005573 + Penalty 3620.190025 = -5375514.815549 nChanged 110 SP:Iteration 96Q (3954.968028 sec): 3 clusters Score: Raw -5379156.394858 + Penalty 3620.190025 = -5375536.204833 nChanged 110 SP:Iteration 97Q (3955.091212 sec): 3 clusters Score: Raw -5379175.880733 + Penalty 3620.190025 = -5375555.690708 nChanged 98 SP:Iteration 98Q (3955.221836 sec): 3 clusters Score: Raw -5379193.900542 + Penalty 3620.190025 = -5375573.710517 nChanged 93 SP:Iteration 99Q (3955.360280 sec): 3 clusters Score: Raw -5379208.956786 + Penalty 3620.190025 = -5375588.766761 nChanged 67 SP:Iteration 100F (3955.525801 sec): 3 clusters Score: Raw -5379219.044188 + Penalty 3620.190025 = -5375598.854163 nChanged 62 SP:Iteration 101Q (3955.657301 sec): 3 clusters Score: Raw -5379228.379321 + Penalty 3620.190025 = -5375608.189297 nChanged 55 SP:Iteration 102Q (3955.796434 sec): 3 clusters Score: Raw -5379235.371136 + Penalty 3620.190025 = -5375615.181112 nChanged 46 SP:Iteration 103Q (3955.932297 sec): 3 clusters Score: Raw -5379242.358466 + Penalty 3620.190025 = -5375622.168441 nChanged 50 SP:Iteration 104Q (3956.060763 sec): 3 clusters Score: Raw -5379252.424624 + Penalty 3620.190025 = -5375632.234599 nChanged 53 SP:Iteration 105Q (3956.195012 sec): 3 clusters Score: Raw -5379264.380350 + Penalty 3620.190025 = -5375644.190325 nChanged 55 SP:Iteration 106Q (3956.340230 sec): 3 clusters Score: Raw -5379275.295486 + Penalty 3620.190025 = -5375655.105461 nChanged 53 SP:Iteration 107Q (3956.487897 sec): 3 clusters Score: Raw -5379286.484052 + Penalty 3620.190025 = -5375666.294028 nChanged 50 SP:Iteration 108Q (3956.619213 sec): 3 clusters Score: Raw -5379295.190917 + Penalty 3620.190025 = -5375675.000893 nChanged 48 SP:Iteration 109Q (3956.757501 sec): 3 clusters Score: Raw -5379304.001263 + Penalty 3620.190025 = -5375683.811239 nChanged 58 SP:Iteration 110Q (3956.885221 sec): 3 clusters Score: Raw -5379314.133753 + Penalty 3620.190025 = -5375693.943729 nChanged 60 SP:Iteration 111Q (3957.018992 sec): 3 clusters Score: Raw -5379326.005317 + Penalty 3620.190025 = -5375705.815292 nChanged 53 SP:Iteration 112Q (3957.153890 sec): 3 clusters Score: Raw -5379335.898789 + Penalty 3620.190025 = -5375715.708765 nChanged 54 SP:Iteration 113Q (3957.286538 sec): 3 clusters Score: Raw -5379345.619359 + Penalty 3620.190025 = -5375725.429334 nChanged 53 SP:Iteration 114Q (3957.421513 sec): 3 clusters Score: Raw -5379354.817116 + Penalty 3620.190025 = -5375734.627092 nChanged 43 SP:Iteration 115Q (3957.550169 sec): 3 clusters Score: Raw -5379361.670079 + Penalty 3620.190025 = -5375741.480054 nChanged 40 SP:Iteration 116Q (3957.683408 sec): 3 clusters Score: Raw -5379367.819388 + Penalty 3620.190025 = -5375747.629363 nChanged 34 SP:Iteration 117Q (3957.826300 sec): 3 clusters Score: Raw -5379372.413318 + Penalty 3620.190025 = -5375752.223293 nChanged 29 SP:Iteration 118Q (3957.968555 sec): 3 clusters Score: Raw -5379376.532095 + Penalty 3620.190025 = -5375756.342070 nChanged 25 SP:Iteration 119Q (3958.104329 sec): 3 clusters Score: Raw -5379380.429837 + Penalty 3620.190025 = -5375760.239812 nChanged 26 SP:Iteration 120F (3958.267785 sec): 3 clusters Score: Raw -5379384.722356 + Penalty 3620.190025 = -5375764.532331 nChanged 12 SP:Iteration 121Q (3958.408456 sec): 3 clusters Score: Raw -5379386.585595 + Penalty 3620.190025 = -5375766.395571 nChanged 15 SP:Iteration 122Q (3958.543021 sec): 3 clusters Score: Raw -5379389.220811 + Penalty 3620.190025 = -5375769.030787 nChanged 18 SP:Iteration 123Q (3958.681783 sec): 3 clusters Score: Raw -5379392.507623 + Penalty 3620.190025 = -5375772.317599 nChanged 18 SP:Iteration 124Q (3958.816902 sec): 3 clusters Score: Raw -5379394.780902 + Penalty 3620.190025 = -5375774.590878 nChanged 18 SP:Iteration 125Q (3958.963853 sec): 3 clusters Score: Raw -5379397.615146 + Penalty 3620.190025 = -5375777.425121 nChanged 21 SP:Iteration 126Q (3959.099541 sec): 3 clusters Score: Raw -5379400.907496 + Penalty 3620.190025 = -5375780.717471 nChanged 26 SP:Iteration 127Q (3959.227750 sec): 3 clusters Score: Raw -5379404.190310 + Penalty 3620.190025 = -5375784.000286 nChanged 29 SP:Iteration 128Q (3959.367123 sec): 3 clusters Score: Raw -5379407.838940 + Penalty 3620.190025 = -5375787.648915 nChanged 18 SP:Iteration 129Q (3959.487361 sec): 3 clusters Score: Raw -5379410.605328 + Penalty 3620.190025 = -5375790.415303 nChanged 19 SP:Iteration 130Q (3959.613412 sec): 3 clusters Score: Raw -5379413.953981 + Penalty 3620.190025 = -5375793.763957 nChanged 24 SP:Iteration 131Q (3959.756725 sec): 3 clusters Score: Raw -5379418.269441 + Penalty 3620.190025 = -5375798.079416 nChanged 22 SP:Iteration 132Q (3959.871299 sec): 3 clusters Score: Raw -5379421.586174 + Penalty 3620.190025 = -5375801.396149 nChanged 21 SP:Iteration 133Q (3960.014209 sec): 3 clusters Score: Raw -5379424.254545 + Penalty 3620.190025 = -5375804.064521 nChanged 21 SP:Iteration 134Q (3960.161642 sec): 3 clusters Score: Raw -5379427.443458 + Penalty 3620.190025 = -5375807.253433 nChanged 19 SP:Iteration 135Q (3960.266610 sec): 3 clusters Score: Raw -5379430.403726 + Penalty 3620.190025 = -5375810.213701 nChanged 18 SP:Iteration 136Q (3960.402890 sec): 3 clusters Score: Raw -5379432.976503 + Penalty 3620.190025 = -5375812.786478 nChanged 22 SP:Iteration 137Q (3960.536419 sec): 3 clusters Score: Raw -5379436.129178 + Penalty 3620.190025 = -5375815.939154 nChanged 24 SP:Iteration 138Q (3960.674423 sec): 3 clusters Score: Raw -5379439.880568 + Penalty 3620.190025 = -5375819.690543 nChanged 15 SP:Iteration 139Q (3960.805022 sec): 3 clusters Score: Raw -5379441.655045 + Penalty 3620.190025 = -5375821.465020 nChanged 15 SP:Iteration 140F (3960.950181 sec): 3 clusters Score: Raw -5379444.024215 + Penalty 3620.190025 = -5375823.834191 nChanged 16 SP:Iteration 141Q (3961.093636 sec): 3 clusters Score: Raw -5379446.971435 + Penalty 3620.190025 = -5375826.781410 nChanged 15 SP:Iteration 142Q (3961.243487 sec): 3 clusters Score: Raw -5379449.709508 + Penalty 3620.190025 = -5375829.519484 nChanged 15 SP:Iteration 143Q (3961.378245 sec): 3 clusters Score: Raw -5379451.945425 + Penalty 3620.190025 = -5375831.755401 nChanged 16 SP:Iteration 144Q (3961.522737 sec): 3 clusters Score: Raw -5379454.188367 + Penalty 3620.190025 = -5375833.998342 nChanged 12 SP:Iteration 145Q (3961.656870 sec): 3 clusters Score: Raw -5379455.822520 + Penalty 3620.190025 = -5375835.632496 nChanged 14 SP:Iteration 146Q (3961.793416 sec): 3 clusters Score: Raw -5379458.203955 + Penalty 3620.190025 = -5375838.013930 nChanged 13 SP:Iteration 147Q (3961.921679 sec): 3 clusters Score: Raw -5379459.710684 + Penalty 3620.190025 = -5375839.520659 nChanged 12 SP:Iteration 148Q (3962.061321 sec): 3 clusters Score: Raw -5379461.085874 + Penalty 3620.190025 = -5375840.895850 nChanged 13 SP:Iteration 149Q (3962.198017 sec): 3 clusters Score: Raw -5379462.372139 + Penalty 3620.190025 = -5375842.182114 nChanged 11 SP:Iteration 150Q (3962.334042 sec): 3 clusters Score: Raw -5379463.466511 + Penalty 3620.190025 = -5375843.276487 nChanged 8 SP:Iteration 151Q (3962.471928 sec): 3 clusters Score: Raw -5379464.539698 + Penalty 3620.190025 = -5375844.349673 nChanged 10 SP:Iteration 152Q (3962.605799 sec): 3 clusters Score: Raw -5379465.911688 + Penalty 3620.190025 = -5375845.721664 nChanged 9 SP:Iteration 153Q (3962.745556 sec): 3 clusters Score: Raw -5379466.942039 + Penalty 3620.190025 = -5375846.752014 nChanged 9 SP:Iteration 154Q (3962.886422 sec): 3 clusters Score: Raw -5379468.707622 + Penalty 3620.190025 = -5375848.517597 nChanged 10 SP:Iteration 155Q (3963.018108 sec): 3 clusters Score: Raw -5379469.570769 + Penalty 3620.190025 = -5375849.380744 nChanged 4 SP:Iteration 156Q (3963.141617 sec): 3 clusters Score: Raw -5379469.942886 + Penalty 3620.190025 = -5375849.752862 nChanged 3 SP:Iteration 157Q (3963.267931 sec): 3 clusters Score: Raw -5379470.229756 + Penalty 3620.190025 = -5375850.039732 nChanged 0 SP:Iteration 158F (3963.430808 sec): 3 clusters Score: Raw -5379470.229756 + Penalty 3620.190025 = -5375850.039732 nChanged 0 Trying to split cluster 13 (24431 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3963.477741 sec): 2 clusters Score: Raw -2041869.055801 + Penalty 1641.836316 = -2040227.219485 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3963.562037 sec): 3 clusters Score: Raw -2026983.356607 + Penalty 3283.672631 = -2023699.683976 nChanged 11188 SP:Iteration 1F (3963.652889 sec): 3 clusters Score: Raw -2033114.799127 + Penalty 3283.672631 = -2029831.126495 nChanged 1061 SP:Iteration 2Q (3963.742341 sec): 3 clusters Score: Raw -2033430.173761 + Penalty 3283.672631 = -2030146.501130 nChanged 963 SP:Iteration 3Q (3963.832257 sec): 3 clusters Score: Raw -2033726.377754 + Penalty 3283.672631 = -2030442.705123 nChanged 919 SP:Iteration 4Q (3963.926269 sec): 3 clusters Score: Raw -2034023.910710 + Penalty 3283.672631 = -2030740.238078 nChanged 943 SP:Iteration 5Q (3963.995786 sec): 3 clusters Score: Raw -2034346.805016 + Penalty 3283.672631 = -2031063.132384 nChanged 975 SP:Iteration 6Q (3964.086692 sec): 3 clusters Score: Raw -2034698.091727 + Penalty 3283.672631 = -2031414.419096 nChanged 1073 SP:Iteration 7Q (3964.176639 sec): 3 clusters Score: Raw -2035145.110872 + Penalty 3283.672631 = -2031861.438240 nChanged 1231 SP:Iteration 8F (3964.258560 sec): 3 clusters Score: Raw -2035735.939449 + Penalty 3283.672631 = -2032452.266817 nChanged 1286 SP:Iteration 9F (3964.346317 sec): 3 clusters Score: Raw -2036430.333348 + Penalty 3283.672631 = -2033146.660716 nChanged 1336 SP:Iteration 10F (3964.429451 sec): 3 clusters Score: Raw -2037199.707817 + Penalty 3283.672631 = -2033916.035185 nChanged 1283 SP:Iteration 11F (3964.511026 sec): 3 clusters Score: Raw -2038009.763489 + Penalty 3283.672631 = -2034726.090857 nChanged 1214 SP:Iteration 12Q (3964.597589 sec): 3 clusters Score: Raw -2038835.375293 + Penalty 3283.672631 = -2035551.702662 nChanged 1064 SP:Iteration 13Q (3964.673606 sec): 3 clusters Score: Raw -2039581.180405 + Penalty 3283.672631 = -2036297.507774 nChanged 886 SP:Iteration 14Q (3964.754031 sec): 3 clusters Score: Raw -2040196.000351 + Penalty 3283.672631 = -2036912.327720 nChanged 672 SP:Iteration 15Q (3964.847722 sec): 3 clusters Score: Raw -2040686.949842 + Penalty 3283.672631 = -2037403.277211 nChanged 520 SP:Iteration 16Q (3964.928704 sec): 3 clusters Score: Raw -2041069.017714 + Penalty 3283.672631 = -2037785.345083 nChanged 430 SP:Iteration 17Q (3965.006376 sec): 3 clusters Score: Raw -2041365.421067 + Penalty 3283.672631 = -2038081.748436 nChanged 321 SP:Iteration 18Q (3965.082405 sec): 3 clusters Score: Raw -2041545.584623 + Penalty 3283.672631 = -2038261.911992 nChanged 235 SP:Iteration 19Q (3965.163812 sec): 3 clusters Score: Raw -2041657.732074 + Penalty 3283.672631 = -2038374.059443 nChanged 182 SP:Iteration 20F (3965.242157 sec): 3 clusters Score: Raw -2041720.212924 + Penalty 3283.672631 = -2038436.540293 nChanged 142 SP:Iteration 21Q (3965.319722 sec): 3 clusters Score: Raw -2041769.794971 + Penalty 3283.672631 = -2038486.122340 nChanged 134 SP:Iteration 22Q (3965.403198 sec): 3 clusters Score: Raw -2041813.986857 + Penalty 3283.672631 = -2038530.314225 nChanged 126 SP:Iteration 23Q (3965.479840 sec): 3 clusters Score: Raw -2041850.544995 + Penalty 3283.672631 = -2038566.872363 nChanged 82 SP:Iteration 24Q (3965.570780 sec): 3 clusters Score: Raw -2041871.668479 + Penalty 3283.672631 = -2038587.995848 nChanged 58 SP:Iteration 25Q (3965.646167 sec): 3 clusters Score: Raw -2041884.969039 + Penalty 3283.672631 = -2038601.296408 nChanged 55 SP:Iteration 26Q (3965.724668 sec): 3 clusters Score: Raw -2041898.151869 + Penalty 3283.672631 = -2038614.479238 nChanged 53 SP:Iteration 27Q (3965.780528 sec): 3 clusters Score: Raw -2041910.814811 + Penalty 3283.672631 = -2038627.142180 nChanged 49 SP:Iteration 28Q (3965.861041 sec): 3 clusters Score: Raw -2041921.817620 + Penalty 3283.672631 = -2038638.144989 nChanged 48 SP:Iteration 29Q (3965.941840 sec): 3 clusters Score: Raw -2041932.240079 + Penalty 3283.672631 = -2038648.567448 nChanged 43 SP:Iteration 30Q (3966.026320 sec): 3 clusters Score: Raw -2041941.403144 + Penalty 3283.672631 = -2038657.730512 nChanged 45 SP:Iteration 31Q (3966.106049 sec): 3 clusters Score: Raw -2041950.231701 + Penalty 3283.672631 = -2038666.559069 nChanged 40 SP:Iteration 32Q (3966.191845 sec): 3 clusters Score: Raw -2041957.983903 + Penalty 3283.672631 = -2038674.311271 nChanged 34 SP:Iteration 33Q (3966.265591 sec): 3 clusters Score: Raw -2041964.642609 + Penalty 3283.672631 = -2038680.969977 nChanged 32 SP:Iteration 34Q (3966.360085 sec): 3 clusters Score: Raw -2041971.394139 + Penalty 3283.672631 = -2038687.721508 nChanged 35 SP:Iteration 35Q (3966.430341 sec): 3 clusters Score: Raw -2041978.003778 + Penalty 3283.672631 = -2038694.331147 nChanged 32 SP:Iteration 36Q (3966.509948 sec): 3 clusters Score: Raw -2041983.154868 + Penalty 3283.672631 = -2038699.482237 nChanged 34 SP:Iteration 37Q (3966.599174 sec): 3 clusters Score: Raw -2041990.338390 + Penalty 3283.672631 = -2038706.665758 nChanged 42 SP:Iteration 38Q (3966.682970 sec): 3 clusters Score: Raw -2041998.631899 + Penalty 3283.672631 = -2038714.959268 nChanged 33 SP:Iteration 39Q (3966.760291 sec): 3 clusters Score: Raw -2042005.545428 + Penalty 3283.672631 = -2038721.872796 nChanged 29 SP:Iteration 40F (3966.836651 sec): 3 clusters Score: Raw -2042011.487656 + Penalty 3283.672631 = -2038727.815025 nChanged 27 SP:Iteration 41Q (3966.916766 sec): 3 clusters Score: Raw -2042015.682592 + Penalty 3283.672631 = -2038732.009960 nChanged 22 SP:Iteration 42Q (3966.988235 sec): 3 clusters Score: Raw -2042019.998878 + Penalty 3283.672631 = -2038736.326246 nChanged 17 SP:Iteration 43Q (3967.069489 sec): 3 clusters Score: Raw -2042023.306847 + Penalty 3283.672631 = -2038739.634216 nChanged 22 SP:Iteration 44Q (3967.144366 sec): 3 clusters Score: Raw -2042027.583339 + Penalty 3283.672631 = -2038743.910707 nChanged 22 SP:Iteration 45Q (3967.214592 sec): 3 clusters Score: Raw -2042031.280921 + Penalty 3283.672631 = -2038747.608290 nChanged 15 SP:Iteration 46Q (3967.299857 sec): 3 clusters Score: Raw -2042033.875320 + Penalty 3283.672631 = -2038750.202689 nChanged 9 SP:Iteration 47Q (3967.373613 sec): 3 clusters Score: Raw -2042035.715556 + Penalty 3283.672631 = -2038752.042924 nChanged 10 SP:Iteration 48Q (3967.450080 sec): 3 clusters Score: Raw -2042037.870318 + Penalty 3283.672631 = -2038754.197687 nChanged 9 SP:Iteration 49Q (3967.529421 sec): 3 clusters Score: Raw -2042039.473877 + Penalty 3283.672631 = -2038755.801245 nChanged 10 SP:Iteration 50Q (3967.608930 sec): 3 clusters Score: Raw -2042041.846914 + Penalty 3283.672631 = -2038758.174282 nChanged 13 SP:Iteration 51Q (3967.695265 sec): 3 clusters Score: Raw -2042044.445674 + Penalty 3283.672631 = -2038760.773042 nChanged 12 SP:Iteration 52Q (3967.766688 sec): 3 clusters Score: Raw -2042048.603400 + Penalty 3283.672631 = -2038764.930768 nChanged 20 SP:Iteration 53Q (3967.844920 sec): 3 clusters Score: Raw -2042054.539828 + Penalty 3283.672631 = -2038770.867197 nChanged 24 SP:Iteration 54Q (3967.914853 sec): 3 clusters Score: Raw -2042062.212283 + Penalty 3283.672631 = -2038778.539652 nChanged 20 SP:Iteration 55Q (3967.996211 sec): 3 clusters Score: Raw -2042069.082275 + Penalty 3283.672631 = -2038785.409644 nChanged 23 SP:Iteration 56Q (3968.076046 sec): 3 clusters Score: Raw -2042077.170057 + Penalty 3283.672631 = -2038793.497426 nChanged 25 SP:Iteration 57Q (3968.164141 sec): 3 clusters Score: Raw -2042084.590279 + Penalty 3283.672631 = -2038800.917647 nChanged 32 SP:Iteration 58Q (3968.238047 sec): 3 clusters Score: Raw -2042092.794235 + Penalty 3283.672631 = -2038809.121603 nChanged 24 SP:Iteration 59Q (3968.321446 sec): 3 clusters Score: Raw -2042098.091620 + Penalty 3283.672631 = -2038814.418989 nChanged 17 SP:Iteration 60F (3968.403361 sec): 3 clusters Score: Raw -2042100.649561 + Penalty 3283.672631 = -2038816.976930 nChanged 17 SP:Iteration 61Q (3968.481045 sec): 3 clusters Score: Raw -2042104.566404 + Penalty 3283.672631 = -2038820.893773 nChanged 22 SP:Iteration 62Q (3968.558666 sec): 3 clusters Score: Raw -2042110.721074 + Penalty 3283.672631 = -2038827.048443 nChanged 29 SP:Iteration 63Q (3968.640349 sec): 3 clusters Score: Raw -2042118.966642 + Penalty 3283.672631 = -2038835.294011 nChanged 26 SP:Iteration 64Q (3968.713901 sec): 3 clusters Score: Raw -2042128.852501 + Penalty 3283.672631 = -2038845.179870 nChanged 28 SP:Iteration 65Q (3968.794223 sec): 3 clusters Score: Raw -2042135.111647 + Penalty 3283.672631 = -2038851.439015 nChanged 24 SP:Iteration 66Q (3968.874678 sec): 3 clusters Score: Raw -2042140.651730 + Penalty 3283.672631 = -2038856.979099 nChanged 22 SP:Iteration 67Q (3968.945199 sec): 3 clusters Score: Raw -2042145.912345 + Penalty 3283.672631 = -2038862.239713 nChanged 22 SP:Iteration 68Q (3969.025154 sec): 3 clusters Score: Raw -2042153.359663 + Penalty 3283.672631 = -2038869.687031 nChanged 26 SP:Iteration 69Q (3969.108130 sec): 3 clusters Score: Raw -2042158.690202 + Penalty 3283.672631 = -2038875.017571 nChanged 14 SP:Iteration 70Q (3969.185408 sec): 3 clusters Score: Raw -2042161.598511 + Penalty 3283.672631 = -2038877.925879 nChanged 10 SP:Iteration 71Q (3969.260267 sec): 3 clusters Score: Raw -2042165.279625 + Penalty 3283.672631 = -2038881.606993 nChanged 16 SP:Iteration 72Q (3969.342545 sec): 3 clusters Score: Raw -2042169.894261 + Penalty 3283.672631 = -2038886.221629 nChanged 17 SP:Iteration 73Q (3969.416138 sec): 3 clusters Score: Raw -2042172.868742 + Penalty 3283.672631 = -2038889.196110 nChanged 7 SP:Iteration 74Q (3969.506188 sec): 3 clusters Score: Raw -2042173.799041 + Penalty 3283.672631 = -2038890.126410 nChanged 1 SP:Iteration 75Q (3969.587679 sec): 3 clusters Score: Raw -2042173.947616 + Penalty 3283.672631 = -2038890.274984 nChanged 0 SP:Iteration 76F (3969.662670 sec): 3 clusters Score: Raw -2042173.947616 + Penalty 3283.672631 = -2038890.274984 nChanged 0 Trying to split cluster 14 (24063 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3969.724638 sec): 2 clusters Score: Raw -2036980.363776 + Penalty 1639.369984 = -2035340.993792 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3969.804973 sec): 3 clusters Score: Raw -2022220.984721 + Penalty 3278.739968 = -2018942.244754 nChanged 11007 SP:Iteration 1F (3969.887612 sec): 3 clusters Score: Raw -2028316.949915 + Penalty 3278.739968 = -2025038.209947 nChanged 1109 SP:Iteration 2Q (3969.966574 sec): 3 clusters Score: Raw -2028695.938891 + Penalty 3278.739968 = -2025417.198923 nChanged 1037 SP:Iteration 3Q (3970.047794 sec): 3 clusters Score: Raw -2029085.993226 + Penalty 3278.739968 = -2025807.253259 nChanged 1045 SP:Iteration 4Q (3970.138953 sec): 3 clusters Score: Raw -2029560.483888 + Penalty 3278.739968 = -2026281.743921 nChanged 1087 SP:Iteration 5Q (3970.224144 sec): 3 clusters Score: Raw -2030136.502486 + Penalty 3278.739968 = -2026857.762519 nChanged 1151 SP:Iteration 6Q (3970.317776 sec): 3 clusters Score: Raw -2030770.352752 + Penalty 3278.739968 = -2027491.612784 nChanged 1137 SP:Iteration 7Q (3970.403386 sec): 3 clusters Score: Raw -2031453.058245 + Penalty 3278.739968 = -2028174.318277 nChanged 1236 SP:Iteration 8F (3970.484912 sec): 3 clusters Score: Raw -2032155.970126 + Penalty 3278.739968 = -2028877.230158 nChanged 1189 SP:Iteration 9Q (3970.573217 sec): 3 clusters Score: Raw -2032810.388936 + Penalty 3278.739968 = -2029531.648969 nChanged 1129 SP:Iteration 10Q (3970.649570 sec): 3 clusters Score: Raw -2033377.906945 + Penalty 3278.739968 = -2030099.166977 nChanged 991 SP:Iteration 11Q (3970.740548 sec): 3 clusters Score: Raw -2033819.666872 + Penalty 3278.739968 = -2030540.926904 nChanged 851 SP:Iteration 12Q (3970.822389 sec): 3 clusters Score: Raw -2034203.440910 + Penalty 3278.739968 = -2030924.700942 nChanged 771 SP:Iteration 13Q (3970.914628 sec): 3 clusters Score: Raw -2034555.539565 + Penalty 3278.739968 = -2031276.799597 nChanged 726 SP:Iteration 14Q (3971.001143 sec): 3 clusters Score: Raw -2034857.672703 + Penalty 3278.739968 = -2031578.932735 nChanged 637 SP:Iteration 15Q (3971.080858 sec): 3 clusters Score: Raw -2035088.203475 + Penalty 3278.739968 = -2031809.463507 nChanged 559 SP:Iteration 16Q (3971.179317 sec): 3 clusters Score: Raw -2035290.769204 + Penalty 3278.739968 = -2032012.029236 nChanged 557 SP:Iteration 17Q (3971.258191 sec): 3 clusters Score: Raw -2035479.811201 + Penalty 3278.739968 = -2032201.071234 nChanged 494 SP:Iteration 18Q (3971.334465 sec): 3 clusters Score: Raw -2035657.995932 + Penalty 3278.739968 = -2032379.255965 nChanged 510 SP:Iteration 19Q (3971.416718 sec): 3 clusters Score: Raw -2035836.551910 + Penalty 3278.739968 = -2032557.811942 nChanged 487 SP:Iteration 20F (3971.498914 sec): 3 clusters Score: Raw -2036010.702663 + Penalty 3278.739968 = -2032731.962696 nChanged 473 SP:Iteration 21Q (3971.573358 sec): 3 clusters Score: Raw -2036178.981172 + Penalty 3278.739968 = -2032900.241204 nChanged 459 SP:Iteration 22Q (3971.667427 sec): 3 clusters Score: Raw -2036338.100367 + Penalty 3278.739968 = -2033059.360399 nChanged 433 SP:Iteration 23Q (3971.750877 sec): 3 clusters Score: Raw -2036481.819523 + Penalty 3278.739968 = -2033203.079556 nChanged 398 SP:Iteration 24Q (3971.828383 sec): 3 clusters Score: Raw -2036609.097387 + Penalty 3278.739968 = -2033330.357420 nChanged 387 SP:Iteration 25Q (3971.914728 sec): 3 clusters Score: Raw -2036735.180135 + Penalty 3278.739968 = -2033456.440168 nChanged 360 SP:Iteration 26Q (3972.005111 sec): 3 clusters Score: Raw -2036852.589089 + Penalty 3278.739968 = -2033573.849121 nChanged 331 SP:Iteration 27Q (3972.080590 sec): 3 clusters Score: Raw -2036954.340400 + Penalty 3278.739968 = -2033675.600433 nChanged 304 SP:Iteration 28Q (3972.163892 sec): 3 clusters Score: Raw -2037051.845181 + Penalty 3278.739968 = -2033773.105213 nChanged 277 SP:Iteration 29Q (3972.250934 sec): 3 clusters Score: Raw -2037139.919578 + Penalty 3278.739968 = -2033861.179610 nChanged 245 SP:Iteration 30Q (3972.338988 sec): 3 clusters Score: Raw -2037210.028295 + Penalty 3278.739968 = -2033931.288328 nChanged 205 SP:Iteration 31Q (3972.411943 sec): 3 clusters Score: Raw -2037266.405979 + Penalty 3278.739968 = -2033987.666011 nChanged 191 SP:Iteration 32Q (3972.498662 sec): 3 clusters Score: Raw -2037320.477364 + Penalty 3278.739968 = -2034041.737397 nChanged 180 SP:Iteration 33Q (3972.584888 sec): 3 clusters Score: Raw -2037366.140373 + Penalty 3278.739968 = -2034087.400405 nChanged 158 SP:Iteration 34Q (3972.666158 sec): 3 clusters Score: Raw -2037406.105086 + Penalty 3278.739968 = -2034127.365118 nChanged 137 SP:Iteration 35Q (3972.742650 sec): 3 clusters Score: Raw -2037439.908167 + Penalty 3278.739968 = -2034161.168199 nChanged 123 SP:Iteration 36Q (3972.816556 sec): 3 clusters Score: Raw -2037470.512197 + Penalty 3278.739968 = -2034191.772229 nChanged 114 SP:Iteration 37Q (3972.898451 sec): 3 clusters Score: Raw -2037503.107601 + Penalty 3278.739968 = -2034224.367633 nChanged 104 SP:Iteration 38Q (3972.972745 sec): 3 clusters Score: Raw -2037532.706922 + Penalty 3278.739968 = -2034253.966955 nChanged 101 SP:Iteration 39Q (3973.051691 sec): 3 clusters Score: Raw -2037560.522766 + Penalty 3278.739968 = -2034281.782799 nChanged 74 SP:Iteration 40F (3973.148449 sec): 3 clusters Score: Raw -2037580.075690 + Penalty 3278.739968 = -2034301.335723 nChanged 71 SP:Iteration 41Q (3973.224412 sec): 3 clusters Score: Raw -2037598.206218 + Penalty 3278.739968 = -2034319.466250 nChanged 66 SP:Iteration 42Q (3973.309458 sec): 3 clusters Score: Raw -2037616.518882 + Penalty 3278.739968 = -2034337.778914 nChanged 60 SP:Iteration 43Q (3973.391277 sec): 3 clusters Score: Raw -2037634.531475 + Penalty 3278.739968 = -2034355.791508 nChanged 56 SP:Iteration 44Q (3973.473392 sec): 3 clusters Score: Raw -2037648.286648 + Penalty 3278.739968 = -2034369.546680 nChanged 42 SP:Iteration 45Q (3973.556845 sec): 3 clusters Score: Raw -2037656.127688 + Penalty 3278.739968 = -2034377.387720 nChanged 33 SP:Iteration 46Q (3973.637721 sec): 3 clusters Score: Raw -2037662.367197 + Penalty 3278.739968 = -2034383.627229 nChanged 22 SP:Iteration 47Q (3973.713453 sec): 3 clusters Score: Raw -2037667.112828 + Penalty 3278.739968 = -2034388.372860 nChanged 22 SP:Iteration 48Q (3973.788661 sec): 3 clusters Score: Raw -2037671.103726 + Penalty 3278.739968 = -2034392.363758 nChanged 24 SP:Iteration 49Q (3973.871575 sec): 3 clusters Score: Raw -2037677.010491 + Penalty 3278.739968 = -2034398.270523 nChanged 28 SP:Iteration 50Q (3973.958756 sec): 3 clusters Score: Raw -2037683.302626 + Penalty 3278.739968 = -2034404.562658 nChanged 26 SP:Iteration 51Q (3974.024181 sec): 3 clusters Score: Raw -2037688.504263 + Penalty 3278.739968 = -2034409.764296 nChanged 19 SP:Iteration 52Q (3974.106979 sec): 3 clusters Score: Raw -2037691.780815 + Penalty 3278.739968 = -2034413.040847 nChanged 16 SP:Iteration 53Q (3974.185522 sec): 3 clusters Score: Raw -2037694.775455 + Penalty 3278.739968 = -2034416.035487 nChanged 14 SP:Iteration 54Q (3974.266693 sec): 3 clusters Score: Raw -2037697.416439 + Penalty 3278.739968 = -2034418.676471 nChanged 14 SP:Iteration 55Q (3974.340781 sec): 3 clusters Score: Raw -2037700.342331 + Penalty 3278.739968 = -2034421.602363 nChanged 12 SP:Iteration 56Q (3974.425010 sec): 3 clusters Score: Raw -2037703.407657 + Penalty 3278.739968 = -2034424.667690 nChanged 12 SP:Iteration 57Q (3974.498318 sec): 3 clusters Score: Raw -2037705.846316 + Penalty 3278.739968 = -2034427.106348 nChanged 12 SP:Iteration 58Q (3974.586543 sec): 3 clusters Score: Raw -2037708.488819 + Penalty 3278.739968 = -2034429.748851 nChanged 16 SP:Iteration 59Q (3974.664768 sec): 3 clusters Score: Raw -2037712.049347 + Penalty 3278.739968 = -2034433.309379 nChanged 12 SP:Iteration 60F (3974.752884 sec): 3 clusters Score: Raw -2037717.123724 + Penalty 3278.739968 = -2034438.383756 nChanged 21 SP:Iteration 61Q (3974.824958 sec): 3 clusters Score: Raw -2037721.131344 + Penalty 3278.739968 = -2034442.391376 nChanged 12 SP:Iteration 62Q (3974.898325 sec): 3 clusters Score: Raw -2037723.457938 + Penalty 3278.739968 = -2034444.717971 nChanged 13 SP:Iteration 63Q (3974.975661 sec): 3 clusters Score: Raw -2037726.388162 + Penalty 3278.739968 = -2034447.648194 nChanged 14 SP:Iteration 64Q (3975.046613 sec): 3 clusters Score: Raw -2037730.405878 + Penalty 3278.739968 = -2034451.665911 nChanged 17 SP:Iteration 65Q (3975.128510 sec): 3 clusters Score: Raw -2037733.654738 + Penalty 3278.739968 = -2034454.914771 nChanged 13 SP:Iteration 66Q (3975.214174 sec): 3 clusters Score: Raw -2037736.775446 + Penalty 3278.739968 = -2034458.035479 nChanged 14 SP:Iteration 67Q (3975.286645 sec): 3 clusters Score: Raw -2037740.243867 + Penalty 3278.739968 = -2034461.503900 nChanged 17 SP:Iteration 68Q (3975.373909 sec): 3 clusters Score: Raw -2037743.660142 + Penalty 3278.739968 = -2034464.920174 nChanged 10 SP:Iteration 69Q (3975.458543 sec): 3 clusters Score: Raw -2037745.724934 + Penalty 3278.739968 = -2034466.984966 nChanged 9 SP:Iteration 70Q (3975.530898 sec): 3 clusters Score: Raw -2037747.878674 + Penalty 3278.739968 = -2034469.138706 nChanged 11 SP:Iteration 71Q (3975.611371 sec): 3 clusters Score: Raw -2037749.877456 + Penalty 3278.739968 = -2034471.137488 nChanged 7 SP:Iteration 72Q (3975.681159 sec): 3 clusters Score: Raw -2037751.635100 + Penalty 3278.739968 = -2034472.895132 nChanged 7 SP:Iteration 73Q (3975.760422 sec): 3 clusters Score: Raw -2037752.894255 + Penalty 3278.739968 = -2034474.154287 nChanged 4 SP:Iteration 74Q (3975.841448 sec): 3 clusters Score: Raw -2037753.508803 + Penalty 3278.739968 = -2034474.768836 nChanged 4 SP:Iteration 75Q (3975.919465 sec): 3 clusters Score: Raw -2037754.195246 + Penalty 3278.739968 = -2034475.455278 nChanged 5 SP:Iteration 76Q (3976.006635 sec): 3 clusters Score: Raw -2037755.811261 + Penalty 3278.739968 = -2034477.071293 nChanged 8 SP:Iteration 77Q (3976.075705 sec): 3 clusters Score: Raw -2037757.436764 + Penalty 3278.739968 = -2034478.696796 nChanged 8 SP:Iteration 78Q (3976.146811 sec): 3 clusters Score: Raw -2037758.974926 + Penalty 3278.739968 = -2034480.234959 nChanged 5 SP:Iteration 79Q (3976.223118 sec): 3 clusters Score: Raw -2037759.826358 + Penalty 3278.739968 = -2034481.086390 nChanged 2 SP:Iteration 80F (3976.312167 sec): 3 clusters Score: Raw -2037760.334045 + Penalty 3278.739968 = -2034481.594077 nChanged 3 SP:Iteration 81Q (3976.390877 sec): 3 clusters Score: Raw -2037760.851493 + Penalty 3278.739968 = -2034482.111525 nChanged 6 SP:Iteration 82Q (3976.468696 sec): 3 clusters Score: Raw -2037762.112472 + Penalty 3278.739968 = -2034483.372504 nChanged 5 SP:Iteration 83Q (3976.541866 sec): 3 clusters Score: Raw -2037763.204417 + Penalty 3278.739968 = -2034484.464449 nChanged 5 SP:Iteration 84Q (3976.626584 sec): 3 clusters Score: Raw -2037764.539376 + Penalty 3278.739968 = -2034485.799408 nChanged 4 SP:Iteration 85Q (3976.702741 sec): 3 clusters Score: Raw -2037765.961811 + Penalty 3278.739968 = -2034487.221843 nChanged 7 SP:Iteration 86Q (3976.790650 sec): 3 clusters Score: Raw -2037767.449062 + Penalty 3278.739968 = -2034488.709094 nChanged 9 SP:Iteration 87Q (3976.868158 sec): 3 clusters Score: Raw -2037768.767855 + Penalty 3278.739968 = -2034490.027887 nChanged 9 SP:Iteration 88Q (3976.942341 sec): 3 clusters Score: Raw -2037770.758794 + Penalty 3278.739968 = -2034492.018826 nChanged 11 SP:Iteration 89Q (3977.031035 sec): 3 clusters Score: Raw -2037773.093639 + Penalty 3278.739968 = -2034494.353671 nChanged 6 SP:Iteration 90Q (3977.105002 sec): 3 clusters Score: Raw -2037774.139861 + Penalty 3278.739968 = -2034495.399893 nChanged 5 SP:Iteration 91Q (3977.178204 sec): 3 clusters Score: Raw -2037775.216286 + Penalty 3278.739968 = -2034496.476318 nChanged 4 SP:Iteration 92Q (3977.253719 sec): 3 clusters Score: Raw -2037776.251877 + Penalty 3278.739968 = -2034497.511909 nChanged 6 SP:Iteration 93Q (3977.321132 sec): 3 clusters Score: Raw -2037777.340464 + Penalty 3278.739968 = -2034498.600497 nChanged 5 SP:Iteration 94Q (3977.414889 sec): 3 clusters Score: Raw -2037778.060284 + Penalty 3278.739968 = -2034499.320316 nChanged 4 SP:Iteration 95Q (3977.481179 sec): 3 clusters Score: Raw -2037778.903004 + Penalty 3278.739968 = -2034500.163036 nChanged 2 SP:Iteration 96Q (3977.568446 sec): 3 clusters Score: Raw -2037779.170647 + Penalty 3278.739968 = -2034500.430679 nChanged 1 SP:Iteration 97Q (3977.638204 sec): 3 clusters Score: Raw -2037779.393422 + Penalty 3278.739968 = -2034500.653454 nChanged 1 SP:Iteration 98Q (3977.710908 sec): 3 clusters Score: Raw -2037779.484037 + Penalty 3278.739968 = -2034500.744069 nChanged 1 SP:Iteration 99Q (3977.778520 sec): 3 clusters Score: Raw -2037779.731546 + Penalty 3278.739968 = -2034500.991578 nChanged 2 SP:Iteration 100F (3977.869570 sec): 3 clusters Score: Raw -2037780.085381 + Penalty 3278.739968 = -2034501.345413 nChanged 2 SP:Iteration 101Q (3977.942876 sec): 3 clusters Score: Raw -2037780.305130 + Penalty 3278.739968 = -2034501.565162 nChanged 2 SP:Iteration 102Q (3978.026382 sec): 3 clusters Score: Raw -2037780.580937 + Penalty 3278.739968 = -2034501.840969 nChanged 1 SP:Iteration 103Q (3978.102847 sec): 3 clusters Score: Raw -2037780.679094 + Penalty 3278.739968 = -2034501.939126 nChanged 0 SP:Iteration 104F (3978.187009 sec): 3 clusters Score: Raw -2037780.679094 + Penalty 3278.739968 = -2034501.939126 nChanged 0 Trying to split cluster 15 (2896 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3978.219474 sec): 2 clusters Score: Raw -232347.310950 + Penalty 1295.301435 = -231052.009515 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3978.258103 sec): 3 clusters Score: Raw -230988.516743 + Penalty 2590.602870 = -228397.913874 nChanged 1084 SP:Iteration 1F (3978.303891 sec): 3 clusters Score: Raw -231590.408759 + Penalty 2590.602870 = -228999.805889 nChanged 214 SP:Iteration 2F (3978.343858 sec): 3 clusters Score: Raw -231716.124428 + Penalty 2590.602870 = -229125.521558 nChanged 121 SP:Iteration 3Q (3978.395933 sec): 3 clusters Score: Raw -231780.810816 + Penalty 2590.602870 = -229190.207946 nChanged 89 SP:Iteration 4Q (3978.441189 sec): 3 clusters Score: Raw -231823.479425 + Penalty 2590.602870 = -229232.876556 nChanged 66 SP:Iteration 5Q (3978.498299 sec): 3 clusters Score: Raw -231852.241308 + Penalty 2590.602870 = -229261.638438 nChanged 47 SP:Iteration 6Q (3978.543659 sec): 3 clusters Score: Raw -231876.153106 + Penalty 2590.602870 = -229285.550236 nChanged 48 SP:Iteration 7Q (3978.588328 sec): 3 clusters Score: Raw -231896.941369 + Penalty 2590.602870 = -229306.338500 nChanged 44 SP:Iteration 8Q (3978.636876 sec): 3 clusters Score: Raw -231918.538690 + Penalty 2590.602870 = -229327.935820 nChanged 45 SP:Iteration 9Q (3978.674865 sec): 3 clusters Score: Raw -231938.156961 + Penalty 2590.602870 = -229347.554091 nChanged 38 SP:Iteration 10Q (3978.730656 sec): 3 clusters Score: Raw -231953.328915 + Penalty 2590.602870 = -229362.726045 nChanged 29 SP:Iteration 11Q (3978.763542 sec): 3 clusters Score: Raw -231966.631743 + Penalty 2590.602870 = -229376.028873 nChanged 34 SP:Iteration 12Q (3978.812907 sec): 3 clusters Score: Raw -231983.536459 + Penalty 2590.602870 = -229392.933590 nChanged 33 SP:Iteration 13Q (3978.862295 sec): 3 clusters Score: Raw -231997.982720 + Penalty 2590.602870 = -229407.379850 nChanged 28 SP:Iteration 14Q (3978.905644 sec): 3 clusters Score: Raw -232009.813829 + Penalty 2590.602870 = -229419.210959 nChanged 29 SP:Iteration 15Q (3978.959473 sec): 3 clusters Score: Raw -232023.173857 + Penalty 2590.602870 = -229432.570987 nChanged 28 SP:Iteration 16Q (3978.997845 sec): 3 clusters Score: Raw -232035.952177 + Penalty 2590.602870 = -229445.349307 nChanged 29 SP:Iteration 17Q (3979.043485 sec): 3 clusters Score: Raw -232047.762166 + Penalty 2590.602870 = -229457.159296 nChanged 24 SP:Iteration 18Q (3979.095135 sec): 3 clusters Score: Raw -232059.018799 + Penalty 2590.602870 = -229468.415929 nChanged 32 SP:Iteration 19Q (3979.151840 sec): 3 clusters Score: Raw -232073.185401 + Penalty 2590.602870 = -229482.582531 nChanged 32 SP:Iteration 20F (3979.199524 sec): 3 clusters Score: Raw -232090.336204 + Penalty 2590.602870 = -229499.733334 nChanged 28 SP:Iteration 21Q (3979.242922 sec): 3 clusters Score: Raw -232103.061644 + Penalty 2590.602870 = -229512.458774 nChanged 32 SP:Iteration 22Q (3979.276274 sec): 3 clusters Score: Raw -232117.749305 + Penalty 2590.602870 = -229527.146435 nChanged 28 SP:Iteration 23Q (3979.328782 sec): 3 clusters Score: Raw -232132.178498 + Penalty 2590.602870 = -229541.575628 nChanged 28 SP:Iteration 24Q (3979.366041 sec): 3 clusters Score: Raw -232147.167663 + Penalty 2590.602870 = -229556.564793 nChanged 27 SP:Iteration 25Q (3979.419527 sec): 3 clusters Score: Raw -232159.982429 + Penalty 2590.602870 = -229569.379559 nChanged 24 SP:Iteration 26Q (3979.452399 sec): 3 clusters Score: Raw -232170.698342 + Penalty 2590.602870 = -229580.095472 nChanged 26 SP:Iteration 27Q (3979.502849 sec): 3 clusters Score: Raw -232185.030138 + Penalty 2590.602870 = -229594.427268 nChanged 32 SP:Iteration 28Q (3979.541376 sec): 3 clusters Score: Raw -232203.913446 + Penalty 2590.602870 = -229613.310576 nChanged 25 SP:Iteration 29Q (3979.592668 sec): 3 clusters Score: Raw -232215.243354 + Penalty 2590.602870 = -229624.640484 nChanged 26 SP:Iteration 30Q (3979.626876 sec): 3 clusters Score: Raw -232228.423240 + Penalty 2590.602870 = -229637.820370 nChanged 28 SP:Iteration 31Q (3979.668603 sec): 3 clusters Score: Raw -232242.839329 + Penalty 2590.602870 = -229652.236459 nChanged 30 SP:Iteration 32Q (3979.722688 sec): 3 clusters Score: Raw -232259.557970 + Penalty 2590.602870 = -229668.955100 nChanged 31 SP:Iteration 33Q (3979.761855 sec): 3 clusters Score: Raw -232279.627246 + Penalty 2590.602870 = -229689.024376 nChanged 36 SP:Iteration 34Q (3979.802301 sec): 3 clusters Score: Raw -232303.746400 + Penalty 2590.602870 = -229713.143530 nChanged 30 SP:Iteration 35Q (3979.845451 sec): 3 clusters Score: Raw -232323.584154 + Penalty 2590.602870 = -229732.981284 nChanged 29 SP:Iteration 36Q (3979.888208 sec): 3 clusters Score: Raw -232345.725372 + Penalty 2590.602870 = -229755.122502 nChanged 26 SP:Iteration 37Q (3979.926736 sec): 3 clusters Score: Raw -232366.255639 + Penalty 2590.602870 = -229775.652769 nChanged 24 SP:Iteration 38Q (3979.979868 sec): 3 clusters Score: Raw -232384.165158 + Penalty 2590.602870 = -229793.562288 nChanged 16 SP:Iteration 39Q (3980.019378 sec): 3 clusters Score: Raw -232396.382609 + Penalty 2590.602870 = -229805.779739 nChanged 10 SP:Iteration 40F (3980.074654 sec): 3 clusters Score: Raw -232401.536382 + Penalty 2590.602870 = -229810.933513 nChanged 4 SP:Iteration 41Q (3980.121056 sec): 3 clusters Score: Raw -232405.303806 + Penalty 2590.602870 = -229814.700936 nChanged 5 SP:Iteration 42Q (3980.162767 sec): 3 clusters Score: Raw -232411.705669 + Penalty 2590.602870 = -229821.102799 nChanged 6 SP:Iteration 43Q (3980.205020 sec): 3 clusters Score: Raw -232417.466843 + Penalty 2590.602870 = -229826.863973 nChanged 8 SP:Iteration 44Q (3980.248520 sec): 3 clusters Score: Raw -232425.790512 + Penalty 2590.602870 = -229835.187642 nChanged 4 SP:Iteration 45Q (3980.307210 sec): 3 clusters Score: Raw -232429.041386 + Penalty 2590.602870 = -229838.438516 nChanged 3 SP:Iteration 46Q (3980.348609 sec): 3 clusters Score: Raw -232432.612066 + Penalty 2590.602870 = -229842.009196 nChanged 4 SP:Iteration 47Q (3980.395038 sec): 3 clusters Score: Raw -232438.678327 + Penalty 2590.602870 = -229848.075457 nChanged 3 SP:Iteration 48Q (3980.439300 sec): 3 clusters Score: Raw -232441.573836 + Penalty 2590.602870 = -229850.970966 nChanged 5 SP:Iteration 49Q (3980.489728 sec): 3 clusters Score: Raw -232445.132072 + Penalty 2590.602870 = -229854.529202 nChanged 5 SP:Iteration 50Q (3980.538709 sec): 3 clusters Score: Raw -232449.693562 + Penalty 2590.602870 = -229859.090692 nChanged 3 SP:Iteration 51Q (3980.575439 sec): 3 clusters Score: Raw -232451.708331 + Penalty 2590.602870 = -229861.105461 nChanged 2 SP:Iteration 52Q (3980.628190 sec): 3 clusters Score: Raw -232456.076972 + Penalty 2590.602870 = -229865.474102 nChanged 5 SP:Iteration 53Q (3980.669780 sec): 3 clusters Score: Raw -232460.988517 + Penalty 2590.602870 = -229870.385648 nChanged 5 SP:Iteration 54Q (3980.718290 sec): 3 clusters Score: Raw -232465.936638 + Penalty 2590.602870 = -229875.333768 nChanged 5 SP:Iteration 55Q (3980.769448 sec): 3 clusters Score: Raw -232469.732276 + Penalty 2590.602870 = -229879.129406 nChanged 3 SP:Iteration 56Q (3980.812082 sec): 3 clusters Score: Raw -232472.857800 + Penalty 2590.602870 = -229882.254930 nChanged 2 SP:Iteration 57Q (3980.850853 sec): 3 clusters Score: Raw -232474.159217 + Penalty 2590.602870 = -229883.556348 nChanged 2 SP:Iteration 58Q (3980.905270 sec): 3 clusters Score: Raw -232476.469216 + Penalty 2590.602870 = -229885.866346 nChanged 2 SP:Iteration 59Q (3980.941066 sec): 3 clusters Score: Raw -232477.462106 + Penalty 2590.602870 = -229886.859237 nChanged 2 SP:Iteration 60F (3980.988799 sec): 3 clusters Score: Raw -232478.418423 + Penalty 2590.602870 = -229887.815553 nChanged 0 Trying to split cluster 16 (14378 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3981.029147 sec): 2 clusters Score: Raw -1071320.413765 + Penalty 1555.686363 = -1069764.727403 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3981.101061 sec): 3 clusters Score: Raw -1062919.222105 + Penalty 3111.372725 = -1059807.849380 nChanged 6318 SP:Iteration 1F (3981.164556 sec): 3 clusters Score: Raw -1066306.290928 + Penalty 3111.372725 = -1063194.918203 nChanged 840 SP:Iteration 2F (3981.234692 sec): 3 clusters Score: Raw -1066642.569667 + Penalty 3111.372725 = -1063531.196941 nChanged 762 SP:Iteration 3F (3981.298347 sec): 3 clusters Score: Raw -1066992.881309 + Penalty 3111.372725 = -1063881.508583 nChanged 778 SP:Iteration 4F (3981.362418 sec): 3 clusters Score: Raw -1067394.475141 + Penalty 3111.372725 = -1064283.102415 nChanged 827 SP:Iteration 5F (3981.428173 sec): 3 clusters Score: Raw -1067874.059424 + Penalty 3111.372725 = -1064762.686698 nChanged 848 SP:Iteration 6F (3981.499743 sec): 3 clusters Score: Raw -1068489.326841 + Penalty 3111.372725 = -1065377.954115 nChanged 938 SP:Iteration 7F (3981.566911 sec): 3 clusters Score: Raw -1069283.070619 + Penalty 3111.372725 = -1066171.697893 nChanged 957 SP:Iteration 8F (3981.628048 sec): 3 clusters Score: Raw -1070066.319495 + Penalty 3111.372725 = -1066954.946770 nChanged 815 SP:Iteration 9F (3981.694825 sec): 3 clusters Score: Raw -1070663.018273 + Penalty 3111.372725 = -1067551.645548 nChanged 593 SP:Iteration 10Q (3981.773454 sec): 3 clusters Score: Raw -1071058.170122 + Penalty 3111.372725 = -1067946.797397 nChanged 438 SP:Iteration 11Q (3981.851240 sec): 3 clusters Score: Raw -1071296.247686 + Penalty 3111.372725 = -1068184.874960 nChanged 294 SP:Iteration 12Q (3981.916212 sec): 3 clusters Score: Raw -1071438.363350 + Penalty 3111.372725 = -1068326.990624 nChanged 248 SP:Iteration 13Q (3982.002705 sec): 3 clusters Score: Raw -1071540.698180 + Penalty 3111.372725 = -1068429.325455 nChanged 183 SP:Iteration 14Q (3982.066923 sec): 3 clusters Score: Raw -1071606.540529 + Penalty 3111.372725 = -1068495.167803 nChanged 140 SP:Iteration 15Q (3982.150320 sec): 3 clusters Score: Raw -1071659.631283 + Penalty 3111.372725 = -1068548.258557 nChanged 121 SP:Iteration 16Q (3982.210775 sec): 3 clusters Score: Raw -1071696.212501 + Penalty 3111.372725 = -1068584.839775 nChanged 105 SP:Iteration 17Q (3982.285531 sec): 3 clusters Score: Raw -1071730.254236 + Penalty 3111.372725 = -1068618.881510 nChanged 100 SP:Iteration 18Q (3982.359721 sec): 3 clusters Score: Raw -1071769.183315 + Penalty 3111.372725 = -1068657.810589 nChanged 96 SP:Iteration 19Q (3982.429069 sec): 3 clusters Score: Raw -1071817.553496 + Penalty 3111.372725 = -1068706.180771 nChanged 97 SP:Iteration 20F (3982.488909 sec): 3 clusters Score: Raw -1071861.350109 + Penalty 3111.372725 = -1068749.977384 nChanged 83 SP:Iteration 21Q (3982.569787 sec): 3 clusters Score: Raw -1071899.899277 + Penalty 3111.372725 = -1068788.526552 nChanged 75 SP:Iteration 22Q (3982.639038 sec): 3 clusters Score: Raw -1071933.514499 + Penalty 3111.372725 = -1068822.141773 nChanged 71 SP:Iteration 23Q (3982.713432 sec): 3 clusters Score: Raw -1071967.095948 + Penalty 3111.372725 = -1068855.723222 nChanged 85 SP:Iteration 24Q (3982.774833 sec): 3 clusters Score: Raw -1072011.029299 + Penalty 3111.372725 = -1068899.656574 nChanged 88 SP:Iteration 25Q (3982.853213 sec): 3 clusters Score: Raw -1072069.659316 + Penalty 3111.372725 = -1068958.286591 nChanged 96 SP:Iteration 26Q (3982.915282 sec): 3 clusters Score: Raw -1072136.577714 + Penalty 3111.372725 = -1069025.204989 nChanged 83 SP:Iteration 27Q (3982.986651 sec): 3 clusters Score: Raw -1072191.803482 + Penalty 3111.372725 = -1069080.430756 nChanged 72 SP:Iteration 28Q (3983.054352 sec): 3 clusters Score: Raw -1072235.222340 + Penalty 3111.372725 = -1069123.849615 nChanged 70 SP:Iteration 29Q (3983.125649 sec): 3 clusters Score: Raw -1072264.846522 + Penalty 3111.372725 = -1069153.473796 nChanged 48 SP:Iteration 30Q (3983.196003 sec): 3 clusters Score: Raw -1072282.331918 + Penalty 3111.372725 = -1069170.959193 nChanged 40 SP:Iteration 31Q (3983.266023 sec): 3 clusters Score: Raw -1072296.453221 + Penalty 3111.372725 = -1069185.080496 nChanged 40 SP:Iteration 32Q (3983.325829 sec): 3 clusters Score: Raw -1072311.305239 + Penalty 3111.372725 = -1069199.932513 nChanged 38 SP:Iteration 33Q (3983.403521 sec): 3 clusters Score: Raw -1072322.146635 + Penalty 3111.372725 = -1069210.773910 nChanged 25 SP:Iteration 34Q (3983.473617 sec): 3 clusters Score: Raw -1072327.780386 + Penalty 3111.372725 = -1069216.407660 nChanged 16 SP:Iteration 35Q (3983.543026 sec): 3 clusters Score: Raw -1072331.211811 + Penalty 3111.372725 = -1069219.839086 nChanged 12 SP:Iteration 36Q (3983.613242 sec): 3 clusters Score: Raw -1072333.980787 + Penalty 3111.372725 = -1069222.608062 nChanged 13 SP:Iteration 37Q (3983.679296 sec): 3 clusters Score: Raw -1072336.978090 + Penalty 3111.372725 = -1069225.605365 nChanged 12 SP:Iteration 38Q (3983.750139 sec): 3 clusters Score: Raw -1072339.768151 + Penalty 3111.372725 = -1069228.395425 nChanged 16 SP:Iteration 39Q (3983.809486 sec): 3 clusters Score: Raw -1072343.500736 + Penalty 3111.372725 = -1069232.128011 nChanged 15 SP:Iteration 40F (3983.883305 sec): 3 clusters Score: Raw -1072347.205870 + Penalty 3111.372725 = -1069235.833145 nChanged 10 SP:Iteration 41Q (3983.954640 sec): 3 clusters Score: Raw -1072349.264149 + Penalty 3111.372725 = -1069237.891424 nChanged 5 SP:Iteration 42Q (3984.021365 sec): 3 clusters Score: Raw -1072350.033696 + Penalty 3111.372725 = -1069238.660971 nChanged 2 SP:Iteration 43Q (3984.092626 sec): 3 clusters Score: Raw -1072350.436464 + Penalty 3111.372725 = -1069239.063738 nChanged 0 SP:Iteration 44F (3984.160712 sec): 3 clusters Score: Raw -1072350.436464 + Penalty 3111.372725 = -1069239.063738 nChanged 0 Trying to split cluster 17 (51528 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3984.259608 sec): 2 clusters Score: Raw -4259069.577557 + Penalty 1763.105602 = -4257306.471955 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3984.397665 sec): 3 clusters Score: Raw -4226539.436338 + Penalty 3526.211204 = -4223013.225133 nChanged 24105 SP:Iteration 1F (3984.535775 sec): 3 clusters Score: Raw -4240585.469838 + Penalty 3526.211204 = -4237059.258634 nChanged 2479 SP:Iteration 2Q (3984.669611 sec): 3 clusters Score: Raw -4241527.992633 + Penalty 3526.211204 = -4238001.781429 nChanged 2497 SP:Iteration 3Q (3984.799375 sec): 3 clusters Score: Raw -4242607.095114 + Penalty 3526.211204 = -4239080.883909 nChanged 2741 SP:Iteration 4F (3984.935591 sec): 3 clusters Score: Raw -4243937.303272 + Penalty 3526.211204 = -4240411.092068 nChanged 3033 SP:Iteration 5F (3985.077979 sec): 3 clusters Score: Raw -4245572.072123 + Penalty 3526.211204 = -4242045.860919 nChanged 3145 SP:Iteration 6F (3985.205900 sec): 3 clusters Score: Raw -4247423.064572 + Penalty 3526.211204 = -4243896.853368 nChanged 3074 SP:Iteration 7F (3985.340608 sec): 3 clusters Score: Raw -4249239.782436 + Penalty 3526.211204 = -4245713.571232 nChanged 2744 SP:Iteration 8F (3985.466755 sec): 3 clusters Score: Raw -4250840.300122 + Penalty 3526.211204 = -4247314.088918 nChanged 2379 SP:Iteration 9Q (3985.603692 sec): 3 clusters Score: Raw -4252226.859589 + Penalty 3526.211204 = -4248700.648385 nChanged 1974 SP:Iteration 10Q (3985.747996 sec): 3 clusters Score: Raw -4253324.526329 + Penalty 3526.211204 = -4249798.315125 nChanged 1571 SP:Iteration 11Q (3985.889222 sec): 3 clusters Score: Raw -4254226.673504 + Penalty 3526.211204 = -4250700.462300 nChanged 1417 SP:Iteration 12Q (3986.024563 sec): 3 clusters Score: Raw -4254991.656017 + Penalty 3526.211204 = -4251465.444813 nChanged 1134 SP:Iteration 13Q (3986.168862 sec): 3 clusters Score: Raw -4255556.769684 + Penalty 3526.211204 = -4252030.558480 nChanged 918 SP:Iteration 14Q (3986.295520 sec): 3 clusters Score: Raw -4256009.167964 + Penalty 3526.211204 = -4252482.956759 nChanged 852 SP:Iteration 15Q (3986.423333 sec): 3 clusters Score: Raw -4256414.205203 + Penalty 3526.211204 = -4252887.993999 nChanged 764 SP:Iteration 16Q (3986.556999 sec): 3 clusters Score: Raw -4256784.428620 + Penalty 3526.211204 = -4253258.217416 nChanged 722 SP:Iteration 17Q (3986.681264 sec): 3 clusters Score: Raw -4257164.643643 + Penalty 3526.211204 = -4253638.432439 nChanged 691 SP:Iteration 18Q (3986.802374 sec): 3 clusters Score: Raw -4257544.557509 + Penalty 3526.211204 = -4254018.346305 nChanged 639 SP:Iteration 19Q (3986.933929 sec): 3 clusters Score: Raw -4257925.853109 + Penalty 3526.211204 = -4254399.641905 nChanged 616 SP:Iteration 20F (3987.051707 sec): 3 clusters Score: Raw -4258295.443411 + Penalty 3526.211204 = -4254769.232207 nChanged 568 SP:Iteration 21Q (3987.180647 sec): 3 clusters Score: Raw -4258650.670857 + Penalty 3526.211204 = -4255124.459653 nChanged 536 SP:Iteration 22Q (3987.297951 sec): 3 clusters Score: Raw -4258969.844796 + Penalty 3526.211204 = -4255443.633592 nChanged 548 SP:Iteration 23Q (3987.419757 sec): 3 clusters Score: Raw -4259277.115752 + Penalty 3526.211204 = -4255750.904547 nChanged 526 SP:Iteration 24Q (3987.543594 sec): 3 clusters Score: Raw -4259585.548971 + Penalty 3526.211204 = -4256059.337767 nChanged 543 SP:Iteration 25Q (3987.671164 sec): 3 clusters Score: Raw -4259864.557670 + Penalty 3526.211204 = -4256338.346466 nChanged 498 SP:Iteration 26Q (3987.786279 sec): 3 clusters Score: Raw -4260079.713653 + Penalty 3526.211204 = -4256553.502449 nChanged 424 SP:Iteration 27Q (3987.900349 sec): 3 clusters Score: Raw -4260240.789639 + Penalty 3526.211204 = -4256714.578435 nChanged 388 SP:Iteration 28Q (3988.023171 sec): 3 clusters Score: Raw -4260382.913852 + Penalty 3526.211204 = -4256856.702648 nChanged 372 SP:Iteration 29Q (3988.136379 sec): 3 clusters Score: Raw -4260495.633310 + Penalty 3526.211204 = -4256969.422106 nChanged 319 SP:Iteration 30Q (3988.257087 sec): 3 clusters Score: Raw -4260580.795922 + Penalty 3526.211204 = -4257054.584718 nChanged 281 SP:Iteration 31Q (3988.380978 sec): 3 clusters Score: Raw -4260658.535651 + Penalty 3526.211204 = -4257132.324447 nChanged 287 SP:Iteration 32Q (3988.515162 sec): 3 clusters Score: Raw -4260732.763174 + Penalty 3526.211204 = -4257206.551970 nChanged 255 SP:Iteration 33Q (3988.631530 sec): 3 clusters Score: Raw -4260786.784148 + Penalty 3526.211204 = -4257260.572943 nChanged 207 SP:Iteration 34Q (3988.761353 sec): 3 clusters Score: Raw -4260823.259340 + Penalty 3526.211204 = -4257297.048136 nChanged 182 SP:Iteration 35Q (3988.887048 sec): 3 clusters Score: Raw -4260854.148159 + Penalty 3526.211204 = -4257327.936954 nChanged 168 SP:Iteration 36Q (3989.003616 sec): 3 clusters Score: Raw -4260879.349416 + Penalty 3526.211204 = -4257353.138212 nChanged 151 SP:Iteration 37Q (3989.122935 sec): 3 clusters Score: Raw -4260900.221631 + Penalty 3526.211204 = -4257374.010426 nChanged 116 SP:Iteration 38Q (3989.238130 sec): 3 clusters Score: Raw -4260912.566762 + Penalty 3526.211204 = -4257386.355557 nChanged 98 SP:Iteration 39Q (3989.361346 sec): 3 clusters Score: Raw -4260921.202692 + Penalty 3526.211204 = -4257394.991487 nChanged 74 SP:Iteration 40F (3989.497331 sec): 3 clusters Score: Raw -4260959.463047 + Penalty 3526.211204 = -4257433.251843 nChanged 111 SP:Iteration 41Q (3989.615361 sec): 3 clusters Score: Raw -4260980.684807 + Penalty 3526.211204 = -4257454.473603 nChanged 141 SP:Iteration 42Q (3989.740862 sec): 3 clusters Score: Raw -4261001.382897 + Penalty 3526.211204 = -4257475.171692 nChanged 140 SP:Iteration 43Q (3989.868123 sec): 3 clusters Score: Raw -4261020.398851 + Penalty 3526.211204 = -4257494.187647 nChanged 132 SP:Iteration 44Q (3989.974824 sec): 3 clusters Score: Raw -4261037.458642 + Penalty 3526.211204 = -4257511.247438 nChanged 135 SP:Iteration 45Q (3990.101544 sec): 3 clusters Score: Raw -4261053.291099 + Penalty 3526.211204 = -4257527.079894 nChanged 133 SP:Iteration 46Q (3990.229036 sec): 3 clusters Score: Raw -4261067.767667 + Penalty 3526.211204 = -4257541.556463 nChanged 118 SP:Iteration 47Q (3990.354912 sec): 3 clusters Score: Raw -4261080.289359 + Penalty 3526.211204 = -4257554.078155 nChanged 124 SP:Iteration 48Q (3990.473949 sec): 3 clusters Score: Raw -4261093.210308 + Penalty 3526.211204 = -4257566.999104 nChanged 109 SP:Iteration 49Q (3990.582992 sec): 3 clusters Score: Raw -4261104.151060 + Penalty 3526.211204 = -4257577.939856 nChanged 108 SP:Iteration 50Q (3990.705238 sec): 3 clusters Score: Raw -4261114.556677 + Penalty 3526.211204 = -4257588.345472 nChanged 102 SP:Iteration 51Q (3990.835230 sec): 3 clusters Score: Raw -4261124.018265 + Penalty 3526.211204 = -4257597.807061 nChanged 92 SP:Iteration 52Q (3990.953397 sec): 3 clusters Score: Raw -4261132.425062 + Penalty 3526.211204 = -4257606.213857 nChanged 74 SP:Iteration 53Q (3991.062561 sec): 3 clusters Score: Raw -4261138.583251 + Penalty 3526.211204 = -4257612.372047 nChanged 80 SP:Iteration 54Q (3991.184529 sec): 3 clusters Score: Raw -4261145.118230 + Penalty 3526.211204 = -4257618.907026 nChanged 71 SP:Iteration 55Q (3991.305518 sec): 3 clusters Score: Raw -4261150.068289 + Penalty 3526.211204 = -4257623.857085 nChanged 63 SP:Iteration 56Q (3991.436466 sec): 3 clusters Score: Raw -4261154.730857 + Penalty 3526.211204 = -4257628.519653 nChanged 62 SP:Iteration 57Q (3991.557047 sec): 3 clusters Score: Raw -4261158.885455 + Penalty 3526.211204 = -4257632.674251 nChanged 50 SP:Iteration 58Q (3991.679863 sec): 3 clusters Score: Raw -4261161.894989 + Penalty 3526.211204 = -4257635.683784 nChanged 48 SP:Iteration 59Q (3991.802425 sec): 3 clusters Score: Raw -4261164.680026 + Penalty 3526.211204 = -4257638.468822 nChanged 33 SP:Iteration 60F (3991.931347 sec): 3 clusters Score: Raw -4261166.677227 + Penalty 3526.211204 = -4257640.466022 nChanged 43 SP:Iteration 61Q (3992.029165 sec): 3 clusters Score: Raw -4261169.282567 + Penalty 3526.211204 = -4257643.071362 nChanged 45 SP:Iteration 62Q (3992.121314 sec): 3 clusters Score: Raw -4261172.039723 + Penalty 3526.211204 = -4257645.828519 nChanged 55 SP:Iteration 63Q (3992.240843 sec): 3 clusters Score: Raw -4261175.119911 + Penalty 3526.211204 = -4257648.908707 nChanged 57 SP:Iteration 64Q (3992.365548 sec): 3 clusters Score: Raw -4261179.235180 + Penalty 3526.211204 = -4257653.023976 nChanged 64 SP:Iteration 65Q (3992.487128 sec): 3 clusters Score: Raw -4261183.662250 + Penalty 3526.211204 = -4257657.451046 nChanged 55 SP:Iteration 66Q (3992.608279 sec): 3 clusters Score: Raw -4261187.416015 + Penalty 3526.211204 = -4257661.204811 nChanged 57 SP:Iteration 67Q (3992.728886 sec): 3 clusters Score: Raw -4261190.955781 + Penalty 3526.211204 = -4257664.744576 nChanged 47 SP:Iteration 68Q (3992.850264 sec): 3 clusters Score: Raw -4261193.818806 + Penalty 3526.211204 = -4257667.607602 nChanged 40 SP:Iteration 69Q (3992.968486 sec): 3 clusters Score: Raw -4261195.881501 + Penalty 3526.211204 = -4257669.670297 nChanged 42 SP:Iteration 70Q (3993.088153 sec): 3 clusters Score: Raw -4261197.892258 + Penalty 3526.211204 = -4257671.681054 nChanged 38 SP:Iteration 71Q (3993.209669 sec): 3 clusters Score: Raw -4261199.869626 + Penalty 3526.211204 = -4257673.658421 nChanged 45 SP:Iteration 72Q (3993.335682 sec): 3 clusters Score: Raw -4261202.490373 + Penalty 3526.211204 = -4257676.279168 nChanged 48 SP:Iteration 73Q (3993.465044 sec): 3 clusters Score: Raw -4261204.992125 + Penalty 3526.211204 = -4257678.780921 nChanged 44 SP:Iteration 74Q (3993.563271 sec): 3 clusters Score: Raw -4261206.963177 + Penalty 3526.211204 = -4257680.751973 nChanged 38 SP:Iteration 75Q (3993.681407 sec): 3 clusters Score: Raw -4261208.534498 + Penalty 3526.211204 = -4257682.323293 nChanged 41 SP:Iteration 76Q (3993.804526 sec): 3 clusters Score: Raw -4261210.545711 + Penalty 3526.211204 = -4257684.334507 nChanged 29 SP:Iteration 77Q (3993.925310 sec): 3 clusters Score: Raw -4261211.829372 + Penalty 3526.211204 = -4257685.618168 nChanged 34 SP:Iteration 78Q (3994.044650 sec): 3 clusters Score: Raw -4261213.281440 + Penalty 3526.211204 = -4257687.070236 nChanged 34 SP:Iteration 79Q (3994.165863 sec): 3 clusters Score: Raw -4261214.753331 + Penalty 3526.211204 = -4257688.542127 nChanged 32 SP:Iteration 80F (3994.305030 sec): 3 clusters Score: Raw -4261216.503688 + Penalty 3526.211204 = -4257690.292484 nChanged 27 SP:Iteration 81Q (3994.425633 sec): 3 clusters Score: Raw -4261217.648635 + Penalty 3526.211204 = -4257691.437431 nChanged 20 SP:Iteration 82Q (3994.540535 sec): 3 clusters Score: Raw -4261218.514107 + Penalty 3526.211204 = -4257692.302903 nChanged 26 SP:Iteration 83Q (3994.665292 sec): 3 clusters Score: Raw -4261219.731919 + Penalty 3526.211204 = -4257693.520714 nChanged 21 SP:Iteration 84Q (3994.785828 sec): 3 clusters Score: Raw -4261220.864305 + Penalty 3526.211204 = -4257694.653101 nChanged 26 SP:Iteration 85Q (3994.913240 sec): 3 clusters Score: Raw -4261222.341362 + Penalty 3526.211204 = -4257696.130158 nChanged 25 SP:Iteration 86Q (3995.047144 sec): 3 clusters Score: Raw -4261223.529660 + Penalty 3526.211204 = -4257697.318456 nChanged 25 SP:Iteration 87Q (3995.164310 sec): 3 clusters Score: Raw -4261224.699201 + Penalty 3526.211204 = -4257698.487997 nChanged 28 SP:Iteration 88Q (3995.292407 sec): 3 clusters Score: Raw -4261226.037069 + Penalty 3526.211204 = -4257699.825865 nChanged 30 SP:Iteration 89Q (3995.411964 sec): 3 clusters Score: Raw -4261227.400859 + Penalty 3526.211204 = -4257701.189654 nChanged 27 SP:Iteration 90Q (3995.537251 sec): 3 clusters Score: Raw -4261228.519046 + Penalty 3526.211204 = -4257702.307842 nChanged 22 SP:Iteration 91Q (3995.661450 sec): 3 clusters Score: Raw -4261229.284667 + Penalty 3526.211204 = -4257703.073463 nChanged 21 SP:Iteration 92Q (3995.777060 sec): 3 clusters Score: Raw -4261230.074245 + Penalty 3526.211204 = -4257703.863041 nChanged 23 SP:Iteration 93Q (3995.905379 sec): 3 clusters Score: Raw -4261231.003171 + Penalty 3526.211204 = -4257704.791967 nChanged 21 SP:Iteration 94Q (3996.022383 sec): 3 clusters Score: Raw -4261231.840516 + Penalty 3526.211204 = -4257705.629311 nChanged 30 SP:Iteration 95Q (3996.136903 sec): 3 clusters Score: Raw -4261233.459370 + Penalty 3526.211204 = -4257707.248166 nChanged 30 SP:Iteration 96Q (3996.264208 sec): 3 clusters Score: Raw -4261234.824001 + Penalty 3526.211204 = -4257708.612797 nChanged 34 SP:Iteration 97Q (3996.382296 sec): 3 clusters Score: Raw -4261236.435056 + Penalty 3526.211204 = -4257710.223852 nChanged 30 SP:Iteration 98Q (3996.507209 sec): 3 clusters Score: Raw -4261237.879429 + Penalty 3526.211204 = -4257711.668225 nChanged 38 SP:Iteration 99Q (3996.639411 sec): 3 clusters Score: Raw -4261239.639395 + Penalty 3526.211204 = -4257713.428191 nChanged 46 SP:Iteration 100F (3996.763817 sec): 3 clusters Score: Raw -4261242.426110 + Penalty 3526.211204 = -4257716.214906 nChanged 49 SP:Iteration 101Q (3996.894148 sec): 3 clusters Score: Raw -4261245.656992 + Penalty 3526.211204 = -4257719.445788 nChanged 57 SP:Iteration 102Q (3997.013452 sec): 3 clusters Score: Raw -4261249.222116 + Penalty 3526.211204 = -4257723.010912 nChanged 38 SP:Iteration 103Q (3997.147148 sec): 3 clusters Score: Raw -4261250.952420 + Penalty 3526.211204 = -4257724.741215 nChanged 33 SP:Iteration 104Q (3997.279830 sec): 3 clusters Score: Raw -4261252.441557 + Penalty 3526.211204 = -4257726.230353 nChanged 26 SP:Iteration 105Q (3997.387970 sec): 3 clusters Score: Raw -4261253.462165 + Penalty 3526.211204 = -4257727.250960 nChanged 33 SP:Iteration 106Q (3997.512314 sec): 3 clusters Score: Raw -4261255.068045 + Penalty 3526.211204 = -4257728.856841 nChanged 29 SP:Iteration 107Q (3997.626818 sec): 3 clusters Score: Raw -4261256.363586 + Penalty 3526.211204 = -4257730.152382 nChanged 23 SP:Iteration 108Q (3997.750270 sec): 3 clusters Score: Raw -4261257.326667 + Penalty 3526.211204 = -4257731.115463 nChanged 28 SP:Iteration 109Q (3997.878506 sec): 3 clusters Score: Raw -4261258.592124 + Penalty 3526.211204 = -4257732.380920 nChanged 26 SP:Iteration 110Q (3997.992618 sec): 3 clusters Score: Raw -4261259.730811 + Penalty 3526.211204 = -4257733.519607 nChanged 25 SP:Iteration 111Q (3998.117410 sec): 3 clusters Score: Raw -4261260.760482 + Penalty 3526.211204 = -4257734.549278 nChanged 18 SP:Iteration 112Q (3998.242347 sec): 3 clusters Score: Raw -4261261.374961 + Penalty 3526.211204 = -4257735.163757 nChanged 13 SP:Iteration 113Q (3998.364519 sec): 3 clusters Score: Raw -4261261.726650 + Penalty 3526.211204 = -4257735.515445 nChanged 8 SP:Iteration 114Q (3998.493613 sec): 3 clusters Score: Raw -4261261.909093 + Penalty 3526.211204 = -4257735.697889 nChanged 8 SP:Iteration 115Q (3998.591212 sec): 3 clusters Score: Raw -4261262.232198 + Penalty 3526.211204 = -4257736.020994 nChanged 8 SP:Iteration 116Q (3998.716832 sec): 3 clusters Score: Raw -4261262.497414 + Penalty 3526.211204 = -4257736.286210 nChanged 9 SP:Iteration 117Q (3998.837427 sec): 3 clusters Score: Raw -4261262.747471 + Penalty 3526.211204 = -4257736.536267 nChanged 6 SP:Iteration 118Q (3998.961649 sec): 3 clusters Score: Raw -4261262.982348 + Penalty 3526.211204 = -4257736.771144 nChanged 11 SP:Iteration 119Q (3999.085254 sec): 3 clusters Score: Raw -4261263.317793 + Penalty 3526.211204 = -4257737.106589 nChanged 12 SP:Iteration 120F (3999.211789 sec): 3 clusters Score: Raw -4261263.702089 + Penalty 3526.211204 = -4257737.490885 nChanged 12 SP:Iteration 121Q (3999.342094 sec): 3 clusters Score: Raw -4261264.104928 + Penalty 3526.211204 = -4257737.893724 nChanged 13 SP:Iteration 122Q (3999.465277 sec): 3 clusters Score: Raw -4261264.661309 + Penalty 3526.211204 = -4257738.450105 nChanged 15 SP:Iteration 123Q (3999.590625 sec): 3 clusters Score: Raw -4261265.215613 + Penalty 3526.211204 = -4257739.004409 nChanged 13 SP:Iteration 124Q (3999.708587 sec): 3 clusters Score: Raw -4261265.691780 + Penalty 3526.211204 = -4257739.480576 nChanged 17 SP:Iteration 125Q (3999.834876 sec): 3 clusters Score: Raw -4261266.348361 + Penalty 3526.211204 = -4257740.137157 nChanged 17 SP:Iteration 126Q (3999.955324 sec): 3 clusters Score: Raw -4261266.808756 + Penalty 3526.211204 = -4257740.597552 nChanged 8 SP:Iteration 127Q (4000.084067 sec): 3 clusters Score: Raw -4261266.979497 + Penalty 3526.211204 = -4257740.768293 nChanged 11 SP:Iteration 128Q (4000.213407 sec): 3 clusters Score: Raw -4261267.350306 + Penalty 3526.211204 = -4257741.139102 nChanged 13 SP:Iteration 129Q (4000.347290 sec): 3 clusters Score: Raw -4261267.791858 + Penalty 3526.211204 = -4257741.580654 nChanged 12 SP:Iteration 130Q (4000.474454 sec): 3 clusters Score: Raw -4261268.180208 + Penalty 3526.211204 = -4257741.969004 nChanged 14 SP:Iteration 131Q (4000.592645 sec): 3 clusters Score: Raw -4261268.606380 + Penalty 3526.211204 = -4257742.395176 nChanged 20 SP:Iteration 132Q (4000.708868 sec): 3 clusters Score: Raw -4261269.236711 + Penalty 3526.211204 = -4257743.025507 nChanged 18 SP:Iteration 133Q (4000.839150 sec): 3 clusters Score: Raw -4261269.876875 + Penalty 3526.211204 = -4257743.665671 nChanged 16 SP:Iteration 134Q (4000.967080 sec): 3 clusters Score: Raw -4261270.746804 + Penalty 3526.211204 = -4257744.535599 nChanged 23 SP:Iteration 135Q (4001.094731 sec): 3 clusters Score: Raw -4261272.045595 + Penalty 3526.211204 = -4257745.834391 nChanged 28 SP:Iteration 136Q (4001.213335 sec): 3 clusters Score: Raw -4261273.813802 + Penalty 3526.211204 = -4257747.602598 nChanged 37 SP:Iteration 137Q (4001.332721 sec): 3 clusters Score: Raw -4261276.172842 + Penalty 3526.211204 = -4257749.961638 nChanged 37 SP:Iteration 138Q (4001.460675 sec): 3 clusters Score: Raw -4261277.940297 + Penalty 3526.211204 = -4257751.729093 nChanged 37 SP:Iteration 139Q (4001.590136 sec): 3 clusters Score: Raw -4261279.647959 + Penalty 3526.211204 = -4257753.436754 nChanged 37 SP:Iteration 140F (4001.720783 sec): 3 clusters Score: Raw -4261281.299052 + Penalty 3526.211204 = -4257755.087848 nChanged 37 SP:Iteration 141Q (4001.843740 sec): 3 clusters Score: Raw -4261282.946223 + Penalty 3526.211204 = -4257756.735019 nChanged 22 SP:Iteration 142Q (4001.959398 sec): 3 clusters Score: Raw -4261283.796647 + Penalty 3526.211204 = -4257757.585443 nChanged 29 SP:Iteration 143Q (4002.084370 sec): 3 clusters Score: Raw -4261285.156728 + Penalty 3526.211204 = -4257758.945524 nChanged 33 SP:Iteration 144Q (4002.204287 sec): 3 clusters Score: Raw -4261286.697226 + Penalty 3526.211204 = -4257760.486022 nChanged 29 SP:Iteration 145Q (4002.329107 sec): 3 clusters Score: Raw -4261288.031475 + Penalty 3526.211204 = -4257761.820271 nChanged 40 SP:Iteration 146Q (4002.441575 sec): 3 clusters Score: Raw -4261289.715808 + Penalty 3526.211204 = -4257763.504603 nChanged 29 SP:Iteration 147Q (4002.572757 sec): 3 clusters Score: Raw -4261291.006737 + Penalty 3526.211204 = -4257764.795533 nChanged 28 SP:Iteration 148Q (4002.696447 sec): 3 clusters Score: Raw -4261293.025068 + Penalty 3526.211204 = -4257766.813864 nChanged 30 SP:Iteration 149Q (4002.806713 sec): 3 clusters Score: Raw -4261294.475543 + Penalty 3526.211204 = -4257768.264339 nChanged 23 SP:Iteration 150Q (4002.931192 sec): 3 clusters Score: Raw -4261295.491621 + Penalty 3526.211204 = -4257769.280416 nChanged 29 SP:Iteration 151Q (4003.058581 sec): 3 clusters Score: Raw -4261296.803414 + Penalty 3526.211204 = -4257770.592210 nChanged 25 SP:Iteration 152Q (4003.179443 sec): 3 clusters Score: Raw -4261297.955415 + Penalty 3526.211204 = -4257771.744211 nChanged 29 SP:Iteration 153Q (4003.297354 sec): 3 clusters Score: Raw -4261299.184169 + Penalty 3526.211204 = -4257772.972965 nChanged 24 SP:Iteration 154Q (4003.417357 sec): 3 clusters Score: Raw -4261300.292492 + Penalty 3526.211204 = -4257774.081287 nChanged 28 SP:Iteration 155Q (4003.542487 sec): 3 clusters Score: Raw -4261301.362986 + Penalty 3526.211204 = -4257775.151782 nChanged 24 SP:Iteration 156Q (4003.669176 sec): 3 clusters Score: Raw -4261302.372958 + Penalty 3526.211204 = -4257776.161754 nChanged 29 SP:Iteration 157Q (4003.791387 sec): 3 clusters Score: Raw -4261303.555399 + Penalty 3526.211204 = -4257777.344195 nChanged 27 SP:Iteration 158Q (4003.909364 sec): 3 clusters Score: Raw -4261304.703027 + Penalty 3526.211204 = -4257778.491823 nChanged 29 SP:Iteration 159Q (4004.041022 sec): 3 clusters Score: Raw -4261306.127531 + Penalty 3526.211204 = -4257779.916327 nChanged 36 SP:Iteration 160F (4004.174260 sec): 3 clusters Score: Raw -4261307.861576 + Penalty 3526.211204 = -4257781.650372 nChanged 46 SP:Iteration 161Q (4004.294359 sec): 3 clusters Score: Raw -4261310.197023 + Penalty 3526.211204 = -4257783.985819 nChanged 38 SP:Iteration 162Q (4004.409291 sec): 3 clusters Score: Raw -4261311.979679 + Penalty 3526.211204 = -4257785.768475 nChanged 37 SP:Iteration 163Q (4004.533123 sec): 3 clusters Score: Raw -4261313.352216 + Penalty 3526.211204 = -4257787.141012 nChanged 36 SP:Iteration 164Q (4004.657371 sec): 3 clusters Score: Raw -4261314.830301 + Penalty 3526.211204 = -4257788.619096 nChanged 34 SP:Iteration 165Q (4004.782285 sec): 3 clusters Score: Raw -4261316.550795 + Penalty 3526.211204 = -4257790.339591 nChanged 34 SP:Iteration 166Q (4004.907774 sec): 3 clusters Score: Raw -4261318.151618 + Penalty 3526.211204 = -4257791.940414 nChanged 40 SP:Iteration 167Q (4005.036051 sec): 3 clusters Score: Raw -4261319.644594 + Penalty 3526.211204 = -4257793.433389 nChanged 33 SP:Iteration 168Q (4005.157700 sec): 3 clusters Score: Raw -4261320.989696 + Penalty 3526.211204 = -4257794.778492 nChanged 25 SP:Iteration 169Q (4005.284897 sec): 3 clusters Score: Raw -4261322.045477 + Penalty 3526.211204 = -4257795.834273 nChanged 32 SP:Iteration 170Q (4005.413624 sec): 3 clusters Score: Raw -4261323.581495 + Penalty 3526.211204 = -4257797.370291 nChanged 38 SP:Iteration 171Q (4005.530628 sec): 3 clusters Score: Raw -4261325.898566 + Penalty 3526.211204 = -4257799.687362 nChanged 41 SP:Iteration 172Q (4005.657033 sec): 3 clusters Score: Raw -4261328.013855 + Penalty 3526.211204 = -4257801.802651 nChanged 34 SP:Iteration 173Q (4005.790729 sec): 3 clusters Score: Raw -4261329.505310 + Penalty 3526.211204 = -4257803.294106 nChanged 25 SP:Iteration 174Q (4005.909401 sec): 3 clusters Score: Raw -4261330.535136 + Penalty 3526.211204 = -4257804.323932 nChanged 30 SP:Iteration 175Q (4006.039751 sec): 3 clusters Score: Raw -4261331.975732 + Penalty 3526.211204 = -4257805.764528 nChanged 30 SP:Iteration 176Q (4006.163860 sec): 3 clusters Score: Raw -4261333.467341 + Penalty 3526.211204 = -4257807.256137 nChanged 29 SP:Iteration 177Q (4006.291412 sec): 3 clusters Score: Raw -4261335.029873 + Penalty 3526.211204 = -4257808.818669 nChanged 36 SP:Iteration 178Q (4006.410286 sec): 3 clusters Score: Raw -4261336.954009 + Penalty 3526.211204 = -4257810.742804 nChanged 33 SP:Iteration 179Q (4006.529243 sec): 3 clusters Score: Raw -4261338.588635 + Penalty 3526.211204 = -4257812.377431 nChanged 35 SP:Iteration 180F (4006.658304 sec): 3 clusters Score: Raw -4261340.067561 + Penalty 3526.211204 = -4257813.856356 nChanged 24 SP:Iteration 181Q (4006.781725 sec): 3 clusters Score: Raw -4261340.973581 + Penalty 3526.211204 = -4257814.762377 nChanged 26 SP:Iteration 182Q (4006.904674 sec): 3 clusters Score: Raw -4261342.007505 + Penalty 3526.211204 = -4257815.796301 nChanged 30 SP:Iteration 183Q (4007.040055 sec): 3 clusters Score: Raw -4261343.454185 + Penalty 3526.211204 = -4257817.242980 nChanged 38 SP:Iteration 184Q (4007.165785 sec): 3 clusters Score: Raw -4261344.971382 + Penalty 3526.211204 = -4257818.760178 nChanged 27 SP:Iteration 185Q (4007.290273 sec): 3 clusters Score: Raw -4261346.028067 + Penalty 3526.211204 = -4257819.816862 nChanged 29 SP:Iteration 186Q (4007.417928 sec): 3 clusters Score: Raw -4261347.347883 + Penalty 3526.211204 = -4257821.136678 nChanged 28 SP:Iteration 187Q (4007.550996 sec): 3 clusters Score: Raw -4261348.546018 + Penalty 3526.211204 = -4257822.334813 nChanged 29 SP:Iteration 188Q (4007.668069 sec): 3 clusters Score: Raw -4261349.579669 + Penalty 3526.211204 = -4257823.368464 nChanged 31 SP:Iteration 189Q (4007.795233 sec): 3 clusters Score: Raw -4261350.616399 + Penalty 3526.211204 = -4257824.405195 nChanged 33 SP:Iteration 190Q (4007.925042 sec): 3 clusters Score: Raw -4261351.863134 + Penalty 3526.211204 = -4257825.651930 nChanged 34 SP:Iteration 191Q (4008.042597 sec): 3 clusters Score: Raw -4261353.248025 + Penalty 3526.211204 = -4257827.036821 nChanged 34 SP:Iteration 192Q (4008.169594 sec): 3 clusters Score: Raw -4261354.699260 + Penalty 3526.211204 = -4257828.488056 nChanged 37 SP:Iteration 193Q (4008.294126 sec): 3 clusters Score: Raw -4261356.413726 + Penalty 3526.211204 = -4257830.202521 nChanged 39 SP:Iteration 194Q (4008.420964 sec): 3 clusters Score: Raw -4261358.040207 + Penalty 3526.211204 = -4257831.829003 nChanged 29 SP:Iteration 195Q (4008.545972 sec): 3 clusters Score: Raw -4261359.168593 + Penalty 3526.211204 = -4257832.957388 nChanged 31 SP:Iteration 196Q (4008.667204 sec): 3 clusters Score: Raw -4261360.452323 + Penalty 3526.211204 = -4257834.241119 nChanged 25 SP:Iteration 197Q (4008.797094 sec): 3 clusters Score: Raw -4261361.580888 + Penalty 3526.211204 = -4257835.369684 nChanged 19 SP:Iteration 198Q (4008.920717 sec): 3 clusters Score: Raw -4261362.438867 + Penalty 3526.211204 = -4257836.227663 nChanged 24 SP:Iteration 199Q (4009.033846 sec): 3 clusters Score: Raw -4261363.397718 + Penalty 3526.211204 = -4257837.186514 nChanged 27 SP:Iteration 200F (4009.170010 sec): 3 clusters Score: Raw -4261364.539216 + Penalty 3526.211204 = -4257838.328012 nChanged 19 SP:Iteration 201Q (4009.295939 sec): 3 clusters Score: Raw -4261365.443033 + Penalty 3526.211204 = -4257839.231829 nChanged 31 SP:Iteration 202Q (4009.412055 sec): 3 clusters Score: Raw -4261366.810089 + Penalty 3526.211204 = -4257840.598885 nChanged 38 SP:Iteration 203Q (4009.546470 sec): 3 clusters Score: Raw -4261368.664802 + Penalty 3526.211204 = -4257842.453598 nChanged 39 SP:Iteration 204Q (4009.673725 sec): 3 clusters Score: Raw -4261370.555879 + Penalty 3526.211204 = -4257844.344675 nChanged 41 SP:Iteration 205Q (4009.791348 sec): 3 clusters Score: Raw -4261372.303359 + Penalty 3526.211204 = -4257846.092155 nChanged 37 SP:Iteration 206Q (4009.919975 sec): 3 clusters Score: Raw -4261373.778915 + Penalty 3526.211204 = -4257847.567711 nChanged 34 SP:Iteration 207Q (4010.036869 sec): 3 clusters Score: Raw -4261375.354979 + Penalty 3526.211204 = -4257849.143775 nChanged 31 SP:Iteration 208Q (4010.170304 sec): 3 clusters Score: Raw -4261376.872027 + Penalty 3526.211204 = -4257850.660823 nChanged 37 SP:Iteration 209Q (4010.290774 sec): 3 clusters Score: Raw -4261378.538789 + Penalty 3526.211204 = -4257852.327585 nChanged 34 SP:Iteration 210Q (4010.418886 sec): 3 clusters Score: Raw -4261379.917003 + Penalty 3526.211204 = -4257853.705799 nChanged 30 SP:Iteration 211Q (4010.539886 sec): 3 clusters Score: Raw -4261381.350881 + Penalty 3526.211204 = -4257855.139677 nChanged 33 SP:Iteration 212Q (4010.671903 sec): 3 clusters Score: Raw -4261382.535517 + Penalty 3526.211204 = -4257856.324313 nChanged 23 SP:Iteration 213Q (4010.796459 sec): 3 clusters Score: Raw -4261383.448002 + Penalty 3526.211204 = -4257857.236797 nChanged 35 SP:Iteration 214Q (4010.927151 sec): 3 clusters Score: Raw -4261385.402692 + Penalty 3526.211204 = -4257859.191488 nChanged 47 SP:Iteration 215Q (4011.046270 sec): 3 clusters Score: Raw -4261387.625808 + Penalty 3526.211204 = -4257861.414604 nChanged 28 SP:Iteration 216Q (4011.152939 sec): 3 clusters Score: Raw -4261388.637972 + Penalty 3526.211204 = -4257862.426768 nChanged 32 SP:Iteration 217Q (4011.284977 sec): 3 clusters Score: Raw -4261389.909233 + Penalty 3526.211204 = -4257863.698029 nChanged 29 SP:Iteration 218Q (4011.416137 sec): 3 clusters Score: Raw -4261391.087303 + Penalty 3526.211204 = -4257864.876099 nChanged 25 SP:Iteration 219Q (4011.537971 sec): 3 clusters Score: Raw -4261391.982595 + Penalty 3526.211204 = -4257865.771391 nChanged 24 SP:Iteration 220F (4011.669336 sec): 3 clusters Score: Raw -4261392.772835 + Penalty 3526.211204 = -4257866.561631 nChanged 26 SP:Iteration 221Q (4011.790743 sec): 3 clusters Score: Raw -4261393.635503 + Penalty 3526.211204 = -4257867.424298 nChanged 20 SP:Iteration 222Q (4011.916590 sec): 3 clusters Score: Raw -4261394.246279 + Penalty 3526.211204 = -4257868.035075 nChanged 15 SP:Iteration 223Q (4012.040246 sec): 3 clusters Score: Raw -4261394.925877 + Penalty 3526.211204 = -4257868.714673 nChanged 18 SP:Iteration 224Q (4012.148219 sec): 3 clusters Score: Raw -4261395.499462 + Penalty 3526.211204 = -4257869.288258 nChanged 14 SP:Iteration 225Q (4012.268322 sec): 3 clusters Score: Raw -4261395.919712 + Penalty 3526.211204 = -4257869.708508 nChanged 11 SP:Iteration 226Q (4012.394747 sec): 3 clusters Score: Raw -4261396.273046 + Penalty 3526.211204 = -4257870.061842 nChanged 8 SP:Iteration 227Q (4012.520166 sec): 3 clusters Score: Raw -4261396.608297 + Penalty 3526.211204 = -4257870.397093 nChanged 7 SP:Iteration 228Q (4012.653573 sec): 3 clusters Score: Raw -4261396.815374 + Penalty 3526.211204 = -4257870.604170 nChanged 6 SP:Iteration 229Q (4012.767830 sec): 3 clusters Score: Raw -4261397.038817 + Penalty 3526.211204 = -4257870.827612 nChanged 7 SP:Iteration 230Q (4012.902733 sec): 3 clusters Score: Raw -4261397.316543 + Penalty 3526.211204 = -4257871.105339 nChanged 10 SP:Iteration 231Q (4013.028185 sec): 3 clusters Score: Raw -4261397.746418 + Penalty 3526.211204 = -4257871.535214 nChanged 13 SP:Iteration 232Q (4013.140859 sec): 3 clusters Score: Raw -4261398.101217 + Penalty 3526.211204 = -4257871.890013 nChanged 8 SP:Iteration 233Q (4013.270036 sec): 3 clusters Score: Raw -4261398.376618 + Penalty 3526.211204 = -4257872.165414 nChanged 9 SP:Iteration 234Q (4013.393495 sec): 3 clusters Score: Raw -4261398.755191 + Penalty 3526.211204 = -4257872.543987 nChanged 16 SP:Iteration 235Q (4013.522805 sec): 3 clusters Score: Raw -4261399.258442 + Penalty 3526.211204 = -4257873.047237 nChanged 13 SP:Iteration 236Q (4013.649819 sec): 3 clusters Score: Raw -4261399.690116 + Penalty 3526.211204 = -4257873.478912 nChanged 14 SP:Iteration 237Q (4013.771379 sec): 3 clusters Score: Raw -4261400.070516 + Penalty 3526.211204 = -4257873.859312 nChanged 13 SP:Iteration 238Q (4013.892036 sec): 3 clusters Score: Raw -4261400.365734 + Penalty 3526.211204 = -4257874.154530 nChanged 8 SP:Iteration 239Q (4014.015843 sec): 3 clusters Score: Raw -4261400.620135 + Penalty 3526.211204 = -4257874.408931 nChanged 8 SP:Iteration 240F (4014.150879 sec): 3 clusters Score: Raw -4261400.929952 + Penalty 3526.211204 = -4257874.718748 nChanged 8 SP:Iteration 241Q (4014.279457 sec): 3 clusters Score: Raw -4261401.111813 + Penalty 3526.211204 = -4257874.900609 nChanged 4 SP:Iteration 242Q (4014.406774 sec): 3 clusters Score: Raw -4261401.164918 + Penalty 3526.211204 = -4257874.953714 nChanged 3 SP:Iteration 243Q (4014.532764 sec): 3 clusters Score: Raw -4261401.241892 + Penalty 3526.211204 = -4257875.030688 nChanged 5 SP:Iteration 244Q (4014.665003 sec): 3 clusters Score: Raw -4261401.353703 + Penalty 3526.211204 = -4257875.142499 nChanged 5 SP:Iteration 245Q (4014.789633 sec): 3 clusters Score: Raw -4261401.509007 + Penalty 3526.211204 = -4257875.297803 nChanged 2 SP:Iteration 246Q (4014.906394 sec): 3 clusters Score: Raw -4261401.556281 + Penalty 3526.211204 = -4257875.345077 nChanged 2 SP:Iteration 247Q (4015.039896 sec): 3 clusters Score: Raw -4261401.595072 + Penalty 3526.211204 = -4257875.383868 nChanged 3 SP:Iteration 248Q (4015.165509 sec): 3 clusters Score: Raw -4261401.638523 + Penalty 3526.211204 = -4257875.427319 nChanged 2 SP:Iteration 249Q (4015.283318 sec): 3 clusters Score: Raw -4261401.671857 + Penalty 3526.211204 = -4257875.460653 nChanged 2 SP:Iteration 250Q (4015.421623 sec): 3 clusters Score: Raw -4261401.722227 + Penalty 3526.211204 = -4257875.511023 nChanged 3 SP:Iteration 251Q (4015.542834 sec): 3 clusters Score: Raw -4261401.772030 + Penalty 3526.211204 = -4257875.560826 nChanged 1 SP:Iteration 252Q (4015.687048 sec): 3 clusters Score: Raw -4261401.790710 + Penalty 3526.211204 = -4257875.579506 nChanged 1 SP:Iteration 253Q (4015.807110 sec): 3 clusters Score: Raw -4261401.828022 + Penalty 3526.211204 = -4257875.616818 nChanged 3 SP:Iteration 254Q (4015.934881 sec): 3 clusters Score: Raw -4261401.876764 + Penalty 3526.211204 = -4257875.665559 nChanged 1 SP:Iteration 255Q (4016.071218 sec): 3 clusters Score: Raw -4261401.885106 + Penalty 3526.211204 = -4257875.673902 nChanged 1 SP:Iteration 256Q (4016.194136 sec): 3 clusters Score: Raw -4261401.894228 + Penalty 3526.211204 = -4257875.683024 nChanged 2 SP:Iteration 257Q (4016.323588 sec): 3 clusters Score: Raw -4261401.922847 + Penalty 3526.211204 = -4257875.711642 nChanged 1 SP:Iteration 258Q (4016.453593 sec): 3 clusters Score: Raw -4261401.950826 + Penalty 3526.211204 = -4257875.739622 nChanged 2 SP:Iteration 259Q (4016.576274 sec): 3 clusters Score: Raw -4261402.007489 + Penalty 3526.211204 = -4257875.796285 nChanged 3 SP:Iteration 260F (4016.706853 sec): 3 clusters Score: Raw -4261402.043915 + Penalty 3526.211204 = -4257875.832711 nChanged 1 SP:Iteration 261Q (4016.828107 sec): 3 clusters Score: Raw -4261402.052089 + Penalty 3526.211204 = -4257875.840885 nChanged 0 SP:Iteration 262F (4016.950690 sec): 3 clusters Score: Raw -4261402.052089 + Penalty 3526.211204 = -4257875.840885 nChanged 0 Score: Raw -49136751.428775 + Penalty 84573.884239 = -49052177.544536 Splitting cluster 17 changes total score from -49051994.233353 to -49052177.544536 So it's getting split into cluster 39. Trying to split cluster 18 (2316 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4032.588619 sec): 2 clusters Score: Raw -177558.012215 + Penalty 1258.984486 = -176299.027729 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4032.635882 sec): 3 clusters Score: Raw -176525.888124 + Penalty 2517.968973 = -174007.919152 nChanged 830 SP:Iteration 1F (4032.682906 sec): 3 clusters Score: Raw -177107.776173 + Penalty 2517.968973 = -174589.807200 nChanged 240 SP:Iteration 2F (4032.727585 sec): 3 clusters Score: Raw -177432.283234 + Penalty 2517.968973 = -174914.314261 nChanged 255 SP:Iteration 3F (4032.771959 sec): 3 clusters Score: Raw -177856.040911 + Penalty 2517.968973 = -175338.071938 nChanged 220 SP:Iteration 4F (4032.811967 sec): 3 clusters Score: Raw -178230.924857 + Penalty 2517.968973 = -175712.955884 nChanged 172 SP:Iteration 5F (4032.858757 sec): 3 clusters Score: Raw -178460.113296 + Penalty 2517.968973 = -175942.144324 nChanged 111 SP:Iteration 6Q (4032.902845 sec): 3 clusters Score: Raw -178621.430386 + Penalty 2517.968973 = -176103.461413 nChanged 75 SP:Iteration 7Q (4032.953152 sec): 3 clusters Score: Raw -178719.085651 + Penalty 2517.968973 = -176201.116679 nChanged 50 SP:Iteration 8Q (4033.010333 sec): 3 clusters Score: Raw -178764.035533 + Penalty 2517.968973 = -176246.066560 nChanged 27 SP:Iteration 9Q (4033.065331 sec): 3 clusters Score: Raw -178789.223228 + Penalty 2517.968973 = -176271.254255 nChanged 31 SP:Iteration 10Q (4033.108425 sec): 3 clusters Score: Raw -178821.004560 + Penalty 2517.968973 = -176303.035587 nChanged 24 SP:Iteration 11Q (4033.142449 sec): 3 clusters Score: Raw -178848.099724 + Penalty 2517.968973 = -176330.130752 nChanged 19 SP:Iteration 12Q (4033.185400 sec): 3 clusters Score: Raw -178863.761702 + Penalty 2517.968973 = -176345.792729 nChanged 14 SP:Iteration 13Q (4033.230036 sec): 3 clusters Score: Raw -178870.118376 + Penalty 2517.968973 = -176352.149403 nChanged 9 SP:Iteration 14Q (4033.281805 sec): 3 clusters Score: Raw -178874.200475 + Penalty 2517.968973 = -176356.231503 nChanged 9 SP:Iteration 15Q (4033.331791 sec): 3 clusters Score: Raw -178881.063967 + Penalty 2517.968973 = -176363.094995 nChanged 9 SP:Iteration 16Q (4033.384278 sec): 3 clusters Score: Raw -178885.688230 + Penalty 2517.968973 = -176367.719257 nChanged 6 SP:Iteration 17Q (4033.432795 sec): 3 clusters Score: Raw -178888.792404 + Penalty 2517.968973 = -176370.823432 nChanged 3 SP:Iteration 18Q (4033.486695 sec): 3 clusters Score: Raw -178891.850859 + Penalty 2517.968973 = -176373.881886 nChanged 4 SP:Iteration 19Q (4033.539918 sec): 3 clusters Score: Raw -178894.331576 + Penalty 2517.968973 = -176376.362603 nChanged 4 SP:Iteration 20F (4033.595569 sec): 3 clusters Score: Raw -178896.658776 + Penalty 2517.968973 = -176378.689804 nChanged 5 SP:Iteration 21Q (4033.641212 sec): 3 clusters Score: Raw -178899.106132 + Penalty 2517.968973 = -176381.137160 nChanged 4 SP:Iteration 22Q (4033.692087 sec): 3 clusters Score: Raw -178901.167012 + Penalty 2517.968973 = -176383.198040 nChanged 6 SP:Iteration 23Q (4033.746059 sec): 3 clusters Score: Raw -178903.829184 + Penalty 2517.968973 = -176385.860212 nChanged 7 SP:Iteration 24Q (4033.796974 sec): 3 clusters Score: Raw -178907.693107 + Penalty 2517.968973 = -176389.724135 nChanged 9 SP:Iteration 25Q (4033.838112 sec): 3 clusters Score: Raw -178913.423116 + Penalty 2517.968973 = -176395.454144 nChanged 11 SP:Iteration 26Q (4033.889082 sec): 3 clusters Score: Raw -178920.807487 + Penalty 2517.968973 = -176402.838515 nChanged 7 SP:Iteration 27Q (4033.937360 sec): 3 clusters Score: Raw -178923.977260 + Penalty 2517.968973 = -176406.008287 nChanged 8 SP:Iteration 28Q (4033.976356 sec): 3 clusters Score: Raw -178928.430733 + Penalty 2517.968973 = -176410.461760 nChanged 12 SP:Iteration 29Q (4034.036147 sec): 3 clusters Score: Raw -178936.153732 + Penalty 2517.968973 = -176418.184760 nChanged 15 SP:Iteration 30Q (4034.075508 sec): 3 clusters Score: Raw -178948.340800 + Penalty 2517.968973 = -176430.371827 nChanged 18 SP:Iteration 31Q (4034.125079 sec): 3 clusters Score: Raw -178965.527689 + Penalty 2517.968973 = -176447.558717 nChanged 25 SP:Iteration 32Q (4034.180255 sec): 3 clusters Score: Raw -179001.750971 + Penalty 2517.968973 = -176483.781998 nChanged 36 SP:Iteration 33Q (4034.221086 sec): 3 clusters Score: Raw -179059.469071 + Penalty 2517.968973 = -176541.500099 nChanged 38 SP:Iteration 34Q (4034.273794 sec): 3 clusters Score: Raw -179154.862570 + Penalty 2517.968973 = -176636.893597 nChanged 51 SP:Iteration 35Q (4034.328600 sec): 3 clusters Score: Raw -179304.918305 + Penalty 2517.968973 = -176786.949332 nChanged 33 SP:Iteration 36Q (4034.369680 sec): 3 clusters Score: Raw -179355.894588 + Penalty 2517.968973 = -176837.925616 nChanged 20 SP:Iteration 37Q (4034.419949 sec): 3 clusters Score: Raw -179370.610542 + Penalty 2517.968973 = -176852.641569 nChanged 8 SP:Iteration 38Q (4034.463268 sec): 3 clusters Score: Raw -179373.703464 + Penalty 2517.968973 = -176855.734491 nChanged 4 SP:Iteration 39Q (4034.520081 sec): 3 clusters Score: Raw -179375.954486 + Penalty 2517.968973 = -176857.985513 nChanged 1 SP:Iteration 40F (4034.572055 sec): 3 clusters Score: Raw -179376.594999 + Penalty 2517.968973 = -176858.626026 nChanged 0 Score: Raw -49138570.011559 + Penalty 86742.445374 = -49051827.566185 Splitting cluster 18 changes total score from -49051994.233353 to -49051827.566185 So it's not getting split. Trying to split cluster 19 (4270 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4050.830828 sec): 2 clusters Score: Raw -326978.087452 + Penalty 1358.397480 = -325619.689972 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4050.884019 sec): 3 clusters Score: Raw -324846.664987 + Penalty 2716.794960 = -322129.870028 nChanged 1693 SP:Iteration 1F (4050.942407 sec): 3 clusters Score: Raw -325967.249185 + Penalty 2716.794960 = -323250.454225 nChanged 406 SP:Iteration 2F (4050.998290 sec): 3 clusters Score: Raw -326381.278675 + Penalty 2716.794960 = -323664.483715 nChanged 345 SP:Iteration 3F (4051.035684 sec): 3 clusters Score: Raw -326715.602534 + Penalty 2716.794960 = -323998.807574 nChanged 286 SP:Iteration 4F (4051.097638 sec): 3 clusters Score: Raw -326944.415168 + Penalty 2716.794960 = -324227.620209 nChanged 209 SP:Iteration 5Q (4051.150237 sec): 3 clusters Score: Raw -327105.122224 + Penalty 2716.794960 = -324388.327265 nChanged 162 SP:Iteration 6Q (4051.194564 sec): 3 clusters Score: Raw -327188.150814 + Penalty 2716.794960 = -324471.355855 nChanged 96 SP:Iteration 7Q (4051.257971 sec): 3 clusters Score: Raw -327230.797655 + Penalty 2716.794960 = -324514.002696 nChanged 66 SP:Iteration 8Q (4051.312349 sec): 3 clusters Score: Raw -327254.427101 + Penalty 2716.794960 = -324537.632141 nChanged 57 SP:Iteration 9Q (4051.363217 sec): 3 clusters Score: Raw -327273.436626 + Penalty 2716.794960 = -324556.641666 nChanged 31 SP:Iteration 10Q (4051.417949 sec): 3 clusters Score: Raw -327283.685515 + Penalty 2716.794960 = -324566.890556 nChanged 34 SP:Iteration 11Q (4051.473808 sec): 3 clusters Score: Raw -327293.810745 + Penalty 2716.794960 = -324577.015785 nChanged 30 SP:Iteration 12Q (4051.523279 sec): 3 clusters Score: Raw -327302.073824 + Penalty 2716.794960 = -324585.278864 nChanged 27 SP:Iteration 13Q (4051.587261 sec): 3 clusters Score: Raw -327309.721628 + Penalty 2716.794960 = -324592.926669 nChanged 22 SP:Iteration 14Q (4051.636234 sec): 3 clusters Score: Raw -327316.755183 + Penalty 2716.794960 = -324599.960224 nChanged 17 SP:Iteration 15Q (4051.681843 sec): 3 clusters Score: Raw -327322.680643 + Penalty 2716.794960 = -324605.885683 nChanged 16 SP:Iteration 16Q (4051.747042 sec): 3 clusters Score: Raw -327326.057213 + Penalty 2716.794960 = -324609.262254 nChanged 11 SP:Iteration 17Q (4051.795561 sec): 3 clusters Score: Raw -327328.302161 + Penalty 2716.794960 = -324611.507201 nChanged 12 SP:Iteration 18Q (4051.853439 sec): 3 clusters Score: Raw -327331.014843 + Penalty 2716.794960 = -324614.219884 nChanged 14 SP:Iteration 19Q (4051.894814 sec): 3 clusters Score: Raw -327333.812141 + Penalty 2716.794960 = -324617.017181 nChanged 12 SP:Iteration 20F (4051.956155 sec): 3 clusters Score: Raw -327336.081602 + Penalty 2716.794960 = -324619.286642 nChanged 13 SP:Iteration 21Q (4052.006545 sec): 3 clusters Score: Raw -327339.291664 + Penalty 2716.794960 = -324622.496705 nChanged 11 SP:Iteration 22Q (4052.066597 sec): 3 clusters Score: Raw -327341.694100 + Penalty 2716.794960 = -324624.899140 nChanged 7 SP:Iteration 23Q (4052.117750 sec): 3 clusters Score: Raw -327343.703016 + Penalty 2716.794960 = -324626.908057 nChanged 10 SP:Iteration 24Q (4052.177387 sec): 3 clusters Score: Raw -327345.719211 + Penalty 2716.794960 = -324628.924252 nChanged 12 SP:Iteration 25Q (4052.226781 sec): 3 clusters Score: Raw -327348.196903 + Penalty 2716.794960 = -324631.401943 nChanged 10 SP:Iteration 26Q (4052.281440 sec): 3 clusters Score: Raw -327350.875218 + Penalty 2716.794960 = -324634.080258 nChanged 8 SP:Iteration 27Q (4052.325534 sec): 3 clusters Score: Raw -327353.335347 + Penalty 2716.794960 = -324636.540387 nChanged 5 SP:Iteration 28Q (4052.379323 sec): 3 clusters Score: Raw -327354.251943 + Penalty 2716.794960 = -324637.456984 nChanged 4 SP:Iteration 29Q (4052.433502 sec): 3 clusters Score: Raw -327354.932345 + Penalty 2716.794960 = -324638.137385 nChanged 4 SP:Iteration 30Q (4052.497632 sec): 3 clusters Score: Raw -327356.066498 + Penalty 2716.794960 = -324639.271538 nChanged 3 SP:Iteration 31Q (4052.552351 sec): 3 clusters Score: Raw -327356.850184 + Penalty 2716.794960 = -324640.055225 nChanged 4 SP:Iteration 32Q (4052.601328 sec): 3 clusters Score: Raw -327358.223641 + Penalty 2716.794960 = -324641.428682 nChanged 6 SP:Iteration 33Q (4052.652781 sec): 3 clusters Score: Raw -327360.048739 + Penalty 2716.794960 = -324643.253779 nChanged 9 SP:Iteration 34Q (4052.700515 sec): 3 clusters Score: Raw -327362.235672 + Penalty 2716.794960 = -324645.440712 nChanged 7 SP:Iteration 35Q (4052.760057 sec): 3 clusters Score: Raw -327364.390340 + Penalty 2716.794960 = -324647.595380 nChanged 6 SP:Iteration 36Q (4052.803819 sec): 3 clusters Score: Raw -327365.625565 + Penalty 2716.794960 = -324648.830606 nChanged 5 SP:Iteration 37Q (4052.863949 sec): 3 clusters Score: Raw -327366.784822 + Penalty 2716.794960 = -324649.989863 nChanged 6 SP:Iteration 38Q (4052.916137 sec): 3 clusters Score: Raw -327368.245224 + Penalty 2716.794960 = -324651.450264 nChanged 6 SP:Iteration 39Q (4052.961139 sec): 3 clusters Score: Raw -327369.330840 + Penalty 2716.794960 = -324652.535881 nChanged 5 SP:Iteration 40F (4053.026819 sec): 3 clusters Score: Raw -327370.364353 + Penalty 2716.794960 = -324653.569394 nChanged 2 SP:Iteration 41Q (4053.076530 sec): 3 clusters Score: Raw -327370.680701 + Penalty 2716.794960 = -324653.885742 nChanged 2 SP:Iteration 42Q (4053.126840 sec): 3 clusters Score: Raw -327371.051834 + Penalty 2716.794960 = -324654.256875 nChanged 2 SP:Iteration 43Q (4053.181532 sec): 3 clusters Score: Raw -327371.234467 + Penalty 2716.794960 = -324654.439508 nChanged 2 SP:Iteration 44Q (4053.235068 sec): 3 clusters Score: Raw -327371.643685 + Penalty 2716.794960 = -324654.848726 nChanged 5 SP:Iteration 45Q (4053.288567 sec): 3 clusters Score: Raw -327372.983422 + Penalty 2716.794960 = -324656.188462 nChanged 5 SP:Iteration 46Q (4053.335921 sec): 3 clusters Score: Raw -327374.479767 + Penalty 2716.794960 = -324657.684808 nChanged 8 SP:Iteration 47Q (4053.393418 sec): 3 clusters Score: Raw -327376.499968 + Penalty 2716.794960 = -324659.705008 nChanged 9 SP:Iteration 48Q (4053.450977 sec): 3 clusters Score: Raw -327378.641484 + Penalty 2716.794960 = -324661.846524 nChanged 8 SP:Iteration 49Q (4053.508868 sec): 3 clusters Score: Raw -327380.729821 + Penalty 2716.794960 = -324663.934862 nChanged 7 SP:Iteration 50Q (4053.562890 sec): 3 clusters Score: Raw -327382.178119 + Penalty 2716.794960 = -324665.383160 nChanged 7 SP:Iteration 51Q (4053.613043 sec): 3 clusters Score: Raw -327383.948486 + Penalty 2716.794960 = -324667.153526 nChanged 11 SP:Iteration 52Q (4053.670090 sec): 3 clusters Score: Raw -327387.289525 + Penalty 2716.794960 = -324670.494565 nChanged 10 SP:Iteration 53Q (4053.727295 sec): 3 clusters Score: Raw -327389.798733 + Penalty 2716.794960 = -324673.003773 nChanged 6 SP:Iteration 54Q (4053.774998 sec): 3 clusters Score: Raw -327391.363348 + Penalty 2716.794960 = -324674.568389 nChanged 6 SP:Iteration 55Q (4053.831431 sec): 3 clusters Score: Raw -327392.723823 + Penalty 2716.794960 = -324675.928863 nChanged 5 SP:Iteration 56Q (4053.887782 sec): 3 clusters Score: Raw -327394.204136 + Penalty 2716.794960 = -324677.409176 nChanged 4 SP:Iteration 57Q (4053.936592 sec): 3 clusters Score: Raw -327395.162026 + Penalty 2716.794960 = -324678.367067 nChanged 3 SP:Iteration 58Q (4053.993679 sec): 3 clusters Score: Raw -327396.462198 + Penalty 2716.794960 = -324679.667239 nChanged 7 SP:Iteration 59Q (4054.046764 sec): 3 clusters Score: Raw -327398.586350 + Penalty 2716.794960 = -324681.791391 nChanged 2 SP:Iteration 60F (4054.094857 sec): 3 clusters Score: Raw -327398.955144 + Penalty 2716.794960 = -324682.160185 nChanged 2 SP:Iteration 61Q (4054.144405 sec): 3 clusters Score: Raw -327399.671418 + Penalty 2716.794960 = -324682.876458 nChanged 1 SP:Iteration 62Q (4054.195964 sec): 3 clusters Score: Raw -327400.091620 + Penalty 2716.794960 = -324683.296660 nChanged 2 SP:Iteration 63Q (4054.241254 sec): 3 clusters Score: Raw -327400.559694 + Penalty 2716.794960 = -324683.764734 nChanged 4 SP:Iteration 64Q (4054.289789 sec): 3 clusters Score: Raw -327401.694113 + Penalty 2716.794960 = -324684.899154 nChanged 4 SP:Iteration 65Q (4054.351202 sec): 3 clusters Score: Raw -327402.620737 + Penalty 2716.794960 = -324685.825778 nChanged 3 SP:Iteration 66Q (4054.395952 sec): 3 clusters Score: Raw -327403.629477 + Penalty 2716.794960 = -324686.834517 nChanged 4 SP:Iteration 67Q (4054.458058 sec): 3 clusters Score: Raw -327405.453828 + Penalty 2716.794960 = -324688.658868 nChanged 9 SP:Iteration 68Q (4054.512574 sec): 3 clusters Score: Raw -327408.755737 + Penalty 2716.794960 = -324691.960777 nChanged 10 SP:Iteration 69Q (4054.562004 sec): 3 clusters Score: Raw -327411.873118 + Penalty 2716.794960 = -324695.078158 nChanged 7 SP:Iteration 70Q (4054.600620 sec): 3 clusters Score: Raw -327414.347192 + Penalty 2716.794960 = -324697.552233 nChanged 8 SP:Iteration 71Q (4054.655072 sec): 3 clusters Score: Raw -327416.846101 + Penalty 2716.794960 = -324700.051142 nChanged 7 SP:Iteration 72Q (4054.714964 sec): 3 clusters Score: Raw -327418.492319 + Penalty 2716.794960 = -324701.697359 nChanged 4 SP:Iteration 73Q (4054.755199 sec): 3 clusters Score: Raw -327419.674573 + Penalty 2716.794960 = -324702.879613 nChanged 2 SP:Iteration 74Q (4054.815859 sec): 3 clusters Score: Raw -327420.084960 + Penalty 2716.794960 = -324703.290001 nChanged 3 SP:Iteration 75Q (4054.874178 sec): 3 clusters Score: Raw -327420.983508 + Penalty 2716.794960 = -324704.188549 nChanged 3 SP:Iteration 76Q (4054.922810 sec): 3 clusters Score: Raw -327421.958696 + Penalty 2716.794960 = -324705.163737 nChanged 1 SP:Iteration 77Q (4054.973068 sec): 3 clusters Score: Raw -327422.220970 + Penalty 2716.794960 = -324705.426011 nChanged 2 SP:Iteration 78Q (4055.024952 sec): 3 clusters Score: Raw -327422.770890 + Penalty 2716.794960 = -324705.975930 nChanged 2 SP:Iteration 79Q (4055.069255 sec): 3 clusters Score: Raw -327423.418213 + Penalty 2716.794960 = -324706.623253 nChanged 3 SP:Iteration 80F (4055.127496 sec): 3 clusters Score: Raw -327424.234352 + Penalty 2716.794960 = -324707.439392 nChanged 3 SP:Iteration 81Q (4055.178967 sec): 3 clusters Score: Raw -327424.870989 + Penalty 2716.794960 = -324708.076029 nChanged 3 SP:Iteration 82Q (4055.220736 sec): 3 clusters Score: Raw -327425.496184 + Penalty 2716.794960 = -324708.701224 nChanged 1 SP:Iteration 83Q (4055.277131 sec): 3 clusters Score: Raw -327425.735513 + Penalty 2716.794960 = -324708.940554 nChanged 0 SP:Iteration 84F (4055.318222 sec): 3 clusters Score: Raw -327425.735513 + Penalty 2716.794960 = -324708.940554 nChanged 0 Trying to split cluster 20 (2293 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4055.342849 sec): 2 clusters Score: Raw -183515.842610 + Penalty 1257.362646 = -182258.479964 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4055.398020 sec): 3 clusters Score: Raw -182514.630355 + Penalty 2514.725292 = -179999.905063 nChanged 825 SP:Iteration 1F (4055.434334 sec): 3 clusters Score: Raw -183016.340347 + Penalty 2514.725292 = -180501.615055 nChanged 189 SP:Iteration 2F (4055.489583 sec): 3 clusters Score: Raw -183143.401143 + Penalty 2514.725292 = -180628.675851 nChanged 113 SP:Iteration 3Q (4055.532466 sec): 3 clusters Score: Raw -183211.441097 + Penalty 2514.725292 = -180696.715805 nChanged 65 SP:Iteration 4Q (4055.573845 sec): 3 clusters Score: Raw -183244.150880 + Penalty 2514.725292 = -180729.425588 nChanged 43 SP:Iteration 5Q (4055.624756 sec): 3 clusters Score: Raw -183269.535711 + Penalty 2514.725292 = -180754.810419 nChanged 42 SP:Iteration 6Q (4055.666558 sec): 3 clusters Score: Raw -183288.667361 + Penalty 2514.725292 = -180773.942069 nChanged 28 SP:Iteration 7Q (4055.709311 sec): 3 clusters Score: Raw -183303.091229 + Penalty 2514.725292 = -180788.365937 nChanged 22 SP:Iteration 8Q (4055.760626 sec): 3 clusters Score: Raw -183313.849606 + Penalty 2514.725292 = -180799.124314 nChanged 22 SP:Iteration 9Q (4055.819167 sec): 3 clusters Score: Raw -183323.954607 + Penalty 2514.725292 = -180809.229315 nChanged 17 SP:Iteration 10Q (4055.865184 sec): 3 clusters Score: Raw -183329.473859 + Penalty 2514.725292 = -180814.748567 nChanged 11 SP:Iteration 11Q (4055.914724 sec): 3 clusters Score: Raw -183332.214352 + Penalty 2514.725292 = -180817.489060 nChanged 6 SP:Iteration 12Q (4055.952439 sec): 3 clusters Score: Raw -183333.783026 + Penalty 2514.725292 = -180819.057734 nChanged 1 SP:Iteration 13Q (4056.006668 sec): 3 clusters Score: Raw -183334.015272 + Penalty 2514.725292 = -180819.289980 nChanged 4 SP:Iteration 14Q (4056.055495 sec): 3 clusters Score: Raw -183335.139566 + Penalty 2514.725292 = -180820.414274 nChanged 2 SP:Iteration 15Q (4056.095047 sec): 3 clusters Score: Raw -183336.028112 + Penalty 2514.725292 = -180821.302820 nChanged 1 SP:Iteration 16Q (4056.148287 sec): 3 clusters Score: Raw -183336.319155 + Penalty 2514.725292 = -180821.593863 nChanged 0 SP:Iteration 17F (4056.198067 sec): 3 clusters Score: Raw -183336.319155 + Penalty 2514.725292 = -180821.593863 nChanged 0 Trying to split cluster 21 (48906 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4056.295699 sec): 2 clusters Score: Raw -3992040.120647 + Penalty 1754.618997 = -3990285.501650 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4056.415625 sec): 3 clusters Score: Raw -3961113.697820 + Penalty 3509.237994 = -3957604.459826 nChanged 22904 SP:Iteration 1F (4056.545609 sec): 3 clusters Score: Raw -3974416.532290 + Penalty 3509.237994 = -3970907.294296 nChanged 2481 SP:Iteration 2F (4056.673825 sec): 3 clusters Score: Raw -3975458.199905 + Penalty 3509.237994 = -3971948.961911 nChanged 2672 SP:Iteration 3F (4056.806385 sec): 3 clusters Score: Raw -3976823.976750 + Penalty 3509.237994 = -3973314.738756 nChanged 2890 SP:Iteration 4F (4056.919893 sec): 3 clusters Score: Raw -3978628.297782 + Penalty 3509.237994 = -3975119.059787 nChanged 3266 SP:Iteration 5F (4057.040154 sec): 3 clusters Score: Raw -3981126.137731 + Penalty 3509.237994 = -3977616.899737 nChanged 3454 SP:Iteration 6F (4057.163896 sec): 3 clusters Score: Raw -3984066.054836 + Penalty 3509.237994 = -3980556.816841 nChanged 3155 SP:Iteration 7F (4057.281427 sec): 3 clusters Score: Raw -3986752.057816 + Penalty 3509.237994 = -3983242.819822 nChanged 2554 SP:Iteration 8F (4057.409654 sec): 3 clusters Score: Raw -3988726.713912 + Penalty 3509.237994 = -3985217.475917 nChanged 1776 SP:Iteration 9Q (4057.534581 sec): 3 clusters Score: Raw -3989816.642158 + Penalty 3509.237994 = -3986307.404164 nChanged 1189 SP:Iteration 10Q (4057.669280 sec): 3 clusters Score: Raw -3990347.598011 + Penalty 3509.237994 = -3986838.360017 nChanged 860 SP:Iteration 11Q (4057.800824 sec): 3 clusters Score: Raw -3990622.276886 + Penalty 3509.237994 = -3987113.038892 nChanged 581 SP:Iteration 12Q (4057.921650 sec): 3 clusters Score: Raw -3990786.520714 + Penalty 3509.237994 = -3987277.282720 nChanged 447 SP:Iteration 13Q (4058.044173 sec): 3 clusters Score: Raw -3990884.508449 + Penalty 3509.237994 = -3987375.270454 nChanged 372 SP:Iteration 14Q (4058.162877 sec): 3 clusters Score: Raw -3990953.425876 + Penalty 3509.237994 = -3987444.187882 nChanged 313 SP:Iteration 15Q (4058.296895 sec): 3 clusters Score: Raw -3991007.602858 + Penalty 3509.237994 = -3987498.364864 nChanged 268 SP:Iteration 16Q (4058.427287 sec): 3 clusters Score: Raw -3991053.948156 + Penalty 3509.237994 = -3987544.710162 nChanged 240 SP:Iteration 17Q (4058.547521 sec): 3 clusters Score: Raw -3991093.360053 + Penalty 3509.237994 = -3987584.122059 nChanged 227 SP:Iteration 18Q (4058.670738 sec): 3 clusters Score: Raw -3991127.942569 + Penalty 3509.237994 = -3987618.704575 nChanged 239 SP:Iteration 19Q (4058.788308 sec): 3 clusters Score: Raw -3991167.618873 + Penalty 3509.237994 = -3987658.380878 nChanged 250 SP:Iteration 20F (4058.916657 sec): 3 clusters Score: Raw -3991208.256965 + Penalty 3509.237994 = -3987699.018971 nChanged 224 SP:Iteration 21Q (4059.043079 sec): 3 clusters Score: Raw -3991245.710929 + Penalty 3509.237994 = -3987736.472935 nChanged 242 SP:Iteration 22Q (4059.153035 sec): 3 clusters Score: Raw -3991291.071425 + Penalty 3509.237994 = -3987781.833431 nChanged 270 SP:Iteration 23Q (4059.259593 sec): 3 clusters Score: Raw -3991345.878480 + Penalty 3509.237994 = -3987836.640486 nChanged 256 SP:Iteration 24Q (4059.387809 sec): 3 clusters Score: Raw -3991399.420020 + Penalty 3509.237994 = -3987890.182026 nChanged 244 SP:Iteration 25Q (4059.510582 sec): 3 clusters Score: Raw -3991459.262087 + Penalty 3509.237994 = -3987950.024093 nChanged 267 SP:Iteration 26Q (4059.631251 sec): 3 clusters Score: Raw -3991522.009501 + Penalty 3509.237994 = -3988012.771506 nChanged 256 SP:Iteration 27Q (4059.758975 sec): 3 clusters Score: Raw -3991585.065557 + Penalty 3509.237994 = -3988075.827563 nChanged 244 SP:Iteration 28Q (4059.875667 sec): 3 clusters Score: Raw -3991641.675978 + Penalty 3509.237994 = -3988132.437983 nChanged 250 SP:Iteration 29Q (4059.997939 sec): 3 clusters Score: Raw -3991706.866618 + Penalty 3509.237994 = -3988197.628624 nChanged 275 SP:Iteration 30Q (4060.110991 sec): 3 clusters Score: Raw -3991792.751874 + Penalty 3509.237994 = -3988283.513879 nChanged 259 SP:Iteration 31Q (4060.241611 sec): 3 clusters Score: Raw -3991868.052727 + Penalty 3509.237994 = -3988358.814733 nChanged 242 SP:Iteration 32Q (4060.365240 sec): 3 clusters Score: Raw -3991937.246424 + Penalty 3509.237994 = -3988428.008430 nChanged 254 SP:Iteration 33Q (4060.484963 sec): 3 clusters Score: Raw -3992020.518377 + Penalty 3509.237994 = -3988511.280382 nChanged 262 SP:Iteration 34Q (4060.609197 sec): 3 clusters Score: Raw -3992117.418892 + Penalty 3509.237994 = -3988608.180898 nChanged 267 SP:Iteration 35Q (4060.716045 sec): 3 clusters Score: Raw -3992223.990165 + Penalty 3509.237994 = -3988714.752171 nChanged 264 SP:Iteration 36Q (4060.818167 sec): 3 clusters Score: Raw -3992337.864895 + Penalty 3509.237994 = -3988828.626900 nChanged 252 SP:Iteration 37Q (4060.934966 sec): 3 clusters Score: Raw -3992449.705499 + Penalty 3509.237994 = -3988940.467504 nChanged 258 SP:Iteration 38Q (4061.046083 sec): 3 clusters Score: Raw -3992569.223009 + Penalty 3509.237994 = -3989059.985014 nChanged 244 SP:Iteration 39Q (4061.163869 sec): 3 clusters Score: Raw -3992683.210140 + Penalty 3509.237994 = -3989173.972146 nChanged 222 SP:Iteration 40F (4061.293978 sec): 3 clusters Score: Raw -3992768.068475 + Penalty 3509.237994 = -3989258.830481 nChanged 207 SP:Iteration 41Q (4061.415904 sec): 3 clusters Score: Raw -3992854.110436 + Penalty 3509.237994 = -3989344.872441 nChanged 191 SP:Iteration 42Q (4061.527514 sec): 3 clusters Score: Raw -3992927.869280 + Penalty 3509.237994 = -3989418.631286 nChanged 169 SP:Iteration 43Q (4061.648485 sec): 3 clusters Score: Raw -3992984.588505 + Penalty 3509.237994 = -3989475.350511 nChanged 155 SP:Iteration 44Q (4061.755456 sec): 3 clusters Score: Raw -3993032.977318 + Penalty 3509.237994 = -3989523.739324 nChanged 135 SP:Iteration 45Q (4061.873103 sec): 3 clusters Score: Raw -3993074.655726 + Penalty 3509.237994 = -3989565.417731 nChanged 112 SP:Iteration 46Q (4061.982590 sec): 3 clusters Score: Raw -3993107.596030 + Penalty 3509.237994 = -3989598.358035 nChanged 86 SP:Iteration 47Q (4062.098677 sec): 3 clusters Score: Raw -3993131.592929 + Penalty 3509.237994 = -3989622.354934 nChanged 93 SP:Iteration 48Q (4062.212368 sec): 3 clusters Score: Raw -3993153.016103 + Penalty 3509.237994 = -3989643.778108 nChanged 69 SP:Iteration 49Q (4062.326488 sec): 3 clusters Score: Raw -3993166.104328 + Penalty 3509.237994 = -3989656.866334 nChanged 56 SP:Iteration 50Q (4062.446638 sec): 3 clusters Score: Raw -3993174.439343 + Penalty 3509.237994 = -3989665.201349 nChanged 41 SP:Iteration 51Q (4062.559980 sec): 3 clusters Score: Raw -3993180.180255 + Penalty 3509.237994 = -3989670.942260 nChanged 32 SP:Iteration 52Q (4062.668366 sec): 3 clusters Score: Raw -3993184.428652 + Penalty 3509.237994 = -3989675.190657 nChanged 27 SP:Iteration 53Q (4062.780816 sec): 3 clusters Score: Raw -3993188.182059 + Penalty 3509.237994 = -3989678.944064 nChanged 30 SP:Iteration 54Q (4062.894015 sec): 3 clusters Score: Raw -3993193.538145 + Penalty 3509.237994 = -3989684.300150 nChanged 32 SP:Iteration 55Q (4063.013510 sec): 3 clusters Score: Raw -3993197.298678 + Penalty 3509.237994 = -3989688.060684 nChanged 16 SP:Iteration 56Q (4063.139231 sec): 3 clusters Score: Raw -3993198.792154 + Penalty 3509.237994 = -3989689.554159 nChanged 10 SP:Iteration 57Q (4063.249168 sec): 3 clusters Score: Raw -3993199.843249 + Penalty 3509.237994 = -3989690.605254 nChanged 9 SP:Iteration 58Q (4063.364121 sec): 3 clusters Score: Raw -3993200.696037 + Penalty 3509.237994 = -3989691.458043 nChanged 4 SP:Iteration 59Q (4063.480469 sec): 3 clusters Score: Raw -3993201.457617 + Penalty 3509.237994 = -3989692.219623 nChanged 6 SP:Iteration 60F (4063.614575 sec): 3 clusters Score: Raw -3993201.847485 + Penalty 3509.237994 = -3989692.609491 nChanged 1 SP:Iteration 61Q (4063.723169 sec): 3 clusters Score: Raw -3993201.908569 + Penalty 3509.237994 = -3989692.670574 nChanged 2 SP:Iteration 62Q (4063.828065 sec): 3 clusters Score: Raw -3993202.105184 + Penalty 3509.237994 = -3989692.867189 nChanged 2 SP:Iteration 63Q (4063.936828 sec): 3 clusters Score: Raw -3993202.288113 + Penalty 3509.237994 = -3989693.050118 nChanged 1 SP:Iteration 64Q (4064.061162 sec): 3 clusters Score: Raw -3993202.352049 + Penalty 3509.237994 = -3989693.114055 nChanged 0 SP:Iteration 65F (4064.188524 sec): 3 clusters Score: Raw -3993202.352049 + Penalty 3509.237994 = -3989693.114055 nChanged 0 Trying to split cluster 22 (2180 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4064.213720 sec): 2 clusters Score: Raw -144414.129728 + Penalty 1249.150525 = -143164.979203 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4064.262289 sec): 3 clusters Score: Raw -143496.351374 + Penalty 2498.301051 = -140998.050323 nChanged 804 SP:Iteration 1F (4064.312017 sec): 3 clusters Score: Raw -144135.986832 + Penalty 2498.301051 = -141637.685781 nChanged 182 SP:Iteration 2F (4064.349913 sec): 3 clusters Score: Raw -144350.784932 + Penalty 2498.301051 = -141852.483881 nChanged 147 SP:Iteration 3F (4064.401506 sec): 3 clusters Score: Raw -144528.989666 + Penalty 2498.301051 = -142030.688615 nChanged 123 SP:Iteration 4F (4064.445191 sec): 3 clusters Score: Raw -144692.703722 + Penalty 2498.301051 = -142194.402671 nChanged 114 SP:Iteration 5F (4064.478287 sec): 3 clusters Score: Raw -144844.463668 + Penalty 2498.301051 = -142346.162617 nChanged 102 SP:Iteration 6Q (4064.527169 sec): 3 clusters Score: Raw -144987.001860 + Penalty 2498.301051 = -142488.700810 nChanged 90 SP:Iteration 7Q (4064.570355 sec): 3 clusters Score: Raw -145099.941744 + Penalty 2498.301051 = -142601.640693 nChanged 90 SP:Iteration 8Q (4064.618447 sec): 3 clusters Score: Raw -145208.184976 + Penalty 2498.301051 = -142709.883925 nChanged 78 SP:Iteration 9Q (4064.673824 sec): 3 clusters Score: Raw -145310.313330 + Penalty 2498.301051 = -142812.012279 nChanged 55 SP:Iteration 10Q (4064.721231 sec): 3 clusters Score: Raw -145388.751445 + Penalty 2498.301051 = -142890.450394 nChanged 40 SP:Iteration 11Q (4064.760489 sec): 3 clusters Score: Raw -145423.772451 + Penalty 2498.301051 = -142925.471401 nChanged 27 SP:Iteration 12Q (4064.807415 sec): 3 clusters Score: Raw -145443.497059 + Penalty 2498.301051 = -142945.196008 nChanged 21 SP:Iteration 13Q (4064.852964 sec): 3 clusters Score: Raw -145454.549745 + Penalty 2498.301051 = -142956.248694 nChanged 10 SP:Iteration 14Q (4064.910353 sec): 3 clusters Score: Raw -145459.155904 + Penalty 2498.301051 = -142960.854854 nChanged 9 SP:Iteration 15Q (4064.956464 sec): 3 clusters Score: Raw -145465.098376 + Penalty 2498.301051 = -142966.797325 nChanged 12 SP:Iteration 16Q (4065.004085 sec): 3 clusters Score: Raw -145470.498107 + Penalty 2498.301051 = -142972.197056 nChanged 10 SP:Iteration 17Q (4065.052339 sec): 3 clusters Score: Raw -145476.716900 + Penalty 2498.301051 = -142978.415849 nChanged 7 SP:Iteration 18Q (4065.085484 sec): 3 clusters Score: Raw -145483.131920 + Penalty 2498.301051 = -142984.830870 nChanged 13 SP:Iteration 19Q (4065.141196 sec): 3 clusters Score: Raw -145490.873410 + Penalty 2498.301051 = -142992.572359 nChanged 12 SP:Iteration 20F (4065.183310 sec): 3 clusters Score: Raw -145497.031849 + Penalty 2498.301051 = -142998.730798 nChanged 5 SP:Iteration 21Q (4065.238604 sec): 3 clusters Score: Raw -145498.518042 + Penalty 2498.301051 = -143000.216992 nChanged 2 SP:Iteration 22Q (4065.294650 sec): 3 clusters Score: Raw -145499.336123 + Penalty 2498.301051 = -143001.035072 nChanged 0 SP:Iteration 23F (4065.342273 sec): 3 clusters Score: Raw -145499.336123 + Penalty 2498.301051 = -143001.035072 nChanged 0 Trying to split cluster 23 (3501 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4065.371133 sec): 2 clusters Score: Raw -261472.272963 + Penalty 1326.130637 = -260146.142326 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4065.425213 sec): 3 clusters Score: Raw -259779.237413 + Penalty 2652.261274 = -257126.976139 nChanged 1384 SP:Iteration 1F (4065.471798 sec): 3 clusters Score: Raw -260646.685545 + Penalty 2652.261274 = -257994.424270 nChanged 264 SP:Iteration 2F (4065.524455 sec): 3 clusters Score: Raw -260823.084973 + Penalty 2652.261274 = -258170.823698 nChanged 210 SP:Iteration 3F (4065.567637 sec): 3 clusters Score: Raw -260972.477766 + Penalty 2652.261274 = -258320.216492 nChanged 168 SP:Iteration 4Q (4065.631976 sec): 3 clusters Score: Raw -261088.483077 + Penalty 2652.261274 = -258436.221803 nChanged 164 SP:Iteration 5Q (4065.683960 sec): 3 clusters Score: Raw -261209.107287 + Penalty 2652.261274 = -258556.846013 nChanged 178 SP:Iteration 6F (4065.734223 sec): 3 clusters Score: Raw -261343.082387 + Penalty 2652.261274 = -258690.821113 nChanged 166 SP:Iteration 7Q (4065.781574 sec): 3 clusters Score: Raw -261495.439095 + Penalty 2652.261274 = -258843.177820 nChanged 161 SP:Iteration 8Q (4065.835006 sec): 3 clusters Score: Raw -261651.163499 + Penalty 2652.261274 = -258998.902225 nChanged 154 SP:Iteration 9Q (4065.878149 sec): 3 clusters Score: Raw -261783.010786 + Penalty 2652.261274 = -259130.749511 nChanged 109 SP:Iteration 10Q (4065.932085 sec): 3 clusters Score: Raw -261888.748180 + Penalty 2652.261274 = -259236.486906 nChanged 70 SP:Iteration 11Q (4065.976393 sec): 3 clusters Score: Raw -261945.019415 + Penalty 2652.261274 = -259292.758141 nChanged 57 SP:Iteration 12Q (4066.019999 sec): 3 clusters Score: Raw -261980.104251 + Penalty 2652.261274 = -259327.842976 nChanged 52 SP:Iteration 13Q (4066.059263 sec): 3 clusters Score: Raw -262006.953124 + Penalty 2652.261274 = -259354.691850 nChanged 35 SP:Iteration 14Q (4066.116129 sec): 3 clusters Score: Raw -262022.157443 + Penalty 2652.261274 = -259369.896168 nChanged 25 SP:Iteration 15Q (4066.149380 sec): 3 clusters Score: Raw -262033.108363 + Penalty 2652.261274 = -259380.847088 nChanged 21 SP:Iteration 16Q (4066.200460 sec): 3 clusters Score: Raw -262041.933636 + Penalty 2652.261274 = -259389.672362 nChanged 20 SP:Iteration 17Q (4066.251518 sec): 3 clusters Score: Raw -262046.686648 + Penalty 2652.261274 = -259394.425373 nChanged 10 SP:Iteration 18Q (4066.310791 sec): 3 clusters Score: Raw -262049.471647 + Penalty 2652.261274 = -259397.210373 nChanged 8 SP:Iteration 19Q (4066.349504 sec): 3 clusters Score: Raw -262051.997921 + Penalty 2652.261274 = -259399.736646 nChanged 8 SP:Iteration 20F (4066.397902 sec): 3 clusters Score: Raw -262055.570681 + Penalty 2652.261274 = -259403.309407 nChanged 4 SP:Iteration 21Q (4066.437689 sec): 3 clusters Score: Raw -262056.412833 + Penalty 2652.261274 = -259404.151559 nChanged 4 SP:Iteration 22Q (4066.492932 sec): 3 clusters Score: Raw -262057.811242 + Penalty 2652.261274 = -259405.549968 nChanged 3 SP:Iteration 23Q (4066.539459 sec): 3 clusters Score: Raw -262058.890685 + Penalty 2652.261274 = -259406.629411 nChanged 2 SP:Iteration 24Q (4066.602372 sec): 3 clusters Score: Raw -262060.075224 + Penalty 2652.261274 = -259407.813950 nChanged 3 SP:Iteration 25Q (4066.644089 sec): 3 clusters Score: Raw -262060.930069 + Penalty 2652.261274 = -259408.668794 nChanged 1 SP:Iteration 26Q (4066.692474 sec): 3 clusters Score: Raw -262061.307153 + Penalty 2652.261274 = -259409.045879 nChanged 2 SP:Iteration 27Q (4066.751141 sec): 3 clusters Score: Raw -262062.093859 + Penalty 2652.261274 = -259409.832585 nChanged 1 SP:Iteration 28Q (4066.800238 sec): 3 clusters Score: Raw -262062.177144 + Penalty 2652.261274 = -259409.915870 nChanged 0 SP:Iteration 29F (4066.843913 sec): 3 clusters Score: Raw -262062.177144 + Penalty 2652.261274 = -259409.915870 nChanged 0 Trying to split cluster 24 (8879 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4066.889309 sec): 2 clusters Score: Raw -723895.238830 + Penalty 1477.359685 = -722417.879145 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4066.947224 sec): 3 clusters Score: Raw -718917.026405 + Penalty 2954.719371 = -715962.307034 nChanged 3818 SP:Iteration 1F (4067.002515 sec): 3 clusters Score: Raw -721050.235895 + Penalty 2954.719371 = -718095.516524 nChanged 593 SP:Iteration 2F (4067.057644 sec): 3 clusters Score: Raw -721335.814664 + Penalty 2954.719371 = -718381.095293 nChanged 473 SP:Iteration 3F (4067.121459 sec): 3 clusters Score: Raw -721572.603294 + Penalty 2954.719371 = -718617.883923 nChanged 431 SP:Iteration 4Q (4067.187486 sec): 3 clusters Score: Raw -721814.171192 + Penalty 2954.719371 = -718859.451821 nChanged 428 SP:Iteration 5Q (4067.241634 sec): 3 clusters Score: Raw -722051.440469 + Penalty 2954.719371 = -719096.721098 nChanged 423 SP:Iteration 6Q (4067.310260 sec): 3 clusters Score: Raw -722321.001485 + Penalty 2954.719371 = -719366.282114 nChanged 435 SP:Iteration 7Q (4067.358081 sec): 3 clusters Score: Raw -722623.395489 + Penalty 2954.719371 = -719668.676119 nChanged 432 SP:Iteration 8Q (4067.420282 sec): 3 clusters Score: Raw -722966.314812 + Penalty 2954.719371 = -720011.595442 nChanged 416 SP:Iteration 9Q (4067.492115 sec): 3 clusters Score: Raw -723313.277187 + Penalty 2954.719371 = -720358.557816 nChanged 326 SP:Iteration 10Q (4067.545459 sec): 3 clusters Score: Raw -723594.789723 + Penalty 2954.719371 = -720640.070353 nChanged 242 SP:Iteration 11Q (4067.611108 sec): 3 clusters Score: Raw -723802.708419 + Penalty 2954.719371 = -720847.989048 nChanged 158 SP:Iteration 12Q (4067.668588 sec): 3 clusters Score: Raw -723934.578757 + Penalty 2954.719371 = -720979.859386 nChanged 105 SP:Iteration 13Q (4067.718445 sec): 3 clusters Score: Raw -724027.023906 + Penalty 2954.719371 = -721072.304535 nChanged 72 SP:Iteration 14Q (4067.780995 sec): 3 clusters Score: Raw -724095.585702 + Penalty 2954.719371 = -721140.866332 nChanged 45 SP:Iteration 15Q (4067.834396 sec): 3 clusters Score: Raw -724134.589560 + Penalty 2954.719371 = -721179.870190 nChanged 31 SP:Iteration 16Q (4067.895562 sec): 3 clusters Score: Raw -724161.809405 + Penalty 2954.719371 = -721207.090034 nChanged 14 SP:Iteration 17Q (4067.955976 sec): 3 clusters Score: Raw -724174.412600 + Penalty 2954.719371 = -721219.693229 nChanged 10 SP:Iteration 18Q (4068.009144 sec): 3 clusters Score: Raw -724183.200092 + Penalty 2954.719371 = -721228.480721 nChanged 7 SP:Iteration 19Q (4068.073880 sec): 3 clusters Score: Raw -724189.894539 + Penalty 2954.719371 = -721235.175168 nChanged 8 SP:Iteration 20F (4068.127450 sec): 3 clusters Score: Raw -724198.158927 + Penalty 2954.719371 = -721243.439556 nChanged 4 SP:Iteration 21Q (4068.175321 sec): 3 clusters Score: Raw -724201.159898 + Penalty 2954.719371 = -721246.440527 nChanged 4 SP:Iteration 22Q (4068.231905 sec): 3 clusters Score: Raw -724204.791784 + Penalty 2954.719371 = -721250.072413 nChanged 6 SP:Iteration 23Q (4068.290411 sec): 3 clusters Score: Raw -724208.626942 + Penalty 2954.719371 = -721253.907572 nChanged 2 SP:Iteration 24Q (4068.360442 sec): 3 clusters Score: Raw -724210.214657 + Penalty 2954.719371 = -721255.495286 nChanged 3 SP:Iteration 25Q (4068.397629 sec): 3 clusters Score: Raw -724212.672309 + Penalty 2954.719371 = -721257.952939 nChanged 4 SP:Iteration 26Q (4068.456393 sec): 3 clusters Score: Raw -724214.855999 + Penalty 2954.719371 = -721260.136628 nChanged 3 SP:Iteration 27Q (4068.524523 sec): 3 clusters Score: Raw -724218.665664 + Penalty 2954.719371 = -721263.946293 nChanged 2 SP:Iteration 28Q (4068.581664 sec): 3 clusters Score: Raw -724220.849308 + Penalty 2954.719371 = -721266.129937 nChanged 1 SP:Iteration 29Q (4068.630599 sec): 3 clusters Score: Raw -724221.762364 + Penalty 2954.719371 = -721267.042994 nChanged 2 SP:Iteration 30Q (4068.690692 sec): 3 clusters Score: Raw -724224.248237 + Penalty 2954.719371 = -721269.528866 nChanged 2 SP:Iteration 31Q (4068.748014 sec): 3 clusters Score: Raw -724226.711272 + Penalty 2954.719371 = -721271.991902 nChanged 2 SP:Iteration 32Q (4068.807738 sec): 3 clusters Score: Raw -724229.401424 + Penalty 2954.719371 = -721274.682054 nChanged 0 SP:Iteration 33F (4068.873542 sec): 3 clusters Score: Raw -724229.401424 + Penalty 2954.719371 = -721274.682054 nChanged 0 Trying to split cluster 25 (120102 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4069.069723 sec): 2 clusters Score: Raw -9948720.671710 + Penalty 1900.615707 = -9946820.056002 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4069.321830 sec): 3 clusters Score: Raw -9870104.777407 + Penalty 3801.231415 = -9866303.545992 nChanged 57536 SP:Iteration 1F (4069.569083 sec): 3 clusters Score: Raw -9905252.162062 + Penalty 3801.231415 = -9901450.930647 nChanged 5816 SP:Iteration 2Q (4069.819889 sec): 3 clusters Score: Raw -9907696.985260 + Penalty 3801.231415 = -9903895.753846 nChanged 6948 SP:Iteration 3F (4070.056265 sec): 3 clusters Score: Raw -9911514.401278 + Penalty 3801.231415 = -9907713.169864 nChanged 8173 SP:Iteration 4F (4070.297262 sec): 3 clusters Score: Raw -9917228.173238 + Penalty 3801.231415 = -9913426.941824 nChanged 8824 SP:Iteration 5F (4070.548021 sec): 3 clusters Score: Raw -9924622.059195 + Penalty 3801.231415 = -9920820.827781 nChanged 7953 SP:Iteration 6F (4070.796807 sec): 3 clusters Score: Raw -9931926.207413 + Penalty 3801.231415 = -9928124.975998 nChanged 5908 SP:Iteration 7Q (4071.052057 sec): 3 clusters Score: Raw -9937337.552611 + Penalty 3801.231415 = -9933536.321197 nChanged 3978 SP:Iteration 8Q (4071.279801 sec): 3 clusters Score: Raw -9940623.758091 + Penalty 3801.231415 = -9936822.526676 nChanged 2716 SP:Iteration 9Q (4071.507008 sec): 3 clusters Score: Raw -9942524.837719 + Penalty 3801.231415 = -9938723.606305 nChanged 1988 SP:Iteration 10Q (4071.737008 sec): 3 clusters Score: Raw -9943756.658240 + Penalty 3801.231415 = -9939955.426826 nChanged 1476 SP:Iteration 11Q (4071.961466 sec): 3 clusters Score: Raw -9944642.756177 + Penalty 3801.231415 = -9940841.524762 nChanged 1215 SP:Iteration 12Q (4072.171393 sec): 3 clusters Score: Raw -9945355.617723 + Penalty 3801.231415 = -9941554.386308 nChanged 1067 SP:Iteration 13Q (4072.384052 sec): 3 clusters Score: Raw -9945932.503271 + Penalty 3801.231415 = -9942131.271856 nChanged 924 SP:Iteration 14Q (4072.604722 sec): 3 clusters Score: Raw -9946407.643891 + Penalty 3801.231415 = -9942606.412476 nChanged 822 SP:Iteration 15Q (4072.838756 sec): 3 clusters Score: Raw -9946823.262820 + Penalty 3801.231415 = -9943022.031406 nChanged 719 SP:Iteration 16Q (4073.052486 sec): 3 clusters Score: Raw -9947174.096878 + Penalty 3801.231415 = -9943372.865463 nChanged 682 SP:Iteration 17Q (4073.274808 sec): 3 clusters Score: Raw -9947495.569939 + Penalty 3801.231415 = -9943694.338525 nChanged 569 SP:Iteration 18Q (4073.559116 sec): 3 clusters Score: Raw -9947744.829465 + Penalty 3801.231415 = -9943943.598051 nChanged 502 SP:Iteration 19Q (4073.759818 sec): 3 clusters Score: Raw -9947952.289570 + Penalty 3801.231415 = -9944151.058155 nChanged 428 SP:Iteration 20F (4074.008769 sec): 3 clusters Score: Raw -9948122.840410 + Penalty 3801.231415 = -9944321.608996 nChanged 387 SP:Iteration 21Q (4074.225208 sec): 3 clusters Score: Raw -9948273.174960 + Penalty 3801.231415 = -9944471.943545 nChanged 346 SP:Iteration 22Q (4074.463255 sec): 3 clusters Score: Raw -9948410.012261 + Penalty 3801.231415 = -9944608.780846 nChanged 280 SP:Iteration 23Q (4074.662732 sec): 3 clusters Score: Raw -9948516.791940 + Penalty 3801.231415 = -9944715.560525 nChanged 248 SP:Iteration 24Q (4074.866252 sec): 3 clusters Score: Raw -9948610.462471 + Penalty 3801.231415 = -9944809.231057 nChanged 209 SP:Iteration 25Q (4075.082882 sec): 3 clusters Score: Raw -9948681.337556 + Penalty 3801.231415 = -9944880.106141 nChanged 166 SP:Iteration 26Q (4075.279820 sec): 3 clusters Score: Raw -9948735.533292 + Penalty 3801.231415 = -9944934.301877 nChanged 147 SP:Iteration 27Q (4075.482080 sec): 3 clusters Score: Raw -9948780.514007 + Penalty 3801.231415 = -9944979.282592 nChanged 128 SP:Iteration 28Q (4075.688267 sec): 3 clusters Score: Raw -9948817.672523 + Penalty 3801.231415 = -9945016.441108 nChanged 105 SP:Iteration 29Q (4075.896267 sec): 3 clusters Score: Raw -9948848.032850 + Penalty 3801.231415 = -9945046.801435 nChanged 97 SP:Iteration 30Q (4076.104255 sec): 3 clusters Score: Raw -9948878.260545 + Penalty 3801.231415 = -9945077.029130 nChanged 81 SP:Iteration 31Q (4076.319049 sec): 3 clusters Score: Raw -9948905.346295 + Penalty 3801.231415 = -9945104.114881 nChanged 67 SP:Iteration 32Q (4076.521767 sec): 3 clusters Score: Raw -9948930.241913 + Penalty 3801.231415 = -9945129.010498 nChanged 68 SP:Iteration 33Q (4076.721443 sec): 3 clusters Score: Raw -9948953.986569 + Penalty 3801.231415 = -9945152.755154 nChanged 55 SP:Iteration 34Q (4076.932616 sec): 3 clusters Score: Raw -9948970.420071 + Penalty 3801.231415 = -9945169.188656 nChanged 40 SP:Iteration 35Q (4077.135953 sec): 3 clusters Score: Raw -9948983.686089 + Penalty 3801.231415 = -9945182.454674 nChanged 44 SP:Iteration 36Q (4077.345926 sec): 3 clusters Score: Raw -9949000.756891 + Penalty 3801.231415 = -9945199.525477 nChanged 44 SP:Iteration 37Q (4077.554430 sec): 3 clusters Score: Raw -9949016.017968 + Penalty 3801.231415 = -9945214.786553 nChanged 48 SP:Iteration 38Q (4077.763170 sec): 3 clusters Score: Raw -9949032.309576 + Penalty 3801.231415 = -9945231.078161 nChanged 38 SP:Iteration 39Q (4077.937790 sec): 3 clusters Score: Raw -9949044.931017 + Penalty 3801.231415 = -9945243.699602 nChanged 31 SP:Iteration 40F (4078.175426 sec): 3 clusters Score: Raw -9949053.528302 + Penalty 3801.231415 = -9945252.296887 nChanged 23 SP:Iteration 41Q (4078.376727 sec): 3 clusters Score: Raw -9949059.387750 + Penalty 3801.231415 = -9945258.156335 nChanged 14 SP:Iteration 42Q (4078.585675 sec): 3 clusters Score: Raw -9949063.050477 + Penalty 3801.231415 = -9945261.819062 nChanged 17 SP:Iteration 43Q (4078.797765 sec): 3 clusters Score: Raw -9949068.187489 + Penalty 3801.231415 = -9945266.956074 nChanged 16 SP:Iteration 44Q (4078.995221 sec): 3 clusters Score: Raw -9949071.937319 + Penalty 3801.231415 = -9945270.705904 nChanged 13 SP:Iteration 45Q (4079.199079 sec): 3 clusters Score: Raw -9949075.210489 + Penalty 3801.231415 = -9945273.979074 nChanged 11 SP:Iteration 46Q (4079.392545 sec): 3 clusters Score: Raw -9949078.065183 + Penalty 3801.231415 = -9945276.833768 nChanged 7 SP:Iteration 47Q (4079.578820 sec): 3 clusters Score: Raw -9949079.628069 + Penalty 3801.231415 = -9945278.396654 nChanged 3 SP:Iteration 48Q (4079.781070 sec): 3 clusters Score: Raw -9949080.304722 + Penalty 3801.231415 = -9945279.073308 nChanged 5 SP:Iteration 49Q (4079.983637 sec): 3 clusters Score: Raw -9949081.693734 + Penalty 3801.231415 = -9945280.462319 nChanged 4 SP:Iteration 50Q (4080.180257 sec): 3 clusters Score: Raw -9949082.388263 + Penalty 3801.231415 = -9945281.156848 nChanged 1 SP:Iteration 51Q (4080.391651 sec): 3 clusters Score: Raw -9949082.511824 + Penalty 3801.231415 = -9945281.280409 nChanged 2 SP:Iteration 52Q (4080.590575 sec): 3 clusters Score: Raw -9949083.262464 + Penalty 3801.231415 = -9945282.031049 nChanged 1 SP:Iteration 53Q (4080.775604 sec): 3 clusters Score: Raw -9949083.471370 + Penalty 3801.231415 = -9945282.239955 nChanged 2 SP:Iteration 54Q (4080.985793 sec): 3 clusters Score: Raw -9949083.712552 + Penalty 3801.231415 = -9945282.481137 nChanged 1 SP:Iteration 55Q (4081.179804 sec): 3 clusters Score: Raw -9949083.855356 + Penalty 3801.231415 = -9945282.623942 nChanged 1 SP:Iteration 56Q (4081.403937 sec): 3 clusters Score: Raw -9949084.127717 + Penalty 3801.231415 = -9945282.896303 nChanged 1 SP:Iteration 57Q (4081.598688 sec): 3 clusters Score: Raw -9949084.386389 + Penalty 3801.231415 = -9945283.154975 nChanged 2 SP:Iteration 58Q (4081.812019 sec): 3 clusters Score: Raw -9949085.034602 + Penalty 3801.231415 = -9945283.803187 nChanged 4 SP:Iteration 59Q (4082.024537 sec): 3 clusters Score: Raw -9949086.003431 + Penalty 3801.231415 = -9945284.772016 nChanged 1 SP:Iteration 60F (4082.269769 sec): 3 clusters Score: Raw -9949086.350334 + Penalty 3801.231415 = -9945285.118919 nChanged 0 Trying to split cluster 26 (862 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4082.302029 sec): 2 clusters Score: Raw -59178.546070 + Penalty 1098.378981 = -58080.167089 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4082.339707 sec): 3 clusters Score: Raw -58921.131665 + Penalty 2196.757963 = -56724.373702 nChanged 255 SP:Iteration 1F (4082.384829 sec): 3 clusters Score: Raw -59167.021925 + Penalty 2196.757963 = -56970.263962 nChanged 70 SP:Iteration 2F (4082.421754 sec): 3 clusters Score: Raw -59249.837055 + Penalty 2196.757963 = -57053.079092 nChanged 42 SP:Iteration 3Q (4082.473203 sec): 3 clusters Score: Raw -59291.056227 + Penalty 2196.757963 = -57094.298264 nChanged 26 SP:Iteration 4Q (4082.508131 sec): 3 clusters Score: Raw -59322.414223 + Penalty 2196.757963 = -57125.656260 nChanged 22 SP:Iteration 5Q (4082.557542 sec): 3 clusters Score: Raw -59351.077879 + Penalty 2196.757963 = -57154.319916 nChanged 13 SP:Iteration 6Q (4082.597972 sec): 3 clusters Score: Raw -59368.914875 + Penalty 2196.757963 = -57172.156912 nChanged 8 SP:Iteration 7Q (4082.645555 sec): 3 clusters Score: Raw -59372.773840 + Penalty 2196.757963 = -57176.015877 nChanged 4 SP:Iteration 8Q (4082.697017 sec): 3 clusters Score: Raw -59376.779528 + Penalty 2196.757963 = -57180.021565 nChanged 2 SP:Iteration 9Q (4082.730298 sec): 3 clusters Score: Raw -59378.492859 + Penalty 2196.757963 = -57181.734896 nChanged 1 SP:Iteration 10Q (4082.775260 sec): 3 clusters Score: Raw -59379.969206 + Penalty 2196.757963 = -57183.211243 nChanged 2 SP:Iteration 11Q (4082.817399 sec): 3 clusters Score: Raw -59381.573626 + Penalty 2196.757963 = -57184.815663 nChanged 2 SP:Iteration 12Q (4082.863744 sec): 3 clusters Score: Raw -59385.426080 + Penalty 2196.757963 = -57188.668117 nChanged 1 SP:Iteration 13Q (4082.916262 sec): 3 clusters Score: Raw -59385.883745 + Penalty 2196.757963 = -57189.125782 nChanged 1 SP:Iteration 14Q (4082.955020 sec): 3 clusters Score: Raw -59390.788852 + Penalty 2196.757963 = -57194.030889 nChanged 4 SP:Iteration 15Q (4083.003305 sec): 3 clusters Score: Raw -59402.732546 + Penalty 2196.757963 = -57205.974583 nChanged 6 SP:Iteration 16Q (4083.036305 sec): 3 clusters Score: Raw -59408.645536 + Penalty 2196.757963 = -57211.887573 nChanged 5 SP:Iteration 17Q (4083.088657 sec): 3 clusters Score: Raw -59413.329729 + Penalty 2196.757963 = -57216.571766 nChanged 3 SP:Iteration 18Q (4083.122567 sec): 3 clusters Score: Raw -59416.120495 + Penalty 2196.757963 = -57219.362532 nChanged 3 SP:Iteration 19Q (4083.170383 sec): 3 clusters Score: Raw -59418.870410 + Penalty 2196.757963 = -57222.112447 nChanged 3 SP:Iteration 20F (4083.215682 sec): 3 clusters Score: Raw -59421.950492 + Penalty 2196.757963 = -57225.192529 nChanged 3 SP:Iteration 21Q (4083.256024 sec): 3 clusters Score: Raw -59424.353794 + Penalty 2196.757963 = -57227.595831 nChanged 1 SP:Iteration 22Q (4083.303954 sec): 3 clusters Score: Raw -59424.830969 + Penalty 2196.757963 = -57228.073006 nChanged 1 SP:Iteration 23Q (4083.347531 sec): 3 clusters Score: Raw -59425.533208 + Penalty 2196.757963 = -57228.775245 nChanged 1 SP:Iteration 24Q (4083.392735 sec): 3 clusters Score: Raw -59425.963929 + Penalty 2196.757963 = -57229.205966 nChanged 0 SP:Iteration 25F (4083.442300 sec): 3 clusters Score: Raw -59425.963929 + Penalty 2196.757963 = -57229.205966 nChanged 0 Trying to split cluster 27 (5222 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4083.475825 sec): 2 clusters Score: Raw -439523.058248 + Penalty 1391.103309 = -438131.954939 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4083.531133 sec): 3 clusters Score: Raw -436771.324980 + Penalty 2782.206619 = -433989.118362 nChanged 2117 SP:Iteration 1F (4083.569809 sec): 3 clusters Score: Raw -437995.914967 + Penalty 2782.206619 = -435213.708348 nChanged 402 SP:Iteration 2F (4083.620768 sec): 3 clusters Score: Raw -438228.880253 + Penalty 2782.206619 = -435446.673634 nChanged 312 SP:Iteration 3F (4083.670278 sec): 3 clusters Score: Raw -438410.466785 + Penalty 2782.206619 = -435628.260166 nChanged 271 SP:Iteration 4F (4083.716012 sec): 3 clusters Score: Raw -438563.926080 + Penalty 2782.206619 = -435781.719462 nChanged 218 SP:Iteration 5Q (4083.770266 sec): 3 clusters Score: Raw -438687.300926 + Penalty 2782.206619 = -435905.094308 nChanged 214 SP:Iteration 6Q (4083.826093 sec): 3 clusters Score: Raw -438825.260970 + Penalty 2782.206619 = -436043.054351 nChanged 193 SP:Iteration 7Q (4083.877755 sec): 3 clusters Score: Raw -438935.528961 + Penalty 2782.206619 = -436153.322342 nChanged 187 SP:Iteration 8Q (4083.930693 sec): 3 clusters Score: Raw -439050.385924 + Penalty 2782.206619 = -436268.179306 nChanged 165 SP:Iteration 9Q (4083.984532 sec): 3 clusters Score: Raw -439161.884096 + Penalty 2782.206619 = -436379.677478 nChanged 140 SP:Iteration 10Q (4084.038078 sec): 3 clusters Score: Raw -439248.515438 + Penalty 2782.206619 = -436466.308819 nChanged 129 SP:Iteration 11Q (4084.083724 sec): 3 clusters Score: Raw -439332.547409 + Penalty 2782.206619 = -436550.340791 nChanged 103 SP:Iteration 12Q (4084.137095 sec): 3 clusters Score: Raw -439400.252283 + Penalty 2782.206619 = -436618.045664 nChanged 81 SP:Iteration 13Q (4084.201376 sec): 3 clusters Score: Raw -439447.686844 + Penalty 2782.206619 = -436665.480226 nChanged 62 SP:Iteration 14Q (4084.246241 sec): 3 clusters Score: Raw -439483.672199 + Penalty 2782.206619 = -436701.465581 nChanged 65 SP:Iteration 15Q (4084.294976 sec): 3 clusters Score: Raw -439523.906645 + Penalty 2782.206619 = -436741.700026 nChanged 60 SP:Iteration 16Q (4084.354699 sec): 3 clusters Score: Raw -439558.288791 + Penalty 2782.206619 = -436776.082172 nChanged 44 SP:Iteration 17Q (4084.408137 sec): 3 clusters Score: Raw -439588.120190 + Penalty 2782.206619 = -436805.913571 nChanged 45 SP:Iteration 18Q (4084.450660 sec): 3 clusters Score: Raw -439612.857458 + Penalty 2782.206619 = -436830.650839 nChanged 40 SP:Iteration 19Q (4084.503845 sec): 3 clusters Score: Raw -439635.908289 + Penalty 2782.206619 = -436853.701671 nChanged 45 SP:Iteration 20F (4084.556339 sec): 3 clusters Score: Raw -439661.557741 + Penalty 2782.206619 = -436879.351123 nChanged 33 SP:Iteration 21Q (4084.609738 sec): 3 clusters Score: Raw -439678.082491 + Penalty 2782.206619 = -436895.875873 nChanged 19 SP:Iteration 22Q (4084.663071 sec): 3 clusters Score: Raw -439685.451036 + Penalty 2782.206619 = -436903.244417 nChanged 17 SP:Iteration 23Q (4084.717519 sec): 3 clusters Score: Raw -439694.967441 + Penalty 2782.206619 = -436912.760823 nChanged 21 SP:Iteration 24Q (4084.778427 sec): 3 clusters Score: Raw -439705.178031 + Penalty 2782.206619 = -436922.971413 nChanged 18 SP:Iteration 25Q (4084.828982 sec): 3 clusters Score: Raw -439714.463860 + Penalty 2782.206619 = -436932.257242 nChanged 24 SP:Iteration 26Q (4084.888087 sec): 3 clusters Score: Raw -439722.636942 + Penalty 2782.206619 = -436940.430323 nChanged 11 SP:Iteration 27Q (4084.943530 sec): 3 clusters Score: Raw -439727.084112 + Penalty 2782.206619 = -436944.877494 nChanged 7 SP:Iteration 28Q (4085.001323 sec): 3 clusters Score: Raw -439730.199414 + Penalty 2782.206619 = -436947.992796 nChanged 11 SP:Iteration 29Q (4085.055702 sec): 3 clusters Score: Raw -439734.945745 + Penalty 2782.206619 = -436952.739126 nChanged 4 SP:Iteration 30Q (4085.107553 sec): 3 clusters Score: Raw -439736.352719 + Penalty 2782.206619 = -436954.146101 nChanged 2 SP:Iteration 31Q (4085.155759 sec): 3 clusters Score: Raw -439737.028874 + Penalty 2782.206619 = -436954.822256 nChanged 1 SP:Iteration 32Q (4085.218881 sec): 3 clusters Score: Raw -439737.259235 + Penalty 2782.206619 = -436955.052617 nChanged 0 SP:Iteration 33F (4085.269803 sec): 3 clusters Score: Raw -439737.259235 + Penalty 2782.206619 = -436955.052617 nChanged 0 Trying to split cluster 28 (9782 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4085.315641 sec): 2 clusters Score: Raw -765144.211048 + Penalty 1493.098627 = -763651.112422 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4085.382188 sec): 3 clusters Score: Raw -759605.716750 + Penalty 2986.197253 = -756619.519497 nChanged 4296 SP:Iteration 1F (4085.435802 sec): 3 clusters Score: Raw -762002.920922 + Penalty 2986.197253 = -759016.723669 nChanged 639 SP:Iteration 2F (4085.509458 sec): 3 clusters Score: Raw -762312.357494 + Penalty 2986.197253 = -759326.160240 nChanged 508 SP:Iteration 3F (4085.573579 sec): 3 clusters Score: Raw -762555.614119 + Penalty 2986.197253 = -759569.416866 nChanged 459 SP:Iteration 4Q (4085.624181 sec): 3 clusters Score: Raw -762799.447439 + Penalty 2986.197253 = -759813.250186 nChanged 454 SP:Iteration 5Q (4085.682274 sec): 3 clusters Score: Raw -763065.414144 + Penalty 2986.197253 = -760079.216890 nChanged 462 SP:Iteration 6Q (4085.747923 sec): 3 clusters Score: Raw -763367.830242 + Penalty 2986.197253 = -760381.632989 nChanged 511 SP:Iteration 7F (4085.809563 sec): 3 clusters Score: Raw -763710.391664 + Penalty 2986.197253 = -760724.194411 nChanged 512 SP:Iteration 8F (4085.879979 sec): 3 clusters Score: Raw -764080.128555 + Penalty 2986.197253 = -761093.931302 nChanged 527 SP:Iteration 9F (4085.935275 sec): 3 clusters Score: Raw -764447.131845 + Penalty 2986.197253 = -761460.934592 nChanged 500 SP:Iteration 10F (4086.007392 sec): 3 clusters Score: Raw -764785.452396 + Penalty 2986.197253 = -761799.255143 nChanged 428 SP:Iteration 11Q (4086.065681 sec): 3 clusters Score: Raw -765052.481303 + Penalty 2986.197253 = -762066.284050 nChanged 348 SP:Iteration 12Q (4086.133925 sec): 3 clusters Score: Raw -765261.590331 + Penalty 2986.197253 = -762275.393077 nChanged 284 SP:Iteration 13Q (4086.196673 sec): 3 clusters Score: Raw -765395.407125 + Penalty 2986.197253 = -762409.209872 nChanged 222 SP:Iteration 14Q (4086.263483 sec): 3 clusters Score: Raw -765472.207219 + Penalty 2986.197253 = -762486.009965 nChanged 136 SP:Iteration 15Q (4086.327242 sec): 3 clusters Score: Raw -765517.090065 + Penalty 2986.197253 = -762530.892812 nChanged 107 SP:Iteration 16Q (4086.386658 sec): 3 clusters Score: Raw -765547.332201 + Penalty 2986.197253 = -762561.134948 nChanged 96 SP:Iteration 17Q (4086.453127 sec): 3 clusters Score: Raw -765569.425250 + Penalty 2986.197253 = -762583.227996 nChanged 84 SP:Iteration 18Q (4086.518987 sec): 3 clusters Score: Raw -765592.431628 + Penalty 2986.197253 = -762606.234374 nChanged 91 SP:Iteration 19Q (4086.584536 sec): 3 clusters Score: Raw -765615.466041 + Penalty 2986.197253 = -762629.268787 nChanged 76 SP:Iteration 20F (4086.648269 sec): 3 clusters Score: Raw -765635.298649 + Penalty 2986.197253 = -762649.101396 nChanged 64 SP:Iteration 21Q (4086.711960 sec): 3 clusters Score: Raw -765647.661834 + Penalty 2986.197253 = -762661.464580 nChanged 49 SP:Iteration 22Q (4086.774476 sec): 3 clusters Score: Raw -765657.686913 + Penalty 2986.197253 = -762671.489660 nChanged 45 SP:Iteration 23Q (4086.839391 sec): 3 clusters Score: Raw -765668.690154 + Penalty 2986.197253 = -762682.492900 nChanged 43 SP:Iteration 24Q (4086.905622 sec): 3 clusters Score: Raw -765677.731753 + Penalty 2986.197253 = -762691.534499 nChanged 48 SP:Iteration 25Q (4086.967835 sec): 3 clusters Score: Raw -765686.873461 + Penalty 2986.197253 = -762700.676208 nChanged 39 SP:Iteration 26Q (4087.027975 sec): 3 clusters Score: Raw -765694.086250 + Penalty 2986.197253 = -762707.888997 nChanged 39 SP:Iteration 27Q (4087.082720 sec): 3 clusters Score: Raw -765700.336487 + Penalty 2986.197253 = -762714.139234 nChanged 28 SP:Iteration 28Q (4087.148904 sec): 3 clusters Score: Raw -765705.048536 + Penalty 2986.197253 = -762718.851283 nChanged 40 SP:Iteration 29Q (4087.208131 sec): 3 clusters Score: Raw -765712.036240 + Penalty 2986.197253 = -762725.838987 nChanged 36 SP:Iteration 30Q (4087.275674 sec): 3 clusters Score: Raw -765718.747101 + Penalty 2986.197253 = -762732.549848 nChanged 26 SP:Iteration 31Q (4087.340455 sec): 3 clusters Score: Raw -765722.942581 + Penalty 2986.197253 = -762736.745328 nChanged 26 SP:Iteration 32Q (4087.393368 sec): 3 clusters Score: Raw -765726.897089 + Penalty 2986.197253 = -762740.699836 nChanged 26 SP:Iteration 33Q (4087.458867 sec): 3 clusters Score: Raw -765730.933000 + Penalty 2986.197253 = -762744.735747 nChanged 22 SP:Iteration 34Q (4087.526655 sec): 3 clusters Score: Raw -765735.978869 + Penalty 2986.197253 = -762749.781616 nChanged 26 SP:Iteration 35Q (4087.593795 sec): 3 clusters Score: Raw -765740.936181 + Penalty 2986.197253 = -762754.738927 nChanged 27 SP:Iteration 36Q (4087.648024 sec): 3 clusters Score: Raw -765745.996011 + Penalty 2986.197253 = -762759.798757 nChanged 32 SP:Iteration 37Q (4087.711608 sec): 3 clusters Score: Raw -765752.842470 + Penalty 2986.197253 = -762766.645217 nChanged 24 SP:Iteration 38Q (4087.763982 sec): 3 clusters Score: Raw -765759.077281 + Penalty 2986.197253 = -762772.880028 nChanged 24 SP:Iteration 39Q (4087.824055 sec): 3 clusters Score: Raw -765763.758391 + Penalty 2986.197253 = -762777.561138 nChanged 22 SP:Iteration 40F (4087.889946 sec): 3 clusters Score: Raw -765767.639978 + Penalty 2986.197253 = -762781.442725 nChanged 19 SP:Iteration 41Q (4087.950222 sec): 3 clusters Score: Raw -765771.174526 + Penalty 2986.197253 = -762784.977273 nChanged 14 SP:Iteration 42Q (4088.014855 sec): 3 clusters Score: Raw -765773.872048 + Penalty 2986.197253 = -762787.674794 nChanged 17 SP:Iteration 43Q (4088.090739 sec): 3 clusters Score: Raw -765778.178663 + Penalty 2986.197253 = -762791.981410 nChanged 15 SP:Iteration 44Q (4088.151102 sec): 3 clusters Score: Raw -765781.311162 + Penalty 2986.197253 = -762795.113909 nChanged 16 SP:Iteration 45Q (4088.214397 sec): 3 clusters Score: Raw -765785.123145 + Penalty 2986.197253 = -762798.925892 nChanged 17 SP:Iteration 46Q (4088.270472 sec): 3 clusters Score: Raw -765789.152165 + Penalty 2986.197253 = -762802.954912 nChanged 21 SP:Iteration 47Q (4088.332769 sec): 3 clusters Score: Raw -765793.806092 + Penalty 2986.197253 = -762807.608839 nChanged 19 SP:Iteration 48Q (4088.393110 sec): 3 clusters Score: Raw -765797.345781 + Penalty 2986.197253 = -762811.148528 nChanged 20 SP:Iteration 49Q (4088.453599 sec): 3 clusters Score: Raw -765800.964004 + Penalty 2986.197253 = -762814.766751 nChanged 19 SP:Iteration 50Q (4088.504666 sec): 3 clusters Score: Raw -765805.215816 + Penalty 2986.197253 = -762819.018563 nChanged 24 SP:Iteration 51Q (4088.573440 sec): 3 clusters Score: Raw -765811.396289 + Penalty 2986.197253 = -762825.199036 nChanged 29 SP:Iteration 52Q (4088.622934 sec): 3 clusters Score: Raw -765819.898454 + Penalty 2986.197253 = -762833.701201 nChanged 30 SP:Iteration 53Q (4088.690898 sec): 3 clusters Score: Raw -765827.713412 + Penalty 2986.197253 = -762841.516159 nChanged 25 SP:Iteration 54Q (4088.752902 sec): 3 clusters Score: Raw -765833.522635 + Penalty 2986.197253 = -762847.325381 nChanged 21 SP:Iteration 55Q (4088.801955 sec): 3 clusters Score: Raw -765838.263787 + Penalty 2986.197253 = -762852.066534 nChanged 24 SP:Iteration 56Q (4088.862714 sec): 3 clusters Score: Raw -765843.559776 + Penalty 2986.197253 = -762857.362523 nChanged 26 SP:Iteration 57Q (4088.934635 sec): 3 clusters Score: Raw -765850.989359 + Penalty 2986.197253 = -762864.792106 nChanged 34 SP:Iteration 58Q (4088.999707 sec): 3 clusters Score: Raw -765860.296769 + Penalty 2986.197253 = -762874.099516 nChanged 38 SP:Iteration 59Q (4089.049526 sec): 3 clusters Score: Raw -765870.385781 + Penalty 2986.197253 = -762884.188528 nChanged 37 SP:Iteration 60F (4089.117045 sec): 3 clusters Score: Raw -765880.102776 + Penalty 2986.197253 = -762893.905523 nChanged 39 SP:Iteration 61Q (4089.168447 sec): 3 clusters Score: Raw -765888.427428 + Penalty 2986.197253 = -762902.230175 nChanged 29 SP:Iteration 62Q (4089.223101 sec): 3 clusters Score: Raw -765892.495704 + Penalty 2986.197253 = -762906.298451 nChanged 22 SP:Iteration 63Q (4089.277370 sec): 3 clusters Score: Raw -765896.339018 + Penalty 2986.197253 = -762910.141765 nChanged 26 SP:Iteration 64Q (4089.341794 sec): 3 clusters Score: Raw -765901.295266 + Penalty 2986.197253 = -762915.098013 nChanged 22 SP:Iteration 65Q (4089.400321 sec): 3 clusters Score: Raw -765906.099739 + Penalty 2986.197253 = -762919.902485 nChanged 25 SP:Iteration 66Q (4089.465462 sec): 3 clusters Score: Raw -765910.686305 + Penalty 2986.197253 = -762924.489051 nChanged 20 SP:Iteration 67Q (4089.514654 sec): 3 clusters Score: Raw -765914.306007 + Penalty 2986.197253 = -762928.108754 nChanged 15 SP:Iteration 68Q (4089.580546 sec): 3 clusters Score: Raw -765917.020536 + Penalty 2986.197253 = -762930.823282 nChanged 15 SP:Iteration 69Q (4089.626541 sec): 3 clusters Score: Raw -765918.940794 + Penalty 2986.197253 = -762932.743540 nChanged 16 SP:Iteration 70Q (4089.682125 sec): 3 clusters Score: Raw -765921.306999 + Penalty 2986.197253 = -762935.109745 nChanged 16 SP:Iteration 71Q (4089.749153 sec): 3 clusters Score: Raw -765923.416331 + Penalty 2986.197253 = -762937.219078 nChanged 14 SP:Iteration 72Q (4089.795531 sec): 3 clusters Score: Raw -765926.050602 + Penalty 2986.197253 = -762939.853349 nChanged 12 SP:Iteration 73Q (4089.853761 sec): 3 clusters Score: Raw -765927.993923 + Penalty 2986.197253 = -762941.796669 nChanged 12 SP:Iteration 74Q (4089.912824 sec): 3 clusters Score: Raw -765929.899257 + Penalty 2986.197253 = -762943.702003 nChanged 10 SP:Iteration 75Q (4089.972521 sec): 3 clusters Score: Raw -765931.619688 + Penalty 2986.197253 = -762945.422435 nChanged 8 SP:Iteration 76Q (4090.029131 sec): 3 clusters Score: Raw -765933.588105 + Penalty 2986.197253 = -762947.390852 nChanged 8 SP:Iteration 77Q (4090.080923 sec): 3 clusters Score: Raw -765935.098194 + Penalty 2986.197253 = -762948.900941 nChanged 5 SP:Iteration 78Q (4090.140985 sec): 3 clusters Score: Raw -765935.876732 + Penalty 2986.197253 = -762949.679478 nChanged 6 SP:Iteration 79Q (4090.186904 sec): 3 clusters Score: Raw -765936.889937 + Penalty 2986.197253 = -762950.692684 nChanged 8 SP:Iteration 80F (4090.245976 sec): 3 clusters Score: Raw -765939.185427 + Penalty 2986.197253 = -762952.988173 nChanged 10 SP:Iteration 81Q (4090.298574 sec): 3 clusters Score: Raw -765940.756947 + Penalty 2986.197253 = -762954.559694 nChanged 9 SP:Iteration 82Q (4090.353477 sec): 3 clusters Score: Raw -765942.480993 + Penalty 2986.197253 = -762956.283739 nChanged 9 SP:Iteration 83Q (4090.421811 sec): 3 clusters Score: Raw -765944.004770 + Penalty 2986.197253 = -762957.807517 nChanged 3 SP:Iteration 84Q (4090.473679 sec): 3 clusters Score: Raw -765944.301680 + Penalty 2986.197253 = -762958.104427 nChanged 3 SP:Iteration 85Q (4090.533909 sec): 3 clusters Score: Raw -765944.817030 + Penalty 2986.197253 = -762958.619776 nChanged 5 SP:Iteration 86Q (4090.588003 sec): 3 clusters Score: Raw -765945.661531 + Penalty 2986.197253 = -762959.464278 nChanged 3 SP:Iteration 87Q (4090.652431 sec): 3 clusters Score: Raw -765945.974627 + Penalty 2986.197253 = -762959.777374 nChanged 3 SP:Iteration 88Q (4090.711439 sec): 3 clusters Score: Raw -765946.343727 + Penalty 2986.197253 = -762960.146474 nChanged 2 SP:Iteration 89Q (4090.771879 sec): 3 clusters Score: Raw -765946.635389 + Penalty 2986.197253 = -762960.438136 nChanged 3 SP:Iteration 90Q (4090.817548 sec): 3 clusters Score: Raw -765947.019839 + Penalty 2986.197253 = -762960.822586 nChanged 3 SP:Iteration 91Q (4090.880470 sec): 3 clusters Score: Raw -765947.534497 + Penalty 2986.197253 = -762961.337244 nChanged 3 SP:Iteration 92Q (4090.937673 sec): 3 clusters Score: Raw -765947.892580 + Penalty 2986.197253 = -762961.695327 nChanged 2 SP:Iteration 93Q (4090.994537 sec): 3 clusters Score: Raw -765948.118415 + Penalty 2986.197253 = -762961.921162 nChanged 0 SP:Iteration 94F (4091.047729 sec): 3 clusters Score: Raw -765948.118415 + Penalty 2986.197253 = -762961.921162 nChanged 0 Trying to split cluster 29 (8912 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4091.083444 sec): 2 clusters Score: Raw -656201.460252 + Penalty 1477.962519 = -654723.497733 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4091.142304 sec): 3 clusters Score: Raw -651215.173758 + Penalty 2955.925038 = -648259.248720 nChanged 3866 SP:Iteration 1F (4091.209557 sec): 3 clusters Score: Raw -653642.039650 + Penalty 2955.925038 = -650686.114612 nChanged 777 SP:Iteration 2F (4091.257636 sec): 3 clusters Score: Raw -654318.773260 + Penalty 2955.925038 = -651362.848222 nChanged 721 SP:Iteration 3F (4091.316400 sec): 3 clusters Score: Raw -655008.700400 + Penalty 2955.925038 = -652052.775362 nChanged 665 SP:Iteration 4F (4091.373315 sec): 3 clusters Score: Raw -655628.989217 + Penalty 2955.925038 = -652673.064179 nChanged 557 SP:Iteration 5F (4091.433242 sec): 3 clusters Score: Raw -656088.047312 + Penalty 2955.925038 = -653132.122274 nChanged 418 SP:Iteration 6Q (4091.484055 sec): 3 clusters Score: Raw -656351.694543 + Penalty 2955.925038 = -653395.769505 nChanged 311 SP:Iteration 7Q (4091.544323 sec): 3 clusters Score: Raw -656497.300900 + Penalty 2955.925038 = -653541.375863 nChanged 200 SP:Iteration 8Q (4091.604857 sec): 3 clusters Score: Raw -656578.286574 + Penalty 2955.925038 = -653622.361537 nChanged 130 SP:Iteration 9Q (4091.657447 sec): 3 clusters Score: Raw -656611.918403 + Penalty 2955.925038 = -653655.993365 nChanged 92 SP:Iteration 10Q (4091.718672 sec): 3 clusters Score: Raw -656631.934700 + Penalty 2955.925038 = -653676.009662 nChanged 59 SP:Iteration 11Q (4091.765357 sec): 3 clusters Score: Raw -656642.197111 + Penalty 2955.925038 = -653686.272074 nChanged 35 SP:Iteration 12Q (4091.832084 sec): 3 clusters Score: Raw -656648.114213 + Penalty 2955.925038 = -653692.189175 nChanged 34 SP:Iteration 13Q (4091.895692 sec): 3 clusters Score: Raw -656655.140472 + Penalty 2955.925038 = -653699.215434 nChanged 26 SP:Iteration 14Q (4091.949678 sec): 3 clusters Score: Raw -656659.361449 + Penalty 2955.925038 = -653703.436412 nChanged 22 SP:Iteration 15Q (4092.008813 sec): 3 clusters Score: Raw -656662.626440 + Penalty 2955.925038 = -653706.701403 nChanged 21 SP:Iteration 16Q (4092.068201 sec): 3 clusters Score: Raw -656665.475469 + Penalty 2955.925038 = -653709.550431 nChanged 19 SP:Iteration 17Q (4092.116860 sec): 3 clusters Score: Raw -656668.795803 + Penalty 2955.925038 = -653712.870765 nChanged 16 SP:Iteration 18Q (4092.179583 sec): 3 clusters Score: Raw -656670.855379 + Penalty 2955.925038 = -653714.930341 nChanged 13 SP:Iteration 19Q (4092.246473 sec): 3 clusters Score: Raw -656672.990808 + Penalty 2955.925038 = -653717.065771 nChanged 15 SP:Iteration 20F (4092.295813 sec): 3 clusters Score: Raw -656674.436270 + Penalty 2955.925038 = -653718.511233 nChanged 8 SP:Iteration 21Q (4092.352653 sec): 3 clusters Score: Raw -656675.314629 + Penalty 2955.925038 = -653719.389591 nChanged 5 SP:Iteration 22Q (4092.416986 sec): 3 clusters Score: Raw -656675.843893 + Penalty 2955.925038 = -653719.918855 nChanged 6 SP:Iteration 23Q (4092.473286 sec): 3 clusters Score: Raw -656676.492752 + Penalty 2955.925038 = -653720.567714 nChanged 6 SP:Iteration 24Q (4092.543418 sec): 3 clusters Score: Raw -656676.858042 + Penalty 2955.925038 = -653720.933004 nChanged 4 SP:Iteration 25Q (4092.595524 sec): 3 clusters Score: Raw -656677.303158 + Penalty 2955.925038 = -653721.378120 nChanged 5 SP:Iteration 26Q (4092.648795 sec): 3 clusters Score: Raw -656677.718344 + Penalty 2955.925038 = -653721.793306 nChanged 6 SP:Iteration 27Q (4092.710577 sec): 3 clusters Score: Raw -656678.417949 + Penalty 2955.925038 = -653722.492911 nChanged 7 SP:Iteration 28Q (4092.779179 sec): 3 clusters Score: Raw -656679.355112 + Penalty 2955.925038 = -653723.430074 nChanged 4 SP:Iteration 29Q (4092.842378 sec): 3 clusters Score: Raw -656679.922359 + Penalty 2955.925038 = -653723.997321 nChanged 3 SP:Iteration 30Q (4092.900137 sec): 3 clusters Score: Raw -656680.340695 + Penalty 2955.925038 = -653724.415658 nChanged 1 SP:Iteration 31Q (4092.958041 sec): 3 clusters Score: Raw -656680.446139 + Penalty 2955.925038 = -653724.521101 nChanged 3 SP:Iteration 32Q (4093.012843 sec): 3 clusters Score: Raw -656680.662671 + Penalty 2955.925038 = -653724.737633 nChanged 1 SP:Iteration 33Q (4093.074117 sec): 3 clusters Score: Raw -656680.723678 + Penalty 2955.925038 = -653724.798640 nChanged 0 SP:Iteration 34F (4093.134847 sec): 3 clusters Score: Raw -656680.723678 + Penalty 2955.925038 = -653724.798640 nChanged 0 Trying to split cluster 30 (8562 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4093.169570 sec): 2 clusters Score: Raw -673186.314609 + Penalty 1471.451977 = -671714.862632 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4093.222940 sec): 3 clusters Score: Raw -668446.127764 + Penalty 2942.903953 = -665503.223810 nChanged 3623 SP:Iteration 1F (4093.283628 sec): 3 clusters Score: Raw -670481.010884 + Penalty 2942.903953 = -667538.106931 nChanged 621 SP:Iteration 2F (4093.338459 sec): 3 clusters Score: Raw -670863.085300 + Penalty 2942.903953 = -667920.181347 nChanged 567 SP:Iteration 3F (4093.400300 sec): 3 clusters Score: Raw -671244.690060 + Penalty 2942.903953 = -668301.786107 nChanged 571 SP:Iteration 4F (4093.462630 sec): 3 clusters Score: Raw -671701.669355 + Penalty 2942.903953 = -668758.765402 nChanged 574 SP:Iteration 5F (4093.523865 sec): 3 clusters Score: Raw -672164.212928 + Penalty 2942.903953 = -669221.308975 nChanged 485 SP:Iteration 6F (4093.569424 sec): 3 clusters Score: Raw -672525.488358 + Penalty 2942.903953 = -669582.584405 nChanged 438 SP:Iteration 7F (4093.638527 sec): 3 clusters Score: Raw -672855.096273 + Penalty 2942.903953 = -669912.192320 nChanged 377 SP:Iteration 8Q (4093.686887 sec): 3 clusters Score: Raw -673122.299149 + Penalty 2942.903953 = -670179.395196 nChanged 285 SP:Iteration 9Q (4093.739369 sec): 3 clusters Score: Raw -673310.618156 + Penalty 2942.903953 = -670367.714203 nChanged 208 SP:Iteration 10Q (4093.806578 sec): 3 clusters Score: Raw -673445.591872 + Penalty 2942.903953 = -670502.687919 nChanged 178 SP:Iteration 11Q (4093.859834 sec): 3 clusters Score: Raw -673545.732342 + Penalty 2942.903953 = -670602.828389 nChanged 135 SP:Iteration 12Q (4093.925697 sec): 3 clusters Score: Raw -673606.684937 + Penalty 2942.903953 = -670663.780984 nChanged 117 SP:Iteration 13Q (4093.988995 sec): 3 clusters Score: Raw -673670.021903 + Penalty 2942.903953 = -670727.117950 nChanged 126 SP:Iteration 14Q (4094.052420 sec): 3 clusters Score: Raw -673749.356676 + Penalty 2942.903953 = -670806.452722 nChanged 121 SP:Iteration 15Q (4094.108395 sec): 3 clusters Score: Raw -673815.280166 + Penalty 2942.903953 = -670872.376213 nChanged 112 SP:Iteration 16Q (4094.172252 sec): 3 clusters Score: Raw -673875.127969 + Penalty 2942.903953 = -670932.224016 nChanged 113 SP:Iteration 17Q (4094.231187 sec): 3 clusters Score: Raw -673937.873578 + Penalty 2942.903953 = -670994.969625 nChanged 102 SP:Iteration 18Q (4094.279276 sec): 3 clusters Score: Raw -673993.784256 + Penalty 2942.903953 = -671050.880302 nChanged 96 SP:Iteration 19Q (4094.341873 sec): 3 clusters Score: Raw -674048.641319 + Penalty 2942.903953 = -671105.737366 nChanged 92 SP:Iteration 20F (4094.404981 sec): 3 clusters Score: Raw -674098.811576 + Penalty 2942.903953 = -671155.907623 nChanged 83 SP:Iteration 21Q (4094.465148 sec): 3 clusters Score: Raw -674147.679568 + Penalty 2942.903953 = -671204.775615 nChanged 79 SP:Iteration 22Q (4094.535523 sec): 3 clusters Score: Raw -674189.011374 + Penalty 2942.903953 = -671246.107421 nChanged 75 SP:Iteration 23Q (4094.591373 sec): 3 clusters Score: Raw -674229.389057 + Penalty 2942.903953 = -671286.485103 nChanged 76 SP:Iteration 24Q (4094.644427 sec): 3 clusters Score: Raw -674269.721911 + Penalty 2942.903953 = -671326.817957 nChanged 63 SP:Iteration 25Q (4094.699128 sec): 3 clusters Score: Raw -674305.591693 + Penalty 2942.903953 = -671362.687739 nChanged 67 SP:Iteration 26Q (4094.770462 sec): 3 clusters Score: Raw -674353.917606 + Penalty 2942.903953 = -671411.013653 nChanged 52 SP:Iteration 27Q (4094.831236 sec): 3 clusters Score: Raw -674384.735939 + Penalty 2942.903953 = -671441.831986 nChanged 51 SP:Iteration 28Q (4094.889136 sec): 3 clusters Score: Raw -674415.128868 + Penalty 2942.903953 = -671472.224915 nChanged 44 SP:Iteration 29Q (4094.949449 sec): 3 clusters Score: Raw -674443.597346 + Penalty 2942.903953 = -671500.693393 nChanged 45 SP:Iteration 30Q (4094.997007 sec): 3 clusters Score: Raw -674475.527826 + Penalty 2942.903953 = -671532.623872 nChanged 42 SP:Iteration 31Q (4095.064085 sec): 3 clusters Score: Raw -674506.811978 + Penalty 2942.903953 = -671563.908025 nChanged 33 SP:Iteration 32Q (4095.126104 sec): 3 clusters Score: Raw -674532.978815 + Penalty 2942.903953 = -671590.074862 nChanged 22 SP:Iteration 33Q (4095.181759 sec): 3 clusters Score: Raw -674548.523608 + Penalty 2942.903953 = -671605.619654 nChanged 22 SP:Iteration 34Q (4095.244877 sec): 3 clusters Score: Raw -674571.308492 + Penalty 2942.903953 = -671628.404539 nChanged 19 SP:Iteration 35Q (4095.293577 sec): 3 clusters Score: Raw -674587.408107 + Penalty 2942.903953 = -671644.504153 nChanged 18 SP:Iteration 36Q (4095.365229 sec): 3 clusters Score: Raw -674601.079984 + Penalty 2942.903953 = -671658.176031 nChanged 17 SP:Iteration 37Q (4095.418287 sec): 3 clusters Score: Raw -674609.458462 + Penalty 2942.903953 = -671666.554509 nChanged 7 SP:Iteration 38Q (4095.464867 sec): 3 clusters Score: Raw -674613.277677 + Penalty 2942.903953 = -671670.373724 nChanged 5 SP:Iteration 39Q (4095.531935 sec): 3 clusters Score: Raw -674614.937404 + Penalty 2942.903953 = -671672.033451 nChanged 3 SP:Iteration 40F (4095.589781 sec): 3 clusters Score: Raw -674615.729176 + Penalty 2942.903953 = -671672.825223 nChanged 0 Trying to split cluster 31 (2631 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4095.630812 sec): 2 clusters Score: Raw -212255.996380 + Penalty 1279.706883 = -210976.289496 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4095.672988 sec): 3 clusters Score: Raw -211059.824592 + Penalty 2559.413766 = -208500.410826 nChanged 1028 SP:Iteration 1F (4095.727115 sec): 3 clusters Score: Raw -211708.708646 + Penalty 2559.413766 = -209149.294880 nChanged 215 SP:Iteration 2F (4095.778253 sec): 3 clusters Score: Raw -211861.839580 + Penalty 2559.413766 = -209302.425814 nChanged 151 SP:Iteration 3F (4095.838412 sec): 3 clusters Score: Raw -211969.760592 + Penalty 2559.413766 = -209410.346825 nChanged 117 SP:Iteration 4Q (4095.888582 sec): 3 clusters Score: Raw -212057.290620 + Penalty 2559.413766 = -209497.876853 nChanged 78 SP:Iteration 5Q (4095.937816 sec): 3 clusters Score: Raw -212116.778908 + Penalty 2559.413766 = -209557.365142 nChanged 71 SP:Iteration 6Q (4095.981734 sec): 3 clusters Score: Raw -212164.909022 + Penalty 2559.413766 = -209605.495255 nChanged 78 SP:Iteration 7Q (4096.038507 sec): 3 clusters Score: Raw -212217.194731 + Penalty 2559.413766 = -209657.780965 nChanged 69 SP:Iteration 8Q (4096.077848 sec): 3 clusters Score: Raw -212262.080877 + Penalty 2559.413766 = -209702.667110 nChanged 59 SP:Iteration 9Q (4096.132591 sec): 3 clusters Score: Raw -212311.740258 + Penalty 2559.413766 = -209752.326491 nChanged 73 SP:Iteration 10Q (4096.176145 sec): 3 clusters Score: Raw -212394.246519 + Penalty 2559.413766 = -209834.832753 nChanged 88 SP:Iteration 11Q (4096.234562 sec): 3 clusters Score: Raw -212488.974620 + Penalty 2559.413766 = -209929.560854 nChanged 98 SP:Iteration 12Q (4096.290212 sec): 3 clusters Score: Raw -212596.604900 + Penalty 2559.413766 = -210037.191134 nChanged 104 SP:Iteration 13Q (4096.344820 sec): 3 clusters Score: Raw -212799.718594 + Penalty 2559.413766 = -210240.304827 nChanged 129 SP:Iteration 14Q (4096.398673 sec): 3 clusters Score: Raw -213121.213360 + Penalty 2559.413766 = -210561.799593 nChanged 139 SP:Iteration 15F (4096.452187 sec): 3 clusters Score: Raw -213406.215564 + Penalty 2559.413766 = -210846.801797 nChanged 126 SP:Iteration 16Q (4096.496476 sec): 3 clusters Score: Raw -213627.735718 + Penalty 2559.413766 = -211068.321951 nChanged 108 SP:Iteration 17Q (4096.536439 sec): 3 clusters Score: Raw -213812.397191 + Penalty 2559.413766 = -211252.983425 nChanged 72 SP:Iteration 18Q (4096.596337 sec): 3 clusters Score: Raw -213926.879939 + Penalty 2559.413766 = -211367.466172 nChanged 44 SP:Iteration 19Q (4096.636376 sec): 3 clusters Score: Raw -213973.666151 + Penalty 2559.413766 = -211414.252385 nChanged 26 SP:Iteration 20F (4096.695106 sec): 3 clusters Score: Raw -213998.484523 + Penalty 2559.413766 = -211439.070756 nChanged 16 SP:Iteration 21Q (4096.746812 sec): 3 clusters Score: Raw -214013.199788 + Penalty 2559.413766 = -211453.786022 nChanged 14 SP:Iteration 22Q (4096.790057 sec): 3 clusters Score: Raw -214021.401116 + Penalty 2559.413766 = -211461.987350 nChanged 4 SP:Iteration 23Q (4096.851665 sec): 3 clusters Score: Raw -214023.701265 + Penalty 2559.413766 = -211464.287498 nChanged 5 SP:Iteration 24Q (4096.905748 sec): 3 clusters Score: Raw -214029.103628 + Penalty 2559.413766 = -211469.689862 nChanged 6 SP:Iteration 25Q (4096.958476 sec): 3 clusters Score: Raw -214032.036618 + Penalty 2559.413766 = -211472.622852 nChanged 4 SP:Iteration 26Q (4097.010626 sec): 3 clusters Score: Raw -214033.799857 + Penalty 2559.413766 = -211474.386091 nChanged 2 SP:Iteration 27Q (4097.052680 sec): 3 clusters Score: Raw -214034.561227 + Penalty 2559.413766 = -211475.147461 nChanged 0 SP:Iteration 28F (4097.103926 sec): 3 clusters Score: Raw -214034.561227 + Penalty 2559.413766 = -211475.147461 nChanged 0 Score: Raw -49138529.993623 + Penalty 86742.445374 = -49051787.548249 Splitting cluster 31 changes total score from -49051994.233353 to -49051787.548249 So it's not getting split. Trying to split cluster 32 (1510 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4112.776593 sec): 2 clusters Score: Raw -116096.018666 + Penalty 1189.478051 = -114906.540614 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4112.816506 sec): 3 clusters Score: Raw -115543.013824 + Penalty 2378.956102 = -113164.057722 nChanged 499 SP:Iteration 1F (4112.879022 sec): 3 clusters Score: Raw -116035.958635 + Penalty 2378.956102 = -113657.002533 nChanged 140 SP:Iteration 2F (4112.932866 sec): 3 clusters Score: Raw -116175.915117 + Penalty 2378.956102 = -113796.959015 nChanged 77 SP:Iteration 3F (4112.975051 sec): 3 clusters Score: Raw -116246.564062 + Penalty 2378.956102 = -113867.607960 nChanged 50 SP:Iteration 4Q (4113.020105 sec): 3 clusters Score: Raw -116287.644859 + Penalty 2378.956102 = -113908.688757 nChanged 36 SP:Iteration 5Q (4113.071525 sec): 3 clusters Score: Raw -116315.856900 + Penalty 2378.956102 = -113936.900797 nChanged 24 SP:Iteration 6Q (4113.120685 sec): 3 clusters Score: Raw -116330.516639 + Penalty 2378.956102 = -113951.560537 nChanged 17 SP:Iteration 7Q (4113.175741 sec): 3 clusters Score: Raw -116340.125799 + Penalty 2378.956102 = -113961.169696 nChanged 11 SP:Iteration 8Q (4113.222823 sec): 3 clusters Score: Raw -116348.691994 + Penalty 2378.956102 = -113969.735892 nChanged 12 SP:Iteration 9Q (4113.276054 sec): 3 clusters Score: Raw -116356.764565 + Penalty 2378.956102 = -113977.808463 nChanged 8 SP:Iteration 10Q (4113.330260 sec): 3 clusters Score: Raw -116360.557932 + Penalty 2378.956102 = -113981.601830 nChanged 7 SP:Iteration 11Q (4113.379755 sec): 3 clusters Score: Raw -116363.235969 + Penalty 2378.956102 = -113984.279867 nChanged 4 SP:Iteration 12Q (4113.421264 sec): 3 clusters Score: Raw -116364.707636 + Penalty 2378.956102 = -113985.751534 nChanged 4 SP:Iteration 13Q (4113.472780 sec): 3 clusters Score: Raw -116366.020254 + Penalty 2378.956102 = -113987.064152 nChanged 2 SP:Iteration 14Q (4113.527057 sec): 3 clusters Score: Raw -116366.733078 + Penalty 2378.956102 = -113987.776976 nChanged 0 SP:Iteration 15F (4113.571530 sec): 3 clusters Score: Raw -116366.733078 + Penalty 2378.956102 = -113987.776976 nChanged 0 Trying to split cluster 33 (18893 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4113.634501 sec): 2 clusters Score: Raw -1592823.767807 + Penalty 1600.063849 = -1591223.703959 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4113.714111 sec): 3 clusters Score: Raw -1581579.913069 + Penalty 3200.127698 = -1578379.785371 nChanged 8531 SP:Iteration 1F (4113.795495 sec): 3 clusters Score: Raw -1586529.546825 + Penalty 3200.127698 = -1583329.419127 nChanged 1377 SP:Iteration 2F (4113.876681 sec): 3 clusters Score: Raw -1587369.622595 + Penalty 3200.127698 = -1584169.494898 nChanged 1411 SP:Iteration 3F (4113.957333 sec): 3 clusters Score: Raw -1588338.225255 + Penalty 3200.127698 = -1585138.097557 nChanged 1392 SP:Iteration 4F (4114.023547 sec): 3 clusters Score: Raw -1589319.767179 + Penalty 3200.127698 = -1586119.639482 nChanged 1274 SP:Iteration 5F (4114.099600 sec): 3 clusters Score: Raw -1590188.755215 + Penalty 3200.127698 = -1586988.627518 nChanged 1075 SP:Iteration 6F (4114.177741 sec): 3 clusters Score: Raw -1590845.509171 + Penalty 3200.127698 = -1587645.381473 nChanged 798 SP:Iteration 7Q (4114.258430 sec): 3 clusters Score: Raw -1591276.031704 + Penalty 3200.127698 = -1588075.904007 nChanged 609 SP:Iteration 8Q (4114.341229 sec): 3 clusters Score: Raw -1591602.061756 + Penalty 3200.127698 = -1588401.934058 nChanged 478 SP:Iteration 9Q (4114.424315 sec): 3 clusters Score: Raw -1591849.802170 + Penalty 3200.127698 = -1588649.674472 nChanged 384 SP:Iteration 10Q (4114.505862 sec): 3 clusters Score: Raw -1592030.957446 + Penalty 3200.127698 = -1588830.829748 nChanged 293 SP:Iteration 11Q (4114.588347 sec): 3 clusters Score: Raw -1592168.774484 + Penalty 3200.127698 = -1588968.646787 nChanged 244 SP:Iteration 12Q (4114.658925 sec): 3 clusters Score: Raw -1592279.788468 + Penalty 3200.127698 = -1589079.660770 nChanged 219 SP:Iteration 13Q (4114.749069 sec): 3 clusters Score: Raw -1592369.508377 + Penalty 3200.127698 = -1589169.380680 nChanged 180 SP:Iteration 14Q (4114.828113 sec): 3 clusters Score: Raw -1592451.132658 + Penalty 3200.127698 = -1589251.004961 nChanged 167 SP:Iteration 15Q (4114.905473 sec): 3 clusters Score: Raw -1592527.868533 + Penalty 3200.127698 = -1589327.740835 nChanged 143 SP:Iteration 16Q (4114.984007 sec): 3 clusters Score: Raw -1592586.267789 + Penalty 3200.127698 = -1589386.140091 nChanged 137 SP:Iteration 17Q (4115.059552 sec): 3 clusters Score: Raw -1592643.593047 + Penalty 3200.127698 = -1589443.465349 nChanged 120 SP:Iteration 18Q (4115.142178 sec): 3 clusters Score: Raw -1592690.328954 + Penalty 3200.127698 = -1589490.201256 nChanged 100 SP:Iteration 19Q (4115.220563 sec): 3 clusters Score: Raw -1592729.940466 + Penalty 3200.127698 = -1589529.812769 nChanged 72 SP:Iteration 20F (4115.301321 sec): 3 clusters Score: Raw -1592766.524693 + Penalty 3200.127698 = -1589566.396996 nChanged 78 SP:Iteration 21Q (4115.379341 sec): 3 clusters Score: Raw -1592809.295001 + Penalty 3200.127698 = -1589609.167304 nChanged 79 SP:Iteration 22Q (4115.440821 sec): 3 clusters Score: Raw -1592857.077278 + Penalty 3200.127698 = -1589656.949580 nChanged 60 SP:Iteration 23Q (4115.517253 sec): 3 clusters Score: Raw -1592887.626459 + Penalty 3200.127698 = -1589687.498761 nChanged 43 SP:Iteration 24Q (4115.594596 sec): 3 clusters Score: Raw -1592912.892399 + Penalty 3200.127698 = -1589712.764701 nChanged 47 SP:Iteration 25Q (4115.668106 sec): 3 clusters Score: Raw -1592938.232659 + Penalty 3200.127698 = -1589738.104962 nChanged 41 SP:Iteration 26Q (4115.737608 sec): 3 clusters Score: Raw -1592959.037803 + Penalty 3200.127698 = -1589758.910105 nChanged 35 SP:Iteration 27Q (4115.801405 sec): 3 clusters Score: Raw -1592975.972690 + Penalty 3200.127698 = -1589775.844992 nChanged 27 SP:Iteration 28Q (4115.862337 sec): 3 clusters Score: Raw -1592989.087317 + Penalty 3200.127698 = -1589788.959620 nChanged 21 SP:Iteration 29Q (4115.935945 sec): 3 clusters Score: Raw -1592999.427559 + Penalty 3200.127698 = -1589799.299862 nChanged 20 SP:Iteration 30Q (4116.002026 sec): 3 clusters Score: Raw -1593008.686146 + Penalty 3200.127698 = -1589808.558448 nChanged 18 SP:Iteration 31Q (4116.073665 sec): 3 clusters Score: Raw -1593018.125246 + Penalty 3200.127698 = -1589817.997548 nChanged 18 SP:Iteration 32Q (4116.147942 sec): 3 clusters Score: Raw -1593025.607005 + Penalty 3200.127698 = -1589825.479307 nChanged 9 SP:Iteration 33Q (4116.213187 sec): 3 clusters Score: Raw -1593028.267040 + Penalty 3200.127698 = -1589828.139342 nChanged 11 SP:Iteration 34Q (4116.284115 sec): 3 clusters Score: Raw -1593033.452904 + Penalty 3200.127698 = -1589833.325206 nChanged 14 SP:Iteration 35Q (4116.360532 sec): 3 clusters Score: Raw -1593042.502532 + Penalty 3200.127698 = -1589842.374834 nChanged 16 SP:Iteration 36Q (4116.437397 sec): 3 clusters Score: Raw -1593050.596879 + Penalty 3200.127698 = -1589850.469182 nChanged 13 SP:Iteration 37Q (4116.503543 sec): 3 clusters Score: Raw -1593057.050302 + Penalty 3200.127698 = -1589856.922604 nChanged 14 SP:Iteration 38Q (4116.584693 sec): 3 clusters Score: Raw -1593068.107475 + Penalty 3200.127698 = -1589867.979778 nChanged 17 SP:Iteration 39Q (4116.639524 sec): 3 clusters Score: Raw -1593082.046119 + Penalty 3200.127698 = -1589881.918421 nChanged 11 SP:Iteration 40F (4116.710970 sec): 3 clusters Score: Raw -1593089.311270 + Penalty 3200.127698 = -1589889.183572 nChanged 13 SP:Iteration 41Q (4116.785598 sec): 3 clusters Score: Raw -1593098.258447 + Penalty 3200.127698 = -1589898.130749 nChanged 11 SP:Iteration 42Q (4116.859787 sec): 3 clusters Score: Raw -1593105.529585 + Penalty 3200.127698 = -1589905.401887 nChanged 9 SP:Iteration 43Q (4116.923232 sec): 3 clusters Score: Raw -1593108.844272 + Penalty 3200.127698 = -1589908.716575 nChanged 4 SP:Iteration 44Q (4117.004272 sec): 3 clusters Score: Raw -1593112.131421 + Penalty 3200.127698 = -1589912.003724 nChanged 2 SP:Iteration 45Q (4117.064625 sec): 3 clusters Score: Raw -1593112.957229 + Penalty 3200.127698 = -1589912.829531 nChanged 2 SP:Iteration 46Q (4117.134419 sec): 3 clusters Score: Raw -1593115.632470 + Penalty 3200.127698 = -1589915.504772 nChanged 7 SP:Iteration 47Q (4117.200739 sec): 3 clusters Score: Raw -1593119.592467 + Penalty 3200.127698 = -1589919.464769 nChanged 4 SP:Iteration 48Q (4117.272888 sec): 3 clusters Score: Raw -1593122.529565 + Penalty 3200.127698 = -1589922.401867 nChanged 2 SP:Iteration 49Q (4117.340840 sec): 3 clusters Score: Raw -1593123.923400 + Penalty 3200.127698 = -1589923.795702 nChanged 4 SP:Iteration 50Q (4117.406155 sec): 3 clusters Score: Raw -1593126.401884 + Penalty 3200.127698 = -1589926.274186 nChanged 7 SP:Iteration 51Q (4117.489273 sec): 3 clusters Score: Raw -1593130.707266 + Penalty 3200.127698 = -1589930.579569 nChanged 4 SP:Iteration 52Q (4117.557454 sec): 3 clusters Score: Raw -1593137.011031 + Penalty 3200.127698 = -1589936.883333 nChanged 4 SP:Iteration 53Q (4117.622899 sec): 3 clusters Score: Raw -1593140.904176 + Penalty 3200.127698 = -1589940.776478 nChanged 6 SP:Iteration 54Q (4117.696615 sec): 3 clusters Score: Raw -1593144.693838 + Penalty 3200.127698 = -1589944.566141 nChanged 6 SP:Iteration 55Q (4117.758988 sec): 3 clusters Score: Raw -1593149.387774 + Penalty 3200.127698 = -1589949.260076 nChanged 13 SP:Iteration 56Q (4117.845498 sec): 3 clusters Score: Raw -1593161.491134 + Penalty 3200.127698 = -1589961.363437 nChanged 7 SP:Iteration 57Q (4117.908282 sec): 3 clusters Score: Raw -1593166.632877 + Penalty 3200.127698 = -1589966.505179 nChanged 10 SP:Iteration 58Q (4117.976737 sec): 3 clusters Score: Raw -1593172.331861 + Penalty 3200.127698 = -1589972.204164 nChanged 3 SP:Iteration 59Q (4118.045590 sec): 3 clusters Score: Raw -1593174.832477 + Penalty 3200.127698 = -1589974.704779 nChanged 5 SP:Iteration 60F (4118.119486 sec): 3 clusters Score: Raw -1593178.549520 + Penalty 3200.127698 = -1589978.421822 nChanged 5 SP:Iteration 61Q (4118.194404 sec): 3 clusters Score: Raw -1593181.939915 + Penalty 3200.127698 = -1589981.812217 nChanged 5 SP:Iteration 62Q (4118.263014 sec): 3 clusters Score: Raw -1593185.376476 + Penalty 3200.127698 = -1589985.248778 nChanged 2 SP:Iteration 63Q (4118.337955 sec): 3 clusters Score: Raw -1593187.099056 + Penalty 3200.127698 = -1589986.971358 nChanged 2 SP:Iteration 64Q (4118.394545 sec): 3 clusters Score: Raw -1593187.973557 + Penalty 3200.127698 = -1589987.845859 nChanged 1 SP:Iteration 65Q (4118.473316 sec): 3 clusters Score: Raw -1593188.952111 + Penalty 3200.127698 = -1589988.824413 nChanged 1 SP:Iteration 66Q (4118.541072 sec): 3 clusters Score: Raw -1593189.341594 + Penalty 3200.127698 = -1589989.213896 nChanged 1 SP:Iteration 67Q (4118.620820 sec): 3 clusters Score: Raw -1593190.013615 + Penalty 3200.127698 = -1589989.885918 nChanged 1 SP:Iteration 68Q (4118.688680 sec): 3 clusters Score: Raw -1593190.837607 + Penalty 3200.127698 = -1589990.709909 nChanged 1 SP:Iteration 69Q (4118.743576 sec): 3 clusters Score: Raw -1593191.372653 + Penalty 3200.127698 = -1589991.244955 nChanged 1 SP:Iteration 70Q (4118.808114 sec): 3 clusters Score: Raw -1593192.168411 + Penalty 3200.127698 = -1589992.040714 nChanged 1 SP:Iteration 71Q (4118.890319 sec): 3 clusters Score: Raw -1593192.704404 + Penalty 3200.127698 = -1589992.576706 nChanged 0 SP:Iteration 72F (4118.967166 sec): 3 clusters Score: Raw -1593192.704404 + Penalty 3200.127698 = -1589992.576706 nChanged 0 Trying to split cluster 34 (4127 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4118.994919 sec): 2 clusters Score: Raw -298312.873723 + Penalty 1352.862230 = -296960.011493 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4119.049565 sec): 3 clusters Score: Raw -296346.175894 + Penalty 2705.724460 = -293640.451434 nChanged 1541 SP:Iteration 1F (4119.100719 sec): 3 clusters Score: Raw -297319.237827 + Penalty 2705.724460 = -294613.513367 nChanged 310 SP:Iteration 2F (4119.141984 sec): 3 clusters Score: Raw -297547.193687 + Penalty 2705.724460 = -294841.469228 nChanged 263 SP:Iteration 3F (4119.182993 sec): 3 clusters Score: Raw -297768.854958 + Penalty 2705.724460 = -295063.130498 nChanged 254 SP:Iteration 4F (4119.230620 sec): 3 clusters Score: Raw -297967.058356 + Penalty 2705.724460 = -295261.333897 nChanged 219 SP:Iteration 5F (4119.281438 sec): 3 clusters Score: Raw -298134.641825 + Penalty 2705.724460 = -295428.917365 nChanged 171 SP:Iteration 6Q (4119.340008 sec): 3 clusters Score: Raw -298267.045538 + Penalty 2705.724460 = -295561.321079 nChanged 155 SP:Iteration 7Q (4119.391268 sec): 3 clusters Score: Raw -298373.048922 + Penalty 2705.724460 = -295667.324462 nChanged 125 SP:Iteration 8Q (4119.433912 sec): 3 clusters Score: Raw -298449.559154 + Penalty 2705.724460 = -295743.834694 nChanged 102 SP:Iteration 9Q (4119.486478 sec): 3 clusters Score: Raw -298516.579548 + Penalty 2705.724460 = -295810.855089 nChanged 103 SP:Iteration 10Q (4119.528774 sec): 3 clusters Score: Raw -298568.181565 + Penalty 2705.724460 = -295862.457105 nChanged 83 SP:Iteration 11Q (4119.585331 sec): 3 clusters Score: Raw -298610.388151 + Penalty 2705.724460 = -295904.663692 nChanged 73 SP:Iteration 12Q (4119.620361 sec): 3 clusters Score: Raw -298646.398764 + Penalty 2705.724460 = -295940.674305 nChanged 74 SP:Iteration 13Q (4119.685632 sec): 3 clusters Score: Raw -298692.461883 + Penalty 2705.724460 = -295986.737424 nChanged 65 SP:Iteration 14Q (4119.736906 sec): 3 clusters Score: Raw -298729.987642 + Penalty 2705.724460 = -296024.263182 nChanged 55 SP:Iteration 15Q (4119.778493 sec): 3 clusters Score: Raw -298757.527912 + Penalty 2705.724460 = -296051.803452 nChanged 46 SP:Iteration 16Q (4119.827593 sec): 3 clusters Score: Raw -298775.829431 + Penalty 2705.724460 = -296070.104971 nChanged 32 SP:Iteration 17Q (4119.879489 sec): 3 clusters Score: Raw -298788.980889 + Penalty 2705.724460 = -296083.256430 nChanged 30 SP:Iteration 18Q (4119.934229 sec): 3 clusters Score: Raw -298801.775175 + Penalty 2705.724460 = -296096.050716 nChanged 27 SP:Iteration 19Q (4119.977855 sec): 3 clusters Score: Raw -298813.136211 + Penalty 2705.724460 = -296107.411751 nChanged 18 SP:Iteration 20F (4120.025398 sec): 3 clusters Score: Raw -298819.152072 + Penalty 2705.724460 = -296113.427613 nChanged 20 SP:Iteration 21Q (4120.082528 sec): 3 clusters Score: Raw -298824.289818 + Penalty 2705.724460 = -296118.565358 nChanged 19 SP:Iteration 22Q (4120.122670 sec): 3 clusters Score: Raw -298830.580579 + Penalty 2705.724460 = -296124.856119 nChanged 11 SP:Iteration 23Q (4120.176978 sec): 3 clusters Score: Raw -298835.762223 + Penalty 2705.724460 = -296130.037763 nChanged 14 SP:Iteration 24Q (4120.224579 sec): 3 clusters Score: Raw -298841.182824 + Penalty 2705.724460 = -296135.458364 nChanged 20 SP:Iteration 25Q (4120.273534 sec): 3 clusters Score: Raw -298849.047108 + Penalty 2705.724460 = -296143.322649 nChanged 11 SP:Iteration 26Q (4120.323582 sec): 3 clusters Score: Raw -298852.479270 + Penalty 2705.724460 = -296146.754810 nChanged 12 SP:Iteration 27Q (4120.391913 sec): 3 clusters Score: Raw -298856.887092 + Penalty 2705.724460 = -296151.162632 nChanged 15 SP:Iteration 28Q (4120.439824 sec): 3 clusters Score: Raw -298862.056326 + Penalty 2705.724460 = -296156.331866 nChanged 9 SP:Iteration 29Q (4120.482833 sec): 3 clusters Score: Raw -298865.071609 + Penalty 2705.724460 = -296159.347149 nChanged 9 SP:Iteration 30Q (4120.542642 sec): 3 clusters Score: Raw -298867.233398 + Penalty 2705.724460 = -296161.508938 nChanged 8 SP:Iteration 31Q (4120.586850 sec): 3 clusters Score: Raw -298868.912493 + Penalty 2705.724460 = -296163.188034 nChanged 7 SP:Iteration 32Q (4120.626232 sec): 3 clusters Score: Raw -298871.525623 + Penalty 2705.724460 = -296165.801164 nChanged 11 SP:Iteration 33Q (4120.671545 sec): 3 clusters Score: Raw -298874.710977 + Penalty 2705.724460 = -296168.986517 nChanged 10 SP:Iteration 34Q (4120.726473 sec): 3 clusters Score: Raw -298876.992705 + Penalty 2705.724460 = -296171.268245 nChanged 6 SP:Iteration 35Q (4120.768293 sec): 3 clusters Score: Raw -298878.131425 + Penalty 2705.724460 = -296172.406965 nChanged 3 SP:Iteration 36Q (4120.821531 sec): 3 clusters Score: Raw -298879.343457 + Penalty 2705.724460 = -296173.618997 nChanged 3 SP:Iteration 37Q (4120.870596 sec): 3 clusters Score: Raw -298880.708332 + Penalty 2705.724460 = -296174.983872 nChanged 2 SP:Iteration 38Q (4120.928029 sec): 3 clusters Score: Raw -298881.138820 + Penalty 2705.724460 = -296175.414360 nChanged 1 SP:Iteration 39Q (4120.962051 sec): 3 clusters Score: Raw -298881.301894 + Penalty 2705.724460 = -296175.577434 nChanged 0 SP:Iteration 40F (4121.015913 sec): 3 clusters Score: Raw -298881.301894 + Penalty 2705.724460 = -296175.577434 nChanged 0 Trying to split cluster 35 (3013 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4121.049994 sec): 2 clusters Score: Raw -233997.178304 + Penalty 1301.737375 = -232695.440929 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4121.091493 sec): 3 clusters Score: Raw -232552.352320 + Penalty 2603.474750 = -229948.877570 nChanged 1147 SP:Iteration 1F (4121.144216 sec): 3 clusters Score: Raw -233385.385005 + Penalty 2603.474750 = -230781.910255 nChanged 314 SP:Iteration 2F (4121.187754 sec): 3 clusters Score: Raw -233847.148868 + Penalty 2603.474750 = -231243.674118 nChanged 278 SP:Iteration 3F (4121.242399 sec): 3 clusters Score: Raw -234264.962563 + Penalty 2603.474750 = -231661.487813 nChanged 242 SP:Iteration 4F (4121.290773 sec): 3 clusters Score: Raw -234604.714188 + Penalty 2603.474750 = -232001.239438 nChanged 215 SP:Iteration 5F (4121.347728 sec): 3 clusters Score: Raw -234927.473864 + Penalty 2603.474750 = -232323.999114 nChanged 215 SP:Iteration 6F (4121.394286 sec): 3 clusters Score: Raw -235203.974155 + Penalty 2603.474750 = -232600.499405 nChanged 166 SP:Iteration 7F (4121.451802 sec): 3 clusters Score: Raw -235390.659815 + Penalty 2603.474750 = -232787.185065 nChanged 106 SP:Iteration 8Q (4121.500390 sec): 3 clusters Score: Raw -235501.039816 + Penalty 2603.474750 = -232897.565066 nChanged 83 SP:Iteration 9Q (4121.545073 sec): 3 clusters Score: Raw -235584.692489 + Penalty 2603.474750 = -232981.217739 nChanged 55 SP:Iteration 10Q (4121.597727 sec): 3 clusters Score: Raw -235639.798764 + Penalty 2603.474750 = -233036.324014 nChanged 30 SP:Iteration 11Q (4121.643029 sec): 3 clusters Score: Raw -235664.067360 + Penalty 2603.474750 = -233060.592610 nChanged 21 SP:Iteration 12Q (4121.690765 sec): 3 clusters Score: Raw -235681.653102 + Penalty 2603.474750 = -233078.178352 nChanged 14 SP:Iteration 13Q (4121.730421 sec): 3 clusters Score: Raw -235698.007222 + Penalty 2603.474750 = -233094.532472 nChanged 13 SP:Iteration 14Q (4121.779008 sec): 3 clusters Score: Raw -235716.689398 + Penalty 2603.474750 = -233113.214647 nChanged 19 SP:Iteration 15Q (4121.821851 sec): 3 clusters Score: Raw -235744.127405 + Penalty 2603.474750 = -233140.652654 nChanged 19 SP:Iteration 16Q (4121.873823 sec): 3 clusters Score: Raw -235768.134195 + Penalty 2603.474750 = -233164.659444 nChanged 12 SP:Iteration 17Q (4121.925004 sec): 3 clusters Score: Raw -235779.592663 + Penalty 2603.474750 = -233176.117913 nChanged 13 SP:Iteration 18Q (4121.973228 sec): 3 clusters Score: Raw -235793.996878 + Penalty 2603.474750 = -233190.522127 nChanged 6 SP:Iteration 19Q (4122.034667 sec): 3 clusters Score: Raw -235802.268116 + Penalty 2603.474750 = -233198.793366 nChanged 8 SP:Iteration 20F (4122.063563 sec): 3 clusters Score: Raw -235809.894439 + Penalty 2603.474750 = -233206.419689 nChanged 5 SP:Iteration 21Q (4122.111087 sec): 3 clusters Score: Raw -235813.805479 + Penalty 2603.474750 = -233210.330728 nChanged 4 SP:Iteration 22Q (4122.149173 sec): 3 clusters Score: Raw -235817.346636 + Penalty 2603.474750 = -233213.871885 nChanged 4 SP:Iteration 23Q (4122.198783 sec): 3 clusters Score: Raw -235818.686898 + Penalty 2603.474750 = -233215.212148 nChanged 1 SP:Iteration 24Q (4122.251841 sec): 3 clusters Score: Raw -235819.058424 + Penalty 2603.474750 = -233215.583674 nChanged 0 SP:Iteration 25F (4122.305785 sec): 3 clusters Score: Raw -235819.058424 + Penalty 2603.474750 = -233215.583674 nChanged 0 Score: Raw -49138573.308895 + Penalty 86742.445374 = -49051830.863521 Splitting cluster 35 changes total score from -49051994.233353 to -49051830.863521 So it's not getting split. Trying to split cluster 36 (1106 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4138.458495 sec): 2 clusters Score: Raw -82630.693863 + Penalty 1138.882092 = -81491.811771 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4138.501395 sec): 3 clusters Score: Raw -82254.824744 + Penalty 2277.764184 = -79977.060560 nChanged 352 SP:Iteration 1F (4138.551943 sec): 3 clusters Score: Raw -82593.694145 + Penalty 2277.764184 = -80315.929961 nChanged 100 SP:Iteration 2F (4138.600377 sec): 3 clusters Score: Raw -82755.454662 + Penalty 2277.764184 = -80477.690477 nChanged 67 SP:Iteration 3F (4138.638990 sec): 3 clusters Score: Raw -82829.199050 + Penalty 2277.764184 = -80551.434866 nChanged 39 SP:Iteration 4Q (4138.687428 sec): 3 clusters Score: Raw -82876.575043 + Penalty 2277.764184 = -80598.810858 nChanged 34 SP:Iteration 5Q (4138.738993 sec): 3 clusters Score: Raw -82924.455487 + Penalty 2277.764184 = -80646.691302 nChanged 32 SP:Iteration 6Q (4138.793472 sec): 3 clusters Score: Raw -82965.760599 + Penalty 2277.764184 = -80687.996414 nChanged 19 SP:Iteration 7Q (4138.844522 sec): 3 clusters Score: Raw -82991.896162 + Penalty 2277.764184 = -80714.131978 nChanged 24 SP:Iteration 8Q (4138.897893 sec): 3 clusters Score: Raw -83027.949446 + Penalty 2277.764184 = -80750.185262 nChanged 16 SP:Iteration 9Q (4138.942010 sec): 3 clusters Score: Raw -83049.364464 + Penalty 2277.764184 = -80771.600280 nChanged 12 SP:Iteration 10Q (4138.994439 sec): 3 clusters Score: Raw -83068.858664 + Penalty 2277.764184 = -80791.094480 nChanged 11 SP:Iteration 11Q (4139.034495 sec): 3 clusters Score: Raw -83080.714560 + Penalty 2277.764184 = -80802.950375 nChanged 12 SP:Iteration 12Q (4139.089813 sec): 3 clusters Score: Raw -83099.079333 + Penalty 2277.764184 = -80821.315149 nChanged 9 SP:Iteration 13Q (4139.144250 sec): 3 clusters Score: Raw -83114.743949 + Penalty 2277.764184 = -80836.979765 nChanged 13 SP:Iteration 14Q (4139.182374 sec): 3 clusters Score: Raw -83128.451125 + Penalty 2277.764184 = -80850.686941 nChanged 5 SP:Iteration 15Q (4139.229845 sec): 3 clusters Score: Raw -83134.991512 + Penalty 2277.764184 = -80857.227328 nChanged 5 SP:Iteration 16Q (4139.285361 sec): 3 clusters Score: Raw -83140.651250 + Penalty 2277.764184 = -80862.887065 nChanged 10 SP:Iteration 17Q (4139.337460 sec): 3 clusters Score: Raw -83153.490802 + Penalty 2277.764184 = -80875.726618 nChanged 15 SP:Iteration 18Q (4139.378835 sec): 3 clusters Score: Raw -83178.663289 + Penalty 2277.764184 = -80900.899105 nChanged 13 SP:Iteration 19Q (4139.423125 sec): 3 clusters Score: Raw -83202.542112 + Penalty 2277.764184 = -80924.777928 nChanged 11 SP:Iteration 20F (4139.469502 sec): 3 clusters Score: Raw -83220.701631 + Penalty 2277.764184 = -80942.937447 nChanged 7 SP:Iteration 21Q (4139.519448 sec): 3 clusters Score: Raw -83232.060892 + Penalty 2277.764184 = -80954.296708 nChanged 8 SP:Iteration 22Q (4139.569250 sec): 3 clusters Score: Raw -83240.508605 + Penalty 2277.764184 = -80962.744421 nChanged 4 SP:Iteration 23Q (4139.617348 sec): 3 clusters Score: Raw -83245.702509 + Penalty 2277.764184 = -80967.938325 nChanged 4 SP:Iteration 24Q (4139.668587 sec): 3 clusters Score: Raw -83251.111522 + Penalty 2277.764184 = -80973.347337 nChanged 5 SP:Iteration 25Q (4139.710203 sec): 3 clusters Score: Raw -83259.970421 + Penalty 2277.764184 = -80982.206237 nChanged 4 SP:Iteration 26Q (4139.760327 sec): 3 clusters Score: Raw -83263.695486 + Penalty 2277.764184 = -80985.931302 nChanged 7 SP:Iteration 27Q (4139.798377 sec): 3 clusters Score: Raw -83270.545945 + Penalty 2277.764184 = -80992.781761 nChanged 4 SP:Iteration 28Q (4139.850862 sec): 3 clusters Score: Raw -83275.271973 + Penalty 2277.764184 = -80997.507789 nChanged 1 SP:Iteration 29Q (4139.890673 sec): 3 clusters Score: Raw -83278.250187 + Penalty 2277.764184 = -81000.486003 nChanged 1 SP:Iteration 30Q (4139.948490 sec): 3 clusters Score: Raw -83279.442423 + Penalty 2277.764184 = -81001.678239 nChanged 1 SP:Iteration 31Q (4139.996379 sec): 3 clusters Score: Raw -83280.226671 + Penalty 2277.764184 = -81002.462487 nChanged 0 SP:Iteration 32F (4140.047931 sec): 3 clusters Score: Raw -83280.226671 + Penalty 2277.764184 = -81002.462487 nChanged 0 Trying to split cluster 37 (6319 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4140.074866 sec): 2 clusters Score: Raw -511052.593787 + Penalty 1422.088890 = -509630.504897 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4140.141070 sec): 3 clusters Score: Raw -507726.143643 + Penalty 2844.177780 = -504881.965862 nChanged 2553 SP:Iteration 1F (4140.199246 sec): 3 clusters Score: Raw -509219.836702 + Penalty 2844.177780 = -506375.658922 nChanged 497 SP:Iteration 2F (4140.248026 sec): 3 clusters Score: Raw -509583.566904 + Penalty 2844.177780 = -506739.389124 nChanged 470 SP:Iteration 3F (4140.317461 sec): 3 clusters Score: Raw -509978.761747 + Penalty 2844.177780 = -507134.583966 nChanged 462 SP:Iteration 4F (4140.364988 sec): 3 clusters Score: Raw -510438.701024 + Penalty 2844.177780 = -507594.523243 nChanged 483 SP:Iteration 5F (4140.413719 sec): 3 clusters Score: Raw -510940.966269 + Penalty 2844.177780 = -508096.788489 nChanged 444 SP:Iteration 6F (4140.480050 sec): 3 clusters Score: Raw -511385.083120 + Penalty 2844.177780 = -508540.905340 nChanged 356 SP:Iteration 7F (4140.528317 sec): 3 clusters Score: Raw -511693.515467 + Penalty 2844.177780 = -508849.337687 nChanged 233 SP:Iteration 8Q (4140.588904 sec): 3 clusters Score: Raw -511874.597972 + Penalty 2844.177780 = -509030.420192 nChanged 172 SP:Iteration 9Q (4140.647311 sec): 3 clusters Score: Raw -511982.926472 + Penalty 2844.177780 = -509138.748692 nChanged 101 SP:Iteration 10Q (4140.705246 sec): 3 clusters Score: Raw -512031.970018 + Penalty 2844.177780 = -509187.792237 nChanged 66 SP:Iteration 11Q (4140.764887 sec): 3 clusters Score: Raw -512061.574387 + Penalty 2844.177780 = -509217.396607 nChanged 40 SP:Iteration 12Q (4140.810775 sec): 3 clusters Score: Raw -512077.491298 + Penalty 2844.177780 = -509233.313518 nChanged 31 SP:Iteration 13Q (4140.880388 sec): 3 clusters Score: Raw -512088.181715 + Penalty 2844.177780 = -509244.003934 nChanged 25 SP:Iteration 14Q (4140.938605 sec): 3 clusters Score: Raw -512094.494305 + Penalty 2844.177780 = -509250.316525 nChanged 21 SP:Iteration 15Q (4140.998275 sec): 3 clusters Score: Raw -512099.757249 + Penalty 2844.177780 = -509255.579469 nChanged 18 SP:Iteration 16Q (4141.056097 sec): 3 clusters Score: Raw -512103.795155 + Penalty 2844.177780 = -509259.617375 nChanged 16 SP:Iteration 17Q (4141.114953 sec): 3 clusters Score: Raw -512106.644856 + Penalty 2844.177780 = -509262.467075 nChanged 9 SP:Iteration 18Q (4141.174048 sec): 3 clusters Score: Raw -512108.655603 + Penalty 2844.177780 = -509264.477822 nChanged 7 SP:Iteration 19Q (4141.229166 sec): 3 clusters Score: Raw -512110.388068 + Penalty 2844.177780 = -509266.210288 nChanged 9 SP:Iteration 20F (4141.292255 sec): 3 clusters Score: Raw -512112.237893 + Penalty 2844.177780 = -509268.060113 nChanged 5 SP:Iteration 21Q (4141.351476 sec): 3 clusters Score: Raw -512113.560484 + Penalty 2844.177780 = -509269.382704 nChanged 7 SP:Iteration 22Q (4141.405403 sec): 3 clusters Score: Raw -512114.765035 + Penalty 2844.177780 = -509270.587255 nChanged 7 SP:Iteration 23Q (4141.464766 sec): 3 clusters Score: Raw -512115.842891 + Penalty 2844.177780 = -509271.665111 nChanged 6 SP:Iteration 24Q (4141.512244 sec): 3 clusters Score: Raw -512117.034145 + Penalty 2844.177780 = -509272.856365 nChanged 3 SP:Iteration 25Q (4141.571461 sec): 3 clusters Score: Raw -512117.425305 + Penalty 2844.177780 = -509273.247525 nChanged 2 SP:Iteration 26Q (4141.624134 sec): 3 clusters Score: Raw -512117.706807 + Penalty 2844.177780 = -509273.529027 nChanged 2 SP:Iteration 27Q (4141.675729 sec): 3 clusters Score: Raw -512118.087439 + Penalty 2844.177780 = -509273.909659 nChanged 0 SP:Iteration 28F (4141.748090 sec): 3 clusters Score: Raw -512118.087439 + Penalty 2844.177780 = -509273.909659 nChanged 0 Trying to split cluster 38 (35156 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4141.819024 sec): 2 clusters Score: Raw -2939555.820569 + Penalty 1700.976969 = -2937854.843599 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4141.927672 sec): 3 clusters Score: Raw -2917711.743922 + Penalty 3401.953938 = -2914309.789984 nChanged 16344 SP:Iteration 1F (4142.022599 sec): 3 clusters Score: Raw -2926985.519627 + Penalty 3401.953938 = -2923583.565689 nChanged 1681 SP:Iteration 2Q (4142.136383 sec): 3 clusters Score: Raw -2927625.233416 + Penalty 3401.953938 = -2924223.279478 nChanged 1810 SP:Iteration 3F (4142.244051 sec): 3 clusters Score: Raw -2928469.724514 + Penalty 3401.953938 = -2925067.770576 nChanged 1976 SP:Iteration 4F (4142.351010 sec): 3 clusters Score: Raw -2929591.270600 + Penalty 3401.953938 = -2926189.316661 nChanged 2231 SP:Iteration 5F (4142.449838 sec): 3 clusters Score: Raw -2931101.116756 + Penalty 3401.953938 = -2927699.162818 nChanged 2398 SP:Iteration 6F (4142.563110 sec): 3 clusters Score: Raw -2932959.733754 + Penalty 3401.953938 = -2929557.779816 nChanged 2391 SP:Iteration 7F (4142.670762 sec): 3 clusters Score: Raw -2934809.548139 + Penalty 3401.953938 = -2931407.594201 nChanged 1984 SP:Iteration 8F (4142.769536 sec): 3 clusters Score: Raw -2936017.754753 + Penalty 3401.953938 = -2932615.800815 nChanged 1422 SP:Iteration 9Q (4142.885876 sec): 3 clusters Score: Raw -2936647.416057 + Penalty 3401.953938 = -2933245.462119 nChanged 953 SP:Iteration 10Q (4142.992503 sec): 3 clusters Score: Raw -2936976.264817 + Penalty 3401.953938 = -2933574.310878 nChanged 670 SP:Iteration 11Q (4143.098139 sec): 3 clusters Score: Raw -2937207.872139 + Penalty 3401.953938 = -2933805.918200 nChanged 585 SP:Iteration 12Q (4143.212662 sec): 3 clusters Score: Raw -2937407.979470 + Penalty 3401.953938 = -2934006.025532 nChanged 555 SP:Iteration 13Q (4143.322793 sec): 3 clusters Score: Raw -2937602.886497 + Penalty 3401.953938 = -2934200.932558 nChanged 546 SP:Iteration 14Q (4143.419656 sec): 3 clusters Score: Raw -2937775.215296 + Penalty 3401.953938 = -2934373.261358 nChanged 485 SP:Iteration 15Q (4143.537941 sec): 3 clusters Score: Raw -2937928.449777 + Penalty 3401.953938 = -2934526.495838 nChanged 465 SP:Iteration 16Q (4143.639452 sec): 3 clusters Score: Raw -2938079.232380 + Penalty 3401.953938 = -2934677.278442 nChanged 447 SP:Iteration 17Q (4143.746952 sec): 3 clusters Score: Raw -2938228.324898 + Penalty 3401.953938 = -2934826.370960 nChanged 441 SP:Iteration 18Q (4143.856256 sec): 3 clusters Score: Raw -2938363.169854 + Penalty 3401.953938 = -2934961.215916 nChanged 397 SP:Iteration 19Q (4143.961920 sec): 3 clusters Score: Raw -2938487.236614 + Penalty 3401.953938 = -2935085.282675 nChanged 371 SP:Iteration 20F (4144.058099 sec): 3 clusters Score: Raw -2938595.839881 + Penalty 3401.953938 = -2935193.885943 nChanged 325 SP:Iteration 21Q (4144.155495 sec): 3 clusters Score: Raw -2938687.686963 + Penalty 3401.953938 = -2935285.733025 nChanged 292 SP:Iteration 22Q (4144.267886 sec): 3 clusters Score: Raw -2938770.911030 + Penalty 3401.953938 = -2935368.957092 nChanged 265 SP:Iteration 23Q (4144.364307 sec): 3 clusters Score: Raw -2938829.528963 + Penalty 3401.953938 = -2935427.575025 nChanged 220 SP:Iteration 24Q (4144.461841 sec): 3 clusters Score: Raw -2938872.334066 + Penalty 3401.953938 = -2935470.380127 nChanged 182 SP:Iteration 25Q (4144.580153 sec): 3 clusters Score: Raw -2938908.608055 + Penalty 3401.953938 = -2935506.654116 nChanged 160 SP:Iteration 26Q (4144.678070 sec): 3 clusters Score: Raw -2938938.928066 + Penalty 3401.953938 = -2935536.974128 nChanged 173 SP:Iteration 27Q (4144.776279 sec): 3 clusters Score: Raw -2938971.110645 + Penalty 3401.953938 = -2935569.156707 nChanged 163 SP:Iteration 28Q (4144.874345 sec): 3 clusters Score: Raw -2939001.828932 + Penalty 3401.953938 = -2935599.874993 nChanged 163 SP:Iteration 29Q (4144.977220 sec): 3 clusters Score: Raw -2939030.189969 + Penalty 3401.953938 = -2935628.236031 nChanged 149 SP:Iteration 30Q (4145.081951 sec): 3 clusters Score: Raw -2939056.940903 + Penalty 3401.953938 = -2935654.986965 nChanged 148 SP:Iteration 31Q (4145.182279 sec): 3 clusters Score: Raw -2939084.507751 + Penalty 3401.953938 = -2935682.553812 nChanged 147 SP:Iteration 32Q (4145.286849 sec): 3 clusters Score: Raw -2939106.351670 + Penalty 3401.953938 = -2935704.397731 nChanged 141 SP:Iteration 33Q (4145.388671 sec): 3 clusters Score: Raw -2939125.780416 + Penalty 3401.953938 = -2935723.826478 nChanged 131 SP:Iteration 34Q (4145.501974 sec): 3 clusters Score: Raw -2939141.980778 + Penalty 3401.953938 = -2935740.026840 nChanged 133 SP:Iteration 35Q (4145.593073 sec): 3 clusters Score: Raw -2939157.132659 + Penalty 3401.953938 = -2935755.178720 nChanged 113 SP:Iteration 36Q (4145.694528 sec): 3 clusters Score: Raw -2939169.531892 + Penalty 3401.953938 = -2935767.577954 nChanged 115 SP:Iteration 37Q (4145.788819 sec): 3 clusters Score: Raw -2939183.119749 + Penalty 3401.953938 = -2935781.165811 nChanged 124 SP:Iteration 38Q (4145.887273 sec): 3 clusters Score: Raw -2939198.493101 + Penalty 3401.953938 = -2935796.539163 nChanged 120 SP:Iteration 39Q (4145.994712 sec): 3 clusters Score: Raw -2939212.661186 + Penalty 3401.953938 = -2935810.707247 nChanged 116 SP:Iteration 40F (4146.086016 sec): 3 clusters Score: Raw -2939227.247207 + Penalty 3401.953938 = -2935825.293269 nChanged 121 SP:Iteration 41Q (4146.189121 sec): 3 clusters Score: Raw -2939240.446060 + Penalty 3401.953938 = -2935838.492122 nChanged 95 SP:Iteration 42Q (4146.290307 sec): 3 clusters Score: Raw -2939249.635205 + Penalty 3401.953938 = -2935847.681266 nChanged 93 SP:Iteration 43Q (4146.400851 sec): 3 clusters Score: Raw -2939258.995887 + Penalty 3401.953938 = -2935857.041948 nChanged 90 SP:Iteration 44Q (4146.493420 sec): 3 clusters Score: Raw -2939267.504332 + Penalty 3401.953938 = -2935865.550394 nChanged 96 SP:Iteration 45Q (4146.597258 sec): 3 clusters Score: Raw -2939277.633042 + Penalty 3401.953938 = -2935875.679104 nChanged 104 SP:Iteration 46Q (4146.705869 sec): 3 clusters Score: Raw -2939287.714459 + Penalty 3401.953938 = -2935885.760520 nChanged 92 SP:Iteration 47Q (4146.804070 sec): 3 clusters Score: Raw -2939296.111594 + Penalty 3401.953938 = -2935894.157656 nChanged 91 SP:Iteration 48Q (4146.905439 sec): 3 clusters Score: Raw -2939304.576526 + Penalty 3401.953938 = -2935902.622588 nChanged 84 SP:Iteration 49Q (4146.999328 sec): 3 clusters Score: Raw -2939311.842945 + Penalty 3401.953938 = -2935909.889006 nChanged 71 SP:Iteration 50Q (4147.106143 sec): 3 clusters Score: Raw -2939317.847734 + Penalty 3401.953938 = -2935915.893796 nChanged 72 SP:Iteration 51Q (4147.200228 sec): 3 clusters Score: Raw -2939323.754766 + Penalty 3401.953938 = -2935921.800828 nChanged 65 SP:Iteration 52Q (4147.303580 sec): 3 clusters Score: Raw -2939328.849673 + Penalty 3401.953938 = -2935926.895734 nChanged 75 SP:Iteration 53Q (4147.395830 sec): 3 clusters Score: Raw -2939334.573146 + Penalty 3401.953938 = -2935932.619208 nChanged 64 SP:Iteration 54Q (4147.492802 sec): 3 clusters Score: Raw -2939339.669966 + Penalty 3401.953938 = -2935937.716028 nChanged 56 SP:Iteration 55Q (4147.592343 sec): 3 clusters Score: Raw -2939344.164087 + Penalty 3401.953938 = -2935942.210148 nChanged 61 SP:Iteration 56Q (4147.702736 sec): 3 clusters Score: Raw -2939349.131605 + Penalty 3401.953938 = -2935947.177667 nChanged 68 SP:Iteration 57Q (4147.795338 sec): 3 clusters Score: Raw -2939355.210846 + Penalty 3401.953938 = -2935953.256908 nChanged 68 SP:Iteration 58Q (4147.896948 sec): 3 clusters Score: Raw -2939361.557080 + Penalty 3401.953938 = -2935959.603142 nChanged 68 SP:Iteration 59Q (4148.000204 sec): 3 clusters Score: Raw -2939367.429875 + Penalty 3401.953938 = -2935965.475937 nChanged 48 SP:Iteration 60F (4148.100956 sec): 3 clusters Score: Raw -2939371.029071 + Penalty 3401.953938 = -2935969.075133 nChanged 50 SP:Iteration 61Q (4148.204168 sec): 3 clusters Score: Raw -2939375.684137 + Penalty 3401.953938 = -2935973.730198 nChanged 62 SP:Iteration 62Q (4148.306061 sec): 3 clusters Score: Raw -2939381.762018 + Penalty 3401.953938 = -2935979.808079 nChanged 80 SP:Iteration 63Q (4148.399402 sec): 3 clusters Score: Raw -2939390.434191 + Penalty 3401.953938 = -2935988.480253 nChanged 94 SP:Iteration 64Q (4148.502533 sec): 3 clusters Score: Raw -2939400.660993 + Penalty 3401.953938 = -2935998.707054 nChanged 99 SP:Iteration 65Q (4148.593757 sec): 3 clusters Score: Raw -2939410.071307 + Penalty 3401.953938 = -2936008.117369 nChanged 73 SP:Iteration 66Q (4148.702349 sec): 3 clusters Score: Raw -2939416.675809 + Penalty 3401.953938 = -2936014.721871 nChanged 61 SP:Iteration 67Q (4148.793681 sec): 3 clusters Score: Raw -2939421.446882 + Penalty 3401.953938 = -2936019.492943 nChanged 56 SP:Iteration 68Q (4148.894139 sec): 3 clusters Score: Raw -2939425.699801 + Penalty 3401.953938 = -2936023.745863 nChanged 45 SP:Iteration 69Q (4149.000105 sec): 3 clusters Score: Raw -2939429.054956 + Penalty 3401.953938 = -2936027.101018 nChanged 49 SP:Iteration 70Q (4149.095583 sec): 3 clusters Score: Raw -2939432.869747 + Penalty 3401.953938 = -2936030.915808 nChanged 65 SP:Iteration 71Q (4149.186384 sec): 3 clusters Score: Raw -2939438.347396 + Penalty 3401.953938 = -2936036.393457 nChanged 61 SP:Iteration 72Q (4149.290413 sec): 3 clusters Score: Raw -2939443.036455 + Penalty 3401.953938 = -2936041.082517 nChanged 57 SP:Iteration 73Q (4149.373335 sec): 3 clusters Score: Raw -2939447.535103 + Penalty 3401.953938 = -2936045.581165 nChanged 49 SP:Iteration 74Q (4149.466499 sec): 3 clusters Score: Raw -2939451.529929 + Penalty 3401.953938 = -2936049.575990 nChanged 66 SP:Iteration 75Q (4149.562977 sec): 3 clusters Score: Raw -2939457.788677 + Penalty 3401.953938 = -2936055.834738 nChanged 59 SP:Iteration 76Q (4149.660211 sec): 3 clusters Score: Raw -2939462.304790 + Penalty 3401.953938 = -2936060.350852 nChanged 54 SP:Iteration 77Q (4149.749058 sec): 3 clusters Score: Raw -2939467.025041 + Penalty 3401.953938 = -2936065.071103 nChanged 61 SP:Iteration 78Q (4149.841105 sec): 3 clusters Score: Raw -2939472.399850 + Penalty 3401.953938 = -2936070.445911 nChanged 64 SP:Iteration 79Q (4149.940751 sec): 3 clusters Score: Raw -2939478.438238 + Penalty 3401.953938 = -2936076.484300 nChanged 70 SP:Iteration 80F (4150.042019 sec): 3 clusters Score: Raw -2939484.142843 + Penalty 3401.953938 = -2936082.188905 nChanged 61 SP:Iteration 81Q (4150.146182 sec): 3 clusters Score: Raw -2939489.600128 + Penalty 3401.953938 = -2936087.646190 nChanged 57 SP:Iteration 82Q (4150.253516 sec): 3 clusters Score: Raw -2939494.468719 + Penalty 3401.953938 = -2936092.514781 nChanged 60 SP:Iteration 83Q (4150.351652 sec): 3 clusters Score: Raw -2939500.252258 + Penalty 3401.953938 = -2936098.298320 nChanged 61 SP:Iteration 84Q (4150.447511 sec): 3 clusters Score: Raw -2939505.758924 + Penalty 3401.953938 = -2936103.804986 nChanged 51 SP:Iteration 85Q (4150.545505 sec): 3 clusters Score: Raw -2939510.274798 + Penalty 3401.953938 = -2936108.320860 nChanged 56 SP:Iteration 86Q (4150.631990 sec): 3 clusters Score: Raw -2939515.700247 + Penalty 3401.953938 = -2936113.746309 nChanged 57 SP:Iteration 87Q (4150.729735 sec): 3 clusters Score: Raw -2939520.420660 + Penalty 3401.953938 = -2936118.466721 nChanged 55 SP:Iteration 88Q (4150.836005 sec): 3 clusters Score: Raw -2939525.609804 + Penalty 3401.953938 = -2936123.655866 nChanged 51 SP:Iteration 89Q (4150.939654 sec): 3 clusters Score: Raw -2939530.626890 + Penalty 3401.953938 = -2936128.672952 nChanged 46 SP:Iteration 90Q (4151.039992 sec): 3 clusters Score: Raw -2939534.746232 + Penalty 3401.953938 = -2936132.792294 nChanged 38 SP:Iteration 91Q (4151.141138 sec): 3 clusters Score: Raw -2939538.064794 + Penalty 3401.953938 = -2936136.110855 nChanged 41 SP:Iteration 92Q (4151.241583 sec): 3 clusters Score: Raw -2939542.110191 + Penalty 3401.953938 = -2936140.156252 nChanged 42 SP:Iteration 93Q (4151.346203 sec): 3 clusters Score: Raw -2939545.637302 + Penalty 3401.953938 = -2936143.683364 nChanged 37 SP:Iteration 94Q (4151.447784 sec): 3 clusters Score: Raw -2939548.634269 + Penalty 3401.953938 = -2936146.680331 nChanged 35 SP:Iteration 95Q (4151.541296 sec): 3 clusters Score: Raw -2939551.278692 + Penalty 3401.953938 = -2936149.324754 nChanged 34 SP:Iteration 96Q (4151.641988 sec): 3 clusters Score: Raw -2939553.789459 + Penalty 3401.953938 = -2936151.835521 nChanged 41 SP:Iteration 97Q (4151.746300 sec): 3 clusters Score: Raw -2939556.693697 + Penalty 3401.953938 = -2936154.739759 nChanged 35 SP:Iteration 98Q (4151.834742 sec): 3 clusters Score: Raw -2939560.016425 + Penalty 3401.953938 = -2936158.062487 nChanged 40 SP:Iteration 99Q (4151.946784 sec): 3 clusters Score: Raw -2939563.062611 + Penalty 3401.953938 = -2936161.108673 nChanged 42 SP:Iteration 100F (4152.055267 sec): 3 clusters Score: Raw -2939567.047713 + Penalty 3401.953938 = -2936165.093775 nChanged 54 SP:Iteration 101Q (4152.164634 sec): 3 clusters Score: Raw -2939572.663246 + Penalty 3401.953938 = -2936170.709308 nChanged 58 SP:Iteration 102Q (4152.264164 sec): 3 clusters Score: Raw -2939577.753166 + Penalty 3401.953938 = -2936175.799228 nChanged 57 SP:Iteration 103Q (4152.361856 sec): 3 clusters Score: Raw -2939583.327301 + Penalty 3401.953938 = -2936181.373363 nChanged 55 SP:Iteration 104Q (4152.465421 sec): 3 clusters Score: Raw -2939589.703081 + Penalty 3401.953938 = -2936187.749143 nChanged 61 SP:Iteration 105Q (4152.568955 sec): 3 clusters Score: Raw -2939596.495567 + Penalty 3401.953938 = -2936194.541629 nChanged 51 SP:Iteration 106Q (4152.668051 sec): 3 clusters Score: Raw -2939602.498191 + Penalty 3401.953938 = -2936200.544253 nChanged 58 SP:Iteration 107Q (4152.762710 sec): 3 clusters Score: Raw -2939611.637056 + Penalty 3401.953938 = -2936209.683118 nChanged 85 SP:Iteration 108Q (4152.870109 sec): 3 clusters Score: Raw -2939623.851636 + Penalty 3401.953938 = -2936221.897698 nChanged 82 SP:Iteration 109Q (4152.964993 sec): 3 clusters Score: Raw -2939635.149580 + Penalty 3401.953938 = -2936233.195642 nChanged 80 SP:Iteration 110Q (4153.077225 sec): 3 clusters Score: Raw -2939645.222264 + Penalty 3401.953938 = -2936243.268326 nChanged 83 SP:Iteration 111Q (4153.177405 sec): 3 clusters Score: Raw -2939655.241128 + Penalty 3401.953938 = -2936253.287189 nChanged 82 SP:Iteration 112Q (4153.269454 sec): 3 clusters Score: Raw -2939666.110037 + Penalty 3401.953938 = -2936264.156099 nChanged 86 SP:Iteration 113Q (4153.377232 sec): 3 clusters Score: Raw -2939677.647650 + Penalty 3401.953938 = -2936275.693711 nChanged 80 SP:Iteration 114Q (4153.483646 sec): 3 clusters Score: Raw -2939687.824746 + Penalty 3401.953938 = -2936285.870808 nChanged 80 SP:Iteration 115Q (4153.582287 sec): 3 clusters Score: Raw -2939697.375936 + Penalty 3401.953938 = -2936295.421998 nChanged 68 SP:Iteration 116Q (4153.684081 sec): 3 clusters Score: Raw -2939704.344747 + Penalty 3401.953938 = -2936302.390808 nChanged 58 SP:Iteration 117Q (4153.783490 sec): 3 clusters Score: Raw -2939711.275336 + Penalty 3401.953938 = -2936309.321398 nChanged 61 SP:Iteration 118Q (4153.879689 sec): 3 clusters Score: Raw -2939717.909657 + Penalty 3401.953938 = -2936315.955718 nChanged 46 SP:Iteration 119Q (4153.974313 sec): 3 clusters Score: Raw -2939723.007273 + Penalty 3401.953938 = -2936321.053334 nChanged 35 SP:Iteration 120F (4154.077149 sec): 3 clusters Score: Raw -2939726.177204 + Penalty 3401.953938 = -2936324.223266 nChanged 35 SP:Iteration 121Q (4154.182384 sec): 3 clusters Score: Raw -2939729.421826 + Penalty 3401.953938 = -2936327.467887 nChanged 33 SP:Iteration 122Q (4154.278106 sec): 3 clusters Score: Raw -2939732.008682 + Penalty 3401.953938 = -2936330.054744 nChanged 25 SP:Iteration 123Q (4154.370812 sec): 3 clusters Score: Raw -2939733.897564 + Penalty 3401.953938 = -2936331.943625 nChanged 24 SP:Iteration 124Q (4154.466570 sec): 3 clusters Score: Raw -2939735.698777 + Penalty 3401.953938 = -2936333.744839 nChanged 24 SP:Iteration 125Q (4154.564970 sec): 3 clusters Score: Raw -2939737.690556 + Penalty 3401.953938 = -2936335.736617 nChanged 25 SP:Iteration 126Q (4154.669263 sec): 3 clusters Score: Raw -2939739.941751 + Penalty 3401.953938 = -2936337.987812 nChanged 26 SP:Iteration 127Q (4154.768887 sec): 3 clusters Score: Raw -2939742.424957 + Penalty 3401.953938 = -2936340.471018 nChanged 25 SP:Iteration 128Q (4154.873367 sec): 3 clusters Score: Raw -2939744.372029 + Penalty 3401.953938 = -2936342.418091 nChanged 21 SP:Iteration 129Q (4154.960590 sec): 3 clusters Score: Raw -2939745.626533 + Penalty 3401.953938 = -2936343.672594 nChanged 15 SP:Iteration 130Q (4155.055755 sec): 3 clusters Score: Raw -2939746.757885 + Penalty 3401.953938 = -2936344.803947 nChanged 17 SP:Iteration 131Q (4155.156513 sec): 3 clusters Score: Raw -2939747.928106 + Penalty 3401.953938 = -2936345.974167 nChanged 17 SP:Iteration 132Q (4155.250563 sec): 3 clusters Score: Raw -2939749.002819 + Penalty 3401.953938 = -2936347.048880 nChanged 14 SP:Iteration 133Q (4155.343869 sec): 3 clusters Score: Raw -2939750.091986 + Penalty 3401.953938 = -2936348.138048 nChanged 20 SP:Iteration 134Q (4155.436444 sec): 3 clusters Score: Raw -2939751.720285 + Penalty 3401.953938 = -2936349.766346 nChanged 22 SP:Iteration 135Q (4155.529580 sec): 3 clusters Score: Raw -2939753.552152 + Penalty 3401.953938 = -2936351.598213 nChanged 24 SP:Iteration 136Q (4155.628366 sec): 3 clusters Score: Raw -2939754.937786 + Penalty 3401.953938 = -2936352.983847 nChanged 18 SP:Iteration 137Q (4155.708778 sec): 3 clusters Score: Raw -2939756.047370 + Penalty 3401.953938 = -2936354.093432 nChanged 10 SP:Iteration 138Q (4155.813654 sec): 3 clusters Score: Raw -2939756.852325 + Penalty 3401.953938 = -2936354.898386 nChanged 16 SP:Iteration 139Q (4155.901964 sec): 3 clusters Score: Raw -2939758.085084 + Penalty 3401.953938 = -2936356.131146 nChanged 14 SP:Iteration 140F (4156.015983 sec): 3 clusters Score: Raw -2939759.554059 + Penalty 3401.953938 = -2936357.600120 nChanged 18 SP:Iteration 141Q (4156.116331 sec): 3 clusters Score: Raw -2939761.111703 + Penalty 3401.953938 = -2936359.157765 nChanged 15 SP:Iteration 142Q (4156.203997 sec): 3 clusters Score: Raw -2939762.413041 + Penalty 3401.953938 = -2936360.459103 nChanged 21 SP:Iteration 143Q (4156.314149 sec): 3 clusters Score: Raw -2939763.865684 + Penalty 3401.953938 = -2936361.911746 nChanged 15 SP:Iteration 144Q (4156.415164 sec): 3 clusters Score: Raw -2939764.755398 + Penalty 3401.953938 = -2936362.801460 nChanged 13 SP:Iteration 145Q (4156.516166 sec): 3 clusters Score: Raw -2939765.702384 + Penalty 3401.953938 = -2936363.748445 nChanged 16 SP:Iteration 146Q (4156.614625 sec): 3 clusters Score: Raw -2939767.074226 + Penalty 3401.953938 = -2936365.120287 nChanged 16 SP:Iteration 147Q (4156.713523 sec): 3 clusters Score: Raw -2939768.507823 + Penalty 3401.953938 = -2936366.553885 nChanged 11 SP:Iteration 148Q (4156.803271 sec): 3 clusters Score: Raw -2939769.177241 + Penalty 3401.953938 = -2936367.223303 nChanged 12 SP:Iteration 149Q (4156.915019 sec): 3 clusters Score: Raw -2939770.088989 + Penalty 3401.953938 = -2936368.135050 nChanged 19 SP:Iteration 150Q (4157.009150 sec): 3 clusters Score: Raw -2939771.792056 + Penalty 3401.953938 = -2936369.838118 nChanged 16 SP:Iteration 151Q (4157.105172 sec): 3 clusters Score: Raw -2939772.954480 + Penalty 3401.953938 = -2936371.000542 nChanged 9 SP:Iteration 152Q (4157.211400 sec): 3 clusters Score: Raw -2939773.494749 + Penalty 3401.953938 = -2936371.540811 nChanged 6 SP:Iteration 153Q (4157.301533 sec): 3 clusters Score: Raw -2939773.875510 + Penalty 3401.953938 = -2936371.921571 nChanged 4 SP:Iteration 154Q (4157.404061 sec): 3 clusters Score: Raw -2939774.127007 + Penalty 3401.953938 = -2936372.173068 nChanged 2 SP:Iteration 155Q (4157.500694 sec): 3 clusters Score: Raw -2939774.235648 + Penalty 3401.953938 = -2936372.281710 nChanged 3 SP:Iteration 156Q (4157.599075 sec): 3 clusters Score: Raw -2939774.365861 + Penalty 3401.953938 = -2936372.411923 nChanged 0 SP:Iteration 157F (4157.696747 sec): 3 clusters Score: Raw -2939774.365861 + Penalty 3401.953938 = -2936372.411923 nChanged 0 Iteration 99Q (4164.203705 sec): 40 clusters Score: Raw -49136985.032614 + Penalty 84573.884239 = -49052411.148374 nChanged 1023 Iteration 100F (4180.071820 sec): 40 clusters Score: Raw -49137117.875718 + Penalty 84573.884239 = -49052543.991479 nChanged 789 Iteration 101Q (4186.373892 sec): 40 clusters Score: Raw -49137167.351751 + Penalty 84573.884239 = -49052593.467512 nChanged 659 Iteration 102Q (4193.087402 sec): 40 clusters Score: Raw -49137203.601531 + Penalty 84573.884239 = -49052629.717291 nChanged 600 Iteration 103Q (4199.703189 sec): 40 clusters Score: Raw -49137233.760077 + Penalty 84573.884239 = -49052659.875837 nChanged 572 Iteration 104Q (4206.166886 sec): 40 clusters Score: Raw -49137262.972966 + Penalty 84573.884239 = -49052689.088727 nChanged 557 Iteration 105Q (4212.609101 sec): 40 clusters Score: Raw -49137290.070947 + Penalty 84573.884239 = -49052716.186707 nChanged 534 Iteration 106Q (4219.160071 sec): 40 clusters Score: Raw -49137317.031125 + Penalty 84573.884239 = -49052743.146886 nChanged 501 Iteration 107Q (4225.731368 sec): 40 clusters Score: Raw -49137342.837229 + Penalty 84573.884239 = -49052768.952990 nChanged 492 Iteration 108Q (4232.128629 sec): 40 clusters Score: Raw -49137366.110772 + Penalty 84573.884239 = -49052792.226532 nChanged 495 Iteration 109Q (4238.571255 sec): 40 clusters Score: Raw -49137389.460627 + Penalty 84573.884239 = -49052815.576387 nChanged 480 Iteration 110Q (4244.987791 sec): 40 clusters Score: Raw -49137411.420612 + Penalty 84573.884239 = -49052837.536373 nChanged 446 Iteration 111Q (4251.626673 sec): 40 clusters Score: Raw -49137430.014234 + Penalty 84573.884239 = -49052856.129995 nChanged 437 Iteration 112Q (4258.100919 sec): 40 clusters Score: Raw -49137449.751513 + Penalty 84573.884239 = -49052875.867273 nChanged 426 Iteration 113Q (4264.585863 sec): 40 clusters Score: Raw -49137468.984462 + Penalty 84573.884239 = -49052895.100223 nChanged 359 Iteration 114Q (4271.055489 sec): 40 clusters Score: Raw -49137483.842843 + Penalty 84573.884239 = -49052909.958604 nChanged 351 Iteration 115Q (4277.524645 sec): 40 clusters Score: Raw -49137498.094139 + Penalty 84573.884239 = -49052924.209900 nChanged 345 Iteration 116Q (4283.981571 sec): 40 clusters Score: Raw -49137512.900045 + Penalty 84573.884239 = -49052939.015805 nChanged 368 Iteration 117Q (4289.916447 sec): 40 clusters Score: Raw -49137527.763318 + Penalty 84573.884239 = -49052953.879079 nChanged 349 Iteration 118Q (4296.269715 sec): 40 clusters Score: Raw -49137540.604671 + Penalty 84573.884239 = -49052966.720432 nChanged 333 Iteration 119Q (4302.622144 sec): 40 clusters Score: Raw -49137554.002174 + Penalty 84573.884239 = -49052980.117934 nChanged 357 Iteration 120F (4318.313283 sec): 40 clusters Score: Raw -49137568.554634 + Penalty 84573.884239 = -49052994.670395 nChanged 357 Iteration 121Q (4324.638200 sec): 40 clusters Score: Raw -49137584.544824 + Penalty 84573.884239 = -49053010.660584 nChanged 382 Iteration 122Q (4330.952254 sec): 40 clusters Score: Raw -49137602.246761 + Penalty 84573.884239 = -49053028.362522 nChanged 376 Iteration 123Q (4337.277125 sec): 40 clusters Score: Raw -49137620.581179 + Penalty 84573.884239 = -49053046.696940 nChanged 365 Iteration 124Q (4343.546980 sec): 40 clusters Score: Raw -49137637.728940 + Penalty 84573.884239 = -49053063.844700 nChanged 331 Iteration 125Q (4349.989819 sec): 40 clusters Score: Raw -49137652.419138 + Penalty 84573.884239 = -49053078.534899 nChanged 298 Iteration 126Q (4356.487684 sec): 40 clusters Score: Raw -49137665.905660 + Penalty 84573.884239 = -49053092.021421 nChanged 249 Iteration 127Q (4363.173780 sec): 40 clusters Score: Raw -49137676.060082 + Penalty 84573.884239 = -49053102.175842 nChanged 229 Iteration 128Q (4369.705252 sec): 40 clusters Score: Raw -49137684.035680 + Penalty 84573.884239 = -49053110.151441 nChanged 200 Iteration 129Q (4376.234185 sec): 40 clusters Score: Raw -49137692.082736 + Penalty 84573.884239 = -49053118.198497 nChanged 223 Iteration 130Q (4382.623826 sec): 40 clusters Score: Raw -49137700.933701 + Penalty 84573.884239 = -49053127.049462 nChanged 213 Iteration 131Q (4389.062022 sec): 40 clusters Score: Raw -49137709.954335 + Penalty 84573.884239 = -49053136.070096 nChanged 230 Iteration 132Q (4395.576961 sec): 40 clusters Score: Raw -49137719.752027 + Penalty 84573.884239 = -49053145.867788 nChanged 238 Iteration 133Q (4402.064927 sec): 40 clusters Score: Raw -49137729.711795 + Penalty 84573.884239 = -49053155.827555 nChanged 237 Iteration 134Q (4408.480551 sec): 40 clusters Score: Raw -49137738.785688 + Penalty 84573.884239 = -49053164.901448 nChanged 228 Iteration 135Q (4414.902431 sec): 40 clusters Score: Raw -49137747.881525 + Penalty 84573.884239 = -49053173.997286 nChanged 194 Iteration 136Q (4421.289591 sec): 40 clusters Score: Raw -49137755.784914 + Penalty 84573.884239 = -49053181.900675 nChanged 213 Iteration 137Q (4427.647592 sec): 40 clusters Score: Raw -49137763.195605 + Penalty 84573.884239 = -49053189.311366 nChanged 198 Iteration 138Q (4434.132786 sec): 40 clusters Score: Raw -49137771.130666 + Penalty 84573.884239 = -49053197.246426 nChanged 197 Writing temp clu file Because OldScore, -49053189.311366, is greater than current (better) Score,-49053197.246426 Compute initial score before splitting: Score: Raw -49137771.130666 + Penalty 84573.884239 = -49053197.246426 Trying to split cluster 1 (6113 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4434.361491 sec): 2 clusters Score: Raw -507119.903843 + Penalty 1416.703101 = -505703.200742 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4434.418284 sec): 3 clusters Score: Raw -503855.300266 + Penalty 2833.406202 = -501021.894064 nChanged 2543 SP:Iteration 1F (4434.472741 sec): 3 clusters Score: Raw -505371.678111 + Penalty 2833.406202 = -502538.271909 nChanged 490 SP:Iteration 2F (4434.526111 sec): 3 clusters Score: Raw -505675.487086 + Penalty 2833.406202 = -502842.080884 nChanged 393 SP:Iteration 3F (4434.572934 sec): 3 clusters Score: Raw -505936.687239 + Penalty 2833.406202 = -503103.281037 nChanged 357 SP:Iteration 4F (4434.626310 sec): 3 clusters Score: Raw -506180.788238 + Penalty 2833.406202 = -503347.382036 nChanged 306 SP:Iteration 5F (4434.691526 sec): 3 clusters Score: Raw -506383.722441 + Penalty 2833.406202 = -503550.316239 nChanged 270 SP:Iteration 6Q (4434.744206 sec): 3 clusters Score: Raw -506552.866008 + Penalty 2833.406202 = -503719.459805 nChanged 231 SP:Iteration 7Q (4434.790727 sec): 3 clusters Score: Raw -506671.099015 + Penalty 2833.406202 = -503837.692813 nChanged 192 SP:Iteration 8Q (4434.843491 sec): 3 clusters Score: Raw -506767.195477 + Penalty 2833.406202 = -503933.789275 nChanged 151 SP:Iteration 9Q (4434.898544 sec): 3 clusters Score: Raw -506847.123202 + Penalty 2833.406202 = -504013.717000 nChanged 142 SP:Iteration 10Q (4434.938595 sec): 3 clusters Score: Raw -506914.630571 + Penalty 2833.406202 = -504081.224369 nChanged 139 SP:Iteration 11Q (4434.988498 sec): 3 clusters Score: Raw -506974.076204 + Penalty 2833.406202 = -504140.670001 nChanged 119 SP:Iteration 12Q (4435.038231 sec): 3 clusters Score: Raw -507026.700401 + Penalty 2833.406202 = -504193.294199 nChanged 106 SP:Iteration 13Q (4435.095929 sec): 3 clusters Score: Raw -507084.314964 + Penalty 2833.406202 = -504250.908761 nChanged 116 SP:Iteration 14Q (4435.138809 sec): 3 clusters Score: Raw -507140.346028 + Penalty 2833.406202 = -504306.939826 nChanged 115 SP:Iteration 15Q (4435.196104 sec): 3 clusters Score: Raw -507207.625853 + Penalty 2833.406202 = -504374.219651 nChanged 116 SP:Iteration 16Q (4435.245299 sec): 3 clusters Score: Raw -507283.097928 + Penalty 2833.406202 = -504449.691725 nChanged 127 SP:Iteration 17Q (4435.298496 sec): 3 clusters Score: Raw -507404.265965 + Penalty 2833.406202 = -504570.859763 nChanged 139 SP:Iteration 18Q (4435.355087 sec): 3 clusters Score: Raw -507587.756304 + Penalty 2833.406202 = -504754.350102 nChanged 147 SP:Iteration 19Q (4435.408145 sec): 3 clusters Score: Raw -507781.004512 + Penalty 2833.406202 = -504947.598310 nChanged 131 SP:Iteration 20F (4435.459204 sec): 3 clusters Score: Raw -507904.265459 + Penalty 2833.406202 = -505070.859257 nChanged 97 SP:Iteration 21Q (4435.524466 sec): 3 clusters Score: Raw -507953.072534 + Penalty 2833.406202 = -505119.666332 nChanged 67 SP:Iteration 22Q (4435.571585 sec): 3 clusters Score: Raw -507977.113782 + Penalty 2833.406202 = -505143.707579 nChanged 40 SP:Iteration 23Q (4435.623929 sec): 3 clusters Score: Raw -507990.669425 + Penalty 2833.406202 = -505157.263223 nChanged 32 SP:Iteration 24Q (4435.674801 sec): 3 clusters Score: Raw -508007.805340 + Penalty 2833.406202 = -505174.399138 nChanged 45 SP:Iteration 25Q (4435.726668 sec): 3 clusters Score: Raw -508038.788585 + Penalty 2833.406202 = -505205.382383 nChanged 51 SP:Iteration 26Q (4435.781731 sec): 3 clusters Score: Raw -508067.696156 + Penalty 2833.406202 = -505234.289954 nChanged 50 SP:Iteration 27Q (4435.836772 sec): 3 clusters Score: Raw -508094.613777 + Penalty 2833.406202 = -505261.207575 nChanged 53 SP:Iteration 28Q (4435.889979 sec): 3 clusters Score: Raw -508124.400417 + Penalty 2833.406202 = -505290.994215 nChanged 60 SP:Iteration 29Q (4435.942973 sec): 3 clusters Score: Raw -508167.603386 + Penalty 2833.406202 = -505334.197184 nChanged 71 SP:Iteration 30Q (4435.990541 sec): 3 clusters Score: Raw -508226.475919 + Penalty 2833.406202 = -505393.069717 nChanged 79 SP:Iteration 31Q (4436.040996 sec): 3 clusters Score: Raw -508298.780694 + Penalty 2833.406202 = -505465.374492 nChanged 78 SP:Iteration 32Q (4436.092924 sec): 3 clusters Score: Raw -508369.143271 + Penalty 2833.406202 = -505535.737069 nChanged 81 SP:Iteration 33Q (4436.153156 sec): 3 clusters Score: Raw -508441.520261 + Penalty 2833.406202 = -505608.114059 nChanged 81 SP:Iteration 34Q (4436.197512 sec): 3 clusters Score: Raw -508512.769017 + Penalty 2833.406202 = -505679.362815 nChanged 78 SP:Iteration 35Q (4436.250006 sec): 3 clusters Score: Raw -508574.164880 + Penalty 2833.406202 = -505740.758678 nChanged 60 SP:Iteration 36Q (4436.296643 sec): 3 clusters Score: Raw -508629.044848 + Penalty 2833.406202 = -505795.638646 nChanged 44 SP:Iteration 37Q (4436.363376 sec): 3 clusters Score: Raw -508657.816406 + Penalty 2833.406202 = -505824.410204 nChanged 26 SP:Iteration 38Q (4436.405075 sec): 3 clusters Score: Raw -508680.164813 + Penalty 2833.406202 = -505846.758611 nChanged 21 SP:Iteration 39Q (4436.462403 sec): 3 clusters Score: Raw -508693.922248 + Penalty 2833.406202 = -505860.516045 nChanged 15 SP:Iteration 40F (4436.512691 sec): 3 clusters Score: Raw -508713.717678 + Penalty 2833.406202 = -505880.311475 nChanged 23 SP:Iteration 41Q (4436.566238 sec): 3 clusters Score: Raw -508724.228428 + Penalty 2833.406202 = -505890.822225 nChanged 19 SP:Iteration 42Q (4436.620096 sec): 3 clusters Score: Raw -508730.904763 + Penalty 2833.406202 = -505897.498561 nChanged 14 SP:Iteration 43Q (4436.677072 sec): 3 clusters Score: Raw -508734.729345 + Penalty 2833.406202 = -505901.323142 nChanged 9 SP:Iteration 44Q (4436.723811 sec): 3 clusters Score: Raw -508736.302608 + Penalty 2833.406202 = -505902.896406 nChanged 4 SP:Iteration 45Q (4436.774455 sec): 3 clusters Score: Raw -508736.985144 + Penalty 2833.406202 = -505903.578941 nChanged 0 SP:Iteration 46F (4436.827397 sec): 3 clusters Score: Raw -508736.985144 + Penalty 2833.406202 = -505903.578941 nChanged 0 Score: Raw -49139393.158879 + Penalty 86742.445374 = -49052650.713506 Splitting cluster 1 changes total score from -49053197.246426 to -49052650.713506 So it's not getting split. Trying to split cluster 2 (2505 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4453.234580 sec): 2 clusters Score: Raw -210684.935851 + Penalty 1271.732152 = -209413.203699 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4453.281816 sec): 3 clusters Score: Raw -209571.380621 + Penalty 2543.464304 = -207027.916317 nChanged 898 SP:Iteration 1F (4453.327909 sec): 3 clusters Score: Raw -210118.433828 + Penalty 2543.464304 = -207574.969524 nChanged 207 SP:Iteration 2F (4453.378684 sec): 3 clusters Score: Raw -210281.589553 + Penalty 2543.464304 = -207738.125249 nChanged 141 SP:Iteration 3F (4453.428059 sec): 3 clusters Score: Raw -210385.407545 + Penalty 2543.464304 = -207841.943240 nChanged 105 SP:Iteration 4Q (4453.469059 sec): 3 clusters Score: Raw -210457.119529 + Penalty 2543.464304 = -207913.655224 nChanged 81 SP:Iteration 5Q (4453.514167 sec): 3 clusters Score: Raw -210509.207296 + Penalty 2543.464304 = -207965.742992 nChanged 71 SP:Iteration 6Q (4453.565744 sec): 3 clusters Score: Raw -210553.756957 + Penalty 2543.464304 = -208010.292652 nChanged 58 SP:Iteration 7Q (4453.608358 sec): 3 clusters Score: Raw -210592.826128 + Penalty 2543.464304 = -208049.361823 nChanged 53 SP:Iteration 8Q (4453.663939 sec): 3 clusters Score: Raw -210626.870477 + Penalty 2543.464304 = -208083.406172 nChanged 49 SP:Iteration 9Q (4453.712900 sec): 3 clusters Score: Raw -210655.391940 + Penalty 2543.464304 = -208111.927636 nChanged 40 SP:Iteration 10Q (4453.748972 sec): 3 clusters Score: Raw -210678.065225 + Penalty 2543.464304 = -208134.600921 nChanged 32 SP:Iteration 11Q (4453.808192 sec): 3 clusters Score: Raw -210694.799998 + Penalty 2543.464304 = -208151.335693 nChanged 24 SP:Iteration 12Q (4453.849307 sec): 3 clusters Score: Raw -210708.686240 + Penalty 2543.464304 = -208165.221935 nChanged 19 SP:Iteration 13Q (4453.890323 sec): 3 clusters Score: Raw -210718.406119 + Penalty 2543.464304 = -208174.941815 nChanged 12 SP:Iteration 14Q (4453.946663 sec): 3 clusters Score: Raw -210725.222767 + Penalty 2543.464304 = -208181.758463 nChanged 18 SP:Iteration 15Q (4453.993086 sec): 3 clusters Score: Raw -210734.163932 + Penalty 2543.464304 = -208190.699627 nChanged 22 SP:Iteration 16Q (4454.048062 sec): 3 clusters Score: Raw -210748.673418 + Penalty 2543.464304 = -208205.209113 nChanged 18 SP:Iteration 17Q (4454.095340 sec): 3 clusters Score: Raw -210758.960039 + Penalty 2543.464304 = -208215.495735 nChanged 12 SP:Iteration 18Q (4454.134179 sec): 3 clusters Score: Raw -210763.587550 + Penalty 2543.464304 = -208220.123246 nChanged 9 SP:Iteration 19Q (4454.177980 sec): 3 clusters Score: Raw -210766.671916 + Penalty 2543.464304 = -208223.207612 nChanged 8 SP:Iteration 20F (4454.234873 sec): 3 clusters Score: Raw -210770.404660 + Penalty 2543.464304 = -208226.940356 nChanged 8 SP:Iteration 21Q (4454.273277 sec): 3 clusters Score: Raw -210773.624169 + Penalty 2543.464304 = -208230.159865 nChanged 2 SP:Iteration 22Q (4454.323033 sec): 3 clusters Score: Raw -210774.524835 + Penalty 2543.464304 = -208231.060531 nChanged 6 SP:Iteration 23Q (4454.372422 sec): 3 clusters Score: Raw -210777.065375 + Penalty 2543.464304 = -208233.601071 nChanged 3 SP:Iteration 24Q (4454.408610 sec): 3 clusters Score: Raw -210778.008888 + Penalty 2543.464304 = -208234.544584 nChanged 3 SP:Iteration 25Q (4454.457186 sec): 3 clusters Score: Raw -210778.906418 + Penalty 2543.464304 = -208235.442114 nChanged 3 SP:Iteration 26Q (4454.499108 sec): 3 clusters Score: Raw -210780.126533 + Penalty 2543.464304 = -208236.662229 nChanged 1 SP:Iteration 27Q (4454.544302 sec): 3 clusters Score: Raw -210780.679310 + Penalty 2543.464304 = -208237.215006 nChanged 2 SP:Iteration 28Q (4454.591876 sec): 3 clusters Score: Raw -210781.619356 + Penalty 2543.464304 = -208238.155052 nChanged 4 SP:Iteration 29Q (4454.643599 sec): 3 clusters Score: Raw -210783.432090 + Penalty 2543.464304 = -208239.967786 nChanged 5 SP:Iteration 30Q (4454.691799 sec): 3 clusters Score: Raw -210785.586223 + Penalty 2543.464304 = -208242.121918 nChanged 4 SP:Iteration 31Q (4454.738918 sec): 3 clusters Score: Raw -210786.867415 + Penalty 2543.464304 = -208243.403110 nChanged 3 SP:Iteration 32Q (4454.788813 sec): 3 clusters Score: Raw -210788.059409 + Penalty 2543.464304 = -208244.595105 nChanged 0 SP:Iteration 33F (4454.841147 sec): 3 clusters Score: Raw -210788.059409 + Penalty 2543.464304 = -208244.595105 nChanged 0 Trying to split cluster 3 (33691 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4454.915940 sec): 2 clusters Score: Raw -2823971.075545 + Penalty 1694.060228 = -2822277.015317 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4455.014951 sec): 3 clusters Score: Raw -2803060.469083 + Penalty 3388.120456 = -2799672.348628 nChanged 15582 SP:Iteration 1F (4455.127166 sec): 3 clusters Score: Raw -2812189.768937 + Penalty 3388.120456 = -2808801.648481 nChanged 1709 SP:Iteration 2F (4455.225326 sec): 3 clusters Score: Raw -2812899.200690 + Penalty 3388.120456 = -2809511.080234 nChanged 1721 SP:Iteration 3F (4455.332770 sec): 3 clusters Score: Raw -2813694.824202 + Penalty 3388.120456 = -2810306.703746 nChanged 1799 SP:Iteration 4F (4455.429800 sec): 3 clusters Score: Raw -2814563.506324 + Penalty 3388.120456 = -2811175.385868 nChanged 1804 SP:Iteration 5F (4455.531454 sec): 3 clusters Score: Raw -2815512.795074 + Penalty 3388.120456 = -2812124.674618 nChanged 1906 SP:Iteration 6F (4455.637569 sec): 3 clusters Score: Raw -2816562.212843 + Penalty 3388.120456 = -2813174.092387 nChanged 1867 SP:Iteration 7F (4455.735148 sec): 3 clusters Score: Raw -2817595.608430 + Penalty 3388.120456 = -2814207.487974 nChanged 1775 SP:Iteration 8F (4455.826058 sec): 3 clusters Score: Raw -2818685.436592 + Penalty 3388.120456 = -2815297.316136 nChanged 1678 SP:Iteration 9Q (4455.925213 sec): 3 clusters Score: Raw -2819783.629901 + Penalty 3388.120456 = -2816395.509445 nChanged 1470 SP:Iteration 10Q (4456.037985 sec): 3 clusters Score: Raw -2820707.017722 + Penalty 3388.120456 = -2817318.897266 nChanged 1265 SP:Iteration 11Q (4456.143625 sec): 3 clusters Score: Raw -2821518.456289 + Penalty 3388.120456 = -2818130.335833 nChanged 1041 SP:Iteration 12Q (4456.246064 sec): 3 clusters Score: Raw -2822167.474471 + Penalty 3388.120456 = -2818779.354015 nChanged 798 SP:Iteration 13Q (4456.353912 sec): 3 clusters Score: Raw -2822657.368911 + Penalty 3388.120456 = -2819269.248455 nChanged 641 SP:Iteration 14Q (4456.453385 sec): 3 clusters Score: Raw -2823053.487158 + Penalty 3388.120456 = -2819665.366702 nChanged 509 SP:Iteration 15Q (4456.555707 sec): 3 clusters Score: Raw -2823344.750618 + Penalty 3388.120456 = -2819956.630162 nChanged 361 SP:Iteration 16Q (4456.657026 sec): 3 clusters Score: Raw -2823537.806049 + Penalty 3388.120456 = -2820149.685593 nChanged 312 SP:Iteration 17Q (4456.757732 sec): 3 clusters Score: Raw -2823698.241577 + Penalty 3388.120456 = -2820310.121121 nChanged 250 SP:Iteration 18Q (4456.844108 sec): 3 clusters Score: Raw -2823826.665886 + Penalty 3388.120456 = -2820438.545430 nChanged 201 SP:Iteration 19Q (4456.946258 sec): 3 clusters Score: Raw -2823917.795462 + Penalty 3388.120456 = -2820529.675006 nChanged 173 SP:Iteration 20F (4457.044446 sec): 3 clusters Score: Raw -2823992.640988 + Penalty 3388.120456 = -2820604.520532 nChanged 129 SP:Iteration 21Q (4457.140811 sec): 3 clusters Score: Raw -2824048.064979 + Penalty 3388.120456 = -2820659.944523 nChanged 108 SP:Iteration 22Q (4457.234473 sec): 3 clusters Score: Raw -2824091.835815 + Penalty 3388.120456 = -2820703.715359 nChanged 103 SP:Iteration 23Q (4457.322308 sec): 3 clusters Score: Raw -2824129.831676 + Penalty 3388.120456 = -2820741.711221 nChanged 79 SP:Iteration 24Q (4457.419628 sec): 3 clusters Score: Raw -2824156.792645 + Penalty 3388.120456 = -2820768.672189 nChanged 83 SP:Iteration 25Q (4457.511787 sec): 3 clusters Score: Raw -2824182.511250 + Penalty 3388.120456 = -2820794.390794 nChanged 57 SP:Iteration 26Q (4457.607349 sec): 3 clusters Score: Raw -2824206.257545 + Penalty 3388.120456 = -2820818.137089 nChanged 73 SP:Iteration 27Q (4457.699663 sec): 3 clusters Score: Raw -2824233.231113 + Penalty 3388.120456 = -2820845.110657 nChanged 56 SP:Iteration 28Q (4457.781453 sec): 3 clusters Score: Raw -2824257.578286 + Penalty 3388.120456 = -2820869.457830 nChanged 47 SP:Iteration 29Q (4457.883636 sec): 3 clusters Score: Raw -2824274.761741 + Penalty 3388.120456 = -2820886.641285 nChanged 38 SP:Iteration 30Q (4457.980438 sec): 3 clusters Score: Raw -2824289.348290 + Penalty 3388.120456 = -2820901.227834 nChanged 35 SP:Iteration 31Q (4458.062983 sec): 3 clusters Score: Raw -2824302.283857 + Penalty 3388.120456 = -2820914.163401 nChanged 38 SP:Iteration 32Q (4458.163312 sec): 3 clusters Score: Raw -2824317.768785 + Penalty 3388.120456 = -2820929.648329 nChanged 35 SP:Iteration 33Q (4458.256351 sec): 3 clusters Score: Raw -2824332.165749 + Penalty 3388.120456 = -2820944.045293 nChanged 34 SP:Iteration 34Q (4458.334028 sec): 3 clusters Score: Raw -2824342.704579 + Penalty 3388.120456 = -2820954.584123 nChanged 30 SP:Iteration 35Q (4458.437115 sec): 3 clusters Score: Raw -2824354.604162 + Penalty 3388.120456 = -2820966.483706 nChanged 30 SP:Iteration 36Q (4458.530697 sec): 3 clusters Score: Raw -2824367.462644 + Penalty 3388.120456 = -2820979.342188 nChanged 28 SP:Iteration 37Q (4458.624114 sec): 3 clusters Score: Raw -2824377.772860 + Penalty 3388.120456 = -2820989.652404 nChanged 26 SP:Iteration 38Q (4458.711271 sec): 3 clusters Score: Raw -2824390.839746 + Penalty 3388.120456 = -2821002.719290 nChanged 34 SP:Iteration 39Q (4458.800024 sec): 3 clusters Score: Raw -2824409.340029 + Penalty 3388.120456 = -2821021.219574 nChanged 37 SP:Iteration 40F (4458.903764 sec): 3 clusters Score: Raw -2824426.305113 + Penalty 3388.120456 = -2821038.184657 nChanged 30 SP:Iteration 41Q (4458.998372 sec): 3 clusters Score: Raw -2824442.629259 + Penalty 3388.120456 = -2821054.508803 nChanged 23 SP:Iteration 42Q (4459.088005 sec): 3 clusters Score: Raw -2824458.610766 + Penalty 3388.120456 = -2821070.490310 nChanged 29 SP:Iteration 43Q (4459.167783 sec): 3 clusters Score: Raw -2824474.171414 + Penalty 3388.120456 = -2821086.050958 nChanged 26 SP:Iteration 44Q (4459.261750 sec): 3 clusters Score: Raw -2824485.786325 + Penalty 3388.120456 = -2821097.665869 nChanged 27 SP:Iteration 45Q (4459.357965 sec): 3 clusters Score: Raw -2824495.231880 + Penalty 3388.120456 = -2821107.111424 nChanged 16 SP:Iteration 46Q (4459.450717 sec): 3 clusters Score: Raw -2824499.779002 + Penalty 3388.120456 = -2821111.658546 nChanged 10 SP:Iteration 47Q (4459.537339 sec): 3 clusters Score: Raw -2824502.727908 + Penalty 3388.120456 = -2821114.607452 nChanged 8 SP:Iteration 48Q (4459.630272 sec): 3 clusters Score: Raw -2824505.052680 + Penalty 3388.120456 = -2821116.932224 nChanged 8 SP:Iteration 49Q (4459.723735 sec): 3 clusters Score: Raw -2824507.132852 + Penalty 3388.120456 = -2821119.012396 nChanged 4 SP:Iteration 50Q (4459.815899 sec): 3 clusters Score: Raw -2824508.100981 + Penalty 3388.120456 = -2821119.980525 nChanged 2 SP:Iteration 51Q (4459.910432 sec): 3 clusters Score: Raw -2824508.672753 + Penalty 3388.120456 = -2821120.552297 nChanged 3 SP:Iteration 52Q (4460.002955 sec): 3 clusters Score: Raw -2824509.549926 + Penalty 3388.120456 = -2821121.429470 nChanged 0 SP:Iteration 53F (4460.103313 sec): 3 clusters Score: Raw -2824509.549926 + Penalty 3388.120456 = -2821121.429470 nChanged 0 Trying to split cluster 4 (45800 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4460.190989 sec): 2 clusters Score: Raw -3863624.939029 + Penalty 1743.956398 = -3861880.982632 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4460.314998 sec): 3 clusters Score: Raw -3834953.925893 + Penalty 3487.912795 = -3831466.013098 nChanged 21321 SP:Iteration 1F (4460.432459 sec): 3 clusters Score: Raw -3847054.742269 + Penalty 3487.912795 = -3843566.829473 nChanged 1921 SP:Iteration 2Q (4460.564564 sec): 3 clusters Score: Raw -3847702.691377 + Penalty 3487.912795 = -3844214.778582 nChanged 2085 SP:Iteration 3Q (4460.691542 sec): 3 clusters Score: Raw -3848469.823460 + Penalty 3487.912795 = -3844981.910664 nChanged 2144 SP:Iteration 4Q (4460.824838 sec): 3 clusters Score: Raw -3849356.012478 + Penalty 3487.912795 = -3845868.099683 nChanged 2303 SP:Iteration 5F (4460.944241 sec): 3 clusters Score: Raw -3850419.213483 + Penalty 3487.912795 = -3846931.300688 nChanged 2461 SP:Iteration 6F (4461.068126 sec): 3 clusters Score: Raw -3851743.335013 + Penalty 3487.912795 = -3848255.422217 nChanged 2692 SP:Iteration 7F (4461.193655 sec): 3 clusters Score: Raw -3853435.782887 + Penalty 3487.912795 = -3849947.870092 nChanged 2670 SP:Iteration 8F (4461.316079 sec): 3 clusters Score: Raw -3855227.983353 + Penalty 3487.912795 = -3851740.070557 nChanged 2319 SP:Iteration 9F (4461.430511 sec): 3 clusters Score: Raw -3856828.961209 + Penalty 3487.912795 = -3853341.048414 nChanged 1979 SP:Iteration 10Q (4461.569069 sec): 3 clusters Score: Raw -3858013.040074 + Penalty 3487.912795 = -3854525.127279 nChanged 1419 SP:Iteration 11Q (4461.696244 sec): 3 clusters Score: Raw -3858684.133670 + Penalty 3487.912795 = -3855196.220875 nChanged 1063 SP:Iteration 12Q (4461.828311 sec): 3 clusters Score: Raw -3859140.956248 + Penalty 3487.912795 = -3855653.043453 nChanged 861 SP:Iteration 13Q (4461.946403 sec): 3 clusters Score: Raw -3859507.305691 + Penalty 3487.912795 = -3856019.392896 nChanged 820 SP:Iteration 14Q (4462.073353 sec): 3 clusters Score: Raw -3859847.788196 + Penalty 3487.912795 = -3856359.875401 nChanged 804 SP:Iteration 15Q (4462.210699 sec): 3 clusters Score: Raw -3860187.932521 + Penalty 3487.912795 = -3856700.019726 nChanged 786 SP:Iteration 16Q (4462.318342 sec): 3 clusters Score: Raw -3860522.833345 + Penalty 3487.912795 = -3857034.920550 nChanged 737 SP:Iteration 17Q (4462.445147 sec): 3 clusters Score: Raw -3860834.668362 + Penalty 3487.912795 = -3857346.755567 nChanged 711 SP:Iteration 18Q (4462.571456 sec): 3 clusters Score: Raw -3861108.801906 + Penalty 3487.912795 = -3857620.889110 nChanged 657 SP:Iteration 19Q (4462.682783 sec): 3 clusters Score: Raw -3861346.514580 + Penalty 3487.912795 = -3857858.601784 nChanged 640 SP:Iteration 20F (4462.802927 sec): 3 clusters Score: Raw -3861590.921530 + Penalty 3487.912795 = -3858103.008734 nChanged 652 SP:Iteration 21Q (4462.928207 sec): 3 clusters Score: Raw -3861840.218941 + Penalty 3487.912795 = -3858352.306146 nChanged 624 SP:Iteration 22Q (4463.050073 sec): 3 clusters Score: Raw -3862082.142468 + Penalty 3487.912795 = -3858594.229672 nChanged 590 SP:Iteration 23Q (4463.161945 sec): 3 clusters Score: Raw -3862305.996341 + Penalty 3487.912795 = -3858818.083546 nChanged 526 SP:Iteration 24Q (4463.276105 sec): 3 clusters Score: Raw -3862512.260185 + Penalty 3487.912795 = -3859024.347390 nChanged 498 SP:Iteration 25Q (4463.386316 sec): 3 clusters Score: Raw -3862699.789098 + Penalty 3487.912795 = -3859211.876303 nChanged 450 SP:Iteration 26Q (4463.491596 sec): 3 clusters Score: Raw -3862865.215239 + Penalty 3487.912795 = -3859377.302444 nChanged 389 SP:Iteration 27Q (4463.614426 sec): 3 clusters Score: Raw -3862997.876850 + Penalty 3487.912795 = -3859509.964055 nChanged 349 SP:Iteration 28Q (4463.723413 sec): 3 clusters Score: Raw -3863127.305647 + Penalty 3487.912795 = -3859639.392851 nChanged 335 SP:Iteration 29Q (4463.834807 sec): 3 clusters Score: Raw -3863260.169928 + Penalty 3487.912795 = -3859772.257133 nChanged 286 SP:Iteration 30Q (4463.939685 sec): 3 clusters Score: Raw -3863368.763377 + Penalty 3487.912795 = -3859880.850582 nChanged 243 SP:Iteration 31Q (4464.050457 sec): 3 clusters Score: Raw -3863460.244977 + Penalty 3487.912795 = -3859972.332182 nChanged 228 SP:Iteration 32Q (4464.169222 sec): 3 clusters Score: Raw -3863547.653634 + Penalty 3487.912795 = -3860059.740839 nChanged 216 SP:Iteration 33Q (4464.280438 sec): 3 clusters Score: Raw -3863634.663756 + Penalty 3487.912795 = -3860146.750961 nChanged 192 SP:Iteration 34Q (4464.387402 sec): 3 clusters Score: Raw -3863710.778285 + Penalty 3487.912795 = -3860222.865490 nChanged 149 SP:Iteration 35Q (4464.494644 sec): 3 clusters Score: Raw -3863762.751005 + Penalty 3487.912795 = -3860274.838210 nChanged 126 SP:Iteration 36Q (4464.602120 sec): 3 clusters Score: Raw -3863810.727412 + Penalty 3487.912795 = -3860322.814617 nChanged 110 SP:Iteration 37Q (4464.718266 sec): 3 clusters Score: Raw -3863851.003502 + Penalty 3487.912795 = -3860363.090707 nChanged 99 SP:Iteration 38Q (4464.832865 sec): 3 clusters Score: Raw -3863887.963824 + Penalty 3487.912795 = -3860400.051028 nChanged 84 SP:Iteration 39Q (4464.934667 sec): 3 clusters Score: Raw -3863924.188315 + Penalty 3487.912795 = -3860436.275520 nChanged 76 SP:Iteration 40F (4465.059597 sec): 3 clusters Score: Raw -3863951.401509 + Penalty 3487.912795 = -3860463.488713 nChanged 64 SP:Iteration 41Q (4465.165438 sec): 3 clusters Score: Raw -3863977.474297 + Penalty 3487.912795 = -3860489.561502 nChanged 68 SP:Iteration 42Q (4465.285334 sec): 3 clusters Score: Raw -3864002.380514 + Penalty 3487.912795 = -3860514.467719 nChanged 57 SP:Iteration 43Q (4465.392511 sec): 3 clusters Score: Raw -3864020.357582 + Penalty 3487.912795 = -3860532.444786 nChanged 50 SP:Iteration 44Q (4465.499505 sec): 3 clusters Score: Raw -3864039.205594 + Penalty 3487.912795 = -3860551.292798 nChanged 45 SP:Iteration 45Q (4465.605257 sec): 3 clusters Score: Raw -3864054.457184 + Penalty 3487.912795 = -3860566.544388 nChanged 36 SP:Iteration 46Q (4465.710188 sec): 3 clusters Score: Raw -3864067.553580 + Penalty 3487.912795 = -3860579.640784 nChanged 34 SP:Iteration 47Q (4465.828327 sec): 3 clusters Score: Raw -3864080.628764 + Penalty 3487.912795 = -3860592.715969 nChanged 26 SP:Iteration 48Q (4465.937043 sec): 3 clusters Score: Raw -3864090.956643 + Penalty 3487.912795 = -3860603.043848 nChanged 32 SP:Iteration 49Q (4466.036566 sec): 3 clusters Score: Raw -3864105.562577 + Penalty 3487.912795 = -3860617.649782 nChanged 37 SP:Iteration 50Q (4466.134245 sec): 3 clusters Score: Raw -3864117.795210 + Penalty 3487.912795 = -3860629.882415 nChanged 28 SP:Iteration 51Q (4466.244288 sec): 3 clusters Score: Raw -3864126.350067 + Penalty 3487.912795 = -3860638.437272 nChanged 20 SP:Iteration 52Q (4466.351032 sec): 3 clusters Score: Raw -3864132.806331 + Penalty 3487.912795 = -3860644.893535 nChanged 20 SP:Iteration 53Q (4466.449662 sec): 3 clusters Score: Raw -3864140.534267 + Penalty 3487.912795 = -3860652.621472 nChanged 27 SP:Iteration 54Q (4466.567833 sec): 3 clusters Score: Raw -3864148.650323 + Penalty 3487.912795 = -3860660.737528 nChanged 15 SP:Iteration 55Q (4466.677692 sec): 3 clusters Score: Raw -3864151.881253 + Penalty 3487.912795 = -3860663.968458 nChanged 10 SP:Iteration 56Q (4466.778247 sec): 3 clusters Score: Raw -3864155.106217 + Penalty 3487.912795 = -3860667.193422 nChanged 12 SP:Iteration 57Q (4466.880546 sec): 3 clusters Score: Raw -3864159.028281 + Penalty 3487.912795 = -3860671.115485 nChanged 18 SP:Iteration 58Q (4466.992795 sec): 3 clusters Score: Raw -3864163.506798 + Penalty 3487.912795 = -3860675.594003 nChanged 10 SP:Iteration 59Q (4467.099630 sec): 3 clusters Score: Raw -3864166.162790 + Penalty 3487.912795 = -3860678.249995 nChanged 8 SP:Iteration 60F (4467.231147 sec): 3 clusters Score: Raw -3864167.732402 + Penalty 3487.912795 = -3860679.819606 nChanged 3 SP:Iteration 61Q (4467.336698 sec): 3 clusters Score: Raw -3864168.643513 + Penalty 3487.912795 = -3860680.730718 nChanged 1 SP:Iteration 62Q (4467.444023 sec): 3 clusters Score: Raw -3864169.196799 + Penalty 3487.912795 = -3860681.284004 nChanged 0 SP:Iteration 63F (4467.567658 sec): 3 clusters Score: Raw -3864169.196799 + Penalty 3487.912795 = -3860681.284004 nChanged 0 Trying to split cluster 5 (1484 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4467.598108 sec): 2 clusters Score: Raw -87046.291474 + Penalty 1186.655669 = -85859.635806 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4467.628692 sec): 3 clusters Score: Raw -86509.857967 + Penalty 2373.311338 = -84136.546629 nChanged 536 SP:Iteration 1F (4467.681117 sec): 3 clusters Score: Raw -87002.047370 + Penalty 2373.311338 = -84628.736033 nChanged 186 SP:Iteration 2F (4467.719667 sec): 3 clusters Score: Raw -87275.277843 + Penalty 2373.311338 = -84901.966505 nChanged 129 SP:Iteration 3F (4467.759651 sec): 3 clusters Score: Raw -87541.845100 + Penalty 2373.311338 = -85168.533762 nChanged 95 SP:Iteration 4F (4467.807233 sec): 3 clusters Score: Raw -87739.268495 + Penalty 2373.311338 = -85365.957157 nChanged 83 SP:Iteration 5F (4467.847309 sec): 3 clusters Score: Raw -87888.072065 + Penalty 2373.311338 = -85514.760727 nChanged 50 SP:Iteration 6Q (4467.893973 sec): 3 clusters Score: Raw -87990.006506 + Penalty 2373.311338 = -85616.695168 nChanged 40 SP:Iteration 7Q (4467.947482 sec): 3 clusters Score: Raw -88041.464780 + Penalty 2373.311338 = -85668.153442 nChanged 27 SP:Iteration 8Q (4467.989880 sec): 3 clusters Score: Raw -88090.328649 + Penalty 2373.311338 = -85717.017311 nChanged 25 SP:Iteration 9Q (4468.027420 sec): 3 clusters Score: Raw -88119.307466 + Penalty 2373.311338 = -85745.996128 nChanged 14 SP:Iteration 10Q (4468.074061 sec): 3 clusters Score: Raw -88133.572676 + Penalty 2373.311338 = -85760.261338 nChanged 13 SP:Iteration 11Q (4468.118158 sec): 3 clusters Score: Raw -88144.377656 + Penalty 2373.311338 = -85771.066318 nChanged 11 SP:Iteration 12Q (4468.176357 sec): 3 clusters Score: Raw -88152.411742 + Penalty 2373.311338 = -85779.100405 nChanged 6 SP:Iteration 13Q (4468.225544 sec): 3 clusters Score: Raw -88156.045600 + Penalty 2373.311338 = -85782.734262 nChanged 7 SP:Iteration 14Q (4468.268232 sec): 3 clusters Score: Raw -88171.070287 + Penalty 2373.311338 = -85797.758949 nChanged 3 SP:Iteration 15Q (4468.303711 sec): 3 clusters Score: Raw -88171.925884 + Penalty 2373.311338 = -85798.614546 nChanged 1 SP:Iteration 16Q (4468.353286 sec): 3 clusters Score: Raw -88172.249117 + Penalty 2373.311338 = -85798.937779 nChanged 1 SP:Iteration 17Q (4468.401109 sec): 3 clusters Score: Raw -88172.735778 + Penalty 2373.311338 = -85799.424440 nChanged 1 SP:Iteration 18Q (4468.452248 sec): 3 clusters Score: Raw -88172.943874 + Penalty 2373.311338 = -85799.632536 nChanged 0 SP:Iteration 19F (4468.501257 sec): 3 clusters Score: Raw -88176.400087 + Penalty 2373.311338 = -85803.088749 nChanged 1 SP:Iteration 20F (4468.539596 sec): 3 clusters Score: Raw -88190.448350 + Penalty 2373.311338 = -85817.137013 nChanged 7 SP:Iteration 21Q (4468.582968 sec): 3 clusters Score: Raw -88197.212589 + Penalty 2373.311338 = -85823.901252 nChanged 5 SP:Iteration 22Q (4468.628125 sec): 3 clusters Score: Raw -88199.792836 + Penalty 2373.311338 = -85826.481498 nChanged 3 SP:Iteration 23Q (4468.676169 sec): 3 clusters Score: Raw -88201.678064 + Penalty 2373.311338 = -85828.366727 nChanged 2 SP:Iteration 24Q (4468.703183 sec): 3 clusters Score: Raw -88203.410620 + Penalty 2373.311338 = -85830.099282 nChanged 2 SP:Iteration 25Q (4468.746711 sec): 3 clusters Score: Raw -88204.908522 + Penalty 2373.311338 = -85831.597184 nChanged 1 SP:Iteration 26Q (4468.789290 sec): 3 clusters Score: Raw -88205.578078 + Penalty 2373.311338 = -85832.266740 nChanged 0 SP:Iteration 27F (4468.845471 sec): 3 clusters Score: Raw -88205.578078 + Penalty 2373.311338 = -85832.266740 nChanged 0 Trying to split cluster 6 (551 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4468.872561 sec): 2 clusters Score: Raw -42728.484793 + Penalty 1025.656906 = -41702.827887 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4468.908654 sec): 3 clusters Score: Raw -42622.497123 + Penalty 2051.313813 = -40571.183310 nChanged 146 SP:Iteration 1F (4468.943441 sec): 3 clusters Score: Raw -42788.472153 + Penalty 2051.313813 = -40737.158340 nChanged 38 SP:Iteration 2F (4468.989912 sec): 3 clusters Score: Raw -42842.352792 + Penalty 2051.313813 = -40791.038979 nChanged 23 SP:Iteration 3Q (4469.018815 sec): 3 clusters Score: Raw -42880.414375 + Penalty 2051.313813 = -40829.100562 nChanged 7 SP:Iteration 4Q (4469.068922 sec): 3 clusters Score: Raw -42890.796352 + Penalty 2051.313813 = -40839.482539 nChanged 3 SP:Iteration 5Q (4469.119029 sec): 3 clusters Score: Raw -42900.337778 + Penalty 2051.313813 = -40849.023965 nChanged 7 SP:Iteration 6Q (4469.152779 sec): 3 clusters Score: Raw -42910.312062 + Penalty 2051.313813 = -40858.998249 nChanged 4 SP:Iteration 7Q (4469.200658 sec): 3 clusters Score: Raw -42915.415417 + Penalty 2051.313813 = -40864.101604 nChanged 6 SP:Iteration 8Q (4469.255627 sec): 3 clusters Score: Raw -42927.059341 + Penalty 2051.313813 = -40875.745528 nChanged 3 SP:Iteration 9Q (4469.290220 sec): 3 clusters Score: Raw -42930.268252 + Penalty 2051.313813 = -40878.954439 nChanged 2 SP:Iteration 10Q (4469.350530 sec): 3 clusters Score: Raw -42933.100679 + Penalty 2051.313813 = -40881.786866 nChanged 2 SP:Iteration 11Q (4469.389948 sec): 3 clusters Score: Raw -42936.892819 + Penalty 2051.313813 = -40885.579006 nChanged 3 SP:Iteration 12Q (4469.431106 sec): 3 clusters Score: Raw -42940.531603 + Penalty 2051.313813 = -40889.217790 nChanged 4 SP:Iteration 13Q (4469.470948 sec): 3 clusters Score: Raw -42949.796040 + Penalty 2051.313813 = -40898.482227 nChanged 1 SP:Iteration 14Q (4469.516203 sec): 3 clusters Score: Raw -42950.615263 + Penalty 2051.313813 = -40899.301450 nChanged 0 SP:Iteration 15F (4469.562811 sec): 3 clusters Score: Raw -42950.615263 + Penalty 2051.313813 = -40899.301450 nChanged 0 Trying to split cluster 7 (11797 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4469.610829 sec): 2 clusters Score: Raw -968167.181542 + Penalty 1523.535088 = -966643.646455 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4469.679080 sec): 3 clusters Score: Raw -961326.781297 + Penalty 3047.070176 = -958279.711122 nChanged 5184 SP:Iteration 1F (4469.736972 sec): 3 clusters Score: Raw -964192.898157 + Penalty 3047.070176 = -961145.827982 nChanged 771 SP:Iteration 2F (4469.802928 sec): 3 clusters Score: Raw -964563.538361 + Penalty 3047.070176 = -961516.468185 nChanged 742 SP:Iteration 3F (4469.868143 sec): 3 clusters Score: Raw -964954.747338 + Penalty 3047.070176 = -961907.677163 nChanged 692 SP:Iteration 4F (4469.940251 sec): 3 clusters Score: Raw -965357.844721 + Penalty 3047.070176 = -962310.774545 nChanged 678 SP:Iteration 5F (4469.998067 sec): 3 clusters Score: Raw -965782.640646 + Penalty 3047.070176 = -962735.570470 nChanged 647 SP:Iteration 6F (4470.076666 sec): 3 clusters Score: Raw -966232.063708 + Penalty 3047.070176 = -963184.993532 nChanged 647 SP:Iteration 7F (4470.135526 sec): 3 clusters Score: Raw -966689.261397 + Penalty 3047.070176 = -963642.191221 nChanged 581 SP:Iteration 8Q (4470.192582 sec): 3 clusters Score: Raw -967118.215394 + Penalty 3047.070176 = -964071.145218 nChanged 546 SP:Iteration 9Q (4470.258632 sec): 3 clusters Score: Raw -967537.857397 + Penalty 3047.070176 = -964490.787222 nChanged 466 SP:Iteration 10Q (4470.326115 sec): 3 clusters Score: Raw -967928.208117 + Penalty 3047.070176 = -964881.137942 nChanged 388 SP:Iteration 11Q (4470.389973 sec): 3 clusters Score: Raw -968273.201846 + Penalty 3047.070176 = -965226.131670 nChanged 335 SP:Iteration 12Q (4470.460658 sec): 3 clusters Score: Raw -968516.396236 + Penalty 3047.070176 = -965469.326061 nChanged 255 SP:Iteration 13Q (4470.518904 sec): 3 clusters Score: Raw -968673.278998 + Penalty 3047.070176 = -965626.208823 nChanged 203 SP:Iteration 14Q (4470.577458 sec): 3 clusters Score: Raw -968777.926741 + Penalty 3047.070176 = -965730.856565 nChanged 151 SP:Iteration 15Q (4470.639069 sec): 3 clusters Score: Raw -968841.794760 + Penalty 3047.070176 = -965794.724584 nChanged 116 SP:Iteration 16Q (4470.700300 sec): 3 clusters Score: Raw -968881.030417 + Penalty 3047.070176 = -965833.960241 nChanged 79 SP:Iteration 17Q (4470.755533 sec): 3 clusters Score: Raw -968904.322781 + Penalty 3047.070176 = -965857.252605 nChanged 60 SP:Iteration 18Q (4470.817333 sec): 3 clusters Score: Raw -968919.879818 + Penalty 3047.070176 = -965872.809643 nChanged 69 SP:Iteration 19Q (4470.878166 sec): 3 clusters Score: Raw -968938.038038 + Penalty 3047.070176 = -965890.967863 nChanged 49 SP:Iteration 20F (4470.942250 sec): 3 clusters Score: Raw -968950.208571 + Penalty 3047.070176 = -965903.138395 nChanged 58 SP:Iteration 21Q (4471.002438 sec): 3 clusters Score: Raw -968964.596397 + Penalty 3047.070176 = -965917.526221 nChanged 47 SP:Iteration 22Q (4471.054106 sec): 3 clusters Score: Raw -968978.290217 + Penalty 3047.070176 = -965931.220041 nChanged 43 SP:Iteration 23Q (4471.122764 sec): 3 clusters Score: Raw -968988.388720 + Penalty 3047.070176 = -965941.318544 nChanged 42 SP:Iteration 24Q (4471.178718 sec): 3 clusters Score: Raw -968997.106342 + Penalty 3047.070176 = -965950.036166 nChanged 28 SP:Iteration 25Q (4471.250081 sec): 3 clusters Score: Raw -969001.828710 + Penalty 3047.070176 = -965954.758535 nChanged 25 SP:Iteration 26Q (4471.302210 sec): 3 clusters Score: Raw -969005.725319 + Penalty 3047.070176 = -965958.655143 nChanged 20 SP:Iteration 27Q (4471.373354 sec): 3 clusters Score: Raw -969008.803943 + Penalty 3047.070176 = -965961.733767 nChanged 14 SP:Iteration 28Q (4471.430496 sec): 3 clusters Score: Raw -969011.149980 + Penalty 3047.070176 = -965964.079805 nChanged 13 SP:Iteration 29Q (4471.495704 sec): 3 clusters Score: Raw -969013.352621 + Penalty 3047.070176 = -965966.282445 nChanged 11 SP:Iteration 30Q (4471.560466 sec): 3 clusters Score: Raw -969014.762451 + Penalty 3047.070176 = -965967.692275 nChanged 7 SP:Iteration 31Q (4471.625061 sec): 3 clusters Score: Raw -969015.588426 + Penalty 3047.070176 = -965968.518250 nChanged 7 SP:Iteration 32Q (4471.693841 sec): 3 clusters Score: Raw -969016.773522 + Penalty 3047.070176 = -965969.703346 nChanged 10 SP:Iteration 33Q (4471.756968 sec): 3 clusters Score: Raw -969018.332778 + Penalty 3047.070176 = -965971.262602 nChanged 9 SP:Iteration 34Q (4471.812661 sec): 3 clusters Score: Raw -969019.535450 + Penalty 3047.070176 = -965972.465275 nChanged 6 SP:Iteration 35Q (4471.872637 sec): 3 clusters Score: Raw -969020.281661 + Penalty 3047.070176 = -965973.211485 nChanged 4 SP:Iteration 36Q (4471.930216 sec): 3 clusters Score: Raw -969020.652762 + Penalty 3047.070176 = -965973.582586 nChanged 1 SP:Iteration 37Q (4471.993668 sec): 3 clusters Score: Raw -969020.841444 + Penalty 3047.070176 = -965973.771268 nChanged 3 SP:Iteration 38Q (4472.066733 sec): 3 clusters Score: Raw -969021.161107 + Penalty 3047.070176 = -965974.090931 nChanged 5 SP:Iteration 39Q (4472.126300 sec): 3 clusters Score: Raw -969021.700077 + Penalty 3047.070176 = -965974.629901 nChanged 3 SP:Iteration 40F (4472.183726 sec): 3 clusters Score: Raw -969021.867516 + Penalty 3047.070176 = -965974.797340 nChanged 2 SP:Iteration 41Q (4472.255963 sec): 3 clusters Score: Raw -969022.049664 + Penalty 3047.070176 = -965974.979488 nChanged 0 SP:Iteration 42F (4472.302733 sec): 3 clusters Score: Raw -969022.049664 + Penalty 3047.070176 = -965974.979488 nChanged 0 Trying to split cluster 8 (4960 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4472.340439 sec): 2 clusters Score: Raw -379998.212483 + Penalty 1382.738666 = -378615.473817 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4472.385737 sec): 3 clusters Score: Raw -377384.395087 + Penalty 2765.477331 = -374618.917755 nChanged 2076 SP:Iteration 1F (4472.442818 sec): 3 clusters Score: Raw -378552.150548 + Penalty 2765.477331 = -375786.673216 nChanged 339 SP:Iteration 2F (4472.501799 sec): 3 clusters Score: Raw -378754.323252 + Penalty 2765.477331 = -375988.845921 nChanged 287 SP:Iteration 3F (4472.543458 sec): 3 clusters Score: Raw -378938.061675 + Penalty 2765.477331 = -376172.584344 nChanged 248 SP:Iteration 4Q (4472.612234 sec): 3 clusters Score: Raw -379079.401705 + Penalty 2765.477331 = -376313.924374 nChanged 217 SP:Iteration 5Q (4472.654074 sec): 3 clusters Score: Raw -379206.248539 + Penalty 2765.477331 = -376440.771207 nChanged 198 SP:Iteration 6Q (4472.716041 sec): 3 clusters Score: Raw -379305.261742 + Penalty 2765.477331 = -376539.784410 nChanged 154 SP:Iteration 7Q (4472.767725 sec): 3 clusters Score: Raw -379372.303245 + Penalty 2765.477331 = -376606.825913 nChanged 132 SP:Iteration 8Q (4472.818851 sec): 3 clusters Score: Raw -379438.639561 + Penalty 2765.477331 = -376673.162230 nChanged 129 SP:Iteration 9Q (4472.862484 sec): 3 clusters Score: Raw -379497.900558 + Penalty 2765.477331 = -376732.423226 nChanged 126 SP:Iteration 10Q (4472.929029 sec): 3 clusters Score: Raw -379563.610252 + Penalty 2765.477331 = -376798.132921 nChanged 127 SP:Iteration 11Q (4472.984220 sec): 3 clusters Score: Raw -379622.224244 + Penalty 2765.477331 = -376856.746912 nChanged 116 SP:Iteration 12Q (4473.031562 sec): 3 clusters Score: Raw -379672.081595 + Penalty 2765.477331 = -376906.604263 nChanged 102 SP:Iteration 13Q (4473.089864 sec): 3 clusters Score: Raw -379715.614324 + Penalty 2765.477331 = -376950.136992 nChanged 90 SP:Iteration 14Q (4473.135719 sec): 3 clusters Score: Raw -379752.960687 + Penalty 2765.477331 = -376987.483356 nChanged 82 SP:Iteration 15Q (4473.186905 sec): 3 clusters Score: Raw -379781.831812 + Penalty 2765.477331 = -377016.354481 nChanged 68 SP:Iteration 16Q (4473.244305 sec): 3 clusters Score: Raw -379802.663099 + Penalty 2765.477331 = -377037.185768 nChanged 59 SP:Iteration 17Q (4473.286455 sec): 3 clusters Score: Raw -379821.620998 + Penalty 2765.477331 = -377056.143667 nChanged 42 SP:Iteration 18Q (4473.338426 sec): 3 clusters Score: Raw -379834.443969 + Penalty 2765.477331 = -377068.966638 nChanged 36 SP:Iteration 19Q (4473.383493 sec): 3 clusters Score: Raw -379847.174547 + Penalty 2765.477331 = -377081.697216 nChanged 39 SP:Iteration 20F (4473.444558 sec): 3 clusters Score: Raw -379858.031730 + Penalty 2765.477331 = -377092.554399 nChanged 31 SP:Iteration 21Q (4473.485315 sec): 3 clusters Score: Raw -379865.389291 + Penalty 2765.477331 = -377099.911960 nChanged 21 SP:Iteration 22Q (4473.539997 sec): 3 clusters Score: Raw -379871.377291 + Penalty 2765.477331 = -377105.899959 nChanged 18 SP:Iteration 23Q (4473.590336 sec): 3 clusters Score: Raw -379875.886737 + Penalty 2765.477331 = -377110.409406 nChanged 17 SP:Iteration 24Q (4473.627444 sec): 3 clusters Score: Raw -379885.393207 + Penalty 2765.477331 = -377119.915876 nChanged 30 SP:Iteration 25Q (4473.678302 sec): 3 clusters Score: Raw -379894.603150 + Penalty 2765.477331 = -377129.125819 nChanged 25 SP:Iteration 26Q (4473.731351 sec): 3 clusters Score: Raw -379902.263621 + Penalty 2765.477331 = -377136.786289 nChanged 25 SP:Iteration 27Q (4473.781227 sec): 3 clusters Score: Raw -379909.369032 + Penalty 2765.477331 = -377143.891700 nChanged 20 SP:Iteration 28Q (4473.830135 sec): 3 clusters Score: Raw -379913.923252 + Penalty 2765.477331 = -377148.445920 nChanged 19 SP:Iteration 29Q (4473.876218 sec): 3 clusters Score: Raw -379919.364481 + Penalty 2765.477331 = -377153.887149 nChanged 18 SP:Iteration 30Q (4473.925096 sec): 3 clusters Score: Raw -379923.019348 + Penalty 2765.477331 = -377157.542017 nChanged 14 SP:Iteration 31Q (4473.982279 sec): 3 clusters Score: Raw -379926.077008 + Penalty 2765.477331 = -377160.599677 nChanged 8 SP:Iteration 32Q (4474.028584 sec): 3 clusters Score: Raw -379927.436525 + Penalty 2765.477331 = -377161.959194 nChanged 9 SP:Iteration 33Q (4474.082398 sec): 3 clusters Score: Raw -379929.915406 + Penalty 2765.477331 = -377164.438075 nChanged 12 SP:Iteration 34Q (4474.125213 sec): 3 clusters Score: Raw -379932.255286 + Penalty 2765.477331 = -377166.777954 nChanged 7 SP:Iteration 35Q (4474.179578 sec): 3 clusters Score: Raw -379933.307287 + Penalty 2765.477331 = -377167.829955 nChanged 4 SP:Iteration 36Q (4474.221322 sec): 3 clusters Score: Raw -379934.030683 + Penalty 2765.477331 = -377168.553352 nChanged 4 SP:Iteration 37Q (4474.275377 sec): 3 clusters Score: Raw -379935.264463 + Penalty 2765.477331 = -377169.787131 nChanged 7 SP:Iteration 38Q (4474.336541 sec): 3 clusters Score: Raw -379936.507763 + Penalty 2765.477331 = -377171.030431 nChanged 3 SP:Iteration 39Q (4474.374587 sec): 3 clusters Score: Raw -379936.985820 + Penalty 2765.477331 = -377171.508489 nChanged 2 SP:Iteration 40F (4474.427078 sec): 3 clusters Score: Raw -379937.530198 + Penalty 2765.477331 = -377172.052867 nChanged 5 SP:Iteration 41Q (4474.484501 sec): 3 clusters Score: Raw -379938.164147 + Penalty 2765.477331 = -377172.686816 nChanged 3 SP:Iteration 42Q (4474.541705 sec): 3 clusters Score: Raw -379938.493997 + Penalty 2765.477331 = -377173.016666 nChanged 3 SP:Iteration 43Q (4474.596479 sec): 3 clusters Score: Raw -379938.968233 + Penalty 2765.477331 = -377173.490901 nChanged 1 SP:Iteration 44Q (4474.649832 sec): 3 clusters Score: Raw -379939.039024 + Penalty 2765.477331 = -377173.561693 nChanged 1 SP:Iteration 45Q (4474.704395 sec): 3 clusters Score: Raw -379939.472846 + Penalty 2765.477331 = -377173.995515 nChanged 2 SP:Iteration 46Q (4474.754846 sec): 3 clusters Score: Raw -379939.785715 + Penalty 2765.477331 = -377174.308384 nChanged 3 SP:Iteration 47Q (4474.800463 sec): 3 clusters Score: Raw -379940.135851 + Penalty 2765.477331 = -377174.658520 nChanged 1 SP:Iteration 48Q (4474.853272 sec): 3 clusters Score: Raw -379940.503377 + Penalty 2765.477331 = -377175.026045 nChanged 1 SP:Iteration 49Q (4474.915396 sec): 3 clusters Score: Raw -379941.061163 + Penalty 2765.477331 = -377175.583832 nChanged 2 SP:Iteration 50Q (4474.969447 sec): 3 clusters Score: Raw -379941.253034 + Penalty 2765.477331 = -377175.775703 nChanged 0 SP:Iteration 51F (4475.015785 sec): 3 clusters Score: Raw -379941.253034 + Penalty 2765.477331 = -377175.775703 nChanged 0 Trying to split cluster 9 (2326 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4475.051173 sec): 2 clusters Score: Raw -173105.314149 + Penalty 1259.684617 = -171845.629532 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4475.095402 sec): 3 clusters Score: Raw -172094.379553 + Penalty 2519.369233 = -169575.010320 nChanged 833 SP:Iteration 1F (4475.148305 sec): 3 clusters Score: Raw -172621.081412 + Penalty 2519.369233 = -170101.712179 nChanged 206 SP:Iteration 2F (4475.182836 sec): 3 clusters Score: Raw -172793.837609 + Penalty 2519.369233 = -170274.468376 nChanged 127 SP:Iteration 3F (4475.231884 sec): 3 clusters Score: Raw -172902.155005 + Penalty 2519.369233 = -170382.785772 nChanged 103 SP:Iteration 4Q (4475.282309 sec): 3 clusters Score: Raw -172986.604641 + Penalty 2519.369233 = -170467.235408 nChanged 89 SP:Iteration 5Q (4475.332750 sec): 3 clusters Score: Raw -173049.534817 + Penalty 2519.369233 = -170530.165584 nChanged 81 SP:Iteration 6Q (4475.381745 sec): 3 clusters Score: Raw -173107.659264 + Penalty 2519.369233 = -170588.290031 nChanged 63 SP:Iteration 7Q (4475.426662 sec): 3 clusters Score: Raw -173151.279400 + Penalty 2519.369233 = -170631.910166 nChanged 58 SP:Iteration 8Q (4475.468241 sec): 3 clusters Score: Raw -173193.116791 + Penalty 2519.369233 = -170673.747558 nChanged 53 SP:Iteration 9Q (4475.516649 sec): 3 clusters Score: Raw -173234.113144 + Penalty 2519.369233 = -170714.743911 nChanged 54 SP:Iteration 10Q (4475.556889 sec): 3 clusters Score: Raw -173276.313321 + Penalty 2519.369233 = -170756.944088 nChanged 51 SP:Iteration 11Q (4475.601167 sec): 3 clusters Score: Raw -173318.790888 + Penalty 2519.369233 = -170799.421655 nChanged 50 SP:Iteration 12Q (4475.647869 sec): 3 clusters Score: Raw -173355.730659 + Penalty 2519.369233 = -170836.361426 nChanged 41 SP:Iteration 13Q (4475.690707 sec): 3 clusters Score: Raw -173380.172135 + Penalty 2519.369233 = -170860.802902 nChanged 27 SP:Iteration 14Q (4475.737076 sec): 3 clusters Score: Raw -173394.010297 + Penalty 2519.369233 = -170874.641064 nChanged 18 SP:Iteration 15Q (4475.796074 sec): 3 clusters Score: Raw -173408.902311 + Penalty 2519.369233 = -170889.533078 nChanged 28 SP:Iteration 16Q (4475.835688 sec): 3 clusters Score: Raw -173431.293239 + Penalty 2519.369233 = -170911.924005 nChanged 25 SP:Iteration 17Q (4475.879207 sec): 3 clusters Score: Raw -173447.672621 + Penalty 2519.369233 = -170928.303388 nChanged 19 SP:Iteration 18Q (4475.924700 sec): 3 clusters Score: Raw -173459.828886 + Penalty 2519.369233 = -170940.459652 nChanged 17 SP:Iteration 19Q (4475.973262 sec): 3 clusters Score: Raw -173470.347996 + Penalty 2519.369233 = -170950.978762 nChanged 14 SP:Iteration 20F (4476.016419 sec): 3 clusters Score: Raw -173477.137345 + Penalty 2519.369233 = -170957.768112 nChanged 6 SP:Iteration 21Q (4476.060778 sec): 3 clusters Score: Raw -173479.589940 + Penalty 2519.369233 = -170960.220706 nChanged 4 SP:Iteration 22Q (4476.112429 sec): 3 clusters Score: Raw -173482.016684 + Penalty 2519.369233 = -170962.647451 nChanged 6 SP:Iteration 23Q (4476.162663 sec): 3 clusters Score: Raw -173485.566762 + Penalty 2519.369233 = -170966.197529 nChanged 4 SP:Iteration 24Q (4476.206609 sec): 3 clusters Score: Raw -173488.511001 + Penalty 2519.369233 = -170969.141768 nChanged 5 SP:Iteration 25Q (4476.257875 sec): 3 clusters Score: Raw -173490.758593 + Penalty 2519.369233 = -170971.389360 nChanged 5 SP:Iteration 26Q (4476.314898 sec): 3 clusters Score: Raw -173492.519462 + Penalty 2519.369233 = -170973.150229 nChanged 5 SP:Iteration 27Q (4476.366982 sec): 3 clusters Score: Raw -173494.742348 + Penalty 2519.369233 = -170975.373115 nChanged 6 SP:Iteration 28Q (4476.421560 sec): 3 clusters Score: Raw -173496.241973 + Penalty 2519.369233 = -170976.872740 nChanged 3 SP:Iteration 29Q (4476.466106 sec): 3 clusters Score: Raw -173496.960166 + Penalty 2519.369233 = -170977.590933 nChanged 1 SP:Iteration 30Q (4476.514672 sec): 3 clusters Score: Raw -173497.166324 + Penalty 2519.369233 = -170977.797090 nChanged 0 SP:Iteration 31F (4476.565046 sec): 3 clusters Score: Raw -173497.166324 + Penalty 2519.369233 = -170977.797090 nChanged 0 Trying to split cluster 10 (25041 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4476.624206 sec): 2 clusters Score: Raw -2065499.093390 + Penalty 1645.843836 = -2063853.249554 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4476.692393 sec): 3 clusters Score: Raw -2050276.685152 + Penalty 3291.687672 = -2046984.997480 nChanged 11460 SP:Iteration 1F (4476.787467 sec): 3 clusters Score: Raw -2056929.292048 + Penalty 3291.687672 = -2053637.604376 nChanged 1472 SP:Iteration 2F (4476.867846 sec): 3 clusters Score: Raw -2057647.003322 + Penalty 3291.687672 = -2054355.315650 nChanged 1508 SP:Iteration 3F (4476.959289 sec): 3 clusters Score: Raw -2058505.794562 + Penalty 3291.687672 = -2055214.106890 nChanged 1621 SP:Iteration 4F (4477.044117 sec): 3 clusters Score: Raw -2059514.395474 + Penalty 3291.687672 = -2056222.707802 nChanged 1623 SP:Iteration 5F (4477.116455 sec): 3 clusters Score: Raw -2060526.883332 + Penalty 3291.687672 = -2057235.195660 nChanged 1504 SP:Iteration 6F (4477.205284 sec): 3 clusters Score: Raw -2061507.000870 + Penalty 3291.687672 = -2058215.313198 nChanged 1227 SP:Iteration 7Q (4477.290244 sec): 3 clusters Score: Raw -2062341.366962 + Penalty 3291.687672 = -2059049.679290 nChanged 1023 SP:Iteration 8Q (4477.376068 sec): 3 clusters Score: Raw -2063075.889136 + Penalty 3291.687672 = -2059784.201464 nChanged 818 SP:Iteration 9Q (4477.462314 sec): 3 clusters Score: Raw -2063629.752275 + Penalty 3291.687672 = -2060338.064603 nChanged 662 SP:Iteration 10Q (4477.563925 sec): 3 clusters Score: Raw -2064039.284295 + Penalty 3291.687672 = -2060747.596623 nChanged 539 SP:Iteration 11Q (4477.643525 sec): 3 clusters Score: Raw -2064366.431762 + Penalty 3291.687672 = -2061074.744090 nChanged 449 SP:Iteration 12Q (4477.727698 sec): 3 clusters Score: Raw -2064615.110719 + Penalty 3291.687672 = -2061323.423047 nChanged 407 SP:Iteration 13Q (4477.805188 sec): 3 clusters Score: Raw -2064801.024624 + Penalty 3291.687672 = -2061509.336952 nChanged 357 SP:Iteration 14Q (4477.890405 sec): 3 clusters Score: Raw -2064954.291259 + Penalty 3291.687672 = -2061662.603587 nChanged 309 SP:Iteration 15Q (4477.969297 sec): 3 clusters Score: Raw -2065088.317850 + Penalty 3291.687672 = -2061796.630177 nChanged 293 SP:Iteration 16Q (4478.051972 sec): 3 clusters Score: Raw -2065205.567380 + Penalty 3291.687672 = -2061913.879708 nChanged 254 SP:Iteration 17Q (4478.133628 sec): 3 clusters Score: Raw -2065297.158024 + Penalty 3291.687672 = -2062005.470352 nChanged 221 SP:Iteration 18Q (4478.220678 sec): 3 clusters Score: Raw -2065374.032107 + Penalty 3291.687672 = -2062082.344435 nChanged 200 SP:Iteration 19Q (4478.306703 sec): 3 clusters Score: Raw -2065440.290673 + Penalty 3291.687672 = -2062148.603000 nChanged 168 SP:Iteration 20F (4478.382666 sec): 3 clusters Score: Raw -2065493.306616 + Penalty 3291.687672 = -2062201.618944 nChanged 143 SP:Iteration 21Q (4478.475873 sec): 3 clusters Score: Raw -2065538.129882 + Penalty 3291.687672 = -2062246.442210 nChanged 141 SP:Iteration 22Q (4478.540658 sec): 3 clusters Score: Raw -2065583.912236 + Penalty 3291.687672 = -2062292.224564 nChanged 144 SP:Iteration 23Q (4478.629673 sec): 3 clusters Score: Raw -2065623.002949 + Penalty 3291.687672 = -2062331.315276 nChanged 124 SP:Iteration 24Q (4478.703489 sec): 3 clusters Score: Raw -2065657.439412 + Penalty 3291.687672 = -2062365.751740 nChanged 110 SP:Iteration 25Q (4478.787015 sec): 3 clusters Score: Raw -2065686.133882 + Penalty 3291.687672 = -2062394.446210 nChanged 87 SP:Iteration 26Q (4478.867473 sec): 3 clusters Score: Raw -2065708.043671 + Penalty 3291.687672 = -2062416.355999 nChanged 86 SP:Iteration 27Q (4478.954394 sec): 3 clusters Score: Raw -2065730.591445 + Penalty 3291.687672 = -2062438.903773 nChanged 86 SP:Iteration 28Q (4479.033274 sec): 3 clusters Score: Raw -2065751.908115 + Penalty 3291.687672 = -2062460.220443 nChanged 72 SP:Iteration 29Q (4479.107765 sec): 3 clusters Score: Raw -2065771.763424 + Penalty 3291.687672 = -2062480.075752 nChanged 76 SP:Iteration 30Q (4479.182691 sec): 3 clusters Score: Raw -2065790.673086 + Penalty 3291.687672 = -2062498.985414 nChanged 66 SP:Iteration 31Q (4479.270261 sec): 3 clusters Score: Raw -2065805.330711 + Penalty 3291.687672 = -2062513.643039 nChanged 60 SP:Iteration 32Q (4479.350314 sec): 3 clusters Score: Raw -2065823.032474 + Penalty 3291.687672 = -2062531.344801 nChanged 65 SP:Iteration 33Q (4479.433820 sec): 3 clusters Score: Raw -2065840.338002 + Penalty 3291.687672 = -2062548.650330 nChanged 62 SP:Iteration 34Q (4479.508099 sec): 3 clusters Score: Raw -2065855.648098 + Penalty 3291.687672 = -2062563.960426 nChanged 71 SP:Iteration 35Q (4479.592969 sec): 3 clusters Score: Raw -2065874.781186 + Penalty 3291.687672 = -2062583.093514 nChanged 65 SP:Iteration 36Q (4479.663560 sec): 3 clusters Score: Raw -2065890.044040 + Penalty 3291.687672 = -2062598.356368 nChanged 58 SP:Iteration 37Q (4479.742414 sec): 3 clusters Score: Raw -2065904.932070 + Penalty 3291.687672 = -2062613.244398 nChanged 63 SP:Iteration 38Q (4479.817224 sec): 3 clusters Score: Raw -2065920.620108 + Penalty 3291.687672 = -2062628.932436 nChanged 64 SP:Iteration 39Q (4479.906760 sec): 3 clusters Score: Raw -2065935.114473 + Penalty 3291.687672 = -2062643.426800 nChanged 52 SP:Iteration 40F (4479.990187 sec): 3 clusters Score: Raw -2065948.933787 + Penalty 3291.687672 = -2062657.246115 nChanged 56 SP:Iteration 41Q (4480.060952 sec): 3 clusters Score: Raw -2065963.817198 + Penalty 3291.687672 = -2062672.129526 nChanged 47 SP:Iteration 42Q (4480.151017 sec): 3 clusters Score: Raw -2065974.904812 + Penalty 3291.687672 = -2062683.217140 nChanged 50 SP:Iteration 43Q (4480.226372 sec): 3 clusters Score: Raw -2065987.207149 + Penalty 3291.687672 = -2062695.519477 nChanged 42 SP:Iteration 44Q (4480.307642 sec): 3 clusters Score: Raw -2065998.167659 + Penalty 3291.687672 = -2062706.479987 nChanged 34 SP:Iteration 45Q (4480.388844 sec): 3 clusters Score: Raw -2066005.772387 + Penalty 3291.687672 = -2062714.084715 nChanged 37 SP:Iteration 46Q (4480.453765 sec): 3 clusters Score: Raw -2066013.915920 + Penalty 3291.687672 = -2062722.228248 nChanged 29 SP:Iteration 47Q (4480.534505 sec): 3 clusters Score: Raw -2066020.342025 + Penalty 3291.687672 = -2062728.654353 nChanged 25 SP:Iteration 48Q (4480.621024 sec): 3 clusters Score: Raw -2066026.952060 + Penalty 3291.687672 = -2062735.264388 nChanged 29 SP:Iteration 49Q (4480.696851 sec): 3 clusters Score: Raw -2066033.337358 + Penalty 3291.687672 = -2062741.649685 nChanged 23 SP:Iteration 50Q (4480.769968 sec): 3 clusters Score: Raw -2066037.811051 + Penalty 3291.687672 = -2062746.123379 nChanged 20 SP:Iteration 51Q (4480.856978 sec): 3 clusters Score: Raw -2066040.842991 + Penalty 3291.687672 = -2062749.155319 nChanged 13 SP:Iteration 52Q (4480.928173 sec): 3 clusters Score: Raw -2066042.723236 + Penalty 3291.687672 = -2062751.035564 nChanged 14 SP:Iteration 53Q (4481.015151 sec): 3 clusters Score: Raw -2066044.337912 + Penalty 3291.687672 = -2062752.650240 nChanged 15 SP:Iteration 54Q (4481.083077 sec): 3 clusters Score: Raw -2066046.371506 + Penalty 3291.687672 = -2062754.683834 nChanged 14 SP:Iteration 55Q (4481.163395 sec): 3 clusters Score: Raw -2066048.616031 + Penalty 3291.687672 = -2062756.928358 nChanged 14 SP:Iteration 56Q (4481.255229 sec): 3 clusters Score: Raw -2066051.538782 + Penalty 3291.687672 = -2062759.851110 nChanged 16 SP:Iteration 57Q (4481.323710 sec): 3 clusters Score: Raw -2066054.747321 + Penalty 3291.687672 = -2062763.059649 nChanged 21 SP:Iteration 58Q (4481.413529 sec): 3 clusters Score: Raw -2066059.302928 + Penalty 3291.687672 = -2062767.615256 nChanged 15 SP:Iteration 59Q (4481.485520 sec): 3 clusters Score: Raw -2066062.488824 + Penalty 3291.687672 = -2062770.801152 nChanged 15 SP:Iteration 60F (4481.581173 sec): 3 clusters Score: Raw -2066064.759584 + Penalty 3291.687672 = -2062773.071912 nChanged 18 SP:Iteration 61Q (4481.664229 sec): 3 clusters Score: Raw -2066068.128046 + Penalty 3291.687672 = -2062776.440374 nChanged 19 SP:Iteration 62Q (4481.742872 sec): 3 clusters Score: Raw -2066072.173133 + Penalty 3291.687672 = -2062780.485460 nChanged 18 SP:Iteration 63Q (4481.815554 sec): 3 clusters Score: Raw -2066076.285687 + Penalty 3291.687672 = -2062784.598015 nChanged 21 SP:Iteration 64Q (4481.893740 sec): 3 clusters Score: Raw -2066080.787571 + Penalty 3291.687672 = -2062789.099899 nChanged 18 SP:Iteration 65Q (4481.967426 sec): 3 clusters Score: Raw -2066082.847923 + Penalty 3291.687672 = -2062791.160251 nChanged 6 SP:Iteration 66Q (4482.050656 sec): 3 clusters Score: Raw -2066083.450829 + Penalty 3291.687672 = -2062791.763157 nChanged 5 SP:Iteration 67Q (4482.125825 sec): 3 clusters Score: Raw -2066083.923185 + Penalty 3291.687672 = -2062792.235513 nChanged 1 SP:Iteration 68Q (4482.206366 sec): 3 clusters Score: Raw -2066083.988274 + Penalty 3291.687672 = -2062792.300602 nChanged 0 SP:Iteration 69F (4482.304384 sec): 3 clusters Score: Raw -2066083.988274 + Penalty 3291.687672 = -2062792.300602 nChanged 0 Trying to split cluster 11 (2461 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4482.329917 sec): 2 clusters Score: Raw -195834.969212 + Penalty 1268.852496 = -194566.116716 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4482.377167 sec): 3 clusters Score: Raw -194667.919831 + Penalty 2537.704991 = -192130.214840 nChanged 905 SP:Iteration 1F (4482.421518 sec): 3 clusters Score: Raw -195206.204647 + Penalty 2537.704991 = -192668.499655 nChanged 195 SP:Iteration 2F (4482.460669 sec): 3 clusters Score: Raw -195341.585389 + Penalty 2537.704991 = -192803.880398 nChanged 133 SP:Iteration 3F (4482.506219 sec): 3 clusters Score: Raw -195426.473445 + Penalty 2537.704991 = -192888.768453 nChanged 83 SP:Iteration 4Q (4482.552064 sec): 3 clusters Score: Raw -195464.572180 + Penalty 2537.704991 = -192926.867189 nChanged 56 SP:Iteration 5Q (4482.606611 sec): 3 clusters Score: Raw -195489.103510 + Penalty 2537.704991 = -192951.398519 nChanged 35 SP:Iteration 6Q (4482.654802 sec): 3 clusters Score: Raw -195504.519221 + Penalty 2537.704991 = -192966.814229 nChanged 32 SP:Iteration 7Q (4482.698099 sec): 3 clusters Score: Raw -195516.983166 + Penalty 2537.704991 = -192979.278175 nChanged 31 SP:Iteration 8Q (4482.744881 sec): 3 clusters Score: Raw -195530.393348 + Penalty 2537.704991 = -192992.688357 nChanged 39 SP:Iteration 9Q (4482.791297 sec): 3 clusters Score: Raw -195546.363209 + Penalty 2537.704991 = -193008.658217 nChanged 31 SP:Iteration 10Q (4482.834170 sec): 3 clusters Score: Raw -195559.702750 + Penalty 2537.704991 = -193021.997759 nChanged 36 SP:Iteration 11Q (4482.889258 sec): 3 clusters Score: Raw -195576.118718 + Penalty 2537.704991 = -193038.413727 nChanged 34 SP:Iteration 12Q (4482.941421 sec): 3 clusters Score: Raw -195593.512466 + Penalty 2537.704991 = -193055.807474 nChanged 35 SP:Iteration 13Q (4482.988766 sec): 3 clusters Score: Raw -195610.393537 + Penalty 2537.704991 = -193072.688546 nChanged 29 SP:Iteration 14Q (4483.037059 sec): 3 clusters Score: Raw -195625.478988 + Penalty 2537.704991 = -193087.773997 nChanged 39 SP:Iteration 15Q (4483.084569 sec): 3 clusters Score: Raw -195641.552773 + Penalty 2537.704991 = -193103.847782 nChanged 30 SP:Iteration 16Q (4483.131525 sec): 3 clusters Score: Raw -195656.585042 + Penalty 2537.704991 = -193118.880051 nChanged 47 SP:Iteration 17Q (4483.182204 sec): 3 clusters Score: Raw -195686.095475 + Penalty 2537.704991 = -193148.390483 nChanged 48 SP:Iteration 18Q (4483.221073 sec): 3 clusters Score: Raw -195720.067756 + Penalty 2537.704991 = -193182.362765 nChanged 58 SP:Iteration 19Q (4483.267400 sec): 3 clusters Score: Raw -195764.814282 + Penalty 2537.704991 = -193227.109290 nChanged 55 SP:Iteration 20F (4483.326684 sec): 3 clusters Score: Raw -195802.667477 + Penalty 2537.704991 = -193264.962486 nChanged 42 SP:Iteration 21Q (4483.364612 sec): 3 clusters Score: Raw -195835.021499 + Penalty 2537.704991 = -193297.316508 nChanged 43 SP:Iteration 22Q (4483.419678 sec): 3 clusters Score: Raw -195867.312017 + Penalty 2537.704991 = -193329.607026 nChanged 36 SP:Iteration 23Q (4483.466297 sec): 3 clusters Score: Raw -195895.074987 + Penalty 2537.704991 = -193357.369996 nChanged 29 SP:Iteration 24Q (4483.513311 sec): 3 clusters Score: Raw -195913.417117 + Penalty 2537.704991 = -193375.712125 nChanged 23 SP:Iteration 25Q (4483.549072 sec): 3 clusters Score: Raw -195929.365055 + Penalty 2537.704991 = -193391.660064 nChanged 28 SP:Iteration 26Q (4483.599289 sec): 3 clusters Score: Raw -195951.913729 + Penalty 2537.704991 = -193414.208738 nChanged 25 SP:Iteration 27Q (4483.643472 sec): 3 clusters Score: Raw -195972.222138 + Penalty 2537.704991 = -193434.517147 nChanged 20 SP:Iteration 28Q (4483.690968 sec): 3 clusters Score: Raw -195987.200089 + Penalty 2537.704991 = -193449.495098 nChanged 16 SP:Iteration 29Q (4483.735872 sec): 3 clusters Score: Raw -196001.098443 + Penalty 2537.704991 = -193463.393452 nChanged 12 SP:Iteration 30Q (4483.773591 sec): 3 clusters Score: Raw -196008.402328 + Penalty 2537.704991 = -193470.697337 nChanged 7 SP:Iteration 31Q (4483.819609 sec): 3 clusters Score: Raw -196013.576752 + Penalty 2537.704991 = -193475.871761 nChanged 5 SP:Iteration 32Q (4483.873458 sec): 3 clusters Score: Raw -196017.405841 + Penalty 2537.704991 = -193479.700850 nChanged 7 SP:Iteration 33Q (4483.927176 sec): 3 clusters Score: Raw -196022.896917 + Penalty 2537.704991 = -193485.191926 nChanged 6 SP:Iteration 34Q (4483.977571 sec): 3 clusters Score: Raw -196025.855641 + Penalty 2537.704991 = -193488.150650 nChanged 6 SP:Iteration 35Q (4484.028998 sec): 3 clusters Score: Raw -196029.008622 + Penalty 2537.704991 = -193491.303631 nChanged 6 SP:Iteration 36Q (4484.069156 sec): 3 clusters Score: Raw -196032.115082 + Penalty 2537.704991 = -193494.410091 nChanged 4 SP:Iteration 37Q (4484.125679 sec): 3 clusters Score: Raw -196038.073076 + Penalty 2537.704991 = -193500.368084 nChanged 8 SP:Iteration 38Q (4484.175083 sec): 3 clusters Score: Raw -196043.837915 + Penalty 2537.704991 = -193506.132923 nChanged 8 SP:Iteration 39Q (4484.218185 sec): 3 clusters Score: Raw -196050.757743 + Penalty 2537.704991 = -193513.052751 nChanged 5 SP:Iteration 40F (4484.262789 sec): 3 clusters Score: Raw -196055.721726 + Penalty 2537.704991 = -193518.016735 nChanged 4 SP:Iteration 41Q (4484.317953 sec): 3 clusters Score: Raw -196060.899912 + Penalty 2537.704991 = -193523.194921 nChanged 4 SP:Iteration 42Q (4484.366652 sec): 3 clusters Score: Raw -196065.784107 + Penalty 2537.704991 = -193528.079115 nChanged 2 SP:Iteration 43Q (4484.409171 sec): 3 clusters Score: Raw -196067.631073 + Penalty 2537.704991 = -193529.926082 nChanged 2 SP:Iteration 44Q (4484.444531 sec): 3 clusters Score: Raw -196068.779789 + Penalty 2537.704991 = -193531.074798 nChanged 1 SP:Iteration 45Q (4484.473042 sec): 3 clusters Score: Raw -196070.209655 + Penalty 2537.704991 = -193532.504663 nChanged 0 SP:Iteration 46F (4484.508847 sec): 3 clusters Score: Raw -196070.209655 + Penalty 2537.704991 = -193532.504663 nChanged 0 Trying to split cluster 12 (70195 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4484.625758 sec): 2 clusters Score: Raw -5496619.521075 + Penalty 1813.342759 = -5494806.178316 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4484.794754 sec): 3 clusters Score: Raw -5451530.388576 + Penalty 3626.685518 = -5447903.703058 nChanged 33366 SP:Iteration 1F (4484.958620 sec): 3 clusters Score: Raw -5472062.386246 + Penalty 3626.685518 = -5468435.700728 nChanged 3812 SP:Iteration 2F (4485.126987 sec): 3 clusters Score: Raw -5473866.744796 + Penalty 3626.685518 = -5470240.059279 nChanged 4109 SP:Iteration 3F (4485.274911 sec): 3 clusters Score: Raw -5476113.313618 + Penalty 3626.685518 = -5472486.628100 nChanged 4256 SP:Iteration 4F (4485.428710 sec): 3 clusters Score: Raw -5478741.704877 + Penalty 3626.685518 = -5475115.019359 nChanged 4315 SP:Iteration 5F (4485.582931 sec): 3 clusters Score: Raw -5481736.404973 + Penalty 3626.685518 = -5478109.719456 nChanged 4208 SP:Iteration 6F (4485.743574 sec): 3 clusters Score: Raw -5484839.024483 + Penalty 3626.685518 = -5481212.338965 nChanged 3796 SP:Iteration 7F (4485.903006 sec): 3 clusters Score: Raw -5487464.995295 + Penalty 3626.685518 = -5483838.309777 nChanged 3270 SP:Iteration 8Q (4486.063380 sec): 3 clusters Score: Raw -5489454.622723 + Penalty 3626.685518 = -5485827.937205 nChanged 2514 SP:Iteration 9Q (4486.195746 sec): 3 clusters Score: Raw -5490781.436007 + Penalty 3626.685518 = -5487154.750489 nChanged 1927 SP:Iteration 10Q (4486.358348 sec): 3 clusters Score: Raw -5491675.315608 + Penalty 3626.685518 = -5488048.630090 nChanged 1570 SP:Iteration 11Q (4486.510704 sec): 3 clusters Score: Raw -5492341.860654 + Penalty 3626.685518 = -5488715.175136 nChanged 1324 SP:Iteration 12Q (4486.660459 sec): 3 clusters Score: Raw -5492893.548532 + Penalty 3626.685518 = -5489266.863014 nChanged 1151 SP:Iteration 13Q (4486.805712 sec): 3 clusters Score: Raw -5493363.501091 + Penalty 3626.685518 = -5489736.815573 nChanged 1029 SP:Iteration 14Q (4486.963799 sec): 3 clusters Score: Raw -5493781.363329 + Penalty 3626.685518 = -5490154.677811 nChanged 914 SP:Iteration 15Q (4487.109167 sec): 3 clusters Score: Raw -5494146.041137 + Penalty 3626.685518 = -5490519.355619 nChanged 873 SP:Iteration 16Q (4487.258516 sec): 3 clusters Score: Raw -5494511.043003 + Penalty 3626.685518 = -5490884.357485 nChanged 815 SP:Iteration 17Q (4487.403966 sec): 3 clusters Score: Raw -5494855.674864 + Penalty 3626.685518 = -5491228.989346 nChanged 749 SP:Iteration 18Q (4487.545433 sec): 3 clusters Score: Raw -5495180.572479 + Penalty 3626.685518 = -5491553.886962 nChanged 676 SP:Iteration 19Q (4487.691646 sec): 3 clusters Score: Raw -5495473.775564 + Penalty 3626.685518 = -5491847.090047 nChanged 600 SP:Iteration 20F (4487.844957 sec): 3 clusters Score: Raw -5495735.160073 + Penalty 3626.685518 = -5492108.474555 nChanged 492 SP:Iteration 21Q (4487.992869 sec): 3 clusters Score: Raw -5495939.563283 + Penalty 3626.685518 = -5492312.877765 nChanged 449 SP:Iteration 22Q (4488.124441 sec): 3 clusters Score: Raw -5496136.918987 + Penalty 3626.685518 = -5492510.233469 nChanged 387 SP:Iteration 23Q (4488.264138 sec): 3 clusters Score: Raw -5496299.088446 + Penalty 3626.685518 = -5492672.402928 nChanged 313 SP:Iteration 24Q (4488.397181 sec): 3 clusters Score: Raw -5496435.873415 + Penalty 3626.685518 = -5492809.187897 nChanged 279 SP:Iteration 25Q (4488.533740 sec): 3 clusters Score: Raw -5496554.106810 + Penalty 3626.685518 = -5492927.421292 nChanged 225 SP:Iteration 26Q (4488.669327 sec): 3 clusters Score: Raw -5496639.910755 + Penalty 3626.685518 = -5493013.225237 nChanged 170 SP:Iteration 27Q (4488.807701 sec): 3 clusters Score: Raw -5496705.379791 + Penalty 3626.685518 = -5493078.694273 nChanged 149 SP:Iteration 28Q (4488.947878 sec): 3 clusters Score: Raw -5496763.367387 + Penalty 3626.685518 = -5493136.681870 nChanged 121 SP:Iteration 29Q (4489.078742 sec): 3 clusters Score: Raw -5496807.646155 + Penalty 3626.685518 = -5493180.960637 nChanged 101 SP:Iteration 30Q (4489.205809 sec): 3 clusters Score: Raw -5496845.123030 + Penalty 3626.685518 = -5493218.437512 nChanged 96 SP:Iteration 31Q (4489.337156 sec): 3 clusters Score: Raw -5496879.616050 + Penalty 3626.685518 = -5493252.930533 nChanged 88 SP:Iteration 32Q (4489.468801 sec): 3 clusters Score: Raw -5496908.592548 + Penalty 3626.685518 = -5493281.907030 nChanged 78 SP:Iteration 33Q (4489.606153 sec): 3 clusters Score: Raw -5496934.607002 + Penalty 3626.685518 = -5493307.921484 nChanged 57 SP:Iteration 34Q (4489.737558 sec): 3 clusters Score: Raw -5496951.825430 + Penalty 3626.685518 = -5493325.139912 nChanged 40 SP:Iteration 35Q (4489.864315 sec): 3 clusters Score: Raw -5496962.834063 + Penalty 3626.685518 = -5493336.148545 nChanged 26 SP:Iteration 36Q (4490.003190 sec): 3 clusters Score: Raw -5496970.859134 + Penalty 3626.685518 = -5493344.173617 nChanged 20 SP:Iteration 37Q (4490.138260 sec): 3 clusters Score: Raw -5496977.905662 + Penalty 3626.685518 = -5493351.220144 nChanged 22 SP:Iteration 38Q (4490.276394 sec): 3 clusters Score: Raw -5496986.155534 + Penalty 3626.685518 = -5493359.470016 nChanged 19 SP:Iteration 39Q (4490.404861 sec): 3 clusters Score: Raw -5496993.055148 + Penalty 3626.685518 = -5493366.369630 nChanged 18 SP:Iteration 40F (4490.568839 sec): 3 clusters Score: Raw -5496998.493356 + Penalty 3626.685518 = -5493371.807838 nChanged 16 SP:Iteration 41Q (4490.704546 sec): 3 clusters Score: Raw -5497003.550350 + Penalty 3626.685518 = -5493376.864832 nChanged 14 SP:Iteration 42Q (4490.845913 sec): 3 clusters Score: Raw -5497008.324554 + Penalty 3626.685518 = -5493381.639036 nChanged 15 SP:Iteration 43Q (4490.978876 sec): 3 clusters Score: Raw -5497013.415932 + Penalty 3626.685518 = -5493386.730414 nChanged 16 SP:Iteration 44Q (4491.116759 sec): 3 clusters Score: Raw -5497017.399449 + Penalty 3626.685518 = -5493390.713931 nChanged 11 SP:Iteration 45Q (4491.257749 sec): 3 clusters Score: Raw -5497020.396609 + Penalty 3626.685518 = -5493393.711091 nChanged 9 SP:Iteration 46Q (4491.382661 sec): 3 clusters Score: Raw -5497023.370646 + Penalty 3626.685518 = -5493396.685129 nChanged 9 SP:Iteration 47Q (4491.518657 sec): 3 clusters Score: Raw -5497026.121653 + Penalty 3626.685518 = -5493399.436135 nChanged 9 SP:Iteration 48Q (4491.651141 sec): 3 clusters Score: Raw -5497029.647617 + Penalty 3626.685518 = -5493402.962099 nChanged 10 SP:Iteration 49Q (4491.783712 sec): 3 clusters Score: Raw -5497032.394496 + Penalty 3626.685518 = -5493405.708978 nChanged 10 SP:Iteration 50Q (4491.907813 sec): 3 clusters Score: Raw -5497034.961967 + Penalty 3626.685518 = -5493408.276449 nChanged 7 SP:Iteration 51Q (4492.029044 sec): 3 clusters Score: Raw -5497036.717695 + Penalty 3626.685518 = -5493410.032178 nChanged 5 SP:Iteration 52Q (4492.153859 sec): 3 clusters Score: Raw -5497038.303481 + Penalty 3626.685518 = -5493411.617964 nChanged 6 SP:Iteration 53Q (4492.291097 sec): 3 clusters Score: Raw -5497039.832855 + Penalty 3626.685518 = -5493413.147337 nChanged 4 SP:Iteration 54Q (4492.405242 sec): 3 clusters Score: Raw -5497040.803252 + Penalty 3626.685518 = -5493414.117734 nChanged 5 SP:Iteration 55Q (4492.538990 sec): 3 clusters Score: Raw -5497041.964693 + Penalty 3626.685518 = -5493415.279176 nChanged 6 SP:Iteration 56Q (4492.668836 sec): 3 clusters Score: Raw -5497044.506115 + Penalty 3626.685518 = -5493417.820597 nChanged 6 SP:Iteration 57Q (4492.799251 sec): 3 clusters Score: Raw -5497045.918369 + Penalty 3626.685518 = -5493419.232851 nChanged 6 SP:Iteration 58Q (4492.936854 sec): 3 clusters Score: Raw -5497047.678153 + Penalty 3626.685518 = -5493420.992635 nChanged 7 SP:Iteration 59Q (4493.064284 sec): 3 clusters Score: Raw -5497049.255553 + Penalty 3626.685518 = -5493422.570035 nChanged 3 SP:Iteration 60F (4493.233193 sec): 3 clusters Score: Raw -5497050.236011 + Penalty 3626.685518 = -5493423.550493 nChanged 2 SP:Iteration 61Q (4493.371606 sec): 3 clusters Score: Raw -5497050.900637 + Penalty 3626.685518 = -5493424.215119 nChanged 2 SP:Iteration 62Q (4493.496103 sec): 3 clusters Score: Raw -5497051.311665 + Penalty 3626.685518 = -5493424.626147 nChanged 1 SP:Iteration 63Q (4493.627836 sec): 3 clusters Score: Raw -5497051.543196 + Penalty 3626.685518 = -5493424.857678 nChanged 0 SP:Iteration 64F (4493.801444 sec): 3 clusters Score: Raw -5497051.543196 + Penalty 3626.685518 = -5493424.857678 nChanged 0 Trying to split cluster 13 (24286 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4493.861509 sec): 2 clusters Score: Raw -2029777.510441 + Penalty 1640.868991 = -2028136.641449 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4493.936088 sec): 3 clusters Score: Raw -2014982.506160 + Penalty 3281.737983 = -2011700.768177 nChanged 11058 SP:Iteration 1F (4494.029386 sec): 3 clusters Score: Raw -2021333.760239 + Penalty 3281.737983 = -2018052.022257 nChanged 1415 SP:Iteration 2F (4494.114141 sec): 3 clusters Score: Raw -2022034.459519 + Penalty 3281.737983 = -2018752.721536 nChanged 1556 SP:Iteration 3F (4494.204334 sec): 3 clusters Score: Raw -2022962.015837 + Penalty 3281.737983 = -2019680.277854 nChanged 1701 SP:Iteration 4F (4494.281047 sec): 3 clusters Score: Raw -2024088.542511 + Penalty 3281.737983 = -2020806.804529 nChanged 1712 SP:Iteration 5F (4494.370320 sec): 3 clusters Score: Raw -2025202.746139 + Penalty 3281.737983 = -2021921.008156 nChanged 1542 SP:Iteration 6F (4494.449071 sec): 3 clusters Score: Raw -2026163.738104 + Penalty 3281.737983 = -2022882.000121 nChanged 1215 SP:Iteration 7F (4494.535952 sec): 3 clusters Score: Raw -2026833.006293 + Penalty 3281.737983 = -2023551.268311 nChanged 981 SP:Iteration 8Q (4494.612257 sec): 3 clusters Score: Raw -2027366.415669 + Penalty 3281.737983 = -2024084.677686 nChanged 827 SP:Iteration 9Q (4494.697996 sec): 3 clusters Score: Raw -2027844.787590 + Penalty 3281.737983 = -2024563.049607 nChanged 721 SP:Iteration 10Q (4494.783089 sec): 3 clusters Score: Raw -2028274.146173 + Penalty 3281.737983 = -2024992.408190 nChanged 632 SP:Iteration 11Q (4494.878324 sec): 3 clusters Score: Raw -2028646.434041 + Penalty 3281.737983 = -2025364.696058 nChanged 519 SP:Iteration 12Q (4494.950411 sec): 3 clusters Score: Raw -2028917.226444 + Penalty 3281.737983 = -2025635.488462 nChanged 410 SP:Iteration 13Q (4495.041362 sec): 3 clusters Score: Raw -2029073.063470 + Penalty 3281.737983 = -2025791.325487 nChanged 265 SP:Iteration 14Q (4495.112576 sec): 3 clusters Score: Raw -2029149.470251 + Penalty 3281.737983 = -2025867.732268 nChanged 192 SP:Iteration 15Q (4495.201419 sec): 3 clusters Score: Raw -2029196.148206 + Penalty 3281.737983 = -2025914.410223 nChanged 159 SP:Iteration 16Q (4495.280180 sec): 3 clusters Score: Raw -2029232.957853 + Penalty 3281.737983 = -2025951.219871 nChanged 113 SP:Iteration 17Q (4495.358769 sec): 3 clusters Score: Raw -2029257.658651 + Penalty 3281.737983 = -2025975.920668 nChanged 109 SP:Iteration 18Q (4495.445188 sec): 3 clusters Score: Raw -2029278.811448 + Penalty 3281.737983 = -2025997.073465 nChanged 86 SP:Iteration 19Q (4495.517617 sec): 3 clusters Score: Raw -2029291.825401 + Penalty 3281.737983 = -2026010.087418 nChanged 70 SP:Iteration 20F (4495.607610 sec): 3 clusters Score: Raw -2029301.004242 + Penalty 3281.737983 = -2026019.266259 nChanged 68 SP:Iteration 21Q (4495.685446 sec): 3 clusters Score: Raw -2029311.990117 + Penalty 3281.737983 = -2026030.252134 nChanged 66 SP:Iteration 22Q (4495.764690 sec): 3 clusters Score: Raw -2029324.097718 + Penalty 3281.737983 = -2026042.359735 nChanged 76 SP:Iteration 23Q (4495.847244 sec): 3 clusters Score: Raw -2029336.378179 + Penalty 3281.737983 = -2026054.640196 nChanged 84 SP:Iteration 24Q (4495.930510 sec): 3 clusters Score: Raw -2029349.580236 + Penalty 3281.737983 = -2026067.842253 nChanged 64 SP:Iteration 25Q (4496.010611 sec): 3 clusters Score: Raw -2029359.822640 + Penalty 3281.737983 = -2026078.084657 nChanged 65 SP:Iteration 26Q (4496.082065 sec): 3 clusters Score: Raw -2029369.337695 + Penalty 3281.737983 = -2026087.599712 nChanged 59 SP:Iteration 27Q (4496.174858 sec): 3 clusters Score: Raw -2029376.824839 + Penalty 3281.737983 = -2026095.086856 nChanged 55 SP:Iteration 28Q (4496.254767 sec): 3 clusters Score: Raw -2029383.693258 + Penalty 3281.737983 = -2026101.955275 nChanged 40 SP:Iteration 29Q (4496.332329 sec): 3 clusters Score: Raw -2029389.030399 + Penalty 3281.737983 = -2026107.292417 nChanged 47 SP:Iteration 30Q (4496.408133 sec): 3 clusters Score: Raw -2029395.762556 + Penalty 3281.737983 = -2026114.024573 nChanged 45 SP:Iteration 31Q (4496.488961 sec): 3 clusters Score: Raw -2029402.327210 + Penalty 3281.737983 = -2026120.589228 nChanged 47 SP:Iteration 32Q (4496.575738 sec): 3 clusters Score: Raw -2029408.357429 + Penalty 3281.737983 = -2026126.619447 nChanged 45 SP:Iteration 33Q (4496.642185 sec): 3 clusters Score: Raw -2029413.769796 + Penalty 3281.737983 = -2026132.031813 nChanged 36 SP:Iteration 34Q (4496.733859 sec): 3 clusters Score: Raw -2029418.215734 + Penalty 3281.737983 = -2026136.477752 nChanged 43 SP:Iteration 35Q (4496.816634 sec): 3 clusters Score: Raw -2029423.881224 + Penalty 3281.737983 = -2026142.143241 nChanged 48 SP:Iteration 36Q (4496.889765 sec): 3 clusters Score: Raw -2029431.817782 + Penalty 3281.737983 = -2026150.079799 nChanged 52 SP:Iteration 37Q (4496.983639 sec): 3 clusters Score: Raw -2029439.900140 + Penalty 3281.737983 = -2026158.162157 nChanged 53 SP:Iteration 38Q (4497.054350 sec): 3 clusters Score: Raw -2029445.785632 + Penalty 3281.737983 = -2026164.047649 nChanged 42 SP:Iteration 39Q (4497.143271 sec): 3 clusters Score: Raw -2029450.839256 + Penalty 3281.737983 = -2026169.101274 nChanged 45 SP:Iteration 40F (4497.221405 sec): 3 clusters Score: Raw -2029457.215293 + Penalty 3281.737983 = -2026175.477310 nChanged 54 SP:Iteration 41Q (4497.306340 sec): 3 clusters Score: Raw -2029465.390373 + Penalty 3281.737983 = -2026183.652390 nChanged 58 SP:Iteration 42Q (4497.379428 sec): 3 clusters Score: Raw -2029473.476053 + Penalty 3281.737983 = -2026191.738070 nChanged 57 SP:Iteration 43Q (4497.460177 sec): 3 clusters Score: Raw -2029480.757940 + Penalty 3281.737983 = -2026199.019957 nChanged 58 SP:Iteration 44Q (4497.539818 sec): 3 clusters Score: Raw -2029487.464545 + Penalty 3281.737983 = -2026205.726562 nChanged 42 SP:Iteration 45Q (4497.627674 sec): 3 clusters Score: Raw -2029493.159905 + Penalty 3281.737983 = -2026211.421922 nChanged 46 SP:Iteration 46Q (4497.702501 sec): 3 clusters Score: Raw -2029499.669535 + Penalty 3281.737983 = -2026217.931552 nChanged 61 SP:Iteration 47Q (4497.780124 sec): 3 clusters Score: Raw -2029509.532254 + Penalty 3281.737983 = -2026227.794272 nChanged 66 SP:Iteration 48Q (4497.857355 sec): 3 clusters Score: Raw -2029521.785915 + Penalty 3281.737983 = -2026240.047932 nChanged 71 SP:Iteration 49Q (4497.950352 sec): 3 clusters Score: Raw -2029534.528736 + Penalty 3281.737983 = -2026252.790754 nChanged 69 SP:Iteration 50Q (4498.027481 sec): 3 clusters Score: Raw -2029546.579120 + Penalty 3281.737983 = -2026264.841137 nChanged 63 SP:Iteration 51Q (4498.109470 sec): 3 clusters Score: Raw -2029557.742901 + Penalty 3281.737983 = -2026276.004918 nChanged 62 SP:Iteration 52Q (4498.188244 sec): 3 clusters Score: Raw -2029568.837544 + Penalty 3281.737983 = -2026287.099562 nChanged 55 SP:Iteration 53Q (4498.264511 sec): 3 clusters Score: Raw -2029577.633736 + Penalty 3281.737983 = -2026295.895753 nChanged 67 SP:Iteration 54Q (4498.340764 sec): 3 clusters Score: Raw -2029593.454557 + Penalty 3281.737983 = -2026311.716574 nChanged 69 SP:Iteration 55Q (4498.408564 sec): 3 clusters Score: Raw -2029608.288011 + Penalty 3281.737983 = -2026326.550028 nChanged 73 SP:Iteration 56Q (4498.484340 sec): 3 clusters Score: Raw -2029622.141160 + Penalty 3281.737983 = -2026340.403178 nChanged 63 SP:Iteration 57Q (4498.531575 sec): 3 clusters Score: Raw -2029634.266836 + Penalty 3281.737983 = -2026352.528854 nChanged 68 SP:Iteration 58Q (4498.608277 sec): 3 clusters Score: Raw -2029646.497656 + Penalty 3281.737983 = -2026364.759673 nChanged 50 SP:Iteration 59Q (4498.686205 sec): 3 clusters Score: Raw -2029655.965523 + Penalty 3281.737983 = -2026374.227541 nChanged 54 SP:Iteration 60F (4498.770879 sec): 3 clusters Score: Raw -2029665.728113 + Penalty 3281.737983 = -2026383.990130 nChanged 51 SP:Iteration 61Q (4498.855828 sec): 3 clusters Score: Raw -2029675.479752 + Penalty 3281.737983 = -2026393.741770 nChanged 69 SP:Iteration 62Q (4498.936707 sec): 3 clusters Score: Raw -2029688.751458 + Penalty 3281.737983 = -2026407.013475 nChanged 62 SP:Iteration 63Q (4499.019181 sec): 3 clusters Score: Raw -2029697.804966 + Penalty 3281.737983 = -2026416.066983 nChanged 42 SP:Iteration 64Q (4499.091330 sec): 3 clusters Score: Raw -2029703.303515 + Penalty 3281.737983 = -2026421.565533 nChanged 39 SP:Iteration 65Q (4499.168550 sec): 3 clusters Score: Raw -2029708.799602 + Penalty 3281.737983 = -2026427.061619 nChanged 39 SP:Iteration 66Q (4499.246757 sec): 3 clusters Score: Raw -2029715.557015 + Penalty 3281.737983 = -2026433.819032 nChanged 44 SP:Iteration 67Q (4499.323741 sec): 3 clusters Score: Raw -2029722.207107 + Penalty 3281.737983 = -2026440.469125 nChanged 37 SP:Iteration 68Q (4499.404827 sec): 3 clusters Score: Raw -2029728.106143 + Penalty 3281.737983 = -2026446.368160 nChanged 47 SP:Iteration 69Q (4499.475920 sec): 3 clusters Score: Raw -2029736.561026 + Penalty 3281.737983 = -2026454.823043 nChanged 46 SP:Iteration 70Q (4499.556240 sec): 3 clusters Score: Raw -2029745.362052 + Penalty 3281.737983 = -2026463.624069 nChanged 43 SP:Iteration 71Q (4499.638734 sec): 3 clusters Score: Raw -2029752.852860 + Penalty 3281.737983 = -2026471.114877 nChanged 44 SP:Iteration 72Q (4499.705606 sec): 3 clusters Score: Raw -2029760.044411 + Penalty 3281.737983 = -2026478.306428 nChanged 39 SP:Iteration 73Q (4499.789837 sec): 3 clusters Score: Raw -2029765.810667 + Penalty 3281.737983 = -2026484.072684 nChanged 39 SP:Iteration 74Q (4499.863853 sec): 3 clusters Score: Raw -2029771.836579 + Penalty 3281.737983 = -2026490.098597 nChanged 41 SP:Iteration 75Q (4499.937740 sec): 3 clusters Score: Raw -2029779.616848 + Penalty 3281.737983 = -2026497.878866 nChanged 42 SP:Iteration 76Q (4500.005291 sec): 3 clusters Score: Raw -2029786.854065 + Penalty 3281.737983 = -2026505.116083 nChanged 44 SP:Iteration 77Q (4500.095942 sec): 3 clusters Score: Raw -2029794.830364 + Penalty 3281.737983 = -2026513.092381 nChanged 45 SP:Iteration 78Q (4500.176690 sec): 3 clusters Score: Raw -2029802.960440 + Penalty 3281.737983 = -2026521.222458 nChanged 53 SP:Iteration 79Q (4500.257715 sec): 3 clusters Score: Raw -2029812.135793 + Penalty 3281.737983 = -2026530.397810 nChanged 45 SP:Iteration 80F (4500.331587 sec): 3 clusters Score: Raw -2029819.550049 + Penalty 3281.737983 = -2026537.812067 nChanged 46 SP:Iteration 81Q (4500.420123 sec): 3 clusters Score: Raw -2029826.479704 + Penalty 3281.737983 = -2026544.741721 nChanged 30 SP:Iteration 82Q (4500.502572 sec): 3 clusters Score: Raw -2029830.732560 + Penalty 3281.737983 = -2026548.994577 nChanged 32 SP:Iteration 83Q (4500.577931 sec): 3 clusters Score: Raw -2029836.147998 + Penalty 3281.737983 = -2026554.410015 nChanged 38 SP:Iteration 84Q (4500.662210 sec): 3 clusters Score: Raw -2029842.222003 + Penalty 3281.737983 = -2026560.484020 nChanged 35 SP:Iteration 85Q (4500.740438 sec): 3 clusters Score: Raw -2029848.862447 + Penalty 3281.737983 = -2026567.124465 nChanged 37 SP:Iteration 86Q (4500.807351 sec): 3 clusters Score: Raw -2029855.849841 + Penalty 3281.737983 = -2026574.111858 nChanged 40 SP:Iteration 87Q (4500.877557 sec): 3 clusters Score: Raw -2029863.109420 + Penalty 3281.737983 = -2026581.371437 nChanged 38 SP:Iteration 88Q (4500.964363 sec): 3 clusters Score: Raw -2029868.871018 + Penalty 3281.737983 = -2026587.133035 nChanged 29 SP:Iteration 89Q (4501.034914 sec): 3 clusters Score: Raw -2029873.793817 + Penalty 3281.737983 = -2026592.055834 nChanged 31 SP:Iteration 90Q (4501.111054 sec): 3 clusters Score: Raw -2029878.609394 + Penalty 3281.737983 = -2026596.871411 nChanged 29 SP:Iteration 91Q (4501.191316 sec): 3 clusters Score: Raw -2029883.321000 + Penalty 3281.737983 = -2026601.583017 nChanged 29 SP:Iteration 92Q (4501.270155 sec): 3 clusters Score: Raw -2029889.777865 + Penalty 3281.737983 = -2026608.039882 nChanged 32 SP:Iteration 93Q (4501.345055 sec): 3 clusters Score: Raw -2029896.448378 + Penalty 3281.737983 = -2026614.710395 nChanged 32 SP:Iteration 94Q (4501.418615 sec): 3 clusters Score: Raw -2029903.481620 + Penalty 3281.737983 = -2026621.743637 nChanged 36 SP:Iteration 95Q (4501.485703 sec): 3 clusters Score: Raw -2029911.400253 + Penalty 3281.737983 = -2026629.662270 nChanged 29 SP:Iteration 96Q (4501.559740 sec): 3 clusters Score: Raw -2029918.309751 + Penalty 3281.737983 = -2026636.571768 nChanged 27 SP:Iteration 97Q (4501.634717 sec): 3 clusters Score: Raw -2029924.126617 + Penalty 3281.737983 = -2026642.388635 nChanged 23 SP:Iteration 98Q (4501.713034 sec): 3 clusters Score: Raw -2029927.001468 + Penalty 3281.737983 = -2026645.263486 nChanged 9 SP:Iteration 99Q (4501.795528 sec): 3 clusters Score: Raw -2029928.500189 + Penalty 3281.737983 = -2026646.762207 nChanged 10 SP:Iteration 100F (4501.886406 sec): 3 clusters Score: Raw -2029930.154298 + Penalty 3281.737983 = -2026648.416315 nChanged 6 SP:Iteration 101Q (4501.961090 sec): 3 clusters Score: Raw -2029931.070546 + Penalty 3281.737983 = -2026649.332563 nChanged 13 SP:Iteration 102Q (4502.044216 sec): 3 clusters Score: Raw -2029933.703563 + Penalty 3281.737983 = -2026651.965580 nChanged 13 SP:Iteration 103Q (4502.125318 sec): 3 clusters Score: Raw -2029936.160747 + Penalty 3281.737983 = -2026654.422765 nChanged 9 SP:Iteration 104Q (4502.198721 sec): 3 clusters Score: Raw -2029937.317886 + Penalty 3281.737983 = -2026655.579903 nChanged 12 SP:Iteration 105Q (4502.281845 sec): 3 clusters Score: Raw -2029939.259456 + Penalty 3281.737983 = -2026657.521473 nChanged 16 SP:Iteration 106Q (4502.356147 sec): 3 clusters Score: Raw -2029942.594275 + Penalty 3281.737983 = -2026660.856292 nChanged 10 SP:Iteration 107Q (4502.439366 sec): 3 clusters Score: Raw -2029945.296630 + Penalty 3281.737983 = -2026663.558648 nChanged 13 SP:Iteration 108Q (4502.516563 sec): 3 clusters Score: Raw -2029947.888150 + Penalty 3281.737983 = -2026666.150167 nChanged 17 SP:Iteration 109Q (4502.596409 sec): 3 clusters Score: Raw -2029950.341526 + Penalty 3281.737983 = -2026668.603544 nChanged 7 SP:Iteration 110Q (4502.672745 sec): 3 clusters Score: Raw -2029951.123492 + Penalty 3281.737983 = -2026669.385509 nChanged 7 SP:Iteration 111Q (4502.764149 sec): 3 clusters Score: Raw -2029951.901989 + Penalty 3281.737983 = -2026670.164006 nChanged 5 SP:Iteration 112Q (4502.840946 sec): 3 clusters Score: Raw -2029952.515540 + Penalty 3281.737983 = -2026670.777557 nChanged 4 SP:Iteration 113Q (4502.928800 sec): 3 clusters Score: Raw -2029952.762703 + Penalty 3281.737983 = -2026671.024720 nChanged 3 SP:Iteration 114Q (4503.011813 sec): 3 clusters Score: Raw -2029953.727443 + Penalty 3281.737983 = -2026671.989460 nChanged 5 SP:Iteration 115Q (4503.094289 sec): 3 clusters Score: Raw -2029954.443656 + Penalty 3281.737983 = -2026672.705673 nChanged 5 SP:Iteration 116Q (4503.176027 sec): 3 clusters Score: Raw -2029955.110131 + Penalty 3281.737983 = -2026673.372148 nChanged 3 SP:Iteration 117Q (4503.243744 sec): 3 clusters Score: Raw -2029955.465659 + Penalty 3281.737983 = -2026673.727677 nChanged 3 SP:Iteration 118Q (4503.335667 sec): 3 clusters Score: Raw -2029955.985512 + Penalty 3281.737983 = -2026674.247529 nChanged 5 SP:Iteration 119Q (4503.422879 sec): 3 clusters Score: Raw -2029956.866199 + Penalty 3281.737983 = -2026675.128216 nChanged 7 SP:Iteration 120F (4503.512858 sec): 3 clusters Score: Raw -2029957.780231 + Penalty 3281.737983 = -2026676.042248 nChanged 7 SP:Iteration 121Q (4503.597306 sec): 3 clusters Score: Raw -2029959.038832 + Penalty 3281.737983 = -2026677.300850 nChanged 7 SP:Iteration 122Q (4503.678852 sec): 3 clusters Score: Raw -2029959.979704 + Penalty 3281.737983 = -2026678.241721 nChanged 9 SP:Iteration 123Q (4503.759268 sec): 3 clusters Score: Raw -2029961.123149 + Penalty 3281.737983 = -2026679.385166 nChanged 10 SP:Iteration 124Q (4503.827977 sec): 3 clusters Score: Raw -2029963.100789 + Penalty 3281.737983 = -2026681.362806 nChanged 9 SP:Iteration 125Q (4503.919852 sec): 3 clusters Score: Raw -2029964.517181 + Penalty 3281.737983 = -2026682.779199 nChanged 7 SP:Iteration 126Q (4503.993928 sec): 3 clusters Score: Raw -2029965.593515 + Penalty 3281.737983 = -2026683.855532 nChanged 3 SP:Iteration 127Q (4504.081118 sec): 3 clusters Score: Raw -2029966.035087 + Penalty 3281.737983 = -2026684.297104 nChanged 5 SP:Iteration 128Q (4504.166962 sec): 3 clusters Score: Raw -2029967.144422 + Penalty 3281.737983 = -2026685.406440 nChanged 6 SP:Iteration 129Q (4504.241610 sec): 3 clusters Score: Raw -2029968.303532 + Penalty 3281.737983 = -2026686.565549 nChanged 6 SP:Iteration 130Q (4504.327166 sec): 3 clusters Score: Raw -2029969.474863 + Penalty 3281.737983 = -2026687.736881 nChanged 7 SP:Iteration 131Q (4504.394499 sec): 3 clusters Score: Raw -2029970.602565 + Penalty 3281.737983 = -2026688.864582 nChanged 7 SP:Iteration 132Q (4504.484790 sec): 3 clusters Score: Raw -2029971.918513 + Penalty 3281.737983 = -2026690.180530 nChanged 5 SP:Iteration 133Q (4504.566886 sec): 3 clusters Score: Raw -2029972.532121 + Penalty 3281.737983 = -2026690.794138 nChanged 4 SP:Iteration 134Q (4504.644866 sec): 3 clusters Score: Raw -2029973.170479 + Penalty 3281.737983 = -2026691.432497 nChanged 4 SP:Iteration 135Q (4504.722294 sec): 3 clusters Score: Raw -2029973.835874 + Penalty 3281.737983 = -2026692.097891 nChanged 5 SP:Iteration 136Q (4504.806975 sec): 3 clusters Score: Raw -2029975.035196 + Penalty 3281.737983 = -2026693.297213 nChanged 4 SP:Iteration 137Q (4504.890843 sec): 3 clusters Score: Raw -2029975.768915 + Penalty 3281.737983 = -2026694.030933 nChanged 5 SP:Iteration 138Q (4504.963807 sec): 3 clusters Score: Raw -2029976.732506 + Penalty 3281.737983 = -2026694.994523 nChanged 9 SP:Iteration 139Q (4505.016065 sec): 3 clusters Score: Raw -2029978.056611 + Penalty 3281.737983 = -2026696.318628 nChanged 7 SP:Iteration 140F (4505.115815 sec): 3 clusters Score: Raw -2029979.059755 + Penalty 3281.737983 = -2026697.321772 nChanged 3 SP:Iteration 141Q (4505.191494 sec): 3 clusters Score: Raw -2029979.419651 + Penalty 3281.737983 = -2026697.681668 nChanged 2 SP:Iteration 142Q (4505.274648 sec): 3 clusters Score: Raw -2029979.540678 + Penalty 3281.737983 = -2026697.802696 nChanged 3 SP:Iteration 143Q (4505.346754 sec): 3 clusters Score: Raw -2029979.927046 + Penalty 3281.737983 = -2026698.189064 nChanged 2 SP:Iteration 144Q (4505.416830 sec): 3 clusters Score: Raw -2029980.080402 + Penalty 3281.737983 = -2026698.342419 nChanged 1 SP:Iteration 145Q (4505.500168 sec): 3 clusters Score: Raw -2029980.229923 + Penalty 3281.737983 = -2026698.491940 nChanged 5 SP:Iteration 146Q (4505.582586 sec): 3 clusters Score: Raw -2029980.900704 + Penalty 3281.737983 = -2026699.162721 nChanged 4 SP:Iteration 147Q (4505.671067 sec): 3 clusters Score: Raw -2029981.278253 + Penalty 3281.737983 = -2026699.540270 nChanged 2 SP:Iteration 148Q (4505.754210 sec): 3 clusters Score: Raw -2029982.089990 + Penalty 3281.737983 = -2026700.352007 nChanged 4 SP:Iteration 149Q (4505.837564 sec): 3 clusters Score: Raw -2029983.605760 + Penalty 3281.737983 = -2026701.867777 nChanged 7 SP:Iteration 150Q (4505.921252 sec): 3 clusters Score: Raw -2029985.965012 + Penalty 3281.737983 = -2026704.227029 nChanged 12 SP:Iteration 151Q (4506.001133 sec): 3 clusters Score: Raw -2029989.113562 + Penalty 3281.737983 = -2026707.375579 nChanged 8 SP:Iteration 152Q (4506.083004 sec): 3 clusters Score: Raw -2029990.479161 + Penalty 3281.737983 = -2026708.741178 nChanged 11 SP:Iteration 153Q (4506.166540 sec): 3 clusters Score: Raw -2029992.328869 + Penalty 3281.737983 = -2026710.590887 nChanged 8 SP:Iteration 154Q (4506.248905 sec): 3 clusters Score: Raw -2029994.383195 + Penalty 3281.737983 = -2026712.645213 nChanged 9 SP:Iteration 155Q (4506.323545 sec): 3 clusters Score: Raw -2029996.532065 + Penalty 3281.737983 = -2026714.794082 nChanged 15 SP:Iteration 156Q (4506.406166 sec): 3 clusters Score: Raw -2029999.899845 + Penalty 3281.737983 = -2026718.161862 nChanged 18 SP:Iteration 157Q (4506.489406 sec): 3 clusters Score: Raw -2030004.450405 + Penalty 3281.737983 = -2026722.712423 nChanged 19 SP:Iteration 158Q (4506.569472 sec): 3 clusters Score: Raw -2030011.243052 + Penalty 3281.737983 = -2026729.505069 nChanged 18 SP:Iteration 159Q (4506.647685 sec): 3 clusters Score: Raw -2030017.319592 + Penalty 3281.737983 = -2026735.581609 nChanged 22 SP:Iteration 160F (4506.739543 sec): 3 clusters Score: Raw -2030024.385856 + Penalty 3281.737983 = -2026742.647873 nChanged 24 SP:Iteration 161Q (4506.824955 sec): 3 clusters Score: Raw -2030031.046254 + Penalty 3281.737983 = -2026749.308271 nChanged 20 SP:Iteration 162Q (4506.904345 sec): 3 clusters Score: Raw -2030037.350555 + Penalty 3281.737983 = -2026755.612572 nChanged 23 SP:Iteration 163Q (4506.989674 sec): 3 clusters Score: Raw -2030044.556527 + Penalty 3281.737983 = -2026762.818544 nChanged 18 SP:Iteration 164Q (4507.061227 sec): 3 clusters Score: Raw -2030049.408075 + Penalty 3281.737983 = -2026767.670092 nChanged 16 SP:Iteration 165Q (4507.151222 sec): 3 clusters Score: Raw -2030054.179135 + Penalty 3281.737983 = -2026772.441152 nChanged 17 SP:Iteration 166Q (4507.226896 sec): 3 clusters Score: Raw -2030057.608236 + Penalty 3281.737983 = -2026775.870253 nChanged 13 SP:Iteration 167Q (4507.299985 sec): 3 clusters Score: Raw -2030061.470013 + Penalty 3281.737983 = -2026779.732030 nChanged 11 SP:Iteration 168Q (4507.379175 sec): 3 clusters Score: Raw -2030064.898203 + Penalty 3281.737983 = -2026783.160220 nChanged 15 SP:Iteration 169Q (4507.468623 sec): 3 clusters Score: Raw -2030069.165153 + Penalty 3281.737983 = -2026787.427171 nChanged 14 SP:Iteration 170Q (4507.544665 sec): 3 clusters Score: Raw -2030073.114956 + Penalty 3281.737983 = -2026791.376974 nChanged 9 SP:Iteration 171Q (4507.619319 sec): 3 clusters Score: Raw -2030076.278168 + Penalty 3281.737983 = -2026794.540185 nChanged 18 SP:Iteration 172Q (4507.700016 sec): 3 clusters Score: Raw -2030080.165696 + Penalty 3281.737983 = -2026798.427713 nChanged 11 SP:Iteration 173Q (4507.775314 sec): 3 clusters Score: Raw -2030082.875170 + Penalty 3281.737983 = -2026801.137188 nChanged 5 SP:Iteration 174Q (4507.859995 sec): 3 clusters Score: Raw -2030083.972030 + Penalty 3281.737983 = -2026802.234047 nChanged 8 SP:Iteration 175Q (4507.934800 sec): 3 clusters Score: Raw -2030086.193920 + Penalty 3281.737983 = -2026804.455937 nChanged 9 SP:Iteration 176Q (4508.017646 sec): 3 clusters Score: Raw -2030088.677265 + Penalty 3281.737983 = -2026806.939283 nChanged 8 SP:Iteration 177Q (4508.095875 sec): 3 clusters Score: Raw -2030090.249490 + Penalty 3281.737983 = -2026808.511507 nChanged 7 SP:Iteration 178Q (4508.181240 sec): 3 clusters Score: Raw -2030091.638100 + Penalty 3281.737983 = -2026809.900117 nChanged 7 SP:Iteration 179Q (4508.264114 sec): 3 clusters Score: Raw -2030093.151589 + Penalty 3281.737983 = -2026811.413606 nChanged 5 SP:Iteration 180F (4508.348634 sec): 3 clusters Score: Raw -2030093.853737 + Penalty 3281.737983 = -2026812.115754 nChanged 5 SP:Iteration 181Q (4508.413705 sec): 3 clusters Score: Raw -2030095.053077 + Penalty 3281.737983 = -2026813.315095 nChanged 4 SP:Iteration 182Q (4508.492636 sec): 3 clusters Score: Raw -2030096.390739 + Penalty 3281.737983 = -2026814.652756 nChanged 10 SP:Iteration 183Q (4508.568667 sec): 3 clusters Score: Raw -2030098.809755 + Penalty 3281.737983 = -2026817.071772 nChanged 10 SP:Iteration 184Q (4508.641277 sec): 3 clusters Score: Raw -2030101.540652 + Penalty 3281.737983 = -2026819.802669 nChanged 8 SP:Iteration 185Q (4508.722039 sec): 3 clusters Score: Raw -2030102.894041 + Penalty 3281.737983 = -2026821.156058 nChanged 7 SP:Iteration 186Q (4508.783487 sec): 3 clusters Score: Raw -2030104.413981 + Penalty 3281.737983 = -2026822.675998 nChanged 6 SP:Iteration 187Q (4508.858393 sec): 3 clusters Score: Raw -2030106.073389 + Penalty 3281.737983 = -2026824.335407 nChanged 7 SP:Iteration 188Q (4508.936192 sec): 3 clusters Score: Raw -2030109.525340 + Penalty 3281.737983 = -2026827.787357 nChanged 9 SP:Iteration 189Q (4509.025173 sec): 3 clusters Score: Raw -2030112.375156 + Penalty 3281.737983 = -2026830.637173 nChanged 8 SP:Iteration 190Q (4509.101409 sec): 3 clusters Score: Raw -2030113.747174 + Penalty 3281.737983 = -2026832.009191 nChanged 5 SP:Iteration 191Q (4509.173755 sec): 3 clusters Score: Raw -2030114.571238 + Penalty 3281.737983 = -2026832.833256 nChanged 2 SP:Iteration 192Q (4509.238574 sec): 3 clusters Score: Raw -2030114.887567 + Penalty 3281.737983 = -2026833.149585 nChanged 2 SP:Iteration 193Q (4509.316361 sec): 3 clusters Score: Raw -2030115.083877 + Penalty 3281.737983 = -2026833.345894 nChanged 0 SP:Iteration 194F (4509.400631 sec): 3 clusters Score: Raw -2030115.083877 + Penalty 3281.737983 = -2026833.345894 nChanged 0 Trying to split cluster 14 (24087 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4509.460082 sec): 2 clusters Score: Raw -2038962.529478 + Penalty 1639.531978 = -2037322.997500 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4509.540214 sec): 3 clusters Score: Raw -2024229.366901 + Penalty 3279.063955 = -2020950.302946 nChanged 10990 SP:Iteration 1F (4509.625462 sec): 3 clusters Score: Raw -2030450.069565 + Penalty 3279.063955 = -2027171.005610 nChanged 1285 SP:Iteration 2F (4509.718304 sec): 3 clusters Score: Raw -2031041.144617 + Penalty 3279.063955 = -2027762.080662 nChanged 1358 SP:Iteration 3F (4509.794877 sec): 3 clusters Score: Raw -2031825.422027 + Penalty 3279.063955 = -2028546.358072 nChanged 1533 SP:Iteration 4F (4509.876130 sec): 3 clusters Score: Raw -2032940.350744 + Penalty 3279.063955 = -2029661.286789 nChanged 1773 SP:Iteration 5F (4509.972740 sec): 3 clusters Score: Raw -2034296.207366 + Penalty 3279.063955 = -2031017.143410 nChanged 1716 SP:Iteration 6F (4510.054551 sec): 3 clusters Score: Raw -2035571.998035 + Penalty 3279.063955 = -2032292.934080 nChanged 1444 SP:Iteration 7F (4510.133864 sec): 3 clusters Score: Raw -2036491.911675 + Penalty 3279.063955 = -2033212.847720 nChanged 1081 SP:Iteration 8Q (4510.218467 sec): 3 clusters Score: Raw -2037072.259158 + Penalty 3279.063955 = -2033793.195202 nChanged 778 SP:Iteration 9Q (4510.310708 sec): 3 clusters Score: Raw -2037442.244716 + Penalty 3279.063955 = -2034163.180760 nChanged 602 SP:Iteration 10Q (4510.393980 sec): 3 clusters Score: Raw -2037695.813046 + Penalty 3279.063955 = -2034416.749090 nChanged 482 SP:Iteration 11Q (4510.452722 sec): 3 clusters Score: Raw -2037874.190967 + Penalty 3279.063955 = -2034595.127012 nChanged 393 SP:Iteration 12Q (4510.538300 sec): 3 clusters Score: Raw -2038000.181954 + Penalty 3279.063955 = -2034721.117998 nChanged 327 SP:Iteration 13Q (4510.608810 sec): 3 clusters Score: Raw -2038094.220687 + Penalty 3279.063955 = -2034815.156732 nChanged 273 SP:Iteration 14Q (4510.700218 sec): 3 clusters Score: Raw -2038167.951739 + Penalty 3279.063955 = -2034888.887783 nChanged 241 SP:Iteration 15Q (4510.784090 sec): 3 clusters Score: Raw -2038233.603573 + Penalty 3279.063955 = -2034954.539618 nChanged 240 SP:Iteration 16Q (4510.863933 sec): 3 clusters Score: Raw -2038290.213717 + Penalty 3279.063955 = -2035011.149762 nChanged 198 SP:Iteration 17Q (4510.944464 sec): 3 clusters Score: Raw -2038332.955441 + Penalty 3279.063955 = -2035053.891486 nChanged 186 SP:Iteration 18Q (4511.025277 sec): 3 clusters Score: Raw -2038372.508642 + Penalty 3279.063955 = -2035093.444687 nChanged 180 SP:Iteration 19Q (4511.105591 sec): 3 clusters Score: Raw -2038410.278819 + Penalty 3279.063955 = -2035131.214864 nChanged 166 SP:Iteration 20F (4511.189734 sec): 3 clusters Score: Raw -2038445.243958 + Penalty 3279.063955 = -2035166.180003 nChanged 170 SP:Iteration 21Q (4511.271194 sec): 3 clusters Score: Raw -2038480.703044 + Penalty 3279.063955 = -2035201.639088 nChanged 159 SP:Iteration 22Q (4511.347026 sec): 3 clusters Score: Raw -2038517.465704 + Penalty 3279.063955 = -2035238.401749 nChanged 163 SP:Iteration 23Q (4511.435087 sec): 3 clusters Score: Raw -2038551.615646 + Penalty 3279.063955 = -2035272.551690 nChanged 160 SP:Iteration 24Q (4511.518865 sec): 3 clusters Score: Raw -2038582.165555 + Penalty 3279.063955 = -2035303.101599 nChanged 145 SP:Iteration 25Q (4511.615351 sec): 3 clusters Score: Raw -2038606.570743 + Penalty 3279.063955 = -2035327.506788 nChanged 125 SP:Iteration 26Q (4511.698106 sec): 3 clusters Score: Raw -2038626.995668 + Penalty 3279.063955 = -2035347.931713 nChanged 117 SP:Iteration 27Q (4511.774670 sec): 3 clusters Score: Raw -2038648.231501 + Penalty 3279.063955 = -2035369.167546 nChanged 132 SP:Iteration 28Q (4511.873148 sec): 3 clusters Score: Raw -2038669.824976 + Penalty 3279.063955 = -2035390.761021 nChanged 109 SP:Iteration 29Q (4511.944393 sec): 3 clusters Score: Raw -2038688.470461 + Penalty 3279.063955 = -2035409.406506 nChanged 116 SP:Iteration 30Q (4512.028445 sec): 3 clusters Score: Raw -2038711.947243 + Penalty 3279.063955 = -2035432.883288 nChanged 130 SP:Iteration 31Q (4512.107453 sec): 3 clusters Score: Raw -2038733.444649 + Penalty 3279.063955 = -2035454.380694 nChanged 114 SP:Iteration 32Q (4512.180691 sec): 3 clusters Score: Raw -2038750.465636 + Penalty 3279.063955 = -2035471.401680 nChanged 110 SP:Iteration 33Q (4512.263061 sec): 3 clusters Score: Raw -2038765.589330 + Penalty 3279.063955 = -2035486.525375 nChanged 77 SP:Iteration 34Q (4512.347133 sec): 3 clusters Score: Raw -2038776.047219 + Penalty 3279.063955 = -2035496.983264 nChanged 86 SP:Iteration 35Q (4512.433019 sec): 3 clusters Score: Raw -2038788.207031 + Penalty 3279.063955 = -2035509.143076 nChanged 72 SP:Iteration 36Q (4512.510133 sec): 3 clusters Score: Raw -2038797.912853 + Penalty 3279.063955 = -2035518.848897 nChanged 67 SP:Iteration 37Q (4512.596523 sec): 3 clusters Score: Raw -2038806.916303 + Penalty 3279.063955 = -2035527.852348 nChanged 61 SP:Iteration 38Q (4512.682476 sec): 3 clusters Score: Raw -2038814.369364 + Penalty 3279.063955 = -2035535.305409 nChanged 64 SP:Iteration 39Q (4512.756504 sec): 3 clusters Score: Raw -2038823.079231 + Penalty 3279.063955 = -2035544.015276 nChanged 66 SP:Iteration 40F (4512.843234 sec): 3 clusters Score: Raw -2038832.261380 + Penalty 3279.063955 = -2035553.197425 nChanged 58 SP:Iteration 41Q (4512.927170 sec): 3 clusters Score: Raw -2038840.893386 + Penalty 3279.063955 = -2035561.829430 nChanged 64 SP:Iteration 42Q (4512.996340 sec): 3 clusters Score: Raw -2038848.189752 + Penalty 3279.063955 = -2035569.125796 nChanged 48 SP:Iteration 43Q (4513.067731 sec): 3 clusters Score: Raw -2038853.971363 + Penalty 3279.063955 = -2035574.907408 nChanged 56 SP:Iteration 44Q (4513.145199 sec): 3 clusters Score: Raw -2038861.300527 + Penalty 3279.063955 = -2035582.236572 nChanged 55 SP:Iteration 45Q (4513.230070 sec): 3 clusters Score: Raw -2038866.983513 + Penalty 3279.063955 = -2035587.919558 nChanged 50 SP:Iteration 46Q (4513.312917 sec): 3 clusters Score: Raw -2038872.131467 + Penalty 3279.063955 = -2035593.067511 nChanged 37 SP:Iteration 47Q (4513.399637 sec): 3 clusters Score: Raw -2038876.208674 + Penalty 3279.063955 = -2035597.144719 nChanged 41 SP:Iteration 48Q (4513.477236 sec): 3 clusters Score: Raw -2038881.078591 + Penalty 3279.063955 = -2035602.014636 nChanged 32 SP:Iteration 49Q (4513.543921 sec): 3 clusters Score: Raw -2038884.974750 + Penalty 3279.063955 = -2035605.910795 nChanged 35 SP:Iteration 50Q (4513.633186 sec): 3 clusters Score: Raw -2038888.905001 + Penalty 3279.063955 = -2035609.841046 nChanged 37 SP:Iteration 51Q (4513.710371 sec): 3 clusters Score: Raw -2038892.700200 + Penalty 3279.063955 = -2035613.636245 nChanged 37 SP:Iteration 52Q (4513.793616 sec): 3 clusters Score: Raw -2038896.898365 + Penalty 3279.063955 = -2035617.834410 nChanged 31 SP:Iteration 53Q (4513.886305 sec): 3 clusters Score: Raw -2038900.638240 + Penalty 3279.063955 = -2035621.574284 nChanged 27 SP:Iteration 54Q (4513.967892 sec): 3 clusters Score: Raw -2038903.730989 + Penalty 3279.063955 = -2035624.667034 nChanged 31 SP:Iteration 55Q (4514.051433 sec): 3 clusters Score: Raw -2038907.336498 + Penalty 3279.063955 = -2035628.272543 nChanged 31 SP:Iteration 56Q (4514.125208 sec): 3 clusters Score: Raw -2038911.131863 + Penalty 3279.063955 = -2035632.067908 nChanged 29 SP:Iteration 57Q (4514.207590 sec): 3 clusters Score: Raw -2038914.345588 + Penalty 3279.063955 = -2035635.281632 nChanged 27 SP:Iteration 58Q (4514.284023 sec): 3 clusters Score: Raw -2038917.927017 + Penalty 3279.063955 = -2035638.863061 nChanged 34 SP:Iteration 59Q (4514.358155 sec): 3 clusters Score: Raw -2038921.591654 + Penalty 3279.063955 = -2035642.527698 nChanged 35 SP:Iteration 60F (4514.446821 sec): 3 clusters Score: Raw -2038925.173008 + Penalty 3279.063955 = -2035646.109053 nChanged 33 SP:Iteration 61Q (4514.540395 sec): 3 clusters Score: Raw -2038929.221628 + Penalty 3279.063955 = -2035650.157673 nChanged 39 SP:Iteration 62Q (4514.618567 sec): 3 clusters Score: Raw -2038934.512581 + Penalty 3279.063955 = -2035655.448626 nChanged 40 SP:Iteration 63Q (4514.704218 sec): 3 clusters Score: Raw -2038940.542619 + Penalty 3279.063955 = -2035661.478663 nChanged 54 SP:Iteration 64Q (4514.775413 sec): 3 clusters Score: Raw -2038948.314734 + Penalty 3279.063955 = -2035669.250779 nChanged 43 SP:Iteration 65Q (4514.869303 sec): 3 clusters Score: Raw -2038953.923182 + Penalty 3279.063955 = -2035674.859227 nChanged 37 SP:Iteration 66Q (4514.942966 sec): 3 clusters Score: Raw -2038958.758005 + Penalty 3279.063955 = -2035679.694050 nChanged 29 SP:Iteration 67Q (4515.025235 sec): 3 clusters Score: Raw -2038962.183080 + Penalty 3279.063955 = -2035683.119125 nChanged 33 SP:Iteration 68Q (4515.113454 sec): 3 clusters Score: Raw -2038965.348296 + Penalty 3279.063955 = -2035686.284340 nChanged 27 SP:Iteration 69Q (4515.201982 sec): 3 clusters Score: Raw -2038967.274475 + Penalty 3279.063955 = -2035688.210520 nChanged 18 SP:Iteration 70Q (4515.276518 sec): 3 clusters Score: Raw -2038968.926477 + Penalty 3279.063955 = -2035689.862522 nChanged 26 SP:Iteration 71Q (4515.359296 sec): 3 clusters Score: Raw -2038971.752787 + Penalty 3279.063955 = -2035692.688832 nChanged 21 SP:Iteration 72Q (4515.442760 sec): 3 clusters Score: Raw -2038974.530184 + Penalty 3279.063955 = -2035695.466229 nChanged 27 SP:Iteration 73Q (4515.524148 sec): 3 clusters Score: Raw -2038978.110963 + Penalty 3279.063955 = -2035699.047008 nChanged 25 SP:Iteration 74Q (4515.614733 sec): 3 clusters Score: Raw -2038981.190845 + Penalty 3279.063955 = -2035702.126889 nChanged 28 SP:Iteration 75Q (4515.682092 sec): 3 clusters Score: Raw -2038983.981770 + Penalty 3279.063955 = -2035704.917814 nChanged 23 SP:Iteration 76Q (4515.768096 sec): 3 clusters Score: Raw -2038986.058224 + Penalty 3279.063955 = -2035706.994268 nChanged 25 SP:Iteration 77Q (4515.837539 sec): 3 clusters Score: Raw -2038988.863213 + Penalty 3279.063955 = -2035709.799257 nChanged 22 SP:Iteration 78Q (4515.928093 sec): 3 clusters Score: Raw -2038991.541320 + Penalty 3279.063955 = -2035712.477365 nChanged 21 SP:Iteration 79Q (4515.998715 sec): 3 clusters Score: Raw -2038993.708297 + Penalty 3279.063955 = -2035714.644341 nChanged 23 SP:Iteration 80F (4516.074579 sec): 3 clusters Score: Raw -2038996.029353 + Penalty 3279.063955 = -2035716.965397 nChanged 26 SP:Iteration 81Q (4516.156280 sec): 3 clusters Score: Raw -2038999.108747 + Penalty 3279.063955 = -2035720.044791 nChanged 25 SP:Iteration 82Q (4516.245200 sec): 3 clusters Score: Raw -2039001.874811 + Penalty 3279.063955 = -2035722.810856 nChanged 26 SP:Iteration 83Q (4516.325228 sec): 3 clusters Score: Raw -2039004.021932 + Penalty 3279.063955 = -2035724.957977 nChanged 19 SP:Iteration 84Q (4516.409819 sec): 3 clusters Score: Raw -2039005.689363 + Penalty 3279.063955 = -2035726.625408 nChanged 19 SP:Iteration 85Q (4516.485406 sec): 3 clusters Score: Raw -2039007.535926 + Penalty 3279.063955 = -2035728.471971 nChanged 20 SP:Iteration 86Q (4516.574718 sec): 3 clusters Score: Raw -2039009.573308 + Penalty 3279.063955 = -2035730.509353 nChanged 18 SP:Iteration 87Q (4516.640109 sec): 3 clusters Score: Raw -2039011.238102 + Penalty 3279.063955 = -2035732.174147 nChanged 23 SP:Iteration 88Q (4516.726967 sec): 3 clusters Score: Raw -2039013.824618 + Penalty 3279.063955 = -2035734.760663 nChanged 23 SP:Iteration 89Q (4516.804750 sec): 3 clusters Score: Raw -2039015.895153 + Penalty 3279.063955 = -2035736.831198 nChanged 19 SP:Iteration 90Q (4516.885315 sec): 3 clusters Score: Raw -2039017.264904 + Penalty 3279.063955 = -2035738.200949 nChanged 13 SP:Iteration 91Q (4516.977166 sec): 3 clusters Score: Raw -2039018.263979 + Penalty 3279.063955 = -2035739.200024 nChanged 12 SP:Iteration 92Q (4517.056589 sec): 3 clusters Score: Raw -2039019.196054 + Penalty 3279.063955 = -2035740.132099 nChanged 18 SP:Iteration 93Q (4517.135521 sec): 3 clusters Score: Raw -2039021.152153 + Penalty 3279.063955 = -2035742.088197 nChanged 21 SP:Iteration 94Q (4517.218046 sec): 3 clusters Score: Raw -2039024.017341 + Penalty 3279.063955 = -2035744.953385 nChanged 25 SP:Iteration 95Q (4517.259435 sec): 3 clusters Score: Raw -2039027.062571 + Penalty 3279.063955 = -2035747.998616 nChanged 18 SP:Iteration 96Q (4517.308239 sec): 3 clusters Score: Raw -2039028.836453 + Penalty 3279.063955 = -2035749.772498 nChanged 14 SP:Iteration 97Q (4517.366505 sec): 3 clusters Score: Raw -2039030.113665 + Penalty 3279.063955 = -2035751.049709 nChanged 16 SP:Iteration 98Q (4517.415076 sec): 3 clusters Score: Raw -2039031.468473 + Penalty 3279.063955 = -2035752.404518 nChanged 17 SP:Iteration 99Q (4517.465944 sec): 3 clusters Score: Raw -2039033.698889 + Penalty 3279.063955 = -2035754.634934 nChanged 15 SP:Iteration 100F (4517.522638 sec): 3 clusters Score: Raw -2039035.911803 + Penalty 3279.063955 = -2035756.847848 nChanged 22 SP:Iteration 101Q (4517.615367 sec): 3 clusters Score: Raw -2039039.200299 + Penalty 3279.063955 = -2035760.136344 nChanged 29 SP:Iteration 102Q (4517.697713 sec): 3 clusters Score: Raw -2039043.637160 + Penalty 3279.063955 = -2035764.573205 nChanged 30 SP:Iteration 103Q (4517.767755 sec): 3 clusters Score: Raw -2039048.655224 + Penalty 3279.063955 = -2035769.591269 nChanged 34 SP:Iteration 104Q (4517.852151 sec): 3 clusters Score: Raw -2039055.945164 + Penalty 3279.063955 = -2035776.881208 nChanged 44 SP:Iteration 105Q (4517.931135 sec): 3 clusters Score: Raw -2039064.387578 + Penalty 3279.063955 = -2035785.323623 nChanged 49 SP:Iteration 106Q (4518.015600 sec): 3 clusters Score: Raw -2039073.649293 + Penalty 3279.063955 = -2035794.585338 nChanged 45 SP:Iteration 107Q (4518.082077 sec): 3 clusters Score: Raw -2039080.124765 + Penalty 3279.063955 = -2035801.060810 nChanged 37 SP:Iteration 108Q (4518.169879 sec): 3 clusters Score: Raw -2039086.041348 + Penalty 3279.063955 = -2035806.977393 nChanged 43 SP:Iteration 109Q (4518.245579 sec): 3 clusters Score: Raw -2039092.858451 + Penalty 3279.063955 = -2035813.794496 nChanged 41 SP:Iteration 110Q (4518.328898 sec): 3 clusters Score: Raw -2039100.604830 + Penalty 3279.063955 = -2035821.540874 nChanged 45 SP:Iteration 111Q (4518.406343 sec): 3 clusters Score: Raw -2039110.658671 + Penalty 3279.063955 = -2035831.594715 nChanged 50 SP:Iteration 112Q (4518.482036 sec): 3 clusters Score: Raw -2039123.025140 + Penalty 3279.063955 = -2035843.961185 nChanged 60 SP:Iteration 113Q (4518.576980 sec): 3 clusters Score: Raw -2039137.145325 + Penalty 3279.063955 = -2035858.081370 nChanged 48 SP:Iteration 114Q (4518.656314 sec): 3 clusters Score: Raw -2039147.326326 + Penalty 3279.063955 = -2035868.262371 nChanged 42 SP:Iteration 115Q (4518.730929 sec): 3 clusters Score: Raw -2039158.005577 + Penalty 3279.063955 = -2035878.941622 nChanged 49 SP:Iteration 116Q (4518.815386 sec): 3 clusters Score: Raw -2039169.715457 + Penalty 3279.063955 = -2035890.651502 nChanged 47 SP:Iteration 117Q (4518.886027 sec): 3 clusters Score: Raw -2039179.555132 + Penalty 3279.063955 = -2035900.491176 nChanged 38 SP:Iteration 118Q (4518.954562 sec): 3 clusters Score: Raw -2039187.864795 + Penalty 3279.063955 = -2035908.800840 nChanged 37 SP:Iteration 119Q (4519.033170 sec): 3 clusters Score: Raw -2039195.701975 + Penalty 3279.063955 = -2035916.638020 nChanged 36 SP:Iteration 120F (4519.120041 sec): 3 clusters Score: Raw -2039203.280457 + Penalty 3279.063955 = -2035924.216501 nChanged 39 SP:Iteration 121Q (4519.193855 sec): 3 clusters Score: Raw -2039209.541265 + Penalty 3279.063955 = -2035930.477309 nChanged 36 SP:Iteration 122Q (4519.273424 sec): 3 clusters Score: Raw -2039217.070983 + Penalty 3279.063955 = -2035938.007028 nChanged 41 SP:Iteration 123Q (4519.350065 sec): 3 clusters Score: Raw -2039225.856229 + Penalty 3279.063955 = -2035946.792273 nChanged 33 SP:Iteration 124Q (4519.426692 sec): 3 clusters Score: Raw -2039234.175874 + Penalty 3279.063955 = -2035955.111919 nChanged 33 SP:Iteration 125Q (4519.508917 sec): 3 clusters Score: Raw -2039242.511614 + Penalty 3279.063955 = -2035963.447658 nChanged 42 SP:Iteration 126Q (4519.589975 sec): 3 clusters Score: Raw -2039254.198206 + Penalty 3279.063955 = -2035975.134251 nChanged 37 SP:Iteration 127Q (4519.669146 sec): 3 clusters Score: Raw -2039267.159492 + Penalty 3279.063955 = -2035988.095536 nChanged 39 SP:Iteration 128Q (4519.750516 sec): 3 clusters Score: Raw -2039278.043013 + Penalty 3279.063955 = -2035998.979057 nChanged 38 SP:Iteration 129Q (4519.816800 sec): 3 clusters Score: Raw -2039288.161138 + Penalty 3279.063955 = -2036009.097183 nChanged 33 SP:Iteration 130Q (4519.903087 sec): 3 clusters Score: Raw -2039295.854538 + Penalty 3279.063955 = -2036016.790583 nChanged 32 SP:Iteration 131Q (4519.978057 sec): 3 clusters Score: Raw -2039304.728813 + Penalty 3279.063955 = -2036025.664857 nChanged 35 SP:Iteration 132Q (4520.051684 sec): 3 clusters Score: Raw -2039312.666406 + Penalty 3279.063955 = -2036033.602451 nChanged 33 SP:Iteration 133Q (4520.132382 sec): 3 clusters Score: Raw -2039320.554457 + Penalty 3279.063955 = -2036041.490502 nChanged 28 SP:Iteration 134Q (4520.203626 sec): 3 clusters Score: Raw -2039326.589339 + Penalty 3279.063955 = -2036047.525384 nChanged 34 SP:Iteration 135Q (4520.279505 sec): 3 clusters Score: Raw -2039336.855411 + Penalty 3279.063955 = -2036057.791455 nChanged 35 SP:Iteration 136Q (4520.359046 sec): 3 clusters Score: Raw -2039345.292559 + Penalty 3279.063955 = -2036066.228604 nChanged 37 SP:Iteration 137Q (4520.452612 sec): 3 clusters Score: Raw -2039352.303264 + Penalty 3279.063955 = -2036073.239309 nChanged 29 SP:Iteration 138Q (4520.521391 sec): 3 clusters Score: Raw -2039358.251878 + Penalty 3279.063955 = -2036079.187922 nChanged 29 SP:Iteration 139Q (4520.594258 sec): 3 clusters Score: Raw -2039366.148918 + Penalty 3279.063955 = -2036087.084963 nChanged 27 SP:Iteration 140F (4520.678666 sec): 3 clusters Score: Raw -2039374.036981 + Penalty 3279.063955 = -2036094.973026 nChanged 26 SP:Iteration 141Q (4520.759540 sec): 3 clusters Score: Raw -2039380.794204 + Penalty 3279.063955 = -2036101.730249 nChanged 28 SP:Iteration 142Q (4520.839705 sec): 3 clusters Score: Raw -2039386.766937 + Penalty 3279.063955 = -2036107.702981 nChanged 23 SP:Iteration 143Q (4520.912196 sec): 3 clusters Score: Raw -2039391.157706 + Penalty 3279.063955 = -2036112.093750 nChanged 26 SP:Iteration 144Q (4520.956848 sec): 3 clusters Score: Raw -2039397.183913 + Penalty 3279.063955 = -2036118.119958 nChanged 25 SP:Iteration 145Q (4521.003212 sec): 3 clusters Score: Raw -2039403.211280 + Penalty 3279.063955 = -2036124.147325 nChanged 26 SP:Iteration 146Q (4521.092062 sec): 3 clusters Score: Raw -2039410.932380 + Penalty 3279.063955 = -2036131.868425 nChanged 35 SP:Iteration 147Q (4521.164354 sec): 3 clusters Score: Raw -2039419.839817 + Penalty 3279.063955 = -2036140.775861 nChanged 30 SP:Iteration 148Q (4521.229130 sec): 3 clusters Score: Raw -2039425.227973 + Penalty 3279.063955 = -2036146.164018 nChanged 26 SP:Iteration 149Q (4521.304859 sec): 3 clusters Score: Raw -2039430.272033 + Penalty 3279.063955 = -2036151.208077 nChanged 23 SP:Iteration 150Q (4521.377722 sec): 3 clusters Score: Raw -2039434.695262 + Penalty 3279.063955 = -2036155.631306 nChanged 22 SP:Iteration 151Q (4521.455003 sec): 3 clusters Score: Raw -2039439.086361 + Penalty 3279.063955 = -2036160.022405 nChanged 12 SP:Iteration 152Q (4521.540022 sec): 3 clusters Score: Raw -2039440.931518 + Penalty 3279.063955 = -2036161.867563 nChanged 13 SP:Iteration 153Q (4521.615538 sec): 3 clusters Score: Raw -2039443.193807 + Penalty 3279.063955 = -2036164.129852 nChanged 16 SP:Iteration 154Q (4521.687584 sec): 3 clusters Score: Raw -2039445.654120 + Penalty 3279.063955 = -2036166.590164 nChanged 10 SP:Iteration 155Q (4521.770008 sec): 3 clusters Score: Raw -2039447.306698 + Penalty 3279.063955 = -2036168.242742 nChanged 5 SP:Iteration 156Q (4521.852830 sec): 3 clusters Score: Raw -2039447.882425 + Penalty 3279.063955 = -2036168.818470 nChanged 5 SP:Iteration 157Q (4521.920381 sec): 3 clusters Score: Raw -2039448.546081 + Penalty 3279.063955 = -2036169.482126 nChanged 4 SP:Iteration 158Q (4522.010911 sec): 3 clusters Score: Raw -2039449.148715 + Penalty 3279.063955 = -2036170.084759 nChanged 4 SP:Iteration 159Q (4522.092256 sec): 3 clusters Score: Raw -2039449.998330 + Penalty 3279.063955 = -2036170.934375 nChanged 5 SP:Iteration 160F (4522.177465 sec): 3 clusters Score: Raw -2039450.976973 + Penalty 3279.063955 = -2036171.913018 nChanged 3 SP:Iteration 161Q (4522.243331 sec): 3 clusters Score: Raw -2039451.605929 + Penalty 3279.063955 = -2036172.541974 nChanged 9 SP:Iteration 162Q (4522.316474 sec): 3 clusters Score: Raw -2039452.404449 + Penalty 3279.063955 = -2036173.340493 nChanged 3 SP:Iteration 163Q (4522.395212 sec): 3 clusters Score: Raw -2039453.053672 + Penalty 3279.063955 = -2036173.989717 nChanged 3 SP:Iteration 164Q (4522.481878 sec): 3 clusters Score: Raw -2039453.517416 + Penalty 3279.063955 = -2036174.453460 nChanged 6 SP:Iteration 165Q (4522.552097 sec): 3 clusters Score: Raw -2039454.355402 + Penalty 3279.063955 = -2036175.291447 nChanged 4 SP:Iteration 166Q (4522.631412 sec): 3 clusters Score: Raw -2039454.757087 + Penalty 3279.063955 = -2036175.693131 nChanged 1 SP:Iteration 167Q (4522.710484 sec): 3 clusters Score: Raw -2039454.837200 + Penalty 3279.063955 = -2036175.773245 nChanged 1 SP:Iteration 168Q (4522.794503 sec): 3 clusters Score: Raw -2039454.951993 + Penalty 3279.063955 = -2036175.888037 nChanged 1 SP:Iteration 169Q (4522.873628 sec): 3 clusters Score: Raw -2039455.026631 + Penalty 3279.063955 = -2036175.962675 nChanged 1 SP:Iteration 170Q (4522.932956 sec): 3 clusters Score: Raw -2039455.093999 + Penalty 3279.063955 = -2036176.030044 nChanged 1 SP:Iteration 171Q (4523.011404 sec): 3 clusters Score: Raw -2039455.189480 + Penalty 3279.063955 = -2036176.125524 nChanged 4 SP:Iteration 172Q (4523.093675 sec): 3 clusters Score: Raw -2039455.778942 + Penalty 3279.063955 = -2036176.714987 nChanged 3 SP:Iteration 173Q (4523.170381 sec): 3 clusters Score: Raw -2039456.321852 + Penalty 3279.063955 = -2036177.257897 nChanged 4 SP:Iteration 174Q (4523.231156 sec): 3 clusters Score: Raw -2039457.199999 + Penalty 3279.063955 = -2036178.136043 nChanged 4 SP:Iteration 175Q (4523.319373 sec): 3 clusters Score: Raw -2039457.758557 + Penalty 3279.063955 = -2036178.694602 nChanged 5 SP:Iteration 176Q (4523.389760 sec): 3 clusters Score: Raw -2039458.437880 + Penalty 3279.063955 = -2036179.373925 nChanged 4 SP:Iteration 177Q (4523.465080 sec): 3 clusters Score: Raw -2039459.206770 + Penalty 3279.063955 = -2036180.142814 nChanged 7 SP:Iteration 178Q (4523.540490 sec): 3 clusters Score: Raw -2039460.202410 + Penalty 3279.063955 = -2036181.138455 nChanged 7 SP:Iteration 179Q (4523.626046 sec): 3 clusters Score: Raw -2039461.022354 + Penalty 3279.063955 = -2036181.958399 nChanged 4 SP:Iteration 180F (4523.698391 sec): 3 clusters Score: Raw -2039461.589880 + Penalty 3279.063955 = -2036182.525924 nChanged 4 SP:Iteration 181Q (4523.760060 sec): 3 clusters Score: Raw -2039462.101043 + Penalty 3279.063955 = -2036183.037087 nChanged 2 SP:Iteration 182Q (4523.839193 sec): 3 clusters Score: Raw -2039462.443569 + Penalty 3279.063955 = -2036183.379614 nChanged 5 SP:Iteration 183Q (4523.915327 sec): 3 clusters Score: Raw -2039463.215314 + Penalty 3279.063955 = -2036184.151359 nChanged 2 SP:Iteration 184Q (4524.006238 sec): 3 clusters Score: Raw -2039463.378989 + Penalty 3279.063955 = -2036184.315033 nChanged 0 SP:Iteration 185F (4524.084812 sec): 3 clusters Score: Raw -2039463.378989 + Penalty 3279.063955 = -2036184.315033 nChanged 0 Trying to split cluster 15 (2896 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4524.116931 sec): 2 clusters Score: Raw -232347.310950 + Penalty 1295.301435 = -231052.009515 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4524.167955 sec): 3 clusters Score: Raw -231003.699910 + Penalty 2590.602870 = -228413.097040 nChanged 1082 SP:Iteration 1F (4524.205242 sec): 3 clusters Score: Raw -231649.124279 + Penalty 2590.602870 = -229058.521409 nChanged 213 SP:Iteration 2F (4524.249974 sec): 3 clusters Score: Raw -231771.550313 + Penalty 2590.602870 = -229180.947443 nChanged 133 SP:Iteration 3Q (4524.303089 sec): 3 clusters Score: Raw -231827.596747 + Penalty 2590.602870 = -229236.993877 nChanged 90 SP:Iteration 4Q (4524.340941 sec): 3 clusters Score: Raw -231877.864882 + Penalty 2590.602870 = -229287.262012 nChanged 77 SP:Iteration 5Q (4524.397860 sec): 3 clusters Score: Raw -231918.286760 + Penalty 2590.602870 = -229327.683890 nChanged 63 SP:Iteration 6Q (4524.445787 sec): 3 clusters Score: Raw -231946.987822 + Penalty 2590.602870 = -229356.384952 nChanged 40 SP:Iteration 7Q (4524.490790 sec): 3 clusters Score: Raw -231965.436383 + Penalty 2590.602870 = -229374.833513 nChanged 40 SP:Iteration 8Q (4524.531891 sec): 3 clusters Score: Raw -231983.323244 + Penalty 2590.602870 = -229392.720375 nChanged 33 SP:Iteration 9Q (4524.588267 sec): 3 clusters Score: Raw -231998.835361 + Penalty 2590.602870 = -229408.232491 nChanged 42 SP:Iteration 10Q (4524.632050 sec): 3 clusters Score: Raw -232015.751514 + Penalty 2590.602870 = -229425.148644 nChanged 31 SP:Iteration 11Q (4524.667757 sec): 3 clusters Score: Raw -232028.622261 + Penalty 2590.602870 = -229438.019391 nChanged 31 SP:Iteration 12Q (4524.716021 sec): 3 clusters Score: Raw -232038.855235 + Penalty 2590.602870 = -229448.252365 nChanged 24 SP:Iteration 13Q (4524.766161 sec): 3 clusters Score: Raw -232049.073848 + Penalty 2590.602870 = -229458.470978 nChanged 27 SP:Iteration 14Q (4524.806791 sec): 3 clusters Score: Raw -232061.165991 + Penalty 2590.602870 = -229470.563121 nChanged 30 SP:Iteration 15Q (4524.858212 sec): 3 clusters Score: Raw -232073.877078 + Penalty 2590.602870 = -229483.274208 nChanged 28 SP:Iteration 16Q (4524.898696 sec): 3 clusters Score: Raw -232082.932090 + Penalty 2590.602870 = -229492.329220 nChanged 20 SP:Iteration 17Q (4524.936747 sec): 3 clusters Score: Raw -232091.620297 + Penalty 2590.602870 = -229501.017427 nChanged 27 SP:Iteration 18Q (4524.997522 sec): 3 clusters Score: Raw -232102.251522 + Penalty 2590.602870 = -229511.648652 nChanged 29 SP:Iteration 19Q (4525.041048 sec): 3 clusters Score: Raw -232114.868650 + Penalty 2590.602870 = -229524.265781 nChanged 36 SP:Iteration 20F (4525.094257 sec): 3 clusters Score: Raw -232128.713799 + Penalty 2590.602870 = -229538.110929 nChanged 38 SP:Iteration 21Q (4525.135190 sec): 3 clusters Score: Raw -232143.314982 + Penalty 2590.602870 = -229552.712112 nChanged 27 SP:Iteration 22Q (4525.182899 sec): 3 clusters Score: Raw -232154.208680 + Penalty 2590.602870 = -229563.605810 nChanged 35 SP:Iteration 23Q (4525.243920 sec): 3 clusters Score: Raw -232168.668289 + Penalty 2590.602870 = -229578.065420 nChanged 39 SP:Iteration 24Q (4525.284510 sec): 3 clusters Score: Raw -232189.972932 + Penalty 2590.602870 = -229599.370062 nChanged 42 SP:Iteration 25Q (4525.337130 sec): 3 clusters Score: Raw -232211.569217 + Penalty 2590.602870 = -229620.966347 nChanged 39 SP:Iteration 26Q (4525.391428 sec): 3 clusters Score: Raw -232236.361062 + Penalty 2590.602870 = -229645.758192 nChanged 45 SP:Iteration 27Q (4525.441899 sec): 3 clusters Score: Raw -232260.684132 + Penalty 2590.602870 = -229670.081262 nChanged 36 SP:Iteration 28Q (4525.483362 sec): 3 clusters Score: Raw -232279.378753 + Penalty 2590.602870 = -229688.775883 nChanged 30 SP:Iteration 29Q (4525.525971 sec): 3 clusters Score: Raw -232296.051767 + Penalty 2590.602870 = -229705.448898 nChanged 24 SP:Iteration 30Q (4525.579294 sec): 3 clusters Score: Raw -232308.077722 + Penalty 2590.602870 = -229717.474852 nChanged 23 SP:Iteration 31Q (4525.620522 sec): 3 clusters Score: Raw -232320.859783 + Penalty 2590.602870 = -229730.256913 nChanged 20 SP:Iteration 32Q (4525.668258 sec): 3 clusters Score: Raw -232330.576579 + Penalty 2590.602870 = -229739.973709 nChanged 17 SP:Iteration 33Q (4525.715680 sec): 3 clusters Score: Raw -232339.802849 + Penalty 2590.602870 = -229749.199979 nChanged 16 SP:Iteration 34Q (4525.767716 sec): 3 clusters Score: Raw -232348.539479 + Penalty 2590.602870 = -229757.936609 nChanged 19 SP:Iteration 35Q (4525.807237 sec): 3 clusters Score: Raw -232356.772378 + Penalty 2590.602870 = -229766.169508 nChanged 6 SP:Iteration 36Q (4525.845292 sec): 3 clusters Score: Raw -232360.804091 + Penalty 2590.602870 = -229770.201221 nChanged 7 SP:Iteration 37Q (4525.892749 sec): 3 clusters Score: Raw -232365.340878 + Penalty 2590.602870 = -229774.738008 nChanged 7 SP:Iteration 38Q (4525.940273 sec): 3 clusters Score: Raw -232369.538933 + Penalty 2590.602870 = -229778.936063 nChanged 8 SP:Iteration 39Q (4525.985803 sec): 3 clusters Score: Raw -232373.857201 + Penalty 2590.602870 = -229783.254331 nChanged 7 SP:Iteration 40F (4526.027832 sec): 3 clusters Score: Raw -232378.032851 + Penalty 2590.602870 = -229787.429981 nChanged 6 SP:Iteration 41Q (4526.091400 sec): 3 clusters Score: Raw -232382.302671 + Penalty 2590.602870 = -229791.699801 nChanged 7 SP:Iteration 42Q (4526.128260 sec): 3 clusters Score: Raw -232385.958755 + Penalty 2590.602870 = -229795.355886 nChanged 7 SP:Iteration 43Q (4526.173975 sec): 3 clusters Score: Raw -232391.970940 + Penalty 2590.602870 = -229801.368070 nChanged 10 SP:Iteration 44Q (4526.219462 sec): 3 clusters Score: Raw -232397.340678 + Penalty 2590.602870 = -229806.737808 nChanged 7 SP:Iteration 45Q (4526.270421 sec): 3 clusters Score: Raw -232400.665303 + Penalty 2590.602870 = -229810.062433 nChanged 3 SP:Iteration 46Q (4526.331476 sec): 3 clusters Score: Raw -232404.458101 + Penalty 2590.602870 = -229813.855231 nChanged 7 SP:Iteration 47Q (4526.371378 sec): 3 clusters Score: Raw -232408.764692 + Penalty 2590.602870 = -229818.161822 nChanged 3 SP:Iteration 48Q (4526.420723 sec): 3 clusters Score: Raw -232410.706059 + Penalty 2590.602870 = -229820.103189 nChanged 4 SP:Iteration 49Q (4526.463401 sec): 3 clusters Score: Raw -232413.129777 + Penalty 2590.602870 = -229822.526907 nChanged 4 SP:Iteration 50Q (4526.508891 sec): 3 clusters Score: Raw -232415.119635 + Penalty 2590.602870 = -229824.516765 nChanged 7 SP:Iteration 51Q (4526.555217 sec): 3 clusters Score: Raw -232419.791121 + Penalty 2590.602870 = -229829.188251 nChanged 5 SP:Iteration 52Q (4526.603777 sec): 3 clusters Score: Raw -232421.962018 + Penalty 2590.602870 = -229831.359149 nChanged 5 SP:Iteration 53Q (4526.650952 sec): 3 clusters Score: Raw -232425.425009 + Penalty 2590.602870 = -229834.822139 nChanged 6 SP:Iteration 54Q (4526.701991 sec): 3 clusters Score: Raw -232429.456684 + Penalty 2590.602870 = -229838.853814 nChanged 2 SP:Iteration 55Q (4526.750925 sec): 3 clusters Score: Raw -232430.666584 + Penalty 2590.602870 = -229840.063714 nChanged 1 SP:Iteration 56Q (4526.806485 sec): 3 clusters Score: Raw -232430.911788 + Penalty 2590.602870 = -229840.308918 nChanged 1 SP:Iteration 57Q (4526.842155 sec): 3 clusters Score: Raw -232431.743597 + Penalty 2590.602870 = -229841.140727 nChanged 2 SP:Iteration 58Q (4526.897489 sec): 3 clusters Score: Raw -232432.600619 + Penalty 2590.602870 = -229841.997749 nChanged 0 SP:Iteration 59F (4526.936311 sec): 3 clusters Score: Raw -232432.600619 + Penalty 2590.602870 = -229841.997749 nChanged 0 Trying to split cluster 16 (15471 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4526.976182 sec): 2 clusters Score: Raw -1157169.753938 + Penalty 1567.592420 = -1155602.161518 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4527.046175 sec): 3 clusters Score: Raw -1148107.645972 + Penalty 3135.184839 = -1144972.461133 nChanged 6852 SP:Iteration 1F (4527.117813 sec): 3 clusters Score: Raw -1151719.612887 + Penalty 3135.184839 = -1148584.428047 nChanged 854 SP:Iteration 2F (4527.190591 sec): 3 clusters Score: Raw -1152041.602974 + Penalty 3135.184839 = -1148906.418134 nChanged 781 SP:Iteration 3F (4527.255532 sec): 3 clusters Score: Raw -1152362.454105 + Penalty 3135.184839 = -1149227.269266 nChanged 774 SP:Iteration 4F (4527.323019 sec): 3 clusters Score: Raw -1152703.968758 + Penalty 3135.184839 = -1149568.783919 nChanged 743 SP:Iteration 5Q (4527.392796 sec): 3 clusters Score: Raw -1153083.988377 + Penalty 3135.184839 = -1149948.803537 nChanged 765 SP:Iteration 6Q (4527.463240 sec): 3 clusters Score: Raw -1153553.018232 + Penalty 3135.184839 = -1150417.833392 nChanged 782 SP:Iteration 7F (4527.523025 sec): 3 clusters Score: Raw -1154105.115802 + Penalty 3135.184839 = -1150969.930963 nChanged 812 SP:Iteration 8F (4527.593729 sec): 3 clusters Score: Raw -1154766.424955 + Penalty 3135.184839 = -1151631.240116 nChanged 808 SP:Iteration 9F (4527.658724 sec): 3 clusters Score: Raw -1155460.349581 + Penalty 3135.184839 = -1152325.164742 nChanged 765 SP:Iteration 10Q (4527.731328 sec): 3 clusters Score: Raw -1156052.149372 + Penalty 3135.184839 = -1152916.964533 nChanged 664 SP:Iteration 11Q (4527.791544 sec): 3 clusters Score: Raw -1156512.640882 + Penalty 3135.184839 = -1153377.456043 nChanged 578 SP:Iteration 12Q (4527.855337 sec): 3 clusters Score: Raw -1156889.156941 + Penalty 3135.184839 = -1153753.972101 nChanged 513 SP:Iteration 13Q (4527.918799 sec): 3 clusters Score: Raw -1157168.590993 + Penalty 3135.184839 = -1154033.406154 nChanged 426 SP:Iteration 14Q (4527.988199 sec): 3 clusters Score: Raw -1157406.697666 + Penalty 3135.184839 = -1154271.512826 nChanged 360 SP:Iteration 15Q (4528.048368 sec): 3 clusters Score: Raw -1157595.480613 + Penalty 3135.184839 = -1154460.295774 nChanged 325 SP:Iteration 16Q (4528.117990 sec): 3 clusters Score: Raw -1157766.535919 + Penalty 3135.184839 = -1154631.351079 nChanged 285 SP:Iteration 17Q (4528.185122 sec): 3 clusters Score: Raw -1157921.501204 + Penalty 3135.184839 = -1154786.316364 nChanged 267 SP:Iteration 18Q (4528.256852 sec): 3 clusters Score: Raw -1158072.567877 + Penalty 3135.184839 = -1154937.383037 nChanged 225 SP:Iteration 19Q (4528.314337 sec): 3 clusters Score: Raw -1158200.800685 + Penalty 3135.184839 = -1155065.615845 nChanged 203 SP:Iteration 20F (4528.390600 sec): 3 clusters Score: Raw -1158317.405319 + Penalty 3135.184839 = -1155182.220480 nChanged 197 SP:Iteration 21Q (4528.460442 sec): 3 clusters Score: Raw -1158417.035369 + Penalty 3135.184839 = -1155281.850530 nChanged 165 SP:Iteration 22Q (4528.522178 sec): 3 clusters Score: Raw -1158508.066015 + Penalty 3135.184839 = -1155372.881176 nChanged 150 SP:Iteration 23Q (4528.594767 sec): 3 clusters Score: Raw -1158573.505508 + Penalty 3135.184839 = -1155438.320669 nChanged 119 SP:Iteration 24Q (4528.651485 sec): 3 clusters Score: Raw -1158626.277251 + Penalty 3135.184839 = -1155491.092412 nChanged 105 SP:Iteration 25Q (4528.726401 sec): 3 clusters Score: Raw -1158667.541239 + Penalty 3135.184839 = -1155532.356400 nChanged 83 SP:Iteration 26Q (4528.784794 sec): 3 clusters Score: Raw -1158699.455450 + Penalty 3135.184839 = -1155564.270611 nChanged 67 SP:Iteration 27Q (4528.853260 sec): 3 clusters Score: Raw -1158718.750723 + Penalty 3135.184839 = -1155583.565884 nChanged 53 SP:Iteration 28Q (4528.919182 sec): 3 clusters Score: Raw -1158734.332170 + Penalty 3135.184839 = -1155599.147330 nChanged 42 SP:Iteration 29Q (4528.980587 sec): 3 clusters Score: Raw -1158745.000028 + Penalty 3135.184839 = -1155609.815188 nChanged 33 SP:Iteration 30Q (4529.048838 sec): 3 clusters Score: Raw -1158752.169269 + Penalty 3135.184839 = -1155616.984430 nChanged 25 SP:Iteration 31Q (4529.122507 sec): 3 clusters Score: Raw -1158759.269818 + Penalty 3135.184839 = -1155624.084978 nChanged 22 SP:Iteration 32Q (4529.195075 sec): 3 clusters Score: Raw -1158764.175798 + Penalty 3135.184839 = -1155628.990959 nChanged 7 SP:Iteration 33Q (4529.266740 sec): 3 clusters Score: Raw -1158765.760664 + Penalty 3135.184839 = -1155630.575825 nChanged 8 SP:Iteration 34Q (4529.332034 sec): 3 clusters Score: Raw -1158767.098651 + Penalty 3135.184839 = -1155631.913811 nChanged 6 SP:Iteration 35Q (4529.399156 sec): 3 clusters Score: Raw -1158768.203770 + Penalty 3135.184839 = -1155633.018931 nChanged 7 SP:Iteration 36Q (4529.462032 sec): 3 clusters Score: Raw -1158769.180415 + Penalty 3135.184839 = -1155633.995576 nChanged 5 SP:Iteration 37Q (4529.523917 sec): 3 clusters Score: Raw -1158769.755131 + Penalty 3135.184839 = -1155634.570291 nChanged 3 SP:Iteration 38Q (4529.599733 sec): 3 clusters Score: Raw -1158770.779137 + Penalty 3135.184839 = -1155635.594297 nChanged 5 SP:Iteration 39Q (4529.658441 sec): 3 clusters Score: Raw -1158771.908323 + Penalty 3135.184839 = -1155636.723483 nChanged 6 SP:Iteration 40F (4529.724601 sec): 3 clusters Score: Raw -1158803.355460 + Penalty 3135.184839 = -1155668.170621 nChanged 29 SP:Iteration 41Q (4529.802520 sec): 3 clusters Score: Raw -1158821.893129 + Penalty 3135.184839 = -1155686.708289 nChanged 23 SP:Iteration 42Q (4529.859261 sec): 3 clusters Score: Raw -1158831.020339 + Penalty 3135.184839 = -1155695.835499 nChanged 26 SP:Iteration 43Q (4529.930358 sec): 3 clusters Score: Raw -1158838.953952 + Penalty 3135.184839 = -1155703.769113 nChanged 23 SP:Iteration 44Q (4530.002730 sec): 3 clusters Score: Raw -1158845.880814 + Penalty 3135.184839 = -1155710.695975 nChanged 24 SP:Iteration 45Q (4530.057582 sec): 3 clusters Score: Raw -1158851.851284 + Penalty 3135.184839 = -1155716.666445 nChanged 13 SP:Iteration 46Q (4530.112419 sec): 3 clusters Score: Raw -1158854.747530 + Penalty 3135.184839 = -1155719.562691 nChanged 10 SP:Iteration 47Q (4530.176746 sec): 3 clusters Score: Raw -1158856.255788 + Penalty 3135.184839 = -1155721.070948 nChanged 7 SP:Iteration 48Q (4530.250592 sec): 3 clusters Score: Raw -1158857.500724 + Penalty 3135.184839 = -1155722.315885 nChanged 6 SP:Iteration 49Q (4530.313879 sec): 3 clusters Score: Raw -1158858.806319 + Penalty 3135.184839 = -1155723.621479 nChanged 4 SP:Iteration 50Q (4530.372609 sec): 3 clusters Score: Raw -1158859.302162 + Penalty 3135.184839 = -1155724.117322 nChanged 2 SP:Iteration 51Q (4530.442770 sec): 3 clusters Score: Raw -1158859.661533 + Penalty 3135.184839 = -1155724.476693 nChanged 3 SP:Iteration 52Q (4530.508432 sec): 3 clusters Score: Raw -1158859.954547 + Penalty 3135.184839 = -1155724.769707 nChanged 0 SP:Iteration 53F (4530.572621 sec): 3 clusters Score: Raw -1158859.954547 + Penalty 3135.184839 = -1155724.769707 nChanged 0 Score: Raw -49139466.278188 + Penalty 86742.445374 = -49052723.832814 Splitting cluster 16 changes total score from -49053197.246426 to -49052723.832814 So it's not getting split. Trying to split cluster 17 (35048 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4546.768137 sec): 2 clusters Score: Raw -2913194.960058 + Penalty 1700.476997 = -2911494.483061 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4546.865801 sec): 3 clusters Score: Raw -2891525.156941 + Penalty 3400.953995 = -2888124.202946 nChanged 16180 SP:Iteration 1F (4546.968317 sec): 3 clusters Score: Raw -2900610.020892 + Penalty 3400.953995 = -2897209.066898 nChanged 1612 SP:Iteration 2Q (4547.082249 sec): 3 clusters Score: Raw -2901215.727516 + Penalty 3400.953995 = -2897814.773522 nChanged 1671 SP:Iteration 3Q (4547.194154 sec): 3 clusters Score: Raw -2901873.166127 + Penalty 3400.953995 = -2898472.212133 nChanged 1683 SP:Iteration 4Q (4547.293987 sec): 3 clusters Score: Raw -2902618.219965 + Penalty 3400.953995 = -2899217.265971 nChanged 1776 SP:Iteration 5F (4547.401585 sec): 3 clusters Score: Raw -2903502.775213 + Penalty 3400.953995 = -2900101.821218 nChanged 1954 SP:Iteration 6F (4547.516045 sec): 3 clusters Score: Raw -2904557.297337 + Penalty 3400.953995 = -2901156.343343 nChanged 1921 SP:Iteration 7F (4547.623554 sec): 3 clusters Score: Raw -2905607.736888 + Penalty 3400.953995 = -2902206.782893 nChanged 1871 SP:Iteration 8F (4547.716756 sec): 3 clusters Score: Raw -2906656.956025 + Penalty 3400.953995 = -2903256.002031 nChanged 1659 SP:Iteration 9Q (4547.830849 sec): 3 clusters Score: Raw -2907559.037231 + Penalty 3400.953995 = -2904158.083236 nChanged 1363 SP:Iteration 10Q (4547.941879 sec): 3 clusters Score: Raw -2908272.761859 + Penalty 3400.953995 = -2904871.807864 nChanged 1115 SP:Iteration 11Q (4548.054393 sec): 3 clusters Score: Raw -2908711.364933 + Penalty 3400.953995 = -2905310.410938 nChanged 813 SP:Iteration 12Q (4548.156545 sec): 3 clusters Score: Raw -2908974.768658 + Penalty 3400.953995 = -2905573.814664 nChanged 635 SP:Iteration 13Q (4548.261333 sec): 3 clusters Score: Raw -2909155.171417 + Penalty 3400.953995 = -2905754.217422 nChanged 540 SP:Iteration 14Q (4548.342959 sec): 3 clusters Score: Raw -2909308.971843 + Penalty 3400.953995 = -2905908.017849 nChanged 519 SP:Iteration 15Q (4548.415624 sec): 3 clusters Score: Raw -2909468.540287 + Penalty 3400.953995 = -2906067.586292 nChanged 542 SP:Iteration 16Q (4548.488507 sec): 3 clusters Score: Raw -2909638.086350 + Penalty 3400.953995 = -2906237.132355 nChanged 542 SP:Iteration 17Q (4548.590576 sec): 3 clusters Score: Raw -2909802.037948 + Penalty 3400.953995 = -2906401.083953 nChanged 558 SP:Iteration 18Q (4548.690801 sec): 3 clusters Score: Raw -2909972.109879 + Penalty 3400.953995 = -2906571.155885 nChanged 529 SP:Iteration 19Q (4548.788696 sec): 3 clusters Score: Raw -2910142.553923 + Penalty 3400.953995 = -2906741.599928 nChanged 548 SP:Iteration 20F (4548.889185 sec): 3 clusters Score: Raw -2910328.579937 + Penalty 3400.953995 = -2906927.625943 nChanged 577 SP:Iteration 21Q (4548.988461 sec): 3 clusters Score: Raw -2910529.875051 + Penalty 3400.953995 = -2907128.921056 nChanged 581 SP:Iteration 22Q (4549.102590 sec): 3 clusters Score: Raw -2910742.169485 + Penalty 3400.953995 = -2907341.215490 nChanged 567 SP:Iteration 23Q (4549.199328 sec): 3 clusters Score: Raw -2910939.766220 + Penalty 3400.953995 = -2907538.812225 nChanged 544 SP:Iteration 24Q (4549.301770 sec): 3 clusters Score: Raw -2911142.932799 + Penalty 3400.953995 = -2907741.978805 nChanged 549 SP:Iteration 25Q (4549.406855 sec): 3 clusters Score: Raw -2911359.702139 + Penalty 3400.953995 = -2907958.748145 nChanged 514 SP:Iteration 26Q (4549.516152 sec): 3 clusters Score: Raw -2911565.902204 + Penalty 3400.953995 = -2908164.948209 nChanged 510 SP:Iteration 27Q (4549.600214 sec): 3 clusters Score: Raw -2911777.310978 + Penalty 3400.953995 = -2908376.356984 nChanged 461 SP:Iteration 28Q (4549.667793 sec): 3 clusters Score: Raw -2911971.973551 + Penalty 3400.953995 = -2908571.019556 nChanged 406 SP:Iteration 29Q (4549.772657 sec): 3 clusters Score: Raw -2912135.814401 + Penalty 3400.953995 = -2908734.860406 nChanged 397 SP:Iteration 30Q (4549.872007 sec): 3 clusters Score: Raw -2912298.813887 + Penalty 3400.953995 = -2908897.859893 nChanged 370 SP:Iteration 31Q (4549.966640 sec): 3 clusters Score: Raw -2912441.677883 + Penalty 3400.953995 = -2909040.723888 nChanged 343 SP:Iteration 32Q (4550.062884 sec): 3 clusters Score: Raw -2912563.956779 + Penalty 3400.953995 = -2909163.002784 nChanged 297 SP:Iteration 33Q (4550.155313 sec): 3 clusters Score: Raw -2912671.089154 + Penalty 3400.953995 = -2909270.135159 nChanged 282 SP:Iteration 34Q (4550.245168 sec): 3 clusters Score: Raw -2912776.973642 + Penalty 3400.953995 = -2909376.019648 nChanged 266 SP:Iteration 35Q (4550.346765 sec): 3 clusters Score: Raw -2912876.175675 + Penalty 3400.953995 = -2909475.221680 nChanged 232 SP:Iteration 36Q (4550.425527 sec): 3 clusters Score: Raw -2912961.279032 + Penalty 3400.953995 = -2909560.325037 nChanged 204 SP:Iteration 37Q (4550.515219 sec): 3 clusters Score: Raw -2913035.454898 + Penalty 3400.953995 = -2909634.500903 nChanged 203 SP:Iteration 38Q (4550.610859 sec): 3 clusters Score: Raw -2913113.911532 + Penalty 3400.953995 = -2909712.957537 nChanged 163 SP:Iteration 39Q (4550.714264 sec): 3 clusters Score: Raw -2913176.334104 + Penalty 3400.953995 = -2909775.380109 nChanged 154 SP:Iteration 40F (4550.810932 sec): 3 clusters Score: Raw -2913243.795632 + Penalty 3400.953995 = -2909842.841637 nChanged 137 SP:Iteration 41Q (4550.916972 sec): 3 clusters Score: Raw -2913302.797189 + Penalty 3400.953995 = -2909901.843195 nChanged 133 SP:Iteration 42Q (4551.014965 sec): 3 clusters Score: Raw -2913363.513689 + Penalty 3400.953995 = -2909962.559694 nChanged 131 SP:Iteration 43Q (4551.112405 sec): 3 clusters Score: Raw -2913431.661128 + Penalty 3400.953995 = -2910030.707134 nChanged 114 SP:Iteration 44Q (4551.201161 sec): 3 clusters Score: Raw -2913494.302568 + Penalty 3400.953995 = -2910093.348574 nChanged 102 SP:Iteration 45Q (4551.290559 sec): 3 clusters Score: Raw -2913567.019890 + Penalty 3400.953995 = -2910166.065895 nChanged 104 SP:Iteration 46Q (4551.376263 sec): 3 clusters Score: Raw -2913644.525831 + Penalty 3400.953995 = -2910243.571836 nChanged 82 SP:Iteration 47Q (4551.462759 sec): 3 clusters Score: Raw -2913697.602996 + Penalty 3400.953995 = -2910296.649001 nChanged 84 SP:Iteration 48Q (4551.560668 sec): 3 clusters Score: Raw -2913735.387084 + Penalty 3400.953995 = -2910334.433089 nChanged 59 SP:Iteration 49Q (4551.647198 sec): 3 clusters Score: Raw -2913762.160289 + Penalty 3400.953995 = -2910361.206294 nChanged 47 SP:Iteration 50Q (4551.735287 sec): 3 clusters Score: Raw -2913783.272063 + Penalty 3400.953995 = -2910382.318068 nChanged 37 SP:Iteration 51Q (4551.829365 sec): 3 clusters Score: Raw -2913801.341518 + Penalty 3400.953995 = -2910400.387523 nChanged 38 SP:Iteration 52Q (4551.916171 sec): 3 clusters Score: Raw -2913812.202378 + Penalty 3400.953995 = -2910411.248383 nChanged 22 SP:Iteration 53Q (4552.010477 sec): 3 clusters Score: Raw -2913818.327164 + Penalty 3400.953995 = -2910417.373169 nChanged 18 SP:Iteration 54Q (4552.093731 sec): 3 clusters Score: Raw -2913823.221316 + Penalty 3400.953995 = -2910422.267321 nChanged 17 SP:Iteration 55Q (4552.189149 sec): 3 clusters Score: Raw -2913826.218455 + Penalty 3400.953995 = -2910425.264460 nChanged 10 SP:Iteration 56Q (4552.273622 sec): 3 clusters Score: Raw -2913829.000626 + Penalty 3400.953995 = -2910428.046631 nChanged 15 SP:Iteration 57Q (4552.366407 sec): 3 clusters Score: Raw -2913833.899212 + Penalty 3400.953995 = -2910432.945217 nChanged 17 SP:Iteration 58Q (4552.447655 sec): 3 clusters Score: Raw -2913838.560755 + Penalty 3400.953995 = -2910437.606761 nChanged 19 SP:Iteration 59Q (4552.545752 sec): 3 clusters Score: Raw -2913843.160041 + Penalty 3400.953995 = -2910442.206047 nChanged 4 SP:Iteration 60F (4552.646458 sec): 3 clusters Score: Raw -2913844.172183 + Penalty 3400.953995 = -2910443.218189 nChanged 4 SP:Iteration 61Q (4552.736458 sec): 3 clusters Score: Raw -2913844.937916 + Penalty 3400.953995 = -2910443.983921 nChanged 1 SP:Iteration 62Q (4552.820384 sec): 3 clusters Score: Raw -2913845.035020 + Penalty 3400.953995 = -2910444.081025 nChanged 0 SP:Iteration 63F (4552.921887 sec): 3 clusters Score: Raw -2913845.035020 + Penalty 3400.953995 = -2910444.081025 nChanged 0 Trying to split cluster 18 (2318 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4552.944980 sec): 2 clusters Score: Raw -177586.099455 + Penalty 1259.124754 = -176326.974701 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4552.987383 sec): 3 clusters Score: Raw -176614.967477 + Penalty 2518.249508 = -174096.717969 nChanged 832 SP:Iteration 1F (4553.036593 sec): 3 clusters Score: Raw -177243.990768 + Penalty 2518.249508 = -174725.741260 nChanged 210 SP:Iteration 2F (4553.084565 sec): 3 clusters Score: Raw -177442.415592 + Penalty 2518.249508 = -174924.166085 nChanged 137 SP:Iteration 3F (4553.138397 sec): 3 clusters Score: Raw -177558.499002 + Penalty 2518.249508 = -175040.249494 nChanged 117 SP:Iteration 4F (4553.186396 sec): 3 clusters Score: Raw -177641.870452 + Penalty 2518.249508 = -175123.620945 nChanged 99 SP:Iteration 5Q (4553.232457 sec): 3 clusters Score: Raw -177714.763634 + Penalty 2518.249508 = -175196.514126 nChanged 76 SP:Iteration 6Q (4553.285406 sec): 3 clusters Score: Raw -177773.532002 + Penalty 2518.249508 = -175255.282494 nChanged 63 SP:Iteration 7Q (4553.331533 sec): 3 clusters Score: Raw -177810.482817 + Penalty 2518.249508 = -175292.233309 nChanged 63 SP:Iteration 8Q (4553.380656 sec): 3 clusters Score: Raw -177860.191899 + Penalty 2518.249508 = -175341.942391 nChanged 73 SP:Iteration 9Q (4553.431696 sec): 3 clusters Score: Raw -177933.305000 + Penalty 2518.249508 = -175415.055492 nChanged 85 SP:Iteration 10Q (4553.473221 sec): 3 clusters Score: Raw -178024.256515 + Penalty 2518.249508 = -175506.007007 nChanged 101 SP:Iteration 11Q (4553.519104 sec): 3 clusters Score: Raw -178169.388497 + Penalty 2518.249508 = -175651.138990 nChanged 112 SP:Iteration 12Q (4553.577402 sec): 3 clusters Score: Raw -178321.814225 + Penalty 2518.249508 = -175803.564717 nChanged 107 SP:Iteration 13Q (4553.629051 sec): 3 clusters Score: Raw -178463.757112 + Penalty 2518.249508 = -175945.507604 nChanged 100 SP:Iteration 14Q (4553.671122 sec): 3 clusters Score: Raw -178600.083493 + Penalty 2518.249508 = -176081.833986 nChanged 89 SP:Iteration 15Q (4553.717129 sec): 3 clusters Score: Raw -178713.808066 + Penalty 2518.249508 = -176195.558558 nChanged 55 SP:Iteration 16Q (4553.763772 sec): 3 clusters Score: Raw -178776.152275 + Penalty 2518.249508 = -176257.902767 nChanged 42 SP:Iteration 17Q (4553.809994 sec): 3 clusters Score: Raw -178816.154592 + Penalty 2518.249508 = -176297.905084 nChanged 31 SP:Iteration 18Q (4553.858313 sec): 3 clusters Score: Raw -178842.107423 + Penalty 2518.249508 = -176323.857915 nChanged 28 SP:Iteration 19Q (4553.907912 sec): 3 clusters Score: Raw -178865.006631 + Penalty 2518.249508 = -176346.757124 nChanged 24 SP:Iteration 20F (4553.954838 sec): 3 clusters Score: Raw -178893.290225 + Penalty 2518.249508 = -176375.040718 nChanged 23 SP:Iteration 21Q (4554.011555 sec): 3 clusters Score: Raw -178911.231209 + Penalty 2518.249508 = -176392.981701 nChanged 13 SP:Iteration 22Q (4554.055547 sec): 3 clusters Score: Raw -178921.765369 + Penalty 2518.249508 = -176403.515861 nChanged 15 SP:Iteration 23Q (4554.090633 sec): 3 clusters Score: Raw -178937.298257 + Penalty 2518.249508 = -176419.048749 nChanged 18 SP:Iteration 24Q (4554.146390 sec): 3 clusters Score: Raw -178955.384999 + Penalty 2518.249508 = -176437.135491 nChanged 20 SP:Iteration 25Q (4554.185488 sec): 3 clusters Score: Raw -178971.838900 + Penalty 2518.249508 = -176453.589392 nChanged 16 SP:Iteration 26Q (4554.239008 sec): 3 clusters Score: Raw -178982.800813 + Penalty 2518.249508 = -176464.551306 nChanged 12 SP:Iteration 27Q (4554.282674 sec): 3 clusters Score: Raw -178993.029307 + Penalty 2518.249508 = -176474.779799 nChanged 23 SP:Iteration 28Q (4554.333408 sec): 3 clusters Score: Raw -179011.174360 + Penalty 2518.249508 = -176492.924852 nChanged 21 SP:Iteration 29Q (4554.373987 sec): 3 clusters Score: Raw -179031.899137 + Penalty 2518.249508 = -176513.649629 nChanged 25 SP:Iteration 30Q (4554.424291 sec): 3 clusters Score: Raw -179062.010344 + Penalty 2518.249508 = -176543.760836 nChanged 32 SP:Iteration 31Q (4554.476125 sec): 3 clusters Score: Raw -179108.981119 + Penalty 2518.249508 = -176590.731611 nChanged 39 SP:Iteration 32Q (4554.515714 sec): 3 clusters Score: Raw -179213.009633 + Penalty 2518.249508 = -176694.760125 nChanged 50 SP:Iteration 33Q (4554.557167 sec): 3 clusters Score: Raw -179359.956150 + Penalty 2518.249508 = -176841.706643 nChanged 32 SP:Iteration 34Q (4554.603227 sec): 3 clusters Score: Raw -179416.041456 + Penalty 2518.249508 = -176897.791948 nChanged 20 SP:Iteration 35Q (4554.659315 sec): 3 clusters Score: Raw -179430.158119 + Penalty 2518.249508 = -176911.908611 nChanged 7 SP:Iteration 36Q (4554.698256 sec): 3 clusters Score: Raw -179433.140155 + Penalty 2518.249508 = -176914.890648 nChanged 1 SP:Iteration 37Q (4554.750355 sec): 3 clusters Score: Raw -179433.987152 + Penalty 2518.249508 = -176915.737644 nChanged 1 SP:Iteration 38Q (4554.793730 sec): 3 clusters Score: Raw -179434.340560 + Penalty 2518.249508 = -176916.091052 nChanged 0 SP:Iteration 39F (4554.830321 sec): 3 clusters Score: Raw -179434.340560 + Penalty 2518.249508 = -176916.091052 nChanged 0 Score: Raw -49139624.318684 + Penalty 86742.445374 = -49052881.873310 Splitting cluster 18 changes total score from -49053197.246426 to -49052881.873310 So it's not getting split. Trying to split cluster 19 (4591 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4571.040632 sec): 2 clusters Score: Raw -352374.581325 + Penalty 1370.176136 = -351004.405189 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4571.083930 sec): 3 clusters Score: Raw -350036.712830 + Penalty 2740.352272 = -347296.360558 nChanged 1860 SP:Iteration 1F (4571.145804 sec): 3 clusters Score: Raw -351123.256408 + Penalty 2740.352272 = -348382.904136 nChanged 412 SP:Iteration 2F (4571.191615 sec): 3 clusters Score: Raw -351433.881472 + Penalty 2740.352272 = -348693.529200 nChanged 319 SP:Iteration 3F (4571.252848 sec): 3 clusters Score: Raw -351672.965477 + Penalty 2740.352272 = -348932.613205 nChanged 283 SP:Iteration 4F (4571.307770 sec): 3 clusters Score: Raw -351876.156005 + Penalty 2740.352272 = -349135.803733 nChanged 227 SP:Iteration 5Q (4571.364163 sec): 3 clusters Score: Raw -352040.609720 + Penalty 2740.352272 = -349300.257448 nChanged 206 SP:Iteration 6Q (4571.412030 sec): 3 clusters Score: Raw -352182.061641 + Penalty 2740.352272 = -349441.709370 nChanged 191 SP:Iteration 7Q (4571.467694 sec): 3 clusters Score: Raw -352312.611331 + Penalty 2740.352272 = -349572.259059 nChanged 153 SP:Iteration 8Q (4571.520267 sec): 3 clusters Score: Raw -352401.295896 + Penalty 2740.352272 = -349660.943624 nChanged 117 SP:Iteration 9Q (4571.571559 sec): 3 clusters Score: Raw -352466.933636 + Penalty 2740.352272 = -349726.581364 nChanged 105 SP:Iteration 10Q (4571.622507 sec): 3 clusters Score: Raw -352521.614721 + Penalty 2740.352272 = -349781.262449 nChanged 74 SP:Iteration 11Q (4571.672873 sec): 3 clusters Score: Raw -352552.062429 + Penalty 2740.352272 = -349811.710157 nChanged 47 SP:Iteration 12Q (4571.725507 sec): 3 clusters Score: Raw -352576.700190 + Penalty 2740.352272 = -349836.347918 nChanged 49 SP:Iteration 13Q (4571.774357 sec): 3 clusters Score: Raw -352596.786710 + Penalty 2740.352272 = -349856.434438 nChanged 35 SP:Iteration 14Q (4571.838309 sec): 3 clusters Score: Raw -352609.523643 + Penalty 2740.352272 = -349869.171371 nChanged 31 SP:Iteration 15Q (4571.884090 sec): 3 clusters Score: Raw -352619.591964 + Penalty 2740.352272 = -349879.239692 nChanged 28 SP:Iteration 16Q (4571.952281 sec): 3 clusters Score: Raw -352631.590405 + Penalty 2740.352272 = -349891.238133 nChanged 34 SP:Iteration 17Q (4572.008003 sec): 3 clusters Score: Raw -352647.188575 + Penalty 2740.352272 = -349906.836303 nChanged 37 SP:Iteration 18Q (4572.051070 sec): 3 clusters Score: Raw -352661.467861 + Penalty 2740.352272 = -349921.115589 nChanged 36 SP:Iteration 19Q (4572.106177 sec): 3 clusters Score: Raw -352678.848804 + Penalty 2740.352272 = -349938.496532 nChanged 31 SP:Iteration 20F (4572.165653 sec): 3 clusters Score: Raw -352692.468130 + Penalty 2740.352272 = -349952.115859 nChanged 30 SP:Iteration 21Q (4572.220162 sec): 3 clusters Score: Raw -352707.957494 + Penalty 2740.352272 = -349967.605222 nChanged 38 SP:Iteration 22Q (4572.275201 sec): 3 clusters Score: Raw -352727.311884 + Penalty 2740.352272 = -349986.959612 nChanged 37 SP:Iteration 23Q (4572.320243 sec): 3 clusters Score: Raw -352739.179991 + Penalty 2740.352272 = -349998.827719 nChanged 28 SP:Iteration 24Q (4572.386150 sec): 3 clusters Score: Raw -352748.722228 + Penalty 2740.352272 = -350008.369957 nChanged 31 SP:Iteration 25Q (4572.438978 sec): 3 clusters Score: Raw -352757.872727 + Penalty 2740.352272 = -350017.520455 nChanged 27 SP:Iteration 26Q (4572.484707 sec): 3 clusters Score: Raw -352766.006777 + Penalty 2740.352272 = -350025.654505 nChanged 27 SP:Iteration 27Q (4572.531725 sec): 3 clusters Score: Raw -352777.687066 + Penalty 2740.352272 = -350037.334794 nChanged 31 SP:Iteration 28Q (4572.584003 sec): 3 clusters Score: Raw -352792.964675 + Penalty 2740.352272 = -350052.612403 nChanged 43 SP:Iteration 29Q (4572.644579 sec): 3 clusters Score: Raw -352812.197268 + Penalty 2740.352272 = -350071.844996 nChanged 33 SP:Iteration 30Q (4572.704689 sec): 3 clusters Score: Raw -352826.907219 + Penalty 2740.352272 = -350086.554947 nChanged 32 SP:Iteration 31Q (4572.761045 sec): 3 clusters Score: Raw -352839.443672 + Penalty 2740.352272 = -350099.091400 nChanged 27 SP:Iteration 32Q (4572.802086 sec): 3 clusters Score: Raw -352850.631761 + Penalty 2740.352272 = -350110.279489 nChanged 20 SP:Iteration 33Q (4572.860463 sec): 3 clusters Score: Raw -352859.005230 + Penalty 2740.352272 = -350118.652959 nChanged 25 SP:Iteration 34Q (4572.928176 sec): 3 clusters Score: Raw -352869.368326 + Penalty 2740.352272 = -350129.016054 nChanged 19 SP:Iteration 35Q (4572.985337 sec): 3 clusters Score: Raw -352877.331078 + Penalty 2740.352272 = -350136.978806 nChanged 16 SP:Iteration 36Q (4573.029621 sec): 3 clusters Score: Raw -352883.647836 + Penalty 2740.352272 = -350143.295564 nChanged 12 SP:Iteration 37Q (4573.087328 sec): 3 clusters Score: Raw -352888.574175 + Penalty 2740.352272 = -350148.221903 nChanged 6 SP:Iteration 38Q (4573.133009 sec): 3 clusters Score: Raw -352892.296945 + Penalty 2740.352272 = -350151.944673 nChanged 10 SP:Iteration 39Q (4573.186761 sec): 3 clusters Score: Raw -352895.837692 + Penalty 2740.352272 = -350155.485420 nChanged 9 SP:Iteration 40F (4573.245212 sec): 3 clusters Score: Raw -352898.878970 + Penalty 2740.352272 = -350158.526699 nChanged 8 SP:Iteration 41Q (4573.296398 sec): 3 clusters Score: Raw -352901.191770 + Penalty 2740.352272 = -350160.839498 nChanged 4 SP:Iteration 42Q (4573.336604 sec): 3 clusters Score: Raw -352902.950231 + Penalty 2740.352272 = -350162.597959 nChanged 6 SP:Iteration 43Q (4573.402034 sec): 3 clusters Score: Raw -352904.844304 + Penalty 2740.352272 = -350164.492032 nChanged 5 SP:Iteration 44Q (4573.445604 sec): 3 clusters Score: Raw -352906.258553 + Penalty 2740.352272 = -350165.906281 nChanged 4 SP:Iteration 45Q (4573.497298 sec): 3 clusters Score: Raw -352907.198071 + Penalty 2740.352272 = -350166.845799 nChanged 2 SP:Iteration 46Q (4573.558073 sec): 3 clusters Score: Raw -352907.587770 + Penalty 2740.352272 = -350167.235498 nChanged 4 SP:Iteration 47Q (4573.611739 sec): 3 clusters Score: Raw -352908.796309 + Penalty 2740.352272 = -350168.444037 nChanged 7 SP:Iteration 48Q (4573.668522 sec): 3 clusters Score: Raw -352910.900747 + Penalty 2740.352272 = -350170.548475 nChanged 6 SP:Iteration 49Q (4573.725455 sec): 3 clusters Score: Raw -352912.913482 + Penalty 2740.352272 = -350172.561210 nChanged 9 SP:Iteration 50Q (4573.787076 sec): 3 clusters Score: Raw -352916.254663 + Penalty 2740.352272 = -350175.902391 nChanged 7 SP:Iteration 51Q (4573.838407 sec): 3 clusters Score: Raw -352918.629150 + Penalty 2740.352272 = -350178.276878 nChanged 5 SP:Iteration 52Q (4573.896517 sec): 3 clusters Score: Raw -352920.608128 + Penalty 2740.352272 = -350180.255856 nChanged 5 SP:Iteration 53Q (4573.948554 sec): 3 clusters Score: Raw -352922.767804 + Penalty 2740.352272 = -350182.415533 nChanged 4 SP:Iteration 54Q (4574.001521 sec): 3 clusters Score: Raw -352924.222835 + Penalty 2740.352272 = -350183.870563 nChanged 3 SP:Iteration 55Q (4574.054533 sec): 3 clusters Score: Raw -352926.171604 + Penalty 2740.352272 = -350185.819333 nChanged 7 SP:Iteration 56Q (4574.098981 sec): 3 clusters Score: Raw -352930.063810 + Penalty 2740.352272 = -350189.711538 nChanged 5 SP:Iteration 57Q (4574.163689 sec): 3 clusters Score: Raw -352931.997586 + Penalty 2740.352272 = -350191.645315 nChanged 1 SP:Iteration 58Q (4574.214944 sec): 3 clusters Score: Raw -352932.261467 + Penalty 2740.352272 = -350191.909195 nChanged 0 SP:Iteration 59F (4574.258732 sec): 3 clusters Score: Raw -352932.261467 + Penalty 2740.352272 = -350191.909195 nChanged 0 Trying to split cluster 20 (2293 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4574.292506 sec): 2 clusters Score: Raw -183515.842610 + Penalty 1257.362646 = -182258.479964 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4574.344881 sec): 3 clusters Score: Raw -182513.831470 + Penalty 2514.725292 = -179999.106178 nChanged 837 SP:Iteration 1F (4574.388142 sec): 3 clusters Score: Raw -183020.796340 + Penalty 2514.725292 = -180506.071048 nChanged 162 SP:Iteration 2F (4574.435886 sec): 3 clusters Score: Raw -183114.050228 + Penalty 2514.725292 = -180599.324936 nChanged 114 SP:Iteration 3Q (4574.487267 sec): 3 clusters Score: Raw -183182.249983 + Penalty 2514.725292 = -180667.524691 nChanged 82 SP:Iteration 4Q (4574.535836 sec): 3 clusters Score: Raw -183232.295954 + Penalty 2514.725292 = -180717.570662 nChanged 44 SP:Iteration 5Q (4574.592297 sec): 3 clusters Score: Raw -183256.067595 + Penalty 2514.725292 = -180741.342303 nChanged 31 SP:Iteration 6Q (4574.631468 sec): 3 clusters Score: Raw -183272.980937 + Penalty 2514.725292 = -180758.255645 nChanged 29 SP:Iteration 7Q (4574.678271 sec): 3 clusters Score: Raw -183287.617404 + Penalty 2514.725292 = -180772.892112 nChanged 31 SP:Iteration 8Q (4574.735325 sec): 3 clusters Score: Raw -183301.313966 + Penalty 2514.725292 = -180786.588674 nChanged 17 SP:Iteration 9Q (4574.773658 sec): 3 clusters Score: Raw -183310.243061 + Penalty 2514.725292 = -180795.517769 nChanged 22 SP:Iteration 10Q (4574.829112 sec): 3 clusters Score: Raw -183322.462950 + Penalty 2514.725292 = -180807.737658 nChanged 15 SP:Iteration 11Q (4574.876195 sec): 3 clusters Score: Raw -183328.046598 + Penalty 2514.725292 = -180813.321306 nChanged 11 SP:Iteration 12Q (4574.911052 sec): 3 clusters Score: Raw -183332.311016 + Penalty 2514.725292 = -180817.585724 nChanged 11 SP:Iteration 13Q (4574.952071 sec): 3 clusters Score: Raw -183336.771413 + Penalty 2514.725292 = -180822.046121 nChanged 5 SP:Iteration 14Q (4575.003132 sec): 3 clusters Score: Raw -183339.259699 + Penalty 2514.725292 = -180824.534407 nChanged 3 SP:Iteration 15Q (4575.043045 sec): 3 clusters Score: Raw -183340.097498 + Penalty 2514.725292 = -180825.372206 nChanged 1 SP:Iteration 16Q (4575.077903 sec): 3 clusters Score: Raw -183340.482861 + Penalty 2514.725292 = -180825.757569 nChanged 0 SP:Iteration 17F (4575.127749 sec): 3 clusters Score: Raw -183340.482861 + Penalty 2514.725292 = -180825.757569 nChanged 0 Trying to split cluster 21 (48898 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4575.226706 sec): 2 clusters Score: Raw -3991732.946375 + Penalty 1754.592413 = -3989978.353962 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4575.352979 sec): 3 clusters Score: Raw -3960634.174832 + Penalty 3509.184827 = -3957124.990005 nChanged 23096 SP:Iteration 1F (4575.472039 sec): 3 clusters Score: Raw -3973965.978822 + Penalty 3509.184827 = -3970456.793995 nChanged 2174 SP:Iteration 2Q (4575.607756 sec): 3 clusters Score: Raw -3974708.265629 + Penalty 3509.184827 = -3971199.080803 nChanged 2262 SP:Iteration 3Q (4575.738444 sec): 3 clusters Score: Raw -3975593.572201 + Penalty 3509.184827 = -3972084.387374 nChanged 2372 SP:Iteration 4Q (4575.867458 sec): 3 clusters Score: Raw -3976770.131447 + Penalty 3509.184827 = -3973260.946621 nChanged 2784 SP:Iteration 5F (4576.001319 sec): 3 clusters Score: Raw -3978422.312113 + Penalty 3509.184827 = -3974913.127286 nChanged 3003 SP:Iteration 6F (4576.132766 sec): 3 clusters Score: Raw -3980535.893150 + Penalty 3509.184827 = -3977026.708323 nChanged 3120 SP:Iteration 7F (4576.260869 sec): 3 clusters Score: Raw -3982914.874273 + Penalty 3509.184827 = -3979405.689446 nChanged 2879 SP:Iteration 8F (4576.380339 sec): 3 clusters Score: Raw -3984826.562520 + Penalty 3509.184827 = -3981317.377693 nChanged 2248 SP:Iteration 9Q (4576.508783 sec): 3 clusters Score: Raw -3985880.339315 + Penalty 3509.184827 = -3982371.154489 nChanged 1493 SP:Iteration 10Q (4576.642390 sec): 3 clusters Score: Raw -3986323.513523 + Penalty 3509.184827 = -3982814.328696 nChanged 913 SP:Iteration 11Q (4576.759430 sec): 3 clusters Score: Raw -3986535.770422 + Penalty 3509.184827 = -3983026.585595 nChanged 717 SP:Iteration 12Q (4576.894635 sec): 3 clusters Score: Raw -3986697.908454 + Penalty 3509.184827 = -3983188.723627 nChanged 632 SP:Iteration 13Q (4577.022287 sec): 3 clusters Score: Raw -3986841.013479 + Penalty 3509.184827 = -3983331.828652 nChanged 605 SP:Iteration 14Q (4577.157621 sec): 3 clusters Score: Raw -3986982.238965 + Penalty 3509.184827 = -3983473.054138 nChanged 584 SP:Iteration 15Q (4577.289088 sec): 3 clusters Score: Raw -3987120.984895 + Penalty 3509.184827 = -3983611.800068 nChanged 578 SP:Iteration 16Q (4577.410360 sec): 3 clusters Score: Raw -3987265.199990 + Penalty 3509.184827 = -3983756.015163 nChanged 605 SP:Iteration 17Q (4577.542752 sec): 3 clusters Score: Raw -3987426.003001 + Penalty 3509.184827 = -3983916.818174 nChanged 591 SP:Iteration 18Q (4577.673571 sec): 3 clusters Score: Raw -3987572.655931 + Penalty 3509.184827 = -3984063.471104 nChanged 564 SP:Iteration 19Q (4577.804238 sec): 3 clusters Score: Raw -3987717.586768 + Penalty 3509.184827 = -3984208.401942 nChanged 562 SP:Iteration 20F (4577.928569 sec): 3 clusters Score: Raw -3987870.505915 + Penalty 3509.184827 = -3984361.321088 nChanged 569 SP:Iteration 21Q (4578.053482 sec): 3 clusters Score: Raw -3988026.894457 + Penalty 3509.184827 = -3984517.709630 nChanged 589 SP:Iteration 22Q (4578.192123 sec): 3 clusters Score: Raw -3988189.760929 + Penalty 3509.184827 = -3984680.576103 nChanged 598 SP:Iteration 23Q (4578.325781 sec): 3 clusters Score: Raw -3988367.498271 + Penalty 3509.184827 = -3984858.313444 nChanged 614 SP:Iteration 24Q (4578.441402 sec): 3 clusters Score: Raw -3988548.629636 + Penalty 3509.184827 = -3985039.444809 nChanged 602 SP:Iteration 25Q (4578.568014 sec): 3 clusters Score: Raw -3988711.030280 + Penalty 3509.184827 = -3985201.845454 nChanged 552 SP:Iteration 26Q (4578.686032 sec): 3 clusters Score: Raw -3988853.408232 + Penalty 3509.184827 = -3985344.223405 nChanged 520 SP:Iteration 27Q (4578.805891 sec): 3 clusters Score: Raw -3988984.052599 + Penalty 3509.184827 = -3985474.867772 nChanged 489 SP:Iteration 28Q (4578.938267 sec): 3 clusters Score: Raw -3989094.084574 + Penalty 3509.184827 = -3985584.899747 nChanged 437 SP:Iteration 29Q (4579.070769 sec): 3 clusters Score: Raw -3989185.344600 + Penalty 3509.184827 = -3985676.159774 nChanged 397 SP:Iteration 30Q (4579.197811 sec): 3 clusters Score: Raw -3989257.821356 + Penalty 3509.184827 = -3985748.636529 nChanged 358 SP:Iteration 31Q (4579.318019 sec): 3 clusters Score: Raw -3989321.648996 + Penalty 3509.184827 = -3985812.464169 nChanged 366 SP:Iteration 32Q (4579.432101 sec): 3 clusters Score: Raw -3989380.375520 + Penalty 3509.184827 = -3985871.190693 nChanged 351 SP:Iteration 33Q (4579.568651 sec): 3 clusters Score: Raw -3989436.579790 + Penalty 3509.184827 = -3985927.394963 nChanged 309 SP:Iteration 34Q (4579.688972 sec): 3 clusters Score: Raw -3989482.858626 + Penalty 3509.184827 = -3985973.673799 nChanged 296 SP:Iteration 35Q (4579.817986 sec): 3 clusters Score: Raw -3989523.839128 + Penalty 3509.184827 = -3986014.654301 nChanged 268 SP:Iteration 36Q (4579.953550 sec): 3 clusters Score: Raw -3989556.793686 + Penalty 3509.184827 = -3986047.608860 nChanged 250 SP:Iteration 37Q (4580.064939 sec): 3 clusters Score: Raw -3989588.213379 + Penalty 3509.184827 = -3986079.028552 nChanged 221 SP:Iteration 38Q (4580.195887 sec): 3 clusters Score: Raw -3989612.136000 + Penalty 3509.184827 = -3986102.951173 nChanged 213 SP:Iteration 39Q (4580.305935 sec): 3 clusters Score: Raw -3989636.787782 + Penalty 3509.184827 = -3986127.602955 nChanged 241 SP:Iteration 40F (4580.437062 sec): 3 clusters Score: Raw -3989664.628450 + Penalty 3509.184827 = -3986155.443624 nChanged 221 SP:Iteration 41Q (4580.557194 sec): 3 clusters Score: Raw -3989691.332068 + Penalty 3509.184827 = -3986182.147241 nChanged 221 SP:Iteration 42Q (4580.677086 sec): 3 clusters Score: Raw -3989717.395903 + Penalty 3509.184827 = -3986208.211077 nChanged 226 SP:Iteration 43Q (4580.801991 sec): 3 clusters Score: Raw -3989744.980508 + Penalty 3509.184827 = -3986235.795681 nChanged 219 SP:Iteration 44Q (4580.924527 sec): 3 clusters Score: Raw -3989772.195183 + Penalty 3509.184827 = -3986263.010356 nChanged 232 SP:Iteration 45Q (4581.050281 sec): 3 clusters Score: Raw -3989800.903052 + Penalty 3509.184827 = -3986291.718225 nChanged 233 SP:Iteration 46Q (4581.177727 sec): 3 clusters Score: Raw -3989829.808402 + Penalty 3509.184827 = -3986320.623575 nChanged 227 SP:Iteration 47Q (4581.309281 sec): 3 clusters Score: Raw -3989859.519179 + Penalty 3509.184827 = -3986350.334352 nChanged 224 SP:Iteration 48Q (4581.423190 sec): 3 clusters Score: Raw -3989890.265202 + Penalty 3509.184827 = -3986381.080375 nChanged 226 SP:Iteration 49Q (4581.544252 sec): 3 clusters Score: Raw -3989924.438122 + Penalty 3509.184827 = -3986415.253295 nChanged 235 SP:Iteration 50Q (4581.671534 sec): 3 clusters Score: Raw -3989962.510458 + Penalty 3509.184827 = -3986453.325631 nChanged 258 SP:Iteration 51Q (4581.801009 sec): 3 clusters Score: Raw -3990011.732732 + Penalty 3509.184827 = -3986502.547905 nChanged 268 SP:Iteration 52Q (4581.924477 sec): 3 clusters Score: Raw -3990063.286216 + Penalty 3509.184827 = -3986554.101389 nChanged 256 SP:Iteration 53Q (4582.041618 sec): 3 clusters Score: Raw -3990118.020795 + Penalty 3509.184827 = -3986608.835968 nChanged 269 SP:Iteration 54Q (4582.148960 sec): 3 clusters Score: Raw -3990192.260338 + Penalty 3509.184827 = -3986683.075511 nChanged 294 SP:Iteration 55Q (4582.281780 sec): 3 clusters Score: Raw -3990284.705046 + Penalty 3509.184827 = -3986775.520219 nChanged 322 SP:Iteration 56Q (4582.403081 sec): 3 clusters Score: Raw -3990399.475133 + Penalty 3509.184827 = -3986890.290307 nChanged 339 SP:Iteration 57Q (4582.529454 sec): 3 clusters Score: Raw -3990533.167582 + Penalty 3509.184827 = -3987023.982756 nChanged 388 SP:Iteration 58Q (4582.654593 sec): 3 clusters Score: Raw -3990695.282089 + Penalty 3509.184827 = -3987186.097262 nChanged 386 SP:Iteration 59Q (4582.775510 sec): 3 clusters Score: Raw -3990874.651192 + Penalty 3509.184827 = -3987365.466365 nChanged 442 SP:Iteration 60F (4582.911862 sec): 3 clusters Score: Raw -3991075.936209 + Penalty 3509.184827 = -3987566.751383 nChanged 409 SP:Iteration 61Q (4583.028674 sec): 3 clusters Score: Raw -3991248.733729 + Penalty 3509.184827 = -3987739.548902 nChanged 397 SP:Iteration 62Q (4583.145398 sec): 3 clusters Score: Raw -3991411.539401 + Penalty 3509.184827 = -3987902.354574 nChanged 388 SP:Iteration 63Q (4583.262009 sec): 3 clusters Score: Raw -3991563.536960 + Penalty 3509.184827 = -3988054.352133 nChanged 344 SP:Iteration 64Q (4583.381428 sec): 3 clusters Score: Raw -3991683.459882 + Penalty 3509.184827 = -3988174.275055 nChanged 286 SP:Iteration 65Q (4583.498777 sec): 3 clusters Score: Raw -3991775.167439 + Penalty 3509.184827 = -3988265.982613 nChanged 245 SP:Iteration 66Q (4583.609481 sec): 3 clusters Score: Raw -3991844.026837 + Penalty 3509.184827 = -3988334.842011 nChanged 219 SP:Iteration 67Q (4583.723806 sec): 3 clusters Score: Raw -3991907.172196 + Penalty 3509.184827 = -3988397.987369 nChanged 209 SP:Iteration 68Q (4583.845226 sec): 3 clusters Score: Raw -3991966.262513 + Penalty 3509.184827 = -3988457.077686 nChanged 189 SP:Iteration 69Q (4583.961859 sec): 3 clusters Score: Raw -3992009.275098 + Penalty 3509.184827 = -3988500.090271 nChanged 166 SP:Iteration 70Q (4584.079490 sec): 3 clusters Score: Raw -3992045.811020 + Penalty 3509.184827 = -3988536.626194 nChanged 143 SP:Iteration 71Q (4584.183468 sec): 3 clusters Score: Raw -3992074.354055 + Penalty 3509.184827 = -3988565.169229 nChanged 123 SP:Iteration 72Q (4584.305014 sec): 3 clusters Score: Raw -3992098.033568 + Penalty 3509.184827 = -3988588.848741 nChanged 119 SP:Iteration 73Q (4584.420321 sec): 3 clusters Score: Raw -3992121.201691 + Penalty 3509.184827 = -3988612.016864 nChanged 125 SP:Iteration 74Q (4584.538464 sec): 3 clusters Score: Raw -3992146.272972 + Penalty 3509.184827 = -3988637.088145 nChanged 103 SP:Iteration 75Q (4584.655595 sec): 3 clusters Score: Raw -3992166.480670 + Penalty 3509.184827 = -3988657.295843 nChanged 102 SP:Iteration 76Q (4584.767948 sec): 3 clusters Score: Raw -3992183.722633 + Penalty 3509.184827 = -3988674.537806 nChanged 99 SP:Iteration 77Q (4584.887626 sec): 3 clusters Score: Raw -3992199.052845 + Penalty 3509.184827 = -3988689.868018 nChanged 90 SP:Iteration 78Q (4584.994681 sec): 3 clusters Score: Raw -3992211.634743 + Penalty 3509.184827 = -3988702.449916 nChanged 72 SP:Iteration 79Q (4585.110037 sec): 3 clusters Score: Raw -3992222.136773 + Penalty 3509.184827 = -3988712.951946 nChanged 83 SP:Iteration 80F (4585.246340 sec): 3 clusters Score: Raw -3992232.587904 + Penalty 3509.184827 = -3988723.403077 nChanged 71 SP:Iteration 81Q (4585.360711 sec): 3 clusters Score: Raw -3992240.817210 + Penalty 3509.184827 = -3988731.632384 nChanged 64 SP:Iteration 82Q (4585.480579 sec): 3 clusters Score: Raw -3992248.535965 + Penalty 3509.184827 = -3988739.351138 nChanged 60 SP:Iteration 83Q (4585.600512 sec): 3 clusters Score: Raw -3992256.337519 + Penalty 3509.184827 = -3988747.152692 nChanged 69 SP:Iteration 84Q (4585.726383 sec): 3 clusters Score: Raw -3992265.506836 + Penalty 3509.184827 = -3988756.322010 nChanged 71 SP:Iteration 85Q (4585.845564 sec): 3 clusters Score: Raw -3992275.569345 + Penalty 3509.184827 = -3988766.384518 nChanged 71 SP:Iteration 86Q (4585.969888 sec): 3 clusters Score: Raw -3992284.452277 + Penalty 3509.184827 = -3988775.267450 nChanged 64 SP:Iteration 87Q (4586.088076 sec): 3 clusters Score: Raw -3992293.819773 + Penalty 3509.184827 = -3988784.634946 nChanged 76 SP:Iteration 88Q (4586.206788 sec): 3 clusters Score: Raw -3992304.386713 + Penalty 3509.184827 = -3988795.201886 nChanged 65 SP:Iteration 89Q (4586.336065 sec): 3 clusters Score: Raw -3992311.968736 + Penalty 3509.184827 = -3988802.783909 nChanged 46 SP:Iteration 90Q (4586.452447 sec): 3 clusters Score: Raw -3992317.000274 + Penalty 3509.184827 = -3988807.815447 nChanged 41 SP:Iteration 91Q (4586.566699 sec): 3 clusters Score: Raw -3992321.320340 + Penalty 3509.184827 = -3988812.135513 nChanged 32 SP:Iteration 92Q (4586.688781 sec): 3 clusters Score: Raw -3992324.085550 + Penalty 3509.184827 = -3988814.900723 nChanged 32 SP:Iteration 93Q (4586.818412 sec): 3 clusters Score: Raw -3992327.286616 + Penalty 3509.184827 = -3988818.101789 nChanged 29 SP:Iteration 94Q (4586.928784 sec): 3 clusters Score: Raw -3992329.807774 + Penalty 3509.184827 = -3988820.622947 nChanged 22 SP:Iteration 95Q (4587.050324 sec): 3 clusters Score: Raw -3992331.922191 + Penalty 3509.184827 = -3988822.737364 nChanged 18 SP:Iteration 96Q (4587.166583 sec): 3 clusters Score: Raw -3992332.949558 + Penalty 3509.184827 = -3988823.764731 nChanged 13 SP:Iteration 97Q (4587.268610 sec): 3 clusters Score: Raw -3992333.732074 + Penalty 3509.184827 = -3988824.547247 nChanged 10 SP:Iteration 98Q (4587.375491 sec): 3 clusters Score: Raw -3992334.242835 + Penalty 3509.184827 = -3988825.058008 nChanged 9 SP:Iteration 99Q (4587.493945 sec): 3 clusters Score: Raw -3992334.779707 + Penalty 3509.184827 = -3988825.594880 nChanged 17 SP:Iteration 100F (4587.628272 sec): 3 clusters Score: Raw -3992336.188889 + Penalty 3509.184827 = -3988827.004062 nChanged 17 SP:Iteration 101Q (4587.734907 sec): 3 clusters Score: Raw -3992337.465955 + Penalty 3509.184827 = -3988828.281128 nChanged 14 SP:Iteration 102Q (4587.849218 sec): 3 clusters Score: Raw -3992338.525636 + Penalty 3509.184827 = -3988829.340809 nChanged 14 SP:Iteration 103Q (4587.957150 sec): 3 clusters Score: Raw -3992339.579185 + Penalty 3509.184827 = -3988830.394358 nChanged 10 SP:Iteration 104Q (4588.078003 sec): 3 clusters Score: Raw -3992340.367969 + Penalty 3509.184827 = -3988831.183142 nChanged 9 SP:Iteration 105Q (4588.197333 sec): 3 clusters Score: Raw -3992341.244149 + Penalty 3509.184827 = -3988832.059322 nChanged 6 SP:Iteration 106Q (4588.313004 sec): 3 clusters Score: Raw -3992341.770950 + Penalty 3509.184827 = -3988832.586123 nChanged 9 SP:Iteration 107Q (4588.424700 sec): 3 clusters Score: Raw -3992342.346592 + Penalty 3509.184827 = -3988833.161765 nChanged 9 SP:Iteration 108Q (4588.549488 sec): 3 clusters Score: Raw -3992343.109352 + Penalty 3509.184827 = -3988833.924526 nChanged 9 SP:Iteration 109Q (4588.657394 sec): 3 clusters Score: Raw -3992343.820356 + Penalty 3509.184827 = -3988834.635529 nChanged 8 SP:Iteration 110Q (4588.772638 sec): 3 clusters Score: Raw -3992344.295053 + Penalty 3509.184827 = -3988835.110226 nChanged 11 SP:Iteration 111Q (4588.883589 sec): 3 clusters Score: Raw -3992344.955162 + Penalty 3509.184827 = -3988835.770336 nChanged 9 SP:Iteration 112Q (4588.998742 sec): 3 clusters Score: Raw -3992345.386738 + Penalty 3509.184827 = -3988836.201911 nChanged 8 SP:Iteration 113Q (4589.110355 sec): 3 clusters Score: Raw -3992345.889693 + Penalty 3509.184827 = -3988836.704866 nChanged 6 SP:Iteration 114Q (4589.230753 sec): 3 clusters Score: Raw -3992346.324558 + Penalty 3509.184827 = -3988837.139731 nChanged 11 SP:Iteration 115Q (4589.356962 sec): 3 clusters Score: Raw -3992347.262874 + Penalty 3509.184827 = -3988838.078047 nChanged 9 SP:Iteration 116Q (4589.460453 sec): 3 clusters Score: Raw -3992348.153085 + Penalty 3509.184827 = -3988838.968259 nChanged 8 SP:Iteration 117Q (4589.578077 sec): 3 clusters Score: Raw -3992348.968276 + Penalty 3509.184827 = -3988839.783449 nChanged 13 SP:Iteration 118Q (4589.709167 sec): 3 clusters Score: Raw -3992350.126002 + Penalty 3509.184827 = -3988840.941175 nChanged 11 SP:Iteration 119Q (4589.817186 sec): 3 clusters Score: Raw -3992350.857475 + Penalty 3509.184827 = -3988841.672648 nChanged 11 SP:Iteration 120F (4589.943441 sec): 3 clusters Score: Raw -3992352.024105 + Penalty 3509.184827 = -3988842.839278 nChanged 10 SP:Iteration 121Q (4590.056911 sec): 3 clusters Score: Raw -3992352.854547 + Penalty 3509.184827 = -3988843.669720 nChanged 11 SP:Iteration 122Q (4590.171562 sec): 3 clusters Score: Raw -3992353.907613 + Penalty 3509.184827 = -3988844.722786 nChanged 8 SP:Iteration 123Q (4590.300623 sec): 3 clusters Score: Raw -3992354.523240 + Penalty 3509.184827 = -3988845.338413 nChanged 9 SP:Iteration 124Q (4590.416763 sec): 3 clusters Score: Raw -3992355.091074 + Penalty 3509.184827 = -3988845.906248 nChanged 9 SP:Iteration 125Q (4590.535248 sec): 3 clusters Score: Raw -3992355.574514 + Penalty 3509.184827 = -3988846.389687 nChanged 1 SP:Iteration 126Q (4590.648989 sec): 3 clusters Score: Raw -3992355.627538 + Penalty 3509.184827 = -3988846.442711 nChanged 0 SP:Iteration 127F (4590.778744 sec): 3 clusters Score: Raw -3992355.627538 + Penalty 3509.184827 = -3988846.442711 nChanged 0 Trying to split cluster 22 (2465 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4590.814924 sec): 2 clusters Score: Raw -164087.568291 + Penalty 1269.116402 = -162818.451889 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4590.854035 sec): 3 clusters Score: Raw -162979.945389 + Penalty 2538.232803 = -160441.712586 nChanged 932 SP:Iteration 1F (4590.914340 sec): 3 clusters Score: Raw -163700.480734 + Penalty 2538.232803 = -161162.247931 nChanged 239 SP:Iteration 2F (4590.966320 sec): 3 clusters Score: Raw -163958.634418 + Penalty 2538.232803 = -161420.401615 nChanged 168 SP:Iteration 3F (4591.016478 sec): 3 clusters Score: Raw -164158.386094 + Penalty 2538.232803 = -161620.153291 nChanged 143 SP:Iteration 4F (4591.066666 sec): 3 clusters Score: Raw -164320.977339 + Penalty 2538.232803 = -161782.744536 nChanged 122 SP:Iteration 5Q (4591.112048 sec): 3 clusters Score: Raw -164444.641305 + Penalty 2538.232803 = -161906.408502 nChanged 91 SP:Iteration 6Q (4591.164570 sec): 3 clusters Score: Raw -164525.088681 + Penalty 2538.232803 = -161986.855878 nChanged 85 SP:Iteration 7Q (4591.214922 sec): 3 clusters Score: Raw -164574.006551 + Penalty 2538.232803 = -162035.773748 nChanged 46 SP:Iteration 8Q (4591.267249 sec): 3 clusters Score: Raw -164601.066405 + Penalty 2538.232803 = -162062.833602 nChanged 35 SP:Iteration 9Q (4591.318922 sec): 3 clusters Score: Raw -164616.583436 + Penalty 2538.232803 = -162078.350633 nChanged 21 SP:Iteration 10Q (4591.373074 sec): 3 clusters Score: Raw -164625.213486 + Penalty 2538.232803 = -162086.980683 nChanged 12 SP:Iteration 11Q (4591.424378 sec): 3 clusters Score: Raw -164629.072302 + Penalty 2538.232803 = -162090.839499 nChanged 9 SP:Iteration 12Q (4591.470248 sec): 3 clusters Score: Raw -164632.517747 + Penalty 2538.232803 = -162094.284944 nChanged 8 SP:Iteration 13Q (4591.521569 sec): 3 clusters Score: Raw -164635.266383 + Penalty 2538.232803 = -162097.033580 nChanged 3 SP:Iteration 14Q (4591.572311 sec): 3 clusters Score: Raw -164636.315187 + Penalty 2538.232803 = -162098.082383 nChanged 3 SP:Iteration 15Q (4591.629206 sec): 3 clusters Score: Raw -164637.661861 + Penalty 2538.232803 = -162099.429058 nChanged 2 SP:Iteration 16Q (4591.679717 sec): 3 clusters Score: Raw -164638.275678 + Penalty 2538.232803 = -162100.042875 nChanged 1 SP:Iteration 17Q (4591.729983 sec): 3 clusters Score: Raw -164638.454581 + Penalty 2538.232803 = -162100.221778 nChanged 0 SP:Iteration 18F (4591.780029 sec): 3 clusters Score: Raw -164638.454581 + Penalty 2538.232803 = -162100.221778 nChanged 0 Trying to split cluster 23 (3798 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4591.816219 sec): 2 clusters Score: Raw -285219.335712 + Penalty 1339.362357 = -283879.973354 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4591.859514 sec): 3 clusters Score: Raw -283379.613142 + Penalty 2678.724715 = -280700.888427 nChanged 1518 SP:Iteration 1F (4591.913342 sec): 3 clusters Score: Raw -284414.530576 + Penalty 2678.724715 = -281735.805862 nChanged 341 SP:Iteration 2F (4591.973475 sec): 3 clusters Score: Raw -284675.262894 + Penalty 2678.724715 = -281996.538179 nChanged 235 SP:Iteration 3F (4592.014472 sec): 3 clusters Score: Raw -284855.017035 + Penalty 2678.724715 = -282176.292320 nChanged 196 SP:Iteration 4F (4592.072862 sec): 3 clusters Score: Raw -284995.926824 + Penalty 2678.724715 = -282317.202109 nChanged 180 SP:Iteration 5Q (4592.119210 sec): 3 clusters Score: Raw -285122.017560 + Penalty 2678.724715 = -282443.292845 nChanged 142 SP:Iteration 6Q (4592.166302 sec): 3 clusters Score: Raw -285211.384641 + Penalty 2678.724715 = -282532.659927 nChanged 120 SP:Iteration 7Q (4592.223950 sec): 3 clusters Score: Raw -285279.719038 + Penalty 2678.724715 = -282600.994324 nChanged 94 SP:Iteration 8Q (4592.268381 sec): 3 clusters Score: Raw -285325.286485 + Penalty 2678.724715 = -282646.561770 nChanged 68 SP:Iteration 9Q (4592.321573 sec): 3 clusters Score: Raw -285355.995131 + Penalty 2678.724715 = -282677.270417 nChanged 52 SP:Iteration 10Q (4592.377464 sec): 3 clusters Score: Raw -285376.802227 + Penalty 2678.724715 = -282698.077513 nChanged 39 SP:Iteration 11Q (4592.425836 sec): 3 clusters Score: Raw -285391.920710 + Penalty 2678.724715 = -282713.195995 nChanged 29 SP:Iteration 12Q (4592.476488 sec): 3 clusters Score: Raw -285399.589139 + Penalty 2678.724715 = -282720.864425 nChanged 21 SP:Iteration 13Q (4592.538179 sec): 3 clusters Score: Raw -285408.142125 + Penalty 2678.724715 = -282729.417410 nChanged 24 SP:Iteration 14Q (4592.584103 sec): 3 clusters Score: Raw -285415.670967 + Penalty 2678.724715 = -282736.946253 nChanged 27 SP:Iteration 15Q (4592.645586 sec): 3 clusters Score: Raw -285423.712354 + Penalty 2678.724715 = -282744.987640 nChanged 16 SP:Iteration 16Q (4592.701398 sec): 3 clusters Score: Raw -285427.143421 + Penalty 2678.724715 = -282748.418706 nChanged 16 SP:Iteration 17Q (4592.738060 sec): 3 clusters Score: Raw -285431.700185 + Penalty 2678.724715 = -282752.975470 nChanged 15 SP:Iteration 18Q (4592.782019 sec): 3 clusters Score: Raw -285435.634390 + Penalty 2678.724715 = -282756.909675 nChanged 15 SP:Iteration 19Q (4592.834866 sec): 3 clusters Score: Raw -285439.879450 + Penalty 2678.724715 = -282761.154735 nChanged 14 SP:Iteration 20F (4592.898751 sec): 3 clusters Score: Raw -285445.338253 + Penalty 2678.724715 = -282766.613538 nChanged 15 SP:Iteration 21Q (4592.958029 sec): 3 clusters Score: Raw -285450.503288 + Penalty 2678.724715 = -282771.778573 nChanged 12 SP:Iteration 22Q (4593.002637 sec): 3 clusters Score: Raw -285455.864074 + Penalty 2678.724715 = -282777.139359 nChanged 20 SP:Iteration 23Q (4593.070998 sec): 3 clusters Score: Raw -285461.692378 + Penalty 2678.724715 = -282782.967664 nChanged 13 SP:Iteration 24Q (4593.120487 sec): 3 clusters Score: Raw -285468.022189 + Penalty 2678.724715 = -282789.297474 nChanged 22 SP:Iteration 25Q (4593.165446 sec): 3 clusters Score: Raw -285473.872717 + Penalty 2678.724715 = -282795.148002 nChanged 26 SP:Iteration 26Q (4593.220530 sec): 3 clusters Score: Raw -285485.357418 + Penalty 2678.724715 = -282806.632704 nChanged 25 SP:Iteration 27Q (4593.264692 sec): 3 clusters Score: Raw -285496.989106 + Penalty 2678.724715 = -282818.264391 nChanged 27 SP:Iteration 28Q (4593.319393 sec): 3 clusters Score: Raw -285507.379501 + Penalty 2678.724715 = -282828.654786 nChanged 23 SP:Iteration 29Q (4593.338809 sec): 3 clusters Score: Raw -285518.544307 + Penalty 2678.724715 = -282839.819593 nChanged 24 SP:Iteration 30Q (4593.395470 sec): 3 clusters Score: Raw -285529.145649 + Penalty 2678.724715 = -282850.420934 nChanged 21 SP:Iteration 31Q (4593.449282 sec): 3 clusters Score: Raw -285537.230970 + Penalty 2678.724715 = -282858.506255 nChanged 15 SP:Iteration 32Q (4593.504507 sec): 3 clusters Score: Raw -285541.794548 + Penalty 2678.724715 = -282863.069834 nChanged 13 SP:Iteration 33Q (4593.559925 sec): 3 clusters Score: Raw -285548.232005 + Penalty 2678.724715 = -282869.507290 nChanged 19 SP:Iteration 34Q (4593.613028 sec): 3 clusters Score: Raw -285558.818092 + Penalty 2678.724715 = -282880.093377 nChanged 22 SP:Iteration 35Q (4593.656892 sec): 3 clusters Score: Raw -285572.299227 + Penalty 2678.724715 = -282893.574512 nChanged 21 SP:Iteration 36Q (4593.713489 sec): 3 clusters Score: Raw -285586.088087 + Penalty 2678.724715 = -282907.363373 nChanged 21 SP:Iteration 37Q (4593.760780 sec): 3 clusters Score: Raw -285593.499363 + Penalty 2678.724715 = -282914.774648 nChanged 13 SP:Iteration 38Q (4593.810126 sec): 3 clusters Score: Raw -285598.712074 + Penalty 2678.724715 = -282919.987359 nChanged 13 SP:Iteration 39Q (4593.870105 sec): 3 clusters Score: Raw -285607.834756 + Penalty 2678.724715 = -282929.110042 nChanged 12 SP:Iteration 40F (4593.911228 sec): 3 clusters Score: Raw -285612.690340 + Penalty 2678.724715 = -282933.965625 nChanged 10 SP:Iteration 41Q (4593.961668 sec): 3 clusters Score: Raw -285618.679302 + Penalty 2678.724715 = -282939.954587 nChanged 11 SP:Iteration 42Q (4594.016531 sec): 3 clusters Score: Raw -285622.269649 + Penalty 2678.724715 = -282943.544934 nChanged 8 SP:Iteration 43Q (4594.057137 sec): 3 clusters Score: Raw -285624.135454 + Penalty 2678.724715 = -282945.410739 nChanged 11 SP:Iteration 44Q (4594.095634 sec): 3 clusters Score: Raw -285627.494554 + Penalty 2678.724715 = -282948.769839 nChanged 11 SP:Iteration 45Q (4594.146844 sec): 3 clusters Score: Raw -285630.766856 + Penalty 2678.724715 = -282952.042141 nChanged 12 SP:Iteration 46Q (4594.206817 sec): 3 clusters Score: Raw -285634.944842 + Penalty 2678.724715 = -282956.220127 nChanged 14 SP:Iteration 47Q (4594.256306 sec): 3 clusters Score: Raw -285639.660004 + Penalty 2678.724715 = -282960.935290 nChanged 13 SP:Iteration 48Q (4594.295831 sec): 3 clusters Score: Raw -285644.189441 + Penalty 2678.724715 = -282965.464726 nChanged 15 SP:Iteration 49Q (4594.346693 sec): 3 clusters Score: Raw -285648.572194 + Penalty 2678.724715 = -282969.847479 nChanged 8 SP:Iteration 50Q (4594.399381 sec): 3 clusters Score: Raw -285650.424309 + Penalty 2678.724715 = -282971.699594 nChanged 6 SP:Iteration 51Q (4594.445239 sec): 3 clusters Score: Raw -285652.237809 + Penalty 2678.724715 = -282973.513094 nChanged 5 SP:Iteration 52Q (4594.488659 sec): 3 clusters Score: Raw -285654.250860 + Penalty 2678.724715 = -282975.526146 nChanged 5 SP:Iteration 53Q (4594.530039 sec): 3 clusters Score: Raw -285656.036066 + Penalty 2678.724715 = -282977.311351 nChanged 2 SP:Iteration 54Q (4594.587390 sec): 3 clusters Score: Raw -285656.423730 + Penalty 2678.724715 = -282977.699016 nChanged 2 SP:Iteration 55Q (4594.631542 sec): 3 clusters Score: Raw -285656.817119 + Penalty 2678.724715 = -282978.092404 nChanged 2 SP:Iteration 56Q (4594.691813 sec): 3 clusters Score: Raw -285657.194625 + Penalty 2678.724715 = -282978.469910 nChanged 0 SP:Iteration 57F (4594.749298 sec): 3 clusters Score: Raw -285657.194625 + Penalty 2678.724715 = -282978.469910 nChanged 0 Trying to split cluster 24 (8914 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4594.786765 sec): 2 clusters Score: Raw -726635.992746 + Penalty 1477.998982 = -725157.993764 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4594.835667 sec): 3 clusters Score: Raw -721695.246503 + Penalty 2955.997965 = -718739.248538 nChanged 3801 SP:Iteration 1F (4594.886411 sec): 3 clusters Score: Raw -724031.300631 + Penalty 2955.997965 = -721075.302666 nChanged 711 SP:Iteration 2F (4594.956842 sec): 3 clusters Score: Raw -724508.663834 + Penalty 2955.997965 = -721552.665869 nChanged 678 SP:Iteration 3F (4594.992676 sec): 3 clusters Score: Raw -724958.575781 + Penalty 2955.997965 = -722002.577816 nChanged 566 SP:Iteration 4F (4595.065739 sec): 3 clusters Score: Raw -725316.284040 + Penalty 2955.997965 = -722360.286075 nChanged 486 SP:Iteration 5F (4595.120429 sec): 3 clusters Score: Raw -725661.659891 + Penalty 2955.997965 = -722705.661927 nChanged 436 SP:Iteration 6Q (4595.180206 sec): 3 clusters Score: Raw -725951.503910 + Penalty 2955.997965 = -722995.505945 nChanged 328 SP:Iteration 7Q (4595.243291 sec): 3 clusters Score: Raw -726174.976147 + Penalty 2955.997965 = -723218.978182 nChanged 253 SP:Iteration 8Q (4595.294849 sec): 3 clusters Score: Raw -726331.756080 + Penalty 2955.997965 = -723375.758115 nChanged 199 SP:Iteration 9Q (4595.356179 sec): 3 clusters Score: Raw -726468.815581 + Penalty 2955.997965 = -723512.817616 nChanged 179 SP:Iteration 10Q (4595.424441 sec): 3 clusters Score: Raw -726596.539922 + Penalty 2955.997965 = -723640.541957 nChanged 138 SP:Iteration 11Q (4595.490669 sec): 3 clusters Score: Raw -726694.993527 + Penalty 2955.997965 = -723738.995562 nChanged 95 SP:Iteration 12Q (4595.547496 sec): 3 clusters Score: Raw -726758.790473 + Penalty 2955.997965 = -723802.792508 nChanged 60 SP:Iteration 13Q (4595.597857 sec): 3 clusters Score: Raw -726798.280174 + Penalty 2955.997965 = -723842.282209 nChanged 55 SP:Iteration 14Q (4595.664230 sec): 3 clusters Score: Raw -726840.063319 + Penalty 2955.997965 = -723884.065354 nChanged 49 SP:Iteration 15Q (4595.715553 sec): 3 clusters Score: Raw -726870.248964 + Penalty 2955.997965 = -723914.250999 nChanged 32 SP:Iteration 16Q (4595.787272 sec): 3 clusters Score: Raw -726889.235196 + Penalty 2955.997965 = -723933.237232 nChanged 18 SP:Iteration 17Q (4595.838435 sec): 3 clusters Score: Raw -726901.011673 + Penalty 2955.997965 = -723945.013708 nChanged 20 SP:Iteration 18Q (4595.901741 sec): 3 clusters Score: Raw -726914.127966 + Penalty 2955.997965 = -723958.130001 nChanged 15 SP:Iteration 19Q (4595.965684 sec): 3 clusters Score: Raw -726925.406913 + Penalty 2955.997965 = -723969.408948 nChanged 10 SP:Iteration 20F (4596.025952 sec): 3 clusters Score: Raw -726929.987315 + Penalty 2955.997965 = -723973.989350 nChanged 5 SP:Iteration 21Q (4596.084713 sec): 3 clusters Score: Raw -726933.150623 + Penalty 2955.997965 = -723977.152658 nChanged 4 SP:Iteration 22Q (4596.138430 sec): 3 clusters Score: Raw -726935.934075 + Penalty 2955.997965 = -723979.936110 nChanged 4 SP:Iteration 23Q (4596.200305 sec): 3 clusters Score: Raw -726937.756902 + Penalty 2955.997965 = -723981.758938 nChanged 5 SP:Iteration 24Q (4596.262518 sec): 3 clusters Score: Raw -726940.633813 + Penalty 2955.997965 = -723984.635848 nChanged 4 SP:Iteration 25Q (4596.325722 sec): 3 clusters Score: Raw -726942.202515 + Penalty 2955.997965 = -723986.204550 nChanged 4 SP:Iteration 26Q (4596.376397 sec): 3 clusters Score: Raw -726944.062242 + Penalty 2955.997965 = -723988.064277 nChanged 0 SP:Iteration 27F (4596.447257 sec): 3 clusters Score: Raw -726944.062242 + Penalty 2955.997965 = -723988.064277 nChanged 0 Trying to split cluster 25 (117507 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4596.637767 sec): 2 clusters Score: Raw -9744144.659629 + Penalty 1897.066143 = -9742247.593487 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4596.893335 sec): 3 clusters Score: Raw -9666917.297933 + Penalty 3794.132285 = -9663123.165648 nChanged 56564 SP:Iteration 1F (4597.131504 sec): 3 clusters Score: Raw -9700603.320221 + Penalty 3794.132285 = -9696809.187936 nChanged 3898 SP:Iteration 2Q (4597.392089 sec): 3 clusters Score: Raw -9701545.526224 + Penalty 3794.132285 = -9697751.393939 nChanged 4116 SP:Iteration 3Q (4597.650268 sec): 3 clusters Score: Raw -9702740.866352 + Penalty 3794.132285 = -9698946.734067 nChanged 4661 SP:Iteration 4Q (4597.907342 sec): 3 clusters Score: Raw -9704421.592511 + Penalty 3794.132285 = -9700627.460226 nChanged 5384 SP:Iteration 5Q (4598.134370 sec): 3 clusters Score: Raw -9706885.354082 + Penalty 3794.132285 = -9703091.221797 nChanged 6358 SP:Iteration 6F (4598.378088 sec): 3 clusters Score: Raw -9710391.875886 + Penalty 3794.132285 = -9706597.743601 nChanged 7121 SP:Iteration 7F (4598.619314 sec): 3 clusters Score: Raw -9715255.049306 + Penalty 3794.132285 = -9711460.917021 nChanged 7552 SP:Iteration 8F (4598.858822 sec): 3 clusters Score: Raw -9721153.095227 + Penalty 3794.132285 = -9717358.962942 nChanged 7185 SP:Iteration 9F (4599.100644 sec): 3 clusters Score: Raw -9727230.707465 + Penalty 3794.132285 = -9723436.575180 nChanged 6169 SP:Iteration 10F (4599.352281 sec): 3 clusters Score: Raw -9732333.660114 + Penalty 3794.132285 = -9728539.527828 nChanged 4713 SP:Iteration 11Q (4599.592212 sec): 3 clusters Score: Raw -9735790.877404 + Penalty 3794.132285 = -9731996.745119 nChanged 3717 SP:Iteration 12Q (4599.821744 sec): 3 clusters Score: Raw -9738277.582238 + Penalty 3794.132285 = -9734483.449953 nChanged 3028 SP:Iteration 13Q (4600.050645 sec): 3 clusters Score: Raw -9740174.618608 + Penalty 3794.132285 = -9736380.486323 nChanged 2630 SP:Iteration 14Q (4600.267814 sec): 3 clusters Score: Raw -9741805.669525 + Penalty 3794.132285 = -9738011.537240 nChanged 2141 SP:Iteration 15Q (4600.481836 sec): 3 clusters Score: Raw -9743047.327709 + Penalty 3794.132285 = -9739253.195424 nChanged 1686 SP:Iteration 16Q (4600.707304 sec): 3 clusters Score: Raw -9743939.503627 + Penalty 3794.132285 = -9740145.371341 nChanged 1365 SP:Iteration 17Q (4600.920530 sec): 3 clusters Score: Raw -9744597.373155 + Penalty 3794.132285 = -9740803.240870 nChanged 1031 SP:Iteration 18Q (4601.137843 sec): 3 clusters Score: Raw -9745046.979711 + Penalty 3794.132285 = -9741252.847426 nChanged 846 SP:Iteration 19Q (4601.328191 sec): 3 clusters Score: Raw -9745383.084969 + Penalty 3794.132285 = -9741588.952684 nChanged 689 SP:Iteration 20F (4601.577596 sec): 3 clusters Score: Raw -9745621.846036 + Penalty 3794.132285 = -9741827.713751 nChanged 519 SP:Iteration 21Q (4601.782862 sec): 3 clusters Score: Raw -9745766.439680 + Penalty 3794.132285 = -9741972.307394 nChanged 392 SP:Iteration 22Q (4601.988732 sec): 3 clusters Score: Raw -9745864.889488 + Penalty 3794.132285 = -9742070.757203 nChanged 325 SP:Iteration 23Q (4602.188273 sec): 3 clusters Score: Raw -9745931.719407 + Penalty 3794.132285 = -9742137.587122 nChanged 236 SP:Iteration 24Q (4602.388921 sec): 3 clusters Score: Raw -9745972.740845 + Penalty 3794.132285 = -9742178.608560 nChanged 155 SP:Iteration 25Q (4602.591620 sec): 3 clusters Score: Raw -9745995.397744 + Penalty 3794.132285 = -9742201.265459 nChanged 131 SP:Iteration 26Q (4602.799900 sec): 3 clusters Score: Raw -9746017.183797 + Penalty 3794.132285 = -9742223.051512 nChanged 111 SP:Iteration 27Q (4602.992305 sec): 3 clusters Score: Raw -9746032.533427 + Penalty 3794.132285 = -9742238.401142 nChanged 79 SP:Iteration 28Q (4603.185924 sec): 3 clusters Score: Raw -9746041.544505 + Penalty 3794.132285 = -9742247.412220 nChanged 71 SP:Iteration 29Q (4603.388036 sec): 3 clusters Score: Raw -9746047.154292 + Penalty 3794.132285 = -9742253.022007 nChanged 48 SP:Iteration 30Q (4603.590494 sec): 3 clusters Score: Raw -9746050.739980 + Penalty 3794.132285 = -9742256.607694 nChanged 35 SP:Iteration 31Q (4603.788877 sec): 3 clusters Score: Raw -9746053.518711 + Penalty 3794.132285 = -9742259.386426 nChanged 28 SP:Iteration 32Q (4603.990330 sec): 3 clusters Score: Raw -9746055.527011 + Penalty 3794.132285 = -9742261.394725 nChanged 22 SP:Iteration 33Q (4604.195460 sec): 3 clusters Score: Raw -9746057.443330 + Penalty 3794.132285 = -9742263.311045 nChanged 25 SP:Iteration 34Q (4604.404092 sec): 3 clusters Score: Raw -9746059.340688 + Penalty 3794.132285 = -9742265.208402 nChanged 24 SP:Iteration 35Q (4604.607274 sec): 3 clusters Score: Raw -9746061.033586 + Penalty 3794.132285 = -9742266.901301 nChanged 20 SP:Iteration 36Q (4604.810809 sec): 3 clusters Score: Raw -9746062.959004 + Penalty 3794.132285 = -9742268.826718 nChanged 13 SP:Iteration 37Q (4605.022039 sec): 3 clusters Score: Raw -9746063.843801 + Penalty 3794.132285 = -9742269.711516 nChanged 13 SP:Iteration 38Q (4605.226145 sec): 3 clusters Score: Raw -9746064.741742 + Penalty 3794.132285 = -9742270.609456 nChanged 7 SP:Iteration 39Q (4605.437261 sec): 3 clusters Score: Raw -9746065.195683 + Penalty 3794.132285 = -9742271.063398 nChanged 9 SP:Iteration 40F (4605.679289 sec): 3 clusters Score: Raw -9746065.773941 + Penalty 3794.132285 = -9742271.641655 nChanged 5 SP:Iteration 41Q (4605.886658 sec): 3 clusters Score: Raw -9746066.217153 + Penalty 3794.132285 = -9742272.084868 nChanged 12 SP:Iteration 42Q (4606.093227 sec): 3 clusters Score: Raw -9746067.090257 + Penalty 3794.132285 = -9742272.957971 nChanged 9 SP:Iteration 43Q (4606.292046 sec): 3 clusters Score: Raw -9746067.534693 + Penalty 3794.132285 = -9742273.402407 nChanged 4 SP:Iteration 44Q (4606.493809 sec): 3 clusters Score: Raw -9746067.711851 + Penalty 3794.132285 = -9742273.579566 nChanged 5 SP:Iteration 45Q (4606.688747 sec): 3 clusters Score: Raw -9746067.987584 + Penalty 3794.132285 = -9742273.855299 nChanged 8 SP:Iteration 46Q (4606.892493 sec): 3 clusters Score: Raw -9746068.472774 + Penalty 3794.132285 = -9742274.340489 nChanged 10 SP:Iteration 47Q (4607.097009 sec): 3 clusters Score: Raw -9746069.034801 + Penalty 3794.132285 = -9742274.902516 nChanged 3 SP:Iteration 48Q (4607.303850 sec): 3 clusters Score: Raw -9746069.180525 + Penalty 3794.132285 = -9742275.048240 nChanged 1 SP:Iteration 49Q (4607.512147 sec): 3 clusters Score: Raw -9746069.243473 + Penalty 3794.132285 = -9742275.111188 nChanged 3 SP:Iteration 50Q (4607.715807 sec): 3 clusters Score: Raw -9746069.323747 + Penalty 3794.132285 = -9742275.191462 nChanged 1 SP:Iteration 51Q (4607.921058 sec): 3 clusters Score: Raw -9746069.462078 + Penalty 3794.132285 = -9742275.329793 nChanged 4 SP:Iteration 52Q (4608.114898 sec): 3 clusters Score: Raw -9746069.705523 + Penalty 3794.132285 = -9742275.573238 nChanged 2 SP:Iteration 53Q (4608.307718 sec): 3 clusters Score: Raw -9746069.823156 + Penalty 3794.132285 = -9742275.690871 nChanged 1 SP:Iteration 54Q (4608.512268 sec): 3 clusters Score: Raw -9746069.838367 + Penalty 3794.132285 = -9742275.706082 nChanged 0 SP:Iteration 55F (4608.753796 sec): 3 clusters Score: Raw -9746069.838367 + Penalty 3794.132285 = -9742275.706082 nChanged 0 Score: Raw -49139701.256317 + Penalty 86742.445374 = -49052958.810943 Splitting cluster 25 changes total score from -49053197.246426 to -49052958.810943 So it's not getting split. Trying to split cluster 26 (862 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4625.033501 sec): 2 clusters Score: Raw -59178.546070 + Penalty 1098.378981 = -58080.167089 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4625.077799 sec): 3 clusters Score: Raw -58978.924470 + Penalty 2196.757963 = -56782.166507 nChanged 255 SP:Iteration 1F (4625.111170 sec): 3 clusters Score: Raw -59254.798878 + Penalty 2196.757963 = -57058.040915 nChanged 52 SP:Iteration 2F (4625.155882 sec): 3 clusters Score: Raw -59323.654897 + Penalty 2196.757963 = -57126.896934 nChanged 25 SP:Iteration 3Q (4625.197938 sec): 3 clusters Score: Raw -59360.948028 + Penalty 2196.757963 = -57164.190065 nChanged 18 SP:Iteration 4Q (4625.242437 sec): 3 clusters Score: Raw -59380.787902 + Penalty 2196.757963 = -57184.029939 nChanged 11 SP:Iteration 5Q (4625.286006 sec): 3 clusters Score: Raw -59392.740011 + Penalty 2196.757963 = -57195.982048 nChanged 12 SP:Iteration 6Q (4625.331063 sec): 3 clusters Score: Raw -59411.301157 + Penalty 2196.757963 = -57214.543194 nChanged 18 SP:Iteration 7Q (4625.375364 sec): 3 clusters Score: Raw -59440.688124 + Penalty 2196.757963 = -57243.930161 nChanged 17 SP:Iteration 8Q (4625.413588 sec): 3 clusters Score: Raw -59460.386658 + Penalty 2196.757963 = -57263.628695 nChanged 17 SP:Iteration 9Q (4625.456763 sec): 3 clusters Score: Raw -59482.814957 + Penalty 2196.757963 = -57286.056994 nChanged 15 SP:Iteration 10Q (4625.500057 sec): 3 clusters Score: Raw -59508.700018 + Penalty 2196.757963 = -57311.942055 nChanged 15 SP:Iteration 11Q (4625.553539 sec): 3 clusters Score: Raw -59523.673504 + Penalty 2196.757963 = -57326.915541 nChanged 12 SP:Iteration 12Q (4625.587043 sec): 3 clusters Score: Raw -59537.601024 + Penalty 2196.757963 = -57340.843061 nChanged 12 SP:Iteration 13Q (4625.630157 sec): 3 clusters Score: Raw -59552.016514 + Penalty 2196.757963 = -57355.258551 nChanged 8 SP:Iteration 14Q (4625.676984 sec): 3 clusters Score: Raw -59561.411540 + Penalty 2196.757963 = -57364.653577 nChanged 12 SP:Iteration 15Q (4625.727666 sec): 3 clusters Score: Raw -59575.762369 + Penalty 2196.757963 = -57379.004406 nChanged 6 SP:Iteration 16Q (4625.766218 sec): 3 clusters Score: Raw -59583.841348 + Penalty 2196.757963 = -57387.083385 nChanged 6 SP:Iteration 17Q (4625.825031 sec): 3 clusters Score: Raw -59590.776472 + Penalty 2196.757963 = -57394.018509 nChanged 3 SP:Iteration 18Q (4625.854725 sec): 3 clusters Score: Raw -59593.371732 + Penalty 2196.757963 = -57396.613769 nChanged 4 SP:Iteration 19Q (4625.898380 sec): 3 clusters Score: Raw -59596.138945 + Penalty 2196.757963 = -57399.380982 nChanged 2 SP:Iteration 20F (4625.940044 sec): 3 clusters Score: Raw -59598.519428 + Penalty 2196.757963 = -57401.761465 nChanged 4 SP:Iteration 21Q (4625.977519 sec): 3 clusters Score: Raw -59604.071896 + Penalty 2196.757963 = -57407.313933 nChanged 3 SP:Iteration 22Q (4626.029289 sec): 3 clusters Score: Raw -59607.804505 + Penalty 2196.757963 = -57411.046542 nChanged 1 SP:Iteration 23Q (4626.078233 sec): 3 clusters Score: Raw -59608.673606 + Penalty 2196.757963 = -57411.915644 nChanged 0 SP:Iteration 24F (4626.127721 sec): 3 clusters Score: Raw -59608.673606 + Penalty 2196.757963 = -57411.915644 nChanged 0 Trying to split cluster 27 (5339 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4626.159987 sec): 2 clusters Score: Raw -448957.753927 + Penalty 1394.703968 = -447563.049959 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4626.214070 sec): 3 clusters Score: Raw -446192.142515 + Penalty 2789.407936 = -443402.734579 nChanged 2163 SP:Iteration 1F (4626.272082 sec): 3 clusters Score: Raw -447283.279380 + Penalty 2789.407936 = -444493.871445 nChanged 343 SP:Iteration 2F (4626.318072 sec): 3 clusters Score: Raw -447473.083599 + Penalty 2789.407936 = -444683.675663 nChanged 288 SP:Iteration 3F (4626.371538 sec): 3 clusters Score: Raw -447616.938975 + Penalty 2789.407936 = -444827.531039 nChanged 250 SP:Iteration 4Q (4626.431098 sec): 3 clusters Score: Raw -447735.864174 + Penalty 2789.407936 = -444946.456238 nChanged 205 SP:Iteration 5Q (4626.490975 sec): 3 clusters Score: Raw -447842.226714 + Penalty 2789.407936 = -445052.818778 nChanged 218 SP:Iteration 6Q (4626.537980 sec): 3 clusters Score: Raw -447955.364825 + Penalty 2789.407936 = -445165.956889 nChanged 201 SP:Iteration 7Q (4626.587977 sec): 3 clusters Score: Raw -448059.054151 + Penalty 2789.407936 = -445269.646215 nChanged 188 SP:Iteration 8Q (4626.635543 sec): 3 clusters Score: Raw -448159.727805 + Penalty 2789.407936 = -445370.319869 nChanged 190 SP:Iteration 9Q (4626.694342 sec): 3 clusters Score: Raw -448265.066931 + Penalty 2789.407936 = -445475.658995 nChanged 189 SP:Iteration 10Q (4626.743230 sec): 3 clusters Score: Raw -448378.418058 + Penalty 2789.407936 = -445589.010122 nChanged 184 SP:Iteration 11Q (4626.808187 sec): 3 clusters Score: Raw -448485.693279 + Penalty 2789.407936 = -445696.285343 nChanged 176 SP:Iteration 12Q (4626.859252 sec): 3 clusters Score: Raw -448598.834053 + Penalty 2789.407936 = -445809.426118 nChanged 165 SP:Iteration 13Q (4626.906329 sec): 3 clusters Score: Raw -448708.369419 + Penalty 2789.407936 = -445918.961483 nChanged 144 SP:Iteration 14Q (4626.954300 sec): 3 clusters Score: Raw -448785.120790 + Penalty 2789.407936 = -445995.712854 nChanged 122 SP:Iteration 15Q (4627.002574 sec): 3 clusters Score: Raw -448850.062581 + Penalty 2789.407936 = -446060.654645 nChanged 96 SP:Iteration 16Q (4627.048430 sec): 3 clusters Score: Raw -448896.992047 + Penalty 2789.407936 = -446107.584111 nChanged 78 SP:Iteration 17Q (4627.100853 sec): 3 clusters Score: Raw -448931.857950 + Penalty 2789.407936 = -446142.450015 nChanged 55 SP:Iteration 18Q (4627.166640 sec): 3 clusters Score: Raw -448954.843391 + Penalty 2789.407936 = -446165.435455 nChanged 55 SP:Iteration 19Q (4627.208970 sec): 3 clusters Score: Raw -448980.128177 + Penalty 2789.407936 = -446190.720241 nChanged 51 SP:Iteration 20F (4627.270432 sec): 3 clusters Score: Raw -449000.019596 + Penalty 2789.407936 = -446210.611660 nChanged 33 SP:Iteration 21Q (4627.330126 sec): 3 clusters Score: Raw -449012.712338 + Penalty 2789.407936 = -446223.304402 nChanged 30 SP:Iteration 22Q (4627.382274 sec): 3 clusters Score: Raw -449025.521651 + Penalty 2789.407936 = -446236.113715 nChanged 34 SP:Iteration 23Q (4627.434754 sec): 3 clusters Score: Raw -449039.157066 + Penalty 2789.407936 = -446249.749131 nChanged 30 SP:Iteration 24Q (4627.494022 sec): 3 clusters Score: Raw -449047.943904 + Penalty 2789.407936 = -446258.535969 nChanged 19 SP:Iteration 25Q (4627.545973 sec): 3 clusters Score: Raw -449056.094757 + Penalty 2789.407936 = -446266.686822 nChanged 19 SP:Iteration 26Q (4627.589909 sec): 3 clusters Score: Raw -449061.236026 + Penalty 2789.407936 = -446271.828090 nChanged 10 SP:Iteration 27Q (4627.648024 sec): 3 clusters Score: Raw -449064.343076 + Penalty 2789.407936 = -446274.935141 nChanged 8 SP:Iteration 28Q (4627.692025 sec): 3 clusters Score: Raw -449066.123850 + Penalty 2789.407936 = -446276.715914 nChanged 5 SP:Iteration 29Q (4627.745992 sec): 3 clusters Score: Raw -449067.715525 + Penalty 2789.407936 = -446278.307589 nChanged 5 SP:Iteration 30Q (4627.806784 sec): 3 clusters Score: Raw -449068.870387 + Penalty 2789.407936 = -446279.462451 nChanged 7 SP:Iteration 31Q (4627.861312 sec): 3 clusters Score: Raw -449071.585703 + Penalty 2789.407936 = -446282.177767 nChanged 13 SP:Iteration 32Q (4627.909327 sec): 3 clusters Score: Raw -449075.368845 + Penalty 2789.407936 = -446285.960909 nChanged 9 SP:Iteration 33Q (4627.967110 sec): 3 clusters Score: Raw -449077.643367 + Penalty 2789.407936 = -446288.235431 nChanged 4 SP:Iteration 34Q (4628.018147 sec): 3 clusters Score: Raw -449078.478242 + Penalty 2789.407936 = -446289.070306 nChanged 5 SP:Iteration 35Q (4628.075911 sec): 3 clusters Score: Raw -449079.819438 + Penalty 2789.407936 = -446290.411502 nChanged 3 SP:Iteration 36Q (4628.115760 sec): 3 clusters Score: Raw -449080.349257 + Penalty 2789.407936 = -446290.941321 nChanged 3 SP:Iteration 37Q (4628.173809 sec): 3 clusters Score: Raw -449081.352637 + Penalty 2789.407936 = -446291.944702 nChanged 4 SP:Iteration 38Q (4628.219707 sec): 3 clusters Score: Raw -449082.658597 + Penalty 2789.407936 = -446293.250661 nChanged 2 SP:Iteration 39Q (4628.271736 sec): 3 clusters Score: Raw -449083.086589 + Penalty 2789.407936 = -446293.678653 nChanged 0 SP:Iteration 40F (4628.337099 sec): 3 clusters Score: Raw -449083.086589 + Penalty 2789.407936 = -446293.678653 nChanged 0 Trying to split cluster 28 (9850 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4628.375055 sec): 2 clusters Score: Raw -770628.643448 + Penalty 1494.224344 = -769134.419103 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4628.440483 sec): 3 clusters Score: Raw -765097.966794 + Penalty 2988.448689 = -762109.518105 nChanged 4218 SP:Iteration 1F (4628.496595 sec): 3 clusters Score: Raw -767403.542904 + Penalty 2988.448689 = -764415.094215 nChanged 628 SP:Iteration 2F (4628.551898 sec): 3 clusters Score: Raw -767715.718985 + Penalty 2988.448689 = -764727.270296 nChanged 515 SP:Iteration 3F (4628.625594 sec): 3 clusters Score: Raw -768003.051623 + Penalty 2988.448689 = -765014.602934 nChanged 572 SP:Iteration 4F (4628.683254 sec): 3 clusters Score: Raw -768398.444733 + Penalty 2988.448689 = -765409.996044 nChanged 617 SP:Iteration 5F (4628.743002 sec): 3 clusters Score: Raw -768867.088349 + Penalty 2988.448689 = -765878.639661 nChanged 683 SP:Iteration 6F (4628.809811 sec): 3 clusters Score: Raw -769440.283321 + Penalty 2988.448689 = -766451.834632 nChanged 689 SP:Iteration 7F (4628.875130 sec): 3 clusters Score: Raw -770010.108530 + Penalty 2988.448689 = -767021.659842 nChanged 594 SP:Iteration 8F (4628.939596 sec): 3 clusters Score: Raw -770445.087106 + Penalty 2988.448689 = -767456.638418 nChanged 416 SP:Iteration 9Q (4629.005408 sec): 3 clusters Score: Raw -770711.618783 + Penalty 2988.448689 = -767723.170094 nChanged 290 SP:Iteration 10Q (4629.057307 sec): 3 clusters Score: Raw -770879.097994 + Penalty 2988.448689 = -767890.649305 nChanged 211 SP:Iteration 11Q (4629.126404 sec): 3 clusters Score: Raw -771002.533071 + Penalty 2988.448689 = -768014.084382 nChanged 157 SP:Iteration 12Q (4629.191222 sec): 3 clusters Score: Raw -771101.545904 + Penalty 2988.448689 = -768113.097215 nChanged 136 SP:Iteration 13Q (4629.248414 sec): 3 clusters Score: Raw -771172.398903 + Penalty 2988.448689 = -768183.950215 nChanged 99 SP:Iteration 14Q (4629.314389 sec): 3 clusters Score: Raw -771215.960250 + Penalty 2988.448689 = -768227.511562 nChanged 88 SP:Iteration 15Q (4629.377264 sec): 3 clusters Score: Raw -771253.375588 + Penalty 2988.448689 = -768264.926899 nChanged 67 SP:Iteration 16Q (4629.435884 sec): 3 clusters Score: Raw -771277.757057 + Penalty 2988.448689 = -768289.308369 nChanged 48 SP:Iteration 17Q (4629.496155 sec): 3 clusters Score: Raw -771294.869692 + Penalty 2988.448689 = -768306.421003 nChanged 46 SP:Iteration 18Q (4629.556859 sec): 3 clusters Score: Raw -771312.030632 + Penalty 2988.448689 = -768323.581943 nChanged 45 SP:Iteration 19Q (4629.621287 sec): 3 clusters Score: Raw -771327.642371 + Penalty 2988.448689 = -768339.193682 nChanged 44 SP:Iteration 20F (4629.674790 sec): 3 clusters Score: Raw -771344.923016 + Penalty 2988.448689 = -768356.474328 nChanged 53 SP:Iteration 21Q (4629.738276 sec): 3 clusters Score: Raw -771365.047186 + Penalty 2988.448689 = -768376.598497 nChanged 45 SP:Iteration 22Q (4629.792023 sec): 3 clusters Score: Raw -771383.231106 + Penalty 2988.448689 = -768394.782418 nChanged 32 SP:Iteration 23Q (4629.855230 sec): 3 clusters Score: Raw -771392.970487 + Penalty 2988.448689 = -768404.521799 nChanged 29 SP:Iteration 24Q (4629.929227 sec): 3 clusters Score: Raw -771400.775091 + Penalty 2988.448689 = -768412.326402 nChanged 20 SP:Iteration 25Q (4629.979465 sec): 3 clusters Score: Raw -771406.111033 + Penalty 2988.448689 = -768417.662344 nChanged 21 SP:Iteration 26Q (4630.052571 sec): 3 clusters Score: Raw -771410.428159 + Penalty 2988.448689 = -768421.979471 nChanged 21 SP:Iteration 27Q (4630.111565 sec): 3 clusters Score: Raw -771414.812947 + Penalty 2988.448689 = -768426.364259 nChanged 11 SP:Iteration 28Q (4630.165944 sec): 3 clusters Score: Raw -771417.495770 + Penalty 2988.448689 = -768429.047082 nChanged 11 SP:Iteration 29Q (4630.230367 sec): 3 clusters Score: Raw -771420.902312 + Penalty 2988.448689 = -768432.453623 nChanged 12 SP:Iteration 30Q (4630.303974 sec): 3 clusters Score: Raw -771422.694487 + Penalty 2988.448689 = -768434.245798 nChanged 6 SP:Iteration 31Q (4630.355655 sec): 3 clusters Score: Raw -771423.561049 + Penalty 2988.448689 = -768435.112360 nChanged 2 SP:Iteration 32Q (4630.419722 sec): 3 clusters Score: Raw -771424.346027 + Penalty 2988.448689 = -768435.897339 nChanged 4 SP:Iteration 33Q (4630.489210 sec): 3 clusters Score: Raw -771425.024828 + Penalty 2988.448689 = -768436.576139 nChanged 5 SP:Iteration 34Q (4630.541009 sec): 3 clusters Score: Raw -771425.800214 + Penalty 2988.448689 = -768437.351525 nChanged 2 SP:Iteration 35Q (4630.614792 sec): 3 clusters Score: Raw -771426.023943 + Penalty 2988.448689 = -768437.575255 nChanged 0 SP:Iteration 36F (4630.660337 sec): 3 clusters Score: Raw -771426.023943 + Penalty 2988.448689 = -768437.575255 nChanged 0 Trying to split cluster 29 (9149 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4630.704031 sec): 2 clusters Score: Raw -674205.926456 + Penalty 1482.227478 = -672723.698978 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4630.760674 sec): 3 clusters Score: Raw -669096.290632 + Penalty 2964.454955 = -666131.835677 nChanged 3917 SP:Iteration 1F (4630.830845 sec): 3 clusters Score: Raw -671478.976470 + Penalty 2964.454955 = -668514.521514 nChanged 714 SP:Iteration 2F (4630.895014 sec): 3 clusters Score: Raw -672001.895019 + Penalty 2964.454955 = -669037.440063 nChanged 664 SP:Iteration 3F (4630.954242 sec): 3 clusters Score: Raw -672481.700352 + Penalty 2964.454955 = -669517.245396 nChanged 590 SP:Iteration 4F (4631.004098 sec): 3 clusters Score: Raw -672907.597370 + Penalty 2964.454955 = -669943.142415 nChanged 548 SP:Iteration 5F (4631.065709 sec): 3 clusters Score: Raw -673361.891780 + Penalty 2964.454955 = -670397.436825 nChanged 541 SP:Iteration 6F (4631.124765 sec): 3 clusters Score: Raw -673790.269207 + Penalty 2964.454955 = -670825.814251 nChanged 463 SP:Iteration 7F (4631.194181 sec): 3 clusters Score: Raw -674128.096319 + Penalty 2964.454955 = -671163.641363 nChanged 359 SP:Iteration 8Q (4631.239177 sec): 3 clusters Score: Raw -674372.388418 + Penalty 2964.454955 = -671407.933463 nChanged 295 SP:Iteration 9Q (4631.297609 sec): 3 clusters Score: Raw -674516.573768 + Penalty 2964.454955 = -671552.118812 nChanged 209 SP:Iteration 10Q (4631.355635 sec): 3 clusters Score: Raw -674618.782365 + Penalty 2964.454955 = -671654.327410 nChanged 172 SP:Iteration 11Q (4631.412881 sec): 3 clusters Score: Raw -674702.247045 + Penalty 2964.454955 = -671737.792090 nChanged 154 SP:Iteration 12Q (4631.478730 sec): 3 clusters Score: Raw -674765.076328 + Penalty 2964.454955 = -671800.621372 nChanged 108 SP:Iteration 13Q (4631.542073 sec): 3 clusters Score: Raw -674807.889968 + Penalty 2964.454955 = -671843.435013 nChanged 89 SP:Iteration 14Q (4631.591312 sec): 3 clusters Score: Raw -674837.822668 + Penalty 2964.454955 = -671873.367713 nChanged 70 SP:Iteration 15Q (4631.661910 sec): 3 clusters Score: Raw -674860.884143 + Penalty 2964.454955 = -671896.429187 nChanged 73 SP:Iteration 16Q (4631.726019 sec): 3 clusters Score: Raw -674881.859469 + Penalty 2964.454955 = -671917.404513 nChanged 57 SP:Iteration 17Q (4631.784384 sec): 3 clusters Score: Raw -674897.614810 + Penalty 2964.454955 = -671933.159855 nChanged 51 SP:Iteration 18Q (4631.834646 sec): 3 clusters Score: Raw -674912.429014 + Penalty 2964.454955 = -671947.974058 nChanged 39 SP:Iteration 19Q (4631.893664 sec): 3 clusters Score: Raw -674921.691513 + Penalty 2964.454955 = -671957.236557 nChanged 31 SP:Iteration 20F (4631.947847 sec): 3 clusters Score: Raw -674929.016973 + Penalty 2964.454955 = -671964.562017 nChanged 34 SP:Iteration 21Q (4632.019673 sec): 3 clusters Score: Raw -674936.878156 + Penalty 2964.454955 = -671972.423201 nChanged 40 SP:Iteration 22Q (4632.083220 sec): 3 clusters Score: Raw -674947.833779 + Penalty 2964.454955 = -671983.378824 nChanged 41 SP:Iteration 23Q (4632.145405 sec): 3 clusters Score: Raw -674960.451794 + Penalty 2964.454955 = -671995.996839 nChanged 54 SP:Iteration 24Q (4632.193917 sec): 3 clusters Score: Raw -674976.371716 + Penalty 2964.454955 = -672011.916760 nChanged 52 SP:Iteration 25Q (4632.265450 sec): 3 clusters Score: Raw -674990.469628 + Penalty 2964.454955 = -672026.014673 nChanged 47 SP:Iteration 26Q (4632.316206 sec): 3 clusters Score: Raw -675004.027209 + Penalty 2964.454955 = -672039.572254 nChanged 48 SP:Iteration 27Q (4632.377803 sec): 3 clusters Score: Raw -675021.533301 + Penalty 2964.454955 = -672057.078346 nChanged 57 SP:Iteration 28Q (4632.438624 sec): 3 clusters Score: Raw -675043.049334 + Penalty 2964.454955 = -672078.594379 nChanged 50 SP:Iteration 29Q (4632.501940 sec): 3 clusters Score: Raw -675058.755963 + Penalty 2964.454955 = -672094.301008 nChanged 46 SP:Iteration 30Q (4632.552487 sec): 3 clusters Score: Raw -675071.392256 + Penalty 2964.454955 = -672106.937301 nChanged 33 SP:Iteration 31Q (4632.615964 sec): 3 clusters Score: Raw -675079.765153 + Penalty 2964.454955 = -672115.310197 nChanged 30 SP:Iteration 32Q (4632.663857 sec): 3 clusters Score: Raw -675087.344143 + Penalty 2964.454955 = -672122.889188 nChanged 31 SP:Iteration 33Q (4632.735016 sec): 3 clusters Score: Raw -675096.747382 + Penalty 2964.454955 = -672132.292426 nChanged 42 SP:Iteration 34Q (4632.793450 sec): 3 clusters Score: Raw -675110.602941 + Penalty 2964.454955 = -672146.147985 nChanged 44 SP:Iteration 35Q (4632.858374 sec): 3 clusters Score: Raw -675126.231819 + Penalty 2964.454955 = -672161.776863 nChanged 35 SP:Iteration 36Q (4632.910301 sec): 3 clusters Score: Raw -675137.312911 + Penalty 2964.454955 = -672172.857956 nChanged 36 SP:Iteration 37Q (4632.968576 sec): 3 clusters Score: Raw -675148.148904 + Penalty 2964.454955 = -672183.693949 nChanged 27 SP:Iteration 38Q (4633.021810 sec): 3 clusters Score: Raw -675155.871810 + Penalty 2964.454955 = -672191.416855 nChanged 19 SP:Iteration 39Q (4633.090871 sec): 3 clusters Score: Raw -675160.896399 + Penalty 2964.454955 = -672196.441444 nChanged 16 SP:Iteration 40F (4633.146538 sec): 3 clusters Score: Raw -675165.918944 + Penalty 2964.454955 = -672201.463989 nChanged 18 SP:Iteration 41Q (4633.218591 sec): 3 clusters Score: Raw -675171.997849 + Penalty 2964.454955 = -672207.542894 nChanged 26 SP:Iteration 42Q (4633.273823 sec): 3 clusters Score: Raw -675182.864527 + Penalty 2964.454955 = -672218.409572 nChanged 32 SP:Iteration 43Q (4633.336758 sec): 3 clusters Score: Raw -675192.079975 + Penalty 2964.454955 = -672227.625019 nChanged 24 SP:Iteration 44Q (4633.397886 sec): 3 clusters Score: Raw -675197.991797 + Penalty 2964.454955 = -672233.536842 nChanged 26 SP:Iteration 45Q (4633.440872 sec): 3 clusters Score: Raw -675205.503386 + Penalty 2964.454955 = -672241.048431 nChanged 19 SP:Iteration 46Q (4633.508252 sec): 3 clusters Score: Raw -675211.283769 + Penalty 2964.454955 = -672246.828813 nChanged 29 SP:Iteration 47Q (4633.569938 sec): 3 clusters Score: Raw -675222.560508 + Penalty 2964.454955 = -672258.105553 nChanged 32 SP:Iteration 48Q (4633.631313 sec): 3 clusters Score: Raw -675236.468294 + Penalty 2964.454955 = -672272.013339 nChanged 38 SP:Iteration 49Q (4633.673463 sec): 3 clusters Score: Raw -675253.675718 + Penalty 2964.454955 = -672289.220762 nChanged 47 SP:Iteration 50Q (4633.743929 sec): 3 clusters Score: Raw -675272.928308 + Penalty 2964.454955 = -672308.473353 nChanged 35 SP:Iteration 51Q (4633.792179 sec): 3 clusters Score: Raw -675286.974153 + Penalty 2964.454955 = -672322.519198 nChanged 21 SP:Iteration 52Q (4633.856427 sec): 3 clusters Score: Raw -675293.421635 + Penalty 2964.454955 = -672328.966679 nChanged 17 SP:Iteration 53Q (4633.915835 sec): 3 clusters Score: Raw -675297.651093 + Penalty 2964.454955 = -672333.196138 nChanged 16 SP:Iteration 54Q (4633.977648 sec): 3 clusters Score: Raw -675301.971438 + Penalty 2964.454955 = -672337.516482 nChanged 10 SP:Iteration 55Q (4634.038706 sec): 3 clusters Score: Raw -675305.220990 + Penalty 2964.454955 = -672340.766034 nChanged 8 SP:Iteration 56Q (4634.097980 sec): 3 clusters Score: Raw -675307.894216 + Penalty 2964.454955 = -672343.439261 nChanged 9 SP:Iteration 57Q (4634.161303 sec): 3 clusters Score: Raw -675311.078034 + Penalty 2964.454955 = -672346.623078 nChanged 11 SP:Iteration 58Q (4634.216529 sec): 3 clusters Score: Raw -675315.954975 + Penalty 2964.454955 = -672351.500020 nChanged 15 SP:Iteration 59Q (4634.269722 sec): 3 clusters Score: Raw -675323.852340 + Penalty 2964.454955 = -672359.397384 nChanged 15 SP:Iteration 60F (4634.334036 sec): 3 clusters Score: Raw -675329.635614 + Penalty 2964.454955 = -672365.180659 nChanged 17 SP:Iteration 61Q (4634.383271 sec): 3 clusters Score: Raw -675336.262985 + Penalty 2964.454955 = -672371.808030 nChanged 21 SP:Iteration 62Q (4634.446999 sec): 3 clusters Score: Raw -675346.056823 + Penalty 2964.454955 = -672381.601867 nChanged 15 SP:Iteration 63Q (4634.507320 sec): 3 clusters Score: Raw -675355.584551 + Penalty 2964.454955 = -672391.129596 nChanged 12 SP:Iteration 64Q (4634.564117 sec): 3 clusters Score: Raw -675364.553836 + Penalty 2964.454955 = -672400.098880 nChanged 15 SP:Iteration 65Q (4634.611174 sec): 3 clusters Score: Raw -675371.513577 + Penalty 2964.454955 = -672407.058621 nChanged 13 SP:Iteration 66Q (4634.669447 sec): 3 clusters Score: Raw -675374.169568 + Penalty 2964.454955 = -672409.714612 nChanged 6 SP:Iteration 67Q (4634.734453 sec): 3 clusters Score: Raw -675377.328762 + Penalty 2964.454955 = -672412.873806 nChanged 8 SP:Iteration 68Q (4634.788718 sec): 3 clusters Score: Raw -675380.382244 + Penalty 2964.454955 = -672415.927289 nChanged 5 SP:Iteration 69Q (4634.850726 sec): 3 clusters Score: Raw -675382.176986 + Penalty 2964.454955 = -672417.722030 nChanged 6 SP:Iteration 70Q (4634.902333 sec): 3 clusters Score: Raw -675387.316238 + Penalty 2964.454955 = -672422.861283 nChanged 10 SP:Iteration 71Q (4634.962769 sec): 3 clusters Score: Raw -675392.899955 + Penalty 2964.454955 = -672428.445000 nChanged 13 SP:Iteration 72Q (4635.019926 sec): 3 clusters Score: Raw -675397.232803 + Penalty 2964.454955 = -672432.777848 nChanged 4 SP:Iteration 73Q (4635.078071 sec): 3 clusters Score: Raw -675398.194375 + Penalty 2964.454955 = -672433.739420 nChanged 5 SP:Iteration 74Q (4635.135378 sec): 3 clusters Score: Raw -675399.959413 + Penalty 2964.454955 = -672435.504457 nChanged 3 SP:Iteration 75Q (4635.198646 sec): 3 clusters Score: Raw -675401.234708 + Penalty 2964.454955 = -672436.779752 nChanged 3 SP:Iteration 76Q (4635.254914 sec): 3 clusters Score: Raw -675402.454344 + Penalty 2964.454955 = -672437.999389 nChanged 3 SP:Iteration 77Q (4635.308143 sec): 3 clusters Score: Raw -675403.118076 + Penalty 2964.454955 = -672438.663120 nChanged 2 SP:Iteration 78Q (4635.365647 sec): 3 clusters Score: Raw -675404.287933 + Penalty 2964.454955 = -672439.832978 nChanged 5 SP:Iteration 79Q (4635.423084 sec): 3 clusters Score: Raw -675408.743053 + Penalty 2964.454955 = -672444.288098 nChanged 9 SP:Iteration 80F (4635.493332 sec): 3 clusters Score: Raw -675412.297438 + Penalty 2964.454955 = -672447.842482 nChanged 9 SP:Iteration 81Q (4635.538306 sec): 3 clusters Score: Raw -675416.422224 + Penalty 2964.454955 = -672451.967268 nChanged 7 SP:Iteration 82Q (4635.595221 sec): 3 clusters Score: Raw -675420.669865 + Penalty 2964.454955 = -672456.214909 nChanged 11 SP:Iteration 83Q (4635.647109 sec): 3 clusters Score: Raw -675425.496013 + Penalty 2964.454955 = -672461.041057 nChanged 10 SP:Iteration 84Q (4635.708792 sec): 3 clusters Score: Raw -675430.035794 + Penalty 2964.454955 = -672465.580839 nChanged 8 SP:Iteration 85Q (4635.758530 sec): 3 clusters Score: Raw -675433.350564 + Penalty 2964.454955 = -672468.895608 nChanged 7 SP:Iteration 86Q (4635.816700 sec): 3 clusters Score: Raw -675438.386784 + Penalty 2964.454955 = -672473.931829 nChanged 12 SP:Iteration 87Q (4635.876417 sec): 3 clusters Score: Raw -675446.835600 + Penalty 2964.454955 = -672482.380644 nChanged 13 SP:Iteration 88Q (4635.927386 sec): 3 clusters Score: Raw -675453.889102 + Penalty 2964.454955 = -672489.434147 nChanged 7 SP:Iteration 89Q (4635.982847 sec): 3 clusters Score: Raw -675459.683104 + Penalty 2964.454955 = -672495.228149 nChanged 10 SP:Iteration 90Q (4636.036407 sec): 3 clusters Score: Raw -675463.605017 + Penalty 2964.454955 = -672499.150062 nChanged 3 SP:Iteration 91Q (4636.093300 sec): 3 clusters Score: Raw -675465.584088 + Penalty 2964.454955 = -672501.129133 nChanged 7 SP:Iteration 92Q (4636.156406 sec): 3 clusters Score: Raw -675469.038775 + Penalty 2964.454955 = -672504.583820 nChanged 11 SP:Iteration 93Q (4636.214033 sec): 3 clusters Score: Raw -675473.932898 + Penalty 2964.454955 = -672509.477943 nChanged 5 SP:Iteration 94Q (4636.276888 sec): 3 clusters Score: Raw -675475.730950 + Penalty 2964.454955 = -672511.275995 nChanged 4 SP:Iteration 95Q (4636.336221 sec): 3 clusters Score: Raw -675476.829603 + Penalty 2964.454955 = -672512.374648 nChanged 1 SP:Iteration 96Q (4636.385366 sec): 3 clusters Score: Raw -675477.164083 + Penalty 2964.454955 = -672512.709127 nChanged 2 SP:Iteration 97Q (4636.452998 sec): 3 clusters Score: Raw -675477.632648 + Penalty 2964.454955 = -672513.177693 nChanged 3 SP:Iteration 98Q (4636.506629 sec): 3 clusters Score: Raw -675479.070245 + Penalty 2964.454955 = -672514.615289 nChanged 6 SP:Iteration 99Q (4636.567932 sec): 3 clusters Score: Raw -675480.963783 + Penalty 2964.454955 = -672516.508828 nChanged 4 SP:Iteration 100F (4636.639007 sec): 3 clusters Score: Raw -675481.814874 + Penalty 2964.454955 = -672517.359918 nChanged 1 SP:Iteration 101Q (4636.697193 sec): 3 clusters Score: Raw -675482.098850 + Penalty 2964.454955 = -672517.643895 nChanged 0 SP:Iteration 102F (4636.758426 sec): 3 clusters Score: Raw -675482.098850 + Penalty 2964.454955 = -672517.643895 nChanged 0 Trying to split cluster 30 (8583 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4636.787214 sec): 2 clusters Score: Raw -674800.646108 + Penalty 1471.850052 = -673328.796056 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4636.853760 sec): 3 clusters Score: Raw -670100.625504 + Penalty 2943.700104 = -667156.925400 nChanged 3640 SP:Iteration 1F (4636.916160 sec): 3 clusters Score: Raw -672352.645585 + Penalty 2943.700104 = -669408.945481 nChanged 731 SP:Iteration 2F (4636.979080 sec): 3 clusters Score: Raw -673060.813011 + Penalty 2943.700104 = -670117.112907 nChanged 732 SP:Iteration 3F (4637.035931 sec): 3 clusters Score: Raw -673847.541027 + Penalty 2943.700104 = -670903.840923 nChanged 662 SP:Iteration 4F (4637.093799 sec): 3 clusters Score: Raw -674534.172136 + Penalty 2943.700104 = -671590.472032 nChanged 563 SP:Iteration 5F (4637.148623 sec): 3 clusters Score: Raw -675090.433601 + Penalty 2943.700104 = -672146.733497 nChanged 465 SP:Iteration 6F (4637.207283 sec): 3 clusters Score: Raw -675508.028927 + Penalty 2943.700104 = -672564.328823 nChanged 363 SP:Iteration 7Q (4637.261246 sec): 3 clusters Score: Raw -675793.341972 + Penalty 2943.700104 = -672849.641868 nChanged 257 SP:Iteration 8Q (4637.321192 sec): 3 clusters Score: Raw -675961.083689 + Penalty 2943.700104 = -673017.383585 nChanged 184 SP:Iteration 9Q (4637.387130 sec): 3 clusters Score: Raw -676067.158496 + Penalty 2943.700104 = -673123.458392 nChanged 123 SP:Iteration 10Q (4637.446709 sec): 3 clusters Score: Raw -676118.654863 + Penalty 2943.700104 = -673174.954759 nChanged 73 SP:Iteration 11Q (4637.503088 sec): 3 clusters Score: Raw -676136.431461 + Penalty 2943.700104 = -673192.731357 nChanged 44 SP:Iteration 12Q (4637.551650 sec): 3 clusters Score: Raw -676143.471618 + Penalty 2943.700104 = -673199.771514 nChanged 24 SP:Iteration 13Q (4637.619236 sec): 3 clusters Score: Raw -676148.231720 + Penalty 2943.700104 = -673204.531616 nChanged 20 SP:Iteration 14Q (4637.677870 sec): 3 clusters Score: Raw -676152.121727 + Penalty 2943.700104 = -673208.421623 nChanged 10 SP:Iteration 15Q (4637.727336 sec): 3 clusters Score: Raw -676153.665876 + Penalty 2943.700104 = -673209.965772 nChanged 5 SP:Iteration 16Q (4637.782935 sec): 3 clusters Score: Raw -676154.507319 + Penalty 2943.700104 = -673210.807215 nChanged 4 SP:Iteration 17Q (4637.845919 sec): 3 clusters Score: Raw -676155.162028 + Penalty 2943.700104 = -673211.461924 nChanged 5 SP:Iteration 18Q (4637.899707 sec): 3 clusters Score: Raw -676155.712010 + Penalty 2943.700104 = -673212.011905 nChanged 0 SP:Iteration 19F (4637.961703 sec): 3 clusters Score: Raw -676155.712010 + Penalty 2943.700104 = -673212.011905 nChanged 0 Trying to split cluster 31 (2641 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4637.996485 sec): 2 clusters Score: Raw -213115.004213 + Penalty 1280.323348 = -211834.680865 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4638.034601 sec): 3 clusters Score: Raw -211898.818346 + Penalty 2560.646696 = -209338.171649 nChanged 985 SP:Iteration 1F (4638.083346 sec): 3 clusters Score: Raw -212585.995727 + Penalty 2560.646696 = -210025.349031 nChanged 266 SP:Iteration 2F (4638.132130 sec): 3 clusters Score: Raw -212849.610523 + Penalty 2560.646696 = -210288.963826 nChanged 202 SP:Iteration 3F (4638.179700 sec): 3 clusters Score: Raw -213033.107269 + Penalty 2560.646696 = -210472.460573 nChanged 157 SP:Iteration 4F (4638.228927 sec): 3 clusters Score: Raw -213181.490093 + Penalty 2560.646696 = -210620.843397 nChanged 132 SP:Iteration 5Q (4638.281494 sec): 3 clusters Score: Raw -213349.733431 + Penalty 2560.646696 = -210789.086734 nChanged 144 SP:Iteration 6F (4638.333170 sec): 3 clusters Score: Raw -213548.055905 + Penalty 2560.646696 = -210987.409208 nChanged 149 SP:Iteration 7F (4638.384745 sec): 3 clusters Score: Raw -213776.738056 + Penalty 2560.646696 = -211216.091359 nChanged 142 SP:Iteration 8F (4638.428915 sec): 3 clusters Score: Raw -214073.411937 + Penalty 2560.646696 = -211512.765240 nChanged 163 SP:Iteration 9F (4638.484835 sec): 3 clusters Score: Raw -214425.237640 + Penalty 2560.646696 = -211864.590943 nChanged 127 SP:Iteration 10Q (4638.537671 sec): 3 clusters Score: Raw -214669.449834 + Penalty 2560.646696 = -212108.803138 nChanged 70 SP:Iteration 11Q (4638.584669 sec): 3 clusters Score: Raw -214796.794207 + Penalty 2560.646696 = -212236.147510 nChanged 55 SP:Iteration 12Q (4638.638002 sec): 3 clusters Score: Raw -214884.945068 + Penalty 2560.646696 = -212324.298371 nChanged 36 SP:Iteration 13Q (4638.682827 sec): 3 clusters Score: Raw -214925.040712 + Penalty 2560.646696 = -212364.394015 nChanged 14 SP:Iteration 14Q (4638.720668 sec): 3 clusters Score: Raw -214934.971404 + Penalty 2560.646696 = -212374.324708 nChanged 11 SP:Iteration 15Q (4638.776219 sec): 3 clusters Score: Raw -214941.852038 + Penalty 2560.646696 = -212381.205342 nChanged 5 SP:Iteration 16Q (4638.826468 sec): 3 clusters Score: Raw -214945.022032 + Penalty 2560.646696 = -212384.375335 nChanged 4 SP:Iteration 17Q (4638.866381 sec): 3 clusters Score: Raw -214945.902560 + Penalty 2560.646696 = -212385.255863 nChanged 0 SP:Iteration 18F (4638.921714 sec): 3 clusters Score: Raw -214945.902560 + Penalty 2560.646696 = -212385.255863 nChanged 0 Score: Raw -49139606.975926 + Penalty 86742.445374 = -49052864.530552 Splitting cluster 31 changes total score from -49053197.246426 to -49052864.530552 So it's not getting split. Trying to split cluster 32 (1511 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4654.563008 sec): 2 clusters Score: Raw -116169.443923 + Penalty 1189.585631 = -114979.858291 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4654.608519 sec): 3 clusters Score: Raw -115604.813675 + Penalty 2379.171263 = -113225.642412 nChanged 493 SP:Iteration 1F (4654.657132 sec): 3 clusters Score: Raw -115999.936941 + Penalty 2379.171263 = -113620.765678 nChanged 123 SP:Iteration 2F (4654.707958 sec): 3 clusters Score: Raw -116118.162081 + Penalty 2379.171263 = -113738.990818 nChanged 84 SP:Iteration 3F (4654.753437 sec): 3 clusters Score: Raw -116217.730073 + Penalty 2379.171263 = -113838.558810 nChanged 74 SP:Iteration 4Q (4654.802359 sec): 3 clusters Score: Raw -116295.851870 + Penalty 2379.171263 = -113916.680608 nChanged 48 SP:Iteration 5Q (4654.848495 sec): 3 clusters Score: Raw -116348.985802 + Penalty 2379.171263 = -113969.814540 nChanged 39 SP:Iteration 6Q (4654.899149 sec): 3 clusters Score: Raw -116408.395245 + Penalty 2379.171263 = -114029.223982 nChanged 39 SP:Iteration 7Q (4654.942967 sec): 3 clusters Score: Raw -116489.313834 + Penalty 2379.171263 = -114110.142572 nChanged 45 SP:Iteration 8Q (4654.985403 sec): 3 clusters Score: Raw -116541.098492 + Penalty 2379.171263 = -114161.927229 nChanged 32 SP:Iteration 9Q (4655.038178 sec): 3 clusters Score: Raw -116572.584538 + Penalty 2379.171263 = -114193.413275 nChanged 23 SP:Iteration 10Q (4655.078500 sec): 3 clusters Score: Raw -116593.236936 + Penalty 2379.171263 = -114214.065673 nChanged 16 SP:Iteration 11Q (4655.113311 sec): 3 clusters Score: Raw -116607.062617 + Penalty 2379.171263 = -114227.891355 nChanged 6 SP:Iteration 12Q (4655.160973 sec): 3 clusters Score: Raw -116612.110716 + Penalty 2379.171263 = -114232.939454 nChanged 5 SP:Iteration 13Q (4655.201434 sec): 3 clusters Score: Raw -116614.579333 + Penalty 2379.171263 = -114235.408070 nChanged 1 SP:Iteration 14Q (4655.250031 sec): 3 clusters Score: Raw -116615.050827 + Penalty 2379.171263 = -114235.879564 nChanged 2 SP:Iteration 15Q (4655.302215 sec): 3 clusters Score: Raw -116617.843437 + Penalty 2379.171263 = -114238.672174 nChanged 3 SP:Iteration 16Q (4655.342346 sec): 3 clusters Score: Raw -116619.833000 + Penalty 2379.171263 = -114240.661737 nChanged 5 SP:Iteration 17Q (4655.392735 sec): 3 clusters Score: Raw -116621.870071 + Penalty 2379.171263 = -114242.698808 nChanged 2 SP:Iteration 18Q (4655.437177 sec): 3 clusters Score: Raw -116623.027814 + Penalty 2379.171263 = -114243.856551 nChanged 0 SP:Iteration 19F (4655.482081 sec): 3 clusters Score: Raw -116623.027814 + Penalty 2379.171263 = -114243.856551 nChanged 0 Trying to split cluster 33 (19040 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4655.538838 sec): 2 clusters Score: Raw -1604483.671302 + Penalty 1601.323313 = -1602882.347989 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4655.619551 sec): 3 clusters Score: Raw -1593155.856751 + Penalty 3202.646625 = -1589953.210126 nChanged 8530 SP:Iteration 1F (4655.697242 sec): 3 clusters Score: Raw -1597902.872477 + Penalty 3202.646625 = -1594700.225852 nChanged 1136 SP:Iteration 2F (4655.763998 sec): 3 clusters Score: Raw -1598470.677916 + Penalty 3202.646625 = -1595268.031291 nChanged 1263 SP:Iteration 3F (4655.843451 sec): 3 clusters Score: Raw -1599236.897523 + Penalty 3202.646625 = -1596034.250897 nChanged 1406 SP:Iteration 4F (4655.924734 sec): 3 clusters Score: Raw -1600219.067370 + Penalty 3202.646625 = -1597016.420745 nChanged 1420 SP:Iteration 5F (4656.006283 sec): 3 clusters Score: Raw -1601227.522180 + Penalty 3202.646625 = -1598024.875555 nChanged 1232 SP:Iteration 6F (4656.070421 sec): 3 clusters Score: Raw -1602042.659369 + Penalty 3202.646625 = -1598840.012744 nChanged 958 SP:Iteration 7F (4656.157597 sec): 3 clusters Score: Raw -1602624.287280 + Penalty 3202.646625 = -1599421.640654 nChanged 700 SP:Iteration 8Q (4656.231357 sec): 3 clusters Score: Raw -1603011.504145 + Penalty 3202.646625 = -1599808.857519 nChanged 550 SP:Iteration 9Q (4656.308688 sec): 3 clusters Score: Raw -1603317.597254 + Penalty 3202.646625 = -1600114.950629 nChanged 452 SP:Iteration 10Q (4656.383104 sec): 3 clusters Score: Raw -1603581.109054 + Penalty 3202.646625 = -1600378.462429 nChanged 357 SP:Iteration 11Q (4656.457417 sec): 3 clusters Score: Raw -1603791.876491 + Penalty 3202.646625 = -1600589.229866 nChanged 306 SP:Iteration 12Q (4656.521743 sec): 3 clusters Score: Raw -1603994.151399 + Penalty 3202.646625 = -1600791.504774 nChanged 274 SP:Iteration 13Q (4656.602098 sec): 3 clusters Score: Raw -1604196.264215 + Penalty 3202.646625 = -1600993.617589 nChanged 229 SP:Iteration 14Q (4656.676705 sec): 3 clusters Score: Raw -1604362.238336 + Penalty 3202.646625 = -1601159.591710 nChanged 203 SP:Iteration 15Q (4656.753596 sec): 3 clusters Score: Raw -1604494.229303 + Penalty 3202.646625 = -1601291.582677 nChanged 163 SP:Iteration 16Q (4656.827201 sec): 3 clusters Score: Raw -1604581.672652 + Penalty 3202.646625 = -1601379.026027 nChanged 129 SP:Iteration 17Q (4656.902590 sec): 3 clusters Score: Raw -1604644.373854 + Penalty 3202.646625 = -1601441.727229 nChanged 87 SP:Iteration 18Q (4656.978294 sec): 3 clusters Score: Raw -1604682.718732 + Penalty 3202.646625 = -1601480.072107 nChanged 73 SP:Iteration 19Q (4657.052492 sec): 3 clusters Score: Raw -1604711.298187 + Penalty 3202.646625 = -1601508.651562 nChanged 60 SP:Iteration 20F (4657.124333 sec): 3 clusters Score: Raw -1604735.499400 + Penalty 3202.646625 = -1601532.852774 nChanged 56 SP:Iteration 21Q (4657.187278 sec): 3 clusters Score: Raw -1604758.965949 + Penalty 3202.646625 = -1601556.319324 nChanged 50 SP:Iteration 22Q (4657.262055 sec): 3 clusters Score: Raw -1604775.925167 + Penalty 3202.646625 = -1601573.278542 nChanged 42 SP:Iteration 23Q (4657.335440 sec): 3 clusters Score: Raw -1604786.687333 + Penalty 3202.646625 = -1601584.040708 nChanged 33 SP:Iteration 24Q (4657.418258 sec): 3 clusters Score: Raw -1604797.387317 + Penalty 3202.646625 = -1601594.740692 nChanged 30 SP:Iteration 25Q (4657.493171 sec): 3 clusters Score: Raw -1604806.450965 + Penalty 3202.646625 = -1601603.804340 nChanged 25 SP:Iteration 26Q (4657.565087 sec): 3 clusters Score: Raw -1604813.734658 + Penalty 3202.646625 = -1601611.088033 nChanged 31 SP:Iteration 27Q (4657.624311 sec): 3 clusters Score: Raw -1604822.252700 + Penalty 3202.646625 = -1601619.606075 nChanged 24 SP:Iteration 28Q (4657.707491 sec): 3 clusters Score: Raw -1604828.008571 + Penalty 3202.646625 = -1601625.361945 nChanged 17 SP:Iteration 29Q (4657.770456 sec): 3 clusters Score: Raw -1604832.261192 + Penalty 3202.646625 = -1601629.614567 nChanged 21 SP:Iteration 30Q (4657.839757 sec): 3 clusters Score: Raw -1604837.274137 + Penalty 3202.646625 = -1601634.627512 nChanged 19 SP:Iteration 31Q (4657.908483 sec): 3 clusters Score: Raw -1604842.154789 + Penalty 3202.646625 = -1601639.508164 nChanged 15 SP:Iteration 32Q (4657.985139 sec): 3 clusters Score: Raw -1604845.905415 + Penalty 3202.646625 = -1601643.258790 nChanged 12 SP:Iteration 33Q (4658.056765 sec): 3 clusters Score: Raw -1604847.821823 + Penalty 3202.646625 = -1601645.175198 nChanged 9 SP:Iteration 34Q (4658.116714 sec): 3 clusters Score: Raw -1604849.461868 + Penalty 3202.646625 = -1601646.815243 nChanged 6 SP:Iteration 35Q (4658.197434 sec): 3 clusters Score: Raw -1604850.323535 + Penalty 3202.646625 = -1601647.676910 nChanged 7 SP:Iteration 36Q (4658.266293 sec): 3 clusters Score: Raw -1604851.228587 + Penalty 3202.646625 = -1601648.581962 nChanged 5 SP:Iteration 37Q (4658.338937 sec): 3 clusters Score: Raw -1604851.993945 + Penalty 3202.646625 = -1601649.347320 nChanged 4 SP:Iteration 38Q (4658.409527 sec): 3 clusters Score: Raw -1604852.617856 + Penalty 3202.646625 = -1601649.971231 nChanged 5 SP:Iteration 39Q (4658.473023 sec): 3 clusters Score: Raw -1604853.336144 + Penalty 3202.646625 = -1601650.689519 nChanged 7 SP:Iteration 40F (4658.559488 sec): 3 clusters Score: Raw -1604855.323794 + Penalty 3202.646625 = -1601652.677169 nChanged 10 SP:Iteration 41Q (4658.636245 sec): 3 clusters Score: Raw -1604858.464119 + Penalty 3202.646625 = -1601655.817494 nChanged 20 SP:Iteration 42Q (4658.701190 sec): 3 clusters Score: Raw -1604863.582728 + Penalty 3202.646625 = -1601660.936102 nChanged 13 SP:Iteration 43Q (4658.773895 sec): 3 clusters Score: Raw -1604867.032930 + Penalty 3202.646625 = -1601664.386305 nChanged 11 SP:Iteration 44Q (4658.850778 sec): 3 clusters Score: Raw -1604869.357598 + Penalty 3202.646625 = -1601666.710973 nChanged 10 SP:Iteration 45Q (4658.913986 sec): 3 clusters Score: Raw -1604870.993423 + Penalty 3202.646625 = -1601668.346797 nChanged 8 SP:Iteration 46Q (4658.996444 sec): 3 clusters Score: Raw -1604872.009501 + Penalty 3202.646625 = -1601669.362876 nChanged 5 SP:Iteration 47Q (4659.069724 sec): 3 clusters Score: Raw -1604872.567990 + Penalty 3202.646625 = -1601669.921365 nChanged 4 SP:Iteration 48Q (4659.144187 sec): 3 clusters Score: Raw -1604873.140179 + Penalty 3202.646625 = -1601670.493554 nChanged 5 SP:Iteration 49Q (4659.216072 sec): 3 clusters Score: Raw -1604873.727221 + Penalty 3202.646625 = -1601671.080595 nChanged 2 SP:Iteration 50Q (4659.292644 sec): 3 clusters Score: Raw -1604874.367821 + Penalty 3202.646625 = -1601671.721196 nChanged 2 SP:Iteration 51Q (4659.364616 sec): 3 clusters Score: Raw -1604874.637812 + Penalty 3202.646625 = -1601671.991187 nChanged 1 SP:Iteration 52Q (4659.420795 sec): 3 clusters Score: Raw -1604874.769218 + Penalty 3202.646625 = -1601672.122593 nChanged 0 SP:Iteration 53F (4659.507178 sec): 3 clusters Score: Raw -1604874.769218 + Penalty 3202.646625 = -1601672.122593 nChanged 0 Trying to split cluster 34 (4148 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4659.536171 sec): 2 clusters Score: Raw -299800.794093 + Penalty 1353.687005 = -298447.107088 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4659.589265 sec): 3 clusters Score: Raw -297708.841598 + Penalty 2707.374010 = -295001.467588 nChanged 1650 SP:Iteration 1F (4659.636298 sec): 3 clusters Score: Raw -298702.875504 + Penalty 2707.374010 = -295995.501494 nChanged 358 SP:Iteration 2F (4659.689998 sec): 3 clusters Score: Raw -298963.545864 + Penalty 2707.374010 = -296256.171854 nChanged 287 SP:Iteration 3F (4659.746590 sec): 3 clusters Score: Raw -299164.090878 + Penalty 2707.374010 = -296456.716868 nChanged 236 SP:Iteration 4F (4659.788592 sec): 3 clusters Score: Raw -299323.607019 + Penalty 2707.374010 = -296616.233009 nChanged 189 SP:Iteration 5Q (4659.812866 sec): 3 clusters Score: Raw -299454.352969 + Penalty 2707.374010 = -296746.978959 nChanged 175 SP:Iteration 6Q (4659.870237 sec): 3 clusters Score: Raw -299562.771675 + Penalty 2707.374010 = -296855.397665 nChanged 139 SP:Iteration 7Q (4659.937022 sec): 3 clusters Score: Raw -299643.847241 + Penalty 2707.374010 = -296936.473231 nChanged 113 SP:Iteration 8Q (4659.988704 sec): 3 clusters Score: Raw -299710.907209 + Penalty 2707.374010 = -297003.533199 nChanged 121 SP:Iteration 9Q (4660.034526 sec): 3 clusters Score: Raw -299775.874506 + Penalty 2707.374010 = -297068.500496 nChanged 91 SP:Iteration 10Q (4660.095804 sec): 3 clusters Score: Raw -299820.199388 + Penalty 2707.374010 = -297112.825378 nChanged 68 SP:Iteration 11Q (4660.143811 sec): 3 clusters Score: Raw -299850.953175 + Penalty 2707.374010 = -297143.579165 nChanged 57 SP:Iteration 12Q (4660.200870 sec): 3 clusters Score: Raw -299874.179396 + Penalty 2707.374010 = -297166.805386 nChanged 43 SP:Iteration 13Q (4660.255167 sec): 3 clusters Score: Raw -299889.503992 + Penalty 2707.374010 = -297182.129982 nChanged 34 SP:Iteration 14Q (4660.312677 sec): 3 clusters Score: Raw -299900.548616 + Penalty 2707.374010 = -297193.174606 nChanged 26 SP:Iteration 15Q (4660.369912 sec): 3 clusters Score: Raw -299908.647044 + Penalty 2707.374010 = -297201.273034 nChanged 21 SP:Iteration 16Q (4660.422512 sec): 3 clusters Score: Raw -299914.246415 + Penalty 2707.374010 = -297206.872405 nChanged 15 SP:Iteration 17Q (4660.472412 sec): 3 clusters Score: Raw -299919.852551 + Penalty 2707.374010 = -297212.478540 nChanged 17 SP:Iteration 18Q (4660.527719 sec): 3 clusters Score: Raw -299924.757927 + Penalty 2707.374010 = -297217.383917 nChanged 15 SP:Iteration 19Q (4660.579682 sec): 3 clusters Score: Raw -299929.517244 + Penalty 2707.374010 = -297222.143233 nChanged 17 SP:Iteration 20F (4660.636894 sec): 3 clusters Score: Raw -299934.670977 + Penalty 2707.374010 = -297227.296967 nChanged 15 SP:Iteration 21Q (4660.681868 sec): 3 clusters Score: Raw -299938.073961 + Penalty 2707.374010 = -297230.699951 nChanged 9 SP:Iteration 22Q (4660.743597 sec): 3 clusters Score: Raw -299940.147548 + Penalty 2707.374010 = -297232.773538 nChanged 11 SP:Iteration 23Q (4660.793888 sec): 3 clusters Score: Raw -299944.139595 + Penalty 2707.374010 = -297236.765585 nChanged 17 SP:Iteration 24Q (4660.853805 sec): 3 clusters Score: Raw -299948.796028 + Penalty 2707.374010 = -297241.422018 nChanged 13 SP:Iteration 25Q (4660.897895 sec): 3 clusters Score: Raw -299952.789790 + Penalty 2707.374010 = -297245.415780 nChanged 15 SP:Iteration 26Q (4660.953197 sec): 3 clusters Score: Raw -299957.403819 + Penalty 2707.374010 = -297250.029809 nChanged 9 SP:Iteration 27Q (4661.021102 sec): 3 clusters Score: Raw -299960.176634 + Penalty 2707.374010 = -297252.802624 nChanged 10 SP:Iteration 28Q (4661.078314 sec): 3 clusters Score: Raw -299963.432569 + Penalty 2707.374010 = -297256.058559 nChanged 11 SP:Iteration 29Q (4661.124049 sec): 3 clusters Score: Raw -299967.021102 + Penalty 2707.374010 = -297259.647092 nChanged 6 SP:Iteration 30Q (4661.181489 sec): 3 clusters Score: Raw -299968.001913 + Penalty 2707.374010 = -297260.627903 nChanged 8 SP:Iteration 31Q (4661.238510 sec): 3 clusters Score: Raw -299969.915026 + Penalty 2707.374010 = -297262.541015 nChanged 6 SP:Iteration 32Q (4661.288701 sec): 3 clusters Score: Raw -299971.606479 + Penalty 2707.374010 = -297264.232469 nChanged 9 SP:Iteration 33Q (4661.343699 sec): 3 clusters Score: Raw -299973.764677 + Penalty 2707.374010 = -297266.390667 nChanged 8 SP:Iteration 34Q (4661.397264 sec): 3 clusters Score: Raw -299975.810711 + Penalty 2707.374010 = -297268.436701 nChanged 8 SP:Iteration 35Q (4661.452806 sec): 3 clusters Score: Raw -299977.675055 + Penalty 2707.374010 = -297270.301045 nChanged 7 SP:Iteration 36Q (4661.507630 sec): 3 clusters Score: Raw -299979.578181 + Penalty 2707.374010 = -297272.204171 nChanged 9 SP:Iteration 37Q (4661.558632 sec): 3 clusters Score: Raw -299982.939691 + Penalty 2707.374010 = -297275.565681 nChanged 11 SP:Iteration 38Q (4661.608407 sec): 3 clusters Score: Raw -299986.052593 + Penalty 2707.374010 = -297278.678582 nChanged 9 SP:Iteration 39Q (4661.661910 sec): 3 clusters Score: Raw -299988.421479 + Penalty 2707.374010 = -297281.047469 nChanged 6 SP:Iteration 40F (4661.715886 sec): 3 clusters Score: Raw -299989.862039 + Penalty 2707.374010 = -297282.488029 nChanged 5 SP:Iteration 41Q (4661.770467 sec): 3 clusters Score: Raw -299991.472486 + Penalty 2707.374010 = -297284.098475 nChanged 9 SP:Iteration 42Q (4661.827720 sec): 3 clusters Score: Raw -299994.865136 + Penalty 2707.374010 = -297287.491126 nChanged 6 SP:Iteration 43Q (4661.873995 sec): 3 clusters Score: Raw -299995.858362 + Penalty 2707.374010 = -297288.484352 nChanged 4 SP:Iteration 44Q (4661.936922 sec): 3 clusters Score: Raw -299996.831566 + Penalty 2707.374010 = -297289.457556 nChanged 5 SP:Iteration 45Q (4661.988178 sec): 3 clusters Score: Raw -299998.338989 + Penalty 2707.374010 = -297290.964979 nChanged 3 SP:Iteration 46Q (4662.041762 sec): 3 clusters Score: Raw -299999.170464 + Penalty 2707.374010 = -297291.796454 nChanged 1 SP:Iteration 47Q (4662.087325 sec): 3 clusters Score: Raw -299999.246021 + Penalty 2707.374010 = -297291.872011 nChanged 0 SP:Iteration 48F (4662.135416 sec): 3 clusters Score: Raw -299999.246021 + Penalty 2707.374010 = -297291.872011 nChanged 0 Trying to split cluster 35 (3030 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4662.167183 sec): 2 clusters Score: Raw -235087.672327 + Penalty 1302.651659 = -233785.020669 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4662.205069 sec): 3 clusters Score: Raw -233703.042197 + Penalty 2605.303317 = -231097.738880 nChanged 1199 SP:Iteration 1F (4662.256517 sec): 3 clusters Score: Raw -234779.016560 + Penalty 2605.303317 = -232173.713243 nChanged 354 SP:Iteration 2F (4662.305479 sec): 3 clusters Score: Raw -235263.492761 + Penalty 2605.303317 = -232658.189444 nChanged 278 SP:Iteration 3F (4662.355533 sec): 3 clusters Score: Raw -235627.451210 + Penalty 2605.303317 = -233022.147893 nChanged 205 SP:Iteration 4F (4662.392136 sec): 3 clusters Score: Raw -235902.065298 + Penalty 2605.303317 = -233296.761981 nChanged 132 SP:Iteration 5Q (4662.449897 sec): 3 clusters Score: Raw -236039.912592 + Penalty 2605.303317 = -233434.609275 nChanged 81 SP:Iteration 6Q (4662.496088 sec): 3 clusters Score: Raw -236125.105124 + Penalty 2605.303317 = -233519.801807 nChanged 68 SP:Iteration 7Q (4662.540863 sec): 3 clusters Score: Raw -236198.628871 + Penalty 2605.303317 = -233593.325554 nChanged 52 SP:Iteration 8Q (4662.589446 sec): 3 clusters Score: Raw -236268.192162 + Penalty 2605.303317 = -233662.888845 nChanged 64 SP:Iteration 9Q (4662.635448 sec): 3 clusters Score: Raw -236358.321555 + Penalty 2605.303317 = -233753.018238 nChanged 58 SP:Iteration 10Q (4662.688312 sec): 3 clusters Score: Raw -236461.731599 + Penalty 2605.303317 = -233856.428282 nChanged 49 SP:Iteration 11Q (4662.738624 sec): 3 clusters Score: Raw -236540.018281 + Penalty 2605.303317 = -233934.714964 nChanged 41 SP:Iteration 12Q (4662.781157 sec): 3 clusters Score: Raw -236590.053120 + Penalty 2605.303317 = -233984.749803 nChanged 38 SP:Iteration 13Q (4662.830791 sec): 3 clusters Score: Raw -236628.671947 + Penalty 2605.303317 = -234023.368630 nChanged 37 SP:Iteration 14Q (4662.890612 sec): 3 clusters Score: Raw -236663.766272 + Penalty 2605.303317 = -234058.462955 nChanged 32 SP:Iteration 15Q (4662.935177 sec): 3 clusters Score: Raw -236694.347758 + Penalty 2605.303317 = -234089.044441 nChanged 37 SP:Iteration 16Q (4662.973648 sec): 3 clusters Score: Raw -236740.590845 + Penalty 2605.303317 = -234135.287528 nChanged 35 SP:Iteration 17Q (4663.019226 sec): 3 clusters Score: Raw -236780.301100 + Penalty 2605.303317 = -234174.997783 nChanged 39 SP:Iteration 18Q (4663.079519 sec): 3 clusters Score: Raw -236827.868303 + Penalty 2605.303317 = -234222.564986 nChanged 30 SP:Iteration 19Q (4663.130577 sec): 3 clusters Score: Raw -236853.941650 + Penalty 2605.303317 = -234248.638333 nChanged 21 SP:Iteration 20F (4663.172603 sec): 3 clusters Score: Raw -236864.125417 + Penalty 2605.303317 = -234258.822100 nChanged 12 SP:Iteration 21Q (4663.235877 sec): 3 clusters Score: Raw -236868.491861 + Penalty 2605.303317 = -234263.188544 nChanged 7 SP:Iteration 22Q (4663.288796 sec): 3 clusters Score: Raw -236870.189473 + Penalty 2605.303317 = -234264.886156 nChanged 3 SP:Iteration 23Q (4663.335427 sec): 3 clusters Score: Raw -236871.534017 + Penalty 2605.303317 = -234266.230700 nChanged 0 SP:Iteration 24F (4663.388489 sec): 3 clusters Score: Raw -236871.534017 + Penalty 2605.303317 = -234266.230700 nChanged 0 Score: Raw -49139559.939269 + Penalty 86742.445374 = -49052817.493895 Splitting cluster 35 changes total score from -49053197.246426 to -49052817.493895 So it's not getting split. Trying to split cluster 36 (1127 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4679.639611 sec): 2 clusters Score: Raw -84267.431916 + Penalty 1141.938609 = -83125.493308 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4679.687184 sec): 3 clusters Score: Raw -83894.313521 + Penalty 2283.877217 = -81610.436304 nChanged 367 SP:Iteration 1F (4679.727939 sec): 3 clusters Score: Raw -84233.637222 + Penalty 2283.877217 = -81949.760005 nChanged 89 SP:Iteration 2F (4679.787108 sec): 3 clusters Score: Raw -84327.297481 + Penalty 2283.877217 = -82043.420264 nChanged 40 SP:Iteration 3Q (4679.832992 sec): 3 clusters Score: Raw -84371.605235 + Penalty 2283.877217 = -82087.728018 nChanged 35 SP:Iteration 4Q (4679.874692 sec): 3 clusters Score: Raw -84411.166180 + Penalty 2283.877217 = -82127.288963 nChanged 22 SP:Iteration 5Q (4679.927109 sec): 3 clusters Score: Raw -84431.963177 + Penalty 2283.877217 = -82148.085959 nChanged 22 SP:Iteration 6Q (4679.969493 sec): 3 clusters Score: Raw -84462.083917 + Penalty 2283.877217 = -82178.206700 nChanged 19 SP:Iteration 7Q (4680.018714 sec): 3 clusters Score: Raw -84478.246089 + Penalty 2283.877217 = -82194.368872 nChanged 16 SP:Iteration 8Q (4680.060890 sec): 3 clusters Score: Raw -84492.978870 + Penalty 2283.877217 = -82209.101653 nChanged 17 SP:Iteration 9Q (4680.102239 sec): 3 clusters Score: Raw -84515.234075 + Penalty 2283.877217 = -82231.356858 nChanged 19 SP:Iteration 10Q (4680.150213 sec): 3 clusters Score: Raw -84540.908758 + Penalty 2283.877217 = -82257.031541 nChanged 24 SP:Iteration 11Q (4680.194866 sec): 3 clusters Score: Raw -84577.458877 + Penalty 2283.877217 = -82293.581660 nChanged 16 SP:Iteration 12Q (4680.242948 sec): 3 clusters Score: Raw -84593.211868 + Penalty 2283.877217 = -82309.334651 nChanged 14 SP:Iteration 13Q (4680.287045 sec): 3 clusters Score: Raw -84614.484458 + Penalty 2283.877217 = -82330.607241 nChanged 12 SP:Iteration 14Q (4680.332848 sec): 3 clusters Score: Raw -84628.453576 + Penalty 2283.877217 = -82344.576359 nChanged 14 SP:Iteration 15Q (4680.385825 sec): 3 clusters Score: Raw -84640.423351 + Penalty 2283.877217 = -82356.546134 nChanged 13 SP:Iteration 16Q (4680.426366 sec): 3 clusters Score: Raw -84655.755278 + Penalty 2283.877217 = -82371.878061 nChanged 11 SP:Iteration 17Q (4680.479096 sec): 3 clusters Score: Raw -84665.596275 + Penalty 2283.877217 = -82381.719058 nChanged 12 SP:Iteration 18Q (4680.521711 sec): 3 clusters Score: Raw -84678.634695 + Penalty 2283.877217 = -82394.757478 nChanged 12 SP:Iteration 19Q (4680.571286 sec): 3 clusters Score: Raw -84697.482652 + Penalty 2283.877217 = -82413.605435 nChanged 14 SP:Iteration 20F (4680.614245 sec): 3 clusters Score: Raw -84719.928007 + Penalty 2283.877217 = -82436.050790 nChanged 8 SP:Iteration 21Q (4680.663632 sec): 3 clusters Score: Raw -84735.201245 + Penalty 2283.877217 = -82451.324028 nChanged 10 SP:Iteration 22Q (4680.711306 sec): 3 clusters Score: Raw -84747.278265 + Penalty 2283.877217 = -82463.401048 nChanged 11 SP:Iteration 23Q (4680.760378 sec): 3 clusters Score: Raw -84760.638445 + Penalty 2283.877217 = -82476.761228 nChanged 11 SP:Iteration 24Q (4680.799842 sec): 3 clusters Score: Raw -84777.985103 + Penalty 2283.877217 = -82494.107886 nChanged 14 SP:Iteration 25Q (4680.850069 sec): 3 clusters Score: Raw -84797.772983 + Penalty 2283.877217 = -82513.895766 nChanged 10 SP:Iteration 26Q (4680.879977 sec): 3 clusters Score: Raw -84810.499742 + Penalty 2283.877217 = -82526.622525 nChanged 11 SP:Iteration 27Q (4680.929986 sec): 3 clusters Score: Raw -84838.129770 + Penalty 2283.877217 = -82554.252553 nChanged 15 SP:Iteration 28Q (4680.969402 sec): 3 clusters Score: Raw -84874.860205 + Penalty 2283.877217 = -82590.982988 nChanged 15 SP:Iteration 29Q (4681.019487 sec): 3 clusters Score: Raw -84911.516938 + Penalty 2283.877217 = -82627.639721 nChanged 11 SP:Iteration 30Q (4681.070090 sec): 3 clusters Score: Raw -84938.029605 + Penalty 2283.877217 = -82654.152388 nChanged 15 SP:Iteration 31Q (4681.114902 sec): 3 clusters Score: Raw -84954.866403 + Penalty 2283.877217 = -82670.989186 nChanged 5 SP:Iteration 32Q (4681.157435 sec): 3 clusters Score: Raw -84959.895390 + Penalty 2283.877217 = -82676.018173 nChanged 4 SP:Iteration 33Q (4681.199208 sec): 3 clusters Score: Raw -84962.516937 + Penalty 2283.877217 = -82678.639720 nChanged 2 SP:Iteration 34Q (4681.245289 sec): 3 clusters Score: Raw -84964.238349 + Penalty 2283.877217 = -82680.361132 nChanged 3 SP:Iteration 35Q (4681.290113 sec): 3 clusters Score: Raw -84970.455507 + Penalty 2283.877217 = -82686.578290 nChanged 3 SP:Iteration 36Q (4681.330416 sec): 3 clusters Score: Raw -84973.108994 + Penalty 2283.877217 = -82689.231777 nChanged 0 SP:Iteration 37F (4681.384523 sec): 3 clusters Score: Raw -84973.108994 + Penalty 2283.877217 = -82689.231777 nChanged 0 Trying to split cluster 37 (6354 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4681.406067 sec): 2 clusters Score: Raw -515522.821457 + Penalty 1422.986470 = -514099.834987 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4681.473154 sec): 3 clusters Score: Raw -512074.322690 + Penalty 2845.972940 = -509228.349750 nChanged 2642 SP:Iteration 1F (4681.518924 sec): 3 clusters Score: Raw -513486.868822 + Penalty 2845.972940 = -510640.895883 nChanged 487 SP:Iteration 2F (4681.569899 sec): 3 clusters Score: Raw -513774.550139 + Penalty 2845.972940 = -510928.577199 nChanged 429 SP:Iteration 3F (4681.617832 sec): 3 clusters Score: Raw -514050.681332 + Penalty 2845.972940 = -511204.708393 nChanged 388 SP:Iteration 4F (4681.681838 sec): 3 clusters Score: Raw -514333.745183 + Penalty 2845.972940 = -511487.772243 nChanged 384 SP:Iteration 5F (4681.731070 sec): 3 clusters Score: Raw -514605.900902 + Penalty 2845.972940 = -511759.927962 nChanged 374 SP:Iteration 6F (4681.776653 sec): 3 clusters Score: Raw -514891.965522 + Penalty 2845.972940 = -512045.992582 nChanged 321 SP:Iteration 7F (4681.829523 sec): 3 clusters Score: Raw -515157.369958 + Penalty 2845.972940 = -512311.397018 nChanged 270 SP:Iteration 8Q (4681.878534 sec): 3 clusters Score: Raw -515384.192185 + Penalty 2845.972940 = -512538.219245 nChanged 237 SP:Iteration 9Q (4681.930918 sec): 3 clusters Score: Raw -515584.865565 + Penalty 2845.972940 = -512738.892625 nChanged 184 SP:Iteration 10Q (4681.985723 sec): 3 clusters Score: Raw -515725.180787 + Penalty 2845.972940 = -512879.207847 nChanged 128 SP:Iteration 11Q (4682.039132 sec): 3 clusters Score: Raw -515817.771750 + Penalty 2845.972940 = -512971.798810 nChanged 93 SP:Iteration 12Q (4682.093957 sec): 3 clusters Score: Raw -515877.719406 + Penalty 2845.972940 = -513031.746466 nChanged 81 SP:Iteration 13Q (4682.139660 sec): 3 clusters Score: Raw -515942.558947 + Penalty 2845.972940 = -513096.586007 nChanged 74 SP:Iteration 14Q (4682.205053 sec): 3 clusters Score: Raw -515996.740587 + Penalty 2845.972940 = -513150.767648 nChanged 53 SP:Iteration 15Q (4682.247619 sec): 3 clusters Score: Raw -516030.478304 + Penalty 2845.972940 = -513184.505364 nChanged 52 SP:Iteration 16Q (4682.293074 sec): 3 clusters Score: Raw -516055.999887 + Penalty 2845.972940 = -513210.026947 nChanged 37 SP:Iteration 17Q (4682.340742 sec): 3 clusters Score: Raw -516074.101953 + Penalty 2845.972940 = -513228.129013 nChanged 29 SP:Iteration 18Q (4682.393855 sec): 3 clusters Score: Raw -516082.753586 + Penalty 2845.972940 = -513236.780646 nChanged 14 SP:Iteration 19Q (4682.436914 sec): 3 clusters Score: Raw -516088.413411 + Penalty 2845.972940 = -513242.440471 nChanged 8 SP:Iteration 20F (4682.487854 sec): 3 clusters Score: Raw -516089.782415 + Penalty 2845.972940 = -513243.809475 nChanged 3 SP:Iteration 21Q (4682.547191 sec): 3 clusters Score: Raw -516090.352246 + Penalty 2845.972940 = -513244.379306 nChanged 2 SP:Iteration 22Q (4682.602883 sec): 3 clusters Score: Raw -516090.629041 + Penalty 2845.972940 = -513244.656101 nChanged 1 SP:Iteration 23Q (4682.657186 sec): 3 clusters Score: Raw -516090.825015 + Penalty 2845.972940 = -513244.852075 nChanged 1 SP:Iteration 24Q (4682.702738 sec): 3 clusters Score: Raw -516091.146546 + Penalty 2845.972940 = -513245.173606 nChanged 1 SP:Iteration 25Q (4682.759529 sec): 3 clusters Score: Raw -516091.439962 + Penalty 2845.972940 = -513245.467023 nChanged 1 SP:Iteration 26Q (4682.822034 sec): 3 clusters Score: Raw -516091.587076 + Penalty 2845.972940 = -513245.614136 nChanged 2 SP:Iteration 27Q (4682.877643 sec): 3 clusters Score: Raw -516092.050007 + Penalty 2845.972940 = -513246.077067 nChanged 0 SP:Iteration 28F (4682.934202 sec): 3 clusters Score: Raw -516092.050007 + Penalty 2845.972940 = -513246.077067 nChanged 0 Trying to split cluster 38 (37447 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4683.007621 sec): 2 clusters Score: Raw -3130521.723100 + Penalty 1711.235805 = -3128810.487295 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4683.113607 sec): 3 clusters Score: Raw -3107233.500519 + Penalty 3422.471611 = -3103811.028908 nChanged 17309 SP:Iteration 1F (4683.229232 sec): 3 clusters Score: Raw -3116985.221239 + Penalty 3422.471611 = -3113562.749629 nChanged 1463 SP:Iteration 2Q (4683.337628 sec): 3 clusters Score: Raw -3117387.585047 + Penalty 3422.471611 = -3113965.113436 nChanged 1357 SP:Iteration 3Q (4683.444389 sec): 3 clusters Score: Raw -3117768.662729 + Penalty 3422.471611 = -3114346.191118 nChanged 1327 SP:Iteration 4Q (4683.561839 sec): 3 clusters Score: Raw -3118199.457405 + Penalty 3422.471611 = -3114776.985795 nChanged 1425 SP:Iteration 5Q (4683.674688 sec): 3 clusters Score: Raw -3118775.117237 + Penalty 3422.471611 = -3115352.645626 nChanged 1682 SP:Iteration 6Q (4683.788378 sec): 3 clusters Score: Raw -3119590.606974 + Penalty 3422.471611 = -3116168.135364 nChanged 1962 SP:Iteration 7F (4683.895303 sec): 3 clusters Score: Raw -3120733.919295 + Penalty 3422.471611 = -3117311.447685 nChanged 2312 SP:Iteration 8F (4684.011850 sec): 3 clusters Score: Raw -3122357.668466 + Penalty 3422.471611 = -3118935.196855 nChanged 2561 SP:Iteration 9F (4684.108995 sec): 3 clusters Score: Raw -3124400.183980 + Penalty 3422.471611 = -3120977.712369 nChanged 2472 SP:Iteration 10F (4684.216301 sec): 3 clusters Score: Raw -3126492.177589 + Penalty 3422.471611 = -3123069.705978 nChanged 2034 SP:Iteration 11F (4684.325652 sec): 3 clusters Score: Raw -3128300.013379 + Penalty 3422.471611 = -3124877.541768 nChanged 1341 SP:Iteration 12Q (4684.424908 sec): 3 clusters Score: Raw -3129494.139761 + Penalty 3422.471611 = -3126071.668151 nChanged 753 SP:Iteration 13Q (4684.533522 sec): 3 clusters Score: Raw -3130159.361534 + Penalty 3422.471611 = -3126736.889923 nChanged 334 SP:Iteration 14Q (4684.635778 sec): 3 clusters Score: Raw -3130432.856657 + Penalty 3422.471611 = -3127010.385047 nChanged 163 SP:Iteration 15Q (4684.733258 sec): 3 clusters Score: Raw -3130570.096716 + Penalty 3422.471611 = -3127147.625106 nChanged 93 SP:Iteration 16Q (4684.820475 sec): 3 clusters Score: Raw -3130658.487846 + Penalty 3422.471611 = -3127236.016235 nChanged 46 SP:Iteration 17Q (4684.912920 sec): 3 clusters Score: Raw -3130708.681166 + Penalty 3422.471611 = -3127286.209555 nChanged 31 SP:Iteration 18Q (4685.004990 sec): 3 clusters Score: Raw -3130740.145443 + Penalty 3422.471611 = -3127317.673832 nChanged 28 SP:Iteration 19Q (4685.098792 sec): 3 clusters Score: Raw -3130762.272072 + Penalty 3422.471611 = -3127339.800462 nChanged 12 SP:Iteration 20F (4685.200511 sec): 3 clusters Score: Raw -3130774.071088 + Penalty 3422.471611 = -3127351.599477 nChanged 8 SP:Iteration 21Q (4685.295746 sec): 3 clusters Score: Raw -3130781.250057 + Penalty 3422.471611 = -3127358.778446 nChanged 6 SP:Iteration 22Q (4685.391056 sec): 3 clusters Score: Raw -3130786.988610 + Penalty 3422.471611 = -3127364.516999 nChanged 7 SP:Iteration 23Q (4685.478935 sec): 3 clusters Score: Raw -3130794.510197 + Penalty 3422.471611 = -3127372.038587 nChanged 5 SP:Iteration 24Q (4685.574959 sec): 3 clusters Score: Raw -3130800.696017 + Penalty 3422.471611 = -3127378.224406 nChanged 5 SP:Iteration 25Q (4685.671574 sec): 3 clusters Score: Raw -3130803.429449 + Penalty 3422.471611 = -3127380.957838 nChanged 1 SP:Iteration 26Q (4685.770824 sec): 3 clusters Score: Raw -3130804.927999 + Penalty 3422.471611 = -3127382.456388 nChanged 0 SP:Iteration 27F (4685.868068 sec): 3 clusters Score: Raw -3130804.927999 + Penalty 3422.471611 = -3127382.456388 nChanged 0 Trying to split cluster 39 (16089 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4685.911589 sec): 2 clusters Score: Raw -1350519.886792 + Penalty 1573.957302 = -1348945.929490 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4685.975745 sec): 3 clusters Score: Raw -1341007.410922 + Penalty 3147.914603 = -1337859.496319 nChanged 7146 SP:Iteration 1F (4686.052797 sec): 3 clusters Score: Raw -1344967.017371 + Penalty 3147.914603 = -1341819.102767 nChanged 996 SP:Iteration 2F (4686.124538 sec): 3 clusters Score: Raw -1345408.321516 + Penalty 3147.914603 = -1342260.406912 nChanged 930 SP:Iteration 3F (4686.192108 sec): 3 clusters Score: Raw -1345808.823966 + Penalty 3147.914603 = -1342660.909362 nChanged 855 SP:Iteration 4F (4686.257977 sec): 3 clusters Score: Raw -1346200.109276 + Penalty 3147.914603 = -1343052.194673 nChanged 876 SP:Iteration 5F (4686.322123 sec): 3 clusters Score: Raw -1346617.944130 + Penalty 3147.914603 = -1343470.029527 nChanged 855 SP:Iteration 6F (4686.393452 sec): 3 clusters Score: Raw -1347032.816014 + Penalty 3147.914603 = -1343884.901410 nChanged 783 SP:Iteration 7Q (4686.465109 sec): 3 clusters Score: Raw -1347409.724037 + Penalty 3147.914603 = -1344261.809434 nChanged 751 SP:Iteration 8Q (4686.543596 sec): 3 clusters Score: Raw -1347767.733839 + Penalty 3147.914603 = -1344619.819236 nChanged 681 SP:Iteration 9Q (4686.605056 sec): 3 clusters Score: Raw -1348120.638385 + Penalty 3147.914603 = -1344972.723781 nChanged 652 SP:Iteration 10Q (4686.670388 sec): 3 clusters Score: Raw -1348454.368964 + Penalty 3147.914603 = -1345306.454361 nChanged 542 SP:Iteration 11Q (4686.746329 sec): 3 clusters Score: Raw -1348728.523281 + Penalty 3147.914603 = -1345580.608678 nChanged 462 SP:Iteration 12Q (4686.816967 sec): 3 clusters Score: Raw -1348969.108106 + Penalty 3147.914603 = -1345821.193502 nChanged 456 SP:Iteration 13Q (4686.889935 sec): 3 clusters Score: Raw -1349219.503478 + Penalty 3147.914603 = -1346071.588874 nChanged 429 SP:Iteration 14Q (4686.967342 sec): 3 clusters Score: Raw -1349494.842397 + Penalty 3147.914603 = -1346346.927793 nChanged 380 SP:Iteration 15Q (4687.047595 sec): 3 clusters Score: Raw -1349745.940925 + Penalty 3147.914603 = -1346598.026322 nChanged 317 SP:Iteration 16Q (4687.116176 sec): 3 clusters Score: Raw -1349990.876694 + Penalty 3147.914603 = -1346842.962090 nChanged 249 SP:Iteration 17Q (4687.179074 sec): 3 clusters Score: Raw -1350194.389050 + Penalty 3147.914603 = -1347046.474447 nChanged 190 SP:Iteration 18Q (4687.259323 sec): 3 clusters Score: Raw -1350347.286147 + Penalty 3147.914603 = -1347199.371544 nChanged 127 SP:Iteration 19Q (4687.329708 sec): 3 clusters Score: Raw -1350468.971032 + Penalty 3147.914603 = -1347321.056429 nChanged 109 SP:Iteration 20F (4687.404162 sec): 3 clusters Score: Raw -1350576.541632 + Penalty 3147.914603 = -1347428.627028 nChanged 92 SP:Iteration 21Q (4687.460378 sec): 3 clusters Score: Raw -1350661.148490 + Penalty 3147.914603 = -1347513.233886 nChanged 71 SP:Iteration 22Q (4687.539593 sec): 3 clusters Score: Raw -1350716.564309 + Penalty 3147.914603 = -1347568.649705 nChanged 49 SP:Iteration 23Q (4687.596249 sec): 3 clusters Score: Raw -1350751.296728 + Penalty 3147.914603 = -1347603.382124 nChanged 35 SP:Iteration 24Q (4687.671133 sec): 3 clusters Score: Raw -1350768.426636 + Penalty 3147.914603 = -1347620.512033 nChanged 26 SP:Iteration 25Q (4687.737801 sec): 3 clusters Score: Raw -1350781.256637 + Penalty 3147.914603 = -1347633.342033 nChanged 27 SP:Iteration 26Q (4687.806316 sec): 3 clusters Score: Raw -1350800.963171 + Penalty 3147.914603 = -1347653.048567 nChanged 24 SP:Iteration 27Q (4687.874448 sec): 3 clusters Score: Raw -1350813.997541 + Penalty 3147.914603 = -1347666.082937 nChanged 16 SP:Iteration 28Q (4687.932952 sec): 3 clusters Score: Raw -1350821.401252 + Penalty 3147.914603 = -1347673.486649 nChanged 13 SP:Iteration 29Q (4688.010464 sec): 3 clusters Score: Raw -1350828.069380 + Penalty 3147.914603 = -1347680.154776 nChanged 12 SP:Iteration 30Q (4688.069414 sec): 3 clusters Score: Raw -1350833.437050 + Penalty 3147.914603 = -1347685.522446 nChanged 10 SP:Iteration 31Q (4688.133298 sec): 3 clusters Score: Raw -1350838.263297 + Penalty 3147.914603 = -1347690.348694 nChanged 11 SP:Iteration 32Q (4688.200148 sec): 3 clusters Score: Raw -1350844.007250 + Penalty 3147.914603 = -1347696.092646 nChanged 7 SP:Iteration 33Q (4688.271776 sec): 3 clusters Score: Raw -1350847.774655 + Penalty 3147.914603 = -1347699.860052 nChanged 7 SP:Iteration 34Q (4688.328946 sec): 3 clusters Score: Raw -1350849.880502 + Penalty 3147.914603 = -1347701.965899 nChanged 5 SP:Iteration 35Q (4688.388349 sec): 3 clusters Score: Raw -1350852.017392 + Penalty 3147.914603 = -1347704.102788 nChanged 6 SP:Iteration 36Q (4688.448934 sec): 3 clusters Score: Raw -1350854.610061 + Penalty 3147.914603 = -1347706.695458 nChanged 4 SP:Iteration 37Q (4688.527696 sec): 3 clusters Score: Raw -1350856.561080 + Penalty 3147.914603 = -1347708.646476 nChanged 4 SP:Iteration 38Q (4688.592445 sec): 3 clusters Score: Raw -1350857.735393 + Penalty 3147.914603 = -1347709.820790 nChanged 2 SP:Iteration 39Q (4688.646893 sec): 3 clusters Score: Raw -1350858.322701 + Penalty 3147.914603 = -1347710.408097 nChanged 4 SP:Iteration 40F (4688.726904 sec): 3 clusters Score: Raw -1350859.798031 + Penalty 3147.914603 = -1347711.883428 nChanged 4 SP:Iteration 41Q (4688.790269 sec): 3 clusters Score: Raw -1350861.618576 + Penalty 3147.914603 = -1347713.703972 nChanged 2 SP:Iteration 42Q (4688.856652 sec): 3 clusters Score: Raw -1350862.349757 + Penalty 3147.914603 = -1347714.435153 nChanged 0 SP:Iteration 43F (4688.929396 sec): 3 clusters Score: Raw -1350862.349757 + Penalty 3147.914603 = -1347714.435153 nChanged 0 Iteration 139Q (4695.433875 sec): 40 clusters Score: Raw -49137777.864326 + Penalty 84573.884239 = -49053203.980086 nChanged 204 Iteration 140F (4711.217177 sec): 40 clusters Score: Raw -49137786.024140 + Penalty 84573.884239 = -49053212.139901 nChanged 210 Iteration 141Q (4717.328312 sec): 40 clusters Score: Raw -49137795.707496 + Penalty 84573.884239 = -49053221.823256 nChanged 204 Iteration 142Q (4723.714476 sec): 40 clusters Score: Raw -49137804.963041 + Penalty 84573.884239 = -49053231.078801 nChanged 200 Iteration 143Q (4730.125166 sec): 40 clusters Score: Raw -49137815.120719 + Penalty 84573.884239 = -49053241.236480 nChanged 237 Iteration 144Q (4736.765031 sec): 40 clusters Score: Raw -49137828.015662 + Penalty 84573.884239 = -49053254.131423 nChanged 234 Iteration 145Q (4743.330236 sec): 40 clusters Score: Raw -49137842.057733 + Penalty 84573.884239 = -49053268.173494 nChanged 238 Iteration 146Q (4749.680887 sec): 40 clusters Score: Raw -49137856.992926 + Penalty 84573.884239 = -49053283.108687 nChanged 232 Iteration 147Q (4756.090126 sec): 40 clusters Score: Raw -49137873.336229 + Penalty 84573.884239 = -49053299.451990 nChanged 222 Iteration 148Q (4762.718439 sec): 40 clusters Score: Raw -49137890.749216 + Penalty 84573.884239 = -49053316.864977 nChanged 208 Iteration 149Q (4769.325124 sec): 40 clusters Score: Raw -49137904.073701 + Penalty 84573.884239 = -49053330.189461 nChanged 245 Iteration 150Q (4775.937108 sec): 40 clusters Score: Raw -49137919.261857 + Penalty 84573.884239 = -49053345.377618 nChanged 218 Iteration 151Q (4782.507896 sec): 40 clusters Score: Raw -49137933.945375 + Penalty 84573.884239 = -49053360.061135 nChanged 225 Iteration 152Q (4789.040576 sec): 40 clusters Score: Raw -49137948.198966 + Penalty 84573.884239 = -49053374.314727 nChanged 232 Iteration 153Q (4795.495509 sec): 40 clusters Score: Raw -49137960.370572 + Penalty 84573.884239 = -49053386.486332 nChanged 242 Iteration 154Q (4801.971948 sec): 40 clusters Score: Raw -49137973.450034 + Penalty 84573.884239 = -49053399.565795 nChanged 237 Iteration 155Q (4808.559083 sec): 40 clusters Score: Raw -49137987.136411 + Penalty 84573.884239 = -49053413.252171 nChanged 229 Iteration 156Q (4815.120543 sec): 40 clusters Score: Raw -49138002.961638 + Penalty 84573.884239 = -49053429.077399 nChanged 216 Iteration 157Q (4821.511860 sec): 40 clusters Score: Raw -49138017.586659 + Penalty 84573.884239 = -49053443.702419 nChanged 213 Iteration 158Q (4828.065775 sec): 40 clusters Score: Raw -49138031.993596 + Penalty 84573.884239 = -49053458.109357 nChanged 261 Iteration 159Q (4834.736047 sec): 40 clusters Score: Raw -49138051.135753 + Penalty 84573.884239 = -49053477.251514 nChanged 262 Iteration 160F (4850.420207 sec): 40 clusters Score: Raw -49138070.303366 + Penalty 84573.884239 = -49053496.419127 nChanged 244 Iteration 161Q (4856.842862 sec): 40 clusters Score: Raw -49138087.990928 + Penalty 84573.884239 = -49053514.106689 nChanged 233 Iteration 162Q (4863.302320 sec): 40 clusters Score: Raw -49138106.738825 + Penalty 84573.884239 = -49053532.854585 nChanged 226 Iteration 163Q (4869.560427 sec): 40 clusters Score: Raw -49138124.052109 + Penalty 84573.884239 = -49053550.167870 nChanged 226 Iteration 164Q (4875.795143 sec): 40 clusters Score: Raw -49138141.032558 + Penalty 84573.884239 = -49053567.148319 nChanged 213 Iteration 165Q (4882.002336 sec): 40 clusters Score: Raw -49138153.341662 + Penalty 84573.884239 = -49053579.457423 nChanged 218 Iteration 166Q (4888.371388 sec): 40 clusters Score: Raw -49138166.292114 + Penalty 84573.884239 = -49053592.407875 nChanged 208 Iteration 167Q (4894.704113 sec): 40 clusters Score: Raw -49138180.257148 + Penalty 84573.884239 = -49053606.372908 nChanged 191 Iteration 168Q (4900.948384 sec): 40 clusters Score: Raw -49138193.166566 + Penalty 84573.884239 = -49053619.282327 nChanged 171 Iteration 169Q (4907.203118 sec): 40 clusters Score: Raw -49138205.346910 + Penalty 84573.884239 = -49053631.462670 nChanged 181 Iteration 170Q (4913.324340 sec): 40 clusters Score: Raw -49138216.640764 + Penalty 84573.884239 = -49053642.756524 nChanged 148 Iteration 171Q (4919.614034 sec): 40 clusters Score: Raw -49138224.853898 + Penalty 84573.884239 = -49053650.969659 nChanged 124 Iteration 172Q (4925.926707 sec): 40 clusters Score: Raw -49138231.921253 + Penalty 84573.884239 = -49053658.037014 nChanged 129 Iteration 173Q (4932.353692 sec): 40 clusters Score: Raw -49138239.651719 + Penalty 84573.884239 = -49053665.767480 nChanged 144 Iteration 174Q (4938.808810 sec): 40 clusters Score: Raw -49138247.167129 + Penalty 84573.884239 = -49053673.282890 nChanged 144 Iteration 175Q (4945.382924 sec): 40 clusters Score: Raw -49138252.786281 + Penalty 84573.884239 = -49053678.902041 nChanged 140 Iteration 176Q (4952.016084 sec): 40 clusters Score: Raw -49138259.102353 + Penalty 84573.884239 = -49053685.218114 nChanged 138 Iteration 177Q (4958.604036 sec): 40 clusters Score: Raw -49138264.965204 + Penalty 84573.884239 = -49053691.080965 nChanged 125 Iteration 178Q (4964.658745 sec): 40 clusters Score: Raw -49138269.720098 + Penalty 84573.884239 = -49053695.835858 nChanged 133 Writing temp clu file Because OldScore, -49053691.080965, is greater than current (better) Score,-49053695.835858 Compute initial score before splitting: Score: Raw -49138269.720098 + Penalty 84573.884239 = -49053695.835858 Trying to split cluster 1 (6058 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4964.878138 sec): 2 clusters Score: Raw -502741.390449 + Penalty 1415.234436 = -501326.156012 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4964.940984 sec): 3 clusters Score: Raw -499482.692085 + Penalty 2830.468872 = -496652.223213 nChanged 2541 SP:Iteration 1F (4964.996238 sec): 3 clusters Score: Raw -500811.933671 + Penalty 2830.468872 = -497981.464798 nChanged 442 SP:Iteration 2F (4965.055811 sec): 3 clusters Score: Raw -501034.842453 + Penalty 2830.468872 = -498204.373581 nChanged 333 SP:Iteration 3F (4965.105773 sec): 3 clusters Score: Raw -501193.099132 + Penalty 2830.468872 = -498362.630260 nChanged 270 SP:Iteration 4Q (4965.174021 sec): 3 clusters Score: Raw -501327.003314 + Penalty 2830.468872 = -498496.534441 nChanged 231 SP:Iteration 5Q (4965.229282 sec): 3 clusters Score: Raw -501445.380883 + Penalty 2830.468872 = -498614.912011 nChanged 214 SP:Iteration 6Q (4965.289677 sec): 3 clusters Score: Raw -501551.058198 + Penalty 2830.468872 = -498720.589326 nChanged 207 SP:Iteration 7Q (4965.346808 sec): 3 clusters Score: Raw -501653.839534 + Penalty 2830.468872 = -498823.370661 nChanged 198 SP:Iteration 8Q (4965.398590 sec): 3 clusters Score: Raw -501761.825128 + Penalty 2830.468872 = -498931.356255 nChanged 210 SP:Iteration 9Q (4965.458568 sec): 3 clusters Score: Raw -501886.110962 + Penalty 2830.468872 = -499055.642090 nChanged 223 SP:Iteration 10Q (4965.529158 sec): 3 clusters Score: Raw -502007.089010 + Penalty 2830.468872 = -499176.620138 nChanged 204 SP:Iteration 11Q (4965.589683 sec): 3 clusters Score: Raw -502125.427605 + Penalty 2830.468872 = -499294.958733 nChanged 189 SP:Iteration 12Q (4965.639070 sec): 3 clusters Score: Raw -502251.202080 + Penalty 2830.468872 = -499420.733207 nChanged 177 SP:Iteration 13Q (4965.697313 sec): 3 clusters Score: Raw -502355.959376 + Penalty 2830.468872 = -499525.490503 nChanged 161 SP:Iteration 14Q (4965.756820 sec): 3 clusters Score: Raw -502462.995568 + Penalty 2830.468872 = -499632.526695 nChanged 132 SP:Iteration 15Q (4965.816249 sec): 3 clusters Score: Raw -502537.509630 + Penalty 2830.468872 = -499707.040758 nChanged 112 SP:Iteration 16Q (4965.870919 sec): 3 clusters Score: Raw -502596.135874 + Penalty 2830.468872 = -499765.667002 nChanged 96 SP:Iteration 17Q (4965.930882 sec): 3 clusters Score: Raw -502648.999639 + Penalty 2830.468872 = -499818.530767 nChanged 79 SP:Iteration 18Q (4965.992301 sec): 3 clusters Score: Raw -502689.411381 + Penalty 2830.468872 = -499858.942509 nChanged 64 SP:Iteration 19Q (4966.051227 sec): 3 clusters Score: Raw -502717.018379 + Penalty 2830.468872 = -499886.549507 nChanged 61 SP:Iteration 20F (4966.097732 sec): 3 clusters Score: Raw -502742.388770 + Penalty 2830.468872 = -499911.919898 nChanged 48 SP:Iteration 21Q (4966.161403 sec): 3 clusters Score: Raw -502762.168790 + Penalty 2830.468872 = -499931.699917 nChanged 43 SP:Iteration 22Q (4966.209243 sec): 3 clusters Score: Raw -502776.769566 + Penalty 2830.468872 = -499946.300693 nChanged 31 SP:Iteration 23Q (4966.267526 sec): 3 clusters Score: Raw -502791.373953 + Penalty 2830.468872 = -499960.905080 nChanged 29 SP:Iteration 24Q (4966.330110 sec): 3 clusters Score: Raw -502806.109746 + Penalty 2830.468872 = -499975.640873 nChanged 34 SP:Iteration 25Q (4966.381439 sec): 3 clusters Score: Raw -502822.579893 + Penalty 2830.468872 = -499992.111020 nChanged 30 SP:Iteration 26Q (4966.437082 sec): 3 clusters Score: Raw -502834.420294 + Penalty 2830.468872 = -500003.951422 nChanged 25 SP:Iteration 27Q (4966.502317 sec): 3 clusters Score: Raw -502845.112526 + Penalty 2830.468872 = -500014.643654 nChanged 22 SP:Iteration 28Q (4966.561815 sec): 3 clusters Score: Raw -502856.385928 + Penalty 2830.468872 = -500025.917056 nChanged 23 SP:Iteration 29Q (4966.613745 sec): 3 clusters Score: Raw -502870.409315 + Penalty 2830.468872 = -500039.940443 nChanged 23 SP:Iteration 30Q (4966.655728 sec): 3 clusters Score: Raw -502878.639659 + Penalty 2830.468872 = -500048.170787 nChanged 14 SP:Iteration 31Q (4966.706386 sec): 3 clusters Score: Raw -502882.539821 + Penalty 2830.468872 = -500052.070949 nChanged 15 SP:Iteration 32Q (4966.764276 sec): 3 clusters Score: Raw -502888.014294 + Penalty 2830.468872 = -500057.545422 nChanged 16 SP:Iteration 33Q (4966.819158 sec): 3 clusters Score: Raw -502892.807933 + Penalty 2830.468872 = -500062.339060 nChanged 9 SP:Iteration 34Q (4966.876885 sec): 3 clusters Score: Raw -502895.738946 + Penalty 2830.468872 = -500065.270074 nChanged 5 SP:Iteration 35Q (4966.930862 sec): 3 clusters Score: Raw -502897.886231 + Penalty 2830.468872 = -500067.417359 nChanged 8 SP:Iteration 36Q (4966.976120 sec): 3 clusters Score: Raw -502900.314386 + Penalty 2830.468872 = -500069.845514 nChanged 8 SP:Iteration 37Q (4967.032873 sec): 3 clusters Score: Raw -502903.108612 + Penalty 2830.468872 = -500072.639739 nChanged 8 SP:Iteration 38Q (4967.078453 sec): 3 clusters Score: Raw -502904.641515 + Penalty 2830.468872 = -500074.172643 nChanged 3 SP:Iteration 39Q (4967.138533 sec): 3 clusters Score: Raw -502905.218575 + Penalty 2830.468872 = -500074.749703 nChanged 2 SP:Iteration 40F (4967.196769 sec): 3 clusters Score: Raw -502905.579415 + Penalty 2830.468872 = -500075.110543 nChanged 2 SP:Iteration 41Q (4967.246301 sec): 3 clusters Score: Raw -502906.173651 + Penalty 2830.468872 = -500075.704778 nChanged 1 SP:Iteration 42Q (4967.287675 sec): 3 clusters Score: Raw -502906.223455 + Penalty 2830.468872 = -500075.754582 nChanged 0 SP:Iteration 43F (4967.352427 sec): 3 clusters Score: Raw -502906.223455 + Penalty 2830.468872 = -500075.754582 nChanged 0 Trying to split cluster 2 (2505 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4967.377890 sec): 2 clusters Score: Raw -210697.550656 + Penalty 1271.732152 = -209425.818503 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4967.415274 sec): 3 clusters Score: Raw -209530.730074 + Penalty 2543.464304 = -206987.265770 nChanged 872 SP:Iteration 1F (4967.462872 sec): 3 clusters Score: Raw -210029.764634 + Penalty 2543.464304 = -207486.300329 nChanged 196 SP:Iteration 2F (4967.505299 sec): 3 clusters Score: Raw -210153.044688 + Penalty 2543.464304 = -207609.580383 nChanged 137 SP:Iteration 3F (4967.559348 sec): 3 clusters Score: Raw -210249.201668 + Penalty 2543.464304 = -207705.737364 nChanged 123 SP:Iteration 4Q (4967.616926 sec): 3 clusters Score: Raw -210325.111678 + Penalty 2543.464304 = -207781.647374 nChanged 79 SP:Iteration 5Q (4967.655503 sec): 3 clusters Score: Raw -210371.492034 + Penalty 2543.464304 = -207828.027730 nChanged 66 SP:Iteration 6Q (4967.709824 sec): 3 clusters Score: Raw -210412.876812 + Penalty 2543.464304 = -207869.412508 nChanged 70 SP:Iteration 7Q (4967.761698 sec): 3 clusters Score: Raw -210460.544755 + Penalty 2543.464304 = -207917.080450 nChanged 78 SP:Iteration 8Q (4967.802674 sec): 3 clusters Score: Raw -210509.686938 + Penalty 2543.464304 = -207966.222634 nChanged 61 SP:Iteration 9Q (4967.864284 sec): 3 clusters Score: Raw -210543.148924 + Penalty 2543.464304 = -207999.684619 nChanged 46 SP:Iteration 10Q (4967.913363 sec): 3 clusters Score: Raw -210566.508134 + Penalty 2543.464304 = -208023.043830 nChanged 40 SP:Iteration 11Q (4967.962534 sec): 3 clusters Score: Raw -210589.936019 + Penalty 2543.464304 = -208046.471714 nChanged 39 SP:Iteration 12Q (4968.011032 sec): 3 clusters Score: Raw -210615.132667 + Penalty 2543.464304 = -208071.668362 nChanged 40 SP:Iteration 13Q (4968.055045 sec): 3 clusters Score: Raw -210638.570510 + Penalty 2543.464304 = -208095.106205 nChanged 29 SP:Iteration 14Q (4968.106408 sec): 3 clusters Score: Raw -210656.506679 + Penalty 2543.464304 = -208113.042374 nChanged 28 SP:Iteration 15Q (4968.164907 sec): 3 clusters Score: Raw -210674.585959 + Penalty 2543.464304 = -208131.121654 nChanged 20 SP:Iteration 16Q (4968.208736 sec): 3 clusters Score: Raw -210687.355151 + Penalty 2543.464304 = -208143.890847 nChanged 21 SP:Iteration 17Q (4968.260322 sec): 3 clusters Score: Raw -210702.534114 + Penalty 2543.464304 = -208159.069810 nChanged 19 SP:Iteration 18Q (4968.318041 sec): 3 clusters Score: Raw -210716.523347 + Penalty 2543.464304 = -208173.059042 nChanged 13 SP:Iteration 19Q (4968.365603 sec): 3 clusters Score: Raw -210723.062055 + Penalty 2543.464304 = -208179.597751 nChanged 16 SP:Iteration 20F (4968.410525 sec): 3 clusters Score: Raw -210731.401339 + Penalty 2543.464304 = -208187.937034 nChanged 14 SP:Iteration 21Q (4968.451889 sec): 3 clusters Score: Raw -210737.747539 + Penalty 2543.464304 = -208194.283235 nChanged 8 SP:Iteration 22Q (4968.509777 sec): 3 clusters Score: Raw -210740.311310 + Penalty 2543.464304 = -208196.847006 nChanged 6 SP:Iteration 23Q (4968.557617 sec): 3 clusters Score: Raw -210743.286254 + Penalty 2543.464304 = -208199.821949 nChanged 8 SP:Iteration 24Q (4968.610434 sec): 3 clusters Score: Raw -210746.531437 + Penalty 2543.464304 = -208203.067132 nChanged 6 SP:Iteration 25Q (4968.654194 sec): 3 clusters Score: Raw -210749.052385 + Penalty 2543.464304 = -208205.588080 nChanged 3 SP:Iteration 26Q (4968.693227 sec): 3 clusters Score: Raw -210750.464647 + Penalty 2543.464304 = -208207.000343 nChanged 4 SP:Iteration 27Q (4968.737369 sec): 3 clusters Score: Raw -210751.670728 + Penalty 2543.464304 = -208208.206423 nChanged 4 SP:Iteration 28Q (4968.790799 sec): 3 clusters Score: Raw -210753.465003 + Penalty 2543.464304 = -208210.000698 nChanged 6 SP:Iteration 29Q (4968.847202 sec): 3 clusters Score: Raw -210757.023425 + Penalty 2543.464304 = -208213.559121 nChanged 5 SP:Iteration 30Q (4968.889998 sec): 3 clusters Score: Raw -210760.470104 + Penalty 2543.464304 = -208217.005800 nChanged 8 SP:Iteration 31Q (4968.940502 sec): 3 clusters Score: Raw -210764.752850 + Penalty 2543.464304 = -208221.288546 nChanged 7 SP:Iteration 32Q (4968.993292 sec): 3 clusters Score: Raw -210768.238228 + Penalty 2543.464304 = -208224.773924 nChanged 6 SP:Iteration 33Q (4969.044055 sec): 3 clusters Score: Raw -210773.323921 + Penalty 2543.464304 = -208229.859616 nChanged 7 SP:Iteration 34Q (4969.095607 sec): 3 clusters Score: Raw -210777.254205 + Penalty 2543.464304 = -208233.789900 nChanged 10 SP:Iteration 35Q (4969.130907 sec): 3 clusters Score: Raw -210782.788230 + Penalty 2543.464304 = -208239.323925 nChanged 8 SP:Iteration 36Q (4969.185257 sec): 3 clusters Score: Raw -210787.588513 + Penalty 2543.464304 = -208244.124209 nChanged 7 SP:Iteration 37Q (4969.228996 sec): 3 clusters Score: Raw -210792.046992 + Penalty 2543.464304 = -208248.582688 nChanged 7 SP:Iteration 38Q (4969.281085 sec): 3 clusters Score: Raw -210797.599598 + Penalty 2543.464304 = -208254.135294 nChanged 5 SP:Iteration 39Q (4969.324554 sec): 3 clusters Score: Raw -210800.214210 + Penalty 2543.464304 = -208256.749906 nChanged 4 SP:Iteration 40F (4969.359910 sec): 3 clusters Score: Raw -210803.300350 + Penalty 2543.464304 = -208259.836045 nChanged 4 SP:Iteration 41Q (4969.411030 sec): 3 clusters Score: Raw -210805.703116 + Penalty 2543.464304 = -208262.238812 nChanged 5 SP:Iteration 42Q (4969.462625 sec): 3 clusters Score: Raw -210808.396363 + Penalty 2543.464304 = -208264.932059 nChanged 6 SP:Iteration 43Q (4969.511689 sec): 3 clusters Score: Raw -210811.760630 + Penalty 2543.464304 = -208268.296326 nChanged 6 SP:Iteration 44Q (4969.545441 sec): 3 clusters Score: Raw -210815.719231 + Penalty 2543.464304 = -208272.254926 nChanged 6 SP:Iteration 45Q (4969.599426 sec): 3 clusters Score: Raw -210820.232299 + Penalty 2543.464304 = -208276.767995 nChanged 6 SP:Iteration 46Q (4969.638719 sec): 3 clusters Score: Raw -210823.977016 + Penalty 2543.464304 = -208280.512712 nChanged 5 SP:Iteration 47Q (4969.694872 sec): 3 clusters Score: Raw -210827.664497 + Penalty 2543.464304 = -208284.200193 nChanged 8 SP:Iteration 48Q (4969.737738 sec): 3 clusters Score: Raw -210832.646600 + Penalty 2543.464304 = -208289.182296 nChanged 5 SP:Iteration 49Q (4969.791751 sec): 3 clusters Score: Raw -210836.134442 + Penalty 2543.464304 = -208292.670137 nChanged 3 SP:Iteration 50Q (4969.841783 sec): 3 clusters Score: Raw -210838.527670 + Penalty 2543.464304 = -208295.063366 nChanged 4 SP:Iteration 51Q (4969.886919 sec): 3 clusters Score: Raw -210844.921659 + Penalty 2543.464304 = -208301.457354 nChanged 7 SP:Iteration 52Q (4969.923579 sec): 3 clusters Score: Raw -210852.184899 + Penalty 2543.464304 = -208308.720595 nChanged 8 SP:Iteration 53Q (4969.960683 sec): 3 clusters Score: Raw -210858.533679 + Penalty 2543.464304 = -208315.069375 nChanged 11 SP:Iteration 54Q (4970.004946 sec): 3 clusters Score: Raw -210864.358608 + Penalty 2543.464304 = -208320.894303 nChanged 7 SP:Iteration 55Q (4970.055966 sec): 3 clusters Score: Raw -210869.237634 + Penalty 2543.464304 = -208325.773330 nChanged 5 SP:Iteration 56Q (4970.101216 sec): 3 clusters Score: Raw -210872.664173 + Penalty 2543.464304 = -208329.199869 nChanged 5 SP:Iteration 57Q (4970.158671 sec): 3 clusters Score: Raw -210877.312892 + Penalty 2543.464304 = -208333.848587 nChanged 4 SP:Iteration 58Q (4970.190919 sec): 3 clusters Score: Raw -210882.295276 + Penalty 2543.464304 = -208338.830972 nChanged 6 SP:Iteration 59Q (4970.252557 sec): 3 clusters Score: Raw -210888.330588 + Penalty 2543.464304 = -208344.866284 nChanged 6 SP:Iteration 60F (4970.302250 sec): 3 clusters Score: Raw -210898.319295 + Penalty 2543.464304 = -208354.854990 nChanged 6 SP:Iteration 61Q (4970.347036 sec): 3 clusters Score: Raw -210902.764800 + Penalty 2543.464304 = -208359.300496 nChanged 3 SP:Iteration 62Q (4970.393088 sec): 3 clusters Score: Raw -210905.216198 + Penalty 2543.464304 = -208361.751894 nChanged 1 SP:Iteration 63Q (4970.435253 sec): 3 clusters Score: Raw -210912.345044 + Penalty 2543.464304 = -208368.880739 nChanged 5 SP:Iteration 64Q (4970.489530 sec): 3 clusters Score: Raw -210915.589875 + Penalty 2543.464304 = -208372.125570 nChanged 2 SP:Iteration 65Q (4970.525258 sec): 3 clusters Score: Raw -210917.270989 + Penalty 2543.464304 = -208373.806685 nChanged 1 SP:Iteration 66Q (4970.570798 sec): 3 clusters Score: Raw -210919.175186 + Penalty 2543.464304 = -208375.710882 nChanged 3 SP:Iteration 67Q (4970.630361 sec): 3 clusters Score: Raw -210920.789117 + Penalty 2543.464304 = -208377.324812 nChanged 0 SP:Iteration 68F (4970.666317 sec): 3 clusters Score: Raw -210920.789117 + Penalty 2543.464304 = -208377.324812 nChanged 0 Trying to split cluster 3 (32823 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4970.744872 sec): 2 clusters Score: Raw -2751265.288835 + Penalty 1689.818775 = -2749575.470061 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4970.833720 sec): 3 clusters Score: Raw -2730917.982214 + Penalty 3379.637550 = -2727538.344664 nChanged 15267 SP:Iteration 1F (4970.933794 sec): 3 clusters Score: Raw -2739827.699904 + Penalty 3379.637550 = -2736448.062355 nChanged 1837 SP:Iteration 2F (4971.039069 sec): 3 clusters Score: Raw -2740745.622160 + Penalty 3379.637550 = -2737365.984610 nChanged 2039 SP:Iteration 3F (4971.138168 sec): 3 clusters Score: Raw -2741984.408266 + Penalty 3379.637550 = -2738604.770716 nChanged 2170 SP:Iteration 4F (4971.235721 sec): 3 clusters Score: Raw -2743572.525039 + Penalty 3379.637550 = -2740192.887490 nChanged 2407 SP:Iteration 5F (4971.326947 sec): 3 clusters Score: Raw -2745554.530996 + Penalty 3379.637550 = -2742174.893446 nChanged 2291 SP:Iteration 6F (4971.423426 sec): 3 clusters Score: Raw -2747443.892709 + Penalty 3379.637550 = -2744064.255159 nChanged 1888 SP:Iteration 7F (4971.521261 sec): 3 clusters Score: Raw -2748752.381477 + Penalty 3379.637550 = -2745372.743927 nChanged 1329 SP:Iteration 8Q (4971.619967 sec): 3 clusters Score: Raw -2749442.689829 + Penalty 3379.637550 = -2746063.052280 nChanged 845 SP:Iteration 9Q (4971.722286 sec): 3 clusters Score: Raw -2749802.883338 + Penalty 3379.637550 = -2746423.245789 nChanged 623 SP:Iteration 10Q (4971.810076 sec): 3 clusters Score: Raw -2750097.938050 + Penalty 3379.637550 = -2746718.300500 nChanged 547 SP:Iteration 11Q (4971.915708 sec): 3 clusters Score: Raw -2750366.601126 + Penalty 3379.637550 = -2746986.963576 nChanged 541 SP:Iteration 12Q (4972.019946 sec): 3 clusters Score: Raw -2750667.527493 + Penalty 3379.637550 = -2747287.889943 nChanged 522 SP:Iteration 13Q (4972.116136 sec): 3 clusters Score: Raw -2750938.526549 + Penalty 3379.637550 = -2747558.888999 nChanged 437 SP:Iteration 14Q (4972.202159 sec): 3 clusters Score: Raw -2751144.485131 + Penalty 3379.637550 = -2747764.847582 nChanged 397 SP:Iteration 15Q (4972.297487 sec): 3 clusters Score: Raw -2751320.739216 + Penalty 3379.637550 = -2747941.101666 nChanged 340 SP:Iteration 16Q (4972.397417 sec): 3 clusters Score: Raw -2751446.058436 + Penalty 3379.637550 = -2748066.420886 nChanged 284 SP:Iteration 17Q (4972.485138 sec): 3 clusters Score: Raw -2751539.570406 + Penalty 3379.637550 = -2748159.932856 nChanged 239 SP:Iteration 18Q (4972.589325 sec): 3 clusters Score: Raw -2751604.620497 + Penalty 3379.637550 = -2748224.982948 nChanged 205 SP:Iteration 19Q (4972.682529 sec): 3 clusters Score: Raw -2751655.910219 + Penalty 3379.637550 = -2748276.272669 nChanged 173 SP:Iteration 20F (4972.779785 sec): 3 clusters Score: Raw -2751691.979160 + Penalty 3379.637550 = -2748312.341610 nChanged 133 SP:Iteration 21Q (4972.872616 sec): 3 clusters Score: Raw -2751717.118045 + Penalty 3379.637550 = -2748337.480495 nChanged 123 SP:Iteration 22Q (4972.966687 sec): 3 clusters Score: Raw -2751739.277701 + Penalty 3379.637550 = -2748359.640152 nChanged 128 SP:Iteration 23Q (4973.062173 sec): 3 clusters Score: Raw -2751762.601317 + Penalty 3379.637550 = -2748382.963768 nChanged 105 SP:Iteration 24Q (4973.159922 sec): 3 clusters Score: Raw -2751781.276877 + Penalty 3379.637550 = -2748401.639327 nChanged 100 SP:Iteration 25Q (4973.253642 sec): 3 clusters Score: Raw -2751796.951285 + Penalty 3379.637550 = -2748417.313736 nChanged 86 SP:Iteration 26Q (4973.350011 sec): 3 clusters Score: Raw -2751810.573072 + Penalty 3379.637550 = -2748430.935523 nChanged 80 SP:Iteration 27Q (4973.446997 sec): 3 clusters Score: Raw -2751821.601766 + Penalty 3379.637550 = -2748441.964216 nChanged 71 SP:Iteration 28Q (4973.538381 sec): 3 clusters Score: Raw -2751831.553573 + Penalty 3379.637550 = -2748451.916023 nChanged 73 SP:Iteration 29Q (4973.641685 sec): 3 clusters Score: Raw -2751840.565940 + Penalty 3379.637550 = -2748460.928391 nChanged 64 SP:Iteration 30Q (4973.736259 sec): 3 clusters Score: Raw -2751847.905870 + Penalty 3379.637550 = -2748468.268320 nChanged 54 SP:Iteration 31Q (4973.821201 sec): 3 clusters Score: Raw -2751853.062532 + Penalty 3379.637550 = -2748473.424982 nChanged 50 SP:Iteration 32Q (4973.925064 sec): 3 clusters Score: Raw -2751857.977983 + Penalty 3379.637550 = -2748478.340433 nChanged 55 SP:Iteration 33Q (4974.019985 sec): 3 clusters Score: Raw -2751864.632064 + Penalty 3379.637550 = -2748484.994514 nChanged 41 SP:Iteration 34Q (4974.114695 sec): 3 clusters Score: Raw -2751869.317511 + Penalty 3379.637550 = -2748489.679961 nChanged 50 SP:Iteration 35Q (4974.200459 sec): 3 clusters Score: Raw -2751875.057425 + Penalty 3379.637550 = -2748495.419875 nChanged 45 SP:Iteration 36Q (4974.300207 sec): 3 clusters Score: Raw -2751879.196289 + Penalty 3379.637550 = -2748499.558739 nChanged 36 SP:Iteration 37Q (4974.379181 sec): 3 clusters Score: Raw -2751881.974818 + Penalty 3379.637550 = -2748502.337268 nChanged 28 SP:Iteration 38Q (4974.472477 sec): 3 clusters Score: Raw -2751883.666760 + Penalty 3379.637550 = -2748504.029210 nChanged 20 SP:Iteration 39Q (4974.573986 sec): 3 clusters Score: Raw -2751884.729718 + Penalty 3379.637550 = -2748505.092169 nChanged 19 SP:Iteration 40F (4974.676770 sec): 3 clusters Score: Raw -2751885.814940 + Penalty 3379.637550 = -2748506.177390 nChanged 18 SP:Iteration 41Q (4974.760128 sec): 3 clusters Score: Raw -2751886.902686 + Penalty 3379.637550 = -2748507.265136 nChanged 10 SP:Iteration 42Q (4974.853264 sec): 3 clusters Score: Raw -2751887.436435 + Penalty 3379.637550 = -2748507.798886 nChanged 12 SP:Iteration 43Q (4974.952216 sec): 3 clusters Score: Raw -2751888.048522 + Penalty 3379.637550 = -2748508.410972 nChanged 8 SP:Iteration 44Q (4975.046311 sec): 3 clusters Score: Raw -2751888.582897 + Penalty 3379.637550 = -2748508.945347 nChanged 11 SP:Iteration 45Q (4975.137525 sec): 3 clusters Score: Raw -2751889.234067 + Penalty 3379.637550 = -2748509.596517 nChanged 13 SP:Iteration 46Q (4975.225672 sec): 3 clusters Score: Raw -2751889.912622 + Penalty 3379.637550 = -2748510.275072 nChanged 14 SP:Iteration 47Q (4975.328064 sec): 3 clusters Score: Raw -2751890.713580 + Penalty 3379.637550 = -2748511.076030 nChanged 11 SP:Iteration 48Q (4975.411895 sec): 3 clusters Score: Raw -2751891.447589 + Penalty 3379.637550 = -2748511.810040 nChanged 14 SP:Iteration 49Q (4975.509839 sec): 3 clusters Score: Raw -2751892.300452 + Penalty 3379.637550 = -2748512.662903 nChanged 14 SP:Iteration 50Q (4975.594440 sec): 3 clusters Score: Raw -2751893.268305 + Penalty 3379.637550 = -2748513.630756 nChanged 15 SP:Iteration 51Q (4975.689603 sec): 3 clusters Score: Raw -2751894.508202 + Penalty 3379.637550 = -2748514.870653 nChanged 11 SP:Iteration 52Q (4975.785952 sec): 3 clusters Score: Raw -2751895.296265 + Penalty 3379.637550 = -2748515.658715 nChanged 13 SP:Iteration 53Q (4975.875406 sec): 3 clusters Score: Raw -2751896.110297 + Penalty 3379.637550 = -2748516.472747 nChanged 15 SP:Iteration 54Q (4975.959309 sec): 3 clusters Score: Raw -2751897.104452 + Penalty 3379.637550 = -2748517.466902 nChanged 12 SP:Iteration 55Q (4976.060505 sec): 3 clusters Score: Raw -2751897.826824 + Penalty 3379.637550 = -2748518.189275 nChanged 9 SP:Iteration 56Q (4976.156548 sec): 3 clusters Score: Raw -2751898.467315 + Penalty 3379.637550 = -2748518.829765 nChanged 9 SP:Iteration 57Q (4976.241992 sec): 3 clusters Score: Raw -2751899.137476 + Penalty 3379.637550 = -2748519.499927 nChanged 15 SP:Iteration 58Q (4976.316578 sec): 3 clusters Score: Raw -2751899.876348 + Penalty 3379.637550 = -2748520.238798 nChanged 10 SP:Iteration 59Q (4976.419599 sec): 3 clusters Score: Raw -2751900.340188 + Penalty 3379.637550 = -2748520.702639 nChanged 7 SP:Iteration 60F (4976.519929 sec): 3 clusters Score: Raw -2751900.675812 + Penalty 3379.637550 = -2748521.038262 nChanged 10 SP:Iteration 61Q (4976.623296 sec): 3 clusters Score: Raw -2751901.209805 + Penalty 3379.637550 = -2748521.572255 nChanged 5 SP:Iteration 62Q (4976.712203 sec): 3 clusters Score: Raw -2751901.545697 + Penalty 3379.637550 = -2748521.908147 nChanged 4 SP:Iteration 63Q (4976.797081 sec): 3 clusters Score: Raw -2751901.989642 + Penalty 3379.637550 = -2748522.352092 nChanged 7 SP:Iteration 64Q (4976.897485 sec): 3 clusters Score: Raw -2751902.452374 + Penalty 3379.637550 = -2748522.814824 nChanged 7 SP:Iteration 65Q (4976.988567 sec): 3 clusters Score: Raw -2751903.002603 + Penalty 3379.637550 = -2748523.365053 nChanged 7 SP:Iteration 66Q (4977.090006 sec): 3 clusters Score: Raw -2751903.367626 + Penalty 3379.637550 = -2748523.730076 nChanged 4 SP:Iteration 67Q (4977.183632 sec): 3 clusters Score: Raw -2751903.656660 + Penalty 3379.637550 = -2748524.019111 nChanged 7 SP:Iteration 68Q (4977.266320 sec): 3 clusters Score: Raw -2751904.057651 + Penalty 3379.637550 = -2748524.420101 nChanged 4 SP:Iteration 69Q (4977.360721 sec): 3 clusters Score: Raw -2751904.237202 + Penalty 3379.637550 = -2748524.599652 nChanged 3 SP:Iteration 70Q (4977.456415 sec): 3 clusters Score: Raw -2751904.379748 + Penalty 3379.637550 = -2748524.742198 nChanged 3 SP:Iteration 71Q (4977.550054 sec): 3 clusters Score: Raw -2751904.462087 + Penalty 3379.637550 = -2748524.824538 nChanged 0 SP:Iteration 72F (4977.645487 sec): 3 clusters Score: Raw -2751904.462087 + Penalty 3379.637550 = -2748524.824538 nChanged 0 Trying to split cluster 4 (45740 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4977.740410 sec): 2 clusters Score: Raw -3858593.552356 + Penalty 1743.743376 = -3856849.808980 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4977.855194 sec): 3 clusters Score: Raw -3829556.620851 + Penalty 3487.486752 = -3826069.134099 nChanged 21477 SP:Iteration 1F (4977.985472 sec): 3 clusters Score: Raw -3841899.592489 + Penalty 3487.486752 = -3838412.105737 nChanged 2385 SP:Iteration 2F (4978.114302 sec): 3 clusters Score: Raw -3843004.334156 + Penalty 3487.486752 = -3839516.847404 nChanged 2651 SP:Iteration 3F (4978.230776 sec): 3 clusters Score: Raw -3844539.264433 + Penalty 3487.486752 = -3841051.777681 nChanged 3057 SP:Iteration 4F (4978.346229 sec): 3 clusters Score: Raw -3846405.592451 + Penalty 3487.486752 = -3842918.105699 nChanged 3145 SP:Iteration 5F (4978.468708 sec): 3 clusters Score: Raw -3848436.209438 + Penalty 3487.486752 = -3844948.722687 nChanged 3079 SP:Iteration 6F (4978.585080 sec): 3 clusters Score: Raw -3850443.409379 + Penalty 3487.486752 = -3846955.922627 nChanged 2685 SP:Iteration 7F (4978.706627 sec): 3 clusters Score: Raw -3852211.286972 + Penalty 3487.486752 = -3848723.800220 nChanged 2249 SP:Iteration 8Q (4978.832727 sec): 3 clusters Score: Raw -3853534.745441 + Penalty 3487.486752 = -3850047.258689 nChanged 1658 SP:Iteration 9Q (4978.948884 sec): 3 clusters Score: Raw -3854365.751706 + Penalty 3487.486752 = -3850878.264954 nChanged 1236 SP:Iteration 10Q (4979.082506 sec): 3 clusters Score: Raw -3854849.221601 + Penalty 3487.486752 = -3851361.734849 nChanged 865 SP:Iteration 11Q (4979.200470 sec): 3 clusters Score: Raw -3855105.410717 + Penalty 3487.486752 = -3851617.923965 nChanged 652 SP:Iteration 12Q (4979.327134 sec): 3 clusters Score: Raw -3855259.821143 + Penalty 3487.486752 = -3851772.334392 nChanged 518 SP:Iteration 13Q (4979.448972 sec): 3 clusters Score: Raw -3855370.218472 + Penalty 3487.486752 = -3851882.731720 nChanged 476 SP:Iteration 14Q (4979.572176 sec): 3 clusters Score: Raw -3855470.203005 + Penalty 3487.486752 = -3851982.716253 nChanged 430 SP:Iteration 15Q (4979.693376 sec): 3 clusters Score: Raw -3855552.139042 + Penalty 3487.486752 = -3852064.652290 nChanged 427 SP:Iteration 16Q (4979.807630 sec): 3 clusters Score: Raw -3855643.442095 + Penalty 3487.486752 = -3852155.955344 nChanged 456 SP:Iteration 17Q (4979.926061 sec): 3 clusters Score: Raw -3855746.886749 + Penalty 3487.486752 = -3852259.399997 nChanged 455 SP:Iteration 18Q (4980.045585 sec): 3 clusters Score: Raw -3855851.092651 + Penalty 3487.486752 = -3852363.605899 nChanged 501 SP:Iteration 19Q (4980.174375 sec): 3 clusters Score: Raw -3855972.307863 + Penalty 3487.486752 = -3852484.821111 nChanged 534 SP:Iteration 20F (4980.301795 sec): 3 clusters Score: Raw -3856109.244214 + Penalty 3487.486752 = -3852621.757462 nChanged 544 SP:Iteration 21Q (4980.407115 sec): 3 clusters Score: Raw -3856246.077770 + Penalty 3487.486752 = -3852758.591018 nChanged 522 SP:Iteration 22Q (4980.531905 sec): 3 clusters Score: Raw -3856382.238736 + Penalty 3487.486752 = -3852894.751984 nChanged 548 SP:Iteration 23Q (4980.651443 sec): 3 clusters Score: Raw -3856519.586393 + Penalty 3487.486752 = -3853032.099641 nChanged 500 SP:Iteration 24Q (4980.769281 sec): 3 clusters Score: Raw -3856651.298102 + Penalty 3487.486752 = -3853163.811350 nChanged 487 SP:Iteration 25Q (4980.878076 sec): 3 clusters Score: Raw -3856779.640165 + Penalty 3487.486752 = -3853292.153413 nChanged 502 SP:Iteration 26Q (4980.999888 sec): 3 clusters Score: Raw -3856916.164361 + Penalty 3487.486752 = -3853428.677609 nChanged 471 SP:Iteration 27Q (4981.117753 sec): 3 clusters Score: Raw -3857039.832362 + Penalty 3487.486752 = -3853552.345610 nChanged 447 SP:Iteration 28Q (4981.233495 sec): 3 clusters Score: Raw -3857164.289517 + Penalty 3487.486752 = -3853676.802765 nChanged 447 SP:Iteration 29Q (4981.341476 sec): 3 clusters Score: Raw -3857290.382353 + Penalty 3487.486752 = -3853802.895601 nChanged 452 SP:Iteration 30Q (4981.460201 sec): 3 clusters Score: Raw -3857419.998775 + Penalty 3487.486752 = -3853932.512023 nChanged 412 SP:Iteration 31Q (4981.563453 sec): 3 clusters Score: Raw -3857529.688655 + Penalty 3487.486752 = -3854042.201903 nChanged 370 SP:Iteration 32Q (4981.675856 sec): 3 clusters Score: Raw -3857624.419603 + Penalty 3487.486752 = -3854136.932852 nChanged 351 SP:Iteration 33Q (4981.775096 sec): 3 clusters Score: Raw -3857717.735056 + Penalty 3487.486752 = -3854230.248304 nChanged 317 SP:Iteration 34Q (4981.894490 sec): 3 clusters Score: Raw -3857805.557903 + Penalty 3487.486752 = -3854318.071151 nChanged 316 SP:Iteration 35Q (4982.009696 sec): 3 clusters Score: Raw -3857894.829651 + Penalty 3487.486752 = -3854407.342899 nChanged 287 SP:Iteration 36Q (4982.121066 sec): 3 clusters Score: Raw -3857976.689908 + Penalty 3487.486752 = -3854489.203156 nChanged 274 SP:Iteration 37Q (4982.227623 sec): 3 clusters Score: Raw -3858050.566410 + Penalty 3487.486752 = -3854563.079658 nChanged 246 SP:Iteration 38Q (4982.345658 sec): 3 clusters Score: Raw -3858120.573544 + Penalty 3487.486752 = -3854633.086792 nChanged 234 SP:Iteration 39Q (4982.445975 sec): 3 clusters Score: Raw -3858182.356801 + Penalty 3487.486752 = -3854694.870049 nChanged 207 SP:Iteration 40F (4982.570508 sec): 3 clusters Score: Raw -3858241.380726 + Penalty 3487.486752 = -3854753.893974 nChanged 216 SP:Iteration 41Q (4982.688126 sec): 3 clusters Score: Raw -3858303.161548 + Penalty 3487.486752 = -3854815.674796 nChanged 186 SP:Iteration 42Q (4982.795246 sec): 3 clusters Score: Raw -3858352.917777 + Penalty 3487.486752 = -3854865.431026 nChanged 159 SP:Iteration 43Q (4982.907479 sec): 3 clusters Score: Raw -3858392.589695 + Penalty 3487.486752 = -3854905.102943 nChanged 150 SP:Iteration 44Q (4983.018142 sec): 3 clusters Score: Raw -3858434.960346 + Penalty 3487.486752 = -3854947.473594 nChanged 144 SP:Iteration 45Q (4983.129317 sec): 3 clusters Score: Raw -3858470.638644 + Penalty 3487.486752 = -3854983.151892 nChanged 137 SP:Iteration 46Q (4983.235323 sec): 3 clusters Score: Raw -3858505.649643 + Penalty 3487.486752 = -3855018.162891 nChanged 127 SP:Iteration 47Q (4983.341939 sec): 3 clusters Score: Raw -3858540.957254 + Penalty 3487.486752 = -3855053.470502 nChanged 125 SP:Iteration 48Q (4983.447945 sec): 3 clusters Score: Raw -3858573.285261 + Penalty 3487.486752 = -3855085.798509 nChanged 115 SP:Iteration 49Q (4983.552618 sec): 3 clusters Score: Raw -3858607.876436 + Penalty 3487.486752 = -3855120.389684 nChanged 110 SP:Iteration 50Q (4983.662987 sec): 3 clusters Score: Raw -3858640.999178 + Penalty 3487.486752 = -3855153.512426 nChanged 103 SP:Iteration 51Q (4983.767574 sec): 3 clusters Score: Raw -3858669.276751 + Penalty 3487.486752 = -3855181.789999 nChanged 95 SP:Iteration 52Q (4983.874637 sec): 3 clusters Score: Raw -3858694.796068 + Penalty 3487.486752 = -3855207.309316 nChanged 81 SP:Iteration 53Q (4983.974296 sec): 3 clusters Score: Raw -3858721.574085 + Penalty 3487.486752 = -3855234.087333 nChanged 77 SP:Iteration 54Q (4984.081494 sec): 3 clusters Score: Raw -3858745.826967 + Penalty 3487.486752 = -3855258.340215 nChanged 76 SP:Iteration 55Q (4984.174243 sec): 3 clusters Score: Raw -3858770.434509 + Penalty 3487.486752 = -3855282.947757 nChanged 60 SP:Iteration 56Q (4984.284182 sec): 3 clusters Score: Raw -3858790.868683 + Penalty 3487.486752 = -3855303.381931 nChanged 60 SP:Iteration 57Q (4984.389530 sec): 3 clusters Score: Raw -3858819.056257 + Penalty 3487.486752 = -3855331.569505 nChanged 62 SP:Iteration 58Q (4984.492702 sec): 3 clusters Score: Raw -3858845.621785 + Penalty 3487.486752 = -3855358.135033 nChanged 68 SP:Iteration 59Q (4984.596172 sec): 3 clusters Score: Raw -3858877.388777 + Penalty 3487.486752 = -3855389.902025 nChanged 68 SP:Iteration 60F (4984.721534 sec): 3 clusters Score: Raw -3858906.176577 + Penalty 3487.486752 = -3855418.689825 nChanged 72 SP:Iteration 61Q (4984.817639 sec): 3 clusters Score: Raw -3858936.461675 + Penalty 3487.486752 = -3855448.974923 nChanged 60 SP:Iteration 62Q (4984.915430 sec): 3 clusters Score: Raw -3858960.086458 + Penalty 3487.486752 = -3855472.599706 nChanged 49 SP:Iteration 63Q (4985.028180 sec): 3 clusters Score: Raw -3858976.803378 + Penalty 3487.486752 = -3855489.316626 nChanged 35 SP:Iteration 64Q (4985.127747 sec): 3 clusters Score: Raw -3858990.340017 + Penalty 3487.486752 = -3855502.853265 nChanged 30 SP:Iteration 65Q (4985.229621 sec): 3 clusters Score: Raw -3859001.552689 + Penalty 3487.486752 = -3855514.065937 nChanged 28 SP:Iteration 66Q (4985.331735 sec): 3 clusters Score: Raw -3859010.891413 + Penalty 3487.486752 = -3855523.404661 nChanged 28 SP:Iteration 67Q (4985.419885 sec): 3 clusters Score: Raw -3859019.420485 + Penalty 3487.486752 = -3855531.933733 nChanged 20 SP:Iteration 68Q (4985.526148 sec): 3 clusters Score: Raw -3859025.091902 + Penalty 3487.486752 = -3855537.605150 nChanged 12 SP:Iteration 69Q (4985.623618 sec): 3 clusters Score: Raw -3859029.043024 + Penalty 3487.486752 = -3855541.556272 nChanged 17 SP:Iteration 70Q (4985.730943 sec): 3 clusters Score: Raw -3859033.492284 + Penalty 3487.486752 = -3855546.005532 nChanged 18 SP:Iteration 71Q (4985.840499 sec): 3 clusters Score: Raw -3859038.835744 + Penalty 3487.486752 = -3855551.348992 nChanged 14 SP:Iteration 72Q (4985.939742 sec): 3 clusters Score: Raw -3859041.523230 + Penalty 3487.486752 = -3855554.036478 nChanged 13 SP:Iteration 73Q (4986.043473 sec): 3 clusters Score: Raw -3859046.654058 + Penalty 3487.486752 = -3855559.167306 nChanged 17 SP:Iteration 74Q (4986.150537 sec): 3 clusters Score: Raw -3859051.397018 + Penalty 3487.486752 = -3855563.910266 nChanged 17 SP:Iteration 75Q (4986.258832 sec): 3 clusters Score: Raw -3859056.815487 + Penalty 3487.486752 = -3855569.328735 nChanged 13 SP:Iteration 76Q (4986.362569 sec): 3 clusters Score: Raw -3859060.208850 + Penalty 3487.486752 = -3855572.722098 nChanged 13 SP:Iteration 77Q (4986.457374 sec): 3 clusters Score: Raw -3859064.523860 + Penalty 3487.486752 = -3855577.037108 nChanged 14 SP:Iteration 78Q (4986.559361 sec): 3 clusters Score: Raw -3859070.896245 + Penalty 3487.486752 = -3855583.409493 nChanged 14 SP:Iteration 79Q (4986.667675 sec): 3 clusters Score: Raw -3859075.415392 + Penalty 3487.486752 = -3855587.928640 nChanged 20 SP:Iteration 80F (4986.790512 sec): 3 clusters Score: Raw -3859082.653488 + Penalty 3487.486752 = -3855595.166737 nChanged 18 SP:Iteration 81Q (4986.905877 sec): 3 clusters Score: Raw -3859088.346933 + Penalty 3487.486752 = -3855600.860181 nChanged 12 SP:Iteration 82Q (4987.005520 sec): 3 clusters Score: Raw -3859092.224143 + Penalty 3487.486752 = -3855604.737391 nChanged 15 SP:Iteration 83Q (4987.102647 sec): 3 clusters Score: Raw -3859096.548427 + Penalty 3487.486752 = -3855609.061675 nChanged 13 SP:Iteration 84Q (4987.202876 sec): 3 clusters Score: Raw -3859100.547458 + Penalty 3487.486752 = -3855613.060706 nChanged 8 SP:Iteration 85Q (4987.310987 sec): 3 clusters Score: Raw -3859104.160968 + Penalty 3487.486752 = -3855616.674216 nChanged 9 SP:Iteration 86Q (4987.410578 sec): 3 clusters Score: Raw -3859107.671004 + Penalty 3487.486752 = -3855620.184252 nChanged 12 SP:Iteration 87Q (4987.517524 sec): 3 clusters Score: Raw -3859111.645598 + Penalty 3487.486752 = -3855624.158846 nChanged 12 SP:Iteration 88Q (4987.629895 sec): 3 clusters Score: Raw -3859114.980601 + Penalty 3487.486752 = -3855627.493849 nChanged 6 SP:Iteration 89Q (4987.734650 sec): 3 clusters Score: Raw -3859117.830489 + Penalty 3487.486752 = -3855630.343737 nChanged 10 SP:Iteration 90Q (4987.844682 sec): 3 clusters Score: Raw -3859121.760321 + Penalty 3487.486752 = -3855634.273569 nChanged 8 SP:Iteration 91Q (4987.943656 sec): 3 clusters Score: Raw -3859124.621020 + Penalty 3487.486752 = -3855637.134268 nChanged 5 SP:Iteration 92Q (4988.050663 sec): 3 clusters Score: Raw -3859125.773204 + Penalty 3487.486752 = -3855638.286452 nChanged 2 SP:Iteration 93Q (4988.150072 sec): 3 clusters Score: Raw -3859126.010777 + Penalty 3487.486752 = -3855638.524025 nChanged 1 SP:Iteration 94Q (4988.260045 sec): 3 clusters Score: Raw -3859126.260921 + Penalty 3487.486752 = -3855638.774170 nChanged 1 SP:Iteration 95Q (4988.359099 sec): 3 clusters Score: Raw -3859126.524702 + Penalty 3487.486752 = -3855639.037950 nChanged 1 SP:Iteration 96Q (4988.460886 sec): 3 clusters Score: Raw -3859126.851290 + Penalty 3487.486752 = -3855639.364538 nChanged 3 SP:Iteration 97Q (4988.565408 sec): 3 clusters Score: Raw -3859128.207427 + Penalty 3487.486752 = -3855640.720675 nChanged 6 SP:Iteration 98Q (4988.674978 sec): 3 clusters Score: Raw -3859129.556018 + Penalty 3487.486752 = -3855642.069266 nChanged 3 SP:Iteration 99Q (4988.782265 sec): 3 clusters Score: Raw -3859130.388872 + Penalty 3487.486752 = -3855642.902120 nChanged 4 SP:Iteration 100F (4988.896344 sec): 3 clusters Score: Raw -3859131.496265 + Penalty 3487.486752 = -3855644.009513 nChanged 3 SP:Iteration 101Q (4988.995742 sec): 3 clusters Score: Raw -3859131.979912 + Penalty 3487.486752 = -3855644.493160 nChanged 2 SP:Iteration 102Q (4989.102864 sec): 3 clusters Score: Raw -3859132.278767 + Penalty 3487.486752 = -3855644.792015 nChanged 0 SP:Iteration 103F (4989.215270 sec): 3 clusters Score: Raw -3859132.278767 + Penalty 3487.486752 = -3855644.792015 nChanged 0 Trying to split cluster 5 (1528 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4989.257390 sec): 2 clusters Score: Raw -89690.480584 + Penalty 1191.403683 = -88499.076902 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4989.307008 sec): 3 clusters Score: Raw -89214.700440 + Penalty 2382.807365 = -86831.893075 nChanged 560 SP:Iteration 1F (4989.357634 sec): 3 clusters Score: Raw -89968.238388 + Penalty 2382.807365 = -87585.431023 nChanged 186 SP:Iteration 2F (4989.402475 sec): 3 clusters Score: Raw -90416.965971 + Penalty 2382.807365 = -88034.158605 nChanged 124 SP:Iteration 3F (4989.438115 sec): 3 clusters Score: Raw -90604.539937 + Penalty 2382.807365 = -88221.732572 nChanged 74 SP:Iteration 4Q (4989.484339 sec): 3 clusters Score: Raw -90690.436895 + Penalty 2382.807365 = -88307.629529 nChanged 34 SP:Iteration 5Q (4989.538426 sec): 3 clusters Score: Raw -90717.377249 + Penalty 2382.807365 = -88334.569884 nChanged 26 SP:Iteration 6Q (4989.575165 sec): 3 clusters Score: Raw -90742.717622 + Penalty 2382.807365 = -88359.910257 nChanged 28 SP:Iteration 7Q (4989.618349 sec): 3 clusters Score: Raw -90764.494701 + Penalty 2382.807365 = -88381.687335 nChanged 14 SP:Iteration 8Q (4989.675732 sec): 3 clusters Score: Raw -90774.020015 + Penalty 2382.807365 = -88391.212650 nChanged 7 SP:Iteration 9Q (4989.712789 sec): 3 clusters Score: Raw -90783.303893 + Penalty 2382.807365 = -88400.496528 nChanged 13 SP:Iteration 10Q (4989.752591 sec): 3 clusters Score: Raw -90802.171515 + Penalty 2382.807365 = -88419.364150 nChanged 10 SP:Iteration 11Q (4989.804028 sec): 3 clusters Score: Raw -90811.019950 + Penalty 2382.807365 = -88428.212585 nChanged 9 SP:Iteration 12Q (4989.847751 sec): 3 clusters Score: Raw -90817.092194 + Penalty 2382.807365 = -88434.284828 nChanged 5 SP:Iteration 13Q (4989.892381 sec): 3 clusters Score: Raw -90820.399768 + Penalty 2382.807365 = -88437.592403 nChanged 8 SP:Iteration 14Q (4989.937460 sec): 3 clusters Score: Raw -90826.087021 + Penalty 2382.807365 = -88443.279656 nChanged 11 SP:Iteration 15Q (4989.982882 sec): 3 clusters Score: Raw -90832.422273 + Penalty 2382.807365 = -88449.614908 nChanged 10 SP:Iteration 16Q (4990.036166 sec): 3 clusters Score: Raw -90838.916409 + Penalty 2382.807365 = -88456.109044 nChanged 5 SP:Iteration 17Q (4990.073642 sec): 3 clusters Score: Raw -90843.122908 + Penalty 2382.807365 = -88460.315543 nChanged 4 SP:Iteration 18Q (4990.110574 sec): 3 clusters Score: Raw -90846.956029 + Penalty 2382.807365 = -88464.148663 nChanged 1 SP:Iteration 19Q (4990.153873 sec): 3 clusters Score: Raw -90847.414879 + Penalty 2382.807365 = -88464.607514 nChanged 0 SP:Iteration 20F (4990.212046 sec): 3 clusters Score: Raw -90847.414879 + Penalty 2382.807365 = -88464.607514 nChanged 0 Trying to split cluster 6 (551 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4990.231953 sec): 2 clusters Score: Raw -42746.896870 + Penalty 1025.656906 = -41721.239963 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4990.270499 sec): 3 clusters Score: Raw -42697.387621 + Penalty 2051.313813 = -40646.073808 nChanged 122 SP:Iteration 1F (4990.324086 sec): 3 clusters Score: Raw -42863.851472 + Penalty 2051.313813 = -40812.537659 nChanged 34 SP:Iteration 2F (4990.365731 sec): 3 clusters Score: Raw -42921.072933 + Penalty 2051.313813 = -40869.759120 nChanged 15 SP:Iteration 3Q (4990.403938 sec): 3 clusters Score: Raw -42942.268623 + Penalty 2051.313813 = -40890.954810 nChanged 13 SP:Iteration 4Q (4990.445874 sec): 3 clusters Score: Raw -42969.892592 + Penalty 2051.313813 = -40918.578779 nChanged 5 SP:Iteration 5Q (4990.494538 sec): 3 clusters Score: Raw -42973.333796 + Penalty 2051.313813 = -40922.019983 nChanged 7 SP:Iteration 6Q (4990.529917 sec): 3 clusters Score: Raw -42999.220305 + Penalty 2051.313813 = -40947.906492 nChanged 12 SP:Iteration 7Q (4990.567040 sec): 3 clusters Score: Raw -43028.504980 + Penalty 2051.313813 = -40977.191167 nChanged 7 SP:Iteration 8Q (4990.610917 sec): 3 clusters Score: Raw -43038.828694 + Penalty 2051.313813 = -40987.514881 nChanged 4 SP:Iteration 9Q (4990.655478 sec): 3 clusters Score: Raw -43042.337937 + Penalty 2051.313813 = -40991.024124 nChanged 1 SP:Iteration 10Q (4990.698587 sec): 3 clusters Score: Raw -43043.620949 + Penalty 2051.313813 = -40992.307136 nChanged 0 SP:Iteration 11F (4990.742712 sec): 3 clusters Score: Raw -43043.620949 + Penalty 2051.313813 = -40992.307136 nChanged 0 Trying to split cluster 7 (11912 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4990.784278 sec): 2 clusters Score: Raw -977535.279766 + Penalty 1525.111506 = -976010.168261 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4990.841831 sec): 3 clusters Score: Raw -970691.191169 + Penalty 3050.223012 = -967640.968158 nChanged 5230 SP:Iteration 1F (4990.905833 sec): 3 clusters Score: Raw -973576.963733 + Penalty 3050.223012 = -970526.740721 nChanged 824 SP:Iteration 2F (4990.968254 sec): 3 clusters Score: Raw -973985.010540 + Penalty 3050.223012 = -970934.787529 nChanged 721 SP:Iteration 3F (4991.030572 sec): 3 clusters Score: Raw -974426.559058 + Penalty 3050.223012 = -971376.336047 nChanged 740 SP:Iteration 4F (4991.094344 sec): 3 clusters Score: Raw -974964.200397 + Penalty 3050.223012 = -971913.977386 nChanged 771 SP:Iteration 5F (4991.159224 sec): 3 clusters Score: Raw -975621.120838 + Penalty 3050.223012 = -972570.897827 nChanged 761 SP:Iteration 6F (4991.227913 sec): 3 clusters Score: Raw -976381.741175 + Penalty 3050.223012 = -973331.518163 nChanged 728 SP:Iteration 7F (4991.292244 sec): 3 clusters Score: Raw -977113.176278 + Penalty 3050.223012 = -974062.953266 nChanged 592 SP:Iteration 8Q (4991.347668 sec): 3 clusters Score: Raw -977644.652143 + Penalty 3050.223012 = -974594.429132 nChanged 397 SP:Iteration 9Q (4991.420559 sec): 3 clusters Score: Raw -977919.724255 + Penalty 3050.223012 = -974869.501244 nChanged 273 SP:Iteration 10Q (4991.477036 sec): 3 clusters Score: Raw -978079.903852 + Penalty 3050.223012 = -975029.680841 nChanged 207 SP:Iteration 11Q (4991.543182 sec): 3 clusters Score: Raw -978182.271442 + Penalty 3050.223012 = -975132.048431 nChanged 157 SP:Iteration 12Q (4991.594841 sec): 3 clusters Score: Raw -978242.968175 + Penalty 3050.223012 = -975192.745164 nChanged 106 SP:Iteration 13Q (4991.661709 sec): 3 clusters Score: Raw -978273.976617 + Penalty 3050.223012 = -975223.753605 nChanged 77 SP:Iteration 14Q (4991.735731 sec): 3 clusters Score: Raw -978294.057772 + Penalty 3050.223012 = -975243.834760 nChanged 64 SP:Iteration 15Q (4991.794005 sec): 3 clusters Score: Raw -978307.241149 + Penalty 3050.223012 = -975257.018137 nChanged 44 SP:Iteration 16Q (4991.856862 sec): 3 clusters Score: Raw -978315.926998 + Penalty 3050.223012 = -975265.703986 nChanged 37 SP:Iteration 17Q (4991.917249 sec): 3 clusters Score: Raw -978324.419087 + Penalty 3050.223012 = -975274.196075 nChanged 31 SP:Iteration 18Q (4991.992320 sec): 3 clusters Score: Raw -978331.008146 + Penalty 3050.223012 = -975280.785135 nChanged 22 SP:Iteration 19Q (4992.057616 sec): 3 clusters Score: Raw -978335.013384 + Penalty 3050.223012 = -975284.790372 nChanged 20 SP:Iteration 20F (4992.127387 sec): 3 clusters Score: Raw -978338.056684 + Penalty 3050.223012 = -975287.833672 nChanged 10 SP:Iteration 21Q (4992.179025 sec): 3 clusters Score: Raw -978339.615558 + Penalty 3050.223012 = -975289.392547 nChanged 12 SP:Iteration 22Q (4992.253564 sec): 3 clusters Score: Raw -978342.600413 + Penalty 3050.223012 = -975292.377401 nChanged 14 SP:Iteration 23Q (4992.300552 sec): 3 clusters Score: Raw -978345.449844 + Penalty 3050.223012 = -975295.226832 nChanged 13 SP:Iteration 24Q (4992.365521 sec): 3 clusters Score: Raw -978347.756543 + Penalty 3050.223012 = -975297.533532 nChanged 16 SP:Iteration 25Q (4992.430501 sec): 3 clusters Score: Raw -978350.034413 + Penalty 3050.223012 = -975299.811401 nChanged 13 SP:Iteration 26Q (4992.496280 sec): 3 clusters Score: Raw -978353.030708 + Penalty 3050.223012 = -975302.807696 nChanged 16 SP:Iteration 27Q (4992.562954 sec): 3 clusters Score: Raw -978355.341837 + Penalty 3050.223012 = -975305.118825 nChanged 10 SP:Iteration 28Q (4992.620541 sec): 3 clusters Score: Raw -978357.040391 + Penalty 3050.223012 = -975306.817379 nChanged 11 SP:Iteration 29Q (4992.683818 sec): 3 clusters Score: Raw -978358.176213 + Penalty 3050.223012 = -975307.953202 nChanged 7 SP:Iteration 30Q (4992.749087 sec): 3 clusters Score: Raw -978359.096221 + Penalty 3050.223012 = -975308.873209 nChanged 8 SP:Iteration 31Q (4992.817644 sec): 3 clusters Score: Raw -978360.497319 + Penalty 3050.223012 = -975310.274307 nChanged 8 SP:Iteration 32Q (4992.875245 sec): 3 clusters Score: Raw -978361.813174 + Penalty 3050.223012 = -975311.590163 nChanged 5 SP:Iteration 33Q (4992.951042 sec): 3 clusters Score: Raw -978362.682457 + Penalty 3050.223012 = -975312.459445 nChanged 9 SP:Iteration 34Q (4993.013850 sec): 3 clusters Score: Raw -978363.894287 + Penalty 3050.223012 = -975313.671275 nChanged 6 SP:Iteration 35Q (4993.066432 sec): 3 clusters Score: Raw -978364.758855 + Penalty 3050.223012 = -975314.535844 nChanged 7 SP:Iteration 36Q (4993.127880 sec): 3 clusters Score: Raw -978365.720812 + Penalty 3050.223012 = -975315.497800 nChanged 5 SP:Iteration 37Q (4993.193820 sec): 3 clusters Score: Raw -978366.444142 + Penalty 3050.223012 = -975316.221130 nChanged 3 SP:Iteration 38Q (4993.259854 sec): 3 clusters Score: Raw -978366.712140 + Penalty 3050.223012 = -975316.489128 nChanged 2 SP:Iteration 39Q (4993.312929 sec): 3 clusters Score: Raw -978366.955660 + Penalty 3050.223012 = -975316.732648 nChanged 2 SP:Iteration 40F (4993.385310 sec): 3 clusters Score: Raw -978367.224318 + Penalty 3050.223012 = -975317.001307 nChanged 0 Trying to split cluster 8 (4989 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4993.420892 sec): 2 clusters Score: Raw -382218.827018 + Penalty 1383.686000 = -380835.141018 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4993.470866 sec): 3 clusters Score: Raw -379595.980626 + Penalty 2767.372000 = -376828.608626 nChanged 1996 SP:Iteration 1F (4993.513058 sec): 3 clusters Score: Raw -380678.620817 + Penalty 2767.372000 = -377911.248817 nChanged 375 SP:Iteration 2F (4993.569275 sec): 3 clusters Score: Raw -380904.370532 + Penalty 2767.372000 = -378136.998532 nChanged 301 SP:Iteration 3F (4993.622179 sec): 3 clusters Score: Raw -381072.456952 + Penalty 2767.372000 = -378305.084952 nChanged 238 SP:Iteration 4Q (4993.677353 sec): 3 clusters Score: Raw -381199.525424 + Penalty 2767.372000 = -378432.153424 nChanged 191 SP:Iteration 5Q (4993.733096 sec): 3 clusters Score: Raw -381297.271269 + Penalty 2767.372000 = -378529.899270 nChanged 187 SP:Iteration 6Q (4993.787037 sec): 3 clusters Score: Raw -381400.788238 + Penalty 2767.372000 = -378633.416239 nChanged 180 SP:Iteration 7Q (4993.834309 sec): 3 clusters Score: Raw -381504.070955 + Penalty 2767.372000 = -378736.698955 nChanged 156 SP:Iteration 8Q (4993.889147 sec): 3 clusters Score: Raw -381614.589497 + Penalty 2767.372000 = -378847.217497 nChanged 163 SP:Iteration 9Q (4993.931798 sec): 3 clusters Score: Raw -381767.147758 + Penalty 2767.372000 = -378999.775758 nChanged 170 SP:Iteration 10Q (4993.989772 sec): 3 clusters Score: Raw -381920.444912 + Penalty 2767.372000 = -379153.072912 nChanged 150 SP:Iteration 11Q (4994.042055 sec): 3 clusters Score: Raw -382025.063557 + Penalty 2767.372000 = -379257.691557 nChanged 133 SP:Iteration 12Q (4994.090605 sec): 3 clusters Score: Raw -382099.770093 + Penalty 2767.372000 = -379332.398094 nChanged 116 SP:Iteration 13Q (4994.138459 sec): 3 clusters Score: Raw -382164.364719 + Penalty 2767.372000 = -379396.992719 nChanged 97 SP:Iteration 14Q (4994.189359 sec): 3 clusters Score: Raw -382213.494941 + Penalty 2767.372000 = -379446.122941 nChanged 88 SP:Iteration 15Q (4994.249079 sec): 3 clusters Score: Raw -382248.932638 + Penalty 2767.372000 = -379481.560639 nChanged 77 SP:Iteration 16Q (4994.289008 sec): 3 clusters Score: Raw -382278.469278 + Penalty 2767.372000 = -379511.097278 nChanged 61 SP:Iteration 17Q (4994.345460 sec): 3 clusters Score: Raw -382303.240594 + Penalty 2767.372000 = -379535.868595 nChanged 67 SP:Iteration 18Q (4994.401867 sec): 3 clusters Score: Raw -382326.982836 + Penalty 2767.372000 = -379559.610837 nChanged 47 SP:Iteration 19Q (4994.439592 sec): 3 clusters Score: Raw -382344.522963 + Penalty 2767.372000 = -379577.150964 nChanged 46 SP:Iteration 20F (4994.491603 sec): 3 clusters Score: Raw -382358.738274 + Penalty 2767.372000 = -379591.366274 nChanged 34 SP:Iteration 21Q (4994.545953 sec): 3 clusters Score: Raw -382367.249418 + Penalty 2767.372000 = -379599.877419 nChanged 30 SP:Iteration 22Q (4994.592024 sec): 3 clusters Score: Raw -382374.415201 + Penalty 2767.372000 = -379607.043202 nChanged 14 SP:Iteration 23Q (4994.648849 sec): 3 clusters Score: Raw -382378.048093 + Penalty 2767.372000 = -379610.676094 nChanged 16 SP:Iteration 24Q (4994.696414 sec): 3 clusters Score: Raw -382381.993152 + Penalty 2767.372000 = -379614.621153 nChanged 13 SP:Iteration 25Q (4994.756938 sec): 3 clusters Score: Raw -382386.002853 + Penalty 2767.372000 = -379618.630854 nChanged 17 SP:Iteration 26Q (4994.807533 sec): 3 clusters Score: Raw -382390.909409 + Penalty 2767.372000 = -379623.537410 nChanged 26 SP:Iteration 27Q (4994.853339 sec): 3 clusters Score: Raw -382399.337628 + Penalty 2767.372000 = -379631.965628 nChanged 34 SP:Iteration 28Q (4994.901835 sec): 3 clusters Score: Raw -382407.627579 + Penalty 2767.372000 = -379640.255580 nChanged 25 SP:Iteration 29Q (4994.964263 sec): 3 clusters Score: Raw -382413.051069 + Penalty 2767.372000 = -379645.679069 nChanged 18 SP:Iteration 30Q (4995.014329 sec): 3 clusters Score: Raw -382418.213853 + Penalty 2767.372000 = -379650.841853 nChanged 17 SP:Iteration 31Q (4995.053814 sec): 3 clusters Score: Raw -382425.803589 + Penalty 2767.372000 = -379658.431589 nChanged 19 SP:Iteration 32Q (4995.105344 sec): 3 clusters Score: Raw -382433.011519 + Penalty 2767.372000 = -379665.639519 nChanged 15 SP:Iteration 33Q (4995.155626 sec): 3 clusters Score: Raw -382437.606983 + Penalty 2767.372000 = -379670.234984 nChanged 13 SP:Iteration 34Q (4995.209091 sec): 3 clusters Score: Raw -382442.154823 + Penalty 2767.372000 = -379674.782824 nChanged 18 SP:Iteration 35Q (4995.256244 sec): 3 clusters Score: Raw -382447.938762 + Penalty 2767.372000 = -379680.566762 nChanged 19 SP:Iteration 36Q (4995.317992 sec): 3 clusters Score: Raw -382455.587126 + Penalty 2767.372000 = -379688.215126 nChanged 28 SP:Iteration 37Q (4995.370680 sec): 3 clusters Score: Raw -382465.518766 + Penalty 2767.372000 = -379698.146766 nChanged 30 SP:Iteration 38Q (4995.412804 sec): 3 clusters Score: Raw -382476.879424 + Penalty 2767.372000 = -379709.507425 nChanged 25 SP:Iteration 39Q (4995.464784 sec): 3 clusters Score: Raw -382485.428989 + Penalty 2767.372000 = -379718.056990 nChanged 36 SP:Iteration 40F (4995.528321 sec): 3 clusters Score: Raw -382500.047645 + Penalty 2767.372000 = -379732.675645 nChanged 32 SP:Iteration 41Q (4995.574716 sec): 3 clusters Score: Raw -382517.723302 + Penalty 2767.372000 = -379750.351303 nChanged 37 SP:Iteration 42Q (4995.637147 sec): 3 clusters Score: Raw -382534.568554 + Penalty 2767.372000 = -379767.196554 nChanged 27 SP:Iteration 43Q (4995.688376 sec): 3 clusters Score: Raw -382549.727519 + Penalty 2767.372000 = -379782.355519 nChanged 31 SP:Iteration 44Q (4995.744122 sec): 3 clusters Score: Raw -382561.384159 + Penalty 2767.372000 = -379794.012159 nChanged 26 SP:Iteration 45Q (4995.788131 sec): 3 clusters Score: Raw -382570.955138 + Penalty 2767.372000 = -379803.583139 nChanged 30 SP:Iteration 46Q (4995.848853 sec): 3 clusters Score: Raw -382581.540173 + Penalty 2767.372000 = -379814.168174 nChanged 30 SP:Iteration 47Q (4995.889941 sec): 3 clusters Score: Raw -382589.388432 + Penalty 2767.372000 = -379822.016433 nChanged 18 SP:Iteration 48Q (4995.937749 sec): 3 clusters Score: Raw -382596.064591 + Penalty 2767.372000 = -379828.692591 nChanged 18 SP:Iteration 49Q (4995.987223 sec): 3 clusters Score: Raw -382601.716354 + Penalty 2767.372000 = -379834.344354 nChanged 15 SP:Iteration 50Q (4996.039728 sec): 3 clusters Score: Raw -382605.332702 + Penalty 2767.372000 = -379837.960702 nChanged 15 SP:Iteration 51Q (4996.095679 sec): 3 clusters Score: Raw -382609.172602 + Penalty 2767.372000 = -379841.800602 nChanged 8 SP:Iteration 52Q (4996.137527 sec): 3 clusters Score: Raw -382610.513368 + Penalty 2767.372000 = -379843.141368 nChanged 12 SP:Iteration 53Q (4996.187049 sec): 3 clusters Score: Raw -382613.301376 + Penalty 2767.372000 = -379845.929377 nChanged 14 SP:Iteration 54Q (4996.233686 sec): 3 clusters Score: Raw -382616.932314 + Penalty 2767.372000 = -379849.560315 nChanged 13 SP:Iteration 55Q (4996.292871 sec): 3 clusters Score: Raw -382620.149544 + Penalty 2767.372000 = -379852.777545 nChanged 7 SP:Iteration 56Q (4996.334291 sec): 3 clusters Score: Raw -382622.470684 + Penalty 2767.372000 = -379855.098684 nChanged 9 SP:Iteration 57Q (4996.385048 sec): 3 clusters Score: Raw -382624.326918 + Penalty 2767.372000 = -379856.954918 nChanged 6 SP:Iteration 58Q (4996.438914 sec): 3 clusters Score: Raw -382625.481815 + Penalty 2767.372000 = -379858.109815 nChanged 7 SP:Iteration 59Q (4996.486253 sec): 3 clusters Score: Raw -382627.529819 + Penalty 2767.372000 = -379860.157820 nChanged 6 SP:Iteration 60F (4996.538027 sec): 3 clusters Score: Raw -382629.011499 + Penalty 2767.372000 = -379861.639499 nChanged 4 SP:Iteration 61Q (4996.584579 sec): 3 clusters Score: Raw -382630.263192 + Penalty 2767.372000 = -379862.891193 nChanged 5 SP:Iteration 62Q (4996.632905 sec): 3 clusters Score: Raw -382631.427448 + Penalty 2767.372000 = -379864.055448 nChanged 4 SP:Iteration 63Q (4996.684205 sec): 3 clusters Score: Raw -382632.216943 + Penalty 2767.372000 = -379864.844943 nChanged 3 SP:Iteration 64Q (4996.743598 sec): 3 clusters Score: Raw -382632.850343 + Penalty 2767.372000 = -379865.478344 nChanged 4 SP:Iteration 65Q (4996.791923 sec): 3 clusters Score: Raw -382633.437606 + Penalty 2767.372000 = -379866.065606 nChanged 5 SP:Iteration 66Q (4996.839379 sec): 3 clusters Score: Raw -382634.153683 + Penalty 2767.372000 = -379866.781683 nChanged 5 SP:Iteration 67Q (4996.881837 sec): 3 clusters Score: Raw -382634.966170 + Penalty 2767.372000 = -379867.594170 nChanged 4 SP:Iteration 68Q (4996.939757 sec): 3 clusters Score: Raw -382635.750486 + Penalty 2767.372000 = -379868.378486 nChanged 4 SP:Iteration 69Q (4996.994240 sec): 3 clusters Score: Raw -382636.227068 + Penalty 2767.372000 = -379868.855069 nChanged 1 SP:Iteration 70Q (4997.045470 sec): 3 clusters Score: Raw -382636.337307 + Penalty 2767.372000 = -379868.965307 nChanged 1 SP:Iteration 71Q (4997.088699 sec): 3 clusters Score: Raw -382636.480720 + Penalty 2767.372000 = -379869.108720 nChanged 1 SP:Iteration 72Q (4997.152033 sec): 3 clusters Score: Raw -382636.821598 + Penalty 2767.372000 = -379869.449598 nChanged 3 SP:Iteration 73Q (4997.199099 sec): 3 clusters Score: Raw -382637.484158 + Penalty 2767.372000 = -379870.112159 nChanged 5 SP:Iteration 74Q (4997.248099 sec): 3 clusters Score: Raw -382638.451081 + Penalty 2767.372000 = -379871.079081 nChanged 2 SP:Iteration 75Q (4997.300739 sec): 3 clusters Score: Raw -382639.148125 + Penalty 2767.372000 = -379871.776125 nChanged 5 SP:Iteration 76Q (4997.359867 sec): 3 clusters Score: Raw -382640.157466 + Penalty 2767.372000 = -379872.785467 nChanged 2 SP:Iteration 77Q (4997.411231 sec): 3 clusters Score: Raw -382640.921384 + Penalty 2767.372000 = -379873.549384 nChanged 2 SP:Iteration 78Q (4997.454327 sec): 3 clusters Score: Raw -382641.552476 + Penalty 2767.372000 = -379874.180477 nChanged 4 SP:Iteration 79Q (4997.515180 sec): 3 clusters Score: Raw -382642.260433 + Penalty 2767.372000 = -379874.888433 nChanged 8 SP:Iteration 80F (4997.556451 sec): 3 clusters Score: Raw -382644.122563 + Penalty 2767.372000 = -379876.750564 nChanged 6 SP:Iteration 81Q (4997.615917 sec): 3 clusters Score: Raw -382645.167785 + Penalty 2767.372000 = -379877.795785 nChanged 2 SP:Iteration 82Q (4997.655829 sec): 3 clusters Score: Raw -382645.465062 + Penalty 2767.372000 = -379878.093062 nChanged 1 SP:Iteration 83Q (4997.703381 sec): 3 clusters Score: Raw -382645.596044 + Penalty 2767.372000 = -379878.224045 nChanged 0 SP:Iteration 84F (4997.753491 sec): 3 clusters Score: Raw -382645.596044 + Penalty 2767.372000 = -379878.224045 nChanged 0 Trying to split cluster 9 (2339 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4997.789052 sec): 2 clusters Score: Raw -173976.380134 + Penalty 1260.590300 = -172715.789834 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4997.827706 sec): 3 clusters Score: Raw -172928.331160 + Penalty 2521.180599 = -170407.150561 nChanged 848 SP:Iteration 1F (4997.871294 sec): 3 clusters Score: Raw -173453.913857 + Penalty 2521.180599 = -170932.733258 nChanged 172 SP:Iteration 2F (4997.916317 sec): 3 clusters Score: Raw -173566.670936 + Penalty 2521.180599 = -171045.490337 nChanged 105 SP:Iteration 3Q (4997.964887 sec): 3 clusters Score: Raw -173632.678890 + Penalty 2521.180599 = -171111.498291 nChanged 74 SP:Iteration 4Q (4998.005261 sec): 3 clusters Score: Raw -173676.643242 + Penalty 2521.180599 = -171155.462643 nChanged 58 SP:Iteration 5Q (4998.058391 sec): 3 clusters Score: Raw -173709.618693 + Penalty 2521.180599 = -171188.438094 nChanged 56 SP:Iteration 6Q (4998.116267 sec): 3 clusters Score: Raw -173745.414095 + Penalty 2521.180599 = -171224.233496 nChanged 47 SP:Iteration 7Q (4998.154081 sec): 3 clusters Score: Raw -173785.297810 + Penalty 2521.180599 = -171264.117211 nChanged 64 SP:Iteration 8Q (4998.212604 sec): 3 clusters Score: Raw -173831.181400 + Penalty 2521.180599 = -171310.000801 nChanged 48 SP:Iteration 9Q (4998.258637 sec): 3 clusters Score: Raw -173861.352816 + Penalty 2521.180599 = -171340.172216 nChanged 43 SP:Iteration 10Q (4998.309030 sec): 3 clusters Score: Raw -173887.514351 + Penalty 2521.180599 = -171366.333752 nChanged 42 SP:Iteration 11Q (4998.342378 sec): 3 clusters Score: Raw -173916.395101 + Penalty 2521.180599 = -171395.214502 nChanged 37 SP:Iteration 12Q (4998.389286 sec): 3 clusters Score: Raw -173943.647304 + Penalty 2521.180599 = -171422.466705 nChanged 51 SP:Iteration 13Q (4998.440159 sec): 3 clusters Score: Raw -173978.996482 + Penalty 2521.180599 = -171457.815883 nChanged 52 SP:Iteration 14Q (4998.490167 sec): 3 clusters Score: Raw -174021.476271 + Penalty 2521.180599 = -171500.295672 nChanged 42 SP:Iteration 15Q (4998.535168 sec): 3 clusters Score: Raw -174056.423152 + Penalty 2521.180599 = -171535.242552 nChanged 42 SP:Iteration 16Q (4998.587653 sec): 3 clusters Score: Raw -174088.813025 + Penalty 2521.180599 = -171567.632425 nChanged 44 SP:Iteration 17Q (4998.635159 sec): 3 clusters Score: Raw -174118.133116 + Penalty 2521.180599 = -171596.952517 nChanged 33 SP:Iteration 18Q (4998.683591 sec): 3 clusters Score: Raw -174143.464904 + Penalty 2521.180599 = -171622.284305 nChanged 31 SP:Iteration 19Q (4998.728067 sec): 3 clusters Score: Raw -174169.371309 + Penalty 2521.180599 = -171648.190710 nChanged 37 SP:Iteration 20F (4998.767220 sec): 3 clusters Score: Raw -174198.649668 + Penalty 2521.180599 = -171677.469068 nChanged 39 SP:Iteration 21Q (4998.813043 sec): 3 clusters Score: Raw -174228.744693 + Penalty 2521.180599 = -171707.564094 nChanged 36 SP:Iteration 22Q (4998.870681 sec): 3 clusters Score: Raw -174269.675090 + Penalty 2521.180599 = -171748.494491 nChanged 29 SP:Iteration 23Q (4998.908049 sec): 3 clusters Score: Raw -174305.280106 + Penalty 2521.180599 = -171784.099507 nChanged 27 SP:Iteration 24Q (4998.953731 sec): 3 clusters Score: Raw -174328.246822 + Penalty 2521.180599 = -171807.066223 nChanged 18 SP:Iteration 25Q (4999.008842 sec): 3 clusters Score: Raw -174344.505687 + Penalty 2521.180599 = -171823.325087 nChanged 18 SP:Iteration 26Q (4999.056471 sec): 3 clusters Score: Raw -174355.429572 + Penalty 2521.180599 = -171834.248973 nChanged 12 SP:Iteration 27Q (4999.096422 sec): 3 clusters Score: Raw -174364.015343 + Penalty 2521.180599 = -171842.834744 nChanged 8 SP:Iteration 28Q (4999.150514 sec): 3 clusters Score: Raw -174370.898415 + Penalty 2521.180599 = -171849.717816 nChanged 6 SP:Iteration 29Q (4999.198806 sec): 3 clusters Score: Raw -174381.699980 + Penalty 2521.180599 = -171860.519381 nChanged 9 SP:Iteration 30Q (4999.239925 sec): 3 clusters Score: Raw -174385.013109 + Penalty 2521.180599 = -171863.832510 nChanged 5 SP:Iteration 31Q (4999.288981 sec): 3 clusters Score: Raw -174389.339364 + Penalty 2521.180599 = -171868.158765 nChanged 7 SP:Iteration 32Q (4999.339706 sec): 3 clusters Score: Raw -174398.334315 + Penalty 2521.180599 = -171877.153716 nChanged 9 SP:Iteration 33Q (4999.390940 sec): 3 clusters Score: Raw -174403.388927 + Penalty 2521.180599 = -171882.208328 nChanged 6 SP:Iteration 34Q (4999.426689 sec): 3 clusters Score: Raw -174405.508201 + Penalty 2521.180599 = -171884.327602 nChanged 5 SP:Iteration 35Q (4999.474714 sec): 3 clusters Score: Raw -174409.522293 + Penalty 2521.180599 = -171888.341694 nChanged 7 SP:Iteration 36Q (4999.513086 sec): 3 clusters Score: Raw -174414.937413 + Penalty 2521.180599 = -171893.756814 nChanged 2 SP:Iteration 37Q (4999.558853 sec): 3 clusters Score: Raw -174415.327658 + Penalty 2521.180599 = -171894.147059 nChanged 0 SP:Iteration 38F (4999.597614 sec): 3 clusters Score: Raw -174415.327658 + Penalty 2521.180599 = -171894.147059 nChanged 0 Trying to split cluster 10 (24929 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4999.665282 sec): 2 clusters Score: Raw -2057650.833192 + Penalty 1645.115398 = -2056005.717794 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4999.755321 sec): 3 clusters Score: Raw -2042510.510668 + Penalty 3290.230796 = -2039220.279872 nChanged 11367 SP:Iteration 1F (4999.835060 sec): 3 clusters Score: Raw -2049140.111991 + Penalty 3290.230796 = -2045849.881195 nChanged 1656 SP:Iteration 2F (4999.920103 sec): 3 clusters Score: Raw -2050128.947514 + Penalty 3290.230796 = -2046838.716719 nChanged 1817 SP:Iteration 3F (5000.018744 sec): 3 clusters Score: Raw -2051328.702162 + Penalty 3290.230796 = -2048038.471367 nChanged 1823 SP:Iteration 4F (5000.107274 sec): 3 clusters Score: Raw -2052644.051646 + Penalty 3290.230796 = -2049353.820850 nChanged 1728 SP:Iteration 5F (5000.195607 sec): 3 clusters Score: Raw -2053958.718907 + Penalty 3290.230796 = -2050668.488111 nChanged 1475 SP:Iteration 6F (5000.279971 sec): 3 clusters Score: Raw -2055135.267039 + Penalty 3290.230796 = -2051845.036243 nChanged 1155 SP:Iteration 7Q (5000.373771 sec): 3 clusters Score: Raw -2056059.272708 + Penalty 3290.230796 = -2052769.041912 nChanged 807 SP:Iteration 8Q (5000.450965 sec): 3 clusters Score: Raw -2056631.369603 + Penalty 3290.230796 = -2053341.138807 nChanged 564 SP:Iteration 9Q (5000.542138 sec): 3 clusters Score: Raw -2056961.701284 + Penalty 3290.230796 = -2053671.470489 nChanged 423 SP:Iteration 10Q (5000.634482 sec): 3 clusters Score: Raw -2057156.100365 + Penalty 3290.230796 = -2053865.869570 nChanged 348 SP:Iteration 11Q (5000.713048 sec): 3 clusters Score: Raw -2057310.001714 + Penalty 3290.230796 = -2054019.770919 nChanged 300 SP:Iteration 12Q (5000.803484 sec): 3 clusters Score: Raw -2057420.352169 + Penalty 3290.230796 = -2054130.121374 nChanged 251 SP:Iteration 13Q (5000.891317 sec): 3 clusters Score: Raw -2057512.132624 + Penalty 3290.230796 = -2054221.901828 nChanged 231 SP:Iteration 14Q (5000.974207 sec): 3 clusters Score: Raw -2057596.288030 + Penalty 3290.230796 = -2054306.057235 nChanged 215 SP:Iteration 15Q (5001.052368 sec): 3 clusters Score: Raw -2057664.993189 + Penalty 3290.230796 = -2054374.762394 nChanged 183 SP:Iteration 16Q (5001.141106 sec): 3 clusters Score: Raw -2057719.453052 + Penalty 3290.230796 = -2054429.222256 nChanged 160 SP:Iteration 17Q (5001.228345 sec): 3 clusters Score: Raw -2057760.825391 + Penalty 3290.230796 = -2054470.594596 nChanged 151 SP:Iteration 18Q (5001.302076 sec): 3 clusters Score: Raw -2057799.761929 + Penalty 3290.230796 = -2054509.531133 nChanged 140 SP:Iteration 19Q (5001.387940 sec): 3 clusters Score: Raw -2057833.876929 + Penalty 3290.230796 = -2054543.646134 nChanged 111 SP:Iteration 20F (5001.467562 sec): 3 clusters Score: Raw -2057865.947925 + Penalty 3290.230796 = -2054575.717129 nChanged 123 SP:Iteration 21Q (5001.547532 sec): 3 clusters Score: Raw -2057902.436231 + Penalty 3290.230796 = -2054612.205435 nChanged 112 SP:Iteration 22Q (5001.632360 sec): 3 clusters Score: Raw -2057939.974061 + Penalty 3290.230796 = -2054649.743266 nChanged 107 SP:Iteration 23Q (5001.723028 sec): 3 clusters Score: Raw -2057972.242666 + Penalty 3290.230796 = -2054682.011870 nChanged 82 SP:Iteration 24Q (5001.804830 sec): 3 clusters Score: Raw -2057992.652725 + Penalty 3290.230796 = -2054702.421929 nChanged 64 SP:Iteration 25Q (5001.886928 sec): 3 clusters Score: Raw -2058009.478240 + Penalty 3290.230796 = -2054719.247444 nChanged 73 SP:Iteration 26Q (5001.972115 sec): 3 clusters Score: Raw -2058031.259850 + Penalty 3290.230796 = -2054741.029055 nChanged 69 SP:Iteration 27Q (5002.047752 sec): 3 clusters Score: Raw -2058050.535908 + Penalty 3290.230796 = -2054760.305112 nChanged 67 SP:Iteration 28Q (5002.123196 sec): 3 clusters Score: Raw -2058065.537428 + Penalty 3290.230796 = -2054775.306633 nChanged 60 SP:Iteration 29Q (5002.218181 sec): 3 clusters Score: Raw -2058080.286308 + Penalty 3290.230796 = -2054790.055513 nChanged 49 SP:Iteration 30Q (5002.293167 sec): 3 clusters Score: Raw -2058094.546006 + Penalty 3290.230796 = -2054804.315211 nChanged 67 SP:Iteration 31Q (5002.371510 sec): 3 clusters Score: Raw -2058114.306620 + Penalty 3290.230796 = -2054824.075825 nChanged 76 SP:Iteration 32Q (5002.464411 sec): 3 clusters Score: Raw -2058139.173085 + Penalty 3290.230796 = -2054848.942289 nChanged 78 SP:Iteration 33Q (5002.526733 sec): 3 clusters Score: Raw -2058158.796946 + Penalty 3290.230796 = -2054868.566150 nChanged 71 SP:Iteration 34Q (5002.607017 sec): 3 clusters Score: Raw -2058175.915401 + Penalty 3290.230796 = -2054885.684605 nChanged 57 SP:Iteration 35Q (5002.687580 sec): 3 clusters Score: Raw -2058189.319819 + Penalty 3290.230796 = -2054899.089023 nChanged 48 SP:Iteration 36Q (5002.768442 sec): 3 clusters Score: Raw -2058198.263735 + Penalty 3290.230796 = -2054908.032940 nChanged 38 SP:Iteration 37Q (5002.857590 sec): 3 clusters Score: Raw -2058205.457300 + Penalty 3290.230796 = -2054915.226504 nChanged 28 SP:Iteration 38Q (5002.928605 sec): 3 clusters Score: Raw -2058211.605701 + Penalty 3290.230796 = -2054921.374905 nChanged 27 SP:Iteration 39Q (5003.008515 sec): 3 clusters Score: Raw -2058216.929640 + Penalty 3290.230796 = -2054926.698844 nChanged 21 SP:Iteration 40F (5003.100688 sec): 3 clusters Score: Raw -2058222.082405 + Penalty 3290.230796 = -2054931.851609 nChanged 25 SP:Iteration 41Q (5003.172474 sec): 3 clusters Score: Raw -2058228.178661 + Penalty 3290.230796 = -2054937.947865 nChanged 23 SP:Iteration 42Q (5003.251576 sec): 3 clusters Score: Raw -2058233.678879 + Penalty 3290.230796 = -2054943.448084 nChanged 26 SP:Iteration 43Q (5003.336206 sec): 3 clusters Score: Raw -2058238.171767 + Penalty 3290.230796 = -2054947.940971 nChanged 15 SP:Iteration 44Q (5003.416690 sec): 3 clusters Score: Raw -2058240.115985 + Penalty 3290.230796 = -2054949.885190 nChanged 13 SP:Iteration 45Q (5003.503329 sec): 3 clusters Score: Raw -2058242.316795 + Penalty 3290.230796 = -2054952.085999 nChanged 12 SP:Iteration 46Q (5003.584134 sec): 3 clusters Score: Raw -2058244.576823 + Penalty 3290.230796 = -2054954.346027 nChanged 12 SP:Iteration 47Q (5003.650768 sec): 3 clusters Score: Raw -2058246.360701 + Penalty 3290.230796 = -2054956.129906 nChanged 6 SP:Iteration 48Q (5003.736862 sec): 3 clusters Score: Raw -2058247.035314 + Penalty 3290.230796 = -2054956.804518 nChanged 8 SP:Iteration 49Q (5003.817185 sec): 3 clusters Score: Raw -2058247.984453 + Penalty 3290.230796 = -2054957.753657 nChanged 5 SP:Iteration 50Q (5003.893400 sec): 3 clusters Score: Raw -2058248.505017 + Penalty 3290.230796 = -2054958.274221 nChanged 4 SP:Iteration 51Q (5003.973190 sec): 3 clusters Score: Raw -2058248.909429 + Penalty 3290.230796 = -2054958.678634 nChanged 4 SP:Iteration 52Q (5004.060045 sec): 3 clusters Score: Raw -2058249.200151 + Penalty 3290.230796 = -2054958.969355 nChanged 3 SP:Iteration 53Q (5004.139885 sec): 3 clusters Score: Raw -2058249.472297 + Penalty 3290.230796 = -2054959.241501 nChanged 2 SP:Iteration 54Q (5004.222561 sec): 3 clusters Score: Raw -2058249.893518 + Penalty 3290.230796 = -2054959.662722 nChanged 4 SP:Iteration 55Q (5004.293777 sec): 3 clusters Score: Raw -2058250.388053 + Penalty 3290.230796 = -2054960.157258 nChanged 3 SP:Iteration 56Q (5004.381617 sec): 3 clusters Score: Raw -2058250.713034 + Penalty 3290.230796 = -2054960.482239 nChanged 1 SP:Iteration 57Q (5004.455479 sec): 3 clusters Score: Raw -2058250.793344 + Penalty 3290.230796 = -2054960.562548 nChanged 0 SP:Iteration 58F (5004.551666 sec): 3 clusters Score: Raw -2058250.793344 + Penalty 3290.230796 = -2054960.562548 nChanged 0 Trying to split cluster 11 (2461 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5004.578159 sec): 2 clusters Score: Raw -195834.969212 + Penalty 1268.852496 = -194566.116716 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5004.618519 sec): 3 clusters Score: Raw -194743.062114 + Penalty 2537.704991 = -192205.357123 nChanged 860 SP:Iteration 1F (5004.669571 sec): 3 clusters Score: Raw -195229.870665 + Penalty 2537.704991 = -192692.165674 nChanged 167 SP:Iteration 2F (5004.711143 sec): 3 clusters Score: Raw -195323.010190 + Penalty 2537.704991 = -192785.305199 nChanged 111 SP:Iteration 3Q (5004.765702 sec): 3 clusters Score: Raw -195390.939563 + Penalty 2537.704991 = -192853.234572 nChanged 91 SP:Iteration 4Q (5004.816511 sec): 3 clusters Score: Raw -195444.426725 + Penalty 2537.704991 = -192906.721734 nChanged 81 SP:Iteration 5Q (5004.877758 sec): 3 clusters Score: Raw -195490.192982 + Penalty 2537.704991 = -192952.487991 nChanged 61 SP:Iteration 6Q (5004.921332 sec): 3 clusters Score: Raw -195532.571819 + Penalty 2537.704991 = -192994.866828 nChanged 57 SP:Iteration 7Q (5004.977334 sec): 3 clusters Score: Raw -195562.659536 + Penalty 2537.704991 = -193024.954545 nChanged 55 SP:Iteration 8Q (5005.026223 sec): 3 clusters Score: Raw -195592.772741 + Penalty 2537.704991 = -193055.067750 nChanged 49 SP:Iteration 9Q (5005.074690 sec): 3 clusters Score: Raw -195622.265496 + Penalty 2537.704991 = -193084.560505 nChanged 44 SP:Iteration 10Q (5005.115469 sec): 3 clusters Score: Raw -195650.736746 + Penalty 2537.704991 = -193113.031755 nChanged 45 SP:Iteration 11Q (5005.173759 sec): 3 clusters Score: Raw -195678.680932 + Penalty 2537.704991 = -193140.975941 nChanged 43 SP:Iteration 12Q (5005.227858 sec): 3 clusters Score: Raw -195702.342220 + Penalty 2537.704991 = -193164.637229 nChanged 44 SP:Iteration 13Q (5005.275516 sec): 3 clusters Score: Raw -195730.102058 + Penalty 2537.704991 = -193192.397067 nChanged 42 SP:Iteration 14Q (5005.321801 sec): 3 clusters Score: Raw -195756.521339 + Penalty 2537.704991 = -193218.816348 nChanged 39 SP:Iteration 15Q (5005.363640 sec): 3 clusters Score: Raw -195784.578154 + Penalty 2537.704991 = -193246.873163 nChanged 51 SP:Iteration 16Q (5005.416134 sec): 3 clusters Score: Raw -195821.128923 + Penalty 2537.704991 = -193283.423931 nChanged 47 SP:Iteration 17Q (5005.458906 sec): 3 clusters Score: Raw -195850.479460 + Penalty 2537.704991 = -193312.774469 nChanged 36 SP:Iteration 18Q (5005.507324 sec): 3 clusters Score: Raw -195874.679624 + Penalty 2537.704991 = -193336.974632 nChanged 24 SP:Iteration 19Q (5005.556070 sec): 3 clusters Score: Raw -195889.217521 + Penalty 2537.704991 = -193351.512530 nChanged 20 SP:Iteration 20F (5005.597354 sec): 3 clusters Score: Raw -195904.513426 + Penalty 2537.704991 = -193366.808435 nChanged 19 SP:Iteration 21Q (5005.651171 sec): 3 clusters Score: Raw -195920.915272 + Penalty 2537.704991 = -193383.210281 nChanged 19 SP:Iteration 22Q (5005.698283 sec): 3 clusters Score: Raw -195934.773949 + Penalty 2537.704991 = -193397.068957 nChanged 12 SP:Iteration 23Q (5005.752382 sec): 3 clusters Score: Raw -195943.316029 + Penalty 2537.704991 = -193405.611038 nChanged 12 SP:Iteration 24Q (5005.800612 sec): 3 clusters Score: Raw -195954.517248 + Penalty 2537.704991 = -193416.812257 nChanged 14 SP:Iteration 25Q (5005.843435 sec): 3 clusters Score: Raw -195969.029117 + Penalty 2537.704991 = -193431.324126 nChanged 13 SP:Iteration 26Q (5005.885485 sec): 3 clusters Score: Raw -195981.531589 + Penalty 2537.704991 = -193443.826597 nChanged 6 SP:Iteration 27Q (5005.934504 sec): 3 clusters Score: Raw -195986.975802 + Penalty 2537.704991 = -193449.270811 nChanged 4 SP:Iteration 28Q (5005.975781 sec): 3 clusters Score: Raw -195989.797619 + Penalty 2537.704991 = -193452.092627 nChanged 1 SP:Iteration 29Q (5006.026867 sec): 3 clusters Score: Raw -195990.827955 + Penalty 2537.704991 = -193453.122963 nChanged 2 SP:Iteration 30Q (5006.071191 sec): 3 clusters Score: Raw -195992.267544 + Penalty 2537.704991 = -193454.562552 nChanged 2 SP:Iteration 31Q (5006.102189 sec): 3 clusters Score: Raw -195993.535000 + Penalty 2537.704991 = -193455.830009 nChanged 1 SP:Iteration 32Q (5006.151781 sec): 3 clusters Score: Raw -195994.504731 + Penalty 2537.704991 = -193456.799740 nChanged 0 SP:Iteration 33F (5006.200672 sec): 3 clusters Score: Raw -195994.504731 + Penalty 2537.704991 = -193456.799740 nChanged 0 Trying to split cluster 12 (70725 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5006.324861 sec): 2 clusters Score: Raw -5544185.236147 + Penalty 1814.565089 = -5542370.671058 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5006.490590 sec): 3 clusters Score: Raw -5498866.065477 + Penalty 3629.130179 = -5495236.935299 nChanged 33377 SP:Iteration 1F (5006.651179 sec): 3 clusters Score: Raw -5518385.269535 + Penalty 3629.130179 = -5514756.139357 nChanged 2667 SP:Iteration 2Q (5006.825192 sec): 3 clusters Score: Raw -5519098.190080 + Penalty 3629.130179 = -5515469.059901 nChanged 2583 SP:Iteration 3Q (5007.002871 sec): 3 clusters Score: Raw -5519859.745736 + Penalty 3629.130179 = -5516230.615557 nChanged 2757 SP:Iteration 4Q (5007.179270 sec): 3 clusters Score: Raw -5520838.682234 + Penalty 3629.130179 = -5517209.552056 nChanged 3078 SP:Iteration 5Q (5007.360039 sec): 3 clusters Score: Raw -5522124.034505 + Penalty 3629.130179 = -5518494.904326 nChanged 3421 SP:Iteration 6Q (5007.520020 sec): 3 clusters Score: Raw -5523775.837397 + Penalty 3629.130179 = -5520146.707218 nChanged 3775 SP:Iteration 7F (5007.683842 sec): 3 clusters Score: Raw -5525906.058127 + Penalty 3629.130179 = -5522276.927948 nChanged 4139 SP:Iteration 8F (5007.848550 sec): 3 clusters Score: Raw -5528564.746087 + Penalty 3629.130179 = -5524935.615908 nChanged 4163 SP:Iteration 9F (5008.015919 sec): 3 clusters Score: Raw -5531435.808836 + Penalty 3629.130179 = -5527806.678658 nChanged 3777 SP:Iteration 10F (5008.175630 sec): 3 clusters Score: Raw -5534045.833536 + Penalty 3629.130179 = -5530416.703358 nChanged 3164 SP:Iteration 11Q (5008.347955 sec): 3 clusters Score: Raw -5536005.901322 + Penalty 3629.130179 = -5532376.771143 nChanged 2519 SP:Iteration 12Q (5008.516455 sec): 3 clusters Score: Raw -5537417.336893 + Penalty 3629.130179 = -5533788.206714 nChanged 1986 SP:Iteration 13Q (5008.670345 sec): 3 clusters Score: Raw -5538422.225116 + Penalty 3629.130179 = -5534793.094937 nChanged 1548 SP:Iteration 14Q (5008.838267 sec): 3 clusters Score: Raw -5539177.087322 + Penalty 3629.130179 = -5535547.957143 nChanged 1346 SP:Iteration 15Q (5009.004892 sec): 3 clusters Score: Raw -5539791.845220 + Penalty 3629.130179 = -5536162.715042 nChanged 1149 SP:Iteration 16Q (5009.160847 sec): 3 clusters Score: Raw -5540275.723317 + Penalty 3629.130179 = -5536646.593138 nChanged 1067 SP:Iteration 17Q (5009.313629 sec): 3 clusters Score: Raw -5540701.760603 + Penalty 3629.130179 = -5537072.630425 nChanged 1012 SP:Iteration 18Q (5009.461985 sec): 3 clusters Score: Raw -5541099.341161 + Penalty 3629.130179 = -5537470.210983 nChanged 957 SP:Iteration 19Q (5009.611491 sec): 3 clusters Score: Raw -5541473.632738 + Penalty 3629.130179 = -5537844.502559 nChanged 871 SP:Iteration 20F (5009.778739 sec): 3 clusters Score: Raw -5541817.699589 + Penalty 3629.130179 = -5538188.569410 nChanged 839 SP:Iteration 21Q (5009.926677 sec): 3 clusters Score: Raw -5542152.033090 + Penalty 3629.130179 = -5538522.902911 nChanged 754 SP:Iteration 22Q (5010.075680 sec): 3 clusters Score: Raw -5542441.907323 + Penalty 3629.130179 = -5538812.777144 nChanged 712 SP:Iteration 23Q (5010.227341 sec): 3 clusters Score: Raw -5542738.423028 + Penalty 3629.130179 = -5539109.292849 nChanged 693 SP:Iteration 24Q (5010.366333 sec): 3 clusters Score: Raw -5543059.375701 + Penalty 3629.130179 = -5539430.245522 nChanged 628 SP:Iteration 25Q (5010.517620 sec): 3 clusters Score: Raw -5543363.893038 + Penalty 3629.130179 = -5539734.762859 nChanged 562 SP:Iteration 26Q (5010.657192 sec): 3 clusters Score: Raw -5543646.917742 + Penalty 3629.130179 = -5540017.787564 nChanged 510 SP:Iteration 27Q (5010.802859 sec): 3 clusters Score: Raw -5543898.824009 + Penalty 3629.130179 = -5540269.693830 nChanged 424 SP:Iteration 28Q (5010.950353 sec): 3 clusters Score: Raw -5544109.585623 + Penalty 3629.130179 = -5540480.455444 nChanged 332 SP:Iteration 29Q (5011.088856 sec): 3 clusters Score: Raw -5544264.597097 + Penalty 3629.130179 = -5540635.466919 nChanged 272 SP:Iteration 30Q (5011.236684 sec): 3 clusters Score: Raw -5544400.649812 + Penalty 3629.130179 = -5540771.519634 nChanged 227 SP:Iteration 31Q (5011.390993 sec): 3 clusters Score: Raw -5544503.424151 + Penalty 3629.130179 = -5540874.293973 nChanged 175 SP:Iteration 32Q (5011.536479 sec): 3 clusters Score: Raw -5544576.345921 + Penalty 3629.130179 = -5540947.215743 nChanged 150 SP:Iteration 33Q (5011.680533 sec): 3 clusters Score: Raw -5544630.056370 + Penalty 3629.130179 = -5541000.926191 nChanged 127 SP:Iteration 34Q (5011.826056 sec): 3 clusters Score: Raw -5544664.614476 + Penalty 3629.130179 = -5541035.484297 nChanged 90 SP:Iteration 35Q (5011.981659 sec): 3 clusters Score: Raw -5544689.101347 + Penalty 3629.130179 = -5541059.971169 nChanged 83 SP:Iteration 36Q (5012.121148 sec): 3 clusters Score: Raw -5544706.455677 + Penalty 3629.130179 = -5541077.325499 nChanged 71 SP:Iteration 37Q (5012.265048 sec): 3 clusters Score: Raw -5544724.876822 + Penalty 3629.130179 = -5541095.746643 nChanged 57 SP:Iteration 38Q (5012.408060 sec): 3 clusters Score: Raw -5544736.163826 + Penalty 3629.130179 = -5541107.033647 nChanged 43 SP:Iteration 39Q (5012.540827 sec): 3 clusters Score: Raw -5544745.623323 + Penalty 3629.130179 = -5541116.493144 nChanged 39 SP:Iteration 40F (5012.699626 sec): 3 clusters Score: Raw -5544752.734809 + Penalty 3629.130179 = -5541123.604631 nChanged 27 SP:Iteration 41Q (5012.846323 sec): 3 clusters Score: Raw -5544757.204643 + Penalty 3629.130179 = -5541128.074465 nChanged 17 SP:Iteration 42Q (5012.981577 sec): 3 clusters Score: Raw -5544760.259306 + Penalty 3629.130179 = -5541131.129127 nChanged 16 SP:Iteration 43Q (5013.130636 sec): 3 clusters Score: Raw -5544762.785466 + Penalty 3629.130179 = -5541133.655287 nChanged 13 SP:Iteration 44Q (5013.269877 sec): 3 clusters Score: Raw -5544764.639866 + Penalty 3629.130179 = -5541135.509687 nChanged 11 SP:Iteration 45Q (5013.409360 sec): 3 clusters Score: Raw -5544766.150063 + Penalty 3629.130179 = -5541137.019884 nChanged 8 SP:Iteration 46Q (5013.552301 sec): 3 clusters Score: Raw -5544767.172147 + Penalty 3629.130179 = -5541138.041969 nChanged 9 SP:Iteration 47Q (5013.692616 sec): 3 clusters Score: Raw -5544768.395246 + Penalty 3629.130179 = -5541139.265067 nChanged 9 SP:Iteration 48Q (5013.844647 sec): 3 clusters Score: Raw -5544770.260471 + Penalty 3629.130179 = -5541141.130292 nChanged 13 SP:Iteration 49Q (5013.994085 sec): 3 clusters Score: Raw -5544772.284376 + Penalty 3629.130179 = -5541143.154197 nChanged 9 SP:Iteration 50Q (5014.144495 sec): 3 clusters Score: Raw -5544773.494878 + Penalty 3629.130179 = -5541144.364699 nChanged 7 SP:Iteration 51Q (5014.280122 sec): 3 clusters Score: Raw -5544774.086474 + Penalty 3629.130179 = -5541144.956295 nChanged 5 SP:Iteration 52Q (5014.419679 sec): 3 clusters Score: Raw -5544774.617150 + Penalty 3629.130179 = -5541145.486971 nChanged 3 SP:Iteration 53Q (5014.569559 sec): 3 clusters Score: Raw -5544774.847226 + Penalty 3629.130179 = -5541145.717047 nChanged 4 SP:Iteration 54Q (5014.726356 sec): 3 clusters Score: Raw -5544775.445374 + Penalty 3629.130179 = -5541146.315195 nChanged 3 SP:Iteration 55Q (5014.865763 sec): 3 clusters Score: Raw -5544775.776011 + Penalty 3629.130179 = -5541146.645832 nChanged 1 SP:Iteration 56Q (5015.009869 sec): 3 clusters Score: Raw -5544775.838595 + Penalty 3629.130179 = -5541146.708416 nChanged 0 SP:Iteration 57F (5015.169904 sec): 3 clusters Score: Raw -5544775.838595 + Penalty 3629.130179 = -5541146.708416 nChanged 0 Trying to split cluster 13 (24281 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5015.218665 sec): 2 clusters Score: Raw -2029147.517580 + Penalty 1640.835532 = -2027506.682047 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5015.313912 sec): 3 clusters Score: Raw -2014437.148955 + Penalty 3281.671065 = -2011155.477890 nChanged 10976 SP:Iteration 1F (5015.394002 sec): 3 clusters Score: Raw -2020503.042998 + Penalty 3281.671065 = -2017221.371933 nChanged 1204 SP:Iteration 2Q (5015.485354 sec): 3 clusters Score: Raw -2020957.549177 + Penalty 3281.671065 = -2017675.878112 nChanged 1190 SP:Iteration 3Q (5015.576820 sec): 3 clusters Score: Raw -2021441.676782 + Penalty 3281.671065 = -2018160.005717 nChanged 1180 SP:Iteration 4Q (5015.661353 sec): 3 clusters Score: Raw -2021959.664353 + Penalty 3281.671065 = -2018677.993288 nChanged 1214 SP:Iteration 5Q (5015.736529 sec): 3 clusters Score: Raw -2022556.135720 + Penalty 3281.671065 = -2019274.464655 nChanged 1293 SP:Iteration 6F (5015.830609 sec): 3 clusters Score: Raw -2023258.170126 + Penalty 3281.671065 = -2019976.499062 nChanged 1328 SP:Iteration 7F (5015.909248 sec): 3 clusters Score: Raw -2023965.413970 + Penalty 3281.671065 = -2020683.742905 nChanged 1234 SP:Iteration 8F (5015.996788 sec): 3 clusters Score: Raw -2024648.947455 + Penalty 3281.671065 = -2021367.276390 nChanged 1122 SP:Iteration 9Q (5016.076746 sec): 3 clusters Score: Raw -2025277.485038 + Penalty 3281.671065 = -2021995.813973 nChanged 998 SP:Iteration 10Q (5016.160566 sec): 3 clusters Score: Raw -2025807.599156 + Penalty 3281.671065 = -2022525.928091 nChanged 856 SP:Iteration 11Q (5016.260702 sec): 3 clusters Score: Raw -2026227.596415 + Penalty 3281.671065 = -2022945.925350 nChanged 694 SP:Iteration 12Q (5016.352450 sec): 3 clusters Score: Raw -2026515.125406 + Penalty 3281.671065 = -2023233.454341 nChanged 538 SP:Iteration 13Q (5016.423789 sec): 3 clusters Score: Raw -2026710.199569 + Penalty 3281.671065 = -2023428.528504 nChanged 446 SP:Iteration 14Q (5016.520613 sec): 3 clusters Score: Raw -2026853.911355 + Penalty 3281.671065 = -2023572.240290 nChanged 413 SP:Iteration 15Q (5016.602824 sec): 3 clusters Score: Raw -2026981.278021 + Penalty 3281.671065 = -2023699.606957 nChanged 366 SP:Iteration 16Q (5016.686314 sec): 3 clusters Score: Raw -2027086.896041 + Penalty 3281.671065 = -2023805.224976 nChanged 325 SP:Iteration 17Q (5016.775016 sec): 3 clusters Score: Raw -2027177.654222 + Penalty 3281.671065 = -2023895.983157 nChanged 336 SP:Iteration 18Q (5016.868126 sec): 3 clusters Score: Raw -2027271.956467 + Penalty 3281.671065 = -2023990.285402 nChanged 328 SP:Iteration 19Q (5016.957175 sec): 3 clusters Score: Raw -2027361.771649 + Penalty 3281.671065 = -2024080.100584 nChanged 296 SP:Iteration 20F (5017.033150 sec): 3 clusters Score: Raw -2027439.158601 + Penalty 3281.671065 = -2024157.487536 nChanged 295 SP:Iteration 21Q (5017.118343 sec): 3 clusters Score: Raw -2027515.323225 + Penalty 3281.671065 = -2024233.652160 nChanged 279 SP:Iteration 22Q (5017.214284 sec): 3 clusters Score: Raw -2027591.284228 + Penalty 3281.671065 = -2024309.613164 nChanged 269 SP:Iteration 23Q (5017.300075 sec): 3 clusters Score: Raw -2027666.477147 + Penalty 3281.671065 = -2024384.806082 nChanged 282 SP:Iteration 24Q (5017.380245 sec): 3 clusters Score: Raw -2027748.524704 + Penalty 3281.671065 = -2024466.853639 nChanged 281 SP:Iteration 25Q (5017.449351 sec): 3 clusters Score: Raw -2027827.858492 + Penalty 3281.671065 = -2024546.187427 nChanged 264 SP:Iteration 26Q (5017.546847 sec): 3 clusters Score: Raw -2027902.964017 + Penalty 3281.671065 = -2024621.292952 nChanged 263 SP:Iteration 27Q (5017.626090 sec): 3 clusters Score: Raw -2027975.999765 + Penalty 3281.671065 = -2024694.328701 nChanged 236 SP:Iteration 28Q (5017.719641 sec): 3 clusters Score: Raw -2028040.942147 + Penalty 3281.671065 = -2024759.271082 nChanged 238 SP:Iteration 29Q (5017.809074 sec): 3 clusters Score: Raw -2028102.566479 + Penalty 3281.671065 = -2024820.895414 nChanged 211 SP:Iteration 30Q (5017.883271 sec): 3 clusters Score: Raw -2028158.581674 + Penalty 3281.671065 = -2024876.910609 nChanged 215 SP:Iteration 31Q (5017.966458 sec): 3 clusters Score: Raw -2028217.604419 + Penalty 3281.671065 = -2024935.933354 nChanged 212 SP:Iteration 32Q (5018.048506 sec): 3 clusters Score: Raw -2028279.782924 + Penalty 3281.671065 = -2024998.111859 nChanged 199 SP:Iteration 33Q (5018.137391 sec): 3 clusters Score: Raw -2028333.855411 + Penalty 3281.671065 = -2025052.184346 nChanged 190 SP:Iteration 34Q (5018.218545 sec): 3 clusters Score: Raw -2028391.080530 + Penalty 3281.671065 = -2025109.409465 nChanged 175 SP:Iteration 35Q (5018.297739 sec): 3 clusters Score: Raw -2028447.725613 + Penalty 3281.671065 = -2025166.054548 nChanged 179 SP:Iteration 36Q (5018.390375 sec): 3 clusters Score: Raw -2028506.181117 + Penalty 3281.671065 = -2025224.510052 nChanged 192 SP:Iteration 37Q (5018.475095 sec): 3 clusters Score: Raw -2028572.263923 + Penalty 3281.671065 = -2025290.592858 nChanged 188 SP:Iteration 38Q (5018.560676 sec): 3 clusters Score: Raw -2028632.575410 + Penalty 3281.671065 = -2025350.904345 nChanged 184 SP:Iteration 39Q (5018.643764 sec): 3 clusters Score: Raw -2028698.038902 + Penalty 3281.671065 = -2025416.367837 nChanged 175 SP:Iteration 40F (5018.726543 sec): 3 clusters Score: Raw -2028761.306058 + Penalty 3281.671065 = -2025479.634994 nChanged 171 SP:Iteration 41Q (5018.795064 sec): 3 clusters Score: Raw -2028827.597681 + Penalty 3281.671065 = -2025545.926617 nChanged 174 SP:Iteration 42Q (5018.880762 sec): 3 clusters Score: Raw -2028893.136727 + Penalty 3281.671065 = -2025611.465662 nChanged 143 SP:Iteration 43Q (5018.964845 sec): 3 clusters Score: Raw -2028939.784411 + Penalty 3281.671065 = -2025658.113346 nChanged 120 SP:Iteration 44Q (5019.041020 sec): 3 clusters Score: Raw -2028975.468113 + Penalty 3281.671065 = -2025693.797048 nChanged 111 SP:Iteration 45Q (5019.109320 sec): 3 clusters Score: Raw -2029011.654512 + Penalty 3281.671065 = -2025729.983447 nChanged 112 SP:Iteration 46Q (5019.185481 sec): 3 clusters Score: Raw -2029047.704746 + Penalty 3281.671065 = -2025766.033681 nChanged 98 SP:Iteration 47Q (5019.276658 sec): 3 clusters Score: Raw -2029074.926990 + Penalty 3281.671065 = -2025793.255925 nChanged 84 SP:Iteration 48Q (5019.355823 sec): 3 clusters Score: Raw -2029097.694951 + Penalty 3281.671065 = -2025816.023886 nChanged 69 SP:Iteration 49Q (5019.420713 sec): 3 clusters Score: Raw -2029114.630178 + Penalty 3281.671065 = -2025832.959113 nChanged 71 SP:Iteration 50Q (5019.513246 sec): 3 clusters Score: Raw -2029130.923918 + Penalty 3281.671065 = -2025849.252854 nChanged 71 SP:Iteration 51Q (5019.589334 sec): 3 clusters Score: Raw -2029147.154465 + Penalty 3281.671065 = -2025865.483400 nChanged 59 SP:Iteration 52Q (5019.660406 sec): 3 clusters Score: Raw -2029161.848210 + Penalty 3281.671065 = -2025880.177145 nChanged 58 SP:Iteration 53Q (5019.742770 sec): 3 clusters Score: Raw -2029179.204765 + Penalty 3281.671065 = -2025897.533700 nChanged 59 SP:Iteration 54Q (5019.814836 sec): 3 clusters Score: Raw -2029194.972099 + Penalty 3281.671065 = -2025913.301034 nChanged 61 SP:Iteration 55Q (5019.888618 sec): 3 clusters Score: Raw -2029211.612149 + Penalty 3281.671065 = -2025929.941084 nChanged 55 SP:Iteration 56Q (5019.964395 sec): 3 clusters Score: Raw -2029226.387448 + Penalty 3281.671065 = -2025944.716383 nChanged 53 SP:Iteration 57Q (5020.054566 sec): 3 clusters Score: Raw -2029243.438239 + Penalty 3281.671065 = -2025961.767174 nChanged 54 SP:Iteration 58Q (5020.121615 sec): 3 clusters Score: Raw -2029259.633596 + Penalty 3281.671065 = -2025977.962531 nChanged 59 SP:Iteration 59Q (5020.203761 sec): 3 clusters Score: Raw -2029281.130964 + Penalty 3281.671065 = -2025999.459900 nChanged 61 SP:Iteration 60F (5020.278001 sec): 3 clusters Score: Raw -2029301.381814 + Penalty 3281.671065 = -2026019.710749 nChanged 49 SP:Iteration 61Q (5020.364513 sec): 3 clusters Score: Raw -2029314.837762 + Penalty 3281.671065 = -2026033.166697 nChanged 42 SP:Iteration 62Q (5020.438752 sec): 3 clusters Score: Raw -2029327.758804 + Penalty 3281.671065 = -2026046.087739 nChanged 42 SP:Iteration 63Q (5020.525713 sec): 3 clusters Score: Raw -2029337.563173 + Penalty 3281.671065 = -2026055.892108 nChanged 40 SP:Iteration 64Q (5020.601631 sec): 3 clusters Score: Raw -2029347.144933 + Penalty 3281.671065 = -2026065.473868 nChanged 37 SP:Iteration 65Q (5020.682947 sec): 3 clusters Score: Raw -2029356.995984 + Penalty 3281.671065 = -2026075.324919 nChanged 37 SP:Iteration 66Q (5020.756176 sec): 3 clusters Score: Raw -2029372.763857 + Penalty 3281.671065 = -2026091.092793 nChanged 45 SP:Iteration 67Q (5020.827950 sec): 3 clusters Score: Raw -2029389.148283 + Penalty 3281.671065 = -2026107.477219 nChanged 40 SP:Iteration 68Q (5020.909560 sec): 3 clusters Score: Raw -2029401.510676 + Penalty 3281.671065 = -2026119.839611 nChanged 36 SP:Iteration 69Q (5020.979352 sec): 3 clusters Score: Raw -2029412.935393 + Penalty 3281.671065 = -2026131.264328 nChanged 35 SP:Iteration 70Q (5021.066135 sec): 3 clusters Score: Raw -2029422.619487 + Penalty 3281.671065 = -2026140.948422 nChanged 26 SP:Iteration 71Q (5021.129245 sec): 3 clusters Score: Raw -2029428.078762 + Penalty 3281.671065 = -2026146.407697 nChanged 22 SP:Iteration 72Q (5021.208582 sec): 3 clusters Score: Raw -2029432.899810 + Penalty 3281.671065 = -2026151.228745 nChanged 15 SP:Iteration 73Q (5021.290382 sec): 3 clusters Score: Raw -2029436.637205 + Penalty 3281.671065 = -2026154.966140 nChanged 16 SP:Iteration 74Q (5021.364996 sec): 3 clusters Score: Raw -2029440.380278 + Penalty 3281.671065 = -2026158.709213 nChanged 9 SP:Iteration 75Q (5021.431251 sec): 3 clusters Score: Raw -2029442.166686 + Penalty 3281.671065 = -2026160.495622 nChanged 5 SP:Iteration 76Q (5021.505222 sec): 3 clusters Score: Raw -2029443.721982 + Penalty 3281.671065 = -2026162.050917 nChanged 8 SP:Iteration 77Q (5021.584845 sec): 3 clusters Score: Raw -2029447.192370 + Penalty 3281.671065 = -2026165.521305 nChanged 13 SP:Iteration 78Q (5021.656899 sec): 3 clusters Score: Raw -2029450.590425 + Penalty 3281.671065 = -2026168.919361 nChanged 12 SP:Iteration 79Q (5021.741784 sec): 3 clusters Score: Raw -2029454.163598 + Penalty 3281.671065 = -2026172.492533 nChanged 13 SP:Iteration 80F (5021.827208 sec): 3 clusters Score: Raw -2029457.000693 + Penalty 3281.671065 = -2026175.329628 nChanged 12 SP:Iteration 81Q (5021.903393 sec): 3 clusters Score: Raw -2029459.130008 + Penalty 3281.671065 = -2026177.458943 nChanged 11 SP:Iteration 82Q (5021.985355 sec): 3 clusters Score: Raw -2029462.314860 + Penalty 3281.671065 = -2026180.643795 nChanged 8 SP:Iteration 83Q (5022.056692 sec): 3 clusters Score: Raw -2029463.786828 + Penalty 3281.671065 = -2026182.115763 nChanged 4 SP:Iteration 84Q (5022.123161 sec): 3 clusters Score: Raw -2029464.281109 + Penalty 3281.671065 = -2026182.610044 nChanged 2 SP:Iteration 85Q (5022.192429 sec): 3 clusters Score: Raw -2029464.679095 + Penalty 3281.671065 = -2026183.008030 nChanged 4 SP:Iteration 86Q (5022.267833 sec): 3 clusters Score: Raw -2029465.298704 + Penalty 3281.671065 = -2026183.627639 nChanged 4 SP:Iteration 87Q (5022.343685 sec): 3 clusters Score: Raw -2029465.877564 + Penalty 3281.671065 = -2026184.206499 nChanged 4 SP:Iteration 88Q (5022.430260 sec): 3 clusters Score: Raw -2029466.493976 + Penalty 3281.671065 = -2026184.822911 nChanged 4 SP:Iteration 89Q (5022.512646 sec): 3 clusters Score: Raw -2029467.216033 + Penalty 3281.671065 = -2026185.544968 nChanged 2 SP:Iteration 90Q (5022.590880 sec): 3 clusters Score: Raw -2029467.958404 + Penalty 3281.671065 = -2026186.287339 nChanged 3 SP:Iteration 91Q (5022.657921 sec): 3 clusters Score: Raw -2029468.424332 + Penalty 3281.671065 = -2026186.753267 nChanged 3 SP:Iteration 92Q (5022.750816 sec): 3 clusters Score: Raw -2029468.806005 + Penalty 3281.671065 = -2026187.134940 nChanged 2 SP:Iteration 93Q (5022.828760 sec): 3 clusters Score: Raw -2029469.076398 + Penalty 3281.671065 = -2026187.405333 nChanged 0 SP:Iteration 94F (5022.915211 sec): 3 clusters Score: Raw -2029469.076398 + Penalty 3281.671065 = -2026187.405333 nChanged 0 Trying to split cluster 14 (24084 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5022.974794 sec): 2 clusters Score: Raw -2038731.974360 + Penalty 1639.511737 = -2037092.462623 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5023.055138 sec): 3 clusters Score: Raw -2024016.957060 + Penalty 3279.023475 = -2020737.933585 nChanged 11059 SP:Iteration 1F (5023.140487 sec): 3 clusters Score: Raw -2030246.077206 + Penalty 3279.023475 = -2026967.053731 nChanged 1158 SP:Iteration 2Q (5023.230136 sec): 3 clusters Score: Raw -2030687.839777 + Penalty 3279.023475 = -2027408.816303 nChanged 1208 SP:Iteration 3F (5023.302819 sec): 3 clusters Score: Raw -2031237.322442 + Penalty 3279.023475 = -2027958.298968 nChanged 1359 SP:Iteration 4F (5023.396843 sec): 3 clusters Score: Raw -2031931.329608 + Penalty 3279.023475 = -2028652.306134 nChanged 1493 SP:Iteration 5F (5023.477490 sec): 3 clusters Score: Raw -2032807.869304 + Penalty 3279.023475 = -2029528.845830 nChanged 1587 SP:Iteration 6F (5023.573281 sec): 3 clusters Score: Raw -2033887.520213 + Penalty 3279.023475 = -2030608.496739 nChanged 1627 SP:Iteration 7F (5023.659875 sec): 3 clusters Score: Raw -2035062.950299 + Penalty 3279.023475 = -2031783.926825 nChanged 1410 SP:Iteration 8F (5023.743192 sec): 3 clusters Score: Raw -2036075.610305 + Penalty 3279.023475 = -2032796.586830 nChanged 1111 SP:Iteration 9Q (5023.822614 sec): 3 clusters Score: Raw -2036886.366478 + Penalty 3279.023475 = -2033607.343004 nChanged 883 SP:Iteration 10Q (5023.909342 sec): 3 clusters Score: Raw -2037504.447243 + Penalty 3279.023475 = -2034225.423769 nChanged 663 SP:Iteration 11Q (5023.997493 sec): 3 clusters Score: Raw -2037976.236352 + Penalty 3279.023475 = -2034697.212877 nChanged 475 SP:Iteration 12Q (5024.095436 sec): 3 clusters Score: Raw -2038288.172164 + Penalty 3279.023475 = -2035009.148690 nChanged 380 SP:Iteration 13Q (5024.176897 sec): 3 clusters Score: Raw -2038522.949095 + Penalty 3279.023475 = -2035243.925621 nChanged 268 SP:Iteration 14Q (5024.260976 sec): 3 clusters Score: Raw -2038682.117851 + Penalty 3279.023475 = -2035403.094376 nChanged 170 SP:Iteration 15Q (5024.349364 sec): 3 clusters Score: Raw -2038764.863611 + Penalty 3279.023475 = -2035485.840137 nChanged 120 SP:Iteration 16Q (5024.432875 sec): 3 clusters Score: Raw -2038819.241541 + Penalty 3279.023475 = -2035540.218066 nChanged 78 SP:Iteration 17Q (5024.505125 sec): 3 clusters Score: Raw -2038852.275454 + Penalty 3279.023475 = -2035573.251980 nChanged 56 SP:Iteration 18Q (5024.595238 sec): 3 clusters Score: Raw -2038877.737706 + Penalty 3279.023475 = -2035598.714232 nChanged 61 SP:Iteration 19Q (5024.679458 sec): 3 clusters Score: Raw -2038907.650907 + Penalty 3279.023475 = -2035628.627433 nChanged 55 SP:Iteration 20F (5024.767208 sec): 3 clusters Score: Raw -2038934.783567 + Penalty 3279.023475 = -2035655.760093 nChanged 48 SP:Iteration 21Q (5024.850455 sec): 3 clusters Score: Raw -2038953.232415 + Penalty 3279.023475 = -2035674.208941 nChanged 33 SP:Iteration 22Q (5024.935613 sec): 3 clusters Score: Raw -2038971.085300 + Penalty 3279.023475 = -2035692.061826 nChanged 37 SP:Iteration 23Q (5025.013301 sec): 3 clusters Score: Raw -2038995.673971 + Penalty 3279.023475 = -2035716.650497 nChanged 36 SP:Iteration 24Q (5025.086164 sec): 3 clusters Score: Raw -2039016.943718 + Penalty 3279.023475 = -2035737.920244 nChanged 38 SP:Iteration 25Q (5025.168301 sec): 3 clusters Score: Raw -2039044.233813 + Penalty 3279.023475 = -2035765.210338 nChanged 39 SP:Iteration 26Q (5025.255454 sec): 3 clusters Score: Raw -2039069.910311 + Penalty 3279.023475 = -2035790.886836 nChanged 44 SP:Iteration 27Q (5025.338574 sec): 3 clusters Score: Raw -2039094.876189 + Penalty 3279.023475 = -2035815.852715 nChanged 33 SP:Iteration 28Q (5025.422211 sec): 3 clusters Score: Raw -2039111.478018 + Penalty 3279.023475 = -2035832.454544 nChanged 40 SP:Iteration 29Q (5025.488060 sec): 3 clusters Score: Raw -2039134.120092 + Penalty 3279.023475 = -2035855.096618 nChanged 20 SP:Iteration 30Q (5025.566230 sec): 3 clusters Score: Raw -2039146.895133 + Penalty 3279.023475 = -2035867.871659 nChanged 23 SP:Iteration 31Q (5025.654182 sec): 3 clusters Score: Raw -2039158.291789 + Penalty 3279.023475 = -2035879.268314 nChanged 10 SP:Iteration 32Q (5025.742074 sec): 3 clusters Score: Raw -2039161.833570 + Penalty 3279.023475 = -2035882.810096 nChanged 8 SP:Iteration 33Q (5025.823263 sec): 3 clusters Score: Raw -2039163.953347 + Penalty 3279.023475 = -2035884.929873 nChanged 4 SP:Iteration 34Q (5025.906891 sec): 3 clusters Score: Raw -2039165.891641 + Penalty 3279.023475 = -2035886.868166 nChanged 5 SP:Iteration 35Q (5025.988316 sec): 3 clusters Score: Raw -2039168.184389 + Penalty 3279.023475 = -2035889.160915 nChanged 9 SP:Iteration 36Q (5026.058245 sec): 3 clusters Score: Raw -2039173.205957 + Penalty 3279.023475 = -2035894.182482 nChanged 5 SP:Iteration 37Q (5026.144207 sec): 3 clusters Score: Raw -2039175.987502 + Penalty 3279.023475 = -2035896.964027 nChanged 3 SP:Iteration 38Q (5026.226467 sec): 3 clusters Score: Raw -2039178.306752 + Penalty 3279.023475 = -2035899.283277 nChanged 5 SP:Iteration 39Q (5026.288048 sec): 3 clusters Score: Raw -2039181.525558 + Penalty 3279.023475 = -2035902.502083 nChanged 8 SP:Iteration 40F (5026.388399 sec): 3 clusters Score: Raw -2039186.066876 + Penalty 3279.023475 = -2035907.043402 nChanged 9 SP:Iteration 41Q (5026.469138 sec): 3 clusters Score: Raw -2039190.877110 + Penalty 3279.023475 = -2035911.853636 nChanged 10 SP:Iteration 42Q (5026.543870 sec): 3 clusters Score: Raw -2039195.989114 + Penalty 3279.023475 = -2035916.965639 nChanged 14 SP:Iteration 43Q (5026.621800 sec): 3 clusters Score: Raw -2039203.159399 + Penalty 3279.023475 = -2035924.135925 nChanged 10 SP:Iteration 44Q (5026.704048 sec): 3 clusters Score: Raw -2039209.541648 + Penalty 3279.023475 = -2035930.518173 nChanged 11 SP:Iteration 45Q (5026.781589 sec): 3 clusters Score: Raw -2039212.844226 + Penalty 3279.023475 = -2035933.820752 nChanged 11 SP:Iteration 46Q (5026.863421 sec): 3 clusters Score: Raw -2039219.511747 + Penalty 3279.023475 = -2035940.488273 nChanged 12 SP:Iteration 47Q (5026.943987 sec): 3 clusters Score: Raw -2039229.374847 + Penalty 3279.023475 = -2035950.351372 nChanged 11 SP:Iteration 48Q (5027.024958 sec): 3 clusters Score: Raw -2039241.047512 + Penalty 3279.023475 = -2035962.024038 nChanged 15 SP:Iteration 49Q (5027.104488 sec): 3 clusters Score: Raw -2039256.193776 + Penalty 3279.023475 = -2035977.170301 nChanged 22 SP:Iteration 50Q (5027.171830 sec): 3 clusters Score: Raw -2039274.898956 + Penalty 3279.023475 = -2035995.875481 nChanged 26 SP:Iteration 51Q (5027.249849 sec): 3 clusters Score: Raw -2039292.854061 + Penalty 3279.023475 = -2036013.830587 nChanged 20 SP:Iteration 52Q (5027.327213 sec): 3 clusters Score: Raw -2039303.304092 + Penalty 3279.023475 = -2036024.280618 nChanged 12 SP:Iteration 53Q (5027.415391 sec): 3 clusters Score: Raw -2039310.398220 + Penalty 3279.023475 = -2036031.374745 nChanged 8 SP:Iteration 54Q (5027.498046 sec): 3 clusters Score: Raw -2039313.834968 + Penalty 3279.023475 = -2036034.811493 nChanged 7 SP:Iteration 55Q (5027.581485 sec): 3 clusters Score: Raw -2039317.614350 + Penalty 3279.023475 = -2036038.590875 nChanged 7 SP:Iteration 56Q (5027.655376 sec): 3 clusters Score: Raw -2039319.964182 + Penalty 3279.023475 = -2036040.940708 nChanged 5 SP:Iteration 57Q (5027.728957 sec): 3 clusters Score: Raw -2039321.988913 + Penalty 3279.023475 = -2036042.965439 nChanged 4 SP:Iteration 58Q (5027.814840 sec): 3 clusters Score: Raw -2039323.844884 + Penalty 3279.023475 = -2036044.821410 nChanged 3 SP:Iteration 59Q (5027.886311 sec): 3 clusters Score: Raw -2039324.783415 + Penalty 3279.023475 = -2036045.759940 nChanged 2 SP:Iteration 60F (5027.978728 sec): 3 clusters Score: Raw -2039325.496757 + Penalty 3279.023475 = -2036046.473282 nChanged 1 SP:Iteration 61Q (5028.063707 sec): 3 clusters Score: Raw -2039325.748599 + Penalty 3279.023475 = -2036046.725124 nChanged 0 SP:Iteration 62F (5028.154294 sec): 3 clusters Score: Raw -2039325.748599 + Penalty 3279.023475 = -2036046.725124 nChanged 0 Trying to split cluster 15 (2896 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5028.184145 sec): 2 clusters Score: Raw -232347.310950 + Penalty 1295.301435 = -231052.009515 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5028.226157 sec): 3 clusters Score: Raw -230977.117669 + Penalty 2590.602870 = -228386.514799 nChanged 1095 SP:Iteration 1F (5028.293316 sec): 3 clusters Score: Raw -231589.114993 + Penalty 2590.602870 = -228998.512123 nChanged 200 SP:Iteration 2F (5028.341509 sec): 3 clusters Score: Raw -231708.080565 + Penalty 2590.602870 = -229117.477695 nChanged 140 SP:Iteration 3Q (5028.393147 sec): 3 clusters Score: Raw -231779.798927 + Penalty 2590.602870 = -229189.196057 nChanged 90 SP:Iteration 4Q (5028.443793 sec): 3 clusters Score: Raw -231820.769890 + Penalty 2590.602870 = -229230.167020 nChanged 66 SP:Iteration 5Q (5028.493773 sec): 3 clusters Score: Raw -231847.820973 + Penalty 2590.602870 = -229257.218103 nChanged 45 SP:Iteration 6Q (5028.548993 sec): 3 clusters Score: Raw -231868.739031 + Penalty 2590.602870 = -229278.136162 nChanged 43 SP:Iteration 7Q (5028.604231 sec): 3 clusters Score: Raw -231890.791715 + Penalty 2590.602870 = -229300.188845 nChanged 37 SP:Iteration 8Q (5028.658825 sec): 3 clusters Score: Raw -231908.658613 + Penalty 2590.602870 = -229318.055743 nChanged 43 SP:Iteration 9Q (5028.708883 sec): 3 clusters Score: Raw -231930.357783 + Penalty 2590.602870 = -229339.754913 nChanged 47 SP:Iteration 10Q (5028.761531 sec): 3 clusters Score: Raw -231949.793501 + Penalty 2590.602870 = -229359.190632 nChanged 43 SP:Iteration 11Q (5028.805515 sec): 3 clusters Score: Raw -231965.766935 + Penalty 2590.602870 = -229375.164065 nChanged 35 SP:Iteration 12Q (5028.839081 sec): 3 clusters Score: Raw -231980.887738 + Penalty 2590.602870 = -229390.284868 nChanged 35 SP:Iteration 13Q (5028.901242 sec): 3 clusters Score: Raw -231993.114946 + Penalty 2590.602870 = -229402.512076 nChanged 30 SP:Iteration 14Q (5028.946132 sec): 3 clusters Score: Raw -232005.655873 + Penalty 2590.602870 = -229415.053003 nChanged 31 SP:Iteration 15Q (5028.997652 sec): 3 clusters Score: Raw -232018.022608 + Penalty 2590.602870 = -229427.419738 nChanged 27 SP:Iteration 16Q (5029.060734 sec): 3 clusters Score: Raw -232029.732621 + Penalty 2590.602870 = -229439.129751 nChanged 24 SP:Iteration 17Q (5029.102982 sec): 3 clusters Score: Raw -232039.824484 + Penalty 2590.602870 = -229449.221614 nChanged 26 SP:Iteration 18Q (5029.160106 sec): 3 clusters Score: Raw -232047.915028 + Penalty 2590.602870 = -229457.312158 nChanged 28 SP:Iteration 19Q (5029.209800 sec): 3 clusters Score: Raw -232057.943501 + Penalty 2590.602870 = -229467.340631 nChanged 30 SP:Iteration 20F (5029.253094 sec): 3 clusters Score: Raw -232072.811624 + Penalty 2590.602870 = -229482.208755 nChanged 31 SP:Iteration 21Q (5029.301958 sec): 3 clusters Score: Raw -232087.050713 + Penalty 2590.602870 = -229496.447843 nChanged 32 SP:Iteration 22Q (5029.358224 sec): 3 clusters Score: Raw -232100.635468 + Penalty 2590.602870 = -229510.032598 nChanged 27 SP:Iteration 23Q (5029.395738 sec): 3 clusters Score: Raw -232110.896888 + Penalty 2590.602870 = -229520.294018 nChanged 21 SP:Iteration 24Q (5029.450952 sec): 3 clusters Score: Raw -232117.984981 + Penalty 2590.602870 = -229527.382111 nChanged 22 SP:Iteration 25Q (5029.496387 sec): 3 clusters Score: Raw -232128.418367 + Penalty 2590.602870 = -229537.815497 nChanged 19 SP:Iteration 26Q (5029.546966 sec): 3 clusters Score: Raw -232137.141499 + Penalty 2590.602870 = -229546.538629 nChanged 19 SP:Iteration 27Q (5029.594640 sec): 3 clusters Score: Raw -232147.684096 + Penalty 2590.602870 = -229557.081226 nChanged 20 SP:Iteration 28Q (5029.647108 sec): 3 clusters Score: Raw -232156.811731 + Penalty 2590.602870 = -229566.208861 nChanged 18 SP:Iteration 29Q (5029.698345 sec): 3 clusters Score: Raw -232167.582433 + Penalty 2590.602870 = -229576.979563 nChanged 25 SP:Iteration 30Q (5029.749227 sec): 3 clusters Score: Raw -232182.025439 + Penalty 2590.602870 = -229591.422569 nChanged 22 SP:Iteration 31Q (5029.791264 sec): 3 clusters Score: Raw -232192.983295 + Penalty 2590.602870 = -229602.380425 nChanged 25 SP:Iteration 32Q (5029.836286 sec): 3 clusters Score: Raw -232208.205368 + Penalty 2590.602870 = -229617.602498 nChanged 23 SP:Iteration 33Q (5029.884894 sec): 3 clusters Score: Raw -232221.023518 + Penalty 2590.602870 = -229630.420648 nChanged 27 SP:Iteration 34Q (5029.932516 sec): 3 clusters Score: Raw -232237.574991 + Penalty 2590.602870 = -229646.972121 nChanged 25 SP:Iteration 35Q (5029.984210 sec): 3 clusters Score: Raw -232255.487425 + Penalty 2590.602870 = -229664.884555 nChanged 22 SP:Iteration 36Q (5030.027634 sec): 3 clusters Score: Raw -232266.127779 + Penalty 2590.602870 = -229675.524909 nChanged 16 SP:Iteration 37Q (5030.078136 sec): 3 clusters Score: Raw -232273.555006 + Penalty 2590.602870 = -229682.952136 nChanged 12 SP:Iteration 38Q (5030.132239 sec): 3 clusters Score: Raw -232281.586554 + Penalty 2590.602870 = -229690.983684 nChanged 10 SP:Iteration 39Q (5030.178848 sec): 3 clusters Score: Raw -232289.156462 + Penalty 2590.602870 = -229698.553592 nChanged 14 SP:Iteration 40F (5030.232449 sec): 3 clusters Score: Raw -232297.331919 + Penalty 2590.602870 = -229706.729049 nChanged 17 SP:Iteration 41Q (5030.278471 sec): 3 clusters Score: Raw -232307.972886 + Penalty 2590.602870 = -229717.370016 nChanged 18 SP:Iteration 42Q (5030.333543 sec): 3 clusters Score: Raw -232317.031348 + Penalty 2590.602870 = -229726.428479 nChanged 13 SP:Iteration 43Q (5030.397200 sec): 3 clusters Score: Raw -232324.067466 + Penalty 2590.602870 = -229733.464596 nChanged 12 SP:Iteration 44Q (5030.441981 sec): 3 clusters Score: Raw -232328.676785 + Penalty 2590.602870 = -229738.073915 nChanged 10 SP:Iteration 45Q (5030.484725 sec): 3 clusters Score: Raw -232335.756258 + Penalty 2590.602870 = -229745.153388 nChanged 16 SP:Iteration 46Q (5030.540012 sec): 3 clusters Score: Raw -232348.544752 + Penalty 2590.602870 = -229757.941882 nChanged 14 SP:Iteration 47Q (5030.582738 sec): 3 clusters Score: Raw -232357.251041 + Penalty 2590.602870 = -229766.648171 nChanged 14 SP:Iteration 48Q (5030.637584 sec): 3 clusters Score: Raw -232365.836358 + Penalty 2590.602870 = -229775.233488 nChanged 12 SP:Iteration 49Q (5030.690139 sec): 3 clusters Score: Raw -232374.299159 + Penalty 2590.602870 = -229783.696289 nChanged 13 SP:Iteration 50Q (5030.739750 sec): 3 clusters Score: Raw -232383.931309 + Penalty 2590.602870 = -229793.328439 nChanged 10 SP:Iteration 51Q (5030.789144 sec): 3 clusters Score: Raw -232392.967953 + Penalty 2590.602870 = -229802.365083 nChanged 13 SP:Iteration 52Q (5030.841699 sec): 3 clusters Score: Raw -232402.555558 + Penalty 2590.602870 = -229811.952688 nChanged 15 SP:Iteration 53Q (5030.886758 sec): 3 clusters Score: Raw -232414.228531 + Penalty 2590.602870 = -229823.625661 nChanged 14 SP:Iteration 54Q (5030.932015 sec): 3 clusters Score: Raw -232427.510223 + Penalty 2590.602870 = -229836.907353 nChanged 11 SP:Iteration 55Q (5030.988180 sec): 3 clusters Score: Raw -232434.423955 + Penalty 2590.602870 = -229843.821085 nChanged 3 SP:Iteration 56Q (5031.029842 sec): 3 clusters Score: Raw -232436.362303 + Penalty 2590.602870 = -229845.759433 nChanged 3 SP:Iteration 57Q (5031.079631 sec): 3 clusters Score: Raw -232437.345705 + Penalty 2590.602870 = -229846.742835 nChanged 0 SP:Iteration 58F (5031.131736 sec): 3 clusters Score: Raw -232437.345705 + Penalty 2590.602870 = -229846.742835 nChanged 0 Trying to split cluster 16 (16207 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5031.178081 sec): 2 clusters Score: Raw -1214678.813044 + Penalty 1575.144761 = -1213103.668284 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5031.243004 sec): 3 clusters Score: Raw -1205125.032946 + Penalty 3150.289521 = -1201974.743424 nChanged 7310 SP:Iteration 1F (5031.317490 sec): 3 clusters Score: Raw -1209351.116705 + Penalty 3150.289521 = -1206200.827184 nChanged 1075 SP:Iteration 2F (5031.381799 sec): 3 clusters Score: Raw -1210043.666075 + Penalty 3150.289521 = -1206893.376554 nChanged 1184 SP:Iteration 3F (5031.446323 sec): 3 clusters Score: Raw -1210914.897647 + Penalty 3150.289521 = -1207764.608125 nChanged 1229 SP:Iteration 4F (5031.511024 sec): 3 clusters Score: Raw -1211835.193188 + Penalty 3150.289521 = -1208684.903667 nChanged 1116 SP:Iteration 5F (5031.583859 sec): 3 clusters Score: Raw -1212596.431039 + Penalty 3150.289521 = -1209446.141517 nChanged 908 SP:Iteration 6F (5031.659841 sec): 3 clusters Score: Raw -1213180.557248 + Penalty 3150.289521 = -1210030.267726 nChanged 715 SP:Iteration 7Q (5031.732960 sec): 3 clusters Score: Raw -1213654.416060 + Penalty 3150.289521 = -1210504.126539 nChanged 554 SP:Iteration 8Q (5031.795881 sec): 3 clusters Score: Raw -1214051.849259 + Penalty 3150.289521 = -1210901.559738 nChanged 461 SP:Iteration 9Q (5031.876756 sec): 3 clusters Score: Raw -1214447.476382 + Penalty 3150.289521 = -1211297.186861 nChanged 380 SP:Iteration 10Q (5031.951249 sec): 3 clusters Score: Raw -1214791.329729 + Penalty 3150.289521 = -1211641.040208 nChanged 299 SP:Iteration 11Q (5032.021127 sec): 3 clusters Score: Raw -1215055.419764 + Penalty 3150.289521 = -1211905.130243 nChanged 253 SP:Iteration 12Q (5032.090462 sec): 3 clusters Score: Raw -1215249.400909 + Penalty 3150.289521 = -1212099.111388 nChanged 182 SP:Iteration 13Q (5032.158565 sec): 3 clusters Score: Raw -1215359.360846 + Penalty 3150.289521 = -1212209.071325 nChanged 148 SP:Iteration 14Q (5032.227581 sec): 3 clusters Score: Raw -1215431.957702 + Penalty 3150.289521 = -1212281.668181 nChanged 120 SP:Iteration 15Q (5032.306369 sec): 3 clusters Score: Raw -1215478.681653 + Penalty 3150.289521 = -1212328.392132 nChanged 101 SP:Iteration 16Q (5032.378967 sec): 3 clusters Score: Raw -1215514.670734 + Penalty 3150.289521 = -1212364.381212 nChanged 77 SP:Iteration 17Q (5032.445978 sec): 3 clusters Score: Raw -1215536.471138 + Penalty 3150.289521 = -1212386.181617 nChanged 58 SP:Iteration 18Q (5032.514967 sec): 3 clusters Score: Raw -1215553.204500 + Penalty 3150.289521 = -1212402.914979 nChanged 54 SP:Iteration 19Q (5032.583076 sec): 3 clusters Score: Raw -1215571.215289 + Penalty 3150.289521 = -1212420.925768 nChanged 49 SP:Iteration 20F (5032.660069 sec): 3 clusters Score: Raw -1215582.485394 + Penalty 3150.289521 = -1212432.195873 nChanged 37 SP:Iteration 21Q (5032.731687 sec): 3 clusters Score: Raw -1215591.149127 + Penalty 3150.289521 = -1212440.859606 nChanged 28 SP:Iteration 22Q (5032.789124 sec): 3 clusters Score: Raw -1215597.722352 + Penalty 3150.289521 = -1212447.432831 nChanged 33 SP:Iteration 23Q (5032.860895 sec): 3 clusters Score: Raw -1215604.995918 + Penalty 3150.289521 = -1212454.706396 nChanged 17 SP:Iteration 24Q (5032.928166 sec): 3 clusters Score: Raw -1215607.754459 + Penalty 3150.289521 = -1212457.464938 nChanged 20 SP:Iteration 25Q (5033.002390 sec): 3 clusters Score: Raw -1215611.041716 + Penalty 3150.289521 = -1212460.752194 nChanged 13 SP:Iteration 26Q (5033.063961 sec): 3 clusters Score: Raw -1215613.099015 + Penalty 3150.289521 = -1212462.809494 nChanged 9 SP:Iteration 27Q (5033.124185 sec): 3 clusters Score: Raw -1215614.779625 + Penalty 3150.289521 = -1212464.490104 nChanged 10 SP:Iteration 28Q (5033.200183 sec): 3 clusters Score: Raw -1215616.450973 + Penalty 3150.289521 = -1212466.161451 nChanged 9 SP:Iteration 29Q (5033.258999 sec): 3 clusters Score: Raw -1215618.280358 + Penalty 3150.289521 = -1212467.990836 nChanged 6 SP:Iteration 30Q (5033.334158 sec): 3 clusters Score: Raw -1215618.888669 + Penalty 3150.289521 = -1212468.599148 nChanged 6 SP:Iteration 31Q (5033.389278 sec): 3 clusters Score: Raw -1215619.757971 + Penalty 3150.289521 = -1212469.468450 nChanged 5 SP:Iteration 32Q (5033.454428 sec): 3 clusters Score: Raw -1215620.470831 + Penalty 3150.289521 = -1212470.181310 nChanged 3 SP:Iteration 33Q (5033.526306 sec): 3 clusters Score: Raw -1215620.822395 + Penalty 3150.289521 = -1212470.532874 nChanged 3 SP:Iteration 34Q (5033.599592 sec): 3 clusters Score: Raw -1215621.554694 + Penalty 3150.289521 = -1212471.265172 nChanged 3 SP:Iteration 35Q (5033.664602 sec): 3 clusters Score: Raw -1215622.159392 + Penalty 3150.289521 = -1212471.869871 nChanged 6 SP:Iteration 36Q (5033.720382 sec): 3 clusters Score: Raw -1215623.262424 + Penalty 3150.289521 = -1212472.972903 nChanged 4 SP:Iteration 37Q (5033.784860 sec): 3 clusters Score: Raw -1215623.998062 + Penalty 3150.289521 = -1212473.708540 nChanged 5 SP:Iteration 38Q (5033.862829 sec): 3 clusters Score: Raw -1215624.483049 + Penalty 3150.289521 = -1212474.193528 nChanged 5 SP:Iteration 39Q (5033.935107 sec): 3 clusters Score: Raw -1215625.117533 + Penalty 3150.289521 = -1212474.828011 nChanged 2 SP:Iteration 40F (5034.006430 sec): 3 clusters Score: Raw -1215625.285407 + Penalty 3150.289521 = -1212474.995886 nChanged 2 SP:Iteration 41Q (5034.069472 sec): 3 clusters Score: Raw -1215625.410238 + Penalty 3150.289521 = -1212475.120717 nChanged 0 SP:Iteration 42F (5034.146386 sec): 3 clusters Score: Raw -1215625.410238 + Penalty 3150.289521 = -1212475.120717 nChanged 0 Trying to split cluster 17 (35020 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5034.213676 sec): 2 clusters Score: Raw -2911000.083085 + Penalty 1700.347123 = -2909299.735962 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5034.317893 sec): 3 clusters Score: Raw -2889131.966658 + Penalty 3400.694247 = -2885731.272411 nChanged 16288 SP:Iteration 1F (5034.427075 sec): 3 clusters Score: Raw -2898399.186090 + Penalty 3400.694247 = -2894998.491843 nChanged 1790 SP:Iteration 2F (5034.521914 sec): 3 clusters Score: Raw -2899133.451866 + Penalty 3400.694247 = -2895732.757619 nChanged 1827 SP:Iteration 3F (5034.635056 sec): 3 clusters Score: Raw -2899985.243212 + Penalty 3400.694247 = -2896584.548965 nChanged 1999 SP:Iteration 4F (5034.739388 sec): 3 clusters Score: Raw -2901005.386711 + Penalty 3400.694247 = -2897604.692464 nChanged 2185 SP:Iteration 5F (5034.836406 sec): 3 clusters Score: Raw -2902260.073617 + Penalty 3400.694247 = -2898859.379370 nChanged 2256 SP:Iteration 6F (5034.948312 sec): 3 clusters Score: Raw -2903629.745815 + Penalty 3400.694247 = -2900229.051568 nChanged 2162 SP:Iteration 7F (5035.045408 sec): 3 clusters Score: Raw -2905002.019614 + Penalty 3400.694247 = -2901601.325367 nChanged 1897 SP:Iteration 8F (5035.148928 sec): 3 clusters Score: Raw -2906212.993127 + Penalty 3400.694247 = -2902812.298881 nChanged 1584 SP:Iteration 9Q (5035.249529 sec): 3 clusters Score: Raw -2907219.065562 + Penalty 3400.694247 = -2903818.371315 nChanged 1266 SP:Iteration 10Q (5035.355180 sec): 3 clusters Score: Raw -2908000.153813 + Penalty 3400.694247 = -2904599.459566 nChanged 1020 SP:Iteration 11Q (5035.474530 sec): 3 clusters Score: Raw -2908650.716480 + Penalty 3400.694247 = -2905250.022233 nChanged 836 SP:Iteration 12Q (5035.569680 sec): 3 clusters Score: Raw -2909180.201311 + Penalty 3400.694247 = -2905779.507064 nChanged 675 SP:Iteration 13Q (5035.671098 sec): 3 clusters Score: Raw -2909551.304640 + Penalty 3400.694247 = -2906150.610393 nChanged 542 SP:Iteration 14Q (5035.769381 sec): 3 clusters Score: Raw -2909838.994685 + Penalty 3400.694247 = -2906438.300438 nChanged 473 SP:Iteration 15Q (5035.870700 sec): 3 clusters Score: Raw -2910063.236497 + Penalty 3400.694247 = -2906662.542250 nChanged 404 SP:Iteration 16Q (5035.967427 sec): 3 clusters Score: Raw -2910245.877174 + Penalty 3400.694247 = -2906845.182927 nChanged 368 SP:Iteration 17Q (5036.057247 sec): 3 clusters Score: Raw -2910415.482318 + Penalty 3400.694247 = -2907014.788071 nChanged 324 SP:Iteration 18Q (5036.160319 sec): 3 clusters Score: Raw -2910566.698792 + Penalty 3400.694247 = -2907166.004545 nChanged 280 SP:Iteration 19Q (5036.252290 sec): 3 clusters Score: Raw -2910689.081169 + Penalty 3400.694247 = -2907288.386922 nChanged 249 SP:Iteration 20F (5036.361083 sec): 3 clusters Score: Raw -2910790.572378 + Penalty 3400.694247 = -2907389.878131 nChanged 205 SP:Iteration 21Q (5036.450717 sec): 3 clusters Score: Raw -2910872.951627 + Penalty 3400.694247 = -2907472.257380 nChanged 185 SP:Iteration 22Q (5036.548631 sec): 3 clusters Score: Raw -2910940.626584 + Penalty 3400.694247 = -2907539.932337 nChanged 174 SP:Iteration 23Q (5036.634785 sec): 3 clusters Score: Raw -2911000.560236 + Penalty 3400.694247 = -2907599.865990 nChanged 148 SP:Iteration 24Q (5036.730041 sec): 3 clusters Score: Raw -2911052.247726 + Penalty 3400.694247 = -2907651.553479 nChanged 129 SP:Iteration 25Q (5036.814419 sec): 3 clusters Score: Raw -2911105.877048 + Penalty 3400.694247 = -2907705.182801 nChanged 118 SP:Iteration 26Q (5036.904720 sec): 3 clusters Score: Raw -2911164.667828 + Penalty 3400.694247 = -2907763.973581 nChanged 112 SP:Iteration 27Q (5037.003472 sec): 3 clusters Score: Raw -2911220.959050 + Penalty 3400.694247 = -2907820.264803 nChanged 93 SP:Iteration 28Q (5037.087536 sec): 3 clusters Score: Raw -2911269.315171 + Penalty 3400.694247 = -2907868.620924 nChanged 88 SP:Iteration 29Q (5037.186512 sec): 3 clusters Score: Raw -2911318.947218 + Penalty 3400.694247 = -2907918.252971 nChanged 77 SP:Iteration 30Q (5037.278851 sec): 3 clusters Score: Raw -2911356.196899 + Penalty 3400.694247 = -2907955.502652 nChanged 68 SP:Iteration 31Q (5037.374982 sec): 3 clusters Score: Raw -2911398.136861 + Penalty 3400.694247 = -2907997.442614 nChanged 73 SP:Iteration 32Q (5037.462989 sec): 3 clusters Score: Raw -2911449.508028 + Penalty 3400.694247 = -2908048.813781 nChanged 63 SP:Iteration 33Q (5037.558870 sec): 3 clusters Score: Raw -2911481.674790 + Penalty 3400.694247 = -2908080.980543 nChanged 53 SP:Iteration 34Q (5037.649086 sec): 3 clusters Score: Raw -2911509.682503 + Penalty 3400.694247 = -2908108.988256 nChanged 53 SP:Iteration 35Q (5037.753618 sec): 3 clusters Score: Raw -2911542.078974 + Penalty 3400.694247 = -2908141.384727 nChanged 51 SP:Iteration 36Q (5037.837419 sec): 3 clusters Score: Raw -2911565.327217 + Penalty 3400.694247 = -2908164.632970 nChanged 40 SP:Iteration 37Q (5037.942665 sec): 3 clusters Score: Raw -2911581.830146 + Penalty 3400.694247 = -2908181.135899 nChanged 33 SP:Iteration 38Q (5038.035188 sec): 3 clusters Score: Raw -2911596.432333 + Penalty 3400.694247 = -2908195.738087 nChanged 29 SP:Iteration 39Q (5038.132066 sec): 3 clusters Score: Raw -2911606.081349 + Penalty 3400.694247 = -2908205.387102 nChanged 19 SP:Iteration 40F (5038.236424 sec): 3 clusters Score: Raw -2911610.934406 + Penalty 3400.694247 = -2908210.240159 nChanged 22 SP:Iteration 41Q (5038.323377 sec): 3 clusters Score: Raw -2911616.344999 + Penalty 3400.694247 = -2908215.650752 nChanged 20 SP:Iteration 42Q (5038.417244 sec): 3 clusters Score: Raw -2911623.449089 + Penalty 3400.694247 = -2908222.754843 nChanged 15 SP:Iteration 43Q (5038.502661 sec): 3 clusters Score: Raw -2911626.833412 + Penalty 3400.694247 = -2908226.139165 nChanged 9 SP:Iteration 44Q (5038.586036 sec): 3 clusters Score: Raw -2911630.282139 + Penalty 3400.694247 = -2908229.587892 nChanged 10 SP:Iteration 45Q (5038.667391 sec): 3 clusters Score: Raw -2911632.940238 + Penalty 3400.694247 = -2908232.245992 nChanged 8 SP:Iteration 46Q (5038.759157 sec): 3 clusters Score: Raw -2911634.725546 + Penalty 3400.694247 = -2908234.031299 nChanged 9 SP:Iteration 47Q (5038.849436 sec): 3 clusters Score: Raw -2911637.556211 + Penalty 3400.694247 = -2908236.861964 nChanged 15 SP:Iteration 48Q (5038.938524 sec): 3 clusters Score: Raw -2911642.036747 + Penalty 3400.694247 = -2908241.342500 nChanged 12 SP:Iteration 49Q (5039.022814 sec): 3 clusters Score: Raw -2911644.175995 + Penalty 3400.694247 = -2908243.481748 nChanged 8 SP:Iteration 50Q (5039.114681 sec): 3 clusters Score: Raw -2911645.921025 + Penalty 3400.694247 = -2908245.226778 nChanged 5 SP:Iteration 51Q (5039.199711 sec): 3 clusters Score: Raw -2911646.891637 + Penalty 3400.694247 = -2908246.197390 nChanged 4 SP:Iteration 52Q (5039.287576 sec): 3 clusters Score: Raw -2911647.605664 + Penalty 3400.694247 = -2908246.911417 nChanged 2 SP:Iteration 53Q (5039.381790 sec): 3 clusters Score: Raw -2911647.898531 + Penalty 3400.694247 = -2908247.204284 nChanged 2 SP:Iteration 54Q (5039.457057 sec): 3 clusters Score: Raw -2911648.091417 + Penalty 3400.694247 = -2908247.397170 nChanged 0 SP:Iteration 55F (5039.551826 sec): 3 clusters Score: Raw -2911648.091417 + Penalty 3400.694247 = -2908247.397170 nChanged 0 Trying to split cluster 18 (2323 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5039.577202 sec): 2 clusters Score: Raw -177895.163511 + Penalty 1259.474894 = -176635.688617 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5039.621990 sec): 3 clusters Score: Raw -176828.133437 + Penalty 2518.949788 = -174309.183649 nChanged 872 SP:Iteration 1F (5039.675434 sec): 3 clusters Score: Raw -177423.878010 + Penalty 2518.949788 = -174904.928222 nChanged 220 SP:Iteration 2F (5039.726960 sec): 3 clusters Score: Raw -177633.011424 + Penalty 2518.949788 = -175114.061636 nChanged 165 SP:Iteration 3F (5039.769161 sec): 3 clusters Score: Raw -177810.427862 + Penalty 2518.949788 = -175291.478074 nChanged 134 SP:Iteration 4F (5039.813792 sec): 3 clusters Score: Raw -177952.582228 + Penalty 2518.949788 = -175433.632440 nChanged 118 SP:Iteration 5F (5039.849274 sec): 3 clusters Score: Raw -178086.641615 + Penalty 2518.949788 = -175567.691827 nChanged 115 SP:Iteration 6Q (5039.901653 sec): 3 clusters Score: Raw -178233.425169 + Penalty 2518.949788 = -175714.475381 nChanged 120 SP:Iteration 7F (5039.946966 sec): 3 clusters Score: Raw -178410.029740 + Penalty 2518.949788 = -175891.079952 nChanged 114 SP:Iteration 8Q (5039.996311 sec): 3 clusters Score: Raw -178588.482112 + Penalty 2518.949788 = -176069.532324 nChanged 109 SP:Iteration 9Q (5040.044910 sec): 3 clusters Score: Raw -178775.350397 + Penalty 2518.949788 = -176256.400609 nChanged 112 SP:Iteration 10Q (5040.084156 sec): 3 clusters Score: Raw -179053.173841 + Penalty 2518.949788 = -176534.224053 nChanged 104 SP:Iteration 11Q (5040.132243 sec): 3 clusters Score: Raw -179266.096795 + Penalty 2518.949788 = -176747.147007 nChanged 84 SP:Iteration 12Q (5040.168912 sec): 3 clusters Score: Raw -179435.424209 + Penalty 2518.949788 = -176916.474421 nChanged 73 SP:Iteration 13Q (5040.206009 sec): 3 clusters Score: Raw -179602.903350 + Penalty 2518.949788 = -177083.953562 nChanged 43 SP:Iteration 14Q (5040.244885 sec): 3 clusters Score: Raw -179658.815674 + Penalty 2518.949788 = -177139.865886 nChanged 19 SP:Iteration 15Q (5040.278293 sec): 3 clusters Score: Raw -179671.458412 + Penalty 2518.949788 = -177152.508624 nChanged 8 SP:Iteration 16Q (5040.330702 sec): 3 clusters Score: Raw -179675.661464 + Penalty 2518.949788 = -177156.711676 nChanged 3 SP:Iteration 17Q (5040.375106 sec): 3 clusters Score: Raw -179677.678247 + Penalty 2518.949788 = -177158.728459 nChanged 4 SP:Iteration 18Q (5040.415212 sec): 3 clusters Score: Raw -179679.492044 + Penalty 2518.949788 = -177160.542256 nChanged 2 SP:Iteration 19Q (5040.475444 sec): 3 clusters Score: Raw -179680.392447 + Penalty 2518.949788 = -177161.442659 nChanged 2 SP:Iteration 20F (5040.523906 sec): 3 clusters Score: Raw -179681.066176 + Penalty 2518.949788 = -177162.116388 nChanged 1 SP:Iteration 21Q (5040.553275 sec): 3 clusters Score: Raw -179681.738470 + Penalty 2518.949788 = -177162.788682 nChanged 0 SP:Iteration 22F (5040.609067 sec): 3 clusters Score: Raw -179681.738470 + Penalty 2518.949788 = -177162.788682 nChanged 0 Score: Raw -49140061.190419 + Penalty 86742.445374 = -49053318.745045 Splitting cluster 18 changes total score from -49053695.835858 to -49053318.745045 So it's not getting split. Trying to split cluster 19 (4608 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5056.894039 sec): 2 clusters Score: Raw -353795.590217 + Penalty 1370.776745 = -352424.813472 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5056.947533 sec): 3 clusters Score: Raw -351459.807655 + Penalty 2741.553491 = -348718.254165 nChanged 1829 SP:Iteration 1F (5056.993909 sec): 3 clusters Score: Raw -352634.163529 + Penalty 2741.553491 = -349892.610039 nChanged 395 SP:Iteration 2F (5057.055765 sec): 3 clusters Score: Raw -352889.316435 + Penalty 2741.553491 = -350147.762944 nChanged 262 SP:Iteration 3F (5057.100089 sec): 3 clusters Score: Raw -353030.403445 + Penalty 2741.553491 = -350288.849954 nChanged 197 SP:Iteration 4Q (5057.164492 sec): 3 clusters Score: Raw -353123.107912 + Penalty 2741.553491 = -350381.554421 nChanged 159 SP:Iteration 5Q (5057.218822 sec): 3 clusters Score: Raw -353201.780905 + Penalty 2741.553491 = -350460.227414 nChanged 130 SP:Iteration 6Q (5057.274564 sec): 3 clusters Score: Raw -353280.912941 + Penalty 2741.553491 = -350539.359450 nChanged 141 SP:Iteration 7Q (5057.330219 sec): 3 clusters Score: Raw -353356.448473 + Penalty 2741.553491 = -350614.894982 nChanged 133 SP:Iteration 8Q (5057.375531 sec): 3 clusters Score: Raw -353436.269833 + Penalty 2741.553491 = -350694.716343 nChanged 122 SP:Iteration 9Q (5057.426927 sec): 3 clusters Score: Raw -353516.007345 + Penalty 2741.553491 = -350774.453854 nChanged 143 SP:Iteration 10Q (5057.483229 sec): 3 clusters Score: Raw -353596.896047 + Penalty 2741.553491 = -350855.342557 nChanged 134 SP:Iteration 11Q (5057.529203 sec): 3 clusters Score: Raw -353678.393262 + Penalty 2741.553491 = -350936.839771 nChanged 133 SP:Iteration 12Q (5057.590756 sec): 3 clusters Score: Raw -353747.706956 + Penalty 2741.553491 = -351006.153466 nChanged 97 SP:Iteration 13Q (5057.646862 sec): 3 clusters Score: Raw -353789.934680 + Penalty 2741.553491 = -351048.381190 nChanged 91 SP:Iteration 14Q (5057.691804 sec): 3 clusters Score: Raw -353828.623810 + Penalty 2741.553491 = -351087.070319 nChanged 73 SP:Iteration 15Q (5057.744623 sec): 3 clusters Score: Raw -353857.474869 + Penalty 2741.553491 = -351115.921379 nChanged 60 SP:Iteration 16Q (5057.792073 sec): 3 clusters Score: Raw -353875.588706 + Penalty 2741.553491 = -351134.035215 nChanged 54 SP:Iteration 17Q (5057.851857 sec): 3 clusters Score: Raw -353891.256647 + Penalty 2741.553491 = -351149.703156 nChanged 34 SP:Iteration 18Q (5057.902498 sec): 3 clusters Score: Raw -353905.415196 + Penalty 2741.553491 = -351163.861705 nChanged 30 SP:Iteration 19Q (5057.916937 sec): 3 clusters Score: Raw -353913.805537 + Penalty 2741.553491 = -351172.252046 nChanged 27 SP:Iteration 20F (5057.979969 sec): 3 clusters Score: Raw -353922.204539 + Penalty 2741.553491 = -351180.651048 nChanged 27 SP:Iteration 21Q (5058.036315 sec): 3 clusters Score: Raw -353929.653135 + Penalty 2741.553491 = -351188.099644 nChanged 24 SP:Iteration 22Q (5058.078492 sec): 3 clusters Score: Raw -353938.507584 + Penalty 2741.553491 = -351196.954094 nChanged 29 SP:Iteration 23Q (5058.131071 sec): 3 clusters Score: Raw -353948.884906 + Penalty 2741.553491 = -351207.331416 nChanged 26 SP:Iteration 24Q (5058.189854 sec): 3 clusters Score: Raw -353959.301219 + Penalty 2741.553491 = -351217.747729 nChanged 30 SP:Iteration 25Q (5058.231550 sec): 3 clusters Score: Raw -353970.239130 + Penalty 2741.553491 = -351228.685639 nChanged 29 SP:Iteration 26Q (5058.293911 sec): 3 clusters Score: Raw -353978.350810 + Penalty 2741.553491 = -351236.797319 nChanged 21 SP:Iteration 27Q (5058.349242 sec): 3 clusters Score: Raw -353983.255291 + Penalty 2741.553491 = -351241.701801 nChanged 17 SP:Iteration 28Q (5058.400749 sec): 3 clusters Score: Raw -353987.255511 + Penalty 2741.553491 = -351245.702020 nChanged 17 SP:Iteration 29Q (5058.434957 sec): 3 clusters Score: Raw -353990.417605 + Penalty 2741.553491 = -351248.864115 nChanged 12 SP:Iteration 30Q (5058.499733 sec): 3 clusters Score: Raw -353993.340515 + Penalty 2741.553491 = -351251.787024 nChanged 11 SP:Iteration 31Q (5058.547816 sec): 3 clusters Score: Raw -353995.996511 + Penalty 2741.553491 = -351254.443020 nChanged 12 SP:Iteration 32Q (5058.608047 sec): 3 clusters Score: Raw -353998.856646 + Penalty 2741.553491 = -351257.303155 nChanged 10 SP:Iteration 33Q (5058.653172 sec): 3 clusters Score: Raw -354000.326957 + Penalty 2741.553491 = -351258.773466 nChanged 7 SP:Iteration 34Q (5058.709977 sec): 3 clusters Score: Raw -354001.920159 + Penalty 2741.553491 = -351260.366668 nChanged 6 SP:Iteration 35Q (5058.760156 sec): 3 clusters Score: Raw -354003.394171 + Penalty 2741.553491 = -351261.840680 nChanged 3 SP:Iteration 36Q (5058.814535 sec): 3 clusters Score: Raw -354004.010020 + Penalty 2741.553491 = -351262.456529 nChanged 4 SP:Iteration 37Q (5058.878301 sec): 3 clusters Score: Raw -354004.917923 + Penalty 2741.553491 = -351263.364433 nChanged 3 SP:Iteration 38Q (5058.923122 sec): 3 clusters Score: Raw -354005.481574 + Penalty 2741.553491 = -351263.928083 nChanged 5 SP:Iteration 39Q (5058.982469 sec): 3 clusters Score: Raw -354006.213215 + Penalty 2741.553491 = -351264.659724 nChanged 2 SP:Iteration 40F (5059.028677 sec): 3 clusters Score: Raw -354006.460670 + Penalty 2741.553491 = -351264.907180 nChanged 1 SP:Iteration 41Q (5059.076518 sec): 3 clusters Score: Raw -354006.757551 + Penalty 2741.553491 = -351265.204060 nChanged 0 SP:Iteration 42F (5059.127352 sec): 3 clusters Score: Raw -354006.757551 + Penalty 2741.553491 = -351265.204060 nChanged 0 Trying to split cluster 20 (2293 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5059.153388 sec): 2 clusters Score: Raw -183515.842610 + Penalty 1257.362646 = -182258.479964 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5059.194997 sec): 3 clusters Score: Raw -182506.316761 + Penalty 2514.725292 = -179991.591469 nChanged 835 SP:Iteration 1F (5059.245850 sec): 3 clusters Score: Raw -183031.961991 + Penalty 2514.725292 = -180517.236699 nChanged 155 SP:Iteration 2F (5059.302398 sec): 3 clusters Score: Raw -183112.293083 + Penalty 2514.725292 = -180597.567791 nChanged 93 SP:Iteration 3Q (5059.355285 sec): 3 clusters Score: Raw -183167.133926 + Penalty 2514.725292 = -180652.408634 nChanged 70 SP:Iteration 4Q (5059.400279 sec): 3 clusters Score: Raw -183207.369104 + Penalty 2514.725292 = -180692.643812 nChanged 59 SP:Iteration 5Q (5059.440429 sec): 3 clusters Score: Raw -183238.649509 + Penalty 2514.725292 = -180723.924217 nChanged 30 SP:Iteration 6Q (5059.485241 sec): 3 clusters Score: Raw -183254.453209 + Penalty 2514.725292 = -180739.727917 nChanged 28 SP:Iteration 7Q (5059.538831 sec): 3 clusters Score: Raw -183270.321772 + Penalty 2514.725292 = -180755.596480 nChanged 21 SP:Iteration 8Q (5059.578758 sec): 3 clusters Score: Raw -183279.076325 + Penalty 2514.725292 = -180764.351033 nChanged 23 SP:Iteration 9Q (5059.635475 sec): 3 clusters Score: Raw -183289.515814 + Penalty 2514.725292 = -180774.790522 nChanged 26 SP:Iteration 10Q (5059.677755 sec): 3 clusters Score: Raw -183299.594316 + Penalty 2514.725292 = -180784.869024 nChanged 16 SP:Iteration 11Q (5059.736060 sec): 3 clusters Score: Raw -183305.659030 + Penalty 2514.725292 = -180790.933738 nChanged 15 SP:Iteration 12Q (5059.775646 sec): 3 clusters Score: Raw -183311.289125 + Penalty 2514.725292 = -180796.563833 nChanged 9 SP:Iteration 13Q (5059.816292 sec): 3 clusters Score: Raw -183314.729176 + Penalty 2514.725292 = -180800.003884 nChanged 11 SP:Iteration 14Q (5059.867245 sec): 3 clusters Score: Raw -183317.473995 + Penalty 2514.725292 = -180802.748703 nChanged 5 SP:Iteration 15Q (5059.916927 sec): 3 clusters Score: Raw -183319.421745 + Penalty 2514.725292 = -180804.696453 nChanged 6 SP:Iteration 16Q (5059.965469 sec): 3 clusters Score: Raw -183322.029079 + Penalty 2514.725292 = -180807.303787 nChanged 10 SP:Iteration 17Q (5060.023341 sec): 3 clusters Score: Raw -183324.732795 + Penalty 2514.725292 = -180810.007504 nChanged 9 SP:Iteration 18Q (5060.066690 sec): 3 clusters Score: Raw -183326.916777 + Penalty 2514.725292 = -180812.191485 nChanged 5 SP:Iteration 19Q (5060.120119 sec): 3 clusters Score: Raw -183328.472090 + Penalty 2514.725292 = -180813.746799 nChanged 7 SP:Iteration 20F (5060.154637 sec): 3 clusters Score: Raw -183330.440725 + Penalty 2514.725292 = -180815.715433 nChanged 7 SP:Iteration 21Q (5060.202845 sec): 3 clusters Score: Raw -183333.433288 + Penalty 2514.725292 = -180818.707996 nChanged 5 SP:Iteration 22Q (5060.252663 sec): 3 clusters Score: Raw -183334.449515 + Penalty 2514.725292 = -180819.724223 nChanged 5 SP:Iteration 23Q (5060.294867 sec): 3 clusters Score: Raw -183336.413545 + Penalty 2514.725292 = -180821.688253 nChanged 7 SP:Iteration 24Q (5060.340288 sec): 3 clusters Score: Raw -183338.884215 + Penalty 2514.725292 = -180824.158923 nChanged 2 SP:Iteration 25Q (5060.384255 sec): 3 clusters Score: Raw -183339.471491 + Penalty 2514.725292 = -180824.746199 nChanged 3 SP:Iteration 26Q (5060.418524 sec): 3 clusters Score: Raw -183341.071088 + Penalty 2514.725292 = -180826.345796 nChanged 6 SP:Iteration 27Q (5060.472891 sec): 3 clusters Score: Raw -183342.992205 + Penalty 2514.725292 = -180828.266913 nChanged 3 SP:Iteration 28Q (5060.510942 sec): 3 clusters Score: Raw -183344.612729 + Penalty 2514.725292 = -180829.887437 nChanged 2 SP:Iteration 29Q (5060.548886 sec): 3 clusters Score: Raw -183345.333752 + Penalty 2514.725292 = -180830.608460 nChanged 1 SP:Iteration 30Q (5060.597512 sec): 3 clusters Score: Raw -183345.797902 + Penalty 2514.725292 = -180831.072610 nChanged 1 SP:Iteration 31Q (5060.639034 sec): 3 clusters Score: Raw -183346.033495 + Penalty 2514.725292 = -180831.308203 nChanged 3 SP:Iteration 32Q (5060.680644 sec): 3 clusters Score: Raw -183347.277907 + Penalty 2514.725292 = -180832.552615 nChanged 3 SP:Iteration 33Q (5060.737708 sec): 3 clusters Score: Raw -183347.815727 + Penalty 2514.725292 = -180833.090435 nChanged 4 SP:Iteration 34Q (5060.784440 sec): 3 clusters Score: Raw -183349.873767 + Penalty 2514.725292 = -180835.148475 nChanged 5 SP:Iteration 35Q (5060.821479 sec): 3 clusters Score: Raw -183350.769731 + Penalty 2514.725292 = -180836.044439 nChanged 3 SP:Iteration 36Q (5060.852158 sec): 3 clusters Score: Raw -183351.333160 + Penalty 2514.725292 = -180836.607868 nChanged 3 SP:Iteration 37Q (5060.892924 sec): 3 clusters Score: Raw -183352.975964 + Penalty 2514.725292 = -180838.250672 nChanged 5 SP:Iteration 38Q (5060.937969 sec): 3 clusters Score: Raw -183355.429742 + Penalty 2514.725292 = -180840.704450 nChanged 5 SP:Iteration 39Q (5060.980556 sec): 3 clusters Score: Raw -183357.953236 + Penalty 2514.725292 = -180843.227944 nChanged 6 SP:Iteration 40F (5061.019033 sec): 3 clusters Score: Raw -183361.970199 + Penalty 2514.725292 = -180847.244907 nChanged 9 SP:Iteration 41Q (5061.068492 sec): 3 clusters Score: Raw -183365.083865 + Penalty 2514.725292 = -180850.358573 nChanged 3 SP:Iteration 42Q (5061.113004 sec): 3 clusters Score: Raw -183367.304128 + Penalty 2514.725292 = -180852.578836 nChanged 7 SP:Iteration 43Q (5061.152382 sec): 3 clusters Score: Raw -183370.152802 + Penalty 2514.725292 = -180855.427510 nChanged 4 SP:Iteration 44Q (5061.191681 sec): 3 clusters Score: Raw -183371.223619 + Penalty 2514.725292 = -180856.498327 nChanged 5 SP:Iteration 45Q (5061.246269 sec): 3 clusters Score: Raw -183372.705522 + Penalty 2514.725292 = -180857.980230 nChanged 2 SP:Iteration 46Q (5061.285326 sec): 3 clusters Score: Raw -183373.838301 + Penalty 2514.725292 = -180859.113009 nChanged 5 SP:Iteration 47Q (5061.331402 sec): 3 clusters Score: Raw -183376.183463 + Penalty 2514.725292 = -180861.458172 nChanged 0 SP:Iteration 48F (5061.393612 sec): 3 clusters Score: Raw -183376.183463 + Penalty 2514.725292 = -180861.458172 nChanged 0 Trying to split cluster 21 (48878 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5061.480296 sec): 2 clusters Score: Raw -3990535.224443 + Penalty 1754.525935 = -3988780.698508 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5061.601033 sec): 3 clusters Score: Raw -3959673.298862 + Penalty 3509.051870 = -3956164.246993 nChanged 23080 SP:Iteration 1F (5061.729208 sec): 3 clusters Score: Raw -3973701.821487 + Penalty 3509.051870 = -3970192.769617 nChanged 2961 SP:Iteration 2F (5061.870242 sec): 3 clusters Score: Raw -3975294.123460 + Penalty 3509.051870 = -3971785.071590 nChanged 3389 SP:Iteration 3F (5061.998219 sec): 3 clusters Score: Raw -3977563.575114 + Penalty 3509.051870 = -3974054.523244 nChanged 3628 SP:Iteration 4F (5062.125250 sec): 3 clusters Score: Raw -3980288.759771 + Penalty 3509.051870 = -3976779.707901 nChanged 3394 SP:Iteration 5F (5062.254202 sec): 3 clusters Score: Raw -3983025.650662 + Penalty 3509.051870 = -3979516.598793 nChanged 2765 SP:Iteration 6F (5062.386737 sec): 3 clusters Score: Raw -3985312.952869 + Penalty 3509.051870 = -3981803.900999 nChanged 2040 SP:Iteration 7Q (5062.521425 sec): 3 clusters Score: Raw -3987040.609846 + Penalty 3509.051870 = -3983531.557976 nChanged 1526 SP:Iteration 8Q (5062.652474 sec): 3 clusters Score: Raw -3988333.341107 + Penalty 3509.051870 = -3984824.289237 nChanged 1099 SP:Iteration 9Q (5062.768751 sec): 3 clusters Score: Raw -3989197.422870 + Penalty 3509.051870 = -3985688.371000 nChanged 743 SP:Iteration 10Q (5062.892702 sec): 3 clusters Score: Raw -3989693.149420 + Penalty 3509.051870 = -3986184.097550 nChanged 522 SP:Iteration 11Q (5062.994357 sec): 3 clusters Score: Raw -3989995.836922 + Penalty 3509.051870 = -3986486.785052 nChanged 451 SP:Iteration 12Q (5063.118774 sec): 3 clusters Score: Raw -3990227.782200 + Penalty 3509.051870 = -3986718.730330 nChanged 391 SP:Iteration 13Q (5063.231546 sec): 3 clusters Score: Raw -3990402.150313 + Penalty 3509.051870 = -3986893.098443 nChanged 323 SP:Iteration 14Q (5063.347334 sec): 3 clusters Score: Raw -3990527.648112 + Penalty 3509.051870 = -3987018.596242 nChanged 258 SP:Iteration 15Q (5063.466532 sec): 3 clusters Score: Raw -3990612.348133 + Penalty 3509.051870 = -3987103.296263 nChanged 202 SP:Iteration 16Q (5063.585738 sec): 3 clusters Score: Raw -3990668.194888 + Penalty 3509.051870 = -3987159.143018 nChanged 157 SP:Iteration 17Q (5063.703133 sec): 3 clusters Score: Raw -3990713.342214 + Penalty 3509.051870 = -3987204.290344 nChanged 146 SP:Iteration 18Q (5063.812408 sec): 3 clusters Score: Raw -3990754.117645 + Penalty 3509.051870 = -3987245.065775 nChanged 131 SP:Iteration 19Q (5063.913853 sec): 3 clusters Score: Raw -3990786.655408 + Penalty 3509.051870 = -3987277.603538 nChanged 115 SP:Iteration 20F (5064.042297 sec): 3 clusters Score: Raw -3990813.431290 + Penalty 3509.051870 = -3987304.379420 nChanged 93 SP:Iteration 21Q (5064.152784 sec): 3 clusters Score: Raw -3990836.609230 + Penalty 3509.051870 = -3987327.557361 nChanged 86 SP:Iteration 22Q (5064.248923 sec): 3 clusters Score: Raw -3990858.719363 + Penalty 3509.051870 = -3987349.667493 nChanged 82 SP:Iteration 23Q (5064.373846 sec): 3 clusters Score: Raw -3990878.156645 + Penalty 3509.051870 = -3987369.104775 nChanged 75 SP:Iteration 24Q (5064.493475 sec): 3 clusters Score: Raw -3990895.389413 + Penalty 3509.051870 = -3987386.337544 nChanged 70 SP:Iteration 25Q (5064.605322 sec): 3 clusters Score: Raw -3990912.987415 + Penalty 3509.051870 = -3987403.935545 nChanged 62 SP:Iteration 26Q (5064.723689 sec): 3 clusters Score: Raw -3990930.187845 + Penalty 3509.051870 = -3987421.135975 nChanged 67 SP:Iteration 27Q (5064.832584 sec): 3 clusters Score: Raw -3990947.031279 + Penalty 3509.051870 = -3987437.979409 nChanged 60 SP:Iteration 28Q (5064.945694 sec): 3 clusters Score: Raw -3990961.091184 + Penalty 3509.051870 = -3987452.039314 nChanged 46 SP:Iteration 29Q (5065.060898 sec): 3 clusters Score: Raw -3990969.949512 + Penalty 3509.051870 = -3987460.897642 nChanged 49 SP:Iteration 30Q (5065.165760 sec): 3 clusters Score: Raw -3990980.596630 + Penalty 3509.051870 = -3987471.544760 nChanged 38 SP:Iteration 31Q (5065.273087 sec): 3 clusters Score: Raw -3990989.735546 + Penalty 3509.051870 = -3987480.683676 nChanged 32 SP:Iteration 32Q (5065.383664 sec): 3 clusters Score: Raw -3990997.395170 + Penalty 3509.051870 = -3987488.343300 nChanged 30 SP:Iteration 33Q (5065.499548 sec): 3 clusters Score: Raw -3991003.629733 + Penalty 3509.051870 = -3987494.577863 nChanged 21 SP:Iteration 34Q (5065.615613 sec): 3 clusters Score: Raw -3991007.674028 + Penalty 3509.051870 = -3987498.622159 nChanged 19 SP:Iteration 35Q (5065.726375 sec): 3 clusters Score: Raw -3991011.371601 + Penalty 3509.051870 = -3987502.319732 nChanged 14 SP:Iteration 36Q (5065.834578 sec): 3 clusters Score: Raw -3991014.066966 + Penalty 3509.051870 = -3987505.015096 nChanged 8 SP:Iteration 37Q (5065.947658 sec): 3 clusters Score: Raw -3991015.377451 + Penalty 3509.051870 = -3987506.325581 nChanged 9 SP:Iteration 38Q (5066.062316 sec): 3 clusters Score: Raw -3991016.704619 + Penalty 3509.051870 = -3987507.652749 nChanged 7 SP:Iteration 39Q (5066.175595 sec): 3 clusters Score: Raw -3991017.579721 + Penalty 3509.051870 = -3987508.527851 nChanged 5 SP:Iteration 40F (5066.304878 sec): 3 clusters Score: Raw -3991018.093831 + Penalty 3509.051870 = -3987509.041961 nChanged 3 SP:Iteration 41Q (5066.414953 sec): 3 clusters Score: Raw -3991018.485019 + Penalty 3509.051870 = -3987509.433149 nChanged 3 SP:Iteration 42Q (5066.526477 sec): 3 clusters Score: Raw -3991019.083649 + Penalty 3509.051870 = -3987510.031779 nChanged 4 SP:Iteration 43Q (5066.627323 sec): 3 clusters Score: Raw -3991019.845862 + Penalty 3509.051870 = -3987510.793992 nChanged 5 SP:Iteration 44Q (5066.748596 sec): 3 clusters Score: Raw -3991020.416933 + Penalty 3509.051870 = -3987511.365063 nChanged 2 SP:Iteration 45Q (5066.860018 sec): 3 clusters Score: Raw -3991020.822601 + Penalty 3509.051870 = -3987511.770732 nChanged 2 SP:Iteration 46Q (5066.976418 sec): 3 clusters Score: Raw -3991021.207135 + Penalty 3509.051870 = -3987512.155265 nChanged 5 SP:Iteration 47Q (5067.089281 sec): 3 clusters Score: Raw -3991021.795445 + Penalty 3509.051870 = -3987512.743575 nChanged 1 SP:Iteration 48Q (5067.201022 sec): 3 clusters Score: Raw -3991021.892804 + Penalty 3509.051870 = -3987512.840935 nChanged 1 SP:Iteration 49Q (5067.303095 sec): 3 clusters Score: Raw -3991021.918736 + Penalty 3509.051870 = -3987512.866866 nChanged 0 SP:Iteration 50F (5067.425142 sec): 3 clusters Score: Raw -3991021.918736 + Penalty 3509.051870 = -3987512.866866 nChanged 0 Trying to split cluster 22 (2573 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5067.462693 sec): 2 clusters Score: Raw -172134.211592 + Penalty 1276.084519 = -170858.127073 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5067.501432 sec): 3 clusters Score: Raw -170981.181005 + Penalty 2552.169039 = -168429.011966 nChanged 940 SP:Iteration 1F (5067.551111 sec): 3 clusters Score: Raw -171678.152201 + Penalty 2552.169039 = -169125.983162 nChanged 238 SP:Iteration 2F (5067.597536 sec): 3 clusters Score: Raw -171895.259623 + Penalty 2552.169039 = -169343.090584 nChanged 182 SP:Iteration 3F (5067.646378 sec): 3 clusters Score: Raw -172119.352213 + Penalty 2552.169039 = -169567.183174 nChanged 168 SP:Iteration 4F (5067.687260 sec): 3 clusters Score: Raw -172301.269991 + Penalty 2552.169039 = -169749.100952 nChanged 141 SP:Iteration 5F (5067.731867 sec): 3 clusters Score: Raw -172438.442014 + Penalty 2552.169039 = -169886.272975 nChanged 103 SP:Iteration 6Q (5067.781950 sec): 3 clusters Score: Raw -172534.565782 + Penalty 2552.169039 = -169982.396743 nChanged 83 SP:Iteration 7Q (5067.822703 sec): 3 clusters Score: Raw -172600.366762 + Penalty 2552.169039 = -170048.197723 nChanged 70 SP:Iteration 8Q (5067.878366 sec): 3 clusters Score: Raw -172668.890957 + Penalty 2552.169039 = -170116.721918 nChanged 68 SP:Iteration 9Q (5067.918694 sec): 3 clusters Score: Raw -172738.215103 + Penalty 2552.169039 = -170186.046064 nChanged 57 SP:Iteration 10Q (5067.975605 sec): 3 clusters Score: Raw -172805.096684 + Penalty 2552.169039 = -170252.927645 nChanged 49 SP:Iteration 11Q (5068.016339 sec): 3 clusters Score: Raw -172851.985627 + Penalty 2552.169039 = -170299.816588 nChanged 29 SP:Iteration 12Q (5068.051065 sec): 3 clusters Score: Raw -172871.438272 + Penalty 2552.169039 = -170319.269233 nChanged 24 SP:Iteration 13Q (5068.101352 sec): 3 clusters Score: Raw -172904.075435 + Penalty 2552.169039 = -170351.906396 nChanged 29 SP:Iteration 14Q (5068.141388 sec): 3 clusters Score: Raw -172953.130873 + Penalty 2552.169039 = -170400.961834 nChanged 34 SP:Iteration 15Q (5068.197043 sec): 3 clusters Score: Raw -172983.159919 + Penalty 2552.169039 = -170430.990880 nChanged 20 SP:Iteration 16Q (5068.235164 sec): 3 clusters Score: Raw -173003.527912 + Penalty 2552.169039 = -170451.358873 nChanged 25 SP:Iteration 17Q (5068.281444 sec): 3 clusters Score: Raw -173030.296011 + Penalty 2552.169039 = -170478.126972 nChanged 29 SP:Iteration 18Q (5068.329799 sec): 3 clusters Score: Raw -173059.832581 + Penalty 2552.169039 = -170507.663542 nChanged 22 SP:Iteration 19Q (5068.372645 sec): 3 clusters Score: Raw -173078.916023 + Penalty 2552.169039 = -170526.746984 nChanged 22 SP:Iteration 20F (5068.421151 sec): 3 clusters Score: Raw -173097.051057 + Penalty 2552.169039 = -170544.882019 nChanged 23 SP:Iteration 21Q (5068.478451 sec): 3 clusters Score: Raw -173114.857749 + Penalty 2552.169039 = -170562.688710 nChanged 16 SP:Iteration 22Q (5068.514356 sec): 3 clusters Score: Raw -173125.778351 + Penalty 2552.169039 = -170573.609312 nChanged 10 SP:Iteration 23Q (5068.570012 sec): 3 clusters Score: Raw -173136.123242 + Penalty 2552.169039 = -170583.954203 nChanged 10 SP:Iteration 24Q (5068.622648 sec): 3 clusters Score: Raw -173147.920577 + Penalty 2552.169039 = -170595.751538 nChanged 11 SP:Iteration 25Q (5068.675480 sec): 3 clusters Score: Raw -173163.305084 + Penalty 2552.169039 = -170611.136045 nChanged 15 SP:Iteration 26Q (5068.714814 sec): 3 clusters Score: Raw -173179.772122 + Penalty 2552.169039 = -170627.603083 nChanged 9 SP:Iteration 27Q (5068.773543 sec): 3 clusters Score: Raw -173188.323731 + Penalty 2552.169039 = -170636.154692 nChanged 9 SP:Iteration 28Q (5068.825751 sec): 3 clusters Score: Raw -173193.576073 + Penalty 2552.169039 = -170641.407034 nChanged 4 SP:Iteration 29Q (5068.868849 sec): 3 clusters Score: Raw -173195.982186 + Penalty 2552.169039 = -170643.813147 nChanged 3 SP:Iteration 30Q (5068.929474 sec): 3 clusters Score: Raw -173197.259622 + Penalty 2552.169039 = -170645.090583 nChanged 1 SP:Iteration 31Q (5068.975047 sec): 3 clusters Score: Raw -173197.957515 + Penalty 2552.169039 = -170645.788476 nChanged 1 SP:Iteration 32Q (5069.028021 sec): 3 clusters Score: Raw -173198.359035 + Penalty 2552.169039 = -170646.189996 nChanged 1 SP:Iteration 33Q (5069.068232 sec): 3 clusters Score: Raw -173198.588395 + Penalty 2552.169039 = -170646.419356 nChanged 1 SP:Iteration 34Q (5069.124582 sec): 3 clusters Score: Raw -173198.816010 + Penalty 2552.169039 = -170646.646971 nChanged 0 SP:Iteration 35F (5069.173797 sec): 3 clusters Score: Raw -173198.816010 + Penalty 2552.169039 = -170646.646971 nChanged 0 Trying to split cluster 23 (3878 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5069.191555 sec): 2 clusters Score: Raw -291523.307784 + Penalty 1342.749661 = -290180.558123 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5069.252495 sec): 3 clusters Score: Raw -289591.003366 + Penalty 2685.499322 = -286905.504044 nChanged 1556 SP:Iteration 1F (5069.297720 sec): 3 clusters Score: Raw -290525.389092 + Penalty 2685.499322 = -287839.889770 nChanged 330 SP:Iteration 2F (5069.350536 sec): 3 clusters Score: Raw -290811.471414 + Penalty 2685.499322 = -288125.972093 nChanged 288 SP:Iteration 3F (5069.396361 sec): 3 clusters Score: Raw -291043.464107 + Penalty 2685.499322 = -288357.964786 nChanged 212 SP:Iteration 4F (5069.445666 sec): 3 clusters Score: Raw -291219.082532 + Penalty 2685.499322 = -288533.583210 nChanged 195 SP:Iteration 5F (5069.494918 sec): 3 clusters Score: Raw -291347.552623 + Penalty 2685.499322 = -288662.053301 nChanged 158 SP:Iteration 6Q (5069.540878 sec): 3 clusters Score: Raw -291449.596281 + Penalty 2685.499322 = -288764.096959 nChanged 158 SP:Iteration 7Q (5069.591174 sec): 3 clusters Score: Raw -291555.853667 + Penalty 2685.499322 = -288870.354345 nChanged 131 SP:Iteration 8Q (5069.641060 sec): 3 clusters Score: Raw -291624.832813 + Penalty 2685.499322 = -288939.333491 nChanged 84 SP:Iteration 9Q (5069.698140 sec): 3 clusters Score: Raw -291670.010113 + Penalty 2685.499322 = -288984.510792 nChanged 78 SP:Iteration 10Q (5069.749612 sec): 3 clusters Score: Raw -291715.472822 + Penalty 2685.499322 = -289029.973500 nChanged 62 SP:Iteration 11Q (5069.802006 sec): 3 clusters Score: Raw -291745.333569 + Penalty 2685.499322 = -289059.834248 nChanged 49 SP:Iteration 12Q (5069.855639 sec): 3 clusters Score: Raw -291764.796042 + Penalty 2685.499322 = -289079.296720 nChanged 39 SP:Iteration 13Q (5069.903337 sec): 3 clusters Score: Raw -291777.092884 + Penalty 2685.499322 = -289091.593563 nChanged 25 SP:Iteration 14Q (5069.949052 sec): 3 clusters Score: Raw -291784.071841 + Penalty 2685.499322 = -289098.572520 nChanged 24 SP:Iteration 15Q (5070.011747 sec): 3 clusters Score: Raw -291793.990595 + Penalty 2685.499322 = -289108.491274 nChanged 26 SP:Iteration 16Q (5070.065617 sec): 3 clusters Score: Raw -291803.518848 + Penalty 2685.499322 = -289118.019527 nChanged 12 SP:Iteration 17Q (5070.118110 sec): 3 clusters Score: Raw -291807.057430 + Penalty 2685.499322 = -289121.558108 nChanged 14 SP:Iteration 18Q (5070.167977 sec): 3 clusters Score: Raw -291812.841960 + Penalty 2685.499322 = -289127.342638 nChanged 18 SP:Iteration 19Q (5070.226843 sec): 3 clusters Score: Raw -291818.369232 + Penalty 2685.499322 = -289132.869910 nChanged 15 SP:Iteration 20F (5070.280481 sec): 3 clusters Score: Raw -291821.745156 + Penalty 2685.499322 = -289136.245834 nChanged 9 SP:Iteration 21Q (5070.334174 sec): 3 clusters Score: Raw -291824.607830 + Penalty 2685.499322 = -289139.108509 nChanged 13 SP:Iteration 22Q (5070.387900 sec): 3 clusters Score: Raw -291828.583779 + Penalty 2685.499322 = -289143.084457 nChanged 13 SP:Iteration 23Q (5070.426683 sec): 3 clusters Score: Raw -291834.437074 + Penalty 2685.499322 = -289148.937752 nChanged 17 SP:Iteration 24Q (5070.485329 sec): 3 clusters Score: Raw -291838.704511 + Penalty 2685.499322 = -289153.205190 nChanged 15 SP:Iteration 25Q (5070.537754 sec): 3 clusters Score: Raw -291843.063273 + Penalty 2685.499322 = -289157.563952 nChanged 14 SP:Iteration 26Q (5070.582637 sec): 3 clusters Score: Raw -291846.782796 + Penalty 2685.499322 = -289161.283474 nChanged 10 SP:Iteration 27Q (5070.641445 sec): 3 clusters Score: Raw -291849.688203 + Penalty 2685.499322 = -289164.188882 nChanged 13 SP:Iteration 28Q (5070.689029 sec): 3 clusters Score: Raw -291854.128450 + Penalty 2685.499322 = -289168.629129 nChanged 22 SP:Iteration 29Q (5070.739983 sec): 3 clusters Score: Raw -291859.992216 + Penalty 2685.499322 = -289174.492894 nChanged 14 SP:Iteration 30Q (5070.790257 sec): 3 clusters Score: Raw -291863.540628 + Penalty 2685.499322 = -289178.041307 nChanged 14 SP:Iteration 31Q (5070.844894 sec): 3 clusters Score: Raw -291866.396250 + Penalty 2685.499322 = -289180.896928 nChanged 9 SP:Iteration 32Q (5070.896040 sec): 3 clusters Score: Raw -291868.473489 + Penalty 2685.499322 = -289182.974167 nChanged 6 SP:Iteration 33Q (5070.946278 sec): 3 clusters Score: Raw -291869.301945 + Penalty 2685.499322 = -289183.802624 nChanged 3 SP:Iteration 34Q (5070.996536 sec): 3 clusters Score: Raw -291869.942300 + Penalty 2685.499322 = -289184.442979 nChanged 3 SP:Iteration 35Q (5071.039753 sec): 3 clusters Score: Raw -291870.567504 + Penalty 2685.499322 = -289185.068183 nChanged 5 SP:Iteration 36Q (5071.089879 sec): 3 clusters Score: Raw -291871.372628 + Penalty 2685.499322 = -289185.873307 nChanged 3 SP:Iteration 37Q (5071.146844 sec): 3 clusters Score: Raw -291872.416580 + Penalty 2685.499322 = -289186.917259 nChanged 6 SP:Iteration 38Q (5071.200735 sec): 3 clusters Score: Raw -291873.980649 + Penalty 2685.499322 = -289188.481328 nChanged 4 SP:Iteration 39Q (5071.242042 sec): 3 clusters Score: Raw -291874.489063 + Penalty 2685.499322 = -289188.989742 nChanged 1 SP:Iteration 40F (5071.290169 sec): 3 clusters Score: Raw -291874.754388 + Penalty 2685.499322 = -289189.255066 nChanged 4 SP:Iteration 41Q (5071.342303 sec): 3 clusters Score: Raw -291875.638377 + Penalty 2685.499322 = -289190.139055 nChanged 7 SP:Iteration 42Q (5071.396936 sec): 3 clusters Score: Raw -291877.201944 + Penalty 2685.499322 = -289191.702622 nChanged 5 SP:Iteration 43Q (5071.439057 sec): 3 clusters Score: Raw -291878.227643 + Penalty 2685.499322 = -289192.728322 nChanged 1 SP:Iteration 44Q (5071.492954 sec): 3 clusters Score: Raw -291878.510317 + Penalty 2685.499322 = -289193.010996 nChanged 1 SP:Iteration 45Q (5071.542554 sec): 3 clusters Score: Raw -291878.632287 + Penalty 2685.499322 = -289193.132965 nChanged 0 SP:Iteration 46F (5071.583565 sec): 3 clusters Score: Raw -291878.632287 + Penalty 2685.499322 = -289193.132965 nChanged 0 Trying to split cluster 24 (8895 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5071.628751 sec): 2 clusters Score: Raw -725038.331784 + Penalty 1477.652248 = -723560.679537 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5071.683253 sec): 3 clusters Score: Raw -720056.298118 + Penalty 2955.304495 = -717100.993623 nChanged 3831 SP:Iteration 1F (5071.743988 sec): 3 clusters Score: Raw -722152.819996 + Penalty 2955.304495 = -719197.515501 nChanged 581 SP:Iteration 2F (5071.802453 sec): 3 clusters Score: Raw -722420.354090 + Penalty 2955.304495 = -719465.049595 nChanged 484 SP:Iteration 3F (5071.855145 sec): 3 clusters Score: Raw -722642.411974 + Penalty 2955.304495 = -719687.107479 nChanged 432 SP:Iteration 4Q (5071.924875 sec): 3 clusters Score: Raw -722840.179611 + Penalty 2955.304495 = -719884.875116 nChanged 384 SP:Iteration 5Q (5071.978750 sec): 3 clusters Score: Raw -723018.040843 + Penalty 2955.304495 = -720062.736348 nChanged 359 SP:Iteration 6Q (5072.035783 sec): 3 clusters Score: Raw -723178.873278 + Penalty 2955.304495 = -720223.568783 nChanged 346 SP:Iteration 7Q (5072.092275 sec): 3 clusters Score: Raw -723331.359514 + Penalty 2955.304495 = -720376.055019 nChanged 339 SP:Iteration 8Q (5072.165306 sec): 3 clusters Score: Raw -723494.915318 + Penalty 2955.304495 = -720539.610823 nChanged 325 SP:Iteration 9Q (5072.217356 sec): 3 clusters Score: Raw -723651.497401 + Penalty 2955.304495 = -720696.192906 nChanged 318 SP:Iteration 10Q (5072.272718 sec): 3 clusters Score: Raw -723820.144555 + Penalty 2955.304495 = -720864.840060 nChanged 300 SP:Iteration 11Q (5072.340060 sec): 3 clusters Score: Raw -723983.617351 + Penalty 2955.304495 = -721028.312856 nChanged 302 SP:Iteration 12Q (5072.391466 sec): 3 clusters Score: Raw -724155.290382 + Penalty 2955.304495 = -721199.985887 nChanged 270 SP:Iteration 13Q (5072.459578 sec): 3 clusters Score: Raw -724303.798754 + Penalty 2955.304495 = -721348.494259 nChanged 231 SP:Iteration 14Q (5072.518184 sec): 3 clusters Score: Raw -724430.617802 + Penalty 2955.304495 = -721475.313307 nChanged 224 SP:Iteration 15Q (5072.571332 sec): 3 clusters Score: Raw -724555.211372 + Penalty 2955.304495 = -721599.906877 nChanged 214 SP:Iteration 16Q (5072.628836 sec): 3 clusters Score: Raw -724676.723830 + Penalty 2955.304495 = -721721.419335 nChanged 189 SP:Iteration 17Q (5072.696570 sec): 3 clusters Score: Raw -724774.350960 + Penalty 2955.304495 = -721819.046465 nChanged 168 SP:Iteration 18Q (5072.759911 sec): 3 clusters Score: Raw -724864.765136 + Penalty 2955.304495 = -721909.460641 nChanged 167 SP:Iteration 19Q (5072.812218 sec): 3 clusters Score: Raw -724961.549521 + Penalty 2955.304495 = -722006.245026 nChanged 155 SP:Iteration 20F (5072.871543 sec): 3 clusters Score: Raw -725055.855867 + Penalty 2955.304495 = -722100.551372 nChanged 130 SP:Iteration 21Q (5072.940257 sec): 3 clusters Score: Raw -725135.116843 + Penalty 2955.304495 = -722179.812348 nChanged 103 SP:Iteration 22Q (5072.988962 sec): 3 clusters Score: Raw -725196.661191 + Penalty 2955.304495 = -722241.356696 nChanged 71 SP:Iteration 23Q (5073.040428 sec): 3 clusters Score: Raw -725238.104959 + Penalty 2955.304495 = -722282.800464 nChanged 59 SP:Iteration 24Q (5073.101764 sec): 3 clusters Score: Raw -725272.959569 + Penalty 2955.304495 = -722317.655074 nChanged 49 SP:Iteration 25Q (5073.161693 sec): 3 clusters Score: Raw -725305.324686 + Penalty 2955.304495 = -722350.020191 nChanged 41 SP:Iteration 26Q (5073.232331 sec): 3 clusters Score: Raw -725329.813528 + Penalty 2955.304495 = -722374.509033 nChanged 31 SP:Iteration 27Q (5073.290326 sec): 3 clusters Score: Raw -725348.730333 + Penalty 2955.304495 = -722393.425838 nChanged 19 SP:Iteration 28Q (5073.338357 sec): 3 clusters Score: Raw -725361.765072 + Penalty 2955.304495 = -722406.460577 nChanged 15 SP:Iteration 29Q (5073.395961 sec): 3 clusters Score: Raw -725373.192318 + Penalty 2955.304495 = -722417.887823 nChanged 11 SP:Iteration 30Q (5073.453356 sec): 3 clusters Score: Raw -725378.316695 + Penalty 2955.304495 = -722423.012199 nChanged 6 SP:Iteration 31Q (5073.509780 sec): 3 clusters Score: Raw -725380.175977 + Penalty 2955.304495 = -722424.871482 nChanged 4 SP:Iteration 32Q (5073.559057 sec): 3 clusters Score: Raw -725382.196255 + Penalty 2955.304495 = -722426.891760 nChanged 3 SP:Iteration 33Q (5073.621277 sec): 3 clusters Score: Raw -725384.230442 + Penalty 2955.304495 = -722428.925947 nChanged 2 SP:Iteration 34Q (5073.687645 sec): 3 clusters Score: Raw -725385.116611 + Penalty 2955.304495 = -722429.812116 nChanged 0 SP:Iteration 35F (5073.752112 sec): 3 clusters Score: Raw -725385.116611 + Penalty 2955.304495 = -722429.812116 nChanged 0 Trying to split cluster 25 (116231 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5073.914420 sec): 2 clusters Score: Raw -9643491.952856 + Penalty 1895.291916 = -9641596.660940 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5074.148092 sec): 3 clusters Score: Raw -9567564.962655 + Penalty 3790.583833 = -9563774.378823 nChanged 55741 SP:Iteration 1F (5074.388131 sec): 3 clusters Score: Raw -9600534.067067 + Penalty 3790.583833 = -9596743.483234 nChanged 4120 SP:Iteration 2Q (5074.631702 sec): 3 clusters Score: Raw -9601816.102577 + Penalty 3790.583833 = -9598025.518745 nChanged 4717 SP:Iteration 3Q (5074.887948 sec): 3 clusters Score: Raw -9603663.708782 + Penalty 3790.583833 = -9599873.124949 nChanged 5629 SP:Iteration 4Q (5075.145112 sec): 3 clusters Score: Raw -9606340.681166 + Penalty 3790.583833 = -9602550.097333 nChanged 6527 SP:Iteration 5F (5075.376562 sec): 3 clusters Score: Raw -9609853.742775 + Penalty 3790.583833 = -9606063.158942 nChanged 7041 SP:Iteration 6F (5075.620950 sec): 3 clusters Score: Raw -9613677.774125 + Penalty 3790.583833 = -9609887.190293 nChanged 6891 SP:Iteration 7F (5075.870957 sec): 3 clusters Score: Raw -9617236.597668 + Penalty 3790.583833 = -9613446.013836 nChanged 6295 SP:Iteration 8F (5076.099509 sec): 3 clusters Score: Raw -9620146.376773 + Penalty 3790.583833 = -9616355.792941 nChanged 5388 SP:Iteration 9Q (5076.359048 sec): 3 clusters Score: Raw -9622435.997297 + Penalty 3790.583833 = -9618645.413464 nChanged 4533 SP:Iteration 10Q (5076.601567 sec): 3 clusters Score: Raw -9624265.878070 + Penalty 3790.583833 = -9620475.294238 nChanged 3894 SP:Iteration 11Q (5076.849475 sec): 3 clusters Score: Raw -9625880.614238 + Penalty 3790.583833 = -9622090.030406 nChanged 3636 SP:Iteration 12Q (5077.093237 sec): 3 clusters Score: Raw -9627382.630750 + Penalty 3790.583833 = -9623592.046918 nChanged 3342 SP:Iteration 13Q (5077.353557 sec): 3 clusters Score: Raw -9628663.592510 + Penalty 3790.583833 = -9624873.008677 nChanged 3006 SP:Iteration 14Q (5077.589349 sec): 3 clusters Score: Raw -9629599.634374 + Penalty 3790.583833 = -9625809.050542 nChanged 2414 SP:Iteration 15Q (5077.829878 sec): 3 clusters Score: Raw -9630177.952428 + Penalty 3790.583833 = -9626387.368595 nChanged 1745 SP:Iteration 16Q (5078.075193 sec): 3 clusters Score: Raw -9630511.591478 + Penalty 3790.583833 = -9626721.007646 nChanged 1339 SP:Iteration 17Q (5078.329083 sec): 3 clusters Score: Raw -9630714.843436 + Penalty 3790.583833 = -9626924.259603 nChanged 1002 SP:Iteration 18Q (5078.566148 sec): 3 clusters Score: Raw -9630848.308714 + Penalty 3790.583833 = -9627057.724881 nChanged 884 SP:Iteration 19Q (5078.803754 sec): 3 clusters Score: Raw -9630955.702553 + Penalty 3790.583833 = -9627165.118720 nChanged 809 SP:Iteration 20F (5079.052365 sec): 3 clusters Score: Raw -9631054.609939 + Penalty 3790.583833 = -9627264.026106 nChanged 733 SP:Iteration 21Q (5079.286557 sec): 3 clusters Score: Raw -9631134.423243 + Penalty 3790.583833 = -9627343.839411 nChanged 691 SP:Iteration 22Q (5079.530564 sec): 3 clusters Score: Raw -9631210.835621 + Penalty 3790.583833 = -9627420.251789 nChanged 705 SP:Iteration 23Q (5079.774488 sec): 3 clusters Score: Raw -9631292.322796 + Penalty 3790.583833 = -9627501.738963 nChanged 746 SP:Iteration 24Q (5080.007999 sec): 3 clusters Score: Raw -9631383.293410 + Penalty 3790.583833 = -9627592.709577 nChanged 737 SP:Iteration 25Q (5080.249775 sec): 3 clusters Score: Raw -9631473.834265 + Penalty 3790.583833 = -9627683.250433 nChanged 753 SP:Iteration 26Q (5080.491689 sec): 3 clusters Score: Raw -9631569.118290 + Penalty 3790.583833 = -9627778.534457 nChanged 792 SP:Iteration 27Q (5080.725846 sec): 3 clusters Score: Raw -9631671.061025 + Penalty 3790.583833 = -9627880.477193 nChanged 830 SP:Iteration 28Q (5080.960054 sec): 3 clusters Score: Raw -9631783.946906 + Penalty 3790.583833 = -9627993.363073 nChanged 886 SP:Iteration 29Q (5081.196392 sec): 3 clusters Score: Raw -9631908.227341 + Penalty 3790.583833 = -9628117.643508 nChanged 896 SP:Iteration 30Q (5081.437463 sec): 3 clusters Score: Raw -9632031.456699 + Penalty 3790.583833 = -9628240.872866 nChanged 978 SP:Iteration 31Q (5081.673838 sec): 3 clusters Score: Raw -9632170.842200 + Penalty 3790.583833 = -9628380.258368 nChanged 1026 SP:Iteration 32Q (5081.920358 sec): 3 clusters Score: Raw -9632325.921999 + Penalty 3790.583833 = -9628535.338166 nChanged 1097 SP:Iteration 33Q (5082.160651 sec): 3 clusters Score: Raw -9632490.974045 + Penalty 3790.583833 = -9628700.390212 nChanged 1104 SP:Iteration 34Q (5082.388201 sec): 3 clusters Score: Raw -9632663.257217 + Penalty 3790.583833 = -9628872.673385 nChanged 1117 SP:Iteration 35Q (5082.634547 sec): 3 clusters Score: Raw -9632848.018992 + Penalty 3790.583833 = -9629057.435159 nChanged 1188 SP:Iteration 36Q (5082.878228 sec): 3 clusters Score: Raw -9633057.725404 + Penalty 3790.583833 = -9629267.141571 nChanged 1264 SP:Iteration 37Q (5083.095172 sec): 3 clusters Score: Raw -9633294.360102 + Penalty 3790.583833 = -9629503.776270 nChanged 1324 SP:Iteration 38Q (5083.332022 sec): 3 clusters Score: Raw -9633562.706173 + Penalty 3790.583833 = -9629772.122341 nChanged 1410 SP:Iteration 39Q (5083.544476 sec): 3 clusters Score: Raw -9633864.066731 + Penalty 3790.583833 = -9630073.482898 nChanged 1451 SP:Iteration 40F (5083.764672 sec): 3 clusters Score: Raw -9634187.506523 + Penalty 3790.583833 = -9630396.922691 nChanged 1527 SP:Iteration 41Q (5083.991864 sec): 3 clusters Score: Raw -9634551.915042 + Penalty 3790.583833 = -9630761.331209 nChanged 1583 SP:Iteration 42Q (5084.212288 sec): 3 clusters Score: Raw -9634958.766895 + Penalty 3790.583833 = -9631168.183062 nChanged 1638 SP:Iteration 43Q (5084.445179 sec): 3 clusters Score: Raw -9635409.257418 + Penalty 3790.583833 = -9631618.673585 nChanged 1682 SP:Iteration 44Q (5084.675467 sec): 3 clusters Score: Raw -9635896.688534 + Penalty 3790.583833 = -9632106.104701 nChanged 1714 SP:Iteration 45Q (5084.908036 sec): 3 clusters Score: Raw -9636439.060542 + Penalty 3790.583833 = -9632648.476709 nChanged 1756 SP:Iteration 46Q (5085.144698 sec): 3 clusters Score: Raw -9637069.058839 + Penalty 3790.583833 = -9633278.475007 nChanged 1835 SP:Iteration 47Q (5085.379575 sec): 3 clusters Score: Raw -9637787.970035 + Penalty 3790.583833 = -9633997.386202 nChanged 1877 SP:Iteration 48Q (5085.609262 sec): 3 clusters Score: Raw -9638601.567693 + Penalty 3790.583833 = -9634810.983861 nChanged 1894 SP:Iteration 49Q (5085.836416 sec): 3 clusters Score: Raw -9639513.467972 + Penalty 3790.583833 = -9635722.884139 nChanged 1878 SP:Iteration 50Q (5086.059463 sec): 3 clusters Score: Raw -9640543.974262 + Penalty 3790.583833 = -9636753.390429 nChanged 1786 SP:Iteration 51Q (5086.282330 sec): 3 clusters Score: Raw -9641578.607244 + Penalty 3790.583833 = -9637788.023412 nChanged 1616 SP:Iteration 52Q (5086.497803 sec): 3 clusters Score: Raw -9642588.609331 + Penalty 3790.583833 = -9638798.025499 nChanged 1377 SP:Iteration 53Q (5086.713736 sec): 3 clusters Score: Raw -9643462.001357 + Penalty 3790.583833 = -9639671.417525 nChanged 1114 SP:Iteration 54Q (5086.940633 sec): 3 clusters Score: Raw -9644082.329080 + Penalty 3790.583833 = -9640291.745248 nChanged 884 SP:Iteration 55Q (5087.151373 sec): 3 clusters Score: Raw -9644503.738924 + Penalty 3790.583833 = -9640713.155091 nChanged 689 SP:Iteration 56Q (5087.363509 sec): 3 clusters Score: Raw -9644788.069428 + Penalty 3790.583833 = -9640997.485595 nChanged 556 SP:Iteration 57Q (5087.578396 sec): 3 clusters Score: Raw -9644996.861875 + Penalty 3790.583833 = -9641206.278042 nChanged 446 SP:Iteration 58Q (5087.790453 sec): 3 clusters Score: Raw -9645139.851813 + Penalty 3790.583833 = -9641349.267981 nChanged 334 SP:Iteration 59Q (5087.995555 sec): 3 clusters Score: Raw -9645222.484946 + Penalty 3790.583833 = -9641431.901114 nChanged 237 SP:Iteration 60F (5088.227606 sec): 3 clusters Score: Raw -9645267.070720 + Penalty 3790.583833 = -9641476.486888 nChanged 190 SP:Iteration 61Q (5088.440876 sec): 3 clusters Score: Raw -9645299.498001 + Penalty 3790.583833 = -9641508.914168 nChanged 152 SP:Iteration 62Q (5088.643111 sec): 3 clusters Score: Raw -9645324.554147 + Penalty 3790.583833 = -9641533.970315 nChanged 115 SP:Iteration 63Q (5088.845644 sec): 3 clusters Score: Raw -9645339.797178 + Penalty 3790.583833 = -9641549.213345 nChanged 83 SP:Iteration 64Q (5089.049498 sec): 3 clusters Score: Raw -9645348.257074 + Penalty 3790.583833 = -9641557.673242 nChanged 52 SP:Iteration 65Q (5089.258516 sec): 3 clusters Score: Raw -9645353.457647 + Penalty 3790.583833 = -9641562.873814 nChanged 41 SP:Iteration 66Q (5089.461565 sec): 3 clusters Score: Raw -9645357.079550 + Penalty 3790.583833 = -9641566.495717 nChanged 26 SP:Iteration 67Q (5089.670835 sec): 3 clusters Score: Raw -9645359.056599 + Penalty 3790.583833 = -9641568.472767 nChanged 21 SP:Iteration 68Q (5089.872149 sec): 3 clusters Score: Raw -9645360.749755 + Penalty 3790.583833 = -9641570.165922 nChanged 25 SP:Iteration 69Q (5090.079981 sec): 3 clusters Score: Raw -9645362.123695 + Penalty 3790.583833 = -9641571.539862 nChanged 17 SP:Iteration 70Q (5090.290810 sec): 3 clusters Score: Raw -9645363.481153 + Penalty 3790.583833 = -9641572.897321 nChanged 10 SP:Iteration 71Q (5090.512124 sec): 3 clusters Score: Raw -9645364.262072 + Penalty 3790.583833 = -9641573.678239 nChanged 10 SP:Iteration 72Q (5090.720854 sec): 3 clusters Score: Raw -9645365.073704 + Penalty 3790.583833 = -9641574.489871 nChanged 10 SP:Iteration 73Q (5090.904858 sec): 3 clusters Score: Raw -9645365.724651 + Penalty 3790.583833 = -9641575.140819 nChanged 14 SP:Iteration 74Q (5091.121138 sec): 3 clusters Score: Raw -9645366.689907 + Penalty 3790.583833 = -9641576.106075 nChanged 14 SP:Iteration 75Q (5091.330136 sec): 3 clusters Score: Raw -9645367.883646 + Penalty 3790.583833 = -9641577.299813 nChanged 13 SP:Iteration 76Q (5091.538696 sec): 3 clusters Score: Raw -9645368.945454 + Penalty 3790.583833 = -9641578.361621 nChanged 13 SP:Iteration 77Q (5091.752678 sec): 3 clusters Score: Raw -9645369.839318 + Penalty 3790.583833 = -9641579.255486 nChanged 8 SP:Iteration 78Q (5091.950412 sec): 3 clusters Score: Raw -9645370.601708 + Penalty 3790.583833 = -9641580.017876 nChanged 13 SP:Iteration 79Q (5092.149404 sec): 3 clusters Score: Raw -9645371.793331 + Penalty 3790.583833 = -9641581.209498 nChanged 10 SP:Iteration 80F (5092.393151 sec): 3 clusters Score: Raw -9645372.522837 + Penalty 3790.583833 = -9641581.939005 nChanged 7 SP:Iteration 81Q (5092.599110 sec): 3 clusters Score: Raw -9645373.151738 + Penalty 3790.583833 = -9641582.567905 nChanged 8 SP:Iteration 82Q (5092.791047 sec): 3 clusters Score: Raw -9645373.754401 + Penalty 3790.583833 = -9641583.170568 nChanged 5 SP:Iteration 83Q (5092.997231 sec): 3 clusters Score: Raw -9645374.188987 + Penalty 3790.583833 = -9641583.605155 nChanged 8 SP:Iteration 84Q (5093.194076 sec): 3 clusters Score: Raw -9645374.692978 + Penalty 3790.583833 = -9641584.109146 nChanged 12 SP:Iteration 85Q (5093.388161 sec): 3 clusters Score: Raw -9645375.598427 + Penalty 3790.583833 = -9641585.014595 nChanged 11 SP:Iteration 86Q (5093.585249 sec): 3 clusters Score: Raw -9645376.272223 + Penalty 3790.583833 = -9641585.688390 nChanged 7 SP:Iteration 87Q (5093.789905 sec): 3 clusters Score: Raw -9645376.985016 + Penalty 3790.583833 = -9641586.401184 nChanged 8 SP:Iteration 88Q (5094.002271 sec): 3 clusters Score: Raw -9645377.684554 + Penalty 3790.583833 = -9641587.100721 nChanged 14 SP:Iteration 89Q (5094.216173 sec): 3 clusters Score: Raw -9645378.920200 + Penalty 3790.583833 = -9641588.336367 nChanged 11 SP:Iteration 90Q (5094.431666 sec): 3 clusters Score: Raw -9645379.585582 + Penalty 3790.583833 = -9641589.001750 nChanged 7 SP:Iteration 91Q (5094.645657 sec): 3 clusters Score: Raw -9645379.988255 + Penalty 3790.583833 = -9641589.404422 nChanged 6 SP:Iteration 92Q (5094.853370 sec): 3 clusters Score: Raw -9645380.343240 + Penalty 3790.583833 = -9641589.759408 nChanged 3 SP:Iteration 93Q (5095.060699 sec): 3 clusters Score: Raw -9645380.473262 + Penalty 3790.583833 = -9641589.889430 nChanged 2 SP:Iteration 94Q (5095.257406 sec): 3 clusters Score: Raw -9645380.556038 + Penalty 3790.583833 = -9641589.972205 nChanged 1 SP:Iteration 95Q (5095.463512 sec): 3 clusters Score: Raw -9645380.589097 + Penalty 3790.583833 = -9641590.005264 nChanged 0 SP:Iteration 96F (5095.698330 sec): 3 clusters Score: Raw -9645380.589097 + Penalty 3790.583833 = -9641590.005264 nChanged 0 Trying to split cluster 26 (862 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5095.735865 sec): 2 clusters Score: Raw -59178.546070 + Penalty 1098.378981 = -58080.167089 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5095.790775 sec): 3 clusters Score: Raw -58970.273573 + Penalty 2196.757963 = -56773.515611 nChanged 250 SP:Iteration 1F (5095.836846 sec): 3 clusters Score: Raw -59214.980869 + Penalty 2196.757963 = -57018.222906 nChanged 66 SP:Iteration 2F (5095.872963 sec): 3 clusters Score: Raw -59307.656026 + Penalty 2196.757963 = -57110.898063 nChanged 38 SP:Iteration 3Q (5095.918680 sec): 3 clusters Score: Raw -59363.805351 + Penalty 2196.757963 = -57167.047388 nChanged 19 SP:Iteration 4Q (5095.968467 sec): 3 clusters Score: Raw -59385.648433 + Penalty 2196.757963 = -57188.890470 nChanged 15 SP:Iteration 5Q (5096.021051 sec): 3 clusters Score: Raw -59399.423222 + Penalty 2196.757963 = -57202.665259 nChanged 8 SP:Iteration 6Q (5096.061727 sec): 3 clusters Score: Raw -59409.002490 + Penalty 2196.757963 = -57212.244527 nChanged 6 SP:Iteration 7Q (5096.108946 sec): 3 clusters Score: Raw -59415.339082 + Penalty 2196.757963 = -57218.581119 nChanged 6 SP:Iteration 8Q (5096.149182 sec): 3 clusters Score: Raw -59420.537688 + Penalty 2196.757963 = -57223.779725 nChanged 3 SP:Iteration 9Q (5096.207537 sec): 3 clusters Score: Raw -59427.213297 + Penalty 2196.757963 = -57230.455334 nChanged 8 SP:Iteration 10Q (5096.255052 sec): 3 clusters Score: Raw -59433.612145 + Penalty 2196.757963 = -57236.854182 nChanged 2 SP:Iteration 11Q (5096.298806 sec): 3 clusters Score: Raw -59434.633189 + Penalty 2196.757963 = -57237.875226 nChanged 1 SP:Iteration 12Q (5096.345195 sec): 3 clusters Score: Raw -59435.067683 + Penalty 2196.757963 = -57238.309720 nChanged 0 SP:Iteration 13F (5096.390645 sec): 3 clusters Score: Raw -59435.067683 + Penalty 2196.757963 = -57238.309720 nChanged 0 Trying to split cluster 27 (5381 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5096.422220 sec): 2 clusters Score: Raw -452424.478877 + Penalty 1395.977295 = -451028.501582 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5096.471759 sec): 3 clusters Score: Raw -449610.685135 + Penalty 2791.954591 = -446818.730545 nChanged 2236 SP:Iteration 1F (5096.533154 sec): 3 clusters Score: Raw -450849.290522 + Penalty 2791.954591 = -448057.335931 nChanged 380 SP:Iteration 2F (5096.578155 sec): 3 clusters Score: Raw -451036.854845 + Penalty 2791.954591 = -448244.900255 nChanged 252 SP:Iteration 3Q (5096.633504 sec): 3 clusters Score: Raw -451140.927866 + Penalty 2791.954591 = -448348.973275 nChanged 202 SP:Iteration 4Q (5096.693684 sec): 3 clusters Score: Raw -451227.412738 + Penalty 2791.954591 = -448435.458148 nChanged 174 SP:Iteration 5Q (5096.742444 sec): 3 clusters Score: Raw -451312.647609 + Penalty 2791.954591 = -448520.693018 nChanged 159 SP:Iteration 6Q (5096.798366 sec): 3 clusters Score: Raw -451389.687515 + Penalty 2791.954591 = -448597.732925 nChanged 135 SP:Iteration 7Q (5096.852792 sec): 3 clusters Score: Raw -451457.567191 + Penalty 2791.954591 = -448665.612600 nChanged 132 SP:Iteration 8Q (5096.906892 sec): 3 clusters Score: Raw -451527.682957 + Penalty 2791.954591 = -448735.728367 nChanged 130 SP:Iteration 9Q (5096.958970 sec): 3 clusters Score: Raw -451593.274362 + Penalty 2791.954591 = -448801.319772 nChanged 125 SP:Iteration 10Q (5097.009976 sec): 3 clusters Score: Raw -451654.320707 + Penalty 2791.954591 = -448862.366116 nChanged 128 SP:Iteration 11Q (5097.065495 sec): 3 clusters Score: Raw -451710.203695 + Penalty 2791.954591 = -448918.249105 nChanged 110 SP:Iteration 12Q (5097.110032 sec): 3 clusters Score: Raw -451760.484040 + Penalty 2791.954591 = -448968.529449 nChanged 111 SP:Iteration 13Q (5097.165110 sec): 3 clusters Score: Raw -451816.154985 + Penalty 2791.954591 = -449024.200394 nChanged 107 SP:Iteration 14Q (5097.229335 sec): 3 clusters Score: Raw -451865.043500 + Penalty 2791.954591 = -449073.088909 nChanged 94 SP:Iteration 15Q (5097.279613 sec): 3 clusters Score: Raw -451911.007019 + Penalty 2791.954591 = -449119.052429 nChanged 95 SP:Iteration 16Q (5097.324746 sec): 3 clusters Score: Raw -451958.857406 + Penalty 2791.954591 = -449166.902816 nChanged 98 SP:Iteration 17Q (5097.380355 sec): 3 clusters Score: Raw -452009.103954 + Penalty 2791.954591 = -449217.149363 nChanged 97 SP:Iteration 18Q (5097.436473 sec): 3 clusters Score: Raw -452070.510602 + Penalty 2791.954591 = -449278.556011 nChanged 91 SP:Iteration 19Q (5097.499226 sec): 3 clusters Score: Raw -452129.004464 + Penalty 2791.954591 = -449337.049874 nChanged 94 SP:Iteration 20F (5097.542917 sec): 3 clusters Score: Raw -452187.826052 + Penalty 2791.954591 = -449395.871461 nChanged 95 SP:Iteration 21Q (5097.585417 sec): 3 clusters Score: Raw -452239.252208 + Penalty 2791.954591 = -449447.297617 nChanged 88 SP:Iteration 22Q (5097.644763 sec): 3 clusters Score: Raw -452300.990339 + Penalty 2791.954591 = -449509.035748 nChanged 104 SP:Iteration 23Q (5097.687232 sec): 3 clusters Score: Raw -452360.156241 + Penalty 2791.954591 = -449568.201650 nChanged 70 SP:Iteration 24Q (5097.736230 sec): 3 clusters Score: Raw -452401.229252 + Penalty 2791.954591 = -449609.274662 nChanged 69 SP:Iteration 25Q (5097.787222 sec): 3 clusters Score: Raw -452442.136155 + Penalty 2791.954591 = -449650.181565 nChanged 51 SP:Iteration 26Q (5097.846780 sec): 3 clusters Score: Raw -452466.710352 + Penalty 2791.954591 = -449674.755761 nChanged 42 SP:Iteration 27Q (5097.897088 sec): 3 clusters Score: Raw -452486.266693 + Penalty 2791.954591 = -449694.312102 nChanged 30 SP:Iteration 28Q (5097.947659 sec): 3 clusters Score: Raw -452496.721263 + Penalty 2791.954591 = -449704.766673 nChanged 23 SP:Iteration 29Q (5097.996792 sec): 3 clusters Score: Raw -452508.587078 + Penalty 2791.954591 = -449716.632488 nChanged 25 SP:Iteration 30Q (5098.046494 sec): 3 clusters Score: Raw -452519.591685 + Penalty 2791.954591 = -449727.637095 nChanged 25 SP:Iteration 31Q (5098.107868 sec): 3 clusters Score: Raw -452532.193602 + Penalty 2791.954591 = -449740.239011 nChanged 26 SP:Iteration 32Q (5098.153264 sec): 3 clusters Score: Raw -452542.377764 + Penalty 2791.954591 = -449750.423174 nChanged 28 SP:Iteration 33Q (5098.209602 sec): 3 clusters Score: Raw -452554.203757 + Penalty 2791.954591 = -449762.249166 nChanged 24 SP:Iteration 34Q (5098.256973 sec): 3 clusters Score: Raw -452562.100176 + Penalty 2791.954591 = -449770.145585 nChanged 14 SP:Iteration 35Q (5098.307802 sec): 3 clusters Score: Raw -452565.682768 + Penalty 2791.954591 = -449773.728177 nChanged 11 SP:Iteration 36Q (5098.350543 sec): 3 clusters Score: Raw -452570.167828 + Penalty 2791.954591 = -449778.213237 nChanged 11 SP:Iteration 37Q (5098.407384 sec): 3 clusters Score: Raw -452575.398219 + Penalty 2791.954591 = -449783.443629 nChanged 10 SP:Iteration 38Q (5098.460466 sec): 3 clusters Score: Raw -452579.042445 + Penalty 2791.954591 = -449787.087854 nChanged 10 SP:Iteration 39Q (5098.513040 sec): 3 clusters Score: Raw -452582.095405 + Penalty 2791.954591 = -449790.140814 nChanged 12 SP:Iteration 40F (5098.555433 sec): 3 clusters Score: Raw -452586.410219 + Penalty 2791.954591 = -449794.455628 nChanged 10 SP:Iteration 41Q (5098.606638 sec): 3 clusters Score: Raw -452589.309062 + Penalty 2791.954591 = -449797.354471 nChanged 11 SP:Iteration 42Q (5098.656531 sec): 3 clusters Score: Raw -452593.052757 + Penalty 2791.954591 = -449801.098166 nChanged 10 SP:Iteration 43Q (5098.708810 sec): 3 clusters Score: Raw -452596.902472 + Penalty 2791.954591 = -449804.947882 nChanged 5 SP:Iteration 44Q (5098.772548 sec): 3 clusters Score: Raw -452598.836669 + Penalty 2791.954591 = -449806.882079 nChanged 3 SP:Iteration 45Q (5098.820512 sec): 3 clusters Score: Raw -452600.841912 + Penalty 2791.954591 = -449808.887322 nChanged 8 SP:Iteration 46Q (5098.861273 sec): 3 clusters Score: Raw -452604.080635 + Penalty 2791.954591 = -449812.126044 nChanged 8 SP:Iteration 47Q (5098.908342 sec): 3 clusters Score: Raw -452607.078254 + Penalty 2791.954591 = -449815.123663 nChanged 8 SP:Iteration 48Q (5098.972759 sec): 3 clusters Score: Raw -452609.075026 + Penalty 2791.954591 = -449817.120435 nChanged 3 SP:Iteration 49Q (5099.015796 sec): 3 clusters Score: Raw -452609.808945 + Penalty 2791.954591 = -449817.854354 nChanged 0 SP:Iteration 50F (5099.077372 sec): 3 clusters Score: Raw -452609.808945 + Penalty 2791.954591 = -449817.854354 nChanged 0 Trying to split cluster 28 (9907 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5099.115570 sec): 2 clusters Score: Raw -775433.549650 + Penalty 1495.161989 = -773938.387661 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5099.163393 sec): 3 clusters Score: Raw -769794.360795 + Penalty 2990.323979 = -766804.036817 nChanged 4301 SP:Iteration 1F (5099.235405 sec): 3 clusters Score: Raw -772235.443846 + Penalty 2990.323979 = -769245.119867 nChanged 669 SP:Iteration 2F (5099.288238 sec): 3 clusters Score: Raw -772610.858957 + Penalty 2990.323979 = -769620.534978 nChanged 598 SP:Iteration 3F (5099.357608 sec): 3 clusters Score: Raw -772974.971507 + Penalty 2990.323979 = -769984.647529 nChanged 561 SP:Iteration 4F (5099.419188 sec): 3 clusters Score: Raw -773323.894536 + Penalty 2990.323979 = -770333.570558 nChanged 541 SP:Iteration 5F (5099.469853 sec): 3 clusters Score: Raw -773626.798981 + Penalty 2990.323979 = -770636.475002 nChanged 507 SP:Iteration 6F (5099.540272 sec): 3 clusters Score: Raw -773915.336979 + Penalty 2990.323979 = -770925.013000 nChanged 457 SP:Iteration 7Q (5099.605365 sec): 3 clusters Score: Raw -774203.967185 + Penalty 2990.323979 = -771213.643206 nChanged 463 SP:Iteration 8Q (5099.661264 sec): 3 clusters Score: Raw -774524.500124 + Penalty 2990.323979 = -771534.176145 nChanged 446 SP:Iteration 9Q (5099.725329 sec): 3 clusters Score: Raw -774841.195094 + Penalty 2990.323979 = -771850.871115 nChanged 406 SP:Iteration 10Q (5099.779298 sec): 3 clusters Score: Raw -775135.472932 + Penalty 2990.323979 = -772145.148953 nChanged 382 SP:Iteration 11Q (5099.841495 sec): 3 clusters Score: Raw -775383.769851 + Penalty 2990.323979 = -772393.445872 nChanged 310 SP:Iteration 12Q (5099.912849 sec): 3 clusters Score: Raw -775526.331533 + Penalty 2990.323979 = -772536.007555 nChanged 228 SP:Iteration 13Q (5099.978181 sec): 3 clusters Score: Raw -775629.578185 + Penalty 2990.323979 = -772639.254206 nChanged 171 SP:Iteration 14Q (5100.033846 sec): 3 clusters Score: Raw -775692.777366 + Penalty 2990.323979 = -772702.453387 nChanged 127 SP:Iteration 15Q (5100.100955 sec): 3 clusters Score: Raw -775743.321451 + Penalty 2990.323979 = -772752.997472 nChanged 117 SP:Iteration 16Q (5100.163401 sec): 3 clusters Score: Raw -775774.245692 + Penalty 2990.323979 = -772783.921713 nChanged 94 SP:Iteration 17Q (5100.215193 sec): 3 clusters Score: Raw -775795.606379 + Penalty 2990.323979 = -772805.282401 nChanged 71 SP:Iteration 18Q (5100.277293 sec): 3 clusters Score: Raw -775811.283711 + Penalty 2990.323979 = -772820.959733 nChanged 64 SP:Iteration 19Q (5100.347378 sec): 3 clusters Score: Raw -775828.114923 + Penalty 2990.323979 = -772837.790945 nChanged 58 SP:Iteration 20F (5100.396865 sec): 3 clusters Score: Raw -775839.278084 + Penalty 2990.323979 = -772848.954105 nChanged 43 SP:Iteration 21Q (5100.468218 sec): 3 clusters Score: Raw -775848.645420 + Penalty 2990.323979 = -772858.321442 nChanged 39 SP:Iteration 22Q (5100.517092 sec): 3 clusters Score: Raw -775858.585688 + Penalty 2990.323979 = -772868.261710 nChanged 38 SP:Iteration 23Q (5100.587614 sec): 3 clusters Score: Raw -775864.965372 + Penalty 2990.323979 = -772874.641393 nChanged 30 SP:Iteration 24Q (5100.638432 sec): 3 clusters Score: Raw -775869.946055 + Penalty 2990.323979 = -772879.622077 nChanged 27 SP:Iteration 25Q (5100.704932 sec): 3 clusters Score: Raw -775875.179755 + Penalty 2990.323979 = -772884.855776 nChanged 30 SP:Iteration 26Q (5100.758486 sec): 3 clusters Score: Raw -775880.701178 + Penalty 2990.323979 = -772890.377199 nChanged 35 SP:Iteration 27Q (5100.822611 sec): 3 clusters Score: Raw -775886.840350 + Penalty 2990.323979 = -772896.516372 nChanged 29 SP:Iteration 28Q (5100.877940 sec): 3 clusters Score: Raw -775892.299974 + Penalty 2990.323979 = -772901.975995 nChanged 28 SP:Iteration 29Q (5100.948204 sec): 3 clusters Score: Raw -775898.178130 + Penalty 2990.323979 = -772907.854151 nChanged 24 SP:Iteration 30Q (5101.000834 sec): 3 clusters Score: Raw -775903.231898 + Penalty 2990.323979 = -772912.907920 nChanged 23 SP:Iteration 31Q (5101.069097 sec): 3 clusters Score: Raw -775908.517275 + Penalty 2990.323979 = -772918.193296 nChanged 28 SP:Iteration 32Q (5101.121487 sec): 3 clusters Score: Raw -775915.576622 + Penalty 2990.323979 = -772925.252644 nChanged 34 SP:Iteration 33Q (5101.193071 sec): 3 clusters Score: Raw -775923.095510 + Penalty 2990.323979 = -772932.771532 nChanged 42 SP:Iteration 34Q (5101.256329 sec): 3 clusters Score: Raw -775933.390229 + Penalty 2990.323979 = -772943.066251 nChanged 47 SP:Iteration 35Q (5101.316129 sec): 3 clusters Score: Raw -775945.240942 + Penalty 2990.323979 = -772954.916963 nChanged 49 SP:Iteration 36Q (5101.371236 sec): 3 clusters Score: Raw -775954.883741 + Penalty 2990.323979 = -772964.559762 nChanged 45 SP:Iteration 37Q (5101.444937 sec): 3 clusters Score: Raw -775963.822363 + Penalty 2990.323979 = -772973.498385 nChanged 50 SP:Iteration 38Q (5101.493847 sec): 3 clusters Score: Raw -775972.955446 + Penalty 2990.323979 = -772982.631468 nChanged 30 SP:Iteration 39Q (5101.568692 sec): 3 clusters Score: Raw -775979.519775 + Penalty 2990.323979 = -772989.195797 nChanged 30 SP:Iteration 40F (5101.622280 sec): 3 clusters Score: Raw -775986.352020 + Penalty 2990.323979 = -772996.028041 nChanged 33 SP:Iteration 41Q (5101.690316 sec): 3 clusters Score: Raw -775993.025134 + Penalty 2990.323979 = -773002.701155 nChanged 23 SP:Iteration 42Q (5101.745636 sec): 3 clusters Score: Raw -775998.586473 + Penalty 2990.323979 = -773008.262494 nChanged 28 SP:Iteration 43Q (5101.816669 sec): 3 clusters Score: Raw -776002.299985 + Penalty 2990.323979 = -773011.976006 nChanged 22 SP:Iteration 44Q (5101.879373 sec): 3 clusters Score: Raw -776005.051499 + Penalty 2990.323979 = -773014.727521 nChanged 18 SP:Iteration 45Q (5101.936203 sec): 3 clusters Score: Raw -776007.871428 + Penalty 2990.323979 = -773017.547449 nChanged 19 SP:Iteration 46Q (5101.983300 sec): 3 clusters Score: Raw -776011.260306 + Penalty 2990.323979 = -773020.936328 nChanged 27 SP:Iteration 47Q (5102.043962 sec): 3 clusters Score: Raw -776016.678223 + Penalty 2990.323979 = -773026.354244 nChanged 28 SP:Iteration 48Q (5102.101507 sec): 3 clusters Score: Raw -776021.198740 + Penalty 2990.323979 = -773030.874762 nChanged 22 SP:Iteration 49Q (5102.162571 sec): 3 clusters Score: Raw -776024.270365 + Penalty 2990.323979 = -773033.946386 nChanged 21 SP:Iteration 50Q (5102.224017 sec): 3 clusters Score: Raw -776028.509553 + Penalty 2990.323979 = -773038.185574 nChanged 19 SP:Iteration 51Q (5102.283460 sec): 3 clusters Score: Raw -776031.513267 + Penalty 2990.323979 = -773041.189288 nChanged 17 SP:Iteration 52Q (5102.335397 sec): 3 clusters Score: Raw -776034.009536 + Penalty 2990.323979 = -773043.685557 nChanged 19 SP:Iteration 53Q (5102.394339 sec): 3 clusters Score: Raw -776038.104038 + Penalty 2990.323979 = -773047.780059 nChanged 22 SP:Iteration 54Q (5102.451000 sec): 3 clusters Score: Raw -776043.357804 + Penalty 2990.323979 = -773053.033826 nChanged 22 SP:Iteration 55Q (5102.516622 sec): 3 clusters Score: Raw -776049.087465 + Penalty 2990.323979 = -773058.763487 nChanged 26 SP:Iteration 56Q (5102.570206 sec): 3 clusters Score: Raw -776054.307263 + Penalty 2990.323979 = -773063.983285 nChanged 17 SP:Iteration 57Q (5102.635902 sec): 3 clusters Score: Raw -776057.187975 + Penalty 2990.323979 = -773066.863996 nChanged 13 SP:Iteration 58Q (5102.692179 sec): 3 clusters Score: Raw -776059.763957 + Penalty 2990.323979 = -773069.439978 nChanged 14 SP:Iteration 59Q (5102.742644 sec): 3 clusters Score: Raw -776063.149929 + Penalty 2990.323979 = -773072.825950 nChanged 19 SP:Iteration 60F (5102.813363 sec): 3 clusters Score: Raw -776066.626425 + Penalty 2990.323979 = -773076.302447 nChanged 13 SP:Iteration 61Q (5102.866076 sec): 3 clusters Score: Raw -776070.092122 + Penalty 2990.323979 = -773079.768144 nChanged 23 SP:Iteration 62Q (5102.924649 sec): 3 clusters Score: Raw -776075.488398 + Penalty 2990.323979 = -773085.164420 nChanged 16 SP:Iteration 63Q (5102.977015 sec): 3 clusters Score: Raw -776078.845188 + Penalty 2990.323979 = -773088.521210 nChanged 22 SP:Iteration 64Q (5103.023167 sec): 3 clusters Score: Raw -776083.686580 + Penalty 2990.323979 = -773093.362602 nChanged 25 SP:Iteration 65Q (5103.086155 sec): 3 clusters Score: Raw -776088.410870 + Penalty 2990.323979 = -773098.086891 nChanged 23 SP:Iteration 66Q (5103.145888 sec): 3 clusters Score: Raw -776092.201589 + Penalty 2990.323979 = -773101.877611 nChanged 16 SP:Iteration 67Q (5103.205401 sec): 3 clusters Score: Raw -776094.813015 + Penalty 2990.323979 = -773104.489036 nChanged 13 SP:Iteration 68Q (5103.265136 sec): 3 clusters Score: Raw -776097.223801 + Penalty 2990.323979 = -773106.899822 nChanged 12 SP:Iteration 69Q (5103.327787 sec): 3 clusters Score: Raw -776098.917312 + Penalty 2990.323979 = -773108.593334 nChanged 8 SP:Iteration 70Q (5103.391329 sec): 3 clusters Score: Raw -776100.429088 + Penalty 2990.323979 = -773110.105110 nChanged 15 SP:Iteration 71Q (5103.449141 sec): 3 clusters Score: Raw -776103.945950 + Penalty 2990.323979 = -773113.621972 nChanged 15 SP:Iteration 72Q (5103.509857 sec): 3 clusters Score: Raw -776107.513004 + Penalty 2990.323979 = -773117.189025 nChanged 27 SP:Iteration 73Q (5103.570770 sec): 3 clusters Score: Raw -776114.251467 + Penalty 2990.323979 = -773123.927489 nChanged 31 SP:Iteration 74Q (5103.639979 sec): 3 clusters Score: Raw -776120.969746 + Penalty 2990.323979 = -773130.645768 nChanged 21 SP:Iteration 75Q (5103.694369 sec): 3 clusters Score: Raw -776125.568473 + Penalty 2990.323979 = -773135.244494 nChanged 17 SP:Iteration 76Q (5103.760870 sec): 3 clusters Score: Raw -776129.096808 + Penalty 2990.323979 = -773138.772829 nChanged 26 SP:Iteration 77Q (5103.822305 sec): 3 clusters Score: Raw -776136.270853 + Penalty 2990.323979 = -773145.946875 nChanged 30 SP:Iteration 78Q (5103.870190 sec): 3 clusters Score: Raw -776145.793372 + Penalty 2990.323979 = -773155.469394 nChanged 39 SP:Iteration 79Q (5103.942498 sec): 3 clusters Score: Raw -776157.092160 + Penalty 2990.323979 = -773166.768182 nChanged 39 SP:Iteration 80F (5104.004970 sec): 3 clusters Score: Raw -776165.392187 + Penalty 2990.323979 = -773175.068208 nChanged 28 SP:Iteration 81Q (5104.056443 sec): 3 clusters Score: Raw -776169.435195 + Penalty 2990.323979 = -773179.111216 nChanged 19 SP:Iteration 82Q (5104.122485 sec): 3 clusters Score: Raw -776172.656886 + Penalty 2990.323979 = -773182.332907 nChanged 24 SP:Iteration 83Q (5104.186723 sec): 3 clusters Score: Raw -776177.256328 + Penalty 2990.323979 = -773186.932350 nChanged 22 SP:Iteration 84Q (5104.240695 sec): 3 clusters Score: Raw -776181.313513 + Penalty 2990.323979 = -773190.989534 nChanged 16 SP:Iteration 85Q (5104.293858 sec): 3 clusters Score: Raw -776185.110724 + Penalty 2990.323979 = -773194.786746 nChanged 20 SP:Iteration 86Q (5104.356995 sec): 3 clusters Score: Raw -776189.056231 + Penalty 2990.323979 = -773198.732253 nChanged 14 SP:Iteration 87Q (5104.415346 sec): 3 clusters Score: Raw -776191.684944 + Penalty 2990.323979 = -773201.360966 nChanged 7 SP:Iteration 88Q (5104.483761 sec): 3 clusters Score: Raw -776193.149656 + Penalty 2990.323979 = -773202.825678 nChanged 12 SP:Iteration 89Q (5104.529476 sec): 3 clusters Score: Raw -776194.820776 + Penalty 2990.323979 = -773204.496797 nChanged 9 SP:Iteration 90Q (5104.591969 sec): 3 clusters Score: Raw -776196.639515 + Penalty 2990.323979 = -773206.315537 nChanged 8 SP:Iteration 91Q (5104.648617 sec): 3 clusters Score: Raw -776197.706738 + Penalty 2990.323979 = -773207.382760 nChanged 6 SP:Iteration 92Q (5104.723195 sec): 3 clusters Score: Raw -776198.363238 + Penalty 2990.323979 = -773208.039260 nChanged 6 SP:Iteration 93Q (5104.786096 sec): 3 clusters Score: Raw -776199.329879 + Penalty 2990.323979 = -773209.005901 nChanged 10 SP:Iteration 94Q (5104.850143 sec): 3 clusters Score: Raw -776201.036258 + Penalty 2990.323979 = -773210.712280 nChanged 8 SP:Iteration 95Q (5104.910462 sec): 3 clusters Score: Raw -776202.588571 + Penalty 2990.323979 = -773212.264592 nChanged 12 SP:Iteration 96Q (5104.974690 sec): 3 clusters Score: Raw -776206.104933 + Penalty 2990.323979 = -773215.780954 nChanged 15 SP:Iteration 97Q (5105.035330 sec): 3 clusters Score: Raw -776209.646059 + Penalty 2990.323979 = -773219.322081 nChanged 18 SP:Iteration 98Q (5105.088252 sec): 3 clusters Score: Raw -776213.500745 + Penalty 2990.323979 = -773223.176767 nChanged 15 SP:Iteration 99Q (5105.157157 sec): 3 clusters Score: Raw -776215.992610 + Penalty 2990.323979 = -773225.668632 nChanged 10 SP:Iteration 100F (5105.211809 sec): 3 clusters Score: Raw -776217.062952 + Penalty 2990.323979 = -773226.738974 nChanged 5 SP:Iteration 101Q (5105.277019 sec): 3 clusters Score: Raw -776217.959013 + Penalty 2990.323979 = -773227.635034 nChanged 4 SP:Iteration 102Q (5105.344377 sec): 3 clusters Score: Raw -776218.491405 + Penalty 2990.323979 = -773228.167426 nChanged 5 SP:Iteration 103Q (5105.403336 sec): 3 clusters Score: Raw -776219.891472 + Penalty 2990.323979 = -773229.567494 nChanged 9 SP:Iteration 104Q (5105.461384 sec): 3 clusters Score: Raw -776221.414266 + Penalty 2990.323979 = -773231.090287 nChanged 9 SP:Iteration 105Q (5105.511609 sec): 3 clusters Score: Raw -776222.907702 + Penalty 2990.323979 = -773232.583724 nChanged 5 SP:Iteration 106Q (5105.571280 sec): 3 clusters Score: Raw -776224.041897 + Penalty 2990.323979 = -773233.717918 nChanged 9 SP:Iteration 107Q (5105.619761 sec): 3 clusters Score: Raw -776225.784280 + Penalty 2990.323979 = -773235.460302 nChanged 7 SP:Iteration 108Q (5105.682342 sec): 3 clusters Score: Raw -776226.796492 + Penalty 2990.323979 = -773236.472513 nChanged 6 SP:Iteration 109Q (5105.748834 sec): 3 clusters Score: Raw -776227.514626 + Penalty 2990.323979 = -773237.190648 nChanged 6 SP:Iteration 110Q (5105.799277 sec): 3 clusters Score: Raw -776228.657582 + Penalty 2990.323979 = -773238.333603 nChanged 6 SP:Iteration 111Q (5105.863964 sec): 3 clusters Score: Raw -776229.871344 + Penalty 2990.323979 = -773239.547366 nChanged 7 SP:Iteration 112Q (5105.930716 sec): 3 clusters Score: Raw -776231.000098 + Penalty 2990.323979 = -773240.676120 nChanged 7 SP:Iteration 113Q (5105.986933 sec): 3 clusters Score: Raw -776232.143288 + Penalty 2990.323979 = -773241.819310 nChanged 3 SP:Iteration 114Q (5106.047933 sec): 3 clusters Score: Raw -776232.572186 + Penalty 2990.323979 = -773242.248207 nChanged 6 SP:Iteration 115Q (5106.108037 sec): 3 clusters Score: Raw -776233.786608 + Penalty 2990.323979 = -773243.462629 nChanged 5 SP:Iteration 116Q (5106.165608 sec): 3 clusters Score: Raw -776234.388264 + Penalty 2990.323979 = -773244.064286 nChanged 3 SP:Iteration 117Q (5106.232029 sec): 3 clusters Score: Raw -776234.868348 + Penalty 2990.323979 = -773244.544370 nChanged 0 SP:Iteration 118F (5106.289559 sec): 3 clusters Score: Raw -776234.868348 + Penalty 2990.323979 = -773244.544370 nChanged 0 Trying to split cluster 29 (9457 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5106.327615 sec): 2 clusters Score: Raw -697121.879529 + Penalty 1487.607954 = -695634.271575 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5106.378255 sec): 3 clusters Score: Raw -691825.938208 + Penalty 2975.215908 = -688850.722299 nChanged 4097 SP:Iteration 1F (5106.435704 sec): 3 clusters Score: Raw -694308.883233 + Penalty 2975.215908 = -691333.667325 nChanged 764 SP:Iteration 2F (5106.489204 sec): 3 clusters Score: Raw -694905.990462 + Penalty 2975.215908 = -691930.774554 nChanged 760 SP:Iteration 3F (5106.549043 sec): 3 clusters Score: Raw -695541.449367 + Penalty 2975.215908 = -692566.233459 nChanged 737 SP:Iteration 4F (5106.610256 sec): 3 clusters Score: Raw -696152.335819 + Penalty 2975.215908 = -693177.119911 nChanged 605 SP:Iteration 5F (5106.674974 sec): 3 clusters Score: Raw -696588.514333 + Penalty 2975.215908 = -693613.298424 nChanged 492 SP:Iteration 6F (5106.734975 sec): 3 clusters Score: Raw -696931.591787 + Penalty 2975.215908 = -693956.375879 nChanged 386 SP:Iteration 7Q (5106.795106 sec): 3 clusters Score: Raw -697163.138633 + Penalty 2975.215908 = -694187.922725 nChanged 313 SP:Iteration 8Q (5106.863428 sec): 3 clusters Score: Raw -697320.241438 + Penalty 2975.215908 = -694345.025530 nChanged 216 SP:Iteration 9Q (5106.922027 sec): 3 clusters Score: Raw -697405.771773 + Penalty 2975.215908 = -694430.555864 nChanged 169 SP:Iteration 10Q (5106.976079 sec): 3 clusters Score: Raw -697479.848174 + Penalty 2975.215908 = -694504.632266 nChanged 151 SP:Iteration 11Q (5107.045624 sec): 3 clusters Score: Raw -697534.769564 + Penalty 2975.215908 = -694559.553656 nChanged 125 SP:Iteration 12Q (5107.096127 sec): 3 clusters Score: Raw -697569.981585 + Penalty 2975.215908 = -694594.765677 nChanged 84 SP:Iteration 13Q (5107.157288 sec): 3 clusters Score: Raw -697589.129958 + Penalty 2975.215908 = -694613.914050 nChanged 65 SP:Iteration 14Q (5107.224587 sec): 3 clusters Score: Raw -697603.566900 + Penalty 2975.215908 = -694628.350992 nChanged 69 SP:Iteration 15Q (5107.284496 sec): 3 clusters Score: Raw -697617.142299 + Penalty 2975.215908 = -694641.926391 nChanged 57 SP:Iteration 16Q (5107.333391 sec): 3 clusters Score: Raw -697628.167508 + Penalty 2975.215908 = -694652.951600 nChanged 44 SP:Iteration 17Q (5107.393152 sec): 3 clusters Score: Raw -697634.912916 + Penalty 2975.215908 = -694659.697008 nChanged 26 SP:Iteration 18Q (5107.460844 sec): 3 clusters Score: Raw -697638.112475 + Penalty 2975.215908 = -694662.896567 nChanged 27 SP:Iteration 19Q (5107.513126 sec): 3 clusters Score: Raw -697641.898030 + Penalty 2975.215908 = -694666.682122 nChanged 28 SP:Iteration 20F (5107.576695 sec): 3 clusters Score: Raw -697647.313115 + Penalty 2975.215908 = -694672.097207 nChanged 26 SP:Iteration 21Q (5107.629288 sec): 3 clusters Score: Raw -697651.684469 + Penalty 2975.215908 = -694676.468560 nChanged 27 SP:Iteration 22Q (5107.689088 sec): 3 clusters Score: Raw -697656.335150 + Penalty 2975.215908 = -694681.119241 nChanged 26 SP:Iteration 23Q (5107.747702 sec): 3 clusters Score: Raw -697662.451653 + Penalty 2975.215908 = -694687.235744 nChanged 30 SP:Iteration 24Q (5107.820242 sec): 3 clusters Score: Raw -697668.170618 + Penalty 2975.215908 = -694692.954710 nChanged 24 SP:Iteration 25Q (5107.884743 sec): 3 clusters Score: Raw -697672.762836 + Penalty 2975.215908 = -694697.546927 nChanged 26 SP:Iteration 26Q (5107.939265 sec): 3 clusters Score: Raw -697678.902849 + Penalty 2975.215908 = -694703.686941 nChanged 25 SP:Iteration 27Q (5107.999128 sec): 3 clusters Score: Raw -697683.440899 + Penalty 2975.215908 = -694708.224990 nChanged 22 SP:Iteration 28Q (5108.051727 sec): 3 clusters Score: Raw -697686.923647 + Penalty 2975.215908 = -694711.707738 nChanged 18 SP:Iteration 29Q (5108.117654 sec): 3 clusters Score: Raw -697688.851966 + Penalty 2975.215908 = -694713.636057 nChanged 10 SP:Iteration 30Q (5108.175322 sec): 3 clusters Score: Raw -697689.910366 + Penalty 2975.215908 = -694714.694458 nChanged 7 SP:Iteration 31Q (5108.225933 sec): 3 clusters Score: Raw -697690.692577 + Penalty 2975.215908 = -694715.476669 nChanged 9 SP:Iteration 32Q (5108.287655 sec): 3 clusters Score: Raw -697692.248039 + Penalty 2975.215908 = -694717.032130 nChanged 6 SP:Iteration 33Q (5108.347122 sec): 3 clusters Score: Raw -697692.991655 + Penalty 2975.215908 = -694717.775747 nChanged 8 SP:Iteration 34Q (5108.412654 sec): 3 clusters Score: Raw -697694.020706 + Penalty 2975.215908 = -694718.804798 nChanged 9 SP:Iteration 35Q (5108.473002 sec): 3 clusters Score: Raw -697694.864713 + Penalty 2975.215908 = -694719.648804 nChanged 4 SP:Iteration 36Q (5108.545049 sec): 3 clusters Score: Raw -697695.135530 + Penalty 2975.215908 = -694719.919622 nChanged 5 SP:Iteration 37Q (5108.606492 sec): 3 clusters Score: Raw -697695.775153 + Penalty 2975.215908 = -694720.559245 nChanged 5 SP:Iteration 38Q (5108.666210 sec): 3 clusters Score: Raw -697696.631074 + Penalty 2975.215908 = -694721.415166 nChanged 8 SP:Iteration 39Q (5108.731606 sec): 3 clusters Score: Raw -697698.534360 + Penalty 2975.215908 = -694723.318452 nChanged 13 SP:Iteration 40F (5108.794097 sec): 3 clusters Score: Raw -697700.906683 + Penalty 2975.215908 = -694725.690774 nChanged 12 SP:Iteration 41Q (5108.858493 sec): 3 clusters Score: Raw -697702.559125 + Penalty 2975.215908 = -694727.343217 nChanged 11 SP:Iteration 42Q (5108.914379 sec): 3 clusters Score: Raw -697703.769164 + Penalty 2975.215908 = -694728.553256 nChanged 14 SP:Iteration 43Q (5108.972681 sec): 3 clusters Score: Raw -697706.276463 + Penalty 2975.215908 = -694731.060555 nChanged 16 SP:Iteration 44Q (5109.036843 sec): 3 clusters Score: Raw -697709.232594 + Penalty 2975.215908 = -694734.016685 nChanged 17 SP:Iteration 45Q (5109.094972 sec): 3 clusters Score: Raw -697713.135521 + Penalty 2975.215908 = -694737.919613 nChanged 20 SP:Iteration 46Q (5109.161848 sec): 3 clusters Score: Raw -697715.483836 + Penalty 2975.215908 = -694740.267927 nChanged 12 SP:Iteration 47Q (5109.219038 sec): 3 clusters Score: Raw -697716.741496 + Penalty 2975.215908 = -694741.525588 nChanged 13 SP:Iteration 48Q (5109.267623 sec): 3 clusters Score: Raw -697718.435344 + Penalty 2975.215908 = -694743.219435 nChanged 14 SP:Iteration 49Q (5109.338873 sec): 3 clusters Score: Raw -697720.698807 + Penalty 2975.215908 = -694745.482899 nChanged 16 SP:Iteration 50Q (5109.390653 sec): 3 clusters Score: Raw -697722.714205 + Penalty 2975.215908 = -694747.498297 nChanged 11 SP:Iteration 51Q (5109.458957 sec): 3 clusters Score: Raw -697723.903742 + Penalty 2975.215908 = -694748.687833 nChanged 8 SP:Iteration 52Q (5109.521275 sec): 3 clusters Score: Raw -697724.665774 + Penalty 2975.215908 = -694749.449866 nChanged 5 SP:Iteration 53Q (5109.579235 sec): 3 clusters Score: Raw -697725.372295 + Penalty 2975.215908 = -694750.156387 nChanged 8 SP:Iteration 54Q (5109.641488 sec): 3 clusters Score: Raw -697726.266053 + Penalty 2975.215908 = -694751.050145 nChanged 10 SP:Iteration 55Q (5109.702318 sec): 3 clusters Score: Raw -697727.292834 + Penalty 2975.215908 = -694752.076926 nChanged 12 SP:Iteration 56Q (5109.759699 sec): 3 clusters Score: Raw -697728.393922 + Penalty 2975.215908 = -694753.178014 nChanged 7 SP:Iteration 57Q (5109.817324 sec): 3 clusters Score: Raw -697729.269362 + Penalty 2975.215908 = -694754.053454 nChanged 9 SP:Iteration 58Q (5109.888351 sec): 3 clusters Score: Raw -697730.468434 + Penalty 2975.215908 = -694755.252525 nChanged 9 SP:Iteration 59Q (5109.932967 sec): 3 clusters Score: Raw -697731.579183 + Penalty 2975.215908 = -694756.363275 nChanged 8 SP:Iteration 60F (5110.002108 sec): 3 clusters Score: Raw -697732.799772 + Penalty 2975.215908 = -694757.583864 nChanged 11 SP:Iteration 61Q (5110.063060 sec): 3 clusters Score: Raw -697734.328977 + Penalty 2975.215908 = -694759.113069 nChanged 14 SP:Iteration 62Q (5110.130196 sec): 3 clusters Score: Raw -697736.263735 + Penalty 2975.215908 = -694761.047827 nChanged 14 SP:Iteration 63Q (5110.182688 sec): 3 clusters Score: Raw -697737.921318 + Penalty 2975.215908 = -694762.705409 nChanged 7 SP:Iteration 64Q (5110.246049 sec): 3 clusters Score: Raw -697739.100817 + Penalty 2975.215908 = -694763.884909 nChanged 11 SP:Iteration 65Q (5110.309095 sec): 3 clusters Score: Raw -697741.068617 + Penalty 2975.215908 = -694765.852709 nChanged 18 SP:Iteration 66Q (5110.372423 sec): 3 clusters Score: Raw -697743.588247 + Penalty 2975.215908 = -694768.372339 nChanged 17 SP:Iteration 67Q (5110.433619 sec): 3 clusters Score: Raw -697747.027157 + Penalty 2975.215908 = -694771.811249 nChanged 28 SP:Iteration 68Q (5110.487458 sec): 3 clusters Score: Raw -697750.767904 + Penalty 2975.215908 = -694775.551996 nChanged 23 SP:Iteration 69Q (5110.551396 sec): 3 clusters Score: Raw -697753.852053 + Penalty 2975.215908 = -694778.636145 nChanged 15 SP:Iteration 70Q (5110.602991 sec): 3 clusters Score: Raw -697755.857516 + Penalty 2975.215908 = -694780.641608 nChanged 16 SP:Iteration 71Q (5110.669222 sec): 3 clusters Score: Raw -697758.761624 + Penalty 2975.215908 = -694783.545716 nChanged 19 SP:Iteration 72Q (5110.735568 sec): 3 clusters Score: Raw -697761.099699 + Penalty 2975.215908 = -694785.883791 nChanged 13 SP:Iteration 73Q (5110.785643 sec): 3 clusters Score: Raw -697762.939588 + Penalty 2975.215908 = -694787.723680 nChanged 15 SP:Iteration 74Q (5110.849080 sec): 3 clusters Score: Raw -697765.121213 + Penalty 2975.215908 = -694789.905305 nChanged 12 SP:Iteration 75Q (5110.918783 sec): 3 clusters Score: Raw -697766.028368 + Penalty 2975.215908 = -694790.812460 nChanged 5 SP:Iteration 76Q (5110.983225 sec): 3 clusters Score: Raw -697766.544864 + Penalty 2975.215908 = -694791.328955 nChanged 1 SP:Iteration 77Q (5111.037555 sec): 3 clusters Score: Raw -697766.758995 + Penalty 2975.215908 = -694791.543087 nChanged 0 SP:Iteration 78F (5111.096004 sec): 3 clusters Score: Raw -697766.758995 + Penalty 2975.215908 = -694791.543087 nChanged 0 Trying to split cluster 30 (8592 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5111.122881 sec): 2 clusters Score: Raw -675458.102089 + Penalty 1472.020358 = -673986.081731 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5111.191323 sec): 3 clusters Score: Raw -670685.772429 + Penalty 2944.040715 = -667741.731714 nChanged 3640 SP:Iteration 1F (5111.257609 sec): 3 clusters Score: Raw -672800.912833 + Penalty 2944.040715 = -669856.872117 nChanged 672 SP:Iteration 2F (5111.307785 sec): 3 clusters Score: Raw -673235.769230 + Penalty 2944.040715 = -670291.728514 nChanged 582 SP:Iteration 3F (5111.362412 sec): 3 clusters Score: Raw -673670.905216 + Penalty 2944.040715 = -670726.864501 nChanged 584 SP:Iteration 4F (5111.436049 sec): 3 clusters Score: Raw -674200.244067 + Penalty 2944.040715 = -671256.203351 nChanged 622 SP:Iteration 5F (5111.475000 sec): 3 clusters Score: Raw -674829.990450 + Penalty 2944.040715 = -671885.949734 nChanged 570 SP:Iteration 6F (5111.537611 sec): 3 clusters Score: Raw -675464.851682 + Penalty 2944.040715 = -672520.810966 nChanged 478 SP:Iteration 7F (5111.595310 sec): 3 clusters Score: Raw -675970.567426 + Penalty 2944.040715 = -673026.526710 nChanged 389 SP:Iteration 8Q (5111.652870 sec): 3 clusters Score: Raw -676327.274876 + Penalty 2944.040715 = -673383.234161 nChanged 295 SP:Iteration 9Q (5111.712941 sec): 3 clusters Score: Raw -676535.290774 + Penalty 2944.040715 = -673591.250058 nChanged 202 SP:Iteration 10Q (5111.777154 sec): 3 clusters Score: Raw -676634.916402 + Penalty 2944.040715 = -673690.875686 nChanged 111 SP:Iteration 11Q (5111.824527 sec): 3 clusters Score: Raw -676674.613908 + Penalty 2944.040715 = -673730.573193 nChanged 74 SP:Iteration 12Q (5111.881139 sec): 3 clusters Score: Raw -676695.075775 + Penalty 2944.040715 = -673751.035059 nChanged 40 SP:Iteration 13Q (5111.942263 sec): 3 clusters Score: Raw -676703.742594 + Penalty 2944.040715 = -673759.701879 nChanged 23 SP:Iteration 14Q (5112.002800 sec): 3 clusters Score: Raw -676707.723362 + Penalty 2944.040715 = -673763.682646 nChanged 23 SP:Iteration 15Q (5112.057375 sec): 3 clusters Score: Raw -676712.253641 + Penalty 2944.040715 = -673768.212926 nChanged 12 SP:Iteration 16Q (5112.118659 sec): 3 clusters Score: Raw -676713.899127 + Penalty 2944.040715 = -673769.858411 nChanged 9 SP:Iteration 17Q (5112.174360 sec): 3 clusters Score: Raw -676715.101927 + Penalty 2944.040715 = -673771.061211 nChanged 6 SP:Iteration 18Q (5112.236364 sec): 3 clusters Score: Raw -676715.564972 + Penalty 2944.040715 = -673771.524256 nChanged 3 SP:Iteration 19Q (5112.296356 sec): 3 clusters Score: Raw -676715.992568 + Penalty 2944.040715 = -673771.951853 nChanged 3 SP:Iteration 20F (5112.349960 sec): 3 clusters Score: Raw -676716.303287 + Penalty 2944.040715 = -673772.262572 nChanged 2 SP:Iteration 21Q (5112.413275 sec): 3 clusters Score: Raw -676716.536026 + Penalty 2944.040715 = -673772.495310 nChanged 2 SP:Iteration 22Q (5112.463500 sec): 3 clusters Score: Raw -676716.746754 + Penalty 2944.040715 = -673772.706038 nChanged 2 SP:Iteration 23Q (5112.525173 sec): 3 clusters Score: Raw -676716.941117 + Penalty 2944.040715 = -673772.900402 nChanged 1 SP:Iteration 24Q (5112.582108 sec): 3 clusters Score: Raw -676716.964202 + Penalty 2944.040715 = -673772.923487 nChanged 0 SP:Iteration 25F (5112.628989 sec): 3 clusters Score: Raw -676716.964202 + Penalty 2944.040715 = -673772.923487 nChanged 0 Trying to split cluster 31 (2662 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5112.657630 sec): 2 clusters Score: Raw -214743.092249 + Penalty 1281.610362 = -213461.481887 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5112.701802 sec): 3 clusters Score: Raw -213544.933375 + Penalty 2563.220725 = -210981.712650 nChanged 969 SP:Iteration 1F (5112.747801 sec): 3 clusters Score: Raw -214229.983086 + Penalty 2563.220725 = -211666.762362 nChanged 221 SP:Iteration 2F (5112.800270 sec): 3 clusters Score: Raw -214413.377591 + Penalty 2563.220725 = -211850.156867 nChanged 156 SP:Iteration 3F (5112.853242 sec): 3 clusters Score: Raw -214602.830316 + Penalty 2563.220725 = -212039.609592 nChanged 149 SP:Iteration 4F (5112.910051 sec): 3 clusters Score: Raw -214856.216333 + Penalty 2563.220725 = -212292.995609 nChanged 205 SP:Iteration 5F (5112.958580 sec): 3 clusters Score: Raw -215280.611970 + Penalty 2563.220725 = -212717.391246 nChanged 246 SP:Iteration 6F (5112.999639 sec): 3 clusters Score: Raw -215861.973837 + Penalty 2563.220725 = -213298.753112 nChanged 195 SP:Iteration 7F (5113.045632 sec): 3 clusters Score: Raw -216259.014434 + Penalty 2563.220725 = -213695.793710 nChanged 109 SP:Iteration 8Q (5113.092762 sec): 3 clusters Score: Raw -216419.339800 + Penalty 2563.220725 = -213856.119075 nChanged 54 SP:Iteration 9Q (5113.154966 sec): 3 clusters Score: Raw -216478.453773 + Penalty 2563.220725 = -213915.233048 nChanged 33 SP:Iteration 10Q (5113.203058 sec): 3 clusters Score: Raw -216506.381570 + Penalty 2563.220725 = -213943.160845 nChanged 18 SP:Iteration 11Q (5113.243340 sec): 3 clusters Score: Raw -216521.508110 + Penalty 2563.220725 = -213958.287385 nChanged 13 SP:Iteration 12Q (5113.294429 sec): 3 clusters Score: Raw -216531.320037 + Penalty 2563.220725 = -213968.099313 nChanged 10 SP:Iteration 13Q (5113.336103 sec): 3 clusters Score: Raw -216535.917550 + Penalty 2563.220725 = -213972.696826 nChanged 4 SP:Iteration 14Q (5113.386057 sec): 3 clusters Score: Raw -216538.149720 + Penalty 2563.220725 = -213974.928996 nChanged 1 SP:Iteration 15Q (5113.437343 sec): 3 clusters Score: Raw -216538.517487 + Penalty 2563.220725 = -213975.296763 nChanged 1 SP:Iteration 16Q (5113.492982 sec): 3 clusters Score: Raw -216538.854311 + Penalty 2563.220725 = -213975.633586 nChanged 1 SP:Iteration 17Q (5113.544585 sec): 3 clusters Score: Raw -216539.219454 + Penalty 2563.220725 = -213975.998729 nChanged 3 SP:Iteration 18Q (5113.582201 sec): 3 clusters Score: Raw -216540.423220 + Penalty 2563.220725 = -213977.202495 nChanged 3 SP:Iteration 19Q (5113.635940 sec): 3 clusters Score: Raw -216541.278789 + Penalty 2563.220725 = -213978.058065 nChanged 3 SP:Iteration 20F (5113.672158 sec): 3 clusters Score: Raw -216543.166767 + Penalty 2563.220725 = -213979.946042 nChanged 5 SP:Iteration 21Q (5113.726515 sec): 3 clusters Score: Raw -216546.426076 + Penalty 2563.220725 = -213983.205351 nChanged 4 SP:Iteration 22Q (5113.774264 sec): 3 clusters Score: Raw -216549.149386 + Penalty 2563.220725 = -213985.928661 nChanged 5 SP:Iteration 23Q (5113.822189 sec): 3 clusters Score: Raw -216552.252365 + Penalty 2563.220725 = -213989.031640 nChanged 3 SP:Iteration 24Q (5113.856998 sec): 3 clusters Score: Raw -216553.838142 + Penalty 2563.220725 = -213990.617417 nChanged 1 SP:Iteration 25Q (5113.905743 sec): 3 clusters Score: Raw -216554.788223 + Penalty 2563.220725 = -213991.567498 nChanged 3 SP:Iteration 26Q (5113.948197 sec): 3 clusters Score: Raw -216556.690318 + Penalty 2563.220725 = -213993.469594 nChanged 5 SP:Iteration 27Q (5113.992131 sec): 3 clusters Score: Raw -216559.225358 + Penalty 2563.220725 = -213996.004634 nChanged 9 SP:Iteration 28Q (5114.043683 sec): 3 clusters Score: Raw -216563.001190 + Penalty 2563.220725 = -213999.780465 nChanged 4 SP:Iteration 29Q (5114.092819 sec): 3 clusters Score: Raw -216565.009030 + Penalty 2563.220725 = -214001.788305 nChanged 3 SP:Iteration 30Q (5114.135715 sec): 3 clusters Score: Raw -216566.299362 + Penalty 2563.220725 = -214003.078638 nChanged 2 SP:Iteration 31Q (5114.181167 sec): 3 clusters Score: Raw -216566.992058 + Penalty 2563.220725 = -214003.771334 nChanged 2 SP:Iteration 32Q (5114.229179 sec): 3 clusters Score: Raw -216568.049430 + Penalty 2563.220725 = -214004.828705 nChanged 0 SP:Iteration 33F (5114.277645 sec): 3 clusters Score: Raw -216568.049430 + Penalty 2563.220725 = -214004.828705 nChanged 0 Score: Raw -49140099.572641 + Penalty 86742.445374 = -49053357.127268 Splitting cluster 31 changes total score from -49053695.835858 to -49053357.127268 So it's not getting split. Trying to split cluster 32 (1512 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5130.018977 sec): 2 clusters Score: Raw -116221.381017 + Penalty 1189.693140 = -115031.687876 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5130.069353 sec): 3 clusters Score: Raw -115649.565992 + Penalty 2379.386281 = -113270.179711 nChanged 527 SP:Iteration 1F (5130.113258 sec): 3 clusters Score: Raw -116081.493508 + Penalty 2379.386281 = -113702.107227 nChanged 139 SP:Iteration 2F (5130.163393 sec): 3 clusters Score: Raw -116225.528985 + Penalty 2379.386281 = -113846.142704 nChanged 87 SP:Iteration 3F (5130.213675 sec): 3 clusters Score: Raw -116315.427475 + Penalty 2379.386281 = -113936.041194 nChanged 60 SP:Iteration 4Q (5130.257735 sec): 3 clusters Score: Raw -116391.602706 + Penalty 2379.386281 = -114012.216425 nChanged 51 SP:Iteration 5Q (5130.312539 sec): 3 clusters Score: Raw -116449.215704 + Penalty 2379.386281 = -114069.829423 nChanged 53 SP:Iteration 6Q (5130.359299 sec): 3 clusters Score: Raw -116502.392223 + Penalty 2379.386281 = -114123.005942 nChanged 39 SP:Iteration 7Q (5130.402998 sec): 3 clusters Score: Raw -116542.818964 + Penalty 2379.386281 = -114163.432683 nChanged 29 SP:Iteration 8Q (5130.439783 sec): 3 clusters Score: Raw -116570.693681 + Penalty 2379.386281 = -114191.307400 nChanged 39 SP:Iteration 9Q (5130.497057 sec): 3 clusters Score: Raw -116607.868926 + Penalty 2379.386281 = -114228.482646 nChanged 31 SP:Iteration 10Q (5130.543470 sec): 3 clusters Score: Raw -116641.372924 + Penalty 2379.386281 = -114261.986643 nChanged 32 SP:Iteration 11Q (5130.579898 sec): 3 clusters Score: Raw -116677.738342 + Penalty 2379.386281 = -114298.352061 nChanged 29 SP:Iteration 12Q (5130.638187 sec): 3 clusters Score: Raw -116703.793863 + Penalty 2379.386281 = -114324.407582 nChanged 26 SP:Iteration 13Q (5130.683539 sec): 3 clusters Score: Raw -116728.424271 + Penalty 2379.386281 = -114349.037990 nChanged 25 SP:Iteration 14Q (5130.731184 sec): 3 clusters Score: Raw -116762.234745 + Penalty 2379.386281 = -114382.848464 nChanged 29 SP:Iteration 15Q (5130.778621 sec): 3 clusters Score: Raw -116804.348803 + Penalty 2379.386281 = -114424.962522 nChanged 25 SP:Iteration 16Q (5130.825009 sec): 3 clusters Score: Raw -116835.605873 + Penalty 2379.386281 = -114456.219592 nChanged 19 SP:Iteration 17Q (5130.871669 sec): 3 clusters Score: Raw -116858.359693 + Penalty 2379.386281 = -114478.973412 nChanged 21 SP:Iteration 18Q (5130.918202 sec): 3 clusters Score: Raw -116883.831693 + Penalty 2379.386281 = -114504.445412 nChanged 12 SP:Iteration 19Q (5130.967879 sec): 3 clusters Score: Raw -116893.767989 + Penalty 2379.386281 = -114514.381708 nChanged 8 SP:Iteration 20F (5131.015281 sec): 3 clusters Score: Raw -116901.109232 + Penalty 2379.386281 = -114521.722951 nChanged 7 SP:Iteration 21Q (5131.055631 sec): 3 clusters Score: Raw -116907.775353 + Penalty 2379.386281 = -114528.389072 nChanged 5 SP:Iteration 22Q (5131.107531 sec): 3 clusters Score: Raw -116912.491939 + Penalty 2379.386281 = -114533.105658 nChanged 3 SP:Iteration 23Q (5131.146466 sec): 3 clusters Score: Raw -116914.634956 + Penalty 2379.386281 = -114535.248675 nChanged 4 SP:Iteration 24Q (5131.190272 sec): 3 clusters Score: Raw -116919.771318 + Penalty 2379.386281 = -114540.385037 nChanged 3 SP:Iteration 25Q (5131.234683 sec): 3 clusters Score: Raw -116922.318973 + Penalty 2379.386281 = -114542.932692 nChanged 1 SP:Iteration 26Q (5131.285253 sec): 3 clusters Score: Raw -116922.756144 + Penalty 2379.386281 = -114543.369863 nChanged 0 SP:Iteration 27F (5131.330890 sec): 3 clusters Score: Raw -116922.756144 + Penalty 2379.386281 = -114543.369863 nChanged 0 Trying to split cluster 33 (19608 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5131.396078 sec): 2 clusters Score: Raw -1649624.291149 + Penalty 1606.100100 = -1648018.191049 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5131.461181 sec): 3 clusters Score: Raw -1637948.038862 + Penalty 3212.200201 = -1634735.838661 nChanged 8841 SP:Iteration 1F (5131.543329 sec): 3 clusters Score: Raw -1642881.406896 + Penalty 3212.200201 = -1639669.206695 nChanged 1164 SP:Iteration 2F (5131.615037 sec): 3 clusters Score: Raw -1643446.770850 + Penalty 3212.200201 = -1640234.570649 nChanged 1228 SP:Iteration 3F (5131.693458 sec): 3 clusters Score: Raw -1644244.263657 + Penalty 3212.200201 = -1641032.063457 nChanged 1461 SP:Iteration 4F (5131.776168 sec): 3 clusters Score: Raw -1645320.747983 + Penalty 3212.200201 = -1642108.547782 nChanged 1520 SP:Iteration 5F (5131.854727 sec): 3 clusters Score: Raw -1646499.727115 + Penalty 3212.200201 = -1643287.526915 nChanged 1385 SP:Iteration 6F (5131.936046 sec): 3 clusters Score: Raw -1647534.460038 + Penalty 3212.200201 = -1644322.259837 nChanged 1068 SP:Iteration 7F (5132.017291 sec): 3 clusters Score: Raw -1648248.998182 + Penalty 3212.200201 = -1645036.797981 nChanged 767 SP:Iteration 8Q (5132.098815 sec): 3 clusters Score: Raw -1648719.528925 + Penalty 3212.200201 = -1645507.328724 nChanged 533 SP:Iteration 9Q (5132.163277 sec): 3 clusters Score: Raw -1649044.492310 + Penalty 3212.200201 = -1645832.292109 nChanged 372 SP:Iteration 10Q (5132.245030 sec): 3 clusters Score: Raw -1649268.787174 + Penalty 3212.200201 = -1646056.586973 nChanged 308 SP:Iteration 11Q (5132.328760 sec): 3 clusters Score: Raw -1649507.184827 + Penalty 3212.200201 = -1646294.984626 nChanged 268 SP:Iteration 12Q (5132.402638 sec): 3 clusters Score: Raw -1649738.625234 + Penalty 3212.200201 = -1646526.425034 nChanged 233 SP:Iteration 13Q (5132.488331 sec): 3 clusters Score: Raw -1649900.382551 + Penalty 3212.200201 = -1646688.182350 nChanged 176 SP:Iteration 14Q (5132.567175 sec): 3 clusters Score: Raw -1649991.089215 + Penalty 3212.200201 = -1646778.889014 nChanged 123 SP:Iteration 15Q (5132.646741 sec): 3 clusters Score: Raw -1650038.632225 + Penalty 3212.200201 = -1646826.432024 nChanged 94 SP:Iteration 16Q (5132.724661 sec): 3 clusters Score: Raw -1650067.435415 + Penalty 3212.200201 = -1646855.235214 nChanged 68 SP:Iteration 17Q (5132.796966 sec): 3 clusters Score: Raw -1650084.151718 + Penalty 3212.200201 = -1646871.951517 nChanged 55 SP:Iteration 18Q (5132.875056 sec): 3 clusters Score: Raw -1650095.690675 + Penalty 3212.200201 = -1646883.490474 nChanged 46 SP:Iteration 19Q (5132.949855 sec): 3 clusters Score: Raw -1650104.394380 + Penalty 3212.200201 = -1646892.194180 nChanged 45 SP:Iteration 20F (5133.024531 sec): 3 clusters Score: Raw -1650113.979904 + Penalty 3212.200201 = -1646901.779704 nChanged 52 SP:Iteration 21Q (5133.103472 sec): 3 clusters Score: Raw -1650126.516484 + Penalty 3212.200201 = -1646914.316283 nChanged 49 SP:Iteration 22Q (5133.173214 sec): 3 clusters Score: Raw -1650136.513733 + Penalty 3212.200201 = -1646924.313532 nChanged 31 SP:Iteration 23Q (5133.253539 sec): 3 clusters Score: Raw -1650141.959146 + Penalty 3212.200201 = -1646929.758946 nChanged 18 SP:Iteration 24Q (5133.325484 sec): 3 clusters Score: Raw -1650144.192045 + Penalty 3212.200201 = -1646931.991845 nChanged 12 SP:Iteration 25Q (5133.391374 sec): 3 clusters Score: Raw -1650145.230897 + Penalty 3212.200201 = -1646933.030697 nChanged 7 SP:Iteration 26Q (5133.465674 sec): 3 clusters Score: Raw -1650146.035669 + Penalty 3212.200201 = -1646933.835468 nChanged 2 SP:Iteration 27Q (5133.551222 sec): 3 clusters Score: Raw -1650146.315997 + Penalty 3212.200201 = -1646934.115796 nChanged 2 SP:Iteration 28Q (5133.626732 sec): 3 clusters Score: Raw -1650146.546242 + Penalty 3212.200201 = -1646934.346041 nChanged 1 SP:Iteration 29Q (5133.701897 sec): 3 clusters Score: Raw -1650146.666004 + Penalty 3212.200201 = -1646934.465804 nChanged 2 SP:Iteration 30Q (5133.781235 sec): 3 clusters Score: Raw -1650147.092400 + Penalty 3212.200201 = -1646934.892199 nChanged 3 SP:Iteration 31Q (5133.848118 sec): 3 clusters Score: Raw -1650147.464696 + Penalty 3212.200201 = -1646935.264495 nChanged 3 SP:Iteration 32Q (5133.921253 sec): 3 clusters Score: Raw -1650147.790962 + Penalty 3212.200201 = -1646935.590761 nChanged 2 SP:Iteration 33Q (5133.996885 sec): 3 clusters Score: Raw -1650148.101848 + Penalty 3212.200201 = -1646935.901647 nChanged 1 SP:Iteration 34Q (5134.063680 sec): 3 clusters Score: Raw -1650148.178497 + Penalty 3212.200201 = -1646935.978296 nChanged 2 SP:Iteration 35Q (5134.127543 sec): 3 clusters Score: Raw -1650148.291902 + Penalty 3212.200201 = -1646936.091702 nChanged 1 SP:Iteration 36Q (5134.206474 sec): 3 clusters Score: Raw -1650148.451783 + Penalty 3212.200201 = -1646936.251582 nChanged 1 SP:Iteration 37Q (5134.272831 sec): 3 clusters Score: Raw -1650148.510560 + Penalty 3212.200201 = -1646936.310359 nChanged 0 SP:Iteration 38F (5134.354541 sec): 3 clusters Score: Raw -1650148.510560 + Penalty 3212.200201 = -1646936.310359 nChanged 0 Trying to split cluster 34 (4199 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5134.386122 sec): 2 clusters Score: Raw -303341.135831 + Penalty 1355.672773 = -301985.463058 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5134.437183 sec): 3 clusters Score: Raw -301250.497374 + Penalty 2711.345546 = -298539.151828 nChanged 1636 SP:Iteration 1F (5134.496481 sec): 3 clusters Score: Raw -302259.760905 + Penalty 2711.345546 = -299548.415358 nChanged 349 SP:Iteration 2F (5134.538791 sec): 3 clusters Score: Raw -302535.250935 + Penalty 2711.345546 = -299823.905389 nChanged 291 SP:Iteration 3F (5134.593039 sec): 3 clusters Score: Raw -302771.190738 + Penalty 2711.345546 = -300059.845192 nChanged 273 SP:Iteration 4F (5134.652525 sec): 3 clusters Score: Raw -302978.101099 + Penalty 2711.345546 = -300266.755553 nChanged 227 SP:Iteration 5F (5134.702730 sec): 3 clusters Score: Raw -303150.173875 + Penalty 2711.345546 = -300438.828328 nChanged 204 SP:Iteration 6Q (5134.745825 sec): 3 clusters Score: Raw -303309.034883 + Penalty 2711.345546 = -300597.689337 nChanged 168 SP:Iteration 7Q (5134.785126 sec): 3 clusters Score: Raw -303448.080707 + Penalty 2711.345546 = -300736.735161 nChanged 146 SP:Iteration 8Q (5134.847696 sec): 3 clusters Score: Raw -303557.231578 + Penalty 2711.345546 = -300845.886032 nChanged 113 SP:Iteration 9Q (5134.893056 sec): 3 clusters Score: Raw -303647.531887 + Penalty 2711.345546 = -300936.186341 nChanged 90 SP:Iteration 10Q (5134.942129 sec): 3 clusters Score: Raw -303713.778144 + Penalty 2711.345546 = -301002.432597 nChanged 66 SP:Iteration 11Q (5134.988841 sec): 3 clusters Score: Raw -303755.352560 + Penalty 2711.345546 = -301044.007014 nChanged 50 SP:Iteration 12Q (5135.041057 sec): 3 clusters Score: Raw -303782.441301 + Penalty 2711.345546 = -301071.095755 nChanged 36 SP:Iteration 13Q (5135.097144 sec): 3 clusters Score: Raw -303801.146379 + Penalty 2711.345546 = -301089.800833 nChanged 26 SP:Iteration 14Q (5135.143916 sec): 3 clusters Score: Raw -303810.838811 + Penalty 2711.345546 = -301099.493264 nChanged 20 SP:Iteration 15Q (5135.195053 sec): 3 clusters Score: Raw -303817.988578 + Penalty 2711.345546 = -301106.643032 nChanged 14 SP:Iteration 16Q (5135.254126 sec): 3 clusters Score: Raw -303822.875362 + Penalty 2711.345546 = -301111.529816 nChanged 13 SP:Iteration 17Q (5135.312264 sec): 3 clusters Score: Raw -303827.202308 + Penalty 2711.345546 = -301115.856762 nChanged 8 SP:Iteration 18Q (5135.361811 sec): 3 clusters Score: Raw -303830.042091 + Penalty 2711.345546 = -301118.696545 nChanged 12 SP:Iteration 19Q (5135.413917 sec): 3 clusters Score: Raw -303836.103864 + Penalty 2711.345546 = -301124.758317 nChanged 14 SP:Iteration 20F (5135.468188 sec): 3 clusters Score: Raw -303839.644074 + Penalty 2711.345546 = -301128.298528 nChanged 5 SP:Iteration 21Q (5135.508625 sec): 3 clusters Score: Raw -303841.248918 + Penalty 2711.345546 = -301129.903372 nChanged 2 SP:Iteration 22Q (5135.572158 sec): 3 clusters Score: Raw -303841.661041 + Penalty 2711.345546 = -301130.315494 nChanged 2 SP:Iteration 23Q (5135.629123 sec): 3 clusters Score: Raw -303842.353254 + Penalty 2711.345546 = -301131.007708 nChanged 1 SP:Iteration 24Q (5135.684094 sec): 3 clusters Score: Raw -303842.483090 + Penalty 2711.345546 = -301131.137544 nChanged 1 SP:Iteration 25Q (5135.737286 sec): 3 clusters Score: Raw -303842.666386 + Penalty 2711.345546 = -301131.320840 nChanged 1 SP:Iteration 26Q (5135.790092 sec): 3 clusters Score: Raw -303843.502549 + Penalty 2711.345546 = -301132.157003 nChanged 0 SP:Iteration 27F (5135.831206 sec): 3 clusters Score: Raw -303843.502549 + Penalty 2711.345546 = -301132.157003 nChanged 0 Trying to split cluster 35 (3045 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5135.870403 sec): 2 clusters Score: Raw -236129.271430 + Penalty 1303.454129 = -234825.817301 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5135.927469 sec): 3 clusters Score: Raw -234690.037127 + Penalty 2606.908259 = -232083.128868 nChanged 1177 SP:Iteration 1F (5135.968089 sec): 3 clusters Score: Raw -235623.009147 + Penalty 2606.908259 = -233016.100888 nChanged 298 SP:Iteration 2F (5136.028060 sec): 3 clusters Score: Raw -235987.938938 + Penalty 2606.908259 = -233381.030680 nChanged 244 SP:Iteration 3F (5136.080237 sec): 3 clusters Score: Raw -236371.176749 + Penalty 2606.908259 = -233764.268491 nChanged 253 SP:Iteration 4F (5136.131667 sec): 3 clusters Score: Raw -236806.747436 + Penalty 2606.908259 = -234199.839177 nChanged 290 SP:Iteration 5F (5136.184380 sec): 3 clusters Score: Raw -237270.406555 + Penalty 2606.908259 = -234663.498296 nChanged 228 SP:Iteration 6F (5136.227531 sec): 3 clusters Score: Raw -237622.214343 + Penalty 2606.908259 = -235015.306084 nChanged 172 SP:Iteration 7F (5136.261963 sec): 3 clusters Score: Raw -237799.630057 + Penalty 2606.908259 = -235192.721799 nChanged 84 SP:Iteration 8Q (5136.299147 sec): 3 clusters Score: Raw -237866.157266 + Penalty 2606.908259 = -235259.249007 nChanged 44 SP:Iteration 9Q (5136.350765 sec): 3 clusters Score: Raw -237892.782518 + Penalty 2606.908259 = -235285.874259 nChanged 20 SP:Iteration 10Q (5136.395953 sec): 3 clusters Score: Raw -237906.296365 + Penalty 2606.908259 = -235299.388107 nChanged 19 SP:Iteration 11Q (5136.451879 sec): 3 clusters Score: Raw -237919.288419 + Penalty 2606.908259 = -235312.380160 nChanged 10 SP:Iteration 12Q (5136.492316 sec): 3 clusters Score: Raw -237924.052841 + Penalty 2606.908259 = -235317.144583 nChanged 3 SP:Iteration 13Q (5136.543932 sec): 3 clusters Score: Raw -237925.004848 + Penalty 2606.908259 = -235318.096589 nChanged 0 SP:Iteration 14F (5136.603973 sec): 3 clusters Score: Raw -237925.004848 + Penalty 2606.908259 = -235318.096589 nChanged 0 Score: Raw -49140070.348878 + Penalty 86742.445374 = -49053327.903505 Splitting cluster 35 changes total score from -49053695.835858 to -49053327.903505 So it's not getting split. Trying to split cluster 36 (1127 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5152.772744 sec): 2 clusters Score: Raw -84267.431916 + Penalty 1141.938609 = -83125.493308 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5152.818805 sec): 3 clusters Score: Raw -83907.097032 + Penalty 2283.877217 = -81623.219815 nChanged 339 SP:Iteration 1F (5152.866598 sec): 3 clusters Score: Raw -84246.759414 + Penalty 2283.877217 = -81962.882197 nChanged 87 SP:Iteration 2F (5152.903932 sec): 3 clusters Score: Raw -84344.411674 + Penalty 2283.877217 = -82060.534457 nChanged 52 SP:Iteration 3Q (5152.962666 sec): 3 clusters Score: Raw -84409.965563 + Penalty 2283.877217 = -82126.088346 nChanged 44 SP:Iteration 4Q (5153.010806 sec): 3 clusters Score: Raw -84469.512839 + Penalty 2283.877217 = -82185.635622 nChanged 30 SP:Iteration 5Q (5153.054607 sec): 3 clusters Score: Raw -84505.590646 + Penalty 2283.877217 = -82221.713429 nChanged 27 SP:Iteration 6Q (5153.099729 sec): 3 clusters Score: Raw -84543.198429 + Penalty 2283.877217 = -82259.321212 nChanged 24 SP:Iteration 7Q (5153.148193 sec): 3 clusters Score: Raw -84572.428217 + Penalty 2283.877217 = -82288.551000 nChanged 20 SP:Iteration 8Q (5153.194062 sec): 3 clusters Score: Raw -84604.048753 + Penalty 2283.877217 = -82320.171536 nChanged 15 SP:Iteration 9Q (5153.234025 sec): 3 clusters Score: Raw -84616.859312 + Penalty 2283.877217 = -82332.982095 nChanged 8 SP:Iteration 10Q (5153.273269 sec): 3 clusters Score: Raw -84628.617976 + Penalty 2283.877217 = -82344.740759 nChanged 10 SP:Iteration 11Q (5153.321404 sec): 3 clusters Score: Raw -84639.208197 + Penalty 2283.877217 = -82355.330980 nChanged 10 SP:Iteration 12Q (5153.359792 sec): 3 clusters Score: Raw -84653.779643 + Penalty 2283.877217 = -82369.902426 nChanged 9 SP:Iteration 13Q (5153.411496 sec): 3 clusters Score: Raw -84661.559943 + Penalty 2283.877217 = -82377.682726 nChanged 10 SP:Iteration 14Q (5153.449284 sec): 3 clusters Score: Raw -84671.669193 + Penalty 2283.877217 = -82387.791976 nChanged 6 SP:Iteration 15Q (5153.490019 sec): 3 clusters Score: Raw -84677.676178 + Penalty 2283.877217 = -82393.798961 nChanged 5 SP:Iteration 16Q (5153.537721 sec): 3 clusters Score: Raw -84681.789104 + Penalty 2283.877217 = -82397.911887 nChanged 5 SP:Iteration 17Q (5153.583577 sec): 3 clusters Score: Raw -84687.600206 + Penalty 2283.877217 = -82403.722989 nChanged 8 SP:Iteration 18Q (5153.641029 sec): 3 clusters Score: Raw -84693.776081 + Penalty 2283.877217 = -82409.898864 nChanged 3 SP:Iteration 19Q (5153.682261 sec): 3 clusters Score: Raw -84696.747114 + Penalty 2283.877217 = -82412.869897 nChanged 3 SP:Iteration 20F (5153.723773 sec): 3 clusters Score: Raw -84701.200830 + Penalty 2283.877217 = -82417.323613 nChanged 4 SP:Iteration 21Q (5153.769961 sec): 3 clusters Score: Raw -84705.414230 + Penalty 2283.877217 = -82421.537013 nChanged 5 SP:Iteration 22Q (5153.809161 sec): 3 clusters Score: Raw -84711.776709 + Penalty 2283.877217 = -82427.899492 nChanged 4 SP:Iteration 23Q (5153.857709 sec): 3 clusters Score: Raw -84716.167459 + Penalty 2283.877217 = -82432.290242 nChanged 4 SP:Iteration 24Q (5153.908151 sec): 3 clusters Score: Raw -84720.264643 + Penalty 2283.877217 = -82436.387426 nChanged 1 SP:Iteration 25Q (5153.942775 sec): 3 clusters Score: Raw -84721.129344 + Penalty 2283.877217 = -82437.252127 nChanged 1 SP:Iteration 26Q (5153.983563 sec): 3 clusters Score: Raw -84722.160227 + Penalty 2283.877217 = -82438.283010 nChanged 2 SP:Iteration 27Q (5154.030060 sec): 3 clusters Score: Raw -84723.793085 + Penalty 2283.877217 = -82439.915867 nChanged 3 SP:Iteration 28Q (5154.074509 sec): 3 clusters Score: Raw -84725.378061 + Penalty 2283.877217 = -82441.500844 nChanged 3 SP:Iteration 29Q (5154.116966 sec): 3 clusters Score: Raw -84727.460428 + Penalty 2283.877217 = -82443.583211 nChanged 2 SP:Iteration 30Q (5154.157368 sec): 3 clusters Score: Raw -84728.344731 + Penalty 2283.877217 = -82444.467513 nChanged 2 SP:Iteration 31Q (5154.204916 sec): 3 clusters Score: Raw -84730.310054 + Penalty 2283.877217 = -82446.432837 nChanged 3 SP:Iteration 32Q (5154.250557 sec): 3 clusters Score: Raw -84733.892642 + Penalty 2283.877217 = -82450.015425 nChanged 5 SP:Iteration 33Q (5154.299142 sec): 3 clusters Score: Raw -84741.142234 + Penalty 2283.877217 = -82457.265017 nChanged 6 SP:Iteration 34Q (5154.347937 sec): 3 clusters Score: Raw -84747.648494 + Penalty 2283.877217 = -82463.771277 nChanged 5 SP:Iteration 35Q (5154.399286 sec): 3 clusters Score: Raw -84753.321079 + Penalty 2283.877217 = -82469.443862 nChanged 2 SP:Iteration 36Q (5154.436801 sec): 3 clusters Score: Raw -84754.748793 + Penalty 2283.877217 = -82470.871576 nChanged 5 SP:Iteration 37Q (5154.481807 sec): 3 clusters Score: Raw -84762.315672 + Penalty 2283.877217 = -82478.438455 nChanged 3 SP:Iteration 38Q (5154.519120 sec): 3 clusters Score: Raw -84768.264113 + Penalty 2283.877217 = -82484.386896 nChanged 4 SP:Iteration 39Q (5154.564411 sec): 3 clusters Score: Raw -84776.331940 + Penalty 2283.877217 = -82492.454723 nChanged 8 SP:Iteration 40F (5154.617543 sec): 3 clusters Score: Raw -84783.046877 + Penalty 2283.877217 = -82499.169660 nChanged 4 SP:Iteration 41Q (5154.666213 sec): 3 clusters Score: Raw -84787.365660 + Penalty 2283.877217 = -82503.488443 nChanged 3 SP:Iteration 42Q (5154.701291 sec): 3 clusters Score: Raw -84791.356823 + Penalty 2283.877217 = -82507.479606 nChanged 2 SP:Iteration 43Q (5154.746223 sec): 3 clusters Score: Raw -84793.522492 + Penalty 2283.877217 = -82509.645275 nChanged 4 SP:Iteration 44Q (5154.789166 sec): 3 clusters Score: Raw -84797.203556 + Penalty 2283.877217 = -82513.326339 nChanged 1 SP:Iteration 45Q (5154.839406 sec): 3 clusters Score: Raw -84797.831447 + Penalty 2283.877217 = -82513.954230 nChanged 0 SP:Iteration 46F (5154.883820 sec): 3 clusters Score: Raw -84797.831447 + Penalty 2283.877217 = -82513.954230 nChanged 0 Trying to split cluster 37 (5708 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5154.910722 sec): 2 clusters Score: Raw -467034.845369 + Penalty 1405.563897 = -465629.281473 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5154.964441 sec): 3 clusters Score: Raw -464018.263811 + Penalty 2811.127793 = -461207.136018 nChanged 2343 SP:Iteration 1F (5155.021829 sec): 3 clusters Score: Raw -465379.266116 + Penalty 2811.127793 = -462568.138323 nChanged 440 SP:Iteration 2F (5155.079845 sec): 3 clusters Score: Raw -465643.604593 + Penalty 2811.127793 = -462832.476800 nChanged 349 SP:Iteration 3F (5155.142332 sec): 3 clusters Score: Raw -465905.375298 + Penalty 2811.127793 = -463094.247505 nChanged 385 SP:Iteration 4F (5155.199299 sec): 3 clusters Score: Raw -466299.079791 + Penalty 2811.127793 = -463487.951998 nChanged 408 SP:Iteration 5F (5155.252861 sec): 3 clusters Score: Raw -466763.500159 + Penalty 2811.127793 = -463952.372366 nChanged 389 SP:Iteration 6F (5155.310173 sec): 3 clusters Score: Raw -467229.249711 + Penalty 2811.127793 = -464418.121917 nChanged 349 SP:Iteration 7F (5155.364590 sec): 3 clusters Score: Raw -467584.267248 + Penalty 2811.127793 = -464773.139455 nChanged 263 SP:Iteration 8Q (5155.417925 sec): 3 clusters Score: Raw -467776.551985 + Penalty 2811.127793 = -464965.424192 nChanged 163 SP:Iteration 9Q (5155.477540 sec): 3 clusters Score: Raw -467872.106155 + Penalty 2811.127793 = -465060.978362 nChanged 110 SP:Iteration 10Q (5155.533566 sec): 3 clusters Score: Raw -467944.867729 + Penalty 2811.127793 = -465133.739936 nChanged 90 SP:Iteration 11Q (5155.581356 sec): 3 clusters Score: Raw -467994.561726 + Penalty 2811.127793 = -465183.433933 nChanged 52 SP:Iteration 12Q (5155.637960 sec): 3 clusters Score: Raw -468018.012183 + Penalty 2811.127793 = -465206.884390 nChanged 40 SP:Iteration 13Q (5155.684406 sec): 3 clusters Score: Raw -468032.725243 + Penalty 2811.127793 = -465221.597450 nChanged 23 SP:Iteration 14Q (5155.751607 sec): 3 clusters Score: Raw -468041.490377 + Penalty 2811.127793 = -465230.362584 nChanged 25 SP:Iteration 15Q (5155.806221 sec): 3 clusters Score: Raw -468050.164431 + Penalty 2811.127793 = -465239.036638 nChanged 24 SP:Iteration 16Q (5155.852727 sec): 3 clusters Score: Raw -468056.369764 + Penalty 2811.127793 = -465245.241971 nChanged 15 SP:Iteration 17Q (5155.907476 sec): 3 clusters Score: Raw -468061.413999 + Penalty 2811.127793 = -465250.286206 nChanged 14 SP:Iteration 18Q (5155.965607 sec): 3 clusters Score: Raw -468065.129576 + Penalty 2811.127793 = -465254.001783 nChanged 8 SP:Iteration 19Q (5156.013411 sec): 3 clusters Score: Raw -468067.779384 + Penalty 2811.127793 = -465256.651591 nChanged 8 SP:Iteration 20F (5156.074236 sec): 3 clusters Score: Raw -468070.864524 + Penalty 2811.127793 = -465259.736731 nChanged 10 SP:Iteration 21Q (5156.119869 sec): 3 clusters Score: Raw -468074.263358 + Penalty 2811.127793 = -465263.135565 nChanged 12 SP:Iteration 22Q (5156.175947 sec): 3 clusters Score: Raw -468078.541622 + Penalty 2811.127793 = -465267.413828 nChanged 12 SP:Iteration 23Q (5156.225541 sec): 3 clusters Score: Raw -468081.077291 + Penalty 2811.127793 = -465269.949498 nChanged 9 SP:Iteration 24Q (5156.282365 sec): 3 clusters Score: Raw -468081.942785 + Penalty 2811.127793 = -465270.814992 nChanged 3 SP:Iteration 25Q (5156.333870 sec): 3 clusters Score: Raw -468082.436506 + Penalty 2811.127793 = -465271.308713 nChanged 5 SP:Iteration 26Q (5156.391379 sec): 3 clusters Score: Raw -468083.545741 + Penalty 2811.127793 = -465272.417948 nChanged 7 SP:Iteration 27Q (5156.445076 sec): 3 clusters Score: Raw -468085.429949 + Penalty 2811.127793 = -465274.302156 nChanged 7 SP:Iteration 28Q (5156.500462 sec): 3 clusters Score: Raw -468087.004024 + Penalty 2811.127793 = -465275.876231 nChanged 7 SP:Iteration 29Q (5156.562591 sec): 3 clusters Score: Raw -468088.909829 + Penalty 2811.127793 = -465277.782036 nChanged 6 SP:Iteration 30Q (5156.612574 sec): 3 clusters Score: Raw -468091.263471 + Penalty 2811.127793 = -465280.135678 nChanged 9 SP:Iteration 31Q (5156.671471 sec): 3 clusters Score: Raw -468094.847511 + Penalty 2811.127793 = -465283.719718 nChanged 9 SP:Iteration 32Q (5156.718486 sec): 3 clusters Score: Raw -468097.150745 + Penalty 2811.127793 = -465286.022952 nChanged 5 SP:Iteration 33Q (5156.768080 sec): 3 clusters Score: Raw -468098.608142 + Penalty 2811.127793 = -465287.480349 nChanged 9 SP:Iteration 34Q (5156.828202 sec): 3 clusters Score: Raw -468100.259233 + Penalty 2811.127793 = -465289.131440 nChanged 4 SP:Iteration 35Q (5156.877587 sec): 3 clusters Score: Raw -468100.841839 + Penalty 2811.127793 = -465289.714046 nChanged 3 SP:Iteration 36Q (5156.922033 sec): 3 clusters Score: Raw -468101.450078 + Penalty 2811.127793 = -465290.322284 nChanged 4 SP:Iteration 37Q (5156.973485 sec): 3 clusters Score: Raw -468102.702293 + Penalty 2811.127793 = -465291.574500 nChanged 5 SP:Iteration 38Q (5157.022394 sec): 3 clusters Score: Raw -468103.555365 + Penalty 2811.127793 = -465292.427572 nChanged 2 SP:Iteration 39Q (5157.083095 sec): 3 clusters Score: Raw -468103.819229 + Penalty 2811.127793 = -465292.691436 nChanged 3 SP:Iteration 40F (5157.128472 sec): 3 clusters Score: Raw -468104.476332 + Penalty 2811.127793 = -465293.348539 nChanged 3 SP:Iteration 41Q (5157.172322 sec): 3 clusters Score: Raw -468105.075676 + Penalty 2811.127793 = -465293.947883 nChanged 1 SP:Iteration 42Q (5157.223234 sec): 3 clusters Score: Raw -468105.148710 + Penalty 2811.127793 = -465294.020917 nChanged 0 SP:Iteration 43F (5157.278626 sec): 3 clusters Score: Raw -468105.148710 + Penalty 2811.127793 = -465294.020917 nChanged 0 Trying to split cluster 38 (37783 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5157.354314 sec): 2 clusters Score: Raw -3158250.437622 + Penalty 1712.687364 = -3156537.750258 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5157.471506 sec): 3 clusters Score: Raw -3134697.204423 + Penalty 3425.374727 = -3131271.829696 nChanged 17526 SP:Iteration 1F (5157.584279 sec): 3 clusters Score: Raw -3144646.234158 + Penalty 3425.374727 = -3141220.859431 nChanged 2056 SP:Iteration 2F (5157.694372 sec): 3 clusters Score: Raw -3145626.490210 + Penalty 3425.374727 = -3142201.115482 nChanged 2298 SP:Iteration 3F (5157.786390 sec): 3 clusters Score: Raw -3146942.465840 + Penalty 3425.374727 = -3143517.091113 nChanged 2660 SP:Iteration 4F (5157.896393 sec): 3 clusters Score: Raw -3148713.999394 + Penalty 3425.374727 = -3145288.624667 nChanged 2852 SP:Iteration 5F (5158.013980 sec): 3 clusters Score: Raw -3150793.182859 + Penalty 3425.374727 = -3147367.808132 nChanged 2807 SP:Iteration 6F (5158.115566 sec): 3 clusters Score: Raw -3153074.081125 + Penalty 3425.374727 = -3149648.706398 nChanged 2460 SP:Iteration 7F (5158.219201 sec): 3 clusters Score: Raw -3155198.088810 + Penalty 3425.374727 = -3151772.714083 nChanged 1905 SP:Iteration 8F (5158.318796 sec): 3 clusters Score: Raw -3156676.386384 + Penalty 3425.374727 = -3153251.011657 nChanged 1185 SP:Iteration 9Q (5158.428148 sec): 3 clusters Score: Raw -3157308.344391 + Penalty 3425.374727 = -3153882.969664 nChanged 719 SP:Iteration 10Q (5158.536066 sec): 3 clusters Score: Raw -3157613.038324 + Penalty 3425.374727 = -3154187.663597 nChanged 408 SP:Iteration 11Q (5158.654669 sec): 3 clusters Score: Raw -3157741.181807 + Penalty 3425.374727 = -3154315.807080 nChanged 321 SP:Iteration 12Q (5158.751290 sec): 3 clusters Score: Raw -3157823.787657 + Penalty 3425.374727 = -3154398.412930 nChanged 255 SP:Iteration 13Q (5158.861933 sec): 3 clusters Score: Raw -3157880.191233 + Penalty 3425.374727 = -3154454.816506 nChanged 219 SP:Iteration 14Q (5158.965372 sec): 3 clusters Score: Raw -3157921.716280 + Penalty 3425.374727 = -3154496.341553 nChanged 193 SP:Iteration 15Q (5159.071585 sec): 3 clusters Score: Raw -3157956.437619 + Penalty 3425.374727 = -3154531.062892 nChanged 171 SP:Iteration 16Q (5159.183606 sec): 3 clusters Score: Raw -3157984.347504 + Penalty 3425.374727 = -3154558.972777 nChanged 133 SP:Iteration 17Q (5159.286526 sec): 3 clusters Score: Raw -3158003.572175 + Penalty 3425.374727 = -3154578.197448 nChanged 117 SP:Iteration 18Q (5159.404235 sec): 3 clusters Score: Raw -3158017.315540 + Penalty 3425.374727 = -3154591.940813 nChanged 97 SP:Iteration 19Q (5159.510225 sec): 3 clusters Score: Raw -3158028.406146 + Penalty 3425.374727 = -3154603.031419 nChanged 98 SP:Iteration 20F (5159.605754 sec): 3 clusters Score: Raw -3158038.606494 + Penalty 3425.374727 = -3154613.231767 nChanged 100 SP:Iteration 21Q (5159.712864 sec): 3 clusters Score: Raw -3158050.382238 + Penalty 3425.374727 = -3154625.007511 nChanged 87 SP:Iteration 22Q (5159.816633 sec): 3 clusters Score: Raw -3158059.252544 + Penalty 3425.374727 = -3154633.877817 nChanged 99 SP:Iteration 23Q (5159.924539 sec): 3 clusters Score: Raw -3158069.361300 + Penalty 3425.374727 = -3154643.986573 nChanged 88 SP:Iteration 24Q (5160.032978 sec): 3 clusters Score: Raw -3158079.235639 + Penalty 3425.374727 = -3154653.860912 nChanged 98 SP:Iteration 25Q (5160.142119 sec): 3 clusters Score: Raw -3158090.300289 + Penalty 3425.374727 = -3154664.925561 nChanged 111 SP:Iteration 26Q (5160.246800 sec): 3 clusters Score: Raw -3158102.456755 + Penalty 3425.374727 = -3154677.082027 nChanged 94 SP:Iteration 27Q (5160.346750 sec): 3 clusters Score: Raw -3158111.228286 + Penalty 3425.374727 = -3154685.853559 nChanged 94 SP:Iteration 28Q (5160.468584 sec): 3 clusters Score: Raw -3158120.746525 + Penalty 3425.374727 = -3154695.371798 nChanged 99 SP:Iteration 29Q (5160.564798 sec): 3 clusters Score: Raw -3158130.561561 + Penalty 3425.374727 = -3154705.186834 nChanged 92 SP:Iteration 30Q (5160.670717 sec): 3 clusters Score: Raw -3158140.629190 + Penalty 3425.374727 = -3154715.254463 nChanged 90 SP:Iteration 31Q (5160.770039 sec): 3 clusters Score: Raw -3158149.269348 + Penalty 3425.374727 = -3154723.894621 nChanged 86 SP:Iteration 32Q (5160.877859 sec): 3 clusters Score: Raw -3158156.960041 + Penalty 3425.374727 = -3154731.585314 nChanged 93 SP:Iteration 33Q (5160.985793 sec): 3 clusters Score: Raw -3158166.138710 + Penalty 3425.374727 = -3154740.763983 nChanged 90 SP:Iteration 34Q (5161.083320 sec): 3 clusters Score: Raw -3158176.173905 + Penalty 3425.374727 = -3154750.799177 nChanged 101 SP:Iteration 35Q (5161.195555 sec): 3 clusters Score: Raw -3158187.224896 + Penalty 3425.374727 = -3154761.850169 nChanged 95 SP:Iteration 36Q (5161.290552 sec): 3 clusters Score: Raw -3158196.420482 + Penalty 3425.374727 = -3154771.045755 nChanged 82 SP:Iteration 37Q (5161.401639 sec): 3 clusters Score: Raw -3158204.925011 + Penalty 3425.374727 = -3154779.550283 nChanged 87 SP:Iteration 38Q (5161.503362 sec): 3 clusters Score: Raw -3158214.383533 + Penalty 3425.374727 = -3154789.008806 nChanged 90 SP:Iteration 39Q (5161.606565 sec): 3 clusters Score: Raw -3158223.546887 + Penalty 3425.374727 = -3154798.172160 nChanged 84 SP:Iteration 40F (5161.714703 sec): 3 clusters Score: Raw -3158231.642223 + Penalty 3425.374727 = -3154806.267496 nChanged 76 SP:Iteration 41Q (5161.815267 sec): 3 clusters Score: Raw -3158239.467446 + Penalty 3425.374727 = -3154814.092719 nChanged 82 SP:Iteration 42Q (5161.916310 sec): 3 clusters Score: Raw -3158248.219089 + Penalty 3425.374727 = -3154822.844362 nChanged 77 SP:Iteration 43Q (5162.009845 sec): 3 clusters Score: Raw -3158256.796846 + Penalty 3425.374727 = -3154831.422119 nChanged 76 SP:Iteration 44Q (5162.116563 sec): 3 clusters Score: Raw -3158264.340654 + Penalty 3425.374727 = -3154838.965927 nChanged 60 SP:Iteration 45Q (5162.220108 sec): 3 clusters Score: Raw -3158268.691108 + Penalty 3425.374727 = -3154843.316381 nChanged 56 SP:Iteration 46Q (5162.321255 sec): 3 clusters Score: Raw -3158272.580138 + Penalty 3425.374727 = -3154847.205411 nChanged 50 SP:Iteration 47Q (5162.425252 sec): 3 clusters Score: Raw -3158276.593389 + Penalty 3425.374727 = -3154851.218662 nChanged 63 SP:Iteration 48Q (5162.526137 sec): 3 clusters Score: Raw -3158281.529339 + Penalty 3425.374727 = -3154856.154612 nChanged 49 SP:Iteration 49Q (5162.628942 sec): 3 clusters Score: Raw -3158285.914564 + Penalty 3425.374727 = -3154860.539837 nChanged 57 SP:Iteration 50Q (5162.740513 sec): 3 clusters Score: Raw -3158291.341513 + Penalty 3425.374727 = -3154865.966786 nChanged 56 SP:Iteration 51Q (5162.854853 sec): 3 clusters Score: Raw -3158295.448780 + Penalty 3425.374727 = -3154870.074053 nChanged 45 SP:Iteration 52Q (5162.964190 sec): 3 clusters Score: Raw -3158298.877708 + Penalty 3425.374727 = -3154873.502980 nChanged 42 SP:Iteration 53Q (5163.059232 sec): 3 clusters Score: Raw -3158301.986285 + Penalty 3425.374727 = -3154876.611558 nChanged 32 SP:Iteration 54Q (5163.151603 sec): 3 clusters Score: Raw -3158304.873176 + Penalty 3425.374727 = -3154879.498449 nChanged 42 SP:Iteration 55Q (5163.251074 sec): 3 clusters Score: Raw -3158307.792113 + Penalty 3425.374727 = -3154882.417385 nChanged 41 SP:Iteration 56Q (5163.355345 sec): 3 clusters Score: Raw -3158310.981617 + Penalty 3425.374727 = -3154885.606889 nChanged 38 SP:Iteration 57Q (5163.468296 sec): 3 clusters Score: Raw -3158313.935652 + Penalty 3425.374727 = -3154888.560924 nChanged 35 SP:Iteration 58Q (5163.575356 sec): 3 clusters Score: Raw -3158316.956387 + Penalty 3425.374727 = -3154891.581660 nChanged 37 SP:Iteration 59Q (5163.680365 sec): 3 clusters Score: Raw -3158320.014025 + Penalty 3425.374727 = -3154894.639298 nChanged 48 SP:Iteration 60F (5163.787344 sec): 3 clusters Score: Raw -3158325.095320 + Penalty 3425.374727 = -3154899.720593 nChanged 52 SP:Iteration 61Q (5163.894060 sec): 3 clusters Score: Raw -3158330.787158 + Penalty 3425.374727 = -3154905.412431 nChanged 54 SP:Iteration 62Q (5163.988200 sec): 3 clusters Score: Raw -3158336.726250 + Penalty 3425.374727 = -3154911.351523 nChanged 58 SP:Iteration 63Q (5164.099627 sec): 3 clusters Score: Raw -3158343.159273 + Penalty 3425.374727 = -3154917.784546 nChanged 62 SP:Iteration 64Q (5164.202087 sec): 3 clusters Score: Raw -3158349.852723 + Penalty 3425.374727 = -3154924.477996 nChanged 62 SP:Iteration 65Q (5164.295351 sec): 3 clusters Score: Raw -3158356.477006 + Penalty 3425.374727 = -3154931.102279 nChanged 63 SP:Iteration 66Q (5164.398085 sec): 3 clusters Score: Raw -3158364.145841 + Penalty 3425.374727 = -3154938.771113 nChanged 65 SP:Iteration 67Q (5164.484850 sec): 3 clusters Score: Raw -3158371.661720 + Penalty 3425.374727 = -3154946.286993 nChanged 64 SP:Iteration 68Q (5164.591819 sec): 3 clusters Score: Raw -3158378.708905 + Penalty 3425.374727 = -3154953.334178 nChanged 59 SP:Iteration 69Q (5164.695227 sec): 3 clusters Score: Raw -3158384.372180 + Penalty 3425.374727 = -3154958.997453 nChanged 69 SP:Iteration 70Q (5164.804435 sec): 3 clusters Score: Raw -3158391.642641 + Penalty 3425.374727 = -3154966.267914 nChanged 77 SP:Iteration 71Q (5164.901865 sec): 3 clusters Score: Raw -3158400.587338 + Penalty 3425.374727 = -3154975.212611 nChanged 72 SP:Iteration 72Q (5165.013296 sec): 3 clusters Score: Raw -3158409.164786 + Penalty 3425.374727 = -3154983.790059 nChanged 72 SP:Iteration 73Q (5165.110479 sec): 3 clusters Score: Raw -3158417.432121 + Penalty 3425.374727 = -3154992.057394 nChanged 72 SP:Iteration 74Q (5165.215032 sec): 3 clusters Score: Raw -3158426.861237 + Penalty 3425.374727 = -3155001.486510 nChanged 88 SP:Iteration 75Q (5165.322629 sec): 3 clusters Score: Raw -3158439.058389 + Penalty 3425.374727 = -3155013.683662 nChanged 99 SP:Iteration 76Q (5165.419982 sec): 3 clusters Score: Raw -3158451.741213 + Penalty 3425.374727 = -3155026.366485 nChanged 86 SP:Iteration 77Q (5165.530079 sec): 3 clusters Score: Raw -3158462.055484 + Penalty 3425.374727 = -3155036.680757 nChanged 80 SP:Iteration 78Q (5165.625313 sec): 3 clusters Score: Raw -3158472.074555 + Penalty 3425.374727 = -3155046.699828 nChanged 70 SP:Iteration 79Q (5165.729230 sec): 3 clusters Score: Raw -3158479.438251 + Penalty 3425.374727 = -3155054.063524 nChanged 67 SP:Iteration 80F (5165.838484 sec): 3 clusters Score: Raw -3158486.655292 + Penalty 3425.374727 = -3155061.280565 nChanged 58 SP:Iteration 81Q (5165.931993 sec): 3 clusters Score: Raw -3158492.690101 + Penalty 3425.374727 = -3155067.315374 nChanged 50 SP:Iteration 82Q (5166.038979 sec): 3 clusters Score: Raw -3158497.136572 + Penalty 3425.374727 = -3155071.761845 nChanged 36 SP:Iteration 83Q (5166.141904 sec): 3 clusters Score: Raw -3158499.888890 + Penalty 3425.374727 = -3155074.514163 nChanged 31 SP:Iteration 84Q (5166.229248 sec): 3 clusters Score: Raw -3158502.162822 + Penalty 3425.374727 = -3155076.788095 nChanged 27 SP:Iteration 85Q (5166.328225 sec): 3 clusters Score: Raw -3158503.999759 + Penalty 3425.374727 = -3155078.625032 nChanged 20 SP:Iteration 86Q (5166.437554 sec): 3 clusters Score: Raw -3158505.554557 + Penalty 3425.374727 = -3155080.179830 nChanged 21 SP:Iteration 87Q (5166.539249 sec): 3 clusters Score: Raw -3158506.812674 + Penalty 3425.374727 = -3155081.437947 nChanged 16 SP:Iteration 88Q (5166.641595 sec): 3 clusters Score: Raw -3158507.712135 + Penalty 3425.374727 = -3155082.337408 nChanged 21 SP:Iteration 89Q (5166.744867 sec): 3 clusters Score: Raw -3158508.835074 + Penalty 3425.374727 = -3155083.460347 nChanged 19 SP:Iteration 90Q (5166.836891 sec): 3 clusters Score: Raw -3158510.026436 + Penalty 3425.374727 = -3155084.651709 nChanged 15 SP:Iteration 91Q (5166.938522 sec): 3 clusters Score: Raw -3158511.170554 + Penalty 3425.374727 = -3155085.795827 nChanged 16 SP:Iteration 92Q (5167.037748 sec): 3 clusters Score: Raw -3158511.951048 + Penalty 3425.374727 = -3155086.576321 nChanged 13 SP:Iteration 93Q (5167.142545 sec): 3 clusters Score: Raw -3158512.718339 + Penalty 3425.374727 = -3155087.343612 nChanged 14 SP:Iteration 94Q (5167.235495 sec): 3 clusters Score: Raw -3158513.859102 + Penalty 3425.374727 = -3155088.484375 nChanged 15 SP:Iteration 95Q (5167.335161 sec): 3 clusters Score: Raw -3158514.849992 + Penalty 3425.374727 = -3155089.475265 nChanged 12 SP:Iteration 96Q (5167.429967 sec): 3 clusters Score: Raw -3158515.662291 + Penalty 3425.374727 = -3155090.287564 nChanged 10 SP:Iteration 97Q (5167.542631 sec): 3 clusters Score: Raw -3158516.070406 + Penalty 3425.374727 = -3155090.695678 nChanged 6 SP:Iteration 98Q (5167.648130 sec): 3 clusters Score: Raw -3158516.361074 + Penalty 3425.374727 = -3155090.986347 nChanged 9 SP:Iteration 99Q (5167.751212 sec): 3 clusters Score: Raw -3158516.817448 + Penalty 3425.374727 = -3155091.442721 nChanged 10 SP:Iteration 100F (5167.859277 sec): 3 clusters Score: Raw -3158517.490638 + Penalty 3425.374727 = -3155092.115911 nChanged 10 SP:Iteration 101Q (5167.956457 sec): 3 clusters Score: Raw -3158518.302405 + Penalty 3425.374727 = -3155092.927678 nChanged 9 SP:Iteration 102Q (5168.059785 sec): 3 clusters Score: Raw -3158518.761711 + Penalty 3425.374727 = -3155093.386984 nChanged 12 SP:Iteration 103Q (5168.160999 sec): 3 clusters Score: Raw -3158519.620582 + Penalty 3425.374727 = -3155094.245855 nChanged 21 SP:Iteration 104Q (5168.261547 sec): 3 clusters Score: Raw -3158521.493280 + Penalty 3425.374727 = -3155096.118552 nChanged 17 SP:Iteration 105Q (5168.365238 sec): 3 clusters Score: Raw -3158522.856185 + Penalty 3425.374727 = -3155097.481458 nChanged 17 SP:Iteration 106Q (5168.469382 sec): 3 clusters Score: Raw -3158524.215075 + Penalty 3425.374727 = -3155098.840348 nChanged 21 SP:Iteration 107Q (5168.559701 sec): 3 clusters Score: Raw -3158526.048948 + Penalty 3425.374727 = -3155100.674221 nChanged 16 SP:Iteration 108Q (5168.666084 sec): 3 clusters Score: Raw -3158527.406042 + Penalty 3425.374727 = -3155102.031315 nChanged 17 SP:Iteration 109Q (5168.771500 sec): 3 clusters Score: Raw -3158528.423279 + Penalty 3425.374727 = -3155103.048551 nChanged 12 SP:Iteration 110Q (5168.862107 sec): 3 clusters Score: Raw -3158529.069902 + Penalty 3425.374727 = -3155103.695175 nChanged 12 SP:Iteration 111Q (5168.956563 sec): 3 clusters Score: Raw -3158530.017109 + Penalty 3425.374727 = -3155104.642382 nChanged 12 SP:Iteration 112Q (5169.051534 sec): 3 clusters Score: Raw -3158531.104987 + Penalty 3425.374727 = -3155105.730260 nChanged 12 SP:Iteration 113Q (5169.148035 sec): 3 clusters Score: Raw -3158532.147801 + Penalty 3425.374727 = -3155106.773074 nChanged 9 SP:Iteration 114Q (5169.249135 sec): 3 clusters Score: Raw -3158532.759002 + Penalty 3425.374727 = -3155107.384275 nChanged 4 SP:Iteration 115Q (5169.343759 sec): 3 clusters Score: Raw -3158532.895386 + Penalty 3425.374727 = -3155107.520659 nChanged 3 SP:Iteration 116Q (5169.436762 sec): 3 clusters Score: Raw -3158533.018670 + Penalty 3425.374727 = -3155107.643943 nChanged 8 SP:Iteration 117Q (5169.542201 sec): 3 clusters Score: Raw -3158533.548007 + Penalty 3425.374727 = -3155108.173280 nChanged 4 SP:Iteration 118Q (5169.640963 sec): 3 clusters Score: Raw -3158533.776702 + Penalty 3425.374727 = -3155108.401975 nChanged 3 SP:Iteration 119Q (5169.728113 sec): 3 clusters Score: Raw -3158533.845490 + Penalty 3425.374727 = -3155108.470763 nChanged 2 SP:Iteration 120F (5169.838325 sec): 3 clusters Score: Raw -3158533.932350 + Penalty 3425.374727 = -3155108.557622 nChanged 2 SP:Iteration 121Q (5169.939097 sec): 3 clusters Score: Raw -3158534.099564 + Penalty 3425.374727 = -3155108.724837 nChanged 3 SP:Iteration 122Q (5170.029861 sec): 3 clusters Score: Raw -3158534.278517 + Penalty 3425.374727 = -3155108.903790 nChanged 1 SP:Iteration 123Q (5170.124765 sec): 3 clusters Score: Raw -3158534.336653 + Penalty 3425.374727 = -3155108.961926 nChanged 1 SP:Iteration 124Q (5170.227684 sec): 3 clusters Score: Raw -3158534.347338 + Penalty 3425.374727 = -3155108.972611 nChanged 1 SP:Iteration 125Q (5170.332963 sec): 3 clusters Score: Raw -3158534.377747 + Penalty 3425.374727 = -3155109.003020 nChanged 0 SP:Iteration 126F (5170.434285 sec): 3 clusters Score: Raw -3158534.377747 + Penalty 3425.374727 = -3155109.003020 nChanged 0 Trying to split cluster 39 (16096 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5170.483805 sec): 2 clusters Score: Raw -1351094.167781 + Penalty 1574.027987 = -1349520.139794 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5170.558966 sec): 3 clusters Score: Raw -1341623.087760 + Penalty 3148.055974 = -1338475.031786 nChanged 7246 SP:Iteration 1F (5170.634398 sec): 3 clusters Score: Raw -1345575.910372 + Penalty 3148.055974 = -1342427.854398 nChanged 912 SP:Iteration 2F (5170.699852 sec): 3 clusters Score: Raw -1345933.712487 + Penalty 3148.055974 = -1342785.656514 nChanged 763 SP:Iteration 3Q (5170.781577 sec): 3 clusters Score: Raw -1346243.152676 + Penalty 3148.055974 = -1343095.096702 nChanged 675 SP:Iteration 4Q (5170.851887 sec): 3 clusters Score: Raw -1346497.256446 + Penalty 3148.055974 = -1343349.200473 nChanged 593 SP:Iteration 5Q (5170.918881 sec): 3 clusters Score: Raw -1346714.941680 + Penalty 3148.055974 = -1343566.885706 nChanged 573 SP:Iteration 6Q (5171.001494 sec): 3 clusters Score: Raw -1346954.754654 + Penalty 3148.055974 = -1343806.698681 nChanged 589 SP:Iteration 7Q (5171.067893 sec): 3 clusters Score: Raw -1347180.207071 + Penalty 3148.055974 = -1344032.151097 nChanged 513 SP:Iteration 8Q (5171.140634 sec): 3 clusters Score: Raw -1347394.982956 + Penalty 3148.055974 = -1344246.926983 nChanged 524 SP:Iteration 9Q (5171.212892 sec): 3 clusters Score: Raw -1347618.021234 + Penalty 3148.055974 = -1344469.965260 nChanged 546 SP:Iteration 10Q (5171.291365 sec): 3 clusters Score: Raw -1347857.900654 + Penalty 3148.055974 = -1344709.844680 nChanged 547 SP:Iteration 11Q (5171.356159 sec): 3 clusters Score: Raw -1348126.635034 + Penalty 3148.055974 = -1344978.579061 nChanged 532 SP:Iteration 12Q (5171.431257 sec): 3 clusters Score: Raw -1348400.209443 + Penalty 3148.055974 = -1345252.153469 nChanged 534 SP:Iteration 13Q (5171.517207 sec): 3 clusters Score: Raw -1348678.222860 + Penalty 3148.055974 = -1345530.166886 nChanged 540 SP:Iteration 14Q (5171.575717 sec): 3 clusters Score: Raw -1348951.656389 + Penalty 3148.055974 = -1345803.600416 nChanged 501 SP:Iteration 15Q (5171.659770 sec): 3 clusters Score: Raw -1349191.268450 + Penalty 3148.055974 = -1346043.212476 nChanged 464 SP:Iteration 16Q (5171.722922 sec): 3 clusters Score: Raw -1349401.863588 + Penalty 3148.055974 = -1346253.807614 nChanged 405 SP:Iteration 17Q (5171.808053 sec): 3 clusters Score: Raw -1349581.439808 + Penalty 3148.055974 = -1346433.383834 nChanged 403 SP:Iteration 18Q (5171.874495 sec): 3 clusters Score: Raw -1349776.441960 + Penalty 3148.055974 = -1346628.385986 nChanged 407 SP:Iteration 19Q (5171.959071 sec): 3 clusters Score: Raw -1349988.067543 + Penalty 3148.055974 = -1346840.011570 nChanged 366 SP:Iteration 20F (5172.024819 sec): 3 clusters Score: Raw -1350184.995259 + Penalty 3148.055974 = -1347036.939286 nChanged 325 SP:Iteration 21Q (5172.088782 sec): 3 clusters Score: Raw -1350363.375645 + Penalty 3148.055974 = -1347215.319671 nChanged 295 SP:Iteration 22Q (5172.155684 sec): 3 clusters Score: Raw -1350537.641618 + Penalty 3148.055974 = -1347389.585644 nChanged 246 SP:Iteration 23Q (5172.233176 sec): 3 clusters Score: Raw -1350689.918529 + Penalty 3148.055974 = -1347541.862555 nChanged 204 SP:Iteration 24Q (5172.297663 sec): 3 clusters Score: Raw -1350820.589963 + Penalty 3148.055974 = -1347672.533989 nChanged 162 SP:Iteration 25Q (5172.367904 sec): 3 clusters Score: Raw -1350922.887761 + Penalty 3148.055974 = -1347774.831787 nChanged 143 SP:Iteration 26Q (5172.434231 sec): 3 clusters Score: Raw -1351012.241596 + Penalty 3148.055974 = -1347864.185623 nChanged 115 SP:Iteration 27Q (5172.493172 sec): 3 clusters Score: Raw -1351086.058111 + Penalty 3148.055974 = -1347938.002137 nChanged 86 SP:Iteration 28Q (5172.563303 sec): 3 clusters Score: Raw -1351143.859452 + Penalty 3148.055974 = -1347995.803478 nChanged 77 SP:Iteration 29Q (5172.633144 sec): 3 clusters Score: Raw -1351201.191120 + Penalty 3148.055974 = -1348053.135146 nChanged 59 SP:Iteration 30Q (5172.697867 sec): 3 clusters Score: Raw -1351240.295180 + Penalty 3148.055974 = -1348092.239206 nChanged 38 SP:Iteration 31Q (5172.768658 sec): 3 clusters Score: Raw -1351264.441961 + Penalty 3148.055974 = -1348116.385988 nChanged 25 SP:Iteration 32Q (5172.839019 sec): 3 clusters Score: Raw -1351280.976621 + Penalty 3148.055974 = -1348132.920647 nChanged 23 SP:Iteration 33Q (5172.904636 sec): 3 clusters Score: Raw -1351298.517785 + Penalty 3148.055974 = -1348150.461811 nChanged 17 SP:Iteration 34Q (5172.967782 sec): 3 clusters Score: Raw -1351309.288997 + Penalty 3148.055974 = -1348161.233023 nChanged 8 SP:Iteration 35Q (5173.037852 sec): 3 clusters Score: Raw -1351314.638976 + Penalty 3148.055974 = -1348166.583002 nChanged 11 SP:Iteration 36Q (5173.106426 sec): 3 clusters Score: Raw -1351322.304094 + Penalty 3148.055974 = -1348174.248121 nChanged 2 SP:Iteration 37Q (5173.176625 sec): 3 clusters Score: Raw -1351323.286947 + Penalty 3148.055974 = -1348175.230973 nChanged 2 SP:Iteration 38Q (5173.243467 sec): 3 clusters Score: Raw -1351324.059853 + Penalty 3148.055974 = -1348176.003880 nChanged 3 SP:Iteration 39Q (5173.277461 sec): 3 clusters Score: Raw -1351325.939426 + Penalty 3148.055974 = -1348177.883452 nChanged 3 SP:Iteration 40F (5173.349466 sec): 3 clusters Score: Raw -1351327.597317 + Penalty 3148.055974 = -1348179.541343 nChanged 0 Iteration 179Q (5179.439003 sec): 40 clusters Score: Raw -49138275.859000 + Penalty 84573.884239 = -49053701.974761 nChanged 126 Iteration 180F (5195.090049 sec): 40 clusters Score: Raw -49138281.343614 + Penalty 84573.884239 = -49053707.459374 nChanged 127 Iteration 181Q (5201.513114 sec): 40 clusters Score: Raw -49138286.362387 + Penalty 84573.884239 = -49053712.478148 nChanged 128 Iteration 182Q (5207.915866 sec): 40 clusters Score: Raw -49138290.783339 + Penalty 84573.884239 = -49053716.899099 nChanged 106 Iteration 183Q (5214.380911 sec): 40 clusters Score: Raw -49138294.456640 + Penalty 84573.884239 = -49053720.572401 nChanged 113 Iteration 184Q (5220.726849 sec): 40 clusters Score: Raw -49138297.965182 + Penalty 84573.884239 = -49053724.080943 nChanged 106 Iteration 185Q (5227.139064 sec): 40 clusters Score: Raw -49138301.127715 + Penalty 84573.884239 = -49053727.243476 nChanged 116 Iteration 186Q (5233.540742 sec): 40 clusters Score: Raw -49138303.821130 + Penalty 84573.884239 = -49053729.936891 nChanged 89 Iteration 187Q (5239.784865 sec): 40 clusters Score: Raw -49138305.923584 + Penalty 84573.884239 = -49053732.039345 nChanged 72 Iteration 188Q (5246.100176 sec): 40 clusters Score: Raw -49138307.533635 + Penalty 84573.884239 = -49053733.649396 nChanged 77 Iteration 189Q (5252.431555 sec): 40 clusters Score: Raw -49138309.110954 + Penalty 84573.884239 = -49053735.226715 nChanged 75 Iteration 190Q (5258.829444 sec): 40 clusters Score: Raw -49138310.802075 + Penalty 84573.884239 = -49053736.917835 nChanged 64 Iteration 191Q (5265.360042 sec): 40 clusters Score: Raw -49138312.421026 + Penalty 84573.884239 = -49053738.536786 nChanged 79 Iteration 192Q (5271.881223 sec): 40 clusters Score: Raw -49138314.709415 + Penalty 84573.884239 = -49053740.825176 nChanged 70 Iteration 193Q (5278.486837 sec): 40 clusters Score: Raw -49138316.202634 + Penalty 84573.884239 = -49053742.318395 nChanged 73 Iteration 194Q (5285.128281 sec): 40 clusters Score: Raw -49138317.645476 + Penalty 84573.884239 = -49053743.761237 nChanged 68 Iteration 195Q (5291.454421 sec): 40 clusters Score: Raw -49138319.041751 + Penalty 84573.884239 = -49053745.157511 nChanged 61 Iteration 196Q (5297.706021 sec): 40 clusters Score: Raw -49138320.458025 + Penalty 84573.884239 = -49053746.573786 nChanged 61 Iteration 197Q (5304.061363 sec): 40 clusters Score: Raw -49138322.105809 + Penalty 84573.884239 = -49053748.221570 nChanged 69 Iteration 198Q (5310.276627 sec): 40 clusters Score: Raw -49138323.451586 + Penalty 84573.884239 = -49053749.567346 nChanged 72 Iteration 199Q (5316.477904 sec): 40 clusters Score: Raw -49138324.789675 + Penalty 84573.884239 = -49053750.905436 nChanged 50 Iteration 200F (5332.278870 sec): 40 clusters Score: Raw -49138325.907427 + Penalty 84573.884239 = -49053752.023188 nChanged 52 Iteration 201Q (5338.761804 sec): 40 clusters Score: Raw -49138327.050939 + Penalty 84573.884239 = -49053753.166700 nChanged 53 Iteration 202Q (5345.249884 sec): 40 clusters Score: Raw -49138328.178483 + Penalty 84573.884239 = -49053754.294244 nChanged 57 Iteration 203Q (5351.575631 sec): 40 clusters Score: Raw -49138329.583556 + Penalty 84573.884239 = -49053755.699316 nChanged 57 Iteration 204Q (5357.949874 sec): 40 clusters Score: Raw -49138331.137772 + Penalty 84573.884239 = -49053757.253532 nChanged 52 Iteration 205Q (5364.119857 sec): 40 clusters Score: Raw -49138332.469705 + Penalty 84573.884239 = -49053758.585466 nChanged 53 Iteration 206Q (5370.434799 sec): 40 clusters Score: Raw -49138333.770637 + Penalty 84573.884239 = -49053759.886397 nChanged 46 Iteration 207Q (5376.736695 sec): 40 clusters Score: Raw -49138334.763047 + Penalty 84573.884239 = -49053760.878807 nChanged 40 Iteration 208Q (5383.078747 sec): 40 clusters Score: Raw -49138335.885747 + Penalty 84573.884239 = -49053762.001507 nChanged 44 Iteration 209Q (5389.516751 sec): 40 clusters Score: Raw -49138337.093060 + Penalty 84573.884239 = -49053763.208821 nChanged 47 Iteration 210Q (5396.058631 sec): 40 clusters Score: Raw -49138337.903353 + Penalty 84573.884239 = -49053764.019113 nChanged 38 Iteration 211Q (5402.215598 sec): 40 clusters Score: Raw -49138338.687427 + Penalty 84573.884239 = -49053764.803187 nChanged 43 Iteration 212Q (5408.635463 sec): 40 clusters Score: Raw -49138339.645401 + Penalty 84573.884239 = -49053765.761162 nChanged 44 Iteration 213Q (5415.020033 sec): 40 clusters Score: Raw -49138340.456388 + Penalty 84573.884239 = -49053766.572148 nChanged 51 Iteration 214Q (5421.427938 sec): 40 clusters Score: Raw -49138341.420942 + Penalty 84573.884239 = -49053767.536703 nChanged 57 Iteration 215Q (5427.806846 sec): 40 clusters Score: Raw -49138342.509943 + Penalty 84573.884239 = -49053768.625704 nChanged 56 Iteration 216Q (5434.277912 sec): 40 clusters Score: Raw -49138343.393042 + Penalty 84573.884239 = -49053769.508803 nChanged 58 Iteration 217Q (5440.919319 sec): 40 clusters Score: Raw -49138344.618774 + Penalty 84573.884239 = -49053770.734535 nChanged 68 Iteration 218Q (5447.500643 sec): 40 clusters Score: Raw -49138346.346915 + Penalty 84573.884239 = -49053772.462676 nChanged 75 Writing temp clu file Because OldScore, -49053770.734535, is greater than current (better) Score,-49053772.462676 Compute initial score before splitting: Score: Raw -49138346.346915 + Penalty 84573.884239 = -49053772.462676 Trying to split cluster 1 (6040 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5447.725864 sec): 2 clusters Score: Raw -501346.826903 + Penalty 1414.750885 = -499932.076018 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5447.770694 sec): 3 clusters Score: Raw -498201.774323 + Penalty 2829.501770 = -495372.272554 nChanged 2414 SP:Iteration 1F (5447.831729 sec): 3 clusters Score: Raw -499526.787111 + Penalty 2829.501770 = -496697.285342 nChanged 437 SP:Iteration 2F (5447.877674 sec): 3 clusters Score: Raw -499830.604755 + Penalty 2829.501770 = -497001.102985 nChanged 394 SP:Iteration 3F (5447.942572 sec): 3 clusters Score: Raw -500084.113612 + Penalty 2829.501770 = -497254.611843 nChanged 327 SP:Iteration 4F (5447.982378 sec): 3 clusters Score: Raw -500324.254880 + Penalty 2829.501770 = -497494.753110 nChanged 300 SP:Iteration 5Q (5448.041467 sec): 3 clusters Score: Raw -500575.745317 + Penalty 2829.501770 = -497746.243547 nChanged 315 SP:Iteration 6F (5448.089139 sec): 3 clusters Score: Raw -500855.023506 + Penalty 2829.501770 = -498025.521737 nChanged 306 SP:Iteration 7F (5448.151310 sec): 3 clusters Score: Raw -501160.733709 + Penalty 2829.501770 = -498331.231940 nChanged 299 SP:Iteration 8Q (5448.209976 sec): 3 clusters Score: Raw -501502.307401 + Penalty 2829.501770 = -498672.805632 nChanged 291 SP:Iteration 9Q (5448.257316 sec): 3 clusters Score: Raw -501810.305309 + Penalty 2829.501770 = -498980.803540 nChanged 217 SP:Iteration 10Q (5448.306589 sec): 3 clusters Score: Raw -501970.059078 + Penalty 2829.501770 = -499140.557309 nChanged 144 SP:Iteration 11Q (5448.375458 sec): 3 clusters Score: Raw -502049.539554 + Penalty 2829.501770 = -499220.037784 nChanged 94 SP:Iteration 12Q (5448.424444 sec): 3 clusters Score: Raw -502102.537929 + Penalty 2829.501770 = -499273.036159 nChanged 85 SP:Iteration 13Q (5448.476991 sec): 3 clusters Score: Raw -502152.505673 + Penalty 2829.501770 = -499323.003903 nChanged 76 SP:Iteration 14Q (5448.524430 sec): 3 clusters Score: Raw -502189.669008 + Penalty 2829.501770 = -499360.167238 nChanged 57 SP:Iteration 15Q (5448.581663 sec): 3 clusters Score: Raw -502218.786391 + Penalty 2829.501770 = -499389.284622 nChanged 52 SP:Iteration 16Q (5448.624158 sec): 3 clusters Score: Raw -502253.915190 + Penalty 2829.501770 = -499424.413421 nChanged 65 SP:Iteration 17Q (5448.687849 sec): 3 clusters Score: Raw -502300.505582 + Penalty 2829.501770 = -499471.003812 nChanged 85 SP:Iteration 18Q (5448.732530 sec): 3 clusters Score: Raw -502366.481834 + Penalty 2829.501770 = -499536.980064 nChanged 96 SP:Iteration 19Q (5448.781858 sec): 3 clusters Score: Raw -502441.397652 + Penalty 2829.501770 = -499611.895882 nChanged 97 SP:Iteration 20F (5448.844990 sec): 3 clusters Score: Raw -502516.210066 + Penalty 2829.501770 = -499686.708296 nChanged 90 SP:Iteration 21Q (5448.902638 sec): 3 clusters Score: Raw -502595.287510 + Penalty 2829.501770 = -499765.785741 nChanged 93 SP:Iteration 22Q (5448.948710 sec): 3 clusters Score: Raw -502677.830930 + Penalty 2829.501770 = -499848.329161 nChanged 84 SP:Iteration 23Q (5448.994499 sec): 3 clusters Score: Raw -502754.276863 + Penalty 2829.501770 = -499924.775094 nChanged 82 SP:Iteration 24Q (5449.054709 sec): 3 clusters Score: Raw -502826.315894 + Penalty 2829.501770 = -499996.814125 nChanged 75 SP:Iteration 25Q (5449.109790 sec): 3 clusters Score: Raw -502887.413574 + Penalty 2829.501770 = -500057.911805 nChanged 56 SP:Iteration 26Q (5449.164490 sec): 3 clusters Score: Raw -502918.638144 + Penalty 2829.501770 = -500089.136374 nChanged 37 SP:Iteration 27Q (5449.216481 sec): 3 clusters Score: Raw -502935.498044 + Penalty 2829.501770 = -500105.996274 nChanged 31 SP:Iteration 28Q (5449.260497 sec): 3 clusters Score: Raw -502946.095870 + Penalty 2829.501770 = -500116.594101 nChanged 17 SP:Iteration 29Q (5449.308704 sec): 3 clusters Score: Raw -502950.893829 + Penalty 2829.501770 = -500121.392060 nChanged 7 SP:Iteration 30Q (5449.358057 sec): 3 clusters Score: Raw -502952.368734 + Penalty 2829.501770 = -500122.866964 nChanged 3 SP:Iteration 31Q (5449.412462 sec): 3 clusters Score: Raw -502952.884026 + Penalty 2829.501770 = -500123.382256 nChanged 2 SP:Iteration 32Q (5449.469753 sec): 3 clusters Score: Raw -502953.115966 + Penalty 2829.501770 = -500123.614197 nChanged 0 SP:Iteration 33F (5449.514393 sec): 3 clusters Score: Raw -502953.115966 + Penalty 2829.501770 = -500123.614197 nChanged 0 Score: Raw -49139954.198627 + Penalty 86742.445374 = -49053211.753253 Splitting cluster 1 changes total score from -49053772.462676 to -49053211.753253 So it's not getting split. Trying to split cluster 2 (2505 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5465.749044 sec): 2 clusters Score: Raw -210697.550656 + Penalty 1271.732152 = -209425.818503 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5465.804521 sec): 3 clusters Score: Raw -209562.527307 + Penalty 2543.464304 = -207019.063003 nChanged 889 SP:Iteration 1F (5465.853055 sec): 3 clusters Score: Raw -210045.806656 + Penalty 2543.464304 = -207502.342351 nChanged 179 SP:Iteration 2F (5465.893167 sec): 3 clusters Score: Raw -210168.706714 + Penalty 2543.464304 = -207625.242409 nChanged 145 SP:Iteration 3F (5465.948336 sec): 3 clusters Score: Raw -210280.955433 + Penalty 2543.464304 = -207737.491128 nChanged 108 SP:Iteration 4Q (5465.986025 sec): 3 clusters Score: Raw -210336.664395 + Penalty 2543.464304 = -207793.200091 nChanged 68 SP:Iteration 5Q (5466.043128 sec): 3 clusters Score: Raw -210371.708716 + Penalty 2543.464304 = -207828.244411 nChanged 52 SP:Iteration 6Q (5466.093388 sec): 3 clusters Score: Raw -210404.175882 + Penalty 2543.464304 = -207860.711578 nChanged 63 SP:Iteration 7Q (5466.138028 sec): 3 clusters Score: Raw -210440.153528 + Penalty 2543.464304 = -207896.689223 nChanged 55 SP:Iteration 8Q (5466.186639 sec): 3 clusters Score: Raw -210474.142057 + Penalty 2543.464304 = -207930.677753 nChanged 45 SP:Iteration 9Q (5466.227982 sec): 3 clusters Score: Raw -210498.479755 + Penalty 2543.464304 = -207955.015450 nChanged 42 SP:Iteration 10Q (5466.281519 sec): 3 clusters Score: Raw -210521.287203 + Penalty 2543.464304 = -207977.822899 nChanged 47 SP:Iteration 11Q (5466.325798 sec): 3 clusters Score: Raw -210546.910580 + Penalty 2543.464304 = -208003.446276 nChanged 40 SP:Iteration 12Q (5466.371219 sec): 3 clusters Score: Raw -210570.977792 + Penalty 2543.464304 = -208027.513488 nChanged 39 SP:Iteration 13Q (5466.420321 sec): 3 clusters Score: Raw -210594.173541 + Penalty 2543.464304 = -208050.709237 nChanged 31 SP:Iteration 14Q (5466.462678 sec): 3 clusters Score: Raw -210609.677247 + Penalty 2543.464304 = -208066.212942 nChanged 27 SP:Iteration 15Q (5466.508752 sec): 3 clusters Score: Raw -210622.653524 + Penalty 2543.464304 = -208079.189220 nChanged 28 SP:Iteration 16Q (5466.560276 sec): 3 clusters Score: Raw -210637.113621 + Penalty 2543.464304 = -208093.649317 nChanged 36 SP:Iteration 17Q (5466.611941 sec): 3 clusters Score: Raw -210663.475424 + Penalty 2543.464304 = -208120.011120 nChanged 43 SP:Iteration 18Q (5466.661319 sec): 3 clusters Score: Raw -210686.709157 + Penalty 2543.464304 = -208143.244852 nChanged 28 SP:Iteration 19Q (5466.716612 sec): 3 clusters Score: Raw -210703.174401 + Penalty 2543.464304 = -208159.710096 nChanged 28 SP:Iteration 20F (5466.768813 sec): 3 clusters Score: Raw -210721.208716 + Penalty 2543.464304 = -208177.744412 nChanged 31 SP:Iteration 21Q (5466.814493 sec): 3 clusters Score: Raw -210739.550354 + Penalty 2543.464304 = -208196.086050 nChanged 24 SP:Iteration 22Q (5466.854486 sec): 3 clusters Score: Raw -210757.653259 + Penalty 2543.464304 = -208214.188954 nChanged 32 SP:Iteration 23Q (5466.903541 sec): 3 clusters Score: Raw -210781.838955 + Penalty 2543.464304 = -208238.374651 nChanged 35 SP:Iteration 24Q (5466.956568 sec): 3 clusters Score: Raw -210804.816804 + Penalty 2543.464304 = -208261.352500 nChanged 20 SP:Iteration 25Q (5466.985720 sec): 3 clusters Score: Raw -210822.627035 + Penalty 2543.464304 = -208279.162731 nChanged 25 SP:Iteration 26Q (5467.026312 sec): 3 clusters Score: Raw -210839.343829 + Penalty 2543.464304 = -208295.879524 nChanged 17 SP:Iteration 27Q (5467.070571 sec): 3 clusters Score: Raw -210852.251293 + Penalty 2543.464304 = -208308.786989 nChanged 12 SP:Iteration 28Q (5467.120094 sec): 3 clusters Score: Raw -210859.014450 + Penalty 2543.464304 = -208315.550146 nChanged 8 SP:Iteration 29Q (5467.162110 sec): 3 clusters Score: Raw -210863.831089 + Penalty 2543.464304 = -208320.366785 nChanged 8 SP:Iteration 30Q (5467.203381 sec): 3 clusters Score: Raw -210867.424963 + Penalty 2543.464304 = -208323.960659 nChanged 8 SP:Iteration 31Q (5467.251124 sec): 3 clusters Score: Raw -210873.945362 + Penalty 2543.464304 = -208330.481058 nChanged 7 SP:Iteration 32Q (5467.295504 sec): 3 clusters Score: Raw -210878.233392 + Penalty 2543.464304 = -208334.769087 nChanged 4 SP:Iteration 33Q (5467.335245 sec): 3 clusters Score: Raw -210881.683566 + Penalty 2543.464304 = -208338.219262 nChanged 6 SP:Iteration 34Q (5467.390723 sec): 3 clusters Score: Raw -210886.303506 + Penalty 2543.464304 = -208342.839202 nChanged 4 SP:Iteration 35Q (5467.430502 sec): 3 clusters Score: Raw -210888.029246 + Penalty 2543.464304 = -208344.564941 nChanged 2 SP:Iteration 36Q (5467.488012 sec): 3 clusters Score: Raw -210888.589740 + Penalty 2543.464304 = -208345.125436 nChanged 0 SP:Iteration 37F (5467.527113 sec): 3 clusters Score: Raw -210888.589740 + Penalty 2543.464304 = -208345.125436 nChanged 0 Trying to split cluster 3 (32490 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5467.594830 sec): 2 clusters Score: Raw -2723370.962777 + Penalty 1688.161740 = -2721682.801037 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5467.700707 sec): 3 clusters Score: Raw -2703462.708487 + Penalty 3376.323479 = -2700086.385008 nChanged 14857 SP:Iteration 1F (5467.792753 sec): 3 clusters Score: Raw -2711720.619408 + Penalty 3376.323479 = -2708344.295929 nChanged 1613 SP:Iteration 2Q (5467.890379 sec): 3 clusters Score: Raw -2712349.534494 + Penalty 3376.323479 = -2708973.211015 nChanged 1605 SP:Iteration 3Q (5467.984031 sec): 3 clusters Score: Raw -2713122.179488 + Penalty 3376.323479 = -2709745.856008 nChanged 1739 SP:Iteration 4F (5468.085555 sec): 3 clusters Score: Raw -2714121.566745 + Penalty 3376.323479 = -2710745.243265 nChanged 1898 SP:Iteration 5F (5468.187065 sec): 3 clusters Score: Raw -2715441.824418 + Penalty 3376.323479 = -2712065.500939 nChanged 2116 SP:Iteration 6F (5468.283268 sec): 3 clusters Score: Raw -2716955.733044 + Penalty 3376.323479 = -2713579.409565 nChanged 2062 SP:Iteration 7F (5468.383943 sec): 3 clusters Score: Raw -2718397.548943 + Penalty 3376.323479 = -2715021.225464 nChanged 1890 SP:Iteration 8F (5468.480082 sec): 3 clusters Score: Raw -2719583.886213 + Penalty 3376.323479 = -2716207.562734 nChanged 1530 SP:Iteration 9Q (5468.589776 sec): 3 clusters Score: Raw -2720479.461626 + Penalty 3376.323479 = -2717103.138147 nChanged 1216 SP:Iteration 10Q (5468.686844 sec): 3 clusters Score: Raw -2721055.555905 + Penalty 3376.323479 = -2717679.232426 nChanged 893 SP:Iteration 11Q (5468.787788 sec): 3 clusters Score: Raw -2721452.260472 + Penalty 3376.323479 = -2718075.936992 nChanged 746 SP:Iteration 12Q (5468.885794 sec): 3 clusters Score: Raw -2721760.508941 + Penalty 3376.323479 = -2718384.185462 nChanged 649 SP:Iteration 13Q (5468.984442 sec): 3 clusters Score: Raw -2722005.405446 + Penalty 3376.323479 = -2718629.081967 nChanged 588 SP:Iteration 14Q (5469.087361 sec): 3 clusters Score: Raw -2722225.037101 + Penalty 3376.323479 = -2718848.713622 nChanged 507 SP:Iteration 15Q (5469.172345 sec): 3 clusters Score: Raw -2722400.807855 + Penalty 3376.323479 = -2719024.484376 nChanged 452 SP:Iteration 16Q (5469.273699 sec): 3 clusters Score: Raw -2722542.929626 + Penalty 3376.323479 = -2719166.606147 nChanged 381 SP:Iteration 17Q (5469.368748 sec): 3 clusters Score: Raw -2722652.605919 + Penalty 3376.323479 = -2719276.282440 nChanged 353 SP:Iteration 18Q (5469.460362 sec): 3 clusters Score: Raw -2722749.432272 + Penalty 3376.323479 = -2719373.108793 nChanged 320 SP:Iteration 19Q (5469.556916 sec): 3 clusters Score: Raw -2722829.870786 + Penalty 3376.323479 = -2719453.547306 nChanged 290 SP:Iteration 20F (5469.650325 sec): 3 clusters Score: Raw -2722899.643350 + Penalty 3376.323479 = -2719523.319870 nChanged 271 SP:Iteration 21Q (5469.760105 sec): 3 clusters Score: Raw -2722961.502590 + Penalty 3376.323479 = -2719585.179110 nChanged 224 SP:Iteration 22Q (5469.851173 sec): 3 clusters Score: Raw -2723008.164842 + Penalty 3376.323479 = -2719631.841363 nChanged 229 SP:Iteration 23Q (5469.946918 sec): 3 clusters Score: Raw -2723054.064929 + Penalty 3376.323479 = -2719677.741450 nChanged 226 SP:Iteration 24Q (5470.045343 sec): 3 clusters Score: Raw -2723095.613379 + Penalty 3376.323479 = -2719719.289899 nChanged 201 SP:Iteration 25Q (5470.159065 sec): 3 clusters Score: Raw -2723128.186315 + Penalty 3376.323479 = -2719751.862835 nChanged 175 SP:Iteration 26Q (5470.260869 sec): 3 clusters Score: Raw -2723154.937426 + Penalty 3376.323479 = -2719778.613947 nChanged 173 SP:Iteration 27Q (5470.363103 sec): 3 clusters Score: Raw -2723181.527181 + Penalty 3376.323479 = -2719805.203702 nChanged 189 SP:Iteration 28Q (5470.453660 sec): 3 clusters Score: Raw -2723212.645131 + Penalty 3376.323479 = -2719836.321652 nChanged 192 SP:Iteration 29Q (5470.545421 sec): 3 clusters Score: Raw -2723244.121938 + Penalty 3376.323479 = -2719867.798459 nChanged 170 SP:Iteration 30Q (5470.652943 sec): 3 clusters Score: Raw -2723272.868236 + Penalty 3376.323479 = -2719896.544757 nChanged 162 SP:Iteration 31Q (5470.739870 sec): 3 clusters Score: Raw -2723300.933472 + Penalty 3376.323479 = -2719924.609993 nChanged 175 SP:Iteration 32Q (5470.833561 sec): 3 clusters Score: Raw -2723331.609734 + Penalty 3376.323479 = -2719955.286255 nChanged 160 SP:Iteration 33Q (5470.943185 sec): 3 clusters Score: Raw -2723361.107966 + Penalty 3376.323479 = -2719984.784486 nChanged 168 SP:Iteration 34Q (5471.038258 sec): 3 clusters Score: Raw -2723397.124235 + Penalty 3376.323479 = -2720020.800756 nChanged 179 SP:Iteration 35Q (5471.127167 sec): 3 clusters Score: Raw -2723438.276075 + Penalty 3376.323479 = -2720061.952595 nChanged 164 SP:Iteration 36Q (5471.229886 sec): 3 clusters Score: Raw -2723485.834071 + Penalty 3376.323479 = -2720109.510591 nChanged 164 SP:Iteration 37Q (5471.324995 sec): 3 clusters Score: Raw -2723530.475555 + Penalty 3376.323479 = -2720154.152076 nChanged 154 SP:Iteration 38Q (5471.418080 sec): 3 clusters Score: Raw -2723563.965449 + Penalty 3376.323479 = -2720187.641969 nChanged 139 SP:Iteration 39Q (5471.508290 sec): 3 clusters Score: Raw -2723593.348938 + Penalty 3376.323479 = -2720217.025459 nChanged 153 SP:Iteration 40F (5471.607745 sec): 3 clusters Score: Raw -2723634.835511 + Penalty 3376.323479 = -2720258.512031 nChanged 156 SP:Iteration 41Q (5471.704019 sec): 3 clusters Score: Raw -2723678.254957 + Penalty 3376.323479 = -2720301.931478 nChanged 160 SP:Iteration 42Q (5471.801709 sec): 3 clusters Score: Raw -2723730.298176 + Penalty 3376.323479 = -2720353.974697 nChanged 139 SP:Iteration 43Q (5471.898257 sec): 3 clusters Score: Raw -2723772.400001 + Penalty 3376.323479 = -2720396.076521 nChanged 136 SP:Iteration 44Q (5471.992096 sec): 3 clusters Score: Raw -2723807.901619 + Penalty 3376.323479 = -2720431.578139 nChanged 139 SP:Iteration 45Q (5472.085022 sec): 3 clusters Score: Raw -2723839.504617 + Penalty 3376.323479 = -2720463.181137 nChanged 116 SP:Iteration 46Q (5472.182089 sec): 3 clusters Score: Raw -2723864.517497 + Penalty 3376.323479 = -2720488.194018 nChanged 126 SP:Iteration 47Q (5472.274445 sec): 3 clusters Score: Raw -2723891.844122 + Penalty 3376.323479 = -2720515.520643 nChanged 111 SP:Iteration 48Q (5472.358089 sec): 3 clusters Score: Raw -2723910.490977 + Penalty 3376.323479 = -2720534.167497 nChanged 80 SP:Iteration 49Q (5472.450446 sec): 3 clusters Score: Raw -2723921.305082 + Penalty 3376.323479 = -2720544.981603 nChanged 79 SP:Iteration 50Q (5472.555429 sec): 3 clusters Score: Raw -2723931.136648 + Penalty 3376.323479 = -2720554.813168 nChanged 86 SP:Iteration 51Q (5472.639146 sec): 3 clusters Score: Raw -2723943.166073 + Penalty 3376.323479 = -2720566.842594 nChanged 74 SP:Iteration 52Q (5472.743235 sec): 3 clusters Score: Raw -2723954.146212 + Penalty 3376.323479 = -2720577.822732 nChanged 58 SP:Iteration 53Q (5472.839822 sec): 3 clusters Score: Raw -2723962.104241 + Penalty 3376.323479 = -2720585.780762 nChanged 52 SP:Iteration 54Q (5472.923681 sec): 3 clusters Score: Raw -2723967.908314 + Penalty 3376.323479 = -2720591.584835 nChanged 50 SP:Iteration 55Q (5473.016965 sec): 3 clusters Score: Raw -2723973.328351 + Penalty 3376.323479 = -2720597.004871 nChanged 46 SP:Iteration 56Q (5473.101655 sec): 3 clusters Score: Raw -2723977.007290 + Penalty 3376.323479 = -2720600.683811 nChanged 37 SP:Iteration 57Q (5473.203342 sec): 3 clusters Score: Raw -2723979.597496 + Penalty 3376.323479 = -2720603.274017 nChanged 27 SP:Iteration 58Q (5473.285051 sec): 3 clusters Score: Raw -2723981.465464 + Penalty 3376.323479 = -2720605.141985 nChanged 23 SP:Iteration 59Q (5473.377425 sec): 3 clusters Score: Raw -2723983.120837 + Penalty 3376.323479 = -2720606.797358 nChanged 20 SP:Iteration 60F (5473.486219 sec): 3 clusters Score: Raw -2723984.160184 + Penalty 3376.323479 = -2720607.836704 nChanged 16 SP:Iteration 61Q (5473.578777 sec): 3 clusters Score: Raw -2723984.783567 + Penalty 3376.323479 = -2720608.460087 nChanged 7 SP:Iteration 62Q (5473.679013 sec): 3 clusters Score: Raw -2723985.007410 + Penalty 3376.323479 = -2720608.683930 nChanged 6 SP:Iteration 63Q (5473.774038 sec): 3 clusters Score: Raw -2723985.299330 + Penalty 3376.323479 = -2720608.975851 nChanged 4 SP:Iteration 64Q (5473.868038 sec): 3 clusters Score: Raw -2723985.460336 + Penalty 3376.323479 = -2720609.136856 nChanged 5 SP:Iteration 65Q (5473.968354 sec): 3 clusters Score: Raw -2723985.688532 + Penalty 3376.323479 = -2720609.365052 nChanged 8 SP:Iteration 66Q (5474.068562 sec): 3 clusters Score: Raw -2723986.106688 + Penalty 3376.323479 = -2720609.783208 nChanged 8 SP:Iteration 67Q (5474.159108 sec): 3 clusters Score: Raw -2723986.572416 + Penalty 3376.323479 = -2720610.248937 nChanged 6 SP:Iteration 68Q (5474.263591 sec): 3 clusters Score: Raw -2723986.962620 + Penalty 3376.323479 = -2720610.639140 nChanged 5 SP:Iteration 69Q (5474.359196 sec): 3 clusters Score: Raw -2723987.403507 + Penalty 3376.323479 = -2720611.080028 nChanged 8 SP:Iteration 70Q (5474.454561 sec): 3 clusters Score: Raw -2723987.773447 + Penalty 3376.323479 = -2720611.449967 nChanged 7 SP:Iteration 71Q (5474.557889 sec): 3 clusters Score: Raw -2723988.100720 + Penalty 3376.323479 = -2720611.777241 nChanged 5 SP:Iteration 72Q (5474.652372 sec): 3 clusters Score: Raw -2723988.337154 + Penalty 3376.323479 = -2720612.013675 nChanged 4 SP:Iteration 73Q (5474.745885 sec): 3 clusters Score: Raw -2723988.734308 + Penalty 3376.323479 = -2720612.410829 nChanged 4 SP:Iteration 74Q (5474.842963 sec): 3 clusters Score: Raw -2723989.041132 + Penalty 3376.323479 = -2720612.717653 nChanged 6 SP:Iteration 75Q (5474.936023 sec): 3 clusters Score: Raw -2723989.407902 + Penalty 3376.323479 = -2720613.084423 nChanged 7 SP:Iteration 76Q (5475.033085 sec): 3 clusters Score: Raw -2723989.632626 + Penalty 3376.323479 = -2720613.309147 nChanged 2 SP:Iteration 77Q (5475.121393 sec): 3 clusters Score: Raw -2723989.750833 + Penalty 3376.323479 = -2720613.427354 nChanged 8 SP:Iteration 78Q (5475.223225 sec): 3 clusters Score: Raw -2723990.438067 + Penalty 3376.323479 = -2720614.114588 nChanged 15 SP:Iteration 79Q (5475.320255 sec): 3 clusters Score: Raw -2723991.515216 + Penalty 3376.323479 = -2720615.191737 nChanged 17 SP:Iteration 80F (5475.421085 sec): 3 clusters Score: Raw -2723992.695370 + Penalty 3376.323479 = -2720616.371891 nChanged 14 SP:Iteration 81Q (5475.509707 sec): 3 clusters Score: Raw -2723993.685066 + Penalty 3376.323479 = -2720617.361586 nChanged 15 SP:Iteration 82Q (5475.612789 sec): 3 clusters Score: Raw -2723994.619068 + Penalty 3376.323479 = -2720618.295589 nChanged 16 SP:Iteration 83Q (5475.701470 sec): 3 clusters Score: Raw -2723995.529124 + Penalty 3376.323479 = -2720619.205645 nChanged 11 SP:Iteration 84Q (5475.803846 sec): 3 clusters Score: Raw -2723996.084181 + Penalty 3376.323479 = -2720619.760702 nChanged 8 SP:Iteration 85Q (5475.904927 sec): 3 clusters Score: Raw -2723996.607397 + Penalty 3376.323479 = -2720620.283918 nChanged 11 SP:Iteration 86Q (5475.998513 sec): 3 clusters Score: Raw -2723997.168434 + Penalty 3376.323479 = -2720620.844955 nChanged 14 SP:Iteration 87Q (5476.096865 sec): 3 clusters Score: Raw -2723997.828546 + Penalty 3376.323479 = -2720621.505066 nChanged 9 SP:Iteration 88Q (5476.191905 sec): 3 clusters Score: Raw -2723998.237743 + Penalty 3376.323479 = -2720621.914263 nChanged 10 SP:Iteration 89Q (5476.292048 sec): 3 clusters Score: Raw -2723998.748034 + Penalty 3376.323479 = -2720622.424555 nChanged 10 SP:Iteration 90Q (5476.378767 sec): 3 clusters Score: Raw -2723999.354760 + Penalty 3376.323479 = -2720623.031281 nChanged 11 SP:Iteration 91Q (5476.486044 sec): 3 clusters Score: Raw -2724000.213037 + Penalty 3376.323479 = -2720623.889557 nChanged 19 SP:Iteration 92Q (5476.574922 sec): 3 clusters Score: Raw -2724001.755980 + Penalty 3376.323479 = -2720625.432501 nChanged 9 SP:Iteration 93Q (5476.675984 sec): 3 clusters Score: Raw -2724002.234205 + Penalty 3376.323479 = -2720625.910726 nChanged 1 SP:Iteration 94Q (5476.763640 sec): 3 clusters Score: Raw -2724002.271649 + Penalty 3376.323479 = -2720625.948170 nChanged 1 SP:Iteration 95Q (5476.849893 sec): 3 clusters Score: Raw -2724002.285647 + Penalty 3376.323479 = -2720625.962167 nChanged 1 SP:Iteration 96Q (5476.941470 sec): 3 clusters Score: Raw -2724002.374931 + Penalty 3376.323479 = -2720626.051451 nChanged 1 SP:Iteration 97Q (5477.022325 sec): 3 clusters Score: Raw -2724002.408978 + Penalty 3376.323479 = -2720626.085498 nChanged 0 SP:Iteration 98F (5477.134324 sec): 3 clusters Score: Raw -2724002.408978 + Penalty 3376.323479 = -2720626.085498 nChanged 0 Trying to split cluster 4 (45729 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5477.220807 sec): 2 clusters Score: Raw -3857657.191960 + Penalty 1743.704292 = -3855913.487668 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5477.340696 sec): 3 clusters Score: Raw -3828512.517920 + Penalty 3487.408583 = -3825025.109337 nChanged 21574 SP:Iteration 1F (5477.460476 sec): 3 clusters Score: Raw -3840886.254548 + Penalty 3487.408583 = -3837398.845965 nChanged 2025 SP:Iteration 2Q (5477.593912 sec): 3 clusters Score: Raw -3841612.352501 + Penalty 3487.408583 = -3838124.943917 nChanged 2063 SP:Iteration 3Q (5477.727970 sec): 3 clusters Score: Raw -3842430.806831 + Penalty 3487.408583 = -3838943.398247 nChanged 2178 SP:Iteration 4Q (5477.854373 sec): 3 clusters Score: Raw -3843453.655762 + Penalty 3487.408583 = -3839966.247179 nChanged 2344 SP:Iteration 5F (5477.972443 sec): 3 clusters Score: Raw -3844735.870216 + Penalty 3487.408583 = -3841248.461632 nChanged 2414 SP:Iteration 6F (5478.089148 sec): 3 clusters Score: Raw -3846176.973107 + Penalty 3487.408583 = -3842689.564524 nChanged 2475 SP:Iteration 7F (5478.218069 sec): 3 clusters Score: Raw -3847726.816460 + Penalty 3487.408583 = -3844239.407877 nChanged 2527 SP:Iteration 8F (5478.334837 sec): 3 clusters Score: Raw -3849342.112206 + Penalty 3487.408583 = -3845854.703623 nChanged 2484 SP:Iteration 9F (5478.466153 sec): 3 clusters Score: Raw -3850907.891235 + Penalty 3487.408583 = -3847420.482652 nChanged 2325 SP:Iteration 10F (5478.584381 sec): 3 clusters Score: Raw -3852407.878061 + Penalty 3487.408583 = -3848920.469478 nChanged 2102 SP:Iteration 11Q (5478.710958 sec): 3 clusters Score: Raw -3853721.036487 + Penalty 3487.408583 = -3850233.627904 nChanged 1768 SP:Iteration 12Q (5478.843036 sec): 3 clusters Score: Raw -3854780.069183 + Penalty 3487.408583 = -3851292.660600 nChanged 1448 SP:Iteration 13Q (5478.965784 sec): 3 clusters Score: Raw -3855558.131548 + Penalty 3487.408583 = -3852070.722965 nChanged 1145 SP:Iteration 14Q (5479.084168 sec): 3 clusters Score: Raw -3856131.918656 + Penalty 3487.408583 = -3852644.510072 nChanged 1013 SP:Iteration 15Q (5479.200277 sec): 3 clusters Score: Raw -3856630.786289 + Penalty 3487.408583 = -3853143.377706 nChanged 801 SP:Iteration 16Q (5479.316287 sec): 3 clusters Score: Raw -3857007.301845 + Penalty 3487.408583 = -3853519.893262 nChanged 672 SP:Iteration 17Q (5479.428953 sec): 3 clusters Score: Raw -3857315.476953 + Penalty 3487.408583 = -3853828.068370 nChanged 504 SP:Iteration 18Q (5479.542153 sec): 3 clusters Score: Raw -3857522.765178 + Penalty 3487.408583 = -3854035.356595 nChanged 387 SP:Iteration 19Q (5479.655457 sec): 3 clusters Score: Raw -3857676.539161 + Penalty 3487.408583 = -3854189.130577 nChanged 311 SP:Iteration 20F (5479.769633 sec): 3 clusters Score: Raw -3857789.654282 + Penalty 3487.408583 = -3854302.245699 nChanged 241 SP:Iteration 21Q (5479.886274 sec): 3 clusters Score: Raw -3857875.637238 + Penalty 3487.408583 = -3854388.228654 nChanged 176 SP:Iteration 22Q (5479.961605 sec): 3 clusters Score: Raw -3857930.202758 + Penalty 3487.408583 = -3854442.794175 nChanged 153 SP:Iteration 23Q (5480.071238 sec): 3 clusters Score: Raw -3857978.216496 + Penalty 3487.408583 = -3854490.807912 nChanged 124 SP:Iteration 24Q (5480.169293 sec): 3 clusters Score: Raw -3858014.594981 + Penalty 3487.408583 = -3854527.186398 nChanged 103 SP:Iteration 25Q (5480.274372 sec): 3 clusters Score: Raw -3858045.826826 + Penalty 3487.408583 = -3854558.418242 nChanged 99 SP:Iteration 26Q (5480.392701 sec): 3 clusters Score: Raw -3858077.941318 + Penalty 3487.408583 = -3854590.532734 nChanged 94 SP:Iteration 27Q (5480.497828 sec): 3 clusters Score: Raw -3858106.477537 + Penalty 3487.408583 = -3854619.068954 nChanged 77 SP:Iteration 28Q (5480.594793 sec): 3 clusters Score: Raw -3858127.206211 + Penalty 3487.408583 = -3854639.797627 nChanged 51 SP:Iteration 29Q (5480.702465 sec): 3 clusters Score: Raw -3858140.375044 + Penalty 3487.408583 = -3854652.966460 nChanged 36 SP:Iteration 30Q (5480.802920 sec): 3 clusters Score: Raw -3858149.068992 + Penalty 3487.408583 = -3854661.660408 nChanged 27 SP:Iteration 31Q (5480.923121 sec): 3 clusters Score: Raw -3858154.075108 + Penalty 3487.408583 = -3854666.666525 nChanged 25 SP:Iteration 32Q (5481.028750 sec): 3 clusters Score: Raw -3858160.103626 + Penalty 3487.408583 = -3854672.695043 nChanged 22 SP:Iteration 33Q (5481.135592 sec): 3 clusters Score: Raw -3858166.038563 + Penalty 3487.408583 = -3854678.629980 nChanged 20 SP:Iteration 34Q (5481.232645 sec): 3 clusters Score: Raw -3858170.521316 + Penalty 3487.408583 = -3854683.112733 nChanged 11 SP:Iteration 35Q (5481.341178 sec): 3 clusters Score: Raw -3858172.552952 + Penalty 3487.408583 = -3854685.144368 nChanged 9 SP:Iteration 36Q (5481.441681 sec): 3 clusters Score: Raw -3858174.699393 + Penalty 3487.408583 = -3854687.290809 nChanged 12 SP:Iteration 37Q (5481.548777 sec): 3 clusters Score: Raw -3858177.631883 + Penalty 3487.408583 = -3854690.223300 nChanged 11 SP:Iteration 38Q (5481.662453 sec): 3 clusters Score: Raw -3858180.473610 + Penalty 3487.408583 = -3854693.065027 nChanged 14 SP:Iteration 39Q (5481.759230 sec): 3 clusters Score: Raw -3858183.182492 + Penalty 3487.408583 = -3854695.773909 nChanged 6 SP:Iteration 40F (5481.879694 sec): 3 clusters Score: Raw -3858184.643009 + Penalty 3487.408583 = -3854697.234426 nChanged 8 SP:Iteration 41Q (5481.996929 sec): 3 clusters Score: Raw -3858186.500466 + Penalty 3487.408583 = -3854699.091883 nChanged 10 SP:Iteration 42Q (5482.100256 sec): 3 clusters Score: Raw -3858188.555686 + Penalty 3487.408583 = -3854701.147103 nChanged 7 SP:Iteration 43Q (5482.202821 sec): 3 clusters Score: Raw -3858190.406320 + Penalty 3487.408583 = -3854702.997736 nChanged 11 SP:Iteration 44Q (5482.305759 sec): 3 clusters Score: Raw -3858192.936221 + Penalty 3487.408583 = -3854705.527638 nChanged 16 SP:Iteration 45Q (5482.413408 sec): 3 clusters Score: Raw -3858197.540279 + Penalty 3487.408583 = -3854710.131696 nChanged 14 SP:Iteration 46Q (5482.521857 sec): 3 clusters Score: Raw -3858200.805987 + Penalty 3487.408583 = -3854713.397404 nChanged 10 SP:Iteration 47Q (5482.628179 sec): 3 clusters Score: Raw -3858202.257006 + Penalty 3487.408583 = -3854714.848423 nChanged 6 SP:Iteration 48Q (5482.728099 sec): 3 clusters Score: Raw -3858203.166563 + Penalty 3487.408583 = -3854715.757980 nChanged 3 SP:Iteration 49Q (5482.840603 sec): 3 clusters Score: Raw -3858203.995223 + Penalty 3487.408583 = -3854716.586640 nChanged 1 SP:Iteration 50Q (5482.948985 sec): 3 clusters Score: Raw -3858204.396934 + Penalty 3487.408583 = -3854716.988351 nChanged 3 SP:Iteration 51Q (5483.052793 sec): 3 clusters Score: Raw -3858205.309197 + Penalty 3487.408583 = -3854717.900614 nChanged 5 SP:Iteration 52Q (5483.166454 sec): 3 clusters Score: Raw -3858206.853777 + Penalty 3487.408583 = -3854719.445193 nChanged 6 SP:Iteration 53Q (5483.266243 sec): 3 clusters Score: Raw -3858208.157980 + Penalty 3487.408583 = -3854720.749397 nChanged 8 SP:Iteration 54Q (5483.366330 sec): 3 clusters Score: Raw -3858209.645552 + Penalty 3487.408583 = -3854722.236969 nChanged 7 SP:Iteration 55Q (5483.471237 sec): 3 clusters Score: Raw -3858211.095988 + Penalty 3487.408583 = -3854723.687405 nChanged 6 SP:Iteration 56Q (5483.569163 sec): 3 clusters Score: Raw -3858212.208844 + Penalty 3487.408583 = -3854724.800260 nChanged 3 SP:Iteration 57Q (5483.681201 sec): 3 clusters Score: Raw -3858212.711131 + Penalty 3487.408583 = -3854725.302547 nChanged 2 SP:Iteration 58Q (5483.792389 sec): 3 clusters Score: Raw -3858213.111889 + Penalty 3487.408583 = -3854725.703305 nChanged 3 SP:Iteration 59Q (5483.909346 sec): 3 clusters Score: Raw -3858213.659888 + Penalty 3487.408583 = -3854726.251305 nChanged 2 SP:Iteration 60F (5484.032482 sec): 3 clusters Score: Raw -3858213.993048 + Penalty 3487.408583 = -3854726.584465 nChanged 2 SP:Iteration 61Q (5484.129929 sec): 3 clusters Score: Raw -3858214.649219 + Penalty 3487.408583 = -3854727.240636 nChanged 2 SP:Iteration 62Q (5484.245820 sec): 3 clusters Score: Raw -3858214.985752 + Penalty 3487.408583 = -3854727.577168 nChanged 3 SP:Iteration 63Q (5484.351543 sec): 3 clusters Score: Raw -3858215.374732 + Penalty 3487.408583 = -3854727.966149 nChanged 0 SP:Iteration 64F (5484.466331 sec): 3 clusters Score: Raw -3858215.374732 + Penalty 3487.408583 = -3854727.966149 nChanged 0 Trying to split cluster 5 (1527 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5484.496432 sec): 2 clusters Score: Raw -89627.856522 + Penalty 1191.297300 = -88436.559222 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5484.544378 sec): 3 clusters Score: Raw -89159.474396 + Penalty 2382.594599 = -86776.879797 nChanged 542 SP:Iteration 1F (5484.592463 sec): 3 clusters Score: Raw -89754.349749 + Penalty 2382.594599 = -87371.755150 nChanged 165 SP:Iteration 2F (5484.627374 sec): 3 clusters Score: Raw -90048.746842 + Penalty 2382.594599 = -87666.152243 nChanged 123 SP:Iteration 3F (5484.679241 sec): 3 clusters Score: Raw -90280.491596 + Penalty 2382.594599 = -87897.896997 nChanged 96 SP:Iteration 4F (5484.732212 sec): 3 clusters Score: Raw -90478.261157 + Penalty 2382.594599 = -88095.666558 nChanged 78 SP:Iteration 5F (5484.767123 sec): 3 clusters Score: Raw -90640.454650 + Penalty 2382.594599 = -88257.860051 nChanged 66 SP:Iteration 6Q (5484.813138 sec): 3 clusters Score: Raw -90751.975595 + Penalty 2382.594599 = -88369.380995 nChanged 53 SP:Iteration 7Q (5484.853217 sec): 3 clusters Score: Raw -90810.976565 + Penalty 2382.594599 = -88428.381965 nChanged 35 SP:Iteration 8Q (5484.891156 sec): 3 clusters Score: Raw -90844.198125 + Penalty 2382.594599 = -88461.603525 nChanged 26 SP:Iteration 9Q (5484.931731 sec): 3 clusters Score: Raw -90867.602859 + Penalty 2382.594599 = -88485.008260 nChanged 21 SP:Iteration 10Q (5484.975642 sec): 3 clusters Score: Raw -90883.444766 + Penalty 2382.594599 = -88500.850167 nChanged 14 SP:Iteration 11Q (5485.015298 sec): 3 clusters Score: Raw -90894.544502 + Penalty 2382.594599 = -88511.949903 nChanged 6 SP:Iteration 12Q (5485.052073 sec): 3 clusters Score: Raw -90899.895029 + Penalty 2382.594599 = -88517.300430 nChanged 5 SP:Iteration 13Q (5485.097175 sec): 3 clusters Score: Raw -90903.132315 + Penalty 2382.594599 = -88520.537715 nChanged 6 SP:Iteration 14Q (5485.139526 sec): 3 clusters Score: Raw -90911.353357 + Penalty 2382.594599 = -88528.758758 nChanged 4 SP:Iteration 15Q (5485.185492 sec): 3 clusters Score: Raw -90912.496923 + Penalty 2382.594599 = -88529.902324 nChanged 1 SP:Iteration 16Q (5485.226239 sec): 3 clusters Score: Raw -90912.870606 + Penalty 2382.594599 = -88530.276006 nChanged 0 SP:Iteration 17F (5485.271899 sec): 3 clusters Score: Raw -90912.870606 + Penalty 2382.594599 = -88530.276006 nChanged 0 Score: Raw -49139632.923647 + Penalty 86742.445374 = -49052890.478274 Splitting cluster 5 changes total score from -49053772.462676 to -49052890.478274 So it's not getting split. Trying to split cluster 6 (553 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5501.579977 sec): 2 clusters Score: Raw -42908.989894 + Penalty 1026.245675 = -41882.744218 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5501.625602 sec): 3 clusters Score: Raw -42817.290108 + Penalty 2052.491350 = -40764.798758 nChanged 130 SP:Iteration 1F (5501.659059 sec): 3 clusters Score: Raw -42990.501083 + Penalty 2052.491350 = -40938.009733 nChanged 46 SP:Iteration 2F (5501.702488 sec): 3 clusters Score: Raw -43062.736046 + Penalty 2052.491350 = -41010.244695 nChanged 18 SP:Iteration 3Q (5501.750184 sec): 3 clusters Score: Raw -43083.074853 + Penalty 2052.491350 = -41030.583503 nChanged 11 SP:Iteration 4Q (5501.777748 sec): 3 clusters Score: Raw -43099.260875 + Penalty 2052.491350 = -41046.769525 nChanged 5 SP:Iteration 5Q (5501.830364 sec): 3 clusters Score: Raw -43122.379518 + Penalty 2052.491350 = -41069.888168 nChanged 11 SP:Iteration 6Q (5501.875632 sec): 3 clusters Score: Raw -43138.115792 + Penalty 2052.491350 = -41085.624441 nChanged 11 SP:Iteration 7Q (5501.918461 sec): 3 clusters Score: Raw -43152.325745 + Penalty 2052.491350 = -41099.834395 nChanged 7 SP:Iteration 8Q (5501.970369 sec): 3 clusters Score: Raw -43159.736174 + Penalty 2052.491350 = -41107.244824 nChanged 3 SP:Iteration 9Q (5502.003022 sec): 3 clusters Score: Raw -43162.814077 + Penalty 2052.491350 = -41110.322726 nChanged 2 SP:Iteration 10Q (5502.049148 sec): 3 clusters Score: Raw -43164.243011 + Penalty 2052.491350 = -41111.751660 nChanged 1 SP:Iteration 11Q (5502.092464 sec): 3 clusters Score: Raw -43166.019389 + Penalty 2052.491350 = -41113.528039 nChanged 2 SP:Iteration 12Q (5502.138108 sec): 3 clusters Score: Raw -43167.263692 + Penalty 2052.491350 = -41114.772341 nChanged 0 SP:Iteration 13F (5502.178297 sec): 3 clusters Score: Raw -43167.263692 + Penalty 2052.491350 = -41114.772341 nChanged 0 Trying to split cluster 7 (11950 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5502.217089 sec): 2 clusters Score: Raw -980750.969094 + Penalty 1525.629066 = -979225.340028 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5502.279455 sec): 3 clusters Score: Raw -973841.223493 + Penalty 3051.258131 = -970789.965362 nChanged 5156 SP:Iteration 1F (5502.334936 sec): 3 clusters Score: Raw -976716.337993 + Penalty 3051.258131 = -973665.079862 nChanged 778 SP:Iteration 2F (5502.400039 sec): 3 clusters Score: Raw -977086.824291 + Penalty 3051.258131 = -974035.566160 nChanged 718 SP:Iteration 3F (5502.465011 sec): 3 clusters Score: Raw -977466.267331 + Penalty 3051.258131 = -974415.009200 nChanged 746 SP:Iteration 4F (5502.526187 sec): 3 clusters Score: Raw -977931.831803 + Penalty 3051.258131 = -974880.573672 nChanged 773 SP:Iteration 5F (5502.587918 sec): 3 clusters Score: Raw -978487.200986 + Penalty 3051.258131 = -975435.942855 nChanged 761 SP:Iteration 6F (5502.658197 sec): 3 clusters Score: Raw -979139.037397 + Penalty 3051.258131 = -976087.779266 nChanged 741 SP:Iteration 7F (5502.717514 sec): 3 clusters Score: Raw -979845.763462 + Penalty 3051.258131 = -976794.505331 nChanged 654 SP:Iteration 8F (5502.770186 sec): 3 clusters Score: Raw -980470.099377 + Penalty 3051.258131 = -977418.841246 nChanged 512 SP:Iteration 9Q (5502.832167 sec): 3 clusters Score: Raw -980834.907923 + Penalty 3051.258131 = -977783.649792 nChanged 356 SP:Iteration 10Q (5502.898929 sec): 3 clusters Score: Raw -981061.206407 + Penalty 3051.258131 = -978009.948276 nChanged 260 SP:Iteration 11Q (5502.967069 sec): 3 clusters Score: Raw -981194.634431 + Penalty 3051.258131 = -978143.376300 nChanged 190 SP:Iteration 12Q (5503.020440 sec): 3 clusters Score: Raw -981289.324487 + Penalty 3051.258131 = -978238.066356 nChanged 152 SP:Iteration 13Q (5503.083336 sec): 3 clusters Score: Raw -981347.878716 + Penalty 3051.258131 = -978296.620585 nChanged 113 SP:Iteration 14Q (5503.149583 sec): 3 clusters Score: Raw -981391.508684 + Penalty 3051.258131 = -978340.250553 nChanged 97 SP:Iteration 15Q (5503.212258 sec): 3 clusters Score: Raw -981424.192177 + Penalty 3051.258131 = -978372.934045 nChanged 77 SP:Iteration 16Q (5503.266011 sec): 3 clusters Score: Raw -981446.070189 + Penalty 3051.258131 = -978394.812058 nChanged 55 SP:Iteration 17Q (5503.326577 sec): 3 clusters Score: Raw -981463.160020 + Penalty 3051.258131 = -978411.901889 nChanged 54 SP:Iteration 18Q (5503.392699 sec): 3 clusters Score: Raw -981474.800443 + Penalty 3051.258131 = -978423.542312 nChanged 38 SP:Iteration 19Q (5503.453960 sec): 3 clusters Score: Raw -981482.764365 + Penalty 3051.258131 = -978431.506234 nChanged 44 SP:Iteration 20F (5503.512340 sec): 3 clusters Score: Raw -981495.324937 + Penalty 3051.258131 = -978444.066805 nChanged 55 SP:Iteration 21Q (5503.577417 sec): 3 clusters Score: Raw -981509.638761 + Penalty 3051.258131 = -978458.380630 nChanged 44 SP:Iteration 22Q (5503.635412 sec): 3 clusters Score: Raw -981520.666652 + Penalty 3051.258131 = -978469.408521 nChanged 41 SP:Iteration 23Q (5503.704065 sec): 3 clusters Score: Raw -981530.285643 + Penalty 3051.258131 = -978479.027512 nChanged 36 SP:Iteration 24Q (5503.770624 sec): 3 clusters Score: Raw -981537.765665 + Penalty 3051.258131 = -978486.507534 nChanged 28 SP:Iteration 25Q (5503.827951 sec): 3 clusters Score: Raw -981542.700592 + Penalty 3051.258131 = -978491.442461 nChanged 23 SP:Iteration 26Q (5503.901392 sec): 3 clusters Score: Raw -981547.030639 + Penalty 3051.258131 = -978495.772508 nChanged 22 SP:Iteration 27Q (5503.959855 sec): 3 clusters Score: Raw -981550.120875 + Penalty 3051.258131 = -978498.862744 nChanged 16 SP:Iteration 28Q (5504.034059 sec): 3 clusters Score: Raw -981552.832536 + Penalty 3051.258131 = -978501.574405 nChanged 21 SP:Iteration 29Q (5504.098502 sec): 3 clusters Score: Raw -981557.259452 + Penalty 3051.258131 = -978506.001321 nChanged 25 SP:Iteration 30Q (5504.162530 sec): 3 clusters Score: Raw -981561.431156 + Penalty 3051.258131 = -978510.173025 nChanged 27 SP:Iteration 31Q (5504.216312 sec): 3 clusters Score: Raw -981565.951165 + Penalty 3051.258131 = -978514.693034 nChanged 16 SP:Iteration 32Q (5504.286327 sec): 3 clusters Score: Raw -981568.025491 + Penalty 3051.258131 = -978516.767359 nChanged 15 SP:Iteration 33Q (5504.330076 sec): 3 clusters Score: Raw -981570.265539 + Penalty 3051.258131 = -978519.007408 nChanged 13 SP:Iteration 34Q (5504.386712 sec): 3 clusters Score: Raw -981571.845497 + Penalty 3051.258131 = -978520.587366 nChanged 7 SP:Iteration 35Q (5504.444260 sec): 3 clusters Score: Raw -981572.632291 + Penalty 3051.258131 = -978521.374160 nChanged 6 SP:Iteration 36Q (5504.503375 sec): 3 clusters Score: Raw -981573.411238 + Penalty 3051.258131 = -978522.153107 nChanged 4 SP:Iteration 37Q (5504.565528 sec): 3 clusters Score: Raw -981574.008005 + Penalty 3051.258131 = -978522.749874 nChanged 3 SP:Iteration 38Q (5504.627387 sec): 3 clusters Score: Raw -981574.476014 + Penalty 3051.258131 = -978523.217883 nChanged 0 SP:Iteration 39F (5504.685948 sec): 3 clusters Score: Raw -981574.476014 + Penalty 3051.258131 = -978523.217883 nChanged 0 Trying to split cluster 8 (4991 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5504.722246 sec): 2 clusters Score: Raw -382302.073417 + Penalty 1383.751130 = -380918.322287 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5504.781800 sec): 3 clusters Score: Raw -379735.337054 + Penalty 2767.502260 = -376967.834794 nChanged 2007 SP:Iteration 1F (5504.820885 sec): 3 clusters Score: Raw -380856.758613 + Penalty 2767.502260 = -378089.256353 nChanged 314 SP:Iteration 2F (5504.871362 sec): 3 clusters Score: Raw -380997.863556 + Penalty 2767.502260 = -378230.361296 nChanged 216 SP:Iteration 3Q (5504.927043 sec): 3 clusters Score: Raw -381109.538468 + Penalty 2767.502260 = -378342.036207 nChanged 182 SP:Iteration 4Q (5504.974193 sec): 3 clusters Score: Raw -381206.073788 + Penalty 2767.502260 = -378438.571528 nChanged 169 SP:Iteration 5Q (5505.027832 sec): 3 clusters Score: Raw -381309.763881 + Penalty 2767.502260 = -378542.261621 nChanged 162 SP:Iteration 6Q (5505.080928 sec): 3 clusters Score: Raw -381428.669164 + Penalty 2767.502260 = -378661.166904 nChanged 178 SP:Iteration 7Q (5505.130820 sec): 3 clusters Score: Raw -381594.320994 + Penalty 2767.502260 = -378826.818734 nChanged 201 SP:Iteration 8Q (5505.182544 sec): 3 clusters Score: Raw -381793.004700 + Penalty 2767.502260 = -379025.502440 nChanged 218 SP:Iteration 9Q (5505.228898 sec): 3 clusters Score: Raw -381985.515755 + Penalty 2767.502260 = -379218.013495 nChanged 198 SP:Iteration 10Q (5505.283523 sec): 3 clusters Score: Raw -382132.494008 + Penalty 2767.502260 = -379364.991748 nChanged 192 SP:Iteration 11Q (5505.337128 sec): 3 clusters Score: Raw -382255.096271 + Penalty 2767.502260 = -379487.594011 nChanged 182 SP:Iteration 12Q (5505.388570 sec): 3 clusters Score: Raw -382368.401927 + Penalty 2767.502260 = -379600.899667 nChanged 146 SP:Iteration 13Q (5505.439097 sec): 3 clusters Score: Raw -382441.556782 + Penalty 2767.502260 = -379674.054522 nChanged 114 SP:Iteration 14Q (5505.486141 sec): 3 clusters Score: Raw -382496.110993 + Penalty 2767.502260 = -379728.608733 nChanged 113 SP:Iteration 15Q (5505.540685 sec): 3 clusters Score: Raw -382548.771100 + Penalty 2767.502260 = -379781.268840 nChanged 111 SP:Iteration 16Q (5505.592777 sec): 3 clusters Score: Raw -382599.394247 + Penalty 2767.502260 = -379831.891987 nChanged 103 SP:Iteration 17Q (5505.649564 sec): 3 clusters Score: Raw -382642.999424 + Penalty 2767.502260 = -379875.497164 nChanged 86 SP:Iteration 18Q (5505.697397 sec): 3 clusters Score: Raw -382681.795082 + Penalty 2767.502260 = -379914.292822 nChanged 75 SP:Iteration 19Q (5505.747544 sec): 3 clusters Score: Raw -382713.205600 + Penalty 2767.502260 = -379945.703340 nChanged 74 SP:Iteration 20F (5505.796041 sec): 3 clusters Score: Raw -382743.339484 + Penalty 2767.502260 = -379975.837224 nChanged 64 SP:Iteration 21Q (5505.842870 sec): 3 clusters Score: Raw -382766.596484 + Penalty 2767.502260 = -379999.094224 nChanged 64 SP:Iteration 22Q (5505.892842 sec): 3 clusters Score: Raw -382790.851968 + Penalty 2767.502260 = -380023.349708 nChanged 72 SP:Iteration 23Q (5505.943291 sec): 3 clusters Score: Raw -382814.176881 + Penalty 2767.502260 = -380046.674621 nChanged 59 SP:Iteration 24Q (5505.998318 sec): 3 clusters Score: Raw -382831.401958 + Penalty 2767.502260 = -380063.899698 nChanged 47 SP:Iteration 25Q (5506.047669 sec): 3 clusters Score: Raw -382845.994032 + Penalty 2767.502260 = -380078.491772 nChanged 45 SP:Iteration 26Q (5506.093654 sec): 3 clusters Score: Raw -382861.513301 + Penalty 2767.502260 = -380094.011041 nChanged 34 SP:Iteration 27Q (5506.146249 sec): 3 clusters Score: Raw -382872.908381 + Penalty 2767.502260 = -380105.406121 nChanged 25 SP:Iteration 28Q (5506.197105 sec): 3 clusters Score: Raw -382880.037509 + Penalty 2767.502260 = -380112.535249 nChanged 18 SP:Iteration 29Q (5506.256107 sec): 3 clusters Score: Raw -382884.871405 + Penalty 2767.502260 = -380117.369145 nChanged 14 SP:Iteration 30Q (5506.296793 sec): 3 clusters Score: Raw -382887.921857 + Penalty 2767.502260 = -380120.419597 nChanged 13 SP:Iteration 31Q (5506.353987 sec): 3 clusters Score: Raw -382890.432222 + Penalty 2767.502260 = -380122.929962 nChanged 9 SP:Iteration 32Q (5506.400550 sec): 3 clusters Score: Raw -382892.230864 + Penalty 2767.502260 = -380124.728604 nChanged 9 SP:Iteration 33Q (5506.446055 sec): 3 clusters Score: Raw -382893.938906 + Penalty 2767.502260 = -380126.436646 nChanged 10 SP:Iteration 34Q (5506.509402 sec): 3 clusters Score: Raw -382895.646259 + Penalty 2767.502260 = -380128.143999 nChanged 5 SP:Iteration 35Q (5506.547467 sec): 3 clusters Score: Raw -382896.615603 + Penalty 2767.502260 = -380129.113343 nChanged 1 SP:Iteration 36Q (5506.597640 sec): 3 clusters Score: Raw -382896.764250 + Penalty 2767.502260 = -380129.261989 nChanged 4 SP:Iteration 37Q (5506.648740 sec): 3 clusters Score: Raw -382897.917038 + Penalty 2767.502260 = -380130.414778 nChanged 2 SP:Iteration 38Q (5506.697482 sec): 3 clusters Score: Raw -382898.557502 + Penalty 2767.502260 = -380131.055242 nChanged 4 SP:Iteration 39Q (5506.740458 sec): 3 clusters Score: Raw -382899.255262 + Penalty 2767.502260 = -380131.753002 nChanged 2 SP:Iteration 40F (5506.794529 sec): 3 clusters Score: Raw -382899.466629 + Penalty 2767.502260 = -380131.964369 nChanged 0 Trying to split cluster 9 (2341 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5506.828282 sec): 2 clusters Score: Raw -174113.593953 + Penalty 1260.729188 = -172852.864765 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5506.860094 sec): 3 clusters Score: Raw -173102.120753 + Penalty 2521.458377 = -170580.662376 nChanged 866 SP:Iteration 1F (5506.919479 sec): 3 clusters Score: Raw -173621.082659 + Penalty 2521.458377 = -171099.624282 nChanged 190 SP:Iteration 2F (5506.969087 sec): 3 clusters Score: Raw -173756.804666 + Penalty 2521.458377 = -171235.346289 nChanged 126 SP:Iteration 3F (5507.006410 sec): 3 clusters Score: Raw -173867.349970 + Penalty 2521.458377 = -171345.891593 nChanged 104 SP:Iteration 4Q (5507.058348 sec): 3 clusters Score: Raw -173957.340199 + Penalty 2521.458377 = -171435.881822 nChanged 93 SP:Iteration 5Q (5507.105125 sec): 3 clusters Score: Raw -174036.722529 + Penalty 2521.458377 = -171515.264152 nChanged 80 SP:Iteration 6Q (5507.154962 sec): 3 clusters Score: Raw -174098.189820 + Penalty 2521.458377 = -171576.731443 nChanged 79 SP:Iteration 7Q (5507.200346 sec): 3 clusters Score: Raw -174161.953746 + Penalty 2521.458377 = -171640.495369 nChanged 69 SP:Iteration 8Q (5507.254921 sec): 3 clusters Score: Raw -174219.454501 + Penalty 2521.458377 = -171697.996124 nChanged 68 SP:Iteration 9Q (5507.295128 sec): 3 clusters Score: Raw -174294.280364 + Penalty 2521.458377 = -171772.821987 nChanged 77 SP:Iteration 10Q (5507.349558 sec): 3 clusters Score: Raw -174374.194977 + Penalty 2521.458377 = -171852.736600 nChanged 67 SP:Iteration 11Q (5507.383329 sec): 3 clusters Score: Raw -174450.146855 + Penalty 2521.458377 = -171928.688478 nChanged 65 SP:Iteration 12Q (5507.424009 sec): 3 clusters Score: Raw -174519.952406 + Penalty 2521.458377 = -171998.494029 nChanged 66 SP:Iteration 13Q (5507.484234 sec): 3 clusters Score: Raw -174580.242866 + Penalty 2521.458377 = -172058.784489 nChanged 39 SP:Iteration 14Q (5507.530735 sec): 3 clusters Score: Raw -174610.036034 + Penalty 2521.458377 = -172088.577657 nChanged 28 SP:Iteration 15Q (5507.573372 sec): 3 clusters Score: Raw -174625.650281 + Penalty 2521.458377 = -172104.191904 nChanged 11 SP:Iteration 16Q (5507.614105 sec): 3 clusters Score: Raw -174630.874526 + Penalty 2521.458377 = -172109.416149 nChanged 4 SP:Iteration 17Q (5507.662293 sec): 3 clusters Score: Raw -174632.795694 + Penalty 2521.458377 = -172111.337317 nChanged 5 SP:Iteration 18Q (5507.704974 sec): 3 clusters Score: Raw -174636.902227 + Penalty 2521.458377 = -172115.443851 nChanged 7 SP:Iteration 19Q (5507.735360 sec): 3 clusters Score: Raw -174639.244596 + Penalty 2521.458377 = -172117.786219 nChanged 1 SP:Iteration 20F (5507.782529 sec): 3 clusters Score: Raw -174639.891153 + Penalty 2521.458377 = -172118.432776 nChanged 2 SP:Iteration 21Q (5507.817684 sec): 3 clusters Score: Raw -174641.148204 + Penalty 2521.458377 = -172119.689827 nChanged 3 SP:Iteration 22Q (5507.852892 sec): 3 clusters Score: Raw -174642.110920 + Penalty 2521.458377 = -172120.652543 nChanged 0 SP:Iteration 23F (5507.888485 sec): 3 clusters Score: Raw -174642.110920 + Penalty 2521.458377 = -172120.652543 nChanged 0 Trying to split cluster 10 (24876 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5507.940786 sec): 2 clusters Score: Raw -2054121.155403 + Penalty 1644.769549 = -2052476.385854 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5508.028990 sec): 3 clusters Score: Raw -2038974.147337 + Penalty 3289.539098 = -2035684.608239 nChanged 11325 SP:Iteration 1F (5508.112460 sec): 3 clusters Score: Raw -2045144.122329 + Penalty 3289.539098 = -2041854.583232 nChanged 1187 SP:Iteration 2Q (5508.210280 sec): 3 clusters Score: Raw -2045571.711127 + Penalty 3289.539098 = -2042282.172030 nChanged 1145 SP:Iteration 3Q (5508.298766 sec): 3 clusters Score: Raw -2046065.168562 + Penalty 3289.539098 = -2042775.629464 nChanged 1210 SP:Iteration 4Q (5508.378858 sec): 3 clusters Score: Raw -2046672.152653 + Penalty 3289.539098 = -2043382.613556 nChanged 1331 SP:Iteration 5F (5508.471283 sec): 3 clusters Score: Raw -2047469.659469 + Penalty 3289.539098 = -2044180.120372 nChanged 1485 SP:Iteration 6F (5508.540816 sec): 3 clusters Score: Raw -2048416.723958 + Penalty 3289.539098 = -2045127.184860 nChanged 1544 SP:Iteration 7F (5508.638264 sec): 3 clusters Score: Raw -2049447.094840 + Penalty 3289.539098 = -2046157.555742 nChanged 1547 SP:Iteration 8F (5508.720396 sec): 3 clusters Score: Raw -2050593.442386 + Penalty 3289.539098 = -2047303.903288 nChanged 1443 SP:Iteration 9F (5508.812592 sec): 3 clusters Score: Raw -2051596.112135 + Penalty 3289.539098 = -2048306.573037 nChanged 1240 SP:Iteration 10Q (5508.901847 sec): 3 clusters Score: Raw -2052323.773344 + Penalty 3289.539098 = -2049034.234246 nChanged 941 SP:Iteration 11Q (5508.981828 sec): 3 clusters Score: Raw -2052739.162073 + Penalty 3289.539098 = -2049449.622975 nChanged 691 SP:Iteration 12Q (5509.067429 sec): 3 clusters Score: Raw -2052974.639257 + Penalty 3289.539098 = -2049685.100160 nChanged 461 SP:Iteration 13Q (5509.158306 sec): 3 clusters Score: Raw -2053104.514376 + Penalty 3289.539098 = -2049814.975278 nChanged 350 SP:Iteration 14Q (5509.250552 sec): 3 clusters Score: Raw -2053195.534399 + Penalty 3289.539098 = -2049905.995301 nChanged 284 SP:Iteration 15Q (5509.326816 sec): 3 clusters Score: Raw -2053269.690234 + Penalty 3289.539098 = -2049980.151137 nChanged 272 SP:Iteration 16Q (5509.420430 sec): 3 clusters Score: Raw -2053330.371893 + Penalty 3289.539098 = -2050040.832795 nChanged 210 SP:Iteration 17Q (5509.504759 sec): 3 clusters Score: Raw -2053374.565299 + Penalty 3289.539098 = -2050085.026202 nChanged 198 SP:Iteration 18Q (5509.585983 sec): 3 clusters Score: Raw -2053411.671039 + Penalty 3289.539098 = -2050122.131942 nChanged 182 SP:Iteration 19Q (5509.673016 sec): 3 clusters Score: Raw -2053447.832988 + Penalty 3289.539098 = -2050158.293890 nChanged 182 SP:Iteration 20F (5509.757968 sec): 3 clusters Score: Raw -2053483.754925 + Penalty 3289.539098 = -2050194.215827 nChanged 164 SP:Iteration 21Q (5509.838594 sec): 3 clusters Score: Raw -2053510.340308 + Penalty 3289.539098 = -2050220.801211 nChanged 155 SP:Iteration 22Q (5509.927062 sec): 3 clusters Score: Raw -2053541.997165 + Penalty 3289.539098 = -2050252.458068 nChanged 159 SP:Iteration 23Q (5510.017902 sec): 3 clusters Score: Raw -2053574.621412 + Penalty 3289.539098 = -2050285.082314 nChanged 145 SP:Iteration 24Q (5510.102295 sec): 3 clusters Score: Raw -2053596.375713 + Penalty 3289.539098 = -2050306.836615 nChanged 123 SP:Iteration 25Q (5510.191809 sec): 3 clusters Score: Raw -2053613.544184 + Penalty 3289.539098 = -2050324.005086 nChanged 109 SP:Iteration 26Q (5510.274679 sec): 3 clusters Score: Raw -2053627.573368 + Penalty 3289.539098 = -2050338.034270 nChanged 97 SP:Iteration 27Q (5510.360748 sec): 3 clusters Score: Raw -2053638.500918 + Penalty 3289.539098 = -2050348.961820 nChanged 82 SP:Iteration 28Q (5510.439660 sec): 3 clusters Score: Raw -2053647.723246 + Penalty 3289.539098 = -2050358.184149 nChanged 90 SP:Iteration 29Q (5510.530144 sec): 3 clusters Score: Raw -2053658.678616 + Penalty 3289.539098 = -2050369.139519 nChanged 90 SP:Iteration 30Q (5510.608465 sec): 3 clusters Score: Raw -2053670.183528 + Penalty 3289.539098 = -2050380.644430 nChanged 108 SP:Iteration 31Q (5510.693784 sec): 3 clusters Score: Raw -2053687.061926 + Penalty 3289.539098 = -2050397.522828 nChanged 117 SP:Iteration 32Q (5510.776033 sec): 3 clusters Score: Raw -2053703.306274 + Penalty 3289.539098 = -2050413.767176 nChanged 121 SP:Iteration 33Q (5510.859773 sec): 3 clusters Score: Raw -2053719.599279 + Penalty 3289.539098 = -2050430.060181 nChanged 129 SP:Iteration 34Q (5510.938093 sec): 3 clusters Score: Raw -2053737.874252 + Penalty 3289.539098 = -2050448.335154 nChanged 116 SP:Iteration 35Q (5511.020672 sec): 3 clusters Score: Raw -2053754.147690 + Penalty 3289.539098 = -2050464.608592 nChanged 105 SP:Iteration 36Q (5511.114194 sec): 3 clusters Score: Raw -2053768.126641 + Penalty 3289.539098 = -2050478.587544 nChanged 101 SP:Iteration 37Q (5511.191208 sec): 3 clusters Score: Raw -2053780.448771 + Penalty 3289.539098 = -2050490.909673 nChanged 97 SP:Iteration 38Q (5511.284733 sec): 3 clusters Score: Raw -2053792.982979 + Penalty 3289.539098 = -2050503.443881 nChanged 113 SP:Iteration 39Q (5511.366353 sec): 3 clusters Score: Raw -2053809.633794 + Penalty 3289.539098 = -2050520.094697 nChanged 114 SP:Iteration 40F (5511.449279 sec): 3 clusters Score: Raw -2053825.178322 + Penalty 3289.539098 = -2050535.639224 nChanged 115 SP:Iteration 41Q (5511.537226 sec): 3 clusters Score: Raw -2053840.494892 + Penalty 3289.539098 = -2050550.955794 nChanged 144 SP:Iteration 42Q (5511.617894 sec): 3 clusters Score: Raw -2053860.956258 + Penalty 3289.539098 = -2050571.417160 nChanged 132 SP:Iteration 43Q (5511.708739 sec): 3 clusters Score: Raw -2053880.212151 + Penalty 3289.539098 = -2050590.673053 nChanged 138 SP:Iteration 44Q (5511.788886 sec): 3 clusters Score: Raw -2053900.725997 + Penalty 3289.539098 = -2050611.186899 nChanged 156 SP:Iteration 45Q (5511.868043 sec): 3 clusters Score: Raw -2053927.082031 + Penalty 3289.539098 = -2050637.542933 nChanged 163 SP:Iteration 46Q (5511.949636 sec): 3 clusters Score: Raw -2053955.914918 + Penalty 3289.539098 = -2050666.375820 nChanged 178 SP:Iteration 47Q (5512.045622 sec): 3 clusters Score: Raw -2053989.051777 + Penalty 3289.539098 = -2050699.512680 nChanged 196 SP:Iteration 48Q (5512.118547 sec): 3 clusters Score: Raw -2054023.775999 + Penalty 3289.539098 = -2050734.236901 nChanged 191 SP:Iteration 49Q (5512.208359 sec): 3 clusters Score: Raw -2054058.079051 + Penalty 3289.539098 = -2050768.539953 nChanged 197 SP:Iteration 50Q (5512.287005 sec): 3 clusters Score: Raw -2054096.670133 + Penalty 3289.539098 = -2050807.131035 nChanged 203 SP:Iteration 51Q (5512.372769 sec): 3 clusters Score: Raw -2054135.740158 + Penalty 3289.539098 = -2050846.201060 nChanged 197 SP:Iteration 52Q (5512.451655 sec): 3 clusters Score: Raw -2054172.375406 + Penalty 3289.539098 = -2050882.836308 nChanged 176 SP:Iteration 53Q (5512.542703 sec): 3 clusters Score: Raw -2054205.885718 + Penalty 3289.539098 = -2050916.346620 nChanged 170 SP:Iteration 54Q (5512.622105 sec): 3 clusters Score: Raw -2054241.362905 + Penalty 3289.539098 = -2050951.823808 nChanged 172 SP:Iteration 55Q (5512.706684 sec): 3 clusters Score: Raw -2054273.742851 + Penalty 3289.539098 = -2050984.203753 nChanged 169 SP:Iteration 56Q (5512.781626 sec): 3 clusters Score: Raw -2054306.680105 + Penalty 3289.539098 = -2051017.141008 nChanged 166 SP:Iteration 57Q (5512.866490 sec): 3 clusters Score: Raw -2054337.488179 + Penalty 3289.539098 = -2051047.949081 nChanged 164 SP:Iteration 58Q (5512.938840 sec): 3 clusters Score: Raw -2054368.797491 + Penalty 3289.539098 = -2051079.258393 nChanged 186 SP:Iteration 59Q (5513.021308 sec): 3 clusters Score: Raw -2054408.153574 + Penalty 3289.539098 = -2051118.614477 nChanged 192 SP:Iteration 60F (5513.107673 sec): 3 clusters Score: Raw -2054451.224710 + Penalty 3289.539098 = -2051161.685612 nChanged 193 SP:Iteration 61Q (5513.197501 sec): 3 clusters Score: Raw -2054489.165572 + Penalty 3289.539098 = -2051199.626474 nChanged 162 SP:Iteration 62Q (5513.281817 sec): 3 clusters Score: Raw -2054522.192677 + Penalty 3289.539098 = -2051232.653580 nChanged 176 SP:Iteration 63Q (5513.366161 sec): 3 clusters Score: Raw -2054558.096689 + Penalty 3289.539098 = -2051268.557591 nChanged 180 SP:Iteration 64Q (5513.446775 sec): 3 clusters Score: Raw -2054599.472295 + Penalty 3289.539098 = -2051309.933197 nChanged 181 SP:Iteration 65Q (5513.525636 sec): 3 clusters Score: Raw -2054640.292957 + Penalty 3289.539098 = -2051350.753859 nChanged 169 SP:Iteration 66Q (5513.620057 sec): 3 clusters Score: Raw -2054680.557771 + Penalty 3289.539098 = -2051391.018673 nChanged 171 SP:Iteration 67Q (5513.701199 sec): 3 clusters Score: Raw -2054719.083658 + Penalty 3289.539098 = -2051429.544560 nChanged 145 SP:Iteration 68Q (5513.788120 sec): 3 clusters Score: Raw -2054750.412130 + Penalty 3289.539098 = -2051460.873032 nChanged 154 SP:Iteration 69Q (5513.855367 sec): 3 clusters Score: Raw -2054784.136400 + Penalty 3289.539098 = -2051494.597303 nChanged 156 SP:Iteration 70Q (5513.942119 sec): 3 clusters Score: Raw -2054816.801204 + Penalty 3289.539098 = -2051527.262106 nChanged 151 SP:Iteration 71Q (5514.027970 sec): 3 clusters Score: Raw -2054849.253271 + Penalty 3289.539098 = -2051559.714173 nChanged 146 SP:Iteration 72Q (5514.113317 sec): 3 clusters Score: Raw -2054881.529684 + Penalty 3289.539098 = -2051591.990586 nChanged 145 SP:Iteration 73Q (5514.189792 sec): 3 clusters Score: Raw -2054909.446655 + Penalty 3289.539098 = -2051619.907558 nChanged 136 SP:Iteration 74Q (5514.276993 sec): 3 clusters Score: Raw -2054938.518240 + Penalty 3289.539098 = -2051648.979142 nChanged 145 SP:Iteration 75Q (5514.367388 sec): 3 clusters Score: Raw -2054970.976879 + Penalty 3289.539098 = -2051681.437781 nChanged 112 SP:Iteration 76Q (5514.447941 sec): 3 clusters Score: Raw -2054995.238339 + Penalty 3289.539098 = -2051705.699241 nChanged 116 SP:Iteration 77Q (5514.538619 sec): 3 clusters Score: Raw -2055021.376943 + Penalty 3289.539098 = -2051731.837845 nChanged 98 SP:Iteration 78Q (5514.621213 sec): 3 clusters Score: Raw -2055042.228306 + Penalty 3289.539098 = -2051752.689208 nChanged 87 SP:Iteration 79Q (5514.705378 sec): 3 clusters Score: Raw -2055059.802645 + Penalty 3289.539098 = -2051770.263547 nChanged 83 SP:Iteration 80F (5514.783558 sec): 3 clusters Score: Raw -2055076.214282 + Penalty 3289.539098 = -2051786.675184 nChanged 78 SP:Iteration 81Q (5514.860205 sec): 3 clusters Score: Raw -2055091.065539 + Penalty 3289.539098 = -2051801.526441 nChanged 68 SP:Iteration 82Q (5514.946748 sec): 3 clusters Score: Raw -2055102.106004 + Penalty 3289.539098 = -2051812.566906 nChanged 55 SP:Iteration 83Q (5515.030862 sec): 3 clusters Score: Raw -2055111.169619 + Penalty 3289.539098 = -2051821.630522 nChanged 52 SP:Iteration 84Q (5515.111772 sec): 3 clusters Score: Raw -2055119.366634 + Penalty 3289.539098 = -2051829.827536 nChanged 46 SP:Iteration 85Q (5515.204106 sec): 3 clusters Score: Raw -2055125.843989 + Penalty 3289.539098 = -2051836.304891 nChanged 31 SP:Iteration 86Q (5515.288446 sec): 3 clusters Score: Raw -2055130.128285 + Penalty 3289.539098 = -2051840.589187 nChanged 33 SP:Iteration 87Q (5515.371861 sec): 3 clusters Score: Raw -2055134.393428 + Penalty 3289.539098 = -2051844.854331 nChanged 20 SP:Iteration 88Q (5515.457158 sec): 3 clusters Score: Raw -2055136.479522 + Penalty 3289.539098 = -2051846.940424 nChanged 19 SP:Iteration 89Q (5515.544667 sec): 3 clusters Score: Raw -2055138.978285 + Penalty 3289.539098 = -2051849.439187 nChanged 17 SP:Iteration 90Q (5515.627930 sec): 3 clusters Score: Raw -2055140.732606 + Penalty 3289.539098 = -2051851.193508 nChanged 22 SP:Iteration 91Q (5515.713110 sec): 3 clusters Score: Raw -2055143.339642 + Penalty 3289.539098 = -2051853.800545 nChanged 17 SP:Iteration 92Q (5515.790892 sec): 3 clusters Score: Raw -2055145.373753 + Penalty 3289.539098 = -2051855.834655 nChanged 16 SP:Iteration 93Q (5515.880170 sec): 3 clusters Score: Raw -2055147.232051 + Penalty 3289.539098 = -2051857.692953 nChanged 17 SP:Iteration 94Q (5515.964773 sec): 3 clusters Score: Raw -2055149.125013 + Penalty 3289.539098 = -2051859.585915 nChanged 16 SP:Iteration 95Q (5516.048435 sec): 3 clusters Score: Raw -2055150.740745 + Penalty 3289.539098 = -2051861.201648 nChanged 24 SP:Iteration 96Q (5516.119667 sec): 3 clusters Score: Raw -2055154.898175 + Penalty 3289.539098 = -2051865.359077 nChanged 20 SP:Iteration 97Q (5516.200619 sec): 3 clusters Score: Raw -2055158.093020 + Penalty 3289.539098 = -2051868.553922 nChanged 22 SP:Iteration 98Q (5516.296559 sec): 3 clusters Score: Raw -2055161.421795 + Penalty 3289.539098 = -2051871.882697 nChanged 21 SP:Iteration 99Q (5516.372116 sec): 3 clusters Score: Raw -2055163.518079 + Penalty 3289.539098 = -2051873.978981 nChanged 18 SP:Iteration 100F (5516.451714 sec): 3 clusters Score: Raw -2055166.502457 + Penalty 3289.539098 = -2051876.963359 nChanged 24 SP:Iteration 101Q (5516.534220 sec): 3 clusters Score: Raw -2055169.543499 + Penalty 3289.539098 = -2051880.004401 nChanged 19 SP:Iteration 102Q (5516.624799 sec): 3 clusters Score: Raw -2055172.025632 + Penalty 3289.539098 = -2051882.486534 nChanged 18 SP:Iteration 103Q (5516.709935 sec): 3 clusters Score: Raw -2055174.744651 + Penalty 3289.539098 = -2051885.205553 nChanged 16 SP:Iteration 104Q (5516.795123 sec): 3 clusters Score: Raw -2055176.700697 + Penalty 3289.539098 = -2051887.161599 nChanged 16 SP:Iteration 105Q (5516.868495 sec): 3 clusters Score: Raw -2055178.965375 + Penalty 3289.539098 = -2051889.426278 nChanged 15 SP:Iteration 106Q (5516.955689 sec): 3 clusters Score: Raw -2055180.809421 + Penalty 3289.539098 = -2051891.270323 nChanged 12 SP:Iteration 107Q (5517.025538 sec): 3 clusters Score: Raw -2055182.168541 + Penalty 3289.539098 = -2051892.629443 nChanged 11 SP:Iteration 108Q (5517.113395 sec): 3 clusters Score: Raw -2055183.041235 + Penalty 3289.539098 = -2051893.502137 nChanged 3 SP:Iteration 109Q (5517.188765 sec): 3 clusters Score: Raw -2055183.558075 + Penalty 3289.539098 = -2051894.018977 nChanged 5 SP:Iteration 110Q (5517.273536 sec): 3 clusters Score: Raw -2055183.999295 + Penalty 3289.539098 = -2051894.460198 nChanged 2 SP:Iteration 111Q (5517.351372 sec): 3 clusters Score: Raw -2055184.085902 + Penalty 3289.539098 = -2051894.546804 nChanged 0 SP:Iteration 112F (5517.443933 sec): 3 clusters Score: Raw -2055184.085902 + Penalty 3289.539098 = -2051894.546804 nChanged 0 Trying to split cluster 11 (2461 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5517.472640 sec): 2 clusters Score: Raw -195834.969212 + Penalty 1268.852496 = -194566.116716 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5517.511508 sec): 3 clusters Score: Raw -194707.116984 + Penalty 2537.704991 = -192169.411992 nChanged 903 SP:Iteration 1F (5517.555641 sec): 3 clusters Score: Raw -195217.469828 + Penalty 2537.704991 = -192679.764837 nChanged 166 SP:Iteration 2F (5517.610070 sec): 3 clusters Score: Raw -195322.417231 + Penalty 2537.704991 = -192784.712239 nChanged 122 SP:Iteration 3Q (5517.653306 sec): 3 clusters Score: Raw -195391.385621 + Penalty 2537.704991 = -192853.680630 nChanged 96 SP:Iteration 4Q (5517.695375 sec): 3 clusters Score: Raw -195449.579167 + Penalty 2537.704991 = -192911.874176 nChanged 80 SP:Iteration 5Q (5517.733126 sec): 3 clusters Score: Raw -195499.978733 + Penalty 2537.704991 = -192962.273741 nChanged 69 SP:Iteration 6Q (5517.774151 sec): 3 clusters Score: Raw -195534.068365 + Penalty 2537.704991 = -192996.363373 nChanged 57 SP:Iteration 7Q (5517.821082 sec): 3 clusters Score: Raw -195568.549752 + Penalty 2537.704991 = -193030.844761 nChanged 50 SP:Iteration 8Q (5517.863528 sec): 3 clusters Score: Raw -195596.836060 + Penalty 2537.704991 = -193059.131068 nChanged 52 SP:Iteration 9Q (5517.908642 sec): 3 clusters Score: Raw -195624.436785 + Penalty 2537.704991 = -193086.731793 nChanged 45 SP:Iteration 10Q (5517.950738 sec): 3 clusters Score: Raw -195650.291440 + Penalty 2537.704991 = -193112.586449 nChanged 54 SP:Iteration 11Q (5518.011717 sec): 3 clusters Score: Raw -195681.183748 + Penalty 2537.704991 = -193143.478756 nChanged 49 SP:Iteration 12Q (5518.058798 sec): 3 clusters Score: Raw -195709.810765 + Penalty 2537.704991 = -193172.105774 nChanged 44 SP:Iteration 13Q (5518.105329 sec): 3 clusters Score: Raw -195734.603451 + Penalty 2537.704991 = -193196.898459 nChanged 40 SP:Iteration 14Q (5518.152669 sec): 3 clusters Score: Raw -195754.462779 + Penalty 2537.704991 = -193216.757788 nChanged 35 SP:Iteration 15Q (5518.188864 sec): 3 clusters Score: Raw -195775.785986 + Penalty 2537.704991 = -193238.080994 nChanged 29 SP:Iteration 16Q (5518.235939 sec): 3 clusters Score: Raw -195789.383879 + Penalty 2537.704991 = -193251.678888 nChanged 24 SP:Iteration 17Q (5518.279035 sec): 3 clusters Score: Raw -195803.827540 + Penalty 2537.704991 = -193266.122548 nChanged 28 SP:Iteration 18Q (5518.315565 sec): 3 clusters Score: Raw -195817.266320 + Penalty 2537.704991 = -193279.561328 nChanged 21 SP:Iteration 19Q (5518.369745 sec): 3 clusters Score: Raw -195825.891063 + Penalty 2537.704991 = -193288.186072 nChanged 18 SP:Iteration 20F (5518.411433 sec): 3 clusters Score: Raw -195834.794773 + Penalty 2537.704991 = -193297.089782 nChanged 20 SP:Iteration 21Q (5518.457423 sec): 3 clusters Score: Raw -195846.581585 + Penalty 2537.704991 = -193308.876593 nChanged 27 SP:Iteration 22Q (5518.504860 sec): 3 clusters Score: Raw -195859.822923 + Penalty 2537.704991 = -193322.117932 nChanged 23 SP:Iteration 23Q (5518.546882 sec): 3 clusters Score: Raw -195868.114067 + Penalty 2537.704991 = -193330.409076 nChanged 10 SP:Iteration 24Q (5518.591888 sec): 3 clusters Score: Raw -195873.093769 + Penalty 2537.704991 = -193335.388777 nChanged 9 SP:Iteration 25Q (5518.637411 sec): 3 clusters Score: Raw -195876.005389 + Penalty 2537.704991 = -193338.300398 nChanged 4 SP:Iteration 26Q (5518.684984 sec): 3 clusters Score: Raw -195877.201793 + Penalty 2537.704991 = -193339.496801 nChanged 1 SP:Iteration 27Q (5518.734563 sec): 3 clusters Score: Raw -195877.341818 + Penalty 2537.704991 = -193339.636826 nChanged 0 SP:Iteration 28F (5518.798675 sec): 3 clusters Score: Raw -195877.341818 + Penalty 2537.704991 = -193339.636826 nChanged 0 Trying to split cluster 12 (71058 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5518.915935 sec): 2 clusters Score: Raw -5572710.894439 + Penalty 1815.328405 = -5570895.566034 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5519.092484 sec): 3 clusters Score: Raw -5527086.266942 + Penalty 3630.656810 = -5523455.610132 nChanged 33747 SP:Iteration 1F (5519.256578 sec): 3 clusters Score: Raw -5546930.493897 + Penalty 3630.656810 = -5543299.837087 nChanged 3498 SP:Iteration 2Q (5519.420375 sec): 3 clusters Score: Raw -5548350.469428 + Penalty 3630.656810 = -5544719.812617 nChanged 3901 SP:Iteration 3F (5519.600164 sec): 3 clusters Score: Raw -5550276.714608 + Penalty 3630.656810 = -5546646.057797 nChanged 4454 SP:Iteration 4F (5519.758596 sec): 3 clusters Score: Raw -5552978.185189 + Penalty 3630.656810 = -5549347.528379 nChanged 4891 SP:Iteration 5F (5519.926736 sec): 3 clusters Score: Raw -5556408.482122 + Penalty 3630.656810 = -5552777.825311 nChanged 4886 SP:Iteration 6F (5520.077967 sec): 3 clusters Score: Raw -5560235.346642 + Penalty 3630.656810 = -5556604.689832 nChanged 4364 SP:Iteration 7F (5520.252853 sec): 3 clusters Score: Raw -5563833.195052 + Penalty 3630.656810 = -5560202.538241 nChanged 3590 SP:Iteration 8F (5520.430137 sec): 3 clusters Score: Raw -5566662.890349 + Penalty 3630.656810 = -5563032.233539 nChanged 2715 SP:Iteration 9Q (5520.592279 sec): 3 clusters Score: Raw -5568590.562775 + Penalty 3630.656810 = -5564959.905965 nChanged 1992 SP:Iteration 10Q (5520.754611 sec): 3 clusters Score: Raw -5569812.844992 + Penalty 3630.656810 = -5566182.188182 nChanged 1468 SP:Iteration 11Q (5520.909125 sec): 3 clusters Score: Raw -5570643.764389 + Penalty 3630.656810 = -5567013.107579 nChanged 1191 SP:Iteration 12Q (5521.067380 sec): 3 clusters Score: Raw -5571248.924417 + Penalty 3630.656810 = -5567618.267606 nChanged 1044 SP:Iteration 13Q (5521.220052 sec): 3 clusters Score: Raw -5571761.702809 + Penalty 3630.656810 = -5568131.045998 nChanged 974 SP:Iteration 14Q (5521.371550 sec): 3 clusters Score: Raw -5572190.225412 + Penalty 3630.656810 = -5568559.568602 nChanged 863 SP:Iteration 15Q (5521.526502 sec): 3 clusters Score: Raw -5572568.658728 + Penalty 3630.656810 = -5568938.001918 nChanged 851 SP:Iteration 16Q (5521.679096 sec): 3 clusters Score: Raw -5572959.794569 + Penalty 3630.656810 = -5569329.137759 nChanged 781 SP:Iteration 17Q (5521.821152 sec): 3 clusters Score: Raw -5573303.690419 + Penalty 3630.656810 = -5569673.033609 nChanged 678 SP:Iteration 18Q (5521.976590 sec): 3 clusters Score: Raw -5573581.496498 + Penalty 3630.656810 = -5569950.839688 nChanged 602 SP:Iteration 19Q (5522.131781 sec): 3 clusters Score: Raw -5573801.524054 + Penalty 3630.656810 = -5570170.867243 nChanged 530 SP:Iteration 20F (5522.297536 sec): 3 clusters Score: Raw -5573979.980911 + Penalty 3630.656810 = -5570349.324101 nChanged 446 SP:Iteration 21Q (5522.447857 sec): 3 clusters Score: Raw -5574123.793835 + Penalty 3630.656810 = -5570493.137025 nChanged 400 SP:Iteration 22Q (5522.599074 sec): 3 clusters Score: Raw -5574252.790439 + Penalty 3630.656810 = -5570622.133629 nChanged 359 SP:Iteration 23Q (5522.749811 sec): 3 clusters Score: Raw -5574362.385044 + Penalty 3630.656810 = -5570731.728234 nChanged 338 SP:Iteration 24Q (5522.894214 sec): 3 clusters Score: Raw -5574466.800262 + Penalty 3630.656810 = -5570836.143452 nChanged 299 SP:Iteration 25Q (5523.040829 sec): 3 clusters Score: Raw -5574554.744900 + Penalty 3630.656810 = -5570924.088090 nChanged 283 SP:Iteration 26Q (5523.186992 sec): 3 clusters Score: Raw -5574632.257056 + Penalty 3630.656810 = -5571001.600246 nChanged 236 SP:Iteration 27Q (5523.340568 sec): 3 clusters Score: Raw -5574698.410317 + Penalty 3630.656810 = -5571067.753507 nChanged 213 SP:Iteration 28Q (5523.494084 sec): 3 clusters Score: Raw -5574749.195399 + Penalty 3630.656810 = -5571118.538589 nChanged 167 SP:Iteration 29Q (5523.641751 sec): 3 clusters Score: Raw -5574785.428431 + Penalty 3630.656810 = -5571154.771621 nChanged 137 SP:Iteration 30Q (5523.794446 sec): 3 clusters Score: Raw -5574817.371032 + Penalty 3630.656810 = -5571186.714221 nChanged 113 SP:Iteration 31Q (5523.934509 sec): 3 clusters Score: Raw -5574841.924709 + Penalty 3630.656810 = -5571211.267899 nChanged 104 SP:Iteration 32Q (5524.083245 sec): 3 clusters Score: Raw -5574860.489120 + Penalty 3630.656810 = -5571229.832309 nChanged 89 SP:Iteration 33Q (5524.219360 sec): 3 clusters Score: Raw -5574874.220689 + Penalty 3630.656810 = -5571243.563879 nChanged 80 SP:Iteration 34Q (5524.367049 sec): 3 clusters Score: Raw -5574887.982663 + Penalty 3630.656810 = -5571257.325853 nChanged 67 SP:Iteration 35Q (5524.513163 sec): 3 clusters Score: Raw -5574897.755967 + Penalty 3630.656810 = -5571267.099157 nChanged 56 SP:Iteration 36Q (5524.657442 sec): 3 clusters Score: Raw -5574905.172861 + Penalty 3630.656810 = -5571274.516051 nChanged 47 SP:Iteration 37Q (5524.792717 sec): 3 clusters Score: Raw -5574911.034264 + Penalty 3630.656810 = -5571280.377453 nChanged 33 SP:Iteration 38Q (5524.921454 sec): 3 clusters Score: Raw -5574914.782249 + Penalty 3630.656810 = -5571284.125439 nChanged 34 SP:Iteration 39Q (5525.078086 sec): 3 clusters Score: Raw -5574917.945537 + Penalty 3630.656810 = -5571287.288726 nChanged 24 SP:Iteration 40F (5525.240758 sec): 3 clusters Score: Raw -5574920.315791 + Penalty 3630.656810 = -5571289.658981 nChanged 22 SP:Iteration 41Q (5525.376217 sec): 3 clusters Score: Raw -5574922.711754 + Penalty 3630.656810 = -5571292.054944 nChanged 17 SP:Iteration 42Q (5525.525793 sec): 3 clusters Score: Raw -5574924.311825 + Penalty 3630.656810 = -5571293.655015 nChanged 20 SP:Iteration 43Q (5525.659234 sec): 3 clusters Score: Raw -5574926.273297 + Penalty 3630.656810 = -5571295.616487 nChanged 12 SP:Iteration 44Q (5525.797261 sec): 3 clusters Score: Raw -5574927.341235 + Penalty 3630.656810 = -5571296.684424 nChanged 10 SP:Iteration 45Q (5525.952476 sec): 3 clusters Score: Raw -5574928.109967 + Penalty 3630.656810 = -5571297.453157 nChanged 12 SP:Iteration 46Q (5526.087502 sec): 3 clusters Score: Raw -5574929.445350 + Penalty 3630.656810 = -5571298.788539 nChanged 12 SP:Iteration 47Q (5526.239198 sec): 3 clusters Score: Raw -5574930.864785 + Penalty 3630.656810 = -5571300.207975 nChanged 9 SP:Iteration 48Q (5526.384138 sec): 3 clusters Score: Raw -5574931.719282 + Penalty 3630.656810 = -5571301.062471 nChanged 11 SP:Iteration 49Q (5526.535255 sec): 3 clusters Score: Raw -5574932.767380 + Penalty 3630.656810 = -5571302.110569 nChanged 11 SP:Iteration 50Q (5526.680288 sec): 3 clusters Score: Raw -5574933.532828 + Penalty 3630.656810 = -5571302.876018 nChanged 9 SP:Iteration 51Q (5526.820950 sec): 3 clusters Score: Raw -5574933.976194 + Penalty 3630.656810 = -5571303.319384 nChanged 4 SP:Iteration 52Q (5526.956397 sec): 3 clusters Score: Raw -5574934.188843 + Penalty 3630.656810 = -5571303.532033 nChanged 2 SP:Iteration 53Q (5527.106366 sec): 3 clusters Score: Raw -5574934.459190 + Penalty 3630.656810 = -5571303.802380 nChanged 3 SP:Iteration 54Q (5527.251409 sec): 3 clusters Score: Raw -5574934.614909 + Penalty 3630.656810 = -5571303.958098 nChanged 1 SP:Iteration 55Q (5527.394138 sec): 3 clusters Score: Raw -5574934.664895 + Penalty 3630.656810 = -5571304.008084 nChanged 1 SP:Iteration 56Q (5527.531350 sec): 3 clusters Score: Raw -5574934.739609 + Penalty 3630.656810 = -5571304.082799 nChanged 1 SP:Iteration 57Q (5527.671759 sec): 3 clusters Score: Raw -5574934.790630 + Penalty 3630.656810 = -5571304.133820 nChanged 0 SP:Iteration 58F (5527.838552 sec): 3 clusters Score: Raw -5574934.790630 + Penalty 3630.656810 = -5571304.133820 nChanged 0 Score: Raw -49140571.805755 + Penalty 86742.445374 = -49053829.360381 Splitting cluster 12 changes total score from -49053772.462676 to -49053829.360381 So it's getting split into cluster 40. Trying to split cluster 13 (24255 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5544.020762 sec): 2 clusters Score: Raw -2026903.451624 + Penalty 1640.661435 = -2025262.790189 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5544.108161 sec): 3 clusters Score: Raw -2012172.292842 + Penalty 3281.322870 = -2008890.969972 nChanged 10930 SP:Iteration 1F (5544.196687 sec): 3 clusters Score: Raw -2018347.980199 + Penalty 3281.322870 = -2015066.657329 nChanged 1276 SP:Iteration 2F (5544.282229 sec): 3 clusters Score: Raw -2018947.207498 + Penalty 3281.322870 = -2015665.884629 nChanged 1462 SP:Iteration 3F (5544.360997 sec): 3 clusters Score: Raw -2019781.928329 + Penalty 3281.322870 = -2016500.605459 nChanged 1710 SP:Iteration 4F (5544.444408 sec): 3 clusters Score: Raw -2020990.706606 + Penalty 3281.322870 = -2017709.383736 nChanged 1907 SP:Iteration 5F (5544.531353 sec): 3 clusters Score: Raw -2022477.558609 + Penalty 3281.322870 = -2019196.235739 nChanged 1749 SP:Iteration 6F (5544.619653 sec): 3 clusters Score: Raw -2023842.999524 + Penalty 3281.322870 = -2020561.676655 nChanged 1377 SP:Iteration 7F (5544.704783 sec): 3 clusters Score: Raw -2024802.353817 + Penalty 3281.322870 = -2021521.030947 nChanged 919 SP:Iteration 8Q (5544.799843 sec): 3 clusters Score: Raw -2025410.572344 + Penalty 3281.322870 = -2022129.249474 nChanged 704 SP:Iteration 9Q (5544.874217 sec): 3 clusters Score: Raw -2025841.924605 + Penalty 3281.322870 = -2022560.601735 nChanged 486 SP:Iteration 10Q (5544.964038 sec): 3 clusters Score: Raw -2026119.678727 + Penalty 3281.322870 = -2022838.355857 nChanged 358 SP:Iteration 11Q (5545.044046 sec): 3 clusters Score: Raw -2026293.154978 + Penalty 3281.322870 = -2023011.832108 nChanged 290 SP:Iteration 12Q (5545.130566 sec): 3 clusters Score: Raw -2026415.455770 + Penalty 3281.322870 = -2023134.132901 nChanged 232 SP:Iteration 13Q (5545.212550 sec): 3 clusters Score: Raw -2026508.534004 + Penalty 3281.322870 = -2023227.211134 nChanged 193 SP:Iteration 14Q (5545.292629 sec): 3 clusters Score: Raw -2026585.199326 + Penalty 3281.322870 = -2023303.876457 nChanged 157 SP:Iteration 15Q (5545.371684 sec): 3 clusters Score: Raw -2026634.143762 + Penalty 3281.322870 = -2023352.820892 nChanged 130 SP:Iteration 16Q (5545.452634 sec): 3 clusters Score: Raw -2026673.980747 + Penalty 3281.322870 = -2023392.657878 nChanged 132 SP:Iteration 17Q (5545.533083 sec): 3 clusters Score: Raw -2026715.861209 + Penalty 3281.322870 = -2023434.538339 nChanged 120 SP:Iteration 18Q (5545.612347 sec): 3 clusters Score: Raw -2026746.654669 + Penalty 3281.322870 = -2023465.331799 nChanged 108 SP:Iteration 19Q (5545.695398 sec): 3 clusters Score: Raw -2026781.379630 + Penalty 3281.322870 = -2023500.056760 nChanged 100 SP:Iteration 20F (5545.774143 sec): 3 clusters Score: Raw -2026810.963337 + Penalty 3281.322870 = -2023529.640467 nChanged 94 SP:Iteration 21Q (5545.854131 sec): 3 clusters Score: Raw -2026836.894820 + Penalty 3281.322870 = -2023555.571950 nChanged 93 SP:Iteration 22Q (5545.933212 sec): 3 clusters Score: Raw -2026860.010664 + Penalty 3281.322870 = -2023578.687794 nChanged 83 SP:Iteration 23Q (5546.011770 sec): 3 clusters Score: Raw -2026877.230362 + Penalty 3281.322870 = -2023595.907492 nChanged 75 SP:Iteration 24Q (5546.101911 sec): 3 clusters Score: Raw -2026893.301775 + Penalty 3281.322870 = -2023611.978905 nChanged 76 SP:Iteration 25Q (5546.182654 sec): 3 clusters Score: Raw -2026912.489132 + Penalty 3281.322870 = -2023631.166262 nChanged 65 SP:Iteration 26Q (5546.260005 sec): 3 clusters Score: Raw -2026924.385792 + Penalty 3281.322870 = -2023643.062923 nChanged 49 SP:Iteration 27Q (5546.345864 sec): 3 clusters Score: Raw -2026934.731861 + Penalty 3281.322870 = -2023653.408992 nChanged 54 SP:Iteration 28Q (5546.425549 sec): 3 clusters Score: Raw -2026947.874882 + Penalty 3281.322870 = -2023666.552012 nChanged 58 SP:Iteration 29Q (5546.504824 sec): 3 clusters Score: Raw -2026964.738749 + Penalty 3281.322870 = -2023683.415880 nChanged 68 SP:Iteration 30Q (5546.576238 sec): 3 clusters Score: Raw -2026980.644539 + Penalty 3281.322870 = -2023699.321670 nChanged 64 SP:Iteration 31Q (5546.666363 sec): 3 clusters Score: Raw -2026998.298307 + Penalty 3281.322870 = -2023716.975437 nChanged 52 SP:Iteration 32Q (5546.747253 sec): 3 clusters Score: Raw -2027013.761429 + Penalty 3281.322870 = -2023732.438559 nChanged 59 SP:Iteration 33Q (5546.831811 sec): 3 clusters Score: Raw -2027032.200582 + Penalty 3281.322870 = -2023750.877713 nChanged 52 SP:Iteration 34Q (5546.899039 sec): 3 clusters Score: Raw -2027048.712093 + Penalty 3281.322870 = -2023767.389223 nChanged 58 SP:Iteration 35Q (5546.974800 sec): 3 clusters Score: Raw -2027066.425088 + Penalty 3281.322870 = -2023785.102218 nChanged 55 SP:Iteration 36Q (5547.062396 sec): 3 clusters Score: Raw -2027084.945976 + Penalty 3281.322870 = -2023803.623106 nChanged 55 SP:Iteration 37Q (5547.136974 sec): 3 clusters Score: Raw -2027103.339972 + Penalty 3281.322870 = -2023822.017102 nChanged 51 SP:Iteration 38Q (5547.220886 sec): 3 clusters Score: Raw -2027117.487350 + Penalty 3281.322870 = -2023836.164480 nChanged 46 SP:Iteration 39Q (5547.295535 sec): 3 clusters Score: Raw -2027133.630590 + Penalty 3281.322870 = -2023852.307721 nChanged 44 SP:Iteration 40F (5547.378765 sec): 3 clusters Score: Raw -2027146.329469 + Penalty 3281.322870 = -2023865.006599 nChanged 29 SP:Iteration 41Q (5547.460332 sec): 3 clusters Score: Raw -2027152.984141 + Penalty 3281.322870 = -2023871.661271 nChanged 29 SP:Iteration 42Q (5547.538495 sec): 3 clusters Score: Raw -2027162.208416 + Penalty 3281.322870 = -2023880.885546 nChanged 32 SP:Iteration 43Q (5547.612920 sec): 3 clusters Score: Raw -2027170.739086 + Penalty 3281.322870 = -2023889.416216 nChanged 29 SP:Iteration 44Q (5547.698058 sec): 3 clusters Score: Raw -2027178.376907 + Penalty 3281.322870 = -2023897.054037 nChanged 27 SP:Iteration 45Q (5547.785487 sec): 3 clusters Score: Raw -2027186.748886 + Penalty 3281.322870 = -2023905.426016 nChanged 17 SP:Iteration 46Q (5547.863636 sec): 3 clusters Score: Raw -2027189.847020 + Penalty 3281.322870 = -2023908.524151 nChanged 13 SP:Iteration 47Q (5547.938257 sec): 3 clusters Score: Raw -2027193.323415 + Penalty 3281.322870 = -2023912.000545 nChanged 18 SP:Iteration 48Q (5548.031018 sec): 3 clusters Score: Raw -2027198.036133 + Penalty 3281.322870 = -2023916.713263 nChanged 13 SP:Iteration 49Q (5548.112359 sec): 3 clusters Score: Raw -2027201.296020 + Penalty 3281.322870 = -2023919.973151 nChanged 10 SP:Iteration 50Q (5548.180527 sec): 3 clusters Score: Raw -2027203.170745 + Penalty 3281.322870 = -2023921.847875 nChanged 10 SP:Iteration 51Q (5548.266450 sec): 3 clusters Score: Raw -2027204.588665 + Penalty 3281.322870 = -2023923.265795 nChanged 5 SP:Iteration 52Q (5548.338922 sec): 3 clusters Score: Raw -2027205.502974 + Penalty 3281.322870 = -2023924.180104 nChanged 8 SP:Iteration 53Q (5548.418909 sec): 3 clusters Score: Raw -2027207.529583 + Penalty 3281.322870 = -2023926.206714 nChanged 11 SP:Iteration 54Q (5548.500117 sec): 3 clusters Score: Raw -2027211.022799 + Penalty 3281.322870 = -2023929.699929 nChanged 8 SP:Iteration 55Q (5548.574995 sec): 3 clusters Score: Raw -2027212.873915 + Penalty 3281.322870 = -2023931.551045 nChanged 8 SP:Iteration 56Q (5548.660859 sec): 3 clusters Score: Raw -2027214.785622 + Penalty 3281.322870 = -2023933.462752 nChanged 9 SP:Iteration 57Q (5548.736638 sec): 3 clusters Score: Raw -2027216.211175 + Penalty 3281.322870 = -2023934.888306 nChanged 6 SP:Iteration 58Q (5548.804013 sec): 3 clusters Score: Raw -2027217.604919 + Penalty 3281.322870 = -2023936.282049 nChanged 7 SP:Iteration 59Q (5548.889796 sec): 3 clusters Score: Raw -2027219.004374 + Penalty 3281.322870 = -2023937.681504 nChanged 3 SP:Iteration 60F (5548.975450 sec): 3 clusters Score: Raw -2027220.029039 + Penalty 3281.322870 = -2023938.706170 nChanged 4 SP:Iteration 61Q (5549.059328 sec): 3 clusters Score: Raw -2027220.768347 + Penalty 3281.322870 = -2023939.445477 nChanged 4 SP:Iteration 62Q (5549.135684 sec): 3 clusters Score: Raw -2027221.413703 + Penalty 3281.322870 = -2023940.090833 nChanged 2 SP:Iteration 63Q (5549.200311 sec): 3 clusters Score: Raw -2027221.954718 + Penalty 3281.322870 = -2023940.631848 nChanged 4 SP:Iteration 64Q (5549.281763 sec): 3 clusters Score: Raw -2027222.394129 + Penalty 3281.322870 = -2023941.071259 nChanged 2 SP:Iteration 65Q (5549.354300 sec): 3 clusters Score: Raw -2027222.643697 + Penalty 3281.322870 = -2023941.320828 nChanged 2 SP:Iteration 66Q (5549.431903 sec): 3 clusters Score: Raw -2027222.917514 + Penalty 3281.322870 = -2023941.594644 nChanged 0 SP:Iteration 67F (5549.518823 sec): 3 clusters Score: Raw -2027222.917514 + Penalty 3281.322870 = -2023941.594644 nChanged 0 Trying to split cluster 14 (24078 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5549.577194 sec): 2 clusters Score: Raw -2038289.140520 + Penalty 1639.471249 = -2036649.669271 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5549.655832 sec): 3 clusters Score: Raw -2023688.181975 + Penalty 3278.942498 = -2020409.239477 nChanged 10943 SP:Iteration 1F (5549.754292 sec): 3 clusters Score: Raw -2029732.566293 + Penalty 3278.942498 = -2026453.623795 nChanged 1228 SP:Iteration 2F (5549.825863 sec): 3 clusters Score: Raw -2030263.570894 + Penalty 3278.942498 = -2026984.628396 nChanged 1327 SP:Iteration 3F (5549.917224 sec): 3 clusters Score: Raw -2031026.268533 + Penalty 3278.942498 = -2027747.326035 nChanged 1603 SP:Iteration 4F (5549.995947 sec): 3 clusters Score: Raw -2032084.771379 + Penalty 3278.942498 = -2028805.828882 nChanged 1819 SP:Iteration 5F (5550.097617 sec): 3 clusters Score: Raw -2033470.339438 + Penalty 3278.942498 = -2030191.396940 nChanged 1842 SP:Iteration 6F (5550.188126 sec): 3 clusters Score: Raw -2035019.154808 + Penalty 3278.942498 = -2031740.212310 nChanged 1525 SP:Iteration 7F (5550.278275 sec): 3 clusters Score: Raw -2036230.952597 + Penalty 3278.942498 = -2032952.010099 nChanged 1123 SP:Iteration 8Q (5550.354716 sec): 3 clusters Score: Raw -2037053.952023 + Penalty 3278.942498 = -2033775.009525 nChanged 798 SP:Iteration 9Q (5550.447430 sec): 3 clusters Score: Raw -2037540.397301 + Penalty 3278.942498 = -2034261.454804 nChanged 522 SP:Iteration 10Q (5550.539921 sec): 3 clusters Score: Raw -2037784.994905 + Penalty 3278.942498 = -2034506.052408 nChanged 361 SP:Iteration 11Q (5550.608974 sec): 3 clusters Score: Raw -2037923.986912 + Penalty 3278.942498 = -2034645.044414 nChanged 284 SP:Iteration 12Q (5550.703219 sec): 3 clusters Score: Raw -2038018.771834 + Penalty 3278.942498 = -2034739.829336 nChanged 210 SP:Iteration 13Q (5550.776365 sec): 3 clusters Score: Raw -2038078.180497 + Penalty 3278.942498 = -2034799.237999 nChanged 173 SP:Iteration 14Q (5550.872025 sec): 3 clusters Score: Raw -2038123.049735 + Penalty 3278.942498 = -2034844.107237 nChanged 132 SP:Iteration 15Q (5550.954149 sec): 3 clusters Score: Raw -2038150.770173 + Penalty 3278.942498 = -2034871.827675 nChanged 123 SP:Iteration 16Q (5551.033148 sec): 3 clusters Score: Raw -2038174.425066 + Penalty 3278.942498 = -2034895.482569 nChanged 107 SP:Iteration 17Q (5551.114382 sec): 3 clusters Score: Raw -2038193.631126 + Penalty 3278.942498 = -2034914.688629 nChanged 96 SP:Iteration 18Q (5551.195869 sec): 3 clusters Score: Raw -2038211.798113 + Penalty 3278.942498 = -2034932.855615 nChanged 109 SP:Iteration 19Q (5551.282182 sec): 3 clusters Score: Raw -2038233.075102 + Penalty 3278.942498 = -2034954.132604 nChanged 90 SP:Iteration 20F (5551.376116 sec): 3 clusters Score: Raw -2038247.838381 + Penalty 3278.942498 = -2034968.895883 nChanged 77 SP:Iteration 21Q (5551.453731 sec): 3 clusters Score: Raw -2038260.698347 + Penalty 3278.942498 = -2034981.755849 nChanged 79 SP:Iteration 22Q (5551.531952 sec): 3 clusters Score: Raw -2038272.488776 + Penalty 3278.942498 = -2034993.546278 nChanged 65 SP:Iteration 23Q (5551.625758 sec): 3 clusters Score: Raw -2038281.746522 + Penalty 3278.942498 = -2035002.804024 nChanged 65 SP:Iteration 24Q (5551.711241 sec): 3 clusters Score: Raw -2038291.109883 + Penalty 3278.942498 = -2035012.167385 nChanged 58 SP:Iteration 25Q (5551.787960 sec): 3 clusters Score: Raw -2038299.278878 + Penalty 3278.942498 = -2035020.336380 nChanged 48 SP:Iteration 26Q (5551.873871 sec): 3 clusters Score: Raw -2038306.737254 + Penalty 3278.942498 = -2035027.794756 nChanged 47 SP:Iteration 27Q (5551.958109 sec): 3 clusters Score: Raw -2038313.667416 + Penalty 3278.942498 = -2035034.724918 nChanged 52 SP:Iteration 28Q (5552.043789 sec): 3 clusters Score: Raw -2038320.408815 + Penalty 3278.942498 = -2035041.466317 nChanged 43 SP:Iteration 29Q (5552.125846 sec): 3 clusters Score: Raw -2038325.621472 + Penalty 3278.942498 = -2035046.678974 nChanged 36 SP:Iteration 30Q (5552.199759 sec): 3 clusters Score: Raw -2038329.044043 + Penalty 3278.942498 = -2035050.101545 nChanged 27 SP:Iteration 31Q (5552.277579 sec): 3 clusters Score: Raw -2038331.982459 + Penalty 3278.942498 = -2035053.039961 nChanged 30 SP:Iteration 32Q (5552.369788 sec): 3 clusters Score: Raw -2038336.493305 + Penalty 3278.942498 = -2035057.550807 nChanged 38 SP:Iteration 33Q (5552.445329 sec): 3 clusters Score: Raw -2038341.402853 + Penalty 3278.942498 = -2035062.460355 nChanged 37 SP:Iteration 34Q (5552.528540 sec): 3 clusters Score: Raw -2038345.819799 + Penalty 3278.942498 = -2035066.877302 nChanged 35 SP:Iteration 35Q (5552.612051 sec): 3 clusters Score: Raw -2038350.138805 + Penalty 3278.942498 = -2035071.196307 nChanged 48 SP:Iteration 36Q (5552.701179 sec): 3 clusters Score: Raw -2038356.948006 + Penalty 3278.942498 = -2035078.005508 nChanged 44 SP:Iteration 37Q (5552.784717 sec): 3 clusters Score: Raw -2038363.444555 + Penalty 3278.942498 = -2035084.502057 nChanged 47 SP:Iteration 38Q (5552.868015 sec): 3 clusters Score: Raw -2038370.420040 + Penalty 3278.942498 = -2035091.477543 nChanged 45 SP:Iteration 39Q (5552.953178 sec): 3 clusters Score: Raw -2038377.515288 + Penalty 3278.942498 = -2035098.572790 nChanged 47 SP:Iteration 40F (5553.029866 sec): 3 clusters Score: Raw -2038384.655793 + Penalty 3278.942498 = -2035105.713295 nChanged 37 SP:Iteration 41Q (5553.123282 sec): 3 clusters Score: Raw -2038389.769142 + Penalty 3278.942498 = -2035110.826644 nChanged 42 SP:Iteration 42Q (5553.194346 sec): 3 clusters Score: Raw -2038396.428545 + Penalty 3278.942498 = -2035117.486047 nChanged 52 SP:Iteration 43Q (5553.275762 sec): 3 clusters Score: Raw -2038405.852991 + Penalty 3278.942498 = -2035126.910493 nChanged 66 SP:Iteration 44Q (5553.360616 sec): 3 clusters Score: Raw -2038419.293540 + Penalty 3278.942498 = -2035140.351042 nChanged 72 SP:Iteration 45Q (5553.450133 sec): 3 clusters Score: Raw -2038432.672557 + Penalty 3278.942498 = -2035153.730059 nChanged 52 SP:Iteration 46Q (5553.523752 sec): 3 clusters Score: Raw -2038441.234179 + Penalty 3278.942498 = -2035162.291681 nChanged 51 SP:Iteration 47Q (5553.613060 sec): 3 clusters Score: Raw -2038451.085751 + Penalty 3278.942498 = -2035172.143253 nChanged 48 SP:Iteration 48Q (5553.684573 sec): 3 clusters Score: Raw -2038459.070038 + Penalty 3278.942498 = -2035180.127540 nChanged 52 SP:Iteration 49Q (5553.773262 sec): 3 clusters Score: Raw -2038467.171029 + Penalty 3278.942498 = -2035188.228531 nChanged 50 SP:Iteration 50Q (5553.849850 sec): 3 clusters Score: Raw -2038474.341242 + Penalty 3278.942498 = -2035195.398744 nChanged 49 SP:Iteration 51Q (5553.922750 sec): 3 clusters Score: Raw -2038482.088572 + Penalty 3278.942498 = -2035203.146074 nChanged 53 SP:Iteration 52Q (5553.998520 sec): 3 clusters Score: Raw -2038491.391021 + Penalty 3278.942498 = -2035212.448523 nChanged 50 SP:Iteration 53Q (5554.081559 sec): 3 clusters Score: Raw -2038499.930138 + Penalty 3278.942498 = -2035220.987640 nChanged 48 SP:Iteration 54Q (5554.153065 sec): 3 clusters Score: Raw -2038508.193269 + Penalty 3278.942498 = -2035229.250771 nChanged 62 SP:Iteration 55Q (5554.238131 sec): 3 clusters Score: Raw -2038519.863927 + Penalty 3278.942498 = -2035240.921429 nChanged 59 SP:Iteration 56Q (5554.316971 sec): 3 clusters Score: Raw -2038532.309425 + Penalty 3278.942498 = -2035253.366928 nChanged 46 SP:Iteration 57Q (5554.401122 sec): 3 clusters Score: Raw -2038540.696295 + Penalty 3278.942498 = -2035261.753797 nChanged 36 SP:Iteration 58Q (5554.491506 sec): 3 clusters Score: Raw -2038548.158384 + Penalty 3278.942498 = -2035269.215887 nChanged 53 SP:Iteration 59Q (5554.558919 sec): 3 clusters Score: Raw -2038558.294890 + Penalty 3278.942498 = -2035279.352392 nChanged 37 SP:Iteration 60F (5554.644292 sec): 3 clusters Score: Raw -2038565.472562 + Penalty 3278.942498 = -2035286.530064 nChanged 34 SP:Iteration 61Q (5554.726857 sec): 3 clusters Score: Raw -2038570.569114 + Penalty 3278.942498 = -2035291.626616 nChanged 24 SP:Iteration 62Q (5554.801074 sec): 3 clusters Score: Raw -2038573.940721 + Penalty 3278.942498 = -2035294.998223 nChanged 21 SP:Iteration 63Q (5554.881499 sec): 3 clusters Score: Raw -2038577.708304 + Penalty 3278.942498 = -2035298.765806 nChanged 26 SP:Iteration 64Q (5554.960667 sec): 3 clusters Score: Raw -2038581.994414 + Penalty 3278.942498 = -2035303.051916 nChanged 26 SP:Iteration 65Q (5555.032137 sec): 3 clusters Score: Raw -2038585.641040 + Penalty 3278.942498 = -2035306.698542 nChanged 17 SP:Iteration 66Q (5555.114529 sec): 3 clusters Score: Raw -2038587.862173 + Penalty 3278.942498 = -2035308.919676 nChanged 17 SP:Iteration 67Q (5555.186631 sec): 3 clusters Score: Raw -2038590.405161 + Penalty 3278.942498 = -2035311.462663 nChanged 12 SP:Iteration 68Q (5555.275498 sec): 3 clusters Score: Raw -2038592.790680 + Penalty 3278.942498 = -2035313.848182 nChanged 14 SP:Iteration 69Q (5555.344093 sec): 3 clusters Score: Raw -2038594.586877 + Penalty 3278.942498 = -2035315.644379 nChanged 12 SP:Iteration 70Q (5555.417797 sec): 3 clusters Score: Raw -2038596.218175 + Penalty 3278.942498 = -2035317.275677 nChanged 8 SP:Iteration 71Q (5555.495978 sec): 3 clusters Score: Raw -2038596.894248 + Penalty 3278.942498 = -2035317.951751 nChanged 4 SP:Iteration 72Q (5555.589184 sec): 3 clusters Score: Raw -2038597.230814 + Penalty 3278.942498 = -2035318.288316 nChanged 7 SP:Iteration 73Q (5555.671081 sec): 3 clusters Score: Raw -2038598.132306 + Penalty 3278.942498 = -2035319.189808 nChanged 3 SP:Iteration 74Q (5555.751254 sec): 3 clusters Score: Raw -2038598.809251 + Penalty 3278.942498 = -2035319.866753 nChanged 10 SP:Iteration 75Q (5555.829772 sec): 3 clusters Score: Raw -2038600.705499 + Penalty 3278.942498 = -2035321.763001 nChanged 14 SP:Iteration 76Q (5555.915825 sec): 3 clusters Score: Raw -2038602.575908 + Penalty 3278.942498 = -2035323.633410 nChanged 10 SP:Iteration 77Q (5555.996312 sec): 3 clusters Score: Raw -2038604.525332 + Penalty 3278.942498 = -2035325.582835 nChanged 8 SP:Iteration 78Q (5556.081782 sec): 3 clusters Score: Raw -2038605.904934 + Penalty 3278.942498 = -2035326.962436 nChanged 7 SP:Iteration 79Q (5556.151612 sec): 3 clusters Score: Raw -2038606.932524 + Penalty 3278.942498 = -2035327.990026 nChanged 9 SP:Iteration 80F (5556.235594 sec): 3 clusters Score: Raw -2038607.981584 + Penalty 3278.942498 = -2035329.039086 nChanged 10 SP:Iteration 81Q (5556.319358 sec): 3 clusters Score: Raw -2038609.224712 + Penalty 3278.942498 = -2035330.282214 nChanged 9 SP:Iteration 82Q (5556.397588 sec): 3 clusters Score: Raw -2038610.594137 + Penalty 3278.942498 = -2035331.651639 nChanged 7 SP:Iteration 83Q (5556.479113 sec): 3 clusters Score: Raw -2038611.783324 + Penalty 3278.942498 = -2035332.840826 nChanged 5 SP:Iteration 84Q (5556.559433 sec): 3 clusters Score: Raw -2038612.719591 + Penalty 3278.942498 = -2035333.777093 nChanged 8 SP:Iteration 85Q (5556.640651 sec): 3 clusters Score: Raw -2038614.087109 + Penalty 3278.942498 = -2035335.144612 nChanged 8 SP:Iteration 86Q (5556.715526 sec): 3 clusters Score: Raw -2038615.197765 + Penalty 3278.942498 = -2035336.255267 nChanged 7 SP:Iteration 87Q (5556.797619 sec): 3 clusters Score: Raw -2038616.075085 + Penalty 3278.942498 = -2035337.132587 nChanged 6 SP:Iteration 88Q (5556.880045 sec): 3 clusters Score: Raw -2038616.943136 + Penalty 3278.942498 = -2035338.000638 nChanged 8 SP:Iteration 89Q (5556.964782 sec): 3 clusters Score: Raw -2038618.231003 + Penalty 3278.942498 = -2035339.288505 nChanged 8 SP:Iteration 90Q (5557.045393 sec): 3 clusters Score: Raw -2038620.062642 + Penalty 3278.942498 = -2035341.120144 nChanged 9 SP:Iteration 91Q (5557.115121 sec): 3 clusters Score: Raw -2038621.439702 + Penalty 3278.942498 = -2035342.497204 nChanged 10 SP:Iteration 92Q (5557.210489 sec): 3 clusters Score: Raw -2038622.896264 + Penalty 3278.942498 = -2035343.953767 nChanged 10 SP:Iteration 93Q (5557.291098 sec): 3 clusters Score: Raw -2038624.158483 + Penalty 3278.942498 = -2035345.215985 nChanged 8 SP:Iteration 94Q (5557.368675 sec): 3 clusters Score: Raw -2038625.652489 + Penalty 3278.942498 = -2035346.709991 nChanged 7 SP:Iteration 95Q (5557.442280 sec): 3 clusters Score: Raw -2038627.067457 + Penalty 3278.942498 = -2035348.124959 nChanged 5 SP:Iteration 96Q (5557.533496 sec): 3 clusters Score: Raw -2038627.958608 + Penalty 3278.942498 = -2035349.016110 nChanged 7 SP:Iteration 97Q (5557.612498 sec): 3 clusters Score: Raw -2038628.743956 + Penalty 3278.942498 = -2035349.801458 nChanged 5 SP:Iteration 98Q (5557.697892 sec): 3 clusters Score: Raw -2038629.225733 + Penalty 3278.942498 = -2035350.283235 nChanged 0 SP:Iteration 99F (5557.781701 sec): 3 clusters Score: Raw -2038629.225733 + Penalty 3278.942498 = -2035350.283235 nChanged 0 Trying to split cluster 15 (2896 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5557.811244 sec): 2 clusters Score: Raw -232347.310950 + Penalty 1295.301435 = -231052.009515 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5557.859207 sec): 3 clusters Score: Raw -230957.637782 + Penalty 2590.602870 = -228367.034912 nChanged 1087 SP:Iteration 1F (5557.908307 sec): 3 clusters Score: Raw -231535.452121 + Penalty 2590.602870 = -228944.849252 nChanged 220 SP:Iteration 2F (5557.962555 sec): 3 clusters Score: Raw -231657.167388 + Penalty 2590.602870 = -229066.564518 nChanged 114 SP:Iteration 3Q (5558.004444 sec): 3 clusters Score: Raw -231729.972235 + Penalty 2590.602870 = -229139.369365 nChanged 112 SP:Iteration 4Q (5558.050513 sec): 3 clusters Score: Raw -231787.350349 + Penalty 2590.602870 = -229196.747479 nChanged 78 SP:Iteration 5Q (5558.102327 sec): 3 clusters Score: Raw -231826.911170 + Penalty 2590.602870 = -229236.308301 nChanged 63 SP:Iteration 6Q (5558.144985 sec): 3 clusters Score: Raw -231857.606712 + Penalty 2590.602870 = -229267.003842 nChanged 61 SP:Iteration 7Q (5558.190632 sec): 3 clusters Score: Raw -231880.588217 + Penalty 2590.602870 = -229289.985347 nChanged 34 SP:Iteration 8Q (5558.237570 sec): 3 clusters Score: Raw -231894.530738 + Penalty 2590.602870 = -229303.927868 nChanged 28 SP:Iteration 9Q (5558.286678 sec): 3 clusters Score: Raw -231906.907700 + Penalty 2590.602870 = -229316.304830 nChanged 28 SP:Iteration 10Q (5558.338133 sec): 3 clusters Score: Raw -231916.852462 + Penalty 2590.602870 = -229326.249592 nChanged 24 SP:Iteration 11Q (5558.386850 sec): 3 clusters Score: Raw -231927.329883 + Penalty 2590.602870 = -229336.727013 nChanged 16 SP:Iteration 12Q (5558.437626 sec): 3 clusters Score: Raw -231932.390486 + Penalty 2590.602870 = -229341.787616 nChanged 16 SP:Iteration 13Q (5558.470843 sec): 3 clusters Score: Raw -231938.827445 + Penalty 2590.602870 = -229348.224575 nChanged 13 SP:Iteration 14Q (5558.523715 sec): 3 clusters Score: Raw -231943.395352 + Penalty 2590.602870 = -229352.792482 nChanged 15 SP:Iteration 15Q (5558.574689 sec): 3 clusters Score: Raw -231949.273670 + Penalty 2590.602870 = -229358.670800 nChanged 14 SP:Iteration 16Q (5558.626181 sec): 3 clusters Score: Raw -231954.077452 + Penalty 2590.602870 = -229363.474582 nChanged 13 SP:Iteration 17Q (5558.668474 sec): 3 clusters Score: Raw -231959.528912 + Penalty 2590.602870 = -229368.926042 nChanged 16 SP:Iteration 18Q (5558.714899 sec): 3 clusters Score: Raw -231965.658651 + Penalty 2590.602870 = -229375.055781 nChanged 15 SP:Iteration 19Q (5558.762623 sec): 3 clusters Score: Raw -231971.241992 + Penalty 2590.602870 = -229380.639122 nChanged 13 SP:Iteration 20F (5558.817694 sec): 3 clusters Score: Raw -231975.733810 + Penalty 2590.602870 = -229385.130940 nChanged 11 SP:Iteration 21Q (5558.865900 sec): 3 clusters Score: Raw -231980.618485 + Penalty 2590.602870 = -229390.015615 nChanged 9 SP:Iteration 22Q (5558.906339 sec): 3 clusters Score: Raw -231984.526545 + Penalty 2590.602870 = -229393.923675 nChanged 13 SP:Iteration 23Q (5558.949370 sec): 3 clusters Score: Raw -231988.679228 + Penalty 2590.602870 = -229398.076358 nChanged 13 SP:Iteration 24Q (5558.994317 sec): 3 clusters Score: Raw -231992.661113 + Penalty 2590.602870 = -229402.058244 nChanged 13 SP:Iteration 25Q (5559.044530 sec): 3 clusters Score: Raw -231996.889380 + Penalty 2590.602870 = -229406.286510 nChanged 11 SP:Iteration 26Q (5559.093693 sec): 3 clusters Score: Raw -232000.725121 + Penalty 2590.602870 = -229410.122251 nChanged 10 SP:Iteration 27Q (5559.135144 sec): 3 clusters Score: Raw -232004.240949 + Penalty 2590.602870 = -229413.638079 nChanged 9 SP:Iteration 28Q (5559.185401 sec): 3 clusters Score: Raw -232007.112986 + Penalty 2590.602870 = -229416.510116 nChanged 9 SP:Iteration 29Q (5559.235953 sec): 3 clusters Score: Raw -232009.615593 + Penalty 2590.602870 = -229419.012723 nChanged 9 SP:Iteration 30Q (5559.279349 sec): 3 clusters Score: Raw -232013.940208 + Penalty 2590.602870 = -229423.337339 nChanged 18 SP:Iteration 31Q (5559.326216 sec): 3 clusters Score: Raw -232020.209582 + Penalty 2590.602870 = -229429.606712 nChanged 14 SP:Iteration 32Q (5559.370421 sec): 3 clusters Score: Raw -232025.118293 + Penalty 2590.602870 = -229434.515423 nChanged 15 SP:Iteration 33Q (5559.419804 sec): 3 clusters Score: Raw -232029.060520 + Penalty 2590.602870 = -229438.457650 nChanged 14 SP:Iteration 34Q (5559.460931 sec): 3 clusters Score: Raw -232034.086679 + Penalty 2590.602870 = -229443.483809 nChanged 16 SP:Iteration 35Q (5559.514462 sec): 3 clusters Score: Raw -232039.703271 + Penalty 2590.602870 = -229449.100401 nChanged 13 SP:Iteration 36Q (5559.562667 sec): 3 clusters Score: Raw -232046.111518 + Penalty 2590.602870 = -229455.508648 nChanged 16 SP:Iteration 37Q (5559.606141 sec): 3 clusters Score: Raw -232051.315275 + Penalty 2590.602870 = -229460.712406 nChanged 16 SP:Iteration 38Q (5559.650883 sec): 3 clusters Score: Raw -232056.312110 + Penalty 2590.602870 = -229465.709240 nChanged 15 SP:Iteration 39Q (5559.708857 sec): 3 clusters Score: Raw -232061.769959 + Penalty 2590.602870 = -229471.167089 nChanged 17 SP:Iteration 40F (5559.760422 sec): 3 clusters Score: Raw -232066.926482 + Penalty 2590.602870 = -229476.323612 nChanged 19 SP:Iteration 41Q (5559.808884 sec): 3 clusters Score: Raw -232073.652916 + Penalty 2590.602870 = -229483.050047 nChanged 21 SP:Iteration 42Q (5559.855666 sec): 3 clusters Score: Raw -232081.602543 + Penalty 2590.602870 = -229490.999673 nChanged 25 SP:Iteration 43Q (5559.889420 sec): 3 clusters Score: Raw -232091.027599 + Penalty 2590.602870 = -229500.424729 nChanged 24 SP:Iteration 44Q (5559.948080 sec): 3 clusters Score: Raw -232099.095333 + Penalty 2590.602870 = -229508.492463 nChanged 34 SP:Iteration 45Q (5560.003990 sec): 3 clusters Score: Raw -232113.361517 + Penalty 2590.602870 = -229522.758648 nChanged 29 SP:Iteration 46Q (5560.054799 sec): 3 clusters Score: Raw -232125.708583 + Penalty 2590.602870 = -229535.105713 nChanged 29 SP:Iteration 47Q (5560.090385 sec): 3 clusters Score: Raw -232141.169958 + Penalty 2590.602870 = -229550.567088 nChanged 31 SP:Iteration 48Q (5560.140207 sec): 3 clusters Score: Raw -232155.465061 + Penalty 2590.602870 = -229564.862191 nChanged 24 SP:Iteration 49Q (5560.188036 sec): 3 clusters Score: Raw -232163.458001 + Penalty 2590.602870 = -229572.855132 nChanged 15 SP:Iteration 50Q (5560.237450 sec): 3 clusters Score: Raw -232169.573764 + Penalty 2590.602870 = -229578.970894 nChanged 19 SP:Iteration 51Q (5560.282845 sec): 3 clusters Score: Raw -232177.695072 + Penalty 2590.602870 = -229587.092202 nChanged 17 SP:Iteration 52Q (5560.332821 sec): 3 clusters Score: Raw -232185.560496 + Penalty 2590.602870 = -229594.957626 nChanged 19 SP:Iteration 53Q (5560.372678 sec): 3 clusters Score: Raw -232193.419990 + Penalty 2590.602870 = -229602.817120 nChanged 12 SP:Iteration 54Q (5560.419264 sec): 3 clusters Score: Raw -232199.135274 + Penalty 2590.602870 = -229608.532404 nChanged 19 SP:Iteration 55Q (5560.479813 sec): 3 clusters Score: Raw -232211.463293 + Penalty 2590.602870 = -229620.860423 nChanged 18 SP:Iteration 56Q (5560.525602 sec): 3 clusters Score: Raw -232219.154133 + Penalty 2590.602870 = -229628.551263 nChanged 15 SP:Iteration 57Q (5560.570145 sec): 3 clusters Score: Raw -232227.709990 + Penalty 2590.602870 = -229637.107121 nChanged 17 SP:Iteration 58Q (5560.626451 sec): 3 clusters Score: Raw -232237.446280 + Penalty 2590.602870 = -229646.843410 nChanged 12 SP:Iteration 59Q (5560.666464 sec): 3 clusters Score: Raw -232243.086006 + Penalty 2590.602870 = -229652.483136 nChanged 15 SP:Iteration 60F (5560.723002 sec): 3 clusters Score: Raw -232250.201521 + Penalty 2590.602870 = -229659.598651 nChanged 16 SP:Iteration 61Q (5560.779815 sec): 3 clusters Score: Raw -232262.881754 + Penalty 2590.602870 = -229672.278884 nChanged 26 SP:Iteration 62Q (5560.829077 sec): 3 clusters Score: Raw -232275.117809 + Penalty 2590.602870 = -229684.514939 nChanged 24 SP:Iteration 63Q (5560.875275 sec): 3 clusters Score: Raw -232290.684574 + Penalty 2590.602870 = -229700.081704 nChanged 19 SP:Iteration 64Q (5560.913712 sec): 3 clusters Score: Raw -232301.982061 + Penalty 2590.602870 = -229711.379191 nChanged 17 SP:Iteration 65Q (5560.970340 sec): 3 clusters Score: Raw -232310.156334 + Penalty 2590.602870 = -229719.553464 nChanged 11 SP:Iteration 66Q (5561.019274 sec): 3 clusters Score: Raw -232316.703016 + Penalty 2590.602870 = -229726.100146 nChanged 14 SP:Iteration 67Q (5561.058752 sec): 3 clusters Score: Raw -232323.804301 + Penalty 2590.602870 = -229733.201431 nChanged 16 SP:Iteration 68Q (5561.106330 sec): 3 clusters Score: Raw -232331.879800 + Penalty 2590.602870 = -229741.276930 nChanged 11 SP:Iteration 69Q (5561.156150 sec): 3 clusters Score: Raw -232335.730410 + Penalty 2590.602870 = -229745.127541 nChanged 8 SP:Iteration 70Q (5561.210050 sec): 3 clusters Score: Raw -232338.690681 + Penalty 2590.602870 = -229748.087811 nChanged 6 SP:Iteration 71Q (5561.266506 sec): 3 clusters Score: Raw -232341.942564 + Penalty 2590.602870 = -229751.339695 nChanged 7 SP:Iteration 72Q (5561.314797 sec): 3 clusters Score: Raw -232345.085224 + Penalty 2590.602870 = -229754.482354 nChanged 7 SP:Iteration 73Q (5561.350543 sec): 3 clusters Score: Raw -232350.622247 + Penalty 2590.602870 = -229760.019377 nChanged 13 SP:Iteration 74Q (5561.410397 sec): 3 clusters Score: Raw -232357.876253 + Penalty 2590.602870 = -229767.273384 nChanged 10 SP:Iteration 75Q (5561.456895 sec): 3 clusters Score: Raw -232363.231880 + Penalty 2590.602870 = -229772.629010 nChanged 3 SP:Iteration 76Q (5561.513339 sec): 3 clusters Score: Raw -232364.569832 + Penalty 2590.602870 = -229773.966962 nChanged 2 SP:Iteration 77Q (5561.558785 sec): 3 clusters Score: Raw -232365.332294 + Penalty 2590.602870 = -229774.729424 nChanged 0 SP:Iteration 78F (5561.599942 sec): 3 clusters Score: Raw -232365.332294 + Penalty 2590.602870 = -229774.729424 nChanged 0 Trying to split cluster 16 (16525 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5561.645293 sec): 2 clusters Score: Raw -1239398.213570 + Penalty 1578.302321 = -1237819.911249 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5561.719703 sec): 3 clusters Score: Raw -1229645.842148 + Penalty 3156.604641 = -1226489.237507 nChanged 7415 SP:Iteration 1F (5561.795528 sec): 3 clusters Score: Raw -1233955.227136 + Penalty 3156.604641 = -1230798.622495 nChanged 1132 SP:Iteration 2F (5561.879279 sec): 3 clusters Score: Raw -1234771.075825 + Penalty 3156.604641 = -1231614.471184 nChanged 1248 SP:Iteration 3F (5561.942824 sec): 3 clusters Score: Raw -1235787.823532 + Penalty 3156.604641 = -1232631.218891 nChanged 1278 SP:Iteration 4F (5562.025479 sec): 3 clusters Score: Raw -1236727.309556 + Penalty 3156.604641 = -1233570.704915 nChanged 1137 SP:Iteration 5F (5562.100408 sec): 3 clusters Score: Raw -1237483.182676 + Penalty 3156.604641 = -1234326.578035 nChanged 970 SP:Iteration 6F (5562.175551 sec): 3 clusters Score: Raw -1237984.491240 + Penalty 3156.604641 = -1234827.886599 nChanged 683 SP:Iteration 7Q (5562.252312 sec): 3 clusters Score: Raw -1238242.704893 + Penalty 3156.604641 = -1235086.100252 nChanged 451 SP:Iteration 8Q (5562.313200 sec): 3 clusters Score: Raw -1238410.762759 + Penalty 3156.604641 = -1235254.158118 nChanged 367 SP:Iteration 9Q (5562.387157 sec): 3 clusters Score: Raw -1238541.517664 + Penalty 3156.604641 = -1235384.913023 nChanged 279 SP:Iteration 10Q (5562.469324 sec): 3 clusters Score: Raw -1238644.414838 + Penalty 3156.604641 = -1235487.810197 nChanged 229 SP:Iteration 11Q (5562.537533 sec): 3 clusters Score: Raw -1238719.425909 + Penalty 3156.604641 = -1235562.821268 nChanged 210 SP:Iteration 12Q (5562.621914 sec): 3 clusters Score: Raw -1238784.164277 + Penalty 3156.604641 = -1235627.559636 nChanged 208 SP:Iteration 13Q (5562.684731 sec): 3 clusters Score: Raw -1238845.473179 + Penalty 3156.604641 = -1235688.868538 nChanged 205 SP:Iteration 14Q (5562.760456 sec): 3 clusters Score: Raw -1238913.166806 + Penalty 3156.604641 = -1235756.562165 nChanged 212 SP:Iteration 15Q (5562.838935 sec): 3 clusters Score: Raw -1238984.725316 + Penalty 3156.604641 = -1235828.120675 nChanged 232 SP:Iteration 16Q (5562.911497 sec): 3 clusters Score: Raw -1239066.631521 + Penalty 3156.604641 = -1235910.026880 nChanged 221 SP:Iteration 17Q (5562.989310 sec): 3 clusters Score: Raw -1239148.065480 + Penalty 3156.604641 = -1235991.460839 nChanged 213 SP:Iteration 18Q (5563.050249 sec): 3 clusters Score: Raw -1239230.590833 + Penalty 3156.604641 = -1236073.986192 nChanged 235 SP:Iteration 19Q (5563.121279 sec): 3 clusters Score: Raw -1239330.718433 + Penalty 3156.604641 = -1236174.113792 nChanged 223 SP:Iteration 20F (5563.194924 sec): 3 clusters Score: Raw -1239423.236697 + Penalty 3156.604641 = -1236266.632056 nChanged 216 SP:Iteration 21Q (5563.264618 sec): 3 clusters Score: Raw -1239525.342188 + Penalty 3156.604641 = -1236368.737547 nChanged 213 SP:Iteration 22Q (5563.341718 sec): 3 clusters Score: Raw -1239645.246204 + Penalty 3156.604641 = -1236488.641563 nChanged 212 SP:Iteration 23Q (5563.412959 sec): 3 clusters Score: Raw -1239780.160360 + Penalty 3156.604641 = -1236623.555719 nChanged 215 SP:Iteration 24Q (5563.479827 sec): 3 clusters Score: Raw -1239902.106424 + Penalty 3156.604641 = -1236745.501783 nChanged 181 SP:Iteration 25Q (5563.558272 sec): 3 clusters Score: Raw -1239995.107848 + Penalty 3156.604641 = -1236838.503207 nChanged 171 SP:Iteration 26Q (5563.620338 sec): 3 clusters Score: Raw -1240071.316451 + Penalty 3156.604641 = -1236914.711810 nChanged 127 SP:Iteration 27Q (5563.689467 sec): 3 clusters Score: Raw -1240120.138973 + Penalty 3156.604641 = -1236963.534332 nChanged 106 SP:Iteration 28Q (5563.762736 sec): 3 clusters Score: Raw -1240159.373696 + Penalty 3156.604641 = -1237002.769055 nChanged 100 SP:Iteration 29Q (5563.834853 sec): 3 clusters Score: Raw -1240197.168592 + Penalty 3156.604641 = -1237040.563951 nChanged 92 SP:Iteration 30Q (5563.895053 sec): 3 clusters Score: Raw -1240225.031473 + Penalty 3156.604641 = -1237068.426832 nChanged 75 SP:Iteration 31Q (5563.975765 sec): 3 clusters Score: Raw -1240243.470235 + Penalty 3156.604641 = -1237086.865594 nChanged 61 SP:Iteration 32Q (5564.048613 sec): 3 clusters Score: Raw -1240256.729448 + Penalty 3156.604641 = -1237100.124807 nChanged 59 SP:Iteration 33Q (5564.118601 sec): 3 clusters Score: Raw -1240268.461043 + Penalty 3156.604641 = -1237111.856402 nChanged 48 SP:Iteration 34Q (5564.189641 sec): 3 clusters Score: Raw -1240279.590353 + Penalty 3156.604641 = -1237122.985712 nChanged 51 SP:Iteration 35Q (5564.261968 sec): 3 clusters Score: Raw -1240289.821687 + Penalty 3156.604641 = -1237133.217046 nChanged 39 SP:Iteration 36Q (5564.329470 sec): 3 clusters Score: Raw -1240296.009878 + Penalty 3156.604641 = -1237139.405237 nChanged 29 SP:Iteration 37Q (5564.393327 sec): 3 clusters Score: Raw -1240300.467311 + Penalty 3156.604641 = -1237143.862670 nChanged 32 SP:Iteration 38Q (5564.459610 sec): 3 clusters Score: Raw -1240306.295662 + Penalty 3156.604641 = -1237149.691021 nChanged 41 SP:Iteration 39Q (5564.522287 sec): 3 clusters Score: Raw -1240313.238472 + Penalty 3156.604641 = -1237156.633831 nChanged 26 SP:Iteration 40F (5564.604647 sec): 3 clusters Score: Raw -1240317.926785 + Penalty 3156.604641 = -1237161.322144 nChanged 34 SP:Iteration 41Q (5564.663564 sec): 3 clusters Score: Raw -1240323.529499 + Penalty 3156.604641 = -1237166.924858 nChanged 29 SP:Iteration 42Q (5564.747872 sec): 3 clusters Score: Raw -1240328.450254 + Penalty 3156.604641 = -1237171.845613 nChanged 29 SP:Iteration 43Q (5564.818080 sec): 3 clusters Score: Raw -1240333.617735 + Penalty 3156.604641 = -1237177.013094 nChanged 31 SP:Iteration 44Q (5564.873931 sec): 3 clusters Score: Raw -1240339.153351 + Penalty 3156.604641 = -1237182.548710 nChanged 24 SP:Iteration 45Q (5564.953621 sec): 3 clusters Score: Raw -1240342.594875 + Penalty 3156.604641 = -1237185.990234 nChanged 18 SP:Iteration 46Q (5565.023421 sec): 3 clusters Score: Raw -1240345.420545 + Penalty 3156.604641 = -1237188.815904 nChanged 15 SP:Iteration 47Q (5565.095999 sec): 3 clusters Score: Raw -1240347.117823 + Penalty 3156.604641 = -1237190.513182 nChanged 11 SP:Iteration 48Q (5565.167661 sec): 3 clusters Score: Raw -1240348.417144 + Penalty 3156.604641 = -1237191.812503 nChanged 10 SP:Iteration 49Q (5565.231664 sec): 3 clusters Score: Raw -1240350.264702 + Penalty 3156.604641 = -1237193.660061 nChanged 16 SP:Iteration 50Q (5565.298170 sec): 3 clusters Score: Raw -1240353.588180 + Penalty 3156.604641 = -1237196.983539 nChanged 14 SP:Iteration 51Q (5565.372716 sec): 3 clusters Score: Raw -1240355.970277 + Penalty 3156.604641 = -1237199.365636 nChanged 12 SP:Iteration 52Q (5565.442094 sec): 3 clusters Score: Raw -1240357.832455 + Penalty 3156.604641 = -1237201.227814 nChanged 12 SP:Iteration 53Q (5565.513364 sec): 3 clusters Score: Raw -1240360.340978 + Penalty 3156.604641 = -1237203.736337 nChanged 8 SP:Iteration 54Q (5565.576966 sec): 3 clusters Score: Raw -1240361.341436 + Penalty 3156.604641 = -1237204.736795 nChanged 3 SP:Iteration 55Q (5565.657978 sec): 3 clusters Score: Raw -1240361.530981 + Penalty 3156.604641 = -1237204.926340 nChanged 2 SP:Iteration 56Q (5565.728847 sec): 3 clusters Score: Raw -1240361.647699 + Penalty 3156.604641 = -1237205.043058 nChanged 1 SP:Iteration 57Q (5565.793905 sec): 3 clusters Score: Raw -1240361.751234 + Penalty 3156.604641 = -1237205.146593 nChanged 1 SP:Iteration 58Q (5565.857116 sec): 3 clusters Score: Raw -1240361.849881 + Penalty 3156.604641 = -1237205.245240 nChanged 0 SP:Iteration 59F (5565.934555 sec): 3 clusters Score: Raw -1240361.849881 + Penalty 3156.604641 = -1237205.245240 nChanged 0 Trying to split cluster 17 (34996 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5566.003137 sec): 2 clusters Score: Raw -2909045.690449 + Penalty 1700.235720 = -2907345.454729 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5566.096562 sec): 3 clusters Score: Raw -2887127.985918 + Penalty 3400.471441 = -2883727.514477 nChanged 16244 SP:Iteration 1F (5566.202342 sec): 3 clusters Score: Raw -2896284.793157 + Penalty 3400.471441 = -2892884.321716 nChanged 1559 SP:Iteration 2Q (5566.316810 sec): 3 clusters Score: Raw -2896760.884163 + Penalty 3400.471441 = -2893360.412722 nChanged 1475 SP:Iteration 3Q (5566.417352 sec): 3 clusters Score: Raw -2897227.275957 + Penalty 3400.471441 = -2893826.804516 nChanged 1423 SP:Iteration 4Q (5566.534079 sec): 3 clusters Score: Raw -2897704.565538 + Penalty 3400.471441 = -2894304.094097 nChanged 1399 SP:Iteration 5Q (5566.636381 sec): 3 clusters Score: Raw -2898169.068770 + Penalty 3400.471441 = -2894768.597329 nChanged 1335 SP:Iteration 6Q (5566.739808 sec): 3 clusters Score: Raw -2898667.287538 + Penalty 3400.471441 = -2895266.816098 nChanged 1466 SP:Iteration 7Q (5566.849094 sec): 3 clusters Score: Raw -2899310.468267 + Penalty 3400.471441 = -2895909.996827 nChanged 1545 SP:Iteration 8Q (5566.965240 sec): 3 clusters Score: Raw -2899997.581954 + Penalty 3400.471441 = -2896597.110514 nChanged 1527 SP:Iteration 9Q (5567.063764 sec): 3 clusters Score: Raw -2900675.959741 + Penalty 3400.471441 = -2897275.488300 nChanged 1507 SP:Iteration 10Q (5567.189459 sec): 3 clusters Score: Raw -2901336.052298 + Penalty 3400.471441 = -2897935.580857 nChanged 1406 SP:Iteration 11Q (5567.300686 sec): 3 clusters Score: Raw -2901936.088228 + Penalty 3400.471441 = -2898535.616787 nChanged 1285 SP:Iteration 12Q (5567.394921 sec): 3 clusters Score: Raw -2902501.054489 + Penalty 3400.471441 = -2899100.583048 nChanged 1185 SP:Iteration 13Q (5567.506818 sec): 3 clusters Score: Raw -2903011.264965 + Penalty 3400.471441 = -2899610.793525 nChanged 1097 SP:Iteration 14Q (5567.621985 sec): 3 clusters Score: Raw -2903454.926685 + Penalty 3400.471441 = -2900054.455244 nChanged 1011 SP:Iteration 15Q (5567.738178 sec): 3 clusters Score: Raw -2903848.471214 + Penalty 3400.471441 = -2900447.999773 nChanged 930 SP:Iteration 16Q (5567.834745 sec): 3 clusters Score: Raw -2904196.540056 + Penalty 3400.471441 = -2900796.068615 nChanged 805 SP:Iteration 17Q (5567.949628 sec): 3 clusters Score: Raw -2904486.078697 + Penalty 3400.471441 = -2901085.607257 nChanged 700 SP:Iteration 18Q (5568.057188 sec): 3 clusters Score: Raw -2904706.798940 + Penalty 3400.471441 = -2901306.327499 nChanged 595 SP:Iteration 19Q (5568.159206 sec): 3 clusters Score: Raw -2904878.947920 + Penalty 3400.471441 = -2901478.476479 nChanged 556 SP:Iteration 20F (5568.263108 sec): 3 clusters Score: Raw -2905030.115221 + Penalty 3400.471441 = -2901629.643780 nChanged 543 SP:Iteration 21Q (5568.366900 sec): 3 clusters Score: Raw -2905174.670544 + Penalty 3400.471441 = -2901774.199103 nChanged 532 SP:Iteration 22Q (5568.471466 sec): 3 clusters Score: Raw -2905329.400671 + Penalty 3400.471441 = -2901928.929231 nChanged 554 SP:Iteration 23Q (5568.571471 sec): 3 clusters Score: Raw -2905501.605543 + Penalty 3400.471441 = -2902101.134102 nChanged 606 SP:Iteration 24Q (5568.680029 sec): 3 clusters Score: Raw -2905694.954962 + Penalty 3400.471441 = -2902294.483521 nChanged 602 SP:Iteration 25Q (5568.779848 sec): 3 clusters Score: Raw -2905892.423323 + Penalty 3400.471441 = -2902491.951882 nChanged 599 SP:Iteration 26Q (5568.891539 sec): 3 clusters Score: Raw -2906099.504827 + Penalty 3400.471441 = -2902699.033386 nChanged 630 SP:Iteration 27Q (5568.989373 sec): 3 clusters Score: Raw -2906330.995582 + Penalty 3400.471441 = -2902930.524141 nChanged 626 SP:Iteration 28Q (5569.083252 sec): 3 clusters Score: Raw -2906577.432204 + Penalty 3400.471441 = -2903176.960763 nChanged 623 SP:Iteration 29Q (5569.194621 sec): 3 clusters Score: Raw -2906830.140282 + Penalty 3400.471441 = -2903429.668842 nChanged 608 SP:Iteration 30Q (5569.295827 sec): 3 clusters Score: Raw -2907092.899863 + Penalty 3400.471441 = -2903692.428423 nChanged 601 SP:Iteration 31Q (5569.394642 sec): 3 clusters Score: Raw -2907367.360670 + Penalty 3400.471441 = -2903966.889229 nChanged 561 SP:Iteration 32Q (5569.489840 sec): 3 clusters Score: Raw -2907632.800116 + Penalty 3400.471441 = -2904232.328675 nChanged 512 SP:Iteration 33Q (5569.592823 sec): 3 clusters Score: Raw -2907895.447473 + Penalty 3400.471441 = -2904494.976032 nChanged 516 SP:Iteration 34Q (5569.679869 sec): 3 clusters Score: Raw -2908172.948291 + Penalty 3400.471441 = -2904772.476851 nChanged 459 SP:Iteration 35Q (5569.781363 sec): 3 clusters Score: Raw -2908439.919536 + Penalty 3400.471441 = -2905039.448095 nChanged 394 SP:Iteration 36Q (5569.885626 sec): 3 clusters Score: Raw -2908665.529247 + Penalty 3400.471441 = -2905265.057806 nChanged 291 SP:Iteration 37Q (5569.974605 sec): 3 clusters Score: Raw -2908823.029378 + Penalty 3400.471441 = -2905422.557938 nChanged 221 SP:Iteration 38Q (5570.078891 sec): 3 clusters Score: Raw -2908938.071654 + Penalty 3400.471441 = -2905537.600213 nChanged 179 SP:Iteration 39Q (5570.166383 sec): 3 clusters Score: Raw -2909041.974656 + Penalty 3400.471441 = -2905641.503216 nChanged 137 SP:Iteration 40F (5570.268794 sec): 3 clusters Score: Raw -2909125.687298 + Penalty 3400.471441 = -2905725.215857 nChanged 90 SP:Iteration 41Q (5570.373813 sec): 3 clusters Score: Raw -2909166.658347 + Penalty 3400.471441 = -2905766.186906 nChanged 76 SP:Iteration 42Q (5570.473100 sec): 3 clusters Score: Raw -2909206.249054 + Penalty 3400.471441 = -2905805.777614 nChanged 69 SP:Iteration 43Q (5570.561831 sec): 3 clusters Score: Raw -2909246.204608 + Penalty 3400.471441 = -2905845.733167 nChanged 52 SP:Iteration 44Q (5570.654568 sec): 3 clusters Score: Raw -2909277.265921 + Penalty 3400.471441 = -2905876.794481 nChanged 39 SP:Iteration 45Q (5570.732497 sec): 3 clusters Score: Raw -2909298.255735 + Penalty 3400.471441 = -2905897.784295 nChanged 43 SP:Iteration 46Q (5570.838563 sec): 3 clusters Score: Raw -2909324.849226 + Penalty 3400.471441 = -2905924.377786 nChanged 28 SP:Iteration 47Q (5570.936719 sec): 3 clusters Score: Raw -2909337.267750 + Penalty 3400.471441 = -2905936.796309 nChanged 17 SP:Iteration 48Q (5571.032054 sec): 3 clusters Score: Raw -2909344.912880 + Penalty 3400.471441 = -2905944.441440 nChanged 14 SP:Iteration 49Q (5571.114357 sec): 3 clusters Score: Raw -2909350.975761 + Penalty 3400.471441 = -2905950.504320 nChanged 12 SP:Iteration 50Q (5571.208238 sec): 3 clusters Score: Raw -2909355.055019 + Penalty 3400.471441 = -2905954.583578 nChanged 11 SP:Iteration 51Q (5571.308037 sec): 3 clusters Score: Raw -2909358.651549 + Penalty 3400.471441 = -2905958.180109 nChanged 9 SP:Iteration 52Q (5571.406180 sec): 3 clusters Score: Raw -2909362.140866 + Penalty 3400.471441 = -2905961.669425 nChanged 4 SP:Iteration 53Q (5571.489855 sec): 3 clusters Score: Raw -2909363.174132 + Penalty 3400.471441 = -2905962.702692 nChanged 3 SP:Iteration 54Q (5571.598057 sec): 3 clusters Score: Raw -2909364.114684 + Penalty 3400.471441 = -2905963.643244 nChanged 2 SP:Iteration 55Q (5571.678877 sec): 3 clusters Score: Raw -2909364.481519 + Penalty 3400.471441 = -2905964.010078 nChanged 2 SP:Iteration 56Q (5571.772661 sec): 3 clusters Score: Raw -2909365.322752 + Penalty 3400.471441 = -2905964.851312 nChanged 2 SP:Iteration 57Q (5571.859490 sec): 3 clusters Score: Raw -2909366.499498 + Penalty 3400.471441 = -2905966.028058 nChanged 4 SP:Iteration 58Q (5571.958499 sec): 3 clusters Score: Raw -2909367.834416 + Penalty 3400.471441 = -2905967.362975 nChanged 1 SP:Iteration 59Q (5572.050002 sec): 3 clusters Score: Raw -2909368.004257 + Penalty 3400.471441 = -2905967.532817 nChanged 0 SP:Iteration 60F (5572.146885 sec): 3 clusters Score: Raw -2909368.004257 + Penalty 3400.471441 = -2905967.532817 nChanged 0 Trying to split cluster 18 (2325 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5572.181625 sec): 2 clusters Score: Raw -178040.697988 + Penalty 1259.614739 = -176781.083249 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5572.217081 sec): 3 clusters Score: Raw -177006.078682 + Penalty 2519.229478 = -174486.849204 nChanged 868 SP:Iteration 1F (5572.268879 sec): 3 clusters Score: Raw -177572.240077 + Penalty 2519.229478 = -175053.010598 nChanged 174 SP:Iteration 2F (5572.309490 sec): 3 clusters Score: Raw -177689.619025 + Penalty 2519.229478 = -175170.389547 nChanged 106 SP:Iteration 3Q (5572.348537 sec): 3 clusters Score: Raw -177765.320000 + Penalty 2519.229478 = -175246.090522 nChanged 76 SP:Iteration 4Q (5572.391355 sec): 3 clusters Score: Raw -177813.601440 + Penalty 2519.229478 = -175294.371961 nChanged 80 SP:Iteration 5Q (5572.429607 sec): 3 clusters Score: Raw -177878.826656 + Penalty 2519.229478 = -175359.597178 nChanged 76 SP:Iteration 6Q (5572.484732 sec): 3 clusters Score: Raw -177960.030439 + Penalty 2519.229478 = -175440.800960 nChanged 93 SP:Iteration 7Q (5572.519115 sec): 3 clusters Score: Raw -178074.585182 + Penalty 2519.229478 = -175555.355703 nChanged 104 SP:Iteration 8Q (5572.560557 sec): 3 clusters Score: Raw -178211.896440 + Penalty 2519.229478 = -175692.666962 nChanged 111 SP:Iteration 9Q (5572.601313 sec): 3 clusters Score: Raw -178374.517529 + Penalty 2519.229478 = -175855.288051 nChanged 129 SP:Iteration 10F (5572.646202 sec): 3 clusters Score: Raw -178608.412361 + Penalty 2519.229478 = -176089.182883 nChanged 144 SP:Iteration 11F (5572.693563 sec): 3 clusters Score: Raw -178962.375239 + Penalty 2519.229478 = -176443.145761 nChanged 129 SP:Iteration 12F (5572.738944 sec): 3 clusters Score: Raw -179297.673092 + Penalty 2519.229478 = -176778.443613 nChanged 114 SP:Iteration 13Q (5572.790389 sec): 3 clusters Score: Raw -179649.209022 + Penalty 2519.229478 = -177129.979543 nChanged 73 SP:Iteration 14Q (5572.823235 sec): 3 clusters Score: Raw -179825.517601 + Penalty 2519.229478 = -177306.288123 nChanged 48 SP:Iteration 15Q (5572.873974 sec): 3 clusters Score: Raw -179898.507859 + Penalty 2519.229478 = -177379.278380 nChanged 21 SP:Iteration 16Q (5572.919984 sec): 3 clusters Score: Raw -179922.796836 + Penalty 2519.229478 = -177403.567358 nChanged 14 SP:Iteration 17Q (5572.962969 sec): 3 clusters Score: Raw -179943.318368 + Penalty 2519.229478 = -177424.088890 nChanged 11 SP:Iteration 18Q (5573.004944 sec): 3 clusters Score: Raw -179951.535626 + Penalty 2519.229478 = -177432.306148 nChanged 4 SP:Iteration 19Q (5573.050037 sec): 3 clusters Score: Raw -179954.525203 + Penalty 2519.229478 = -177435.295725 nChanged 3 SP:Iteration 20F (5573.097568 sec): 3 clusters Score: Raw -179958.232157 + Penalty 2519.229478 = -177439.002679 nChanged 2 SP:Iteration 21Q (5573.141812 sec): 3 clusters Score: Raw -179959.753745 + Penalty 2519.229478 = -177440.524267 nChanged 2 SP:Iteration 22Q (5573.184632 sec): 3 clusters Score: Raw -179960.560607 + Penalty 2519.229478 = -177441.331129 nChanged 2 SP:Iteration 23Q (5573.234764 sec): 3 clusters Score: Raw -179961.724845 + Penalty 2519.229478 = -177442.495366 nChanged 2 SP:Iteration 24Q (5573.277209 sec): 3 clusters Score: Raw -179962.456174 + Penalty 2519.229478 = -177443.226696 nChanged 0 SP:Iteration 25F (5573.335648 sec): 3 clusters Score: Raw -179962.456174 + Penalty 2519.229478 = -177443.226696 nChanged 0 Score: Raw -49142493.563941 + Penalty 88911.006508 = -49053582.557433 Splitting cluster 18 changes total score from -49053772.462676 to -49053582.557433 So it's not getting split. Trying to split cluster 19 (4611 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5589.966770 sec): 2 clusters Score: Raw -354032.983956 + Penalty 1370.882505 = -352662.101450 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5590.018991 sec): 3 clusters Score: Raw -351656.029383 + Penalty 2741.765010 = -348914.264372 nChanged 1897 SP:Iteration 1F (5590.070099 sec): 3 clusters Score: Raw -352692.219916 + Penalty 2741.765010 = -349950.454905 nChanged 343 SP:Iteration 2F (5590.110610 sec): 3 clusters Score: Raw -352908.781078 + Penalty 2741.765010 = -350167.016067 nChanged 262 SP:Iteration 3F (5590.175639 sec): 3 clusters Score: Raw -353072.677538 + Penalty 2741.765010 = -350330.912528 nChanged 227 SP:Iteration 4Q (5590.222174 sec): 3 clusters Score: Raw -353196.722157 + Penalty 2741.765010 = -350454.957147 nChanged 192 SP:Iteration 5Q (5590.275131 sec): 3 clusters Score: Raw -353295.857897 + Penalty 2741.765010 = -350554.092886 nChanged 165 SP:Iteration 6Q (5590.328831 sec): 3 clusters Score: Raw -353389.665562 + Penalty 2741.765010 = -350647.900552 nChanged 165 SP:Iteration 7Q (5590.374719 sec): 3 clusters Score: Raw -353478.450089 + Penalty 2741.765010 = -350736.685078 nChanged 147 SP:Iteration 8Q (5590.425848 sec): 3 clusters Score: Raw -353558.327061 + Penalty 2741.765010 = -350816.562051 nChanged 137 SP:Iteration 9Q (5590.477203 sec): 3 clusters Score: Raw -353619.324306 + Penalty 2741.765010 = -350877.559296 nChanged 115 SP:Iteration 10Q (5590.538939 sec): 3 clusters Score: Raw -353678.867947 + Penalty 2741.765010 = -350937.102936 nChanged 121 SP:Iteration 11Q (5590.579632 sec): 3 clusters Score: Raw -353745.976351 + Penalty 2741.765010 = -351004.211340 nChanged 118 SP:Iteration 12Q (5590.644024 sec): 3 clusters Score: Raw -353806.034764 + Penalty 2741.765010 = -351064.269753 nChanged 110 SP:Iteration 13Q (5590.686470 sec): 3 clusters Score: Raw -353860.723197 + Penalty 2741.765010 = -351118.958187 nChanged 95 SP:Iteration 14Q (5590.742460 sec): 3 clusters Score: Raw -353909.765007 + Penalty 2741.765010 = -351167.999997 nChanged 91 SP:Iteration 15Q (5590.794623 sec): 3 clusters Score: Raw -353954.169438 + Penalty 2741.765010 = -351212.404428 nChanged 103 SP:Iteration 16Q (5590.853098 sec): 3 clusters Score: Raw -354007.985323 + Penalty 2741.765010 = -351266.220312 nChanged 92 SP:Iteration 17Q (5590.905432 sec): 3 clusters Score: Raw -354051.722593 + Penalty 2741.765010 = -351309.957583 nChanged 74 SP:Iteration 18Q (5590.961608 sec): 3 clusters Score: Raw -354089.451908 + Penalty 2741.765010 = -351347.686897 nChanged 80 SP:Iteration 19Q (5591.014757 sec): 3 clusters Score: Raw -354133.900320 + Penalty 2741.765010 = -351392.135309 nChanged 71 SP:Iteration 20F (5591.066784 sec): 3 clusters Score: Raw -354179.084489 + Penalty 2741.765010 = -351437.319478 nChanged 77 SP:Iteration 21Q (5591.120586 sec): 3 clusters Score: Raw -354237.235117 + Penalty 2741.765010 = -351495.470106 nChanged 81 SP:Iteration 22Q (5591.172888 sec): 3 clusters Score: Raw -354293.230434 + Penalty 2741.765010 = -351551.465424 nChanged 71 SP:Iteration 23Q (5591.227445 sec): 3 clusters Score: Raw -354340.539096 + Penalty 2741.765010 = -351598.774086 nChanged 53 SP:Iteration 24Q (5591.269652 sec): 3 clusters Score: Raw -354367.543900 + Penalty 2741.765010 = -351625.778890 nChanged 52 SP:Iteration 25Q (5591.333025 sec): 3 clusters Score: Raw -354393.943450 + Penalty 2741.765010 = -351652.178439 nChanged 45 SP:Iteration 26Q (5591.380755 sec): 3 clusters Score: Raw -354418.016627 + Penalty 2741.765010 = -351676.251617 nChanged 38 SP:Iteration 27Q (5591.427681 sec): 3 clusters Score: Raw -354436.702322 + Penalty 2741.765010 = -351694.937311 nChanged 33 SP:Iteration 28Q (5591.487716 sec): 3 clusters Score: Raw -354451.329141 + Penalty 2741.765010 = -351709.564130 nChanged 27 SP:Iteration 29Q (5591.535733 sec): 3 clusters Score: Raw -354462.496091 + Penalty 2741.765010 = -351720.731081 nChanged 22 SP:Iteration 30Q (5591.594764 sec): 3 clusters Score: Raw -354472.546769 + Penalty 2741.765010 = -351730.781759 nChanged 25 SP:Iteration 31Q (5591.641338 sec): 3 clusters Score: Raw -354482.872605 + Penalty 2741.765010 = -351741.107594 nChanged 23 SP:Iteration 32Q (5591.694628 sec): 3 clusters Score: Raw -354493.637894 + Penalty 2741.765010 = -351751.872884 nChanged 20 SP:Iteration 33Q (5591.749125 sec): 3 clusters Score: Raw -354503.416411 + Penalty 2741.765010 = -351761.651400 nChanged 15 SP:Iteration 34Q (5591.802037 sec): 3 clusters Score: Raw -354510.950935 + Penalty 2741.765010 = -351769.185925 nChanged 14 SP:Iteration 35Q (5591.855262 sec): 3 clusters Score: Raw -354516.266747 + Penalty 2741.765010 = -351774.501737 nChanged 12 SP:Iteration 36Q (5591.903959 sec): 3 clusters Score: Raw -354521.705010 + Penalty 2741.765010 = -351779.940000 nChanged 12 SP:Iteration 37Q (5591.968960 sec): 3 clusters Score: Raw -354530.606873 + Penalty 2741.765010 = -351788.841863 nChanged 12 SP:Iteration 38Q (5592.024259 sec): 3 clusters Score: Raw -354541.144283 + Penalty 2741.765010 = -351799.379273 nChanged 18 SP:Iteration 39Q (5592.066297 sec): 3 clusters Score: Raw -354555.717393 + Penalty 2741.765010 = -351813.952382 nChanged 17 SP:Iteration 40F (5592.122917 sec): 3 clusters Score: Raw -354565.379926 + Penalty 2741.765010 = -351823.614916 nChanged 7 SP:Iteration 41Q (5592.168553 sec): 3 clusters Score: Raw -354568.092167 + Penalty 2741.765010 = -351826.327156 nChanged 5 SP:Iteration 42Q (5592.221389 sec): 3 clusters Score: Raw -354570.045538 + Penalty 2741.765010 = -351828.280528 nChanged 1 SP:Iteration 43Q (5592.273354 sec): 3 clusters Score: Raw -354570.421949 + Penalty 2741.765010 = -351828.656939 nChanged 1 SP:Iteration 44Q (5592.332610 sec): 3 clusters Score: Raw -354570.549573 + Penalty 2741.765010 = -351828.784562 nChanged 0 SP:Iteration 45F (5592.391995 sec): 3 clusters Score: Raw -354570.549573 + Penalty 2741.765010 = -351828.784562 nChanged 0 Trying to split cluster 20 (2293 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5592.421366 sec): 2 clusters Score: Raw -183515.842610 + Penalty 1257.362646 = -182258.479964 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5592.472405 sec): 3 clusters Score: Raw -182479.447885 + Penalty 2514.725292 = -179964.722593 nChanged 843 SP:Iteration 1F (5592.511922 sec): 3 clusters Score: Raw -183022.429487 + Penalty 2514.725292 = -180507.704195 nChanged 158 SP:Iteration 2F (5592.565559 sec): 3 clusters Score: Raw -183126.909403 + Penalty 2514.725292 = -180612.184111 nChanged 110 SP:Iteration 3Q (5592.605993 sec): 3 clusters Score: Raw -183205.154190 + Penalty 2514.725292 = -180690.428898 nChanged 80 SP:Iteration 4Q (5592.663315 sec): 3 clusters Score: Raw -183252.752757 + Penalty 2514.725292 = -180738.027466 nChanged 52 SP:Iteration 5Q (5592.709315 sec): 3 clusters Score: Raw -183285.661449 + Penalty 2514.725292 = -180770.936158 nChanged 52 SP:Iteration 6Q (5592.749919 sec): 3 clusters Score: Raw -183314.389735 + Penalty 2514.725292 = -180799.664443 nChanged 44 SP:Iteration 7Q (5592.808910 sec): 3 clusters Score: Raw -183335.771140 + Penalty 2514.725292 = -180821.045848 nChanged 35 SP:Iteration 8Q (5592.844196 sec): 3 clusters Score: Raw -183356.745093 + Penalty 2514.725292 = -180842.019801 nChanged 34 SP:Iteration 9Q (5592.897865 sec): 3 clusters Score: Raw -183371.974949 + Penalty 2514.725292 = -180857.249657 nChanged 19 SP:Iteration 10Q (5592.949222 sec): 3 clusters Score: Raw -183379.489761 + Penalty 2514.725292 = -180864.764469 nChanged 15 SP:Iteration 11Q (5592.997066 sec): 3 clusters Score: Raw -183386.817913 + Penalty 2514.725292 = -180872.092621 nChanged 16 SP:Iteration 12Q (5593.048962 sec): 3 clusters Score: Raw -183393.388319 + Penalty 2514.725292 = -180878.663027 nChanged 10 SP:Iteration 13Q (5593.098029 sec): 3 clusters Score: Raw -183397.270291 + Penalty 2514.725292 = -180882.544999 nChanged 10 SP:Iteration 14Q (5593.149092 sec): 3 clusters Score: Raw -183401.901071 + Penalty 2514.725292 = -180887.175779 nChanged 12 SP:Iteration 15Q (5593.197191 sec): 3 clusters Score: Raw -183406.514252 + Penalty 2514.725292 = -180891.788960 nChanged 14 SP:Iteration 16Q (5593.244778 sec): 3 clusters Score: Raw -183410.619469 + Penalty 2514.725292 = -180895.894177 nChanged 11 SP:Iteration 17Q (5593.291077 sec): 3 clusters Score: Raw -183416.096058 + Penalty 2514.725292 = -180901.370767 nChanged 16 SP:Iteration 18Q (5593.328827 sec): 3 clusters Score: Raw -183421.971401 + Penalty 2514.725292 = -180907.246109 nChanged 11 SP:Iteration 19Q (5593.373908 sec): 3 clusters Score: Raw -183425.015601 + Penalty 2514.725292 = -180910.290309 nChanged 5 SP:Iteration 20F (5593.419273 sec): 3 clusters Score: Raw -183426.584074 + Penalty 2514.725292 = -180911.858782 nChanged 6 SP:Iteration 21Q (5593.465232 sec): 3 clusters Score: Raw -183428.504933 + Penalty 2514.725292 = -180913.779641 nChanged 5 SP:Iteration 22Q (5593.510005 sec): 3 clusters Score: Raw -183429.674221 + Penalty 2514.725292 = -180914.948929 nChanged 6 SP:Iteration 23Q (5593.555211 sec): 3 clusters Score: Raw -183432.706595 + Penalty 2514.725292 = -180917.981303 nChanged 7 SP:Iteration 24Q (5593.600823 sec): 3 clusters Score: Raw -183436.605231 + Penalty 2514.725292 = -180921.879939 nChanged 10 SP:Iteration 25Q (5593.645370 sec): 3 clusters Score: Raw -183443.168054 + Penalty 2514.725292 = -180928.442762 nChanged 12 SP:Iteration 26Q (5593.690594 sec): 3 clusters Score: Raw -183448.429922 + Penalty 2514.725292 = -180933.704630 nChanged 11 SP:Iteration 27Q (5593.735549 sec): 3 clusters Score: Raw -183453.238283 + Penalty 2514.725292 = -180938.512991 nChanged 12 SP:Iteration 28Q (5593.781913 sec): 3 clusters Score: Raw -183459.206185 + Penalty 2514.725292 = -180944.480893 nChanged 17 SP:Iteration 29Q (5593.827803 sec): 3 clusters Score: Raw -183468.804778 + Penalty 2514.725292 = -180954.079486 nChanged 17 SP:Iteration 30Q (5593.879121 sec): 3 clusters Score: Raw -183475.690669 + Penalty 2514.725292 = -180960.965377 nChanged 19 SP:Iteration 31Q (5593.930494 sec): 3 clusters Score: Raw -183484.032938 + Penalty 2514.725292 = -180969.307646 nChanged 17 SP:Iteration 32Q (5593.984365 sec): 3 clusters Score: Raw -183490.835441 + Penalty 2514.725292 = -180976.110150 nChanged 17 SP:Iteration 33Q (5594.025409 sec): 3 clusters Score: Raw -183500.312795 + Penalty 2514.725292 = -180985.587503 nChanged 15 SP:Iteration 34Q (5594.081557 sec): 3 clusters Score: Raw -183508.638337 + Penalty 2514.725292 = -180993.913045 nChanged 23 SP:Iteration 35Q (5594.132118 sec): 3 clusters Score: Raw -183522.075657 + Penalty 2514.725292 = -181007.350365 nChanged 22 SP:Iteration 36Q (5594.172933 sec): 3 clusters Score: Raw -183531.816462 + Penalty 2514.725292 = -181017.091170 nChanged 23 SP:Iteration 37Q (5594.220670 sec): 3 clusters Score: Raw -183547.801521 + Penalty 2514.725292 = -181033.076229 nChanged 19 SP:Iteration 38Q (5594.277549 sec): 3 clusters Score: Raw -183559.209431 + Penalty 2514.725292 = -181044.484139 nChanged 17 SP:Iteration 39Q (5594.320705 sec): 3 clusters Score: Raw -183570.214622 + Penalty 2514.725292 = -181055.489330 nChanged 22 SP:Iteration 40F (5594.364150 sec): 3 clusters Score: Raw -183584.212797 + Penalty 2514.725292 = -181069.487505 nChanged 14 SP:Iteration 41Q (5594.408851 sec): 3 clusters Score: Raw -183592.258578 + Penalty 2514.725292 = -181077.533286 nChanged 16 SP:Iteration 42Q (5594.420595 sec): 3 clusters Score: Raw -183604.830855 + Penalty 2514.725292 = -181090.105563 nChanged 12 SP:Iteration 43Q (5594.431947 sec): 3 clusters Score: Raw -183610.916217 + Penalty 2514.725292 = -181096.190925 nChanged 4 SP:Iteration 44Q (5594.443406 sec): 3 clusters Score: Raw -183612.350655 + Penalty 2514.725292 = -181097.625363 nChanged 2 SP:Iteration 45Q (5594.454855 sec): 3 clusters Score: Raw -183613.306326 + Penalty 2514.725292 = -181098.581034 nChanged 0 SP:Iteration 46F (5594.466330 sec): 3 clusters Score: Raw -183613.306326 + Penalty 2514.725292 = -181098.581034 nChanged 0 Trying to split cluster 21 (48863 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5594.571455 sec): 2 clusters Score: Raw -3989431.033356 + Penalty 1754.476058 = -3987676.557298 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5594.694283 sec): 3 clusters Score: Raw -3958725.922489 + Penalty 3508.952116 = -3955216.970372 nChanged 22754 SP:Iteration 1F (5594.825376 sec): 3 clusters Score: Raw -3972414.350614 + Penalty 3508.952116 = -3968905.398497 nChanged 2921 SP:Iteration 2F (5594.948437 sec): 3 clusters Score: Raw -3974029.517659 + Penalty 3508.952116 = -3970520.565543 nChanged 3453 SP:Iteration 3F (5595.089319 sec): 3 clusters Score: Raw -3976345.382008 + Penalty 3508.952116 = -3972836.429891 nChanged 3639 SP:Iteration 4F (5595.209276 sec): 3 clusters Score: Raw -3979068.751939 + Penalty 3508.952116 = -3975559.799822 nChanged 3389 SP:Iteration 5F (5595.337458 sec): 3 clusters Score: Raw -3981818.527868 + Penalty 3508.952116 = -3978309.575752 nChanged 2861 SP:Iteration 6F (5595.469422 sec): 3 clusters Score: Raw -3984102.141802 + Penalty 3508.952116 = -3980593.189685 nChanged 2111 SP:Iteration 7Q (5595.595063 sec): 3 clusters Score: Raw -3985387.631119 + Penalty 3508.952116 = -3981878.679003 nChanged 1450 SP:Iteration 8Q (5595.735471 sec): 3 clusters Score: Raw -3986039.669128 + Penalty 3508.952116 = -3982530.717012 nChanged 981 SP:Iteration 9Q (5595.866031 sec): 3 clusters Score: Raw -3986383.844223 + Penalty 3508.952116 = -3982874.892106 nChanged 750 SP:Iteration 10Q (5595.991184 sec): 3 clusters Score: Raw -3986647.726504 + Penalty 3508.952116 = -3983138.774387 nChanged 685 SP:Iteration 11Q (5596.118702 sec): 3 clusters Score: Raw -3986870.655855 + Penalty 3508.952116 = -3983361.703739 nChanged 641 SP:Iteration 12Q (5596.215244 sec): 3 clusters Score: Raw -3987067.855249 + Penalty 3508.952116 = -3983558.903133 nChanged 596 SP:Iteration 13Q (5596.311869 sec): 3 clusters Score: Raw -3987248.499127 + Penalty 3508.952116 = -3983739.547011 nChanged 582 SP:Iteration 14Q (5596.407011 sec): 3 clusters Score: Raw -3987424.152866 + Penalty 3508.952116 = -3983915.200750 nChanged 584 SP:Iteration 15Q (5596.522778 sec): 3 clusters Score: Raw -3987603.121673 + Penalty 3508.952116 = -3984094.169557 nChanged 556 SP:Iteration 16Q (5596.650238 sec): 3 clusters Score: Raw -3987780.327985 + Penalty 3508.952116 = -3984271.375869 nChanged 521 SP:Iteration 17Q (5596.773523 sec): 3 clusters Score: Raw -3987940.006813 + Penalty 3508.952116 = -3984431.054696 nChanged 464 SP:Iteration 18Q (5596.896456 sec): 3 clusters Score: Raw -3988069.767467 + Penalty 3508.952116 = -3984560.815351 nChanged 457 SP:Iteration 19Q (5597.017776 sec): 3 clusters Score: Raw -3988194.766685 + Penalty 3508.952116 = -3984685.814568 nChanged 404 SP:Iteration 20F (5597.147223 sec): 3 clusters Score: Raw -3988306.215715 + Penalty 3508.952116 = -3984797.263598 nChanged 385 SP:Iteration 21Q (5597.266468 sec): 3 clusters Score: Raw -3988408.739816 + Penalty 3508.952116 = -3984899.787700 nChanged 369 SP:Iteration 22Q (5597.385830 sec): 3 clusters Score: Raw -3988510.973457 + Penalty 3508.952116 = -3985002.021340 nChanged 351 SP:Iteration 23Q (5597.506910 sec): 3 clusters Score: Raw -3988614.501885 + Penalty 3508.952116 = -3985105.549768 nChanged 347 SP:Iteration 24Q (5597.620859 sec): 3 clusters Score: Raw -3988724.932826 + Penalty 3508.952116 = -3985215.980709 nChanged 330 SP:Iteration 25Q (5597.739587 sec): 3 clusters Score: Raw -3988829.075678 + Penalty 3508.952116 = -3985320.123562 nChanged 293 SP:Iteration 26Q (5597.850881 sec): 3 clusters Score: Raw -3988926.647514 + Penalty 3508.952116 = -3985417.695397 nChanged 259 SP:Iteration 27Q (5597.937041 sec): 3 clusters Score: Raw -3989016.502714 + Penalty 3508.952116 = -3985507.550598 nChanged 234 SP:Iteration 28Q (5598.062892 sec): 3 clusters Score: Raw -3989103.767742 + Penalty 3508.952116 = -3985594.815626 nChanged 228 SP:Iteration 29Q (5598.180069 sec): 3 clusters Score: Raw -3989207.569087 + Penalty 3508.952116 = -3985698.616970 nChanged 208 SP:Iteration 30Q (5598.285656 sec): 3 clusters Score: Raw -3989319.482433 + Penalty 3508.952116 = -3985810.530317 nChanged 193 SP:Iteration 31Q (5598.404715 sec): 3 clusters Score: Raw -3989423.330905 + Penalty 3508.952116 = -3985914.378789 nChanged 183 SP:Iteration 32Q (5598.519315 sec): 3 clusters Score: Raw -3989526.628455 + Penalty 3508.952116 = -3986017.676339 nChanged 186 SP:Iteration 33Q (5598.636550 sec): 3 clusters Score: Raw -3989625.205844 + Penalty 3508.952116 = -3986116.253728 nChanged 154 SP:Iteration 34Q (5598.750186 sec): 3 clusters Score: Raw -3989700.664535 + Penalty 3508.952116 = -3986191.712419 nChanged 148 SP:Iteration 35Q (5598.860834 sec): 3 clusters Score: Raw -3989774.128573 + Penalty 3508.952116 = -3986265.176457 nChanged 130 SP:Iteration 36Q (5598.978889 sec): 3 clusters Score: Raw -3989825.136716 + Penalty 3508.952116 = -3986316.184599 nChanged 102 SP:Iteration 37Q (5599.087556 sec): 3 clusters Score: Raw -3989859.434274 + Penalty 3508.952116 = -3986350.482158 nChanged 83 SP:Iteration 38Q (5599.200052 sec): 3 clusters Score: Raw -3989890.987797 + Penalty 3508.952116 = -3986382.035681 nChanged 70 SP:Iteration 39Q (5599.309589 sec): 3 clusters Score: Raw -3989915.664674 + Penalty 3508.952116 = -3986406.712557 nChanged 65 SP:Iteration 40F (5599.430567 sec): 3 clusters Score: Raw -3989940.991061 + Penalty 3508.952116 = -3986432.038945 nChanged 72 SP:Iteration 41Q (5599.547486 sec): 3 clusters Score: Raw -3989971.904101 + Penalty 3508.952116 = -3986462.951985 nChanged 70 SP:Iteration 42Q (5599.660819 sec): 3 clusters Score: Raw -3989996.983622 + Penalty 3508.952116 = -3986488.031505 nChanged 69 SP:Iteration 43Q (5599.776288 sec): 3 clusters Score: Raw -3990017.738211 + Penalty 3508.952116 = -3986508.786094 nChanged 53 SP:Iteration 44Q (5599.892882 sec): 3 clusters Score: Raw -3990033.713000 + Penalty 3508.952116 = -3986524.760883 nChanged 53 SP:Iteration 45Q (5599.998940 sec): 3 clusters Score: Raw -3990046.905748 + Penalty 3508.952116 = -3986537.953631 nChanged 40 SP:Iteration 46Q (5600.115983 sec): 3 clusters Score: Raw -3990057.985991 + Penalty 3508.952116 = -3986549.033875 nChanged 38 SP:Iteration 47Q (5600.224457 sec): 3 clusters Score: Raw -3990067.367635 + Penalty 3508.952116 = -3986558.415518 nChanged 34 SP:Iteration 48Q (5600.310745 sec): 3 clusters Score: Raw -3990075.711674 + Penalty 3508.952116 = -3986566.759557 nChanged 26 SP:Iteration 49Q (5600.416914 sec): 3 clusters Score: Raw -3990079.713971 + Penalty 3508.952116 = -3986570.761854 nChanged 20 SP:Iteration 50Q (5600.531962 sec): 3 clusters Score: Raw -3990083.646334 + Penalty 3508.952116 = -3986574.694218 nChanged 18 SP:Iteration 51Q (5600.644640 sec): 3 clusters Score: Raw -3990086.625570 + Penalty 3508.952116 = -3986577.673453 nChanged 10 SP:Iteration 52Q (5600.752254 sec): 3 clusters Score: Raw -3990088.122355 + Penalty 3508.952116 = -3986579.170239 nChanged 7 SP:Iteration 53Q (5600.871583 sec): 3 clusters Score: Raw -3990089.454877 + Penalty 3508.952116 = -3986580.502761 nChanged 5 SP:Iteration 54Q (5600.980964 sec): 3 clusters Score: Raw -3990090.538125 + Penalty 3508.952116 = -3986581.586008 nChanged 5 SP:Iteration 55Q (5601.097528 sec): 3 clusters Score: Raw -3990091.307687 + Penalty 3508.952116 = -3986582.355570 nChanged 5 SP:Iteration 56Q (5601.211057 sec): 3 clusters Score: Raw -3990091.796580 + Penalty 3508.952116 = -3986582.844464 nChanged 3 SP:Iteration 57Q (5601.311778 sec): 3 clusters Score: Raw -3990092.303062 + Penalty 3508.952116 = -3986583.350946 nChanged 6 SP:Iteration 58Q (5601.416494 sec): 3 clusters Score: Raw -3990093.032293 + Penalty 3508.952116 = -3986584.080176 nChanged 4 SP:Iteration 59Q (5601.536850 sec): 3 clusters Score: Raw -3990093.412910 + Penalty 3508.952116 = -3986584.460793 nChanged 3 SP:Iteration 60F (5601.639805 sec): 3 clusters Score: Raw -3990093.995985 + Penalty 3508.952116 = -3986585.043869 nChanged 5 SP:Iteration 61Q (5601.717905 sec): 3 clusters Score: Raw -3990094.747979 + Penalty 3508.952116 = -3986585.795863 nChanged 3 SP:Iteration 62Q (5601.831817 sec): 3 clusters Score: Raw -3990095.107649 + Penalty 3508.952116 = -3986586.155533 nChanged 4 SP:Iteration 63Q (5601.947486 sec): 3 clusters Score: Raw -3990095.491508 + Penalty 3508.952116 = -3986586.539392 nChanged 3 SP:Iteration 64Q (5602.061769 sec): 3 clusters Score: Raw -3990095.764748 + Penalty 3508.952116 = -3986586.812631 nChanged 3 SP:Iteration 65Q (5602.180291 sec): 3 clusters Score: Raw -3990096.020810 + Penalty 3508.952116 = -3986587.068694 nChanged 2 SP:Iteration 66Q (5602.296044 sec): 3 clusters Score: Raw -3990096.298873 + Penalty 3508.952116 = -3986587.346757 nChanged 2 SP:Iteration 67Q (5602.407408 sec): 3 clusters Score: Raw -3990096.389138 + Penalty 3508.952116 = -3986587.437022 nChanged 0 SP:Iteration 68F (5602.535323 sec): 3 clusters Score: Raw -3990096.389138 + Penalty 3508.952116 = -3986587.437022 nChanged 0 Trying to split cluster 22 (2618 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5602.571002 sec): 2 clusters Score: Raw -175268.542018 + Penalty 1278.901966 = -173989.640052 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5602.621123 sec): 3 clusters Score: Raw -174173.989884 + Penalty 2557.803933 = -171616.185951 nChanged 959 SP:Iteration 1F (5602.674411 sec): 3 clusters Score: Raw -174920.725141 + Penalty 2557.803933 = -172362.921209 nChanged 257 SP:Iteration 2F (5602.719064 sec): 3 clusters Score: Raw -175235.828513 + Penalty 2557.803933 = -172678.024580 nChanged 203 SP:Iteration 3F (5602.767714 sec): 3 clusters Score: Raw -175463.760273 + Penalty 2557.803933 = -172905.956341 nChanged 154 SP:Iteration 4F (5602.804976 sec): 3 clusters Score: Raw -175630.264171 + Penalty 2557.803933 = -173072.460239 nChanged 123 SP:Iteration 5Q (5602.857720 sec): 3 clusters Score: Raw -175746.208146 + Penalty 2557.803933 = -173188.404214 nChanged 91 SP:Iteration 6Q (5602.910342 sec): 3 clusters Score: Raw -175831.158593 + Penalty 2557.803933 = -173273.354660 nChanged 68 SP:Iteration 7Q (5602.943939 sec): 3 clusters Score: Raw -175889.104677 + Penalty 2557.803933 = -173331.300744 nChanged 56 SP:Iteration 8Q (5602.990690 sec): 3 clusters Score: Raw -175945.091374 + Penalty 2557.803933 = -173387.287441 nChanged 61 SP:Iteration 9Q (5603.033250 sec): 3 clusters Score: Raw -175998.542880 + Penalty 2557.803933 = -173440.738947 nChanged 52 SP:Iteration 10Q (5603.084707 sec): 3 clusters Score: Raw -176041.693031 + Penalty 2557.803933 = -173483.889099 nChanged 40 SP:Iteration 11Q (5603.130018 sec): 3 clusters Score: Raw -176088.173453 + Penalty 2557.803933 = -173530.369520 nChanged 42 SP:Iteration 12Q (5603.167943 sec): 3 clusters Score: Raw -176138.384401 + Penalty 2557.803933 = -173580.580468 nChanged 50 SP:Iteration 13Q (5603.218818 sec): 3 clusters Score: Raw -176184.519563 + Penalty 2557.803933 = -173626.715631 nChanged 36 SP:Iteration 14Q (5603.260192 sec): 3 clusters Score: Raw -176214.771838 + Penalty 2557.803933 = -173656.967905 nChanged 32 SP:Iteration 15Q (5603.306463 sec): 3 clusters Score: Raw -176240.529433 + Penalty 2557.803933 = -173682.725501 nChanged 20 SP:Iteration 16Q (5603.357931 sec): 3 clusters Score: Raw -176260.380387 + Penalty 2557.803933 = -173702.576455 nChanged 19 SP:Iteration 17Q (5603.414525 sec): 3 clusters Score: Raw -176277.301086 + Penalty 2557.803933 = -173719.497154 nChanged 9 SP:Iteration 18Q (5603.459456 sec): 3 clusters Score: Raw -176285.000377 + Penalty 2557.803933 = -173727.196445 nChanged 8 SP:Iteration 19Q (5603.517768 sec): 3 clusters Score: Raw -176289.587044 + Penalty 2557.803933 = -173731.783111 nChanged 6 SP:Iteration 20F (5603.570685 sec): 3 clusters Score: Raw -176292.509761 + Penalty 2557.803933 = -173734.705828 nChanged 4 SP:Iteration 21Q (5603.623456 sec): 3 clusters Score: Raw -176293.837867 + Penalty 2557.803933 = -173736.033934 nChanged 1 SP:Iteration 22Q (5603.666222 sec): 3 clusters Score: Raw -176294.169754 + Penalty 2557.803933 = -173736.365822 nChanged 2 SP:Iteration 23Q (5603.725502 sec): 3 clusters Score: Raw -176294.652374 + Penalty 2557.803933 = -173736.848442 nChanged 0 SP:Iteration 24F (5603.766818 sec): 3 clusters Score: Raw -176294.652374 + Penalty 2557.803933 = -173736.848442 nChanged 0 Trying to split cluster 23 (3895 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5603.807778 sec): 2 clusters Score: Raw -292870.339691 + Penalty 1343.460456 = -291526.879235 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5603.845606 sec): 3 clusters Score: Raw -290984.870212 + Penalty 2686.920911 = -288297.949301 nChanged 1537 SP:Iteration 1F (5603.911837 sec): 3 clusters Score: Raw -291952.779968 + Penalty 2686.920911 = -289265.859057 nChanged 340 SP:Iteration 2F (5603.961253 sec): 3 clusters Score: Raw -292223.624624 + Penalty 2686.920911 = -289536.703712 nChanged 277 SP:Iteration 3F (5604.015968 sec): 3 clusters Score: Raw -292435.228047 + Penalty 2686.920911 = -289748.307135 nChanged 189 SP:Iteration 4Q (5604.065853 sec): 3 clusters Score: Raw -292588.384369 + Penalty 2686.920911 = -289901.463457 nChanged 193 SP:Iteration 5Q (5604.113688 sec): 3 clusters Score: Raw -292740.269409 + Penalty 2686.920911 = -290053.348498 nChanged 165 SP:Iteration 6Q (5604.163098 sec): 3 clusters Score: Raw -292862.865195 + Penalty 2686.920911 = -290175.944284 nChanged 155 SP:Iteration 7Q (5604.217364 sec): 3 clusters Score: Raw -292970.985639 + Penalty 2686.920911 = -290284.064728 nChanged 115 SP:Iteration 8Q (5604.265212 sec): 3 clusters Score: Raw -293033.736894 + Penalty 2686.920911 = -290346.815983 nChanged 101 SP:Iteration 9Q (5604.315667 sec): 3 clusters Score: Raw -293088.795226 + Penalty 2686.920911 = -290401.874314 nChanged 81 SP:Iteration 10Q (5604.356780 sec): 3 clusters Score: Raw -293137.243328 + Penalty 2686.920911 = -290450.322416 nChanged 75 SP:Iteration 11Q (5604.415511 sec): 3 clusters Score: Raw -293183.401845 + Penalty 2686.920911 = -290496.480933 nChanged 58 SP:Iteration 12Q (5604.457334 sec): 3 clusters Score: Raw -293211.935018 + Penalty 2686.920911 = -290525.014107 nChanged 58 SP:Iteration 13Q (5604.513954 sec): 3 clusters Score: Raw -293240.404941 + Penalty 2686.920911 = -290553.484030 nChanged 47 SP:Iteration 14Q (5604.572198 sec): 3 clusters Score: Raw -293264.534352 + Penalty 2686.920911 = -290577.613441 nChanged 44 SP:Iteration 15Q (5604.610930 sec): 3 clusters Score: Raw -293284.577562 + Penalty 2686.920911 = -290597.656651 nChanged 27 SP:Iteration 16Q (5604.668656 sec): 3 clusters Score: Raw -293300.398510 + Penalty 2686.920911 = -290613.477598 nChanged 21 SP:Iteration 17Q (5604.722127 sec): 3 clusters Score: Raw -293313.099668 + Penalty 2686.920911 = -290626.178757 nChanged 16 SP:Iteration 18Q (5604.770789 sec): 3 clusters Score: Raw -293320.985642 + Penalty 2686.920911 = -290634.064731 nChanged 12 SP:Iteration 19Q (5604.821568 sec): 3 clusters Score: Raw -293325.871882 + Penalty 2686.920911 = -290638.950971 nChanged 6 SP:Iteration 20F (5604.881224 sec): 3 clusters Score: Raw -293328.540533 + Penalty 2686.920911 = -290641.619621 nChanged 8 SP:Iteration 21Q (5604.925183 sec): 3 clusters Score: Raw -293330.530600 + Penalty 2686.920911 = -290643.609689 nChanged 6 SP:Iteration 22Q (5604.974170 sec): 3 clusters Score: Raw -293332.212796 + Penalty 2686.920911 = -290645.291884 nChanged 5 SP:Iteration 23Q (5605.031486 sec): 3 clusters Score: Raw -293334.268826 + Penalty 2686.920911 = -290647.347914 nChanged 9 SP:Iteration 24Q (5605.089537 sec): 3 clusters Score: Raw -293336.182629 + Penalty 2686.920911 = -290649.261717 nChanged 5 SP:Iteration 25Q (5605.132014 sec): 3 clusters Score: Raw -293337.244424 + Penalty 2686.920911 = -290650.323512 nChanged 2 SP:Iteration 26Q (5605.181364 sec): 3 clusters Score: Raw -293337.535698 + Penalty 2686.920911 = -290650.614787 nChanged 0 SP:Iteration 27F (5605.249926 sec): 3 clusters Score: Raw -293337.535698 + Penalty 2686.920911 = -290650.614787 nChanged 0 Trying to split cluster 24 (8812 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5605.285082 sec): 2 clusters Score: Raw -718461.773093 + Penalty 1476.128828 = -716985.644265 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5605.344635 sec): 3 clusters Score: Raw -713600.551016 + Penalty 2952.257655 = -710648.293361 nChanged 3767 SP:Iteration 1F (5605.407290 sec): 3 clusters Score: Raw -715706.748409 + Penalty 2952.257655 = -712754.490754 nChanged 594 SP:Iteration 2F (5605.463230 sec): 3 clusters Score: Raw -715995.455069 + Penalty 2952.257655 = -713043.197414 nChanged 480 SP:Iteration 3F (5605.534399 sec): 3 clusters Score: Raw -716201.549556 + Penalty 2952.257655 = -713249.291901 nChanged 411 SP:Iteration 4Q (5605.591119 sec): 3 clusters Score: Raw -716388.869249 + Penalty 2952.257655 = -713436.611593 nChanged 398 SP:Iteration 5Q (5605.655015 sec): 3 clusters Score: Raw -716572.981152 + Penalty 2952.257655 = -713620.723497 nChanged 387 SP:Iteration 6Q (5605.715688 sec): 3 clusters Score: Raw -716765.473122 + Penalty 2952.257655 = -713813.215467 nChanged 410 SP:Iteration 7Q (5605.765430 sec): 3 clusters Score: Raw -716970.060033 + Penalty 2952.257655 = -714017.802378 nChanged 403 SP:Iteration 8Q (5605.834823 sec): 3 clusters Score: Raw -717207.286341 + Penalty 2952.257655 = -714255.028686 nChanged 427 SP:Iteration 9Q (5605.904419 sec): 3 clusters Score: Raw -717450.353419 + Penalty 2952.257655 = -714498.095764 nChanged 369 SP:Iteration 10Q (5605.959438 sec): 3 clusters Score: Raw -717654.711914 + Penalty 2952.257655 = -714702.454259 nChanged 306 SP:Iteration 11Q (5606.033316 sec): 3 clusters Score: Raw -717821.356637 + Penalty 2952.257655 = -714869.098982 nChanged 269 SP:Iteration 12Q (5606.087239 sec): 3 clusters Score: Raw -717967.038312 + Penalty 2952.257655 = -715014.780657 nChanged 212 SP:Iteration 13Q (5606.154279 sec): 3 clusters Score: Raw -718075.244772 + Penalty 2952.257655 = -715122.987117 nChanged 196 SP:Iteration 14Q (5606.210071 sec): 3 clusters Score: Raw -718171.915996 + Penalty 2952.257655 = -715219.658341 nChanged 164 SP:Iteration 15Q (5606.279431 sec): 3 clusters Score: Raw -718259.317575 + Penalty 2952.257655 = -715307.059920 nChanged 144 SP:Iteration 16Q (5606.345124 sec): 3 clusters Score: Raw -718344.716691 + Penalty 2952.257655 = -715392.459035 nChanged 150 SP:Iteration 17Q (5606.403887 sec): 3 clusters Score: Raw -718450.541249 + Penalty 2952.257655 = -715498.283594 nChanged 110 SP:Iteration 18Q (5606.457953 sec): 3 clusters Score: Raw -718527.538429 + Penalty 2952.257655 = -715575.280774 nChanged 79 SP:Iteration 19Q (5606.525293 sec): 3 clusters Score: Raw -718580.948302 + Penalty 2952.257655 = -715628.690647 nChanged 60 SP:Iteration 20F (5606.583919 sec): 3 clusters Score: Raw -718626.181230 + Penalty 2952.257655 = -715673.923575 nChanged 52 SP:Iteration 21Q (5606.644162 sec): 3 clusters Score: Raw -718659.885298 + Penalty 2952.257655 = -715707.627642 nChanged 35 SP:Iteration 22Q (5606.690502 sec): 3 clusters Score: Raw -718686.047892 + Penalty 2952.257655 = -715733.790237 nChanged 31 SP:Iteration 23Q (5606.750349 sec): 3 clusters Score: Raw -718705.583269 + Penalty 2952.257655 = -715753.325613 nChanged 26 SP:Iteration 24Q (5606.809165 sec): 3 clusters Score: Raw -718721.771750 + Penalty 2952.257655 = -715769.514095 nChanged 13 SP:Iteration 25Q (5606.869822 sec): 3 clusters Score: Raw -718731.053214 + Penalty 2952.257655 = -715778.795559 nChanged 15 SP:Iteration 26Q (5606.921581 sec): 3 clusters Score: Raw -718739.310835 + Penalty 2952.257655 = -715787.053180 nChanged 5 SP:Iteration 27Q (5606.980313 sec): 3 clusters Score: Raw -718741.373605 + Penalty 2952.257655 = -715789.115950 nChanged 5 SP:Iteration 28Q (5607.041954 sec): 3 clusters Score: Raw -718743.751424 + Penalty 2952.257655 = -715791.493769 nChanged 3 SP:Iteration 29Q (5607.111862 sec): 3 clusters Score: Raw -718746.229698 + Penalty 2952.257655 = -715793.972043 nChanged 4 SP:Iteration 30Q (5607.166436 sec): 3 clusters Score: Raw -718750.902826 + Penalty 2952.257655 = -715798.645171 nChanged 5 SP:Iteration 31Q (5607.233813 sec): 3 clusters Score: Raw -718753.062773 + Penalty 2952.257655 = -715800.805118 nChanged 2 SP:Iteration 32Q (5607.288063 sec): 3 clusters Score: Raw -718754.285526 + Penalty 2952.257655 = -715802.027871 nChanged 5 SP:Iteration 33Q (5607.347509 sec): 3 clusters Score: Raw -718756.134031 + Penalty 2952.257655 = -715803.876376 nChanged 4 SP:Iteration 34Q (5607.416863 sec): 3 clusters Score: Raw -718759.068842 + Penalty 2952.257655 = -715806.811187 nChanged 8 SP:Iteration 35Q (5607.474954 sec): 3 clusters Score: Raw -718764.776320 + Penalty 2952.257655 = -715812.518665 nChanged 1 SP:Iteration 36Q (5607.527896 sec): 3 clusters Score: Raw -718765.109338 + Penalty 2952.257655 = -715812.851683 nChanged 0 SP:Iteration 37F (5607.578275 sec): 3 clusters Score: Raw -718765.109338 + Penalty 2952.257655 = -715812.851683 nChanged 0 Trying to split cluster 25 (115642 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5607.762337 sec): 2 clusters Score: Raw -9596911.675747 + Penalty 1894.466355 = -9595017.209392 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5608.002467 sec): 3 clusters Score: Raw -9521591.106359 + Penalty 3788.932710 = -9517802.173650 nChanged 55348 SP:Iteration 1F (5608.243731 sec): 3 clusters Score: Raw -9554923.216248 + Penalty 3788.932710 = -9551134.283538 nChanged 4562 SP:Iteration 2Q (5608.494737 sec): 3 clusters Score: Raw -9556496.139639 + Penalty 3788.932710 = -9552707.206929 nChanged 5250 SP:Iteration 3Q (5608.743199 sec): 3 clusters Score: Raw -9558711.384403 + Penalty 3788.932710 = -9554922.451693 nChanged 5997 SP:Iteration 4F (5608.989657 sec): 3 clusters Score: Raw -9561684.012437 + Penalty 3788.932710 = -9557895.079727 nChanged 6688 SP:Iteration 5F (5609.231275 sec): 3 clusters Score: Raw -9565433.310414 + Penalty 3788.932710 = -9561644.377704 nChanged 6953 SP:Iteration 6F (5609.464567 sec): 3 clusters Score: Raw -9569389.497966 + Penalty 3788.932710 = -9565600.565256 nChanged 6629 SP:Iteration 7F (5609.711768 sec): 3 clusters Score: Raw -9572962.774087 + Penalty 3788.932710 = -9569173.841378 nChanged 5912 SP:Iteration 8F (5609.961780 sec): 3 clusters Score: Raw -9575882.077074 + Penalty 3788.932710 = -9572093.144365 nChanged 5089 SP:Iteration 9Q (5610.215437 sec): 3 clusters Score: Raw -9578130.411311 + Penalty 3788.932710 = -9574341.478601 nChanged 4265 SP:Iteration 10Q (5610.460252 sec): 3 clusters Score: Raw -9579827.658131 + Penalty 3788.932710 = -9576038.725422 nChanged 3525 SP:Iteration 11Q (5610.722938 sec): 3 clusters Score: Raw -9581079.311700 + Penalty 3788.932710 = -9577290.378990 nChanged 3049 SP:Iteration 12Q (5610.964247 sec): 3 clusters Score: Raw -9582034.547470 + Penalty 3788.932710 = -9578245.614760 nChanged 2582 SP:Iteration 13Q (5611.206981 sec): 3 clusters Score: Raw -9582770.522819 + Penalty 3788.932710 = -9578981.590109 nChanged 2233 SP:Iteration 14Q (5611.437136 sec): 3 clusters Score: Raw -9583352.829406 + Penalty 3788.932710 = -9579563.896696 nChanged 1968 SP:Iteration 15Q (5611.676041 sec): 3 clusters Score: Raw -9583853.700660 + Penalty 3788.932710 = -9580064.767951 nChanged 1943 SP:Iteration 16Q (5611.919987 sec): 3 clusters Score: Raw -9584363.468665 + Penalty 3788.932710 = -9580574.535956 nChanged 1946 SP:Iteration 17Q (5612.154417 sec): 3 clusters Score: Raw -9584897.762330 + Penalty 3788.932710 = -9581108.829620 nChanged 2067 SP:Iteration 18Q (5612.387949 sec): 3 clusters Score: Raw -9585491.650331 + Penalty 3788.932710 = -9581702.717622 nChanged 2179 SP:Iteration 19Q (5612.628796 sec): 3 clusters Score: Raw -9586168.522844 + Penalty 3788.932710 = -9582379.590134 nChanged 2344 SP:Iteration 20F (5612.870921 sec): 3 clusters Score: Raw -9586988.666944 + Penalty 3788.932710 = -9583199.734234 nChanged 2520 SP:Iteration 21Q (5613.100220 sec): 3 clusters Score: Raw -9587973.798665 + Penalty 3788.932710 = -9584184.865955 nChanged 2667 SP:Iteration 22Q (5613.327341 sec): 3 clusters Score: Raw -9589153.931339 + Penalty 3788.932710 = -9585364.998630 nChanged 2802 SP:Iteration 23Q (5613.556733 sec): 3 clusters Score: Raw -9590464.460401 + Penalty 3788.932710 = -9586675.527691 nChanged 2731 SP:Iteration 24Q (5613.788183 sec): 3 clusters Score: Raw -9591800.988281 + Penalty 3788.932710 = -9588012.055572 nChanged 2695 SP:Iteration 25Q (5614.011965 sec): 3 clusters Score: Raw -9593140.715022 + Penalty 3788.932710 = -9589351.782312 nChanged 2526 SP:Iteration 26Q (5614.235134 sec): 3 clusters Score: Raw -9594397.567409 + Penalty 3788.932710 = -9590608.634699 nChanged 2226 SP:Iteration 27Q (5614.435292 sec): 3 clusters Score: Raw -9595460.818560 + Penalty 3788.932710 = -9591671.885850 nChanged 1846 SP:Iteration 28Q (5614.642812 sec): 3 clusters Score: Raw -9596293.739711 + Penalty 3788.932710 = -9592504.807001 nChanged 1610 SP:Iteration 29Q (5614.856897 sec): 3 clusters Score: Raw -9596961.849946 + Penalty 3788.932710 = -9593172.917236 nChanged 1368 SP:Iteration 30Q (5615.071848 sec): 3 clusters Score: Raw -9597470.725392 + Penalty 3788.932710 = -9593681.792683 nChanged 1049 SP:Iteration 31Q (5615.278583 sec): 3 clusters Score: Raw -9597807.672369 + Penalty 3788.932710 = -9594018.739659 nChanged 825 SP:Iteration 32Q (5615.490792 sec): 3 clusters Score: Raw -9598050.638131 + Penalty 3788.932710 = -9594261.705421 nChanged 641 SP:Iteration 33Q (5615.690171 sec): 3 clusters Score: Raw -9598222.059922 + Penalty 3788.932710 = -9594433.127213 nChanged 555 SP:Iteration 34Q (5615.902874 sec): 3 clusters Score: Raw -9598363.691345 + Penalty 3788.932710 = -9594574.758636 nChanged 452 SP:Iteration 35Q (5616.111940 sec): 3 clusters Score: Raw -9598466.578970 + Penalty 3788.932710 = -9594677.646260 nChanged 342 SP:Iteration 36Q (5616.316063 sec): 3 clusters Score: Raw -9598532.856224 + Penalty 3788.932710 = -9594743.923515 nChanged 279 SP:Iteration 37Q (5616.513116 sec): 3 clusters Score: Raw -9598585.422085 + Penalty 3788.932710 = -9594796.489376 nChanged 238 SP:Iteration 38Q (5616.714083 sec): 3 clusters Score: Raw -9598631.890201 + Penalty 3788.932710 = -9594842.957492 nChanged 186 SP:Iteration 39Q (5616.915808 sec): 3 clusters Score: Raw -9598664.100098 + Penalty 3788.932710 = -9594875.167388 nChanged 171 SP:Iteration 40F (5617.155724 sec): 3 clusters Score: Raw -9598690.328671 + Penalty 3788.932710 = -9594901.395961 nChanged 139 SP:Iteration 41Q (5617.352130 sec): 3 clusters Score: Raw -9598711.990334 + Penalty 3788.932710 = -9594923.057625 nChanged 120 SP:Iteration 42Q (5617.552614 sec): 3 clusters Score: Raw -9598725.583497 + Penalty 3788.932710 = -9594936.650787 nChanged 86 SP:Iteration 43Q (5617.749405 sec): 3 clusters Score: Raw -9598735.108424 + Penalty 3788.932710 = -9594946.175715 nChanged 71 SP:Iteration 44Q (5617.950781 sec): 3 clusters Score: Raw -9598741.946036 + Penalty 3788.932710 = -9594953.013326 nChanged 62 SP:Iteration 45Q (5618.159304 sec): 3 clusters Score: Raw -9598747.879051 + Penalty 3788.932710 = -9594958.946342 nChanged 59 SP:Iteration 46Q (5618.348879 sec): 3 clusters Score: Raw -9598753.430273 + Penalty 3788.932710 = -9594964.497563 nChanged 45 SP:Iteration 47Q (5618.558595 sec): 3 clusters Score: Raw -9598757.745888 + Penalty 3788.932710 = -9594968.813178 nChanged 44 SP:Iteration 48Q (5618.752785 sec): 3 clusters Score: Raw -9598761.648445 + Penalty 3788.932710 = -9594972.715735 nChanged 38 SP:Iteration 49Q (5618.933437 sec): 3 clusters Score: Raw -9598764.896163 + Penalty 3788.932710 = -9594975.963454 nChanged 39 SP:Iteration 50Q (5619.145208 sec): 3 clusters Score: Raw -9598768.414783 + Penalty 3788.932710 = -9594979.482073 nChanged 40 SP:Iteration 51Q (5619.345417 sec): 3 clusters Score: Raw -9598772.190099 + Penalty 3788.932710 = -9594983.257390 nChanged 30 SP:Iteration 52Q (5619.549815 sec): 3 clusters Score: Raw -9598774.638194 + Penalty 3788.932710 = -9594985.705484 nChanged 26 SP:Iteration 53Q (5619.742572 sec): 3 clusters Score: Raw -9598776.583382 + Penalty 3788.932710 = -9594987.650673 nChanged 21 SP:Iteration 54Q (5619.950148 sec): 3 clusters Score: Raw -9598778.287028 + Penalty 3788.932710 = -9594989.354318 nChanged 21 SP:Iteration 55Q (5620.141121 sec): 3 clusters Score: Raw -9598780.084013 + Penalty 3788.932710 = -9594991.151304 nChanged 21 SP:Iteration 56Q (5620.331126 sec): 3 clusters Score: Raw -9598781.328231 + Penalty 3788.932710 = -9594992.395521 nChanged 11 SP:Iteration 57Q (5620.541300 sec): 3 clusters Score: Raw -9598782.165681 + Penalty 3788.932710 = -9594993.232972 nChanged 10 SP:Iteration 58Q (5620.735159 sec): 3 clusters Score: Raw -9598782.735089 + Penalty 3788.932710 = -9594993.802379 nChanged 11 SP:Iteration 59Q (5620.936534 sec): 3 clusters Score: Raw -9598783.617777 + Penalty 3788.932710 = -9594994.685068 nChanged 17 SP:Iteration 60F (5621.173418 sec): 3 clusters Score: Raw -9598784.961879 + Penalty 3788.932710 = -9594996.029170 nChanged 14 SP:Iteration 61Q (5621.384903 sec): 3 clusters Score: Raw -9598785.795960 + Penalty 3788.932710 = -9594996.863251 nChanged 12 SP:Iteration 62Q (5621.594374 sec): 3 clusters Score: Raw -9598786.639928 + Penalty 3788.932710 = -9594997.707219 nChanged 13 SP:Iteration 63Q (5621.787704 sec): 3 clusters Score: Raw -9598787.498027 + Penalty 3788.932710 = -9594998.565317 nChanged 10 SP:Iteration 64Q (5621.973702 sec): 3 clusters Score: Raw -9598788.163372 + Penalty 3788.932710 = -9594999.230662 nChanged 9 SP:Iteration 65Q (5622.170051 sec): 3 clusters Score: Raw -9598788.868521 + Penalty 3788.932710 = -9594999.935812 nChanged 9 SP:Iteration 66Q (5622.367394 sec): 3 clusters Score: Raw -9598789.659118 + Penalty 3788.932710 = -9595000.726408 nChanged 8 SP:Iteration 67Q (5622.567888 sec): 3 clusters Score: Raw -9598789.998742 + Penalty 3788.932710 = -9595001.066033 nChanged 5 SP:Iteration 68Q (5622.781854 sec): 3 clusters Score: Raw -9598790.205228 + Penalty 3788.932710 = -9595001.272518 nChanged 5 SP:Iteration 69Q (5622.991751 sec): 3 clusters Score: Raw -9598790.475188 + Penalty 3788.932710 = -9595001.542479 nChanged 2 SP:Iteration 70Q (5623.191087 sec): 3 clusters Score: Raw -9598790.619772 + Penalty 3788.932710 = -9595001.687062 nChanged 3 SP:Iteration 71Q (5623.397148 sec): 3 clusters Score: Raw -9598790.711300 + Penalty 3788.932710 = -9595001.778591 nChanged 1 SP:Iteration 72Q (5623.590690 sec): 3 clusters Score: Raw -9598790.734882 + Penalty 3788.932710 = -9595001.802173 nChanged 0 SP:Iteration 73F (5623.828965 sec): 3 clusters Score: Raw -9598790.734882 + Penalty 3788.932710 = -9595001.802173 nChanged 0 Trying to split cluster 26 (862 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5623.860342 sec): 2 clusters Score: Raw -59178.546070 + Penalty 1098.378981 = -58080.167089 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5623.917225 sec): 3 clusters Score: Raw -58951.263491 + Penalty 2196.757963 = -56754.505528 nChanged 255 SP:Iteration 1F (5623.956371 sec): 3 clusters Score: Raw -59254.188602 + Penalty 2196.757963 = -57057.430639 nChanged 71 SP:Iteration 2F (5624.010259 sec): 3 clusters Score: Raw -59331.488179 + Penalty 2196.757963 = -57134.730216 nChanged 36 SP:Iteration 3Q (5624.052424 sec): 3 clusters Score: Raw -59368.912597 + Penalty 2196.757963 = -57172.154634 nChanged 22 SP:Iteration 4Q (5624.100052 sec): 3 clusters Score: Raw -59397.915476 + Penalty 2196.757963 = -57201.157513 nChanged 11 SP:Iteration 5Q (5624.135886 sec): 3 clusters Score: Raw -59409.296092 + Penalty 2196.757963 = -57212.538129 nChanged 13 SP:Iteration 6Q (5624.195030 sec): 3 clusters Score: Raw -59420.521263 + Penalty 2196.757963 = -57223.763300 nChanged 7 SP:Iteration 7Q (5624.244156 sec): 3 clusters Score: Raw -59427.284576 + Penalty 2196.757963 = -57230.526613 nChanged 8 SP:Iteration 8Q (5624.289513 sec): 3 clusters Score: Raw -59438.721339 + Penalty 2196.757963 = -57241.963376 nChanged 9 SP:Iteration 9Q (5624.338801 sec): 3 clusters Score: Raw -59446.218550 + Penalty 2196.757963 = -57249.460587 nChanged 5 SP:Iteration 10Q (5624.378897 sec): 3 clusters Score: Raw -59450.604559 + Penalty 2196.757963 = -57253.846596 nChanged 3 SP:Iteration 11Q (5624.408403 sec): 3 clusters Score: Raw -59452.816499 + Penalty 2196.757963 = -57256.058536 nChanged 1 SP:Iteration 12Q (5624.448009 sec): 3 clusters Score: Raw -59453.207366 + Penalty 2196.757963 = -57256.449403 nChanged 0 SP:Iteration 13F (5624.494016 sec): 3 clusters Score: Raw -59453.207366 + Penalty 2196.757963 = -57256.449403 nChanged 0 Trying to split cluster 27 (5394 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5624.527168 sec): 2 clusters Score: Raw -453487.309321 + Penalty 1396.369407 = -452090.939914 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5624.577463 sec): 3 clusters Score: Raw -450665.246740 + Penalty 2792.738814 = -447872.507926 nChanged 2172 SP:Iteration 1F (5624.607052 sec): 3 clusters Score: Raw -451812.378375 + Penalty 2792.738814 = -449019.639561 nChanged 367 SP:Iteration 2F (5624.669328 sec): 3 clusters Score: Raw -451991.677568 + Penalty 2792.738814 = -449198.938754 nChanged 297 SP:Iteration 3F (5624.717695 sec): 3 clusters Score: Raw -452130.813610 + Penalty 2792.738814 = -449338.074797 nChanged 234 SP:Iteration 4Q (5624.781495 sec): 3 clusters Score: Raw -452225.818693 + Penalty 2792.738814 = -449433.079879 nChanged 178 SP:Iteration 5Q (5624.825803 sec): 3 clusters Score: Raw -452300.512143 + Penalty 2792.738814 = -449507.773329 nChanged 156 SP:Iteration 6Q (5624.888113 sec): 3 clusters Score: Raw -452363.929086 + Penalty 2792.738814 = -449571.190273 nChanged 125 SP:Iteration 7Q (5624.943210 sec): 3 clusters Score: Raw -452413.225643 + Penalty 2792.738814 = -449620.486829 nChanged 108 SP:Iteration 8Q (5625.001014 sec): 3 clusters Score: Raw -452456.975957 + Penalty 2792.738814 = -449664.237143 nChanged 95 SP:Iteration 9Q (5625.055353 sec): 3 clusters Score: Raw -452491.100766 + Penalty 2792.738814 = -449698.361953 nChanged 79 SP:Iteration 10Q (5625.114425 sec): 3 clusters Score: Raw -452520.470738 + Penalty 2792.738814 = -449727.731924 nChanged 89 SP:Iteration 11Q (5625.165667 sec): 3 clusters Score: Raw -452553.858300 + Penalty 2792.738814 = -449761.119487 nChanged 98 SP:Iteration 12Q (5625.216880 sec): 3 clusters Score: Raw -452589.522257 + Penalty 2792.738814 = -449796.783443 nChanged 103 SP:Iteration 13Q (5625.274178 sec): 3 clusters Score: Raw -452631.049545 + Penalty 2792.738814 = -449838.310731 nChanged 114 SP:Iteration 14Q (5625.332387 sec): 3 clusters Score: Raw -452681.007752 + Penalty 2792.738814 = -449888.268938 nChanged 127 SP:Iteration 15Q (5625.374734 sec): 3 clusters Score: Raw -452741.627525 + Penalty 2792.738814 = -449948.888711 nChanged 128 SP:Iteration 16Q (5625.426154 sec): 3 clusters Score: Raw -452806.502852 + Penalty 2792.738814 = -450013.764038 nChanged 125 SP:Iteration 17Q (5625.482438 sec): 3 clusters Score: Raw -452875.082283 + Penalty 2792.738814 = -450082.343469 nChanged 152 SP:Iteration 18Q (5625.546290 sec): 3 clusters Score: Raw -452976.652488 + Penalty 2792.738814 = -450183.913674 nChanged 167 SP:Iteration 19Q (5625.603421 sec): 3 clusters Score: Raw -453091.888840 + Penalty 2792.738814 = -450299.150026 nChanged 176 SP:Iteration 20F (5625.658199 sec): 3 clusters Score: Raw -453207.379998 + Penalty 2792.738814 = -450414.641184 nChanged 153 SP:Iteration 21Q (5625.715734 sec): 3 clusters Score: Raw -453317.124497 + Penalty 2792.738814 = -450524.385683 nChanged 133 SP:Iteration 22Q (5625.760563 sec): 3 clusters Score: Raw -453405.378064 + Penalty 2792.738814 = -450612.639250 nChanged 95 SP:Iteration 23Q (5625.821787 sec): 3 clusters Score: Raw -453466.320495 + Penalty 2792.738814 = -450673.581682 nChanged 63 SP:Iteration 24Q (5625.882142 sec): 3 clusters Score: Raw -453509.754713 + Penalty 2792.738814 = -450717.015899 nChanged 48 SP:Iteration 25Q (5625.938392 sec): 3 clusters Score: Raw -453548.437680 + Penalty 2792.738814 = -450755.698867 nChanged 43 SP:Iteration 26Q (5625.993470 sec): 3 clusters Score: Raw -453578.647472 + Penalty 2792.738814 = -450785.908659 nChanged 31 SP:Iteration 27Q (5626.046750 sec): 3 clusters Score: Raw -453601.907299 + Penalty 2792.738814 = -450809.168485 nChanged 25 SP:Iteration 28Q (5626.093035 sec): 3 clusters Score: Raw -453620.930466 + Penalty 2792.738814 = -450828.191653 nChanged 15 SP:Iteration 29Q (5626.152101 sec): 3 clusters Score: Raw -453632.435623 + Penalty 2792.738814 = -450839.696809 nChanged 16 SP:Iteration 30Q (5626.212664 sec): 3 clusters Score: Raw -453646.324926 + Penalty 2792.738814 = -450853.586112 nChanged 11 SP:Iteration 31Q (5626.273406 sec): 3 clusters Score: Raw -453655.711499 + Penalty 2792.738814 = -450862.972685 nChanged 9 SP:Iteration 32Q (5626.323014 sec): 3 clusters Score: Raw -453663.592482 + Penalty 2792.738814 = -450870.853669 nChanged 9 SP:Iteration 33Q (5626.379947 sec): 3 clusters Score: Raw -453671.054809 + Penalty 2792.738814 = -450878.315995 nChanged 7 SP:Iteration 34Q (5626.438855 sec): 3 clusters Score: Raw -453677.547937 + Penalty 2792.738814 = -450884.809123 nChanged 4 SP:Iteration 35Q (5626.494814 sec): 3 clusters Score: Raw -453682.080702 + Penalty 2792.738814 = -450889.341888 nChanged 3 SP:Iteration 36Q (5626.549430 sec): 3 clusters Score: Raw -453685.365257 + Penalty 2792.738814 = -450892.626443 nChanged 5 SP:Iteration 37Q (5626.601279 sec): 3 clusters Score: Raw -453689.297058 + Penalty 2792.738814 = -450896.558244 nChanged 3 SP:Iteration 38Q (5626.656542 sec): 3 clusters Score: Raw -453691.317701 + Penalty 2792.738814 = -450898.578887 nChanged 1 SP:Iteration 39Q (5626.706902 sec): 3 clusters Score: Raw -453691.846472 + Penalty 2792.738814 = -450899.107658 nChanged 2 SP:Iteration 40F (5626.758785 sec): 3 clusters Score: Raw -453693.932467 + Penalty 2792.738814 = -450901.193653 nChanged 1 SP:Iteration 41Q (5626.809008 sec): 3 clusters Score: Raw -453695.181300 + Penalty 2792.738814 = -450902.442486 nChanged 2 SP:Iteration 42Q (5626.867245 sec): 3 clusters Score: Raw -453695.994006 + Penalty 2792.738814 = -450903.255192 nChanged 0 SP:Iteration 43F (5626.922151 sec): 3 clusters Score: Raw -453695.994006 + Penalty 2792.738814 = -450903.255192 nChanged 0 Trying to split cluster 28 (9935 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5626.956002 sec): 2 clusters Score: Raw -777692.120687 + Penalty 1495.620613 = -776196.500074 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5627.023377 sec): 3 clusters Score: Raw -772050.186924 + Penalty 2991.241225 = -769058.945699 nChanged 4334 SP:Iteration 1F (5627.079076 sec): 3 clusters Score: Raw -774525.294868 + Penalty 2991.241225 = -771534.053642 nChanged 753 SP:Iteration 2F (5627.155747 sec): 3 clusters Score: Raw -775049.782047 + Penalty 2991.241225 = -772058.540821 nChanged 780 SP:Iteration 3F (5627.210857 sec): 3 clusters Score: Raw -775698.052145 + Penalty 2991.241225 = -772706.810920 nChanged 758 SP:Iteration 4F (5627.279004 sec): 3 clusters Score: Raw -776386.379077 + Penalty 2991.241225 = -773395.137851 nChanged 736 SP:Iteration 5F (5627.336781 sec): 3 clusters Score: Raw -777078.097965 + Penalty 2991.241225 = -774086.856739 nChanged 616 SP:Iteration 6F (5627.399260 sec): 3 clusters Score: Raw -777613.018313 + Penalty 2991.241225 = -774621.777087 nChanged 396 SP:Iteration 7Q (5627.459260 sec): 3 clusters Score: Raw -777895.323147 + Penalty 2991.241225 = -774904.081922 nChanged 257 SP:Iteration 8Q (5627.524654 sec): 3 clusters Score: Raw -778064.796330 + Penalty 2991.241225 = -775073.555105 nChanged 166 SP:Iteration 9Q (5627.576219 sec): 3 clusters Score: Raw -778165.714299 + Penalty 2991.241225 = -775174.473073 nChanged 122 SP:Iteration 10Q (5627.635900 sec): 3 clusters Score: Raw -778241.883841 + Penalty 2991.241225 = -775250.642615 nChanged 130 SP:Iteration 11Q (5627.694037 sec): 3 clusters Score: Raw -778321.681152 + Penalty 2991.241225 = -775330.439926 nChanged 104 SP:Iteration 12Q (5627.758529 sec): 3 clusters Score: Raw -778374.755149 + Penalty 2991.241225 = -775383.513924 nChanged 75 SP:Iteration 13Q (5627.824013 sec): 3 clusters Score: Raw -778407.989497 + Penalty 2991.241225 = -775416.748272 nChanged 64 SP:Iteration 14Q (5627.883576 sec): 3 clusters Score: Raw -778434.831985 + Penalty 2991.241225 = -775443.590759 nChanged 46 SP:Iteration 15Q (5627.944211 sec): 3 clusters Score: Raw -778452.192227 + Penalty 2991.241225 = -775460.951002 nChanged 37 SP:Iteration 16Q (5628.007071 sec): 3 clusters Score: Raw -778464.687829 + Penalty 2991.241225 = -775473.446604 nChanged 31 SP:Iteration 17Q (5628.051117 sec): 3 clusters Score: Raw -778473.712005 + Penalty 2991.241225 = -775482.470780 nChanged 24 SP:Iteration 18Q (5628.108163 sec): 3 clusters Score: Raw -778479.090750 + Penalty 2991.241225 = -775487.849525 nChanged 11 SP:Iteration 19Q (5628.167883 sec): 3 clusters Score: Raw -778481.154718 + Penalty 2991.241225 = -775489.913492 nChanged 9 SP:Iteration 20F (5628.229714 sec): 3 clusters Score: Raw -778483.515305 + Penalty 2991.241225 = -775492.274080 nChanged 13 SP:Iteration 21Q (5628.292681 sec): 3 clusters Score: Raw -778486.777091 + Penalty 2991.241225 = -775495.535866 nChanged 12 SP:Iteration 22Q (5628.343366 sec): 3 clusters Score: Raw -778489.677838 + Penalty 2991.241225 = -775498.436612 nChanged 10 SP:Iteration 23Q (5628.407138 sec): 3 clusters Score: Raw -778492.162763 + Penalty 2991.241225 = -775500.921537 nChanged 6 SP:Iteration 24Q (5628.461045 sec): 3 clusters Score: Raw -778493.523488 + Penalty 2991.241225 = -775502.282263 nChanged 7 SP:Iteration 25Q (5628.526525 sec): 3 clusters Score: Raw -778495.013762 + Penalty 2991.241225 = -775503.772536 nChanged 5 SP:Iteration 26Q (5628.583585 sec): 3 clusters Score: Raw -778495.964422 + Penalty 2991.241225 = -775504.723197 nChanged 3 SP:Iteration 27Q (5628.654584 sec): 3 clusters Score: Raw -778496.710027 + Penalty 2991.241225 = -775505.468802 nChanged 1 SP:Iteration 28Q (5628.716014 sec): 3 clusters Score: Raw -778496.864469 + Penalty 2991.241225 = -775505.623243 nChanged 2 SP:Iteration 29Q (5628.775194 sec): 3 clusters Score: Raw -778497.035449 + Penalty 2991.241225 = -775505.794224 nChanged 0 SP:Iteration 30F (5628.830889 sec): 3 clusters Score: Raw -778497.035449 + Penalty 2991.241225 = -775505.794224 nChanged 0 Trying to split cluster 29 (9505 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5628.880864 sec): 2 clusters Score: Raw -700769.019489 + Penalty 1488.430654 = -699280.588835 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5628.945071 sec): 3 clusters Score: Raw -695324.148207 + Penalty 2976.861308 = -692347.286899 nChanged 4150 SP:Iteration 1F (5628.998755 sec): 3 clusters Score: Raw -697808.247188 + Penalty 2976.861308 = -694831.385880 nChanged 781 SP:Iteration 2F (5629.064918 sec): 3 clusters Score: Raw -698322.309224 + Penalty 2976.861308 = -695345.447916 nChanged 682 SP:Iteration 3F (5629.116487 sec): 3 clusters Score: Raw -698727.877414 + Penalty 2976.861308 = -695751.016106 nChanged 545 SP:Iteration 4F (5629.187929 sec): 3 clusters Score: Raw -699028.116036 + Penalty 2976.861308 = -696051.254728 nChanged 499 SP:Iteration 5F (5629.242384 sec): 3 clusters Score: Raw -699304.585755 + Penalty 2976.861308 = -696327.724448 nChanged 423 SP:Iteration 6Q (5629.312796 sec): 3 clusters Score: Raw -699536.800522 + Penalty 2976.861308 = -696559.939214 nChanged 382 SP:Iteration 7Q (5629.368021 sec): 3 clusters Score: Raw -699757.172032 + Penalty 2976.861308 = -696780.310724 nChanged 340 SP:Iteration 8Q (5629.423309 sec): 3 clusters Score: Raw -699956.340521 + Penalty 2976.861308 = -696979.479213 nChanged 329 SP:Iteration 9Q (5629.490972 sec): 3 clusters Score: Raw -700143.157320 + Penalty 2976.861308 = -697166.296013 nChanged 268 SP:Iteration 10Q (5629.553277 sec): 3 clusters Score: Raw -700299.266393 + Penalty 2976.861308 = -697322.405085 nChanged 230 SP:Iteration 11Q (5629.614483 sec): 3 clusters Score: Raw -700432.372618 + Penalty 2976.861308 = -697455.511310 nChanged 186 SP:Iteration 12Q (5629.664292 sec): 3 clusters Score: Raw -700552.524539 + Penalty 2976.861308 = -697575.663231 nChanged 181 SP:Iteration 13Q (5629.734528 sec): 3 clusters Score: Raw -700650.198603 + Penalty 2976.861308 = -697673.337295 nChanged 155 SP:Iteration 14Q (5629.802414 sec): 3 clusters Score: Raw -700721.218431 + Penalty 2976.861308 = -697744.357123 nChanged 150 SP:Iteration 15Q (5629.855248 sec): 3 clusters Score: Raw -700788.332823 + Penalty 2976.861308 = -697811.471515 nChanged 117 SP:Iteration 16Q (5629.920289 sec): 3 clusters Score: Raw -700841.685603 + Penalty 2976.861308 = -697864.824295 nChanged 116 SP:Iteration 17Q (5629.989363 sec): 3 clusters Score: Raw -700903.583921 + Penalty 2976.861308 = -697926.722613 nChanged 119 SP:Iteration 18Q (5630.035736 sec): 3 clusters Score: Raw -700964.860918 + Penalty 2976.861308 = -697987.999610 nChanged 108 SP:Iteration 19Q (5630.096033 sec): 3 clusters Score: Raw -701017.907309 + Penalty 2976.861308 = -698041.046001 nChanged 86 SP:Iteration 20F (5630.164565 sec): 3 clusters Score: Raw -701054.341051 + Penalty 2976.861308 = -698077.479743 nChanged 78 SP:Iteration 21Q (5630.223225 sec): 3 clusters Score: Raw -701091.243491 + Penalty 2976.861308 = -698114.382183 nChanged 61 SP:Iteration 22Q (5630.287063 sec): 3 clusters Score: Raw -701118.620072 + Penalty 2976.861308 = -698141.758764 nChanged 59 SP:Iteration 23Q (5630.334803 sec): 3 clusters Score: Raw -701146.778488 + Penalty 2976.861308 = -698169.917180 nChanged 62 SP:Iteration 24Q (5630.406325 sec): 3 clusters Score: Raw -701176.425718 + Penalty 2976.861308 = -698199.564410 nChanged 58 SP:Iteration 25Q (5630.459851 sec): 3 clusters Score: Raw -701205.416638 + Penalty 2976.861308 = -698228.555330 nChanged 55 SP:Iteration 26Q (5630.520944 sec): 3 clusters Score: Raw -701237.462691 + Penalty 2976.861308 = -698260.601383 nChanged 59 SP:Iteration 27Q (5630.578003 sec): 3 clusters Score: Raw -701271.560377 + Penalty 2976.861308 = -698294.699070 nChanged 60 SP:Iteration 28Q (5630.633253 sec): 3 clusters Score: Raw -701302.558016 + Penalty 2976.861308 = -698325.696708 nChanged 50 SP:Iteration 29Q (5630.693142 sec): 3 clusters Score: Raw -701320.705804 + Penalty 2976.861308 = -698343.844496 nChanged 44 SP:Iteration 30Q (5630.747610 sec): 3 clusters Score: Raw -701334.066566 + Penalty 2976.861308 = -698357.205258 nChanged 32 SP:Iteration 31Q (5630.809959 sec): 3 clusters Score: Raw -701342.551131 + Penalty 2976.861308 = -698365.689824 nChanged 28 SP:Iteration 32Q (5630.878038 sec): 3 clusters Score: Raw -701349.867360 + Penalty 2976.861308 = -698373.006052 nChanged 17 SP:Iteration 33Q (5630.932350 sec): 3 clusters Score: Raw -701353.676150 + Penalty 2976.861308 = -698376.814842 nChanged 18 SP:Iteration 34Q (5630.992079 sec): 3 clusters Score: Raw -701358.395417 + Penalty 2976.861308 = -698381.534110 nChanged 16 SP:Iteration 35Q (5631.062832 sec): 3 clusters Score: Raw -701363.530147 + Penalty 2976.861308 = -698386.668839 nChanged 19 SP:Iteration 36Q (5631.114767 sec): 3 clusters Score: Raw -701368.771682 + Penalty 2976.861308 = -698391.910374 nChanged 18 SP:Iteration 37Q (5631.179270 sec): 3 clusters Score: Raw -701374.379253 + Penalty 2976.861308 = -698397.517945 nChanged 19 SP:Iteration 38Q (5631.234086 sec): 3 clusters Score: Raw -701379.605818 + Penalty 2976.861308 = -698402.744510 nChanged 15 SP:Iteration 39Q (5631.294324 sec): 3 clusters Score: Raw -701383.307479 + Penalty 2976.861308 = -698406.446171 nChanged 17 SP:Iteration 40F (5631.355980 sec): 3 clusters Score: Raw -701387.484081 + Penalty 2976.861308 = -698410.622773 nChanged 17 SP:Iteration 41Q (5631.418934 sec): 3 clusters Score: Raw -701393.446809 + Penalty 2976.861308 = -698416.585501 nChanged 25 SP:Iteration 42Q (5631.480969 sec): 3 clusters Score: Raw -701401.643261 + Penalty 2976.861308 = -698424.781953 nChanged 22 SP:Iteration 43Q (5631.546463 sec): 3 clusters Score: Raw -701407.305277 + Penalty 2976.861308 = -698430.443969 nChanged 14 SP:Iteration 44Q (5631.605348 sec): 3 clusters Score: Raw -701409.904705 + Penalty 2976.861308 = -698433.043397 nChanged 5 SP:Iteration 45Q (5631.653359 sec): 3 clusters Score: Raw -701410.784241 + Penalty 2976.861308 = -698433.922933 nChanged 7 SP:Iteration 46Q (5631.716674 sec): 3 clusters Score: Raw -701412.316051 + Penalty 2976.861308 = -698435.454743 nChanged 9 SP:Iteration 47Q (5631.784375 sec): 3 clusters Score: Raw -701414.845853 + Penalty 2976.861308 = -698437.984545 nChanged 12 SP:Iteration 48Q (5631.839215 sec): 3 clusters Score: Raw -701417.161968 + Penalty 2976.861308 = -698440.300660 nChanged 8 SP:Iteration 49Q (5631.910918 sec): 3 clusters Score: Raw -701419.665249 + Penalty 2976.861308 = -698442.803941 nChanged 6 SP:Iteration 50Q (5631.972124 sec): 3 clusters Score: Raw -701421.123602 + Penalty 2976.861308 = -698444.262295 nChanged 2 SP:Iteration 51Q (5632.036276 sec): 3 clusters Score: Raw -701421.320103 + Penalty 2976.861308 = -698444.458795 nChanged 1 SP:Iteration 52Q (5632.100764 sec): 3 clusters Score: Raw -701421.549868 + Penalty 2976.861308 = -698444.688560 nChanged 0 SP:Iteration 53F (5632.164736 sec): 3 clusters Score: Raw -701421.549868 + Penalty 2976.861308 = -698444.688560 nChanged 0 Trying to split cluster 30 (8597 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5632.200819 sec): 2 clusters Score: Raw -675820.890809 + Penalty 1472.114895 = -674348.775914 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5632.263912 sec): 3 clusters Score: Raw -671083.172775 + Penalty 2944.229790 = -668138.942985 nChanged 3703 SP:Iteration 1F (5632.316921 sec): 3 clusters Score: Raw -673281.774388 + Penalty 2944.229790 = -670337.544598 nChanged 646 SP:Iteration 2F (5632.377852 sec): 3 clusters Score: Raw -673739.250226 + Penalty 2944.229790 = -670795.020436 nChanged 615 SP:Iteration 3F (5632.435367 sec): 3 clusters Score: Raw -674201.865816 + Penalty 2944.229790 = -671257.636027 nChanged 569 SP:Iteration 4F (5632.490186 sec): 3 clusters Score: Raw -674654.469259 + Penalty 2944.229790 = -671710.239469 nChanged 512 SP:Iteration 5F (5632.553299 sec): 3 clusters Score: Raw -675036.910802 + Penalty 2944.229790 = -672092.681012 nChanged 446 SP:Iteration 6F (5632.618792 sec): 3 clusters Score: Raw -675397.769549 + Penalty 2944.229790 = -672453.539759 nChanged 424 SP:Iteration 7Q (5632.681738 sec): 3 clusters Score: Raw -675706.843376 + Penalty 2944.229790 = -672762.613586 nChanged 369 SP:Iteration 8Q (5632.732457 sec): 3 clusters Score: Raw -675954.020040 + Penalty 2944.229790 = -673009.790250 nChanged 287 SP:Iteration 9Q (5632.796402 sec): 3 clusters Score: Raw -676122.208224 + Penalty 2944.229790 = -673177.978434 nChanged 226 SP:Iteration 10Q (5632.868332 sec): 3 clusters Score: Raw -676245.775058 + Penalty 2944.229790 = -673301.545268 nChanged 191 SP:Iteration 11Q (5632.924032 sec): 3 clusters Score: Raw -676345.890234 + Penalty 2944.229790 = -673401.660444 nChanged 144 SP:Iteration 12Q (5632.984259 sec): 3 clusters Score: Raw -676420.637627 + Penalty 2944.229790 = -673476.407837 nChanged 148 SP:Iteration 13Q (5633.032230 sec): 3 clusters Score: Raw -676513.831218 + Penalty 2944.229790 = -673569.601428 nChanged 146 SP:Iteration 14Q (5633.095639 sec): 3 clusters Score: Raw -676607.800584 + Penalty 2944.229790 = -673663.570794 nChanged 168 SP:Iteration 15Q (5633.146470 sec): 3 clusters Score: Raw -676704.094886 + Penalty 2944.229790 = -673759.865096 nChanged 144 SP:Iteration 16Q (5633.216693 sec): 3 clusters Score: Raw -676775.967133 + Penalty 2944.229790 = -673831.737343 nChanged 127 SP:Iteration 17Q (5633.270280 sec): 3 clusters Score: Raw -676843.693495 + Penalty 2944.229790 = -673899.463705 nChanged 121 SP:Iteration 18Q (5633.333466 sec): 3 clusters Score: Raw -676903.523413 + Penalty 2944.229790 = -673959.293623 nChanged 111 SP:Iteration 19Q (5633.390355 sec): 3 clusters Score: Raw -676954.835510 + Penalty 2944.229790 = -674010.605720 nChanged 96 SP:Iteration 20F (5633.446906 sec): 3 clusters Score: Raw -677000.358515 + Penalty 2944.229790 = -674056.128725 nChanged 91 SP:Iteration 21Q (5633.505658 sec): 3 clusters Score: Raw -677040.409288 + Penalty 2944.229790 = -674096.179498 nChanged 76 SP:Iteration 22Q (5633.566690 sec): 3 clusters Score: Raw -677074.132069 + Penalty 2944.229790 = -674129.902279 nChanged 62 SP:Iteration 23Q (5633.631147 sec): 3 clusters Score: Raw -677101.328275 + Penalty 2944.229790 = -674157.098485 nChanged 60 SP:Iteration 24Q (5633.688774 sec): 3 clusters Score: Raw -677129.696439 + Penalty 2944.229790 = -674185.466649 nChanged 56 SP:Iteration 25Q (5633.747375 sec): 3 clusters Score: Raw -677150.159588 + Penalty 2944.229790 = -674205.929798 nChanged 48 SP:Iteration 26Q (5633.804418 sec): 3 clusters Score: Raw -677163.393566 + Penalty 2944.229790 = -674219.163776 nChanged 33 SP:Iteration 27Q (5633.869266 sec): 3 clusters Score: Raw -677172.434407 + Penalty 2944.229790 = -674228.204618 nChanged 32 SP:Iteration 28Q (5633.930032 sec): 3 clusters Score: Raw -677180.889757 + Penalty 2944.229790 = -674236.659967 nChanged 30 SP:Iteration 29Q (5633.980797 sec): 3 clusters Score: Raw -677188.508831 + Penalty 2944.229790 = -674244.279041 nChanged 32 SP:Iteration 30Q (5634.045654 sec): 3 clusters Score: Raw -677195.027300 + Penalty 2944.229790 = -674250.797510 nChanged 24 SP:Iteration 31Q (5634.102029 sec): 3 clusters Score: Raw -677199.903762 + Penalty 2944.229790 = -674255.673972 nChanged 22 SP:Iteration 32Q (5634.158892 sec): 3 clusters Score: Raw -677204.138838 + Penalty 2944.229790 = -674259.909049 nChanged 17 SP:Iteration 33Q (5634.218510 sec): 3 clusters Score: Raw -677206.790926 + Penalty 2944.229790 = -674262.561136 nChanged 7 SP:Iteration 34Q (5634.269114 sec): 3 clusters Score: Raw -677208.027315 + Penalty 2944.229790 = -674263.797525 nChanged 9 SP:Iteration 35Q (5634.339796 sec): 3 clusters Score: Raw -677209.504836 + Penalty 2944.229790 = -674265.275046 nChanged 6 SP:Iteration 36Q (5634.397872 sec): 3 clusters Score: Raw -677210.705957 + Penalty 2944.229790 = -674266.476167 nChanged 9 SP:Iteration 37Q (5634.451807 sec): 3 clusters Score: Raw -677212.995539 + Penalty 2944.229790 = -674268.765749 nChanged 9 SP:Iteration 38Q (5634.518325 sec): 3 clusters Score: Raw -677214.964175 + Penalty 2944.229790 = -674270.734385 nChanged 11 SP:Iteration 39Q (5634.578686 sec): 3 clusters Score: Raw -677216.732733 + Penalty 2944.229790 = -674272.502944 nChanged 9 SP:Iteration 40F (5634.631567 sec): 3 clusters Score: Raw -677218.833992 + Penalty 2944.229790 = -674274.604202 nChanged 11 SP:Iteration 41Q (5634.679668 sec): 3 clusters Score: Raw -677220.583934 + Penalty 2944.229790 = -674276.354144 nChanged 4 SP:Iteration 42Q (5634.747661 sec): 3 clusters Score: Raw -677221.379252 + Penalty 2944.229790 = -674277.149462 nChanged 5 SP:Iteration 43Q (5634.804490 sec): 3 clusters Score: Raw -677222.248469 + Penalty 2944.229790 = -674278.018680 nChanged 3 SP:Iteration 44Q (5634.859698 sec): 3 clusters Score: Raw -677223.185416 + Penalty 2944.229790 = -674278.955626 nChanged 7 SP:Iteration 45Q (5634.919696 sec): 3 clusters Score: Raw -677224.575980 + Penalty 2944.229790 = -674280.346190 nChanged 7 SP:Iteration 46Q (5634.968836 sec): 3 clusters Score: Raw -677226.803861 + Penalty 2944.229790 = -674282.574071 nChanged 9 SP:Iteration 47Q (5635.023315 sec): 3 clusters Score: Raw -677228.947084 + Penalty 2944.229790 = -674284.717294 nChanged 5 SP:Iteration 48Q (5635.083888 sec): 3 clusters Score: Raw -677229.358412 + Penalty 2944.229790 = -674285.128622 nChanged 4 SP:Iteration 49Q (5635.149132 sec): 3 clusters Score: Raw -677229.584690 + Penalty 2944.229790 = -674285.354900 nChanged 2 SP:Iteration 50Q (5635.205215 sec): 3 clusters Score: Raw -677229.728585 + Penalty 2944.229790 = -674285.498795 nChanged 2 SP:Iteration 51Q (5635.267076 sec): 3 clusters Score: Raw -677229.877420 + Penalty 2944.229790 = -674285.647630 nChanged 2 SP:Iteration 52Q (5635.323723 sec): 3 clusters Score: Raw -677230.349031 + Penalty 2944.229790 = -674286.119241 nChanged 3 SP:Iteration 53Q (5635.366873 sec): 3 clusters Score: Raw -677230.701921 + Penalty 2944.229790 = -674286.472131 nChanged 2 SP:Iteration 54Q (5635.434866 sec): 3 clusters Score: Raw -677231.021633 + Penalty 2944.229790 = -674286.791843 nChanged 0 SP:Iteration 55F (5635.485452 sec): 3 clusters Score: Raw -677231.021633 + Penalty 2944.229790 = -674286.791843 nChanged 0 Trying to split cluster 31 (2670 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5635.519207 sec): 2 clusters Score: Raw -215393.918510 + Penalty 1282.097985 = -214111.820525 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5635.568430 sec): 3 clusters Score: Raw -214182.178812 + Penalty 2564.195969 = -211617.982842 nChanged 958 SP:Iteration 1F (5635.612839 sec): 3 clusters Score: Raw -214796.464227 + Penalty 2564.195969 = -212232.268258 nChanged 225 SP:Iteration 2F (5635.665558 sec): 3 clusters Score: Raw -215006.947571 + Penalty 2564.195969 = -212442.751601 nChanged 177 SP:Iteration 3F (5635.715520 sec): 3 clusters Score: Raw -215207.290491 + Penalty 2564.195969 = -212643.094522 nChanged 167 SP:Iteration 4F (5635.762131 sec): 3 clusters Score: Raw -215434.005431 + Penalty 2564.195969 = -212869.809462 nChanged 174 SP:Iteration 5F (5635.821881 sec): 3 clusters Score: Raw -215669.038750 + Penalty 2564.195969 = -213104.842781 nChanged 183 SP:Iteration 6F (5635.860654 sec): 3 clusters Score: Raw -215973.021364 + Penalty 2564.195969 = -213408.825395 nChanged 179 SP:Iteration 7F (5635.909801 sec): 3 clusters Score: Raw -216288.292455 + Penalty 2564.195969 = -213724.096486 nChanged 173 SP:Iteration 8F (5635.960757 sec): 3 clusters Score: Raw -216666.772005 + Penalty 2564.195969 = -214102.576036 nChanged 128 SP:Iteration 9Q (5636.009967 sec): 3 clusters Score: Raw -216949.676410 + Penalty 2564.195969 = -214385.480441 nChanged 85 SP:Iteration 10Q (5636.068478 sec): 3 clusters Score: Raw -217093.111657 + Penalty 2564.195969 = -214528.915688 nChanged 51 SP:Iteration 11Q (5636.113548 sec): 3 clusters Score: Raw -217173.839569 + Penalty 2564.195969 = -214609.643600 nChanged 37 SP:Iteration 12Q (5636.148551 sec): 3 clusters Score: Raw -217202.999123 + Penalty 2564.195969 = -214638.803154 nChanged 16 SP:Iteration 13Q (5636.195858 sec): 3 clusters Score: Raw -217213.333563 + Penalty 2564.195969 = -214649.137593 nChanged 6 SP:Iteration 14Q (5636.242310 sec): 3 clusters Score: Raw -217216.105518 + Penalty 2564.195969 = -214651.909548 nChanged 4 SP:Iteration 15Q (5636.293722 sec): 3 clusters Score: Raw -217217.121445 + Penalty 2564.195969 = -214652.925476 nChanged 1 SP:Iteration 16Q (5636.344196 sec): 3 clusters Score: Raw -217217.539326 + Penalty 2564.195969 = -214653.343357 nChanged 0 SP:Iteration 17F (5636.398945 sec): 3 clusters Score: Raw -217217.539326 + Penalty 2564.195969 = -214653.343357 nChanged 0 Score: Raw -49142395.426571 + Penalty 88911.006508 = -49053484.420063 Splitting cluster 31 changes total score from -49053772.462676 to -49053484.420063 So it's not getting split. Trying to split cluster 32 (1512 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5652.447964 sec): 2 clusters Score: Raw -116221.381017 + Penalty 1189.693140 = -115031.687876 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5652.497835 sec): 3 clusters Score: Raw -115672.055537 + Penalty 2379.386281 = -113292.669256 nChanged 517 SP:Iteration 1F (5652.546874 sec): 3 clusters Score: Raw -116082.706681 + Penalty 2379.386281 = -113703.320400 nChanged 124 SP:Iteration 2F (5652.585593 sec): 3 clusters Score: Raw -116247.144731 + Penalty 2379.386281 = -113867.758450 nChanged 96 SP:Iteration 3F (5652.641691 sec): 3 clusters Score: Raw -116364.169235 + Penalty 2379.386281 = -113984.782954 nChanged 68 SP:Iteration 4Q (5652.672129 sec): 3 clusters Score: Raw -116456.615452 + Penalty 2379.386281 = -114077.229171 nChanged 59 SP:Iteration 5Q (5652.730450 sec): 3 clusters Score: Raw -116516.994094 + Penalty 2379.386281 = -114137.607813 nChanged 47 SP:Iteration 6Q (5652.772362 sec): 3 clusters Score: Raw -116565.417420 + Penalty 2379.386281 = -114186.031140 nChanged 31 SP:Iteration 7Q (5652.818381 sec): 3 clusters Score: Raw -116589.181738 + Penalty 2379.386281 = -114209.795457 nChanged 22 SP:Iteration 8Q (5652.861002 sec): 3 clusters Score: Raw -116605.353564 + Penalty 2379.386281 = -114225.967283 nChanged 17 SP:Iteration 9Q (5652.909153 sec): 3 clusters Score: Raw -116617.728529 + Penalty 2379.386281 = -114238.342248 nChanged 11 SP:Iteration 10Q (5652.948435 sec): 3 clusters Score: Raw -116627.692083 + Penalty 2379.386281 = -114248.305802 nChanged 9 SP:Iteration 11Q (5652.996006 sec): 3 clusters Score: Raw -116633.875187 + Penalty 2379.386281 = -114254.488906 nChanged 6 SP:Iteration 12Q (5653.046077 sec): 3 clusters Score: Raw -116636.628358 + Penalty 2379.386281 = -114257.242077 nChanged 4 SP:Iteration 13Q (5653.100523 sec): 3 clusters Score: Raw -116638.735404 + Penalty 2379.386281 = -114259.349123 nChanged 0 SP:Iteration 14F (5653.141597 sec): 3 clusters Score: Raw -116638.735404 + Penalty 2379.386281 = -114259.349123 nChanged 0 Trying to split cluster 33 (19743 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5653.195782 sec): 2 clusters Score: Raw -1660387.337894 + Penalty 1607.215070 = -1658780.122824 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5653.277704 sec): 3 clusters Score: Raw -1648465.682195 + Penalty 3214.430140 = -1645251.252055 nChanged 8928 SP:Iteration 1F (5653.336038 sec): 3 clusters Score: Raw -1653417.085405 + Penalty 3214.430140 = -1650202.655265 nChanged 999 SP:Iteration 2F (5653.408638 sec): 3 clusters Score: Raw -1653762.434352 + Penalty 3214.430140 = -1650548.004212 nChanged 873 SP:Iteration 3Q (5653.486254 sec): 3 clusters Score: Raw -1654084.058209 + Penalty 3214.430140 = -1650869.628069 nChanged 849 SP:Iteration 4Q (5653.564112 sec): 3 clusters Score: Raw -1654407.261729 + Penalty 3214.430140 = -1651192.831589 nChanged 814 SP:Iteration 5Q (5653.636359 sec): 3 clusters Score: Raw -1654714.399024 + Penalty 3214.430140 = -1651499.968884 nChanged 776 SP:Iteration 6Q (5653.718335 sec): 3 clusters Score: Raw -1655028.122572 + Penalty 3214.430140 = -1651813.692432 nChanged 836 SP:Iteration 7Q (5653.792370 sec): 3 clusters Score: Raw -1655401.554759 + Penalty 3214.430140 = -1652187.124619 nChanged 883 SP:Iteration 8Q (5653.880582 sec): 3 clusters Score: Raw -1655831.858236 + Penalty 3214.430140 = -1652617.428096 nChanged 972 SP:Iteration 9Q (5653.961151 sec): 3 clusters Score: Raw -1656395.155707 + Penalty 3214.430140 = -1653180.725567 nChanged 1040 SP:Iteration 10F (5654.029656 sec): 3 clusters Score: Raw -1657107.304358 + Penalty 3214.430140 = -1653892.874218 nChanged 1170 SP:Iteration 11F (5654.118044 sec): 3 clusters Score: Raw -1658006.255640 + Penalty 3214.430140 = -1654791.825500 nChanged 1044 SP:Iteration 12F (5654.200896 sec): 3 clusters Score: Raw -1658775.946866 + Penalty 3214.430140 = -1655561.516726 nChanged 831 SP:Iteration 13Q (5654.275401 sec): 3 clusters Score: Raw -1659272.286842 + Penalty 3214.430140 = -1656057.856702 nChanged 619 SP:Iteration 14Q (5654.357178 sec): 3 clusters Score: Raw -1659601.342291 + Penalty 3214.430140 = -1656386.912151 nChanged 438 SP:Iteration 15Q (5654.431287 sec): 3 clusters Score: Raw -1659810.396556 + Penalty 3214.430140 = -1656595.966416 nChanged 380 SP:Iteration 16Q (5654.511951 sec): 3 clusters Score: Raw -1659982.870311 + Penalty 3214.430140 = -1656768.440171 nChanged 323 SP:Iteration 17Q (5654.591720 sec): 3 clusters Score: Raw -1660128.668188 + Penalty 3214.430140 = -1656914.238048 nChanged 287 SP:Iteration 18Q (5654.669325 sec): 3 clusters Score: Raw -1660255.060015 + Penalty 3214.430140 = -1657040.629875 nChanged 249 SP:Iteration 19Q (5654.743491 sec): 3 clusters Score: Raw -1660359.330356 + Penalty 3214.430140 = -1657144.900216 nChanged 204 SP:Iteration 20F (5654.820489 sec): 3 clusters Score: Raw -1660435.882627 + Penalty 3214.430140 = -1657221.452487 nChanged 190 SP:Iteration 21Q (5654.900764 sec): 3 clusters Score: Raw -1660509.225336 + Penalty 3214.430140 = -1657294.795196 nChanged 165 SP:Iteration 22Q (5654.978830 sec): 3 clusters Score: Raw -1660574.572390 + Penalty 3214.430140 = -1657360.142250 nChanged 162 SP:Iteration 23Q (5655.053231 sec): 3 clusters Score: Raw -1660641.315495 + Penalty 3214.430140 = -1657426.885355 nChanged 143 SP:Iteration 24Q (5655.125510 sec): 3 clusters Score: Raw -1660691.510342 + Penalty 3214.430140 = -1657477.080202 nChanged 131 SP:Iteration 25Q (5655.213273 sec): 3 clusters Score: Raw -1660735.416931 + Penalty 3214.430140 = -1657520.986791 nChanged 101 SP:Iteration 26Q (5655.291061 sec): 3 clusters Score: Raw -1660763.533017 + Penalty 3214.430140 = -1657549.102877 nChanged 94 SP:Iteration 27Q (5655.359297 sec): 3 clusters Score: Raw -1660789.764473 + Penalty 3214.430140 = -1657575.334333 nChanged 75 SP:Iteration 28Q (5655.435085 sec): 3 clusters Score: Raw -1660806.551234 + Penalty 3214.430140 = -1657592.121094 nChanged 57 SP:Iteration 29Q (5655.519779 sec): 3 clusters Score: Raw -1660818.055498 + Penalty 3214.430140 = -1657603.625358 nChanged 55 SP:Iteration 30Q (5655.594117 sec): 3 clusters Score: Raw -1660827.224464 + Penalty 3214.430140 = -1657612.794324 nChanged 51 SP:Iteration 31Q (5655.662400 sec): 3 clusters Score: Raw -1660835.612795 + Penalty 3214.430140 = -1657621.182655 nChanged 39 SP:Iteration 32Q (5655.747448 sec): 3 clusters Score: Raw -1660842.591286 + Penalty 3214.430140 = -1657628.161146 nChanged 31 SP:Iteration 33Q (5655.814723 sec): 3 clusters Score: Raw -1660847.679999 + Penalty 3214.430140 = -1657633.249859 nChanged 34 SP:Iteration 34Q (5655.882258 sec): 3 clusters Score: Raw -1660852.869390 + Penalty 3214.430140 = -1657638.439249 nChanged 24 SP:Iteration 35Q (5655.951064 sec): 3 clusters Score: Raw -1660856.446804 + Penalty 3214.430140 = -1657642.016664 nChanged 23 SP:Iteration 36Q (5656.018706 sec): 3 clusters Score: Raw -1660859.282528 + Penalty 3214.430140 = -1657644.852388 nChanged 19 SP:Iteration 37Q (5656.101062 sec): 3 clusters Score: Raw -1660861.559856 + Penalty 3214.430140 = -1657647.129716 nChanged 20 SP:Iteration 38Q (5656.169688 sec): 3 clusters Score: Raw -1660864.308436 + Penalty 3214.430140 = -1657649.878296 nChanged 15 SP:Iteration 39Q (5656.240364 sec): 3 clusters Score: Raw -1660866.923671 + Penalty 3214.430140 = -1657652.493531 nChanged 17 SP:Iteration 40F (5656.330494 sec): 3 clusters Score: Raw -1660869.929809 + Penalty 3214.430140 = -1657655.499669 nChanged 24 SP:Iteration 41Q (5656.399827 sec): 3 clusters Score: Raw -1660874.298902 + Penalty 3214.430140 = -1657659.868762 nChanged 25 SP:Iteration 42Q (5656.478239 sec): 3 clusters Score: Raw -1660879.180217 + Penalty 3214.430140 = -1657664.750077 nChanged 27 SP:Iteration 43Q (5656.550819 sec): 3 clusters Score: Raw -1660883.123718 + Penalty 3214.430140 = -1657668.693577 nChanged 23 SP:Iteration 44Q (5656.622330 sec): 3 clusters Score: Raw -1660887.415281 + Penalty 3214.430140 = -1657672.985141 nChanged 20 SP:Iteration 45Q (5656.702844 sec): 3 clusters Score: Raw -1660890.486025 + Penalty 3214.430140 = -1657676.055885 nChanged 16 SP:Iteration 46Q (5656.775321 sec): 3 clusters Score: Raw -1660892.868941 + Penalty 3214.430140 = -1657678.438801 nChanged 21 SP:Iteration 47Q (5656.851710 sec): 3 clusters Score: Raw -1660896.951889 + Penalty 3214.430140 = -1657682.521749 nChanged 15 SP:Iteration 48Q (5656.914776 sec): 3 clusters Score: Raw -1660898.732232 + Penalty 3214.430140 = -1657684.302091 nChanged 15 SP:Iteration 49Q (5656.995694 sec): 3 clusters Score: Raw -1660901.282792 + Penalty 3214.430140 = -1657686.852652 nChanged 14 SP:Iteration 50Q (5657.075814 sec): 3 clusters Score: Raw -1660902.557172 + Penalty 3214.430140 = -1657688.127032 nChanged 8 SP:Iteration 51Q (5657.147311 sec): 3 clusters Score: Raw -1660903.500351 + Penalty 3214.430140 = -1657689.070211 nChanged 8 SP:Iteration 52Q (5657.221271 sec): 3 clusters Score: Raw -1660904.605415 + Penalty 3214.430140 = -1657690.175275 nChanged 9 SP:Iteration 53Q (5657.298533 sec): 3 clusters Score: Raw -1660905.448879 + Penalty 3214.430140 = -1657691.018739 nChanged 9 SP:Iteration 54Q (5657.371096 sec): 3 clusters Score: Raw -1660907.591250 + Penalty 3214.430140 = -1657693.161110 nChanged 18 SP:Iteration 55Q (5657.438036 sec): 3 clusters Score: Raw -1660910.739866 + Penalty 3214.430140 = -1657696.309726 nChanged 18 SP:Iteration 56Q (5657.516662 sec): 3 clusters Score: Raw -1660914.142345 + Penalty 3214.430140 = -1657699.712205 nChanged 20 SP:Iteration 57Q (5657.606731 sec): 3 clusters Score: Raw -1660918.254552 + Penalty 3214.430140 = -1657703.824412 nChanged 22 SP:Iteration 58Q (5657.685422 sec): 3 clusters Score: Raw -1660922.193786 + Penalty 3214.430140 = -1657707.763646 nChanged 21 SP:Iteration 59Q (5657.763956 sec): 3 clusters Score: Raw -1660925.340796 + Penalty 3214.430140 = -1657710.910656 nChanged 23 SP:Iteration 60F (5657.844493 sec): 3 clusters Score: Raw -1660929.585821 + Penalty 3214.430140 = -1657715.155681 nChanged 20 SP:Iteration 61Q (5657.910771 sec): 3 clusters Score: Raw -1660932.378786 + Penalty 3214.430140 = -1657717.948646 nChanged 14 SP:Iteration 62Q (5657.976384 sec): 3 clusters Score: Raw -1660934.183766 + Penalty 3214.430140 = -1657719.753626 nChanged 12 SP:Iteration 63Q (5658.066076 sec): 3 clusters Score: Raw -1660936.222945 + Penalty 3214.430140 = -1657721.792805 nChanged 14 SP:Iteration 64Q (5658.140291 sec): 3 clusters Score: Raw -1660938.336142 + Penalty 3214.430140 = -1657723.906002 nChanged 13 SP:Iteration 65Q (5658.217007 sec): 3 clusters Score: Raw -1660939.992159 + Penalty 3214.430140 = -1657725.562019 nChanged 9 SP:Iteration 66Q (5658.303671 sec): 3 clusters Score: Raw -1660940.891601 + Penalty 3214.430140 = -1657726.461461 nChanged 5 SP:Iteration 67Q (5658.384585 sec): 3 clusters Score: Raw -1660941.800487 + Penalty 3214.430140 = -1657727.370347 nChanged 11 SP:Iteration 68Q (5658.465666 sec): 3 clusters Score: Raw -1660943.656822 + Penalty 3214.430140 = -1657729.226682 nChanged 10 SP:Iteration 69Q (5658.534606 sec): 3 clusters Score: Raw -1660945.294824 + Penalty 3214.430140 = -1657730.864684 nChanged 7 SP:Iteration 70Q (5658.608704 sec): 3 clusters Score: Raw -1660946.600214 + Penalty 3214.430140 = -1657732.170074 nChanged 10 SP:Iteration 71Q (5658.688080 sec): 3 clusters Score: Raw -1660947.916998 + Penalty 3214.430140 = -1657733.486858 nChanged 6 SP:Iteration 72Q (5658.766334 sec): 3 clusters Score: Raw -1660948.973033 + Penalty 3214.430140 = -1657734.542893 nChanged 5 SP:Iteration 73Q (5658.839248 sec): 3 clusters Score: Raw -1660949.648162 + Penalty 3214.430140 = -1657735.218022 nChanged 7 SP:Iteration 74Q (5658.912049 sec): 3 clusters Score: Raw -1660951.346145 + Penalty 3214.430140 = -1657736.916005 nChanged 9 SP:Iteration 75Q (5658.989811 sec): 3 clusters Score: Raw -1660952.302800 + Penalty 3214.430140 = -1657737.872660 nChanged 10 SP:Iteration 76Q (5659.065437 sec): 3 clusters Score: Raw -1660953.797709 + Penalty 3214.430140 = -1657739.367569 nChanged 8 SP:Iteration 77Q (5659.131598 sec): 3 clusters Score: Raw -1660954.702056 + Penalty 3214.430140 = -1657740.271916 nChanged 6 SP:Iteration 78Q (5659.218599 sec): 3 clusters Score: Raw -1660955.817752 + Penalty 3214.430140 = -1657741.387612 nChanged 7 SP:Iteration 79Q (5659.276566 sec): 3 clusters Score: Raw -1660956.977038 + Penalty 3214.430140 = -1657742.546898 nChanged 7 SP:Iteration 80F (5659.358778 sec): 3 clusters Score: Raw -1660958.428470 + Penalty 3214.430140 = -1657743.998330 nChanged 6 SP:Iteration 81Q (5659.448225 sec): 3 clusters Score: Raw -1660959.120203 + Penalty 3214.430140 = -1657744.690063 nChanged 6 SP:Iteration 82Q (5659.528023 sec): 3 clusters Score: Raw -1660959.671467 + Penalty 3214.430140 = -1657745.241327 nChanged 4 SP:Iteration 83Q (5659.608689 sec): 3 clusters Score: Raw -1660960.398725 + Penalty 3214.430140 = -1657745.968585 nChanged 5 SP:Iteration 84Q (5659.688267 sec): 3 clusters Score: Raw -1660961.133913 + Penalty 3214.430140 = -1657746.703773 nChanged 3 SP:Iteration 85Q (5659.767538 sec): 3 clusters Score: Raw -1660961.498577 + Penalty 3214.430140 = -1657747.068437 nChanged 0 SP:Iteration 86F (5659.841697 sec): 3 clusters Score: Raw -1660961.498577 + Penalty 3214.430140 = -1657747.068437 nChanged 0 Trying to split cluster 34 (4205 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5659.873839 sec): 2 clusters Score: Raw -303774.354388 + Penalty 1355.904806 = -302418.449582 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5659.928976 sec): 3 clusters Score: Raw -301643.224308 + Penalty 2711.809611 = -298931.414697 nChanged 1697 SP:Iteration 1F (5659.974385 sec): 3 clusters Score: Raw -302603.472948 + Penalty 2711.809611 = -299891.663337 nChanged 312 SP:Iteration 2F (5660.034568 sec): 3 clusters Score: Raw -302803.649862 + Penalty 2711.809611 = -300091.840251 nChanged 221 SP:Iteration 3F (5660.075818 sec): 3 clusters Score: Raw -302955.541000 + Penalty 2711.809611 = -300243.731388 nChanged 221 SP:Iteration 4F (5660.120312 sec): 3 clusters Score: Raw -303128.648789 + Penalty 2711.809611 = -300416.839178 nChanged 213 SP:Iteration 5F (5660.170153 sec): 3 clusters Score: Raw -303325.647243 + Penalty 2711.809611 = -300613.837632 nChanged 228 SP:Iteration 6F (5660.222333 sec): 3 clusters Score: Raw -303539.024130 + Penalty 2711.809611 = -300827.214519 nChanged 229 SP:Iteration 7F (5660.280874 sec): 3 clusters Score: Raw -303728.283533 + Penalty 2711.809611 = -301016.473922 nChanged 210 SP:Iteration 8Q (5660.320040 sec): 3 clusters Score: Raw -303884.378273 + Penalty 2711.809611 = -301172.568662 nChanged 166 SP:Iteration 9Q (5660.386178 sec): 3 clusters Score: Raw -303995.573616 + Penalty 2711.809611 = -301283.764005 nChanged 127 SP:Iteration 10Q (5660.428429 sec): 3 clusters Score: Raw -304078.683144 + Penalty 2711.809611 = -301366.873533 nChanged 112 SP:Iteration 11Q (5660.482238 sec): 3 clusters Score: Raw -304136.837775 + Penalty 2711.809611 = -301425.028163 nChanged 85 SP:Iteration 12Q (5660.532877 sec): 3 clusters Score: Raw -304180.769083 + Penalty 2711.809611 = -301468.959472 nChanged 67 SP:Iteration 13Q (5660.584586 sec): 3 clusters Score: Raw -304208.724801 + Penalty 2711.809611 = -301496.915189 nChanged 51 SP:Iteration 14Q (5660.636646 sec): 3 clusters Score: Raw -304227.452452 + Penalty 2711.809611 = -301515.642841 nChanged 34 SP:Iteration 15Q (5660.696326 sec): 3 clusters Score: Raw -304240.794701 + Penalty 2711.809611 = -301528.985090 nChanged 27 SP:Iteration 16Q (5660.749394 sec): 3 clusters Score: Raw -304252.092414 + Penalty 2711.809611 = -301540.282803 nChanged 30 SP:Iteration 17Q (5660.794638 sec): 3 clusters Score: Raw -304262.146480 + Penalty 2711.809611 = -301550.336869 nChanged 18 SP:Iteration 18Q (5660.854869 sec): 3 clusters Score: Raw -304267.749076 + Penalty 2711.809611 = -301555.939465 nChanged 19 SP:Iteration 19Q (5660.901988 sec): 3 clusters Score: Raw -304275.092519 + Penalty 2711.809611 = -301563.282908 nChanged 24 SP:Iteration 20F (5660.956056 sec): 3 clusters Score: Raw -304283.967121 + Penalty 2711.809611 = -301572.157510 nChanged 24 SP:Iteration 21Q (5661.013606 sec): 3 clusters Score: Raw -304293.991483 + Penalty 2711.809611 = -301582.181872 nChanged 21 SP:Iteration 22Q (5661.055715 sec): 3 clusters Score: Raw -304301.164942 + Penalty 2711.809611 = -301589.355331 nChanged 15 SP:Iteration 23Q (5661.120571 sec): 3 clusters Score: Raw -304304.972261 + Penalty 2711.809611 = -301593.162650 nChanged 12 SP:Iteration 24Q (5661.174020 sec): 3 clusters Score: Raw -304309.031462 + Penalty 2711.809611 = -301597.221851 nChanged 11 SP:Iteration 25Q (5661.223093 sec): 3 clusters Score: Raw -304311.716750 + Penalty 2711.809611 = -301599.907139 nChanged 11 SP:Iteration 26Q (5661.269139 sec): 3 clusters Score: Raw -304314.341290 + Penalty 2711.809611 = -301602.531679 nChanged 8 SP:Iteration 27Q (5661.331440 sec): 3 clusters Score: Raw -304316.493186 + Penalty 2711.809611 = -301604.683575 nChanged 13 SP:Iteration 28Q (5661.385786 sec): 3 clusters Score: Raw -304320.583818 + Penalty 2711.809611 = -301608.774207 nChanged 11 SP:Iteration 29Q (5661.433905 sec): 3 clusters Score: Raw -304323.997819 + Penalty 2711.809611 = -301612.188208 nChanged 17 SP:Iteration 30Q (5661.483813 sec): 3 clusters Score: Raw -304329.619963 + Penalty 2711.809611 = -301617.810352 nChanged 12 SP:Iteration 31Q (5661.526237 sec): 3 clusters Score: Raw -304333.340093 + Penalty 2711.809611 = -301621.530482 nChanged 9 SP:Iteration 32Q (5661.588040 sec): 3 clusters Score: Raw -304335.826211 + Penalty 2711.809611 = -301624.016600 nChanged 12 SP:Iteration 33Q (5661.637087 sec): 3 clusters Score: Raw -304339.199337 + Penalty 2711.809611 = -301627.389726 nChanged 8 SP:Iteration 34Q (5661.686225 sec): 3 clusters Score: Raw -304343.732816 + Penalty 2711.809611 = -301631.923205 nChanged 14 SP:Iteration 35Q (5661.722191 sec): 3 clusters Score: Raw -304348.057543 + Penalty 2711.809611 = -301636.247932 nChanged 6 SP:Iteration 36Q (5661.778582 sec): 3 clusters Score: Raw -304349.333468 + Penalty 2711.809611 = -301637.523857 nChanged 3 SP:Iteration 37Q (5661.832394 sec): 3 clusters Score: Raw -304350.358650 + Penalty 2711.809611 = -301638.549039 nChanged 0 SP:Iteration 38F (5661.875397 sec): 3 clusters Score: Raw -304350.358650 + Penalty 2711.809611 = -301638.549039 nChanged 0 Trying to split cluster 35 (3042 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5661.916268 sec): 2 clusters Score: Raw -235871.197750 + Penalty 1303.293952 = -234567.903798 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5661.967296 sec): 3 clusters Score: Raw -234474.801458 + Penalty 2606.587904 = -231868.213554 nChanged 1158 SP:Iteration 1F (5662.018064 sec): 3 clusters Score: Raw -235252.886618 + Penalty 2606.587904 = -232646.298714 nChanged 258 SP:Iteration 2F (5662.063486 sec): 3 clusters Score: Raw -235507.522486 + Penalty 2606.587904 = -232900.934583 nChanged 271 SP:Iteration 3F (5662.110515 sec): 3 clusters Score: Raw -235831.369808 + Penalty 2606.587904 = -233224.781905 nChanged 270 SP:Iteration 4F (5662.156862 sec): 3 clusters Score: Raw -236242.965114 + Penalty 2606.587904 = -233636.377210 nChanged 275 SP:Iteration 5F (5662.208121 sec): 3 clusters Score: Raw -236703.404022 + Penalty 2606.587904 = -234096.816118 nChanged 229 SP:Iteration 6F (5662.259927 sec): 3 clusters Score: Raw -237086.689119 + Penalty 2606.587904 = -234480.101216 nChanged 163 SP:Iteration 7F (5662.306955 sec): 3 clusters Score: Raw -237298.924857 + Penalty 2606.587904 = -234692.336954 nChanged 107 SP:Iteration 8Q (5662.351052 sec): 3 clusters Score: Raw -237444.599276 + Penalty 2606.587904 = -234838.011373 nChanged 70 SP:Iteration 9Q (5662.399158 sec): 3 clusters Score: Raw -237554.030022 + Penalty 2606.587904 = -234947.442119 nChanged 50 SP:Iteration 10Q (5662.436275 sec): 3 clusters Score: Raw -237613.395182 + Penalty 2606.587904 = -235006.807279 nChanged 29 SP:Iteration 11Q (5662.496700 sec): 3 clusters Score: Raw -237638.213059 + Penalty 2606.587904 = -235031.625155 nChanged 23 SP:Iteration 12Q (5662.545239 sec): 3 clusters Score: Raw -237650.802756 + Penalty 2606.587904 = -235044.214852 nChanged 10 SP:Iteration 13Q (5662.592561 sec): 3 clusters Score: Raw -237654.279788 + Penalty 2606.587904 = -235047.691884 nChanged 4 SP:Iteration 14Q (5662.637845 sec): 3 clusters Score: Raw -237655.418340 + Penalty 2606.587904 = -235048.830436 nChanged 2 SP:Iteration 15Q (5662.678744 sec): 3 clusters Score: Raw -237656.407301 + Penalty 2606.587904 = -235049.819397 nChanged 4 SP:Iteration 16Q (5662.736394 sec): 3 clusters Score: Raw -237657.416378 + Penalty 2606.587904 = -235050.828474 nChanged 2 SP:Iteration 17Q (5662.787715 sec): 3 clusters Score: Raw -237658.108429 + Penalty 2606.587904 = -235051.520526 nChanged 2 SP:Iteration 18Q (5662.836010 sec): 3 clusters Score: Raw -237658.680954 + Penalty 2606.587904 = -235052.093050 nChanged 4 SP:Iteration 19Q (5662.888443 sec): 3 clusters Score: Raw -237660.887349 + Penalty 2606.587904 = -235054.299446 nChanged 4 SP:Iteration 20F (5662.935195 sec): 3 clusters Score: Raw -237662.732981 + Penalty 2606.587904 = -235056.145077 nChanged 5 SP:Iteration 21Q (5662.980668 sec): 3 clusters Score: Raw -237664.989805 + Penalty 2606.587904 = -235058.401901 nChanged 6 SP:Iteration 22Q (5663.030688 sec): 3 clusters Score: Raw -237667.435117 + Penalty 2606.587904 = -235060.847214 nChanged 6 SP:Iteration 23Q (5663.090988 sec): 3 clusters Score: Raw -237670.557610 + Penalty 2606.587904 = -235063.969707 nChanged 6 SP:Iteration 24Q (5663.128572 sec): 3 clusters Score: Raw -237672.388523 + Penalty 2606.587904 = -235065.800619 nChanged 3 SP:Iteration 25Q (5663.178105 sec): 3 clusters Score: Raw -237672.996585 + Penalty 2606.587904 = -235066.408681 nChanged 2 SP:Iteration 26Q (5663.225514 sec): 3 clusters Score: Raw -237673.503253 + Penalty 2606.587904 = -235066.915349 nChanged 1 SP:Iteration 27Q (5663.285670 sec): 3 clusters Score: Raw -237673.877950 + Penalty 2606.587904 = -235067.290046 nChanged 0 SP:Iteration 28F (5663.336618 sec): 3 clusters Score: Raw -237673.877950 + Penalty 2606.587904 = -235067.290046 nChanged 0 Score: Raw -49142374.485955 + Penalty 88911.006508 = -49053463.479447 Splitting cluster 35 changes total score from -49053772.462676 to -49053463.479447 So it's not getting split. Trying to split cluster 36 (1127 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5680.060159 sec): 2 clusters Score: Raw -84267.431916 + Penalty 1141.938609 = -83125.493308 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5680.105424 sec): 3 clusters Score: Raw -83884.340149 + Penalty 2283.877217 = -81600.462932 nChanged 359 SP:Iteration 1F (5680.148106 sec): 3 clusters Score: Raw -84204.448136 + Penalty 2283.877217 = -81920.570919 nChanged 84 SP:Iteration 2F (5680.186963 sec): 3 clusters Score: Raw -84274.812926 + Penalty 2283.877217 = -81990.935709 nChanged 44 SP:Iteration 3Q (5680.233685 sec): 3 clusters Score: Raw -84309.345501 + Penalty 2283.877217 = -82025.468284 nChanged 25 SP:Iteration 4Q (5680.284841 sec): 3 clusters Score: Raw -84332.012335 + Penalty 2283.877217 = -82048.135118 nChanged 17 SP:Iteration 5Q (5680.326867 sec): 3 clusters Score: Raw -84347.215200 + Penalty 2283.877217 = -82063.337983 nChanged 14 SP:Iteration 6Q (5680.365764 sec): 3 clusters Score: Raw -84364.277281 + Penalty 2283.877217 = -82080.400064 nChanged 19 SP:Iteration 7Q (5680.413295 sec): 3 clusters Score: Raw -84379.256875 + Penalty 2283.877217 = -82095.379658 nChanged 11 SP:Iteration 8Q (5680.458486 sec): 3 clusters Score: Raw -84390.720166 + Penalty 2283.877217 = -82106.842949 nChanged 11 SP:Iteration 9Q (5680.502748 sec): 3 clusters Score: Raw -84400.502885 + Penalty 2283.877217 = -82116.625668 nChanged 14 SP:Iteration 10Q (5680.549356 sec): 3 clusters Score: Raw -84426.360914 + Penalty 2283.877217 = -82142.483697 nChanged 19 SP:Iteration 11Q (5680.588371 sec): 3 clusters Score: Raw -84448.199221 + Penalty 2283.877217 = -82164.322004 nChanged 18 SP:Iteration 12Q (5680.646463 sec): 3 clusters Score: Raw -84468.076580 + Penalty 2283.877217 = -82184.199363 nChanged 9 SP:Iteration 13Q (5680.682786 sec): 3 clusters Score: Raw -84476.810621 + Penalty 2283.877217 = -82192.933404 nChanged 6 SP:Iteration 14Q (5680.729773 sec): 3 clusters Score: Raw -84484.472607 + Penalty 2283.877217 = -82200.595390 nChanged 5 SP:Iteration 15Q (5680.785397 sec): 3 clusters Score: Raw -84491.804371 + Penalty 2283.877217 = -82207.927154 nChanged 5 SP:Iteration 16Q (5680.831555 sec): 3 clusters Score: Raw -84495.948252 + Penalty 2283.877217 = -82212.071035 nChanged 6 SP:Iteration 17Q (5680.875238 sec): 3 clusters Score: Raw -84501.374527 + Penalty 2283.877217 = -82217.497310 nChanged 7 SP:Iteration 18Q (5680.917645 sec): 3 clusters Score: Raw -84506.771192 + Penalty 2283.877217 = -82222.893975 nChanged 3 SP:Iteration 19Q (5680.966113 sec): 3 clusters Score: Raw -84508.318757 + Penalty 2283.877217 = -82224.441540 nChanged 3 SP:Iteration 20F (5681.013992 sec): 3 clusters Score: Raw -84511.130038 + Penalty 2283.877217 = -82227.252821 nChanged 6 SP:Iteration 21Q (5681.059333 sec): 3 clusters Score: Raw -84517.677549 + Penalty 2283.877217 = -82233.800332 nChanged 2 SP:Iteration 22Q (5681.109747 sec): 3 clusters Score: Raw -84519.244285 + Penalty 2283.877217 = -82235.367068 nChanged 0 SP:Iteration 23F (5681.154483 sec): 3 clusters Score: Raw -84519.244285 + Penalty 2283.877217 = -82235.367068 nChanged 0 Trying to split cluster 37 (5697 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5681.190383 sec): 2 clusters Score: Raw -466315.129804 + Penalty 1405.250437 = -464909.879366 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5681.232291 sec): 3 clusters Score: Raw -463239.681944 + Penalty 2810.500875 = -460429.181069 nChanged 2356 SP:Iteration 1F (5681.290491 sec): 3 clusters Score: Raw -464491.118125 + Penalty 2810.500875 = -461680.617250 nChanged 431 SP:Iteration 2F (5681.338019 sec): 3 clusters Score: Raw -464732.090455 + Penalty 2810.500875 = -461921.589580 nChanged 353 SP:Iteration 3F (5681.390842 sec): 3 clusters Score: Raw -464930.225002 + Penalty 2810.500875 = -462119.724127 nChanged 299 SP:Iteration 4F (5681.442164 sec): 3 clusters Score: Raw -465163.514031 + Penalty 2810.500875 = -462353.013156 nChanged 305 SP:Iteration 5F (5681.503489 sec): 3 clusters Score: Raw -465446.559119 + Penalty 2810.500875 = -462636.058244 nChanged 329 SP:Iteration 6F (5681.554867 sec): 3 clusters Score: Raw -465797.078480 + Penalty 2810.500875 = -462986.577605 nChanged 376 SP:Iteration 7F (5681.603465 sec): 3 clusters Score: Raw -466196.189089 + Penalty 2810.500875 = -463385.688214 nChanged 369 SP:Iteration 8F (5681.662393 sec): 3 clusters Score: Raw -466544.106397 + Penalty 2810.500875 = -463733.605522 nChanged 351 SP:Iteration 9F (5681.712486 sec): 3 clusters Score: Raw -466842.453418 + Penalty 2810.500875 = -464031.952543 nChanged 251 SP:Iteration 10Q (5681.769378 sec): 3 clusters Score: Raw -467017.814512 + Penalty 2810.500875 = -464207.313637 nChanged 191 SP:Iteration 11Q (5681.835144 sec): 3 clusters Score: Raw -467141.856638 + Penalty 2810.500875 = -464331.355764 nChanged 109 SP:Iteration 12Q (5681.884249 sec): 3 clusters Score: Raw -467209.462137 + Penalty 2810.500875 = -464398.961263 nChanged 82 SP:Iteration 13Q (5681.938457 sec): 3 clusters Score: Raw -467250.471465 + Penalty 2810.500875 = -464439.970590 nChanged 60 SP:Iteration 14Q (5681.983957 sec): 3 clusters Score: Raw -467272.783769 + Penalty 2810.500875 = -464462.282894 nChanged 34 SP:Iteration 15Q (5682.043969 sec): 3 clusters Score: Raw -467282.510638 + Penalty 2810.500875 = -464472.009763 nChanged 29 SP:Iteration 16Q (5682.101474 sec): 3 clusters Score: Raw -467292.407060 + Penalty 2810.500875 = -464481.906185 nChanged 27 SP:Iteration 17Q (5682.156333 sec): 3 clusters Score: Raw -467300.751834 + Penalty 2810.500875 = -464490.250959 nChanged 18 SP:Iteration 18Q (5682.212848 sec): 3 clusters Score: Raw -467305.100509 + Penalty 2810.500875 = -464494.599634 nChanged 14 SP:Iteration 19Q (5682.262051 sec): 3 clusters Score: Raw -467309.073649 + Penalty 2810.500875 = -464498.572774 nChanged 16 SP:Iteration 20F (5682.326771 sec): 3 clusters Score: Raw -467313.467936 + Penalty 2810.500875 = -464502.967061 nChanged 18 SP:Iteration 21Q (5682.370774 sec): 3 clusters Score: Raw -467317.949712 + Penalty 2810.500875 = -464507.448837 nChanged 13 SP:Iteration 22Q (5682.429364 sec): 3 clusters Score: Raw -467321.230318 + Penalty 2810.500875 = -464510.729443 nChanged 11 SP:Iteration 23Q (5682.485882 sec): 3 clusters Score: Raw -467323.590582 + Penalty 2810.500875 = -464513.089707 nChanged 4 SP:Iteration 24Q (5682.537019 sec): 3 clusters Score: Raw -467324.667458 + Penalty 2810.500875 = -464514.166583 nChanged 6 SP:Iteration 25Q (5682.586883 sec): 3 clusters Score: Raw -467325.681632 + Penalty 2810.500875 = -464515.180758 nChanged 6 SP:Iteration 26Q (5682.641145 sec): 3 clusters Score: Raw -467326.949578 + Penalty 2810.500875 = -464516.448703 nChanged 4 SP:Iteration 27Q (5682.697878 sec): 3 clusters Score: Raw -467328.418359 + Penalty 2810.500875 = -464517.917484 nChanged 5 SP:Iteration 28Q (5682.745772 sec): 3 clusters Score: Raw -467329.608872 + Penalty 2810.500875 = -464519.107997 nChanged 5 SP:Iteration 29Q (5682.797721 sec): 3 clusters Score: Raw -467330.330560 + Penalty 2810.500875 = -464519.829686 nChanged 6 SP:Iteration 30Q (5682.849407 sec): 3 clusters Score: Raw -467331.770140 + Penalty 2810.500875 = -464521.269265 nChanged 6 SP:Iteration 31Q (5682.904303 sec): 3 clusters Score: Raw -467332.986296 + Penalty 2810.500875 = -464522.485422 nChanged 8 SP:Iteration 32Q (5682.960717 sec): 3 clusters Score: Raw -467334.907678 + Penalty 2810.500875 = -464524.406803 nChanged 13 SP:Iteration 33Q (5683.001763 sec): 3 clusters Score: Raw -467338.391405 + Penalty 2810.500875 = -464527.890530 nChanged 15 SP:Iteration 34Q (5683.056216 sec): 3 clusters Score: Raw -467343.631618 + Penalty 2810.500875 = -464533.130743 nChanged 18 SP:Iteration 35Q (5683.112627 sec): 3 clusters Score: Raw -467349.907370 + Penalty 2810.500875 = -464539.406495 nChanged 14 SP:Iteration 36Q (5683.163701 sec): 3 clusters Score: Raw -467353.579264 + Penalty 2810.500875 = -464543.078389 nChanged 13 SP:Iteration 37Q (5683.204538 sec): 3 clusters Score: Raw -467356.843382 + Penalty 2810.500875 = -464546.342507 nChanged 7 SP:Iteration 38Q (5683.256022 sec): 3 clusters Score: Raw -467358.835592 + Penalty 2810.500875 = -464548.334717 nChanged 5 SP:Iteration 39Q (5683.324502 sec): 3 clusters Score: Raw -467360.134382 + Penalty 2810.500875 = -464549.633507 nChanged 7 SP:Iteration 40F (5683.371368 sec): 3 clusters Score: Raw -467362.006609 + Penalty 2810.500875 = -464551.505734 nChanged 8 SP:Iteration 41Q (5683.434356 sec): 3 clusters Score: Raw -467364.510413 + Penalty 2810.500875 = -464554.009538 nChanged 10 SP:Iteration 42Q (5683.485231 sec): 3 clusters Score: Raw -467368.360898 + Penalty 2810.500875 = -464557.860023 nChanged 9 SP:Iteration 43Q (5683.541070 sec): 3 clusters Score: Raw -467371.046050 + Penalty 2810.500875 = -464560.545175 nChanged 8 SP:Iteration 44Q (5683.594513 sec): 3 clusters Score: Raw -467373.029357 + Penalty 2810.500875 = -464562.528483 nChanged 7 SP:Iteration 45Q (5683.633055 sec): 3 clusters Score: Raw -467374.686714 + Penalty 2810.500875 = -464564.185839 nChanged 8 SP:Iteration 46Q (5683.689092 sec): 3 clusters Score: Raw -467377.286207 + Penalty 2810.500875 = -464566.785332 nChanged 10 SP:Iteration 47Q (5683.748128 sec): 3 clusters Score: Raw -467380.721153 + Penalty 2810.500875 = -464570.220278 nChanged 10 SP:Iteration 48Q (5683.800833 sec): 3 clusters Score: Raw -467383.326168 + Penalty 2810.500875 = -464572.825293 nChanged 4 SP:Iteration 49Q (5683.839988 sec): 3 clusters Score: Raw -467384.067031 + Penalty 2810.500875 = -464573.566156 nChanged 3 SP:Iteration 50Q (5683.893051 sec): 3 clusters Score: Raw -467384.872016 + Penalty 2810.500875 = -464574.371141 nChanged 3 SP:Iteration 51Q (5683.945746 sec): 3 clusters Score: Raw -467385.827525 + Penalty 2810.500875 = -464575.326651 nChanged 2 SP:Iteration 52Q (5683.999352 sec): 3 clusters Score: Raw -467386.394890 + Penalty 2810.500875 = -464575.894016 nChanged 3 SP:Iteration 53Q (5684.052307 sec): 3 clusters Score: Raw -467386.677673 + Penalty 2810.500875 = -464576.176799 nChanged 0 SP:Iteration 54F (5684.104424 sec): 3 clusters Score: Raw -467386.677673 + Penalty 2810.500875 = -464576.176799 nChanged 0 Trying to split cluster 38 (37930 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5684.191348 sec): 2 clusters Score: Raw -3170356.162340 + Penalty 1713.318366 = -3168642.843975 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5684.302769 sec): 3 clusters Score: Raw -3146574.817285 + Penalty 3426.636731 = -3143148.180554 nChanged 17717 SP:Iteration 1F (5684.415069 sec): 3 clusters Score: Raw -3156958.482277 + Penalty 3426.636731 = -3153531.845546 nChanged 2111 SP:Iteration 2F (5684.511320 sec): 3 clusters Score: Raw -3158003.171668 + Penalty 3426.636731 = -3154576.534936 nChanged 2257 SP:Iteration 3F (5684.625560 sec): 3 clusters Score: Raw -3159320.381586 + Penalty 3426.636731 = -3155893.744855 nChanged 2515 SP:Iteration 4F (5684.733720 sec): 3 clusters Score: Raw -3161101.436745 + Penalty 3426.636731 = -3157674.800014 nChanged 2731 SP:Iteration 5F (5684.837336 sec): 3 clusters Score: Raw -3163319.123616 + Penalty 3426.636731 = -3159892.486885 nChanged 2514 SP:Iteration 6F (5684.940289 sec): 3 clusters Score: Raw -3165327.433619 + Penalty 3426.636731 = -3161900.796888 nChanged 1943 SP:Iteration 7F (5685.046384 sec): 3 clusters Score: Raw -3166705.635774 + Penalty 3426.636731 = -3163278.999043 nChanged 1440 SP:Iteration 8Q (5685.166685 sec): 3 clusters Score: Raw -3167547.836741 + Penalty 3426.636731 = -3164121.200009 nChanged 1025 SP:Iteration 9Q (5685.275996 sec): 3 clusters Score: Raw -3168067.249804 + Penalty 3426.636731 = -3164640.613073 nChanged 738 SP:Iteration 10Q (5685.375613 sec): 3 clusters Score: Raw -3168416.981259 + Penalty 3426.636731 = -3164990.344528 nChanged 588 SP:Iteration 11Q (5685.482924 sec): 3 clusters Score: Raw -3168714.575525 + Penalty 3426.636731 = -3165287.938793 nChanged 547 SP:Iteration 12Q (5685.589278 sec): 3 clusters Score: Raw -3169000.232443 + Penalty 3426.636731 = -3165573.595711 nChanged 514 SP:Iteration 13Q (5685.694227 sec): 3 clusters Score: Raw -3169279.573923 + Penalty 3426.636731 = -3165852.937192 nChanged 482 SP:Iteration 14Q (5685.797145 sec): 3 clusters Score: Raw -3169563.001688 + Penalty 3426.636731 = -3166136.364957 nChanged 441 SP:Iteration 15Q (5685.904290 sec): 3 clusters Score: Raw -3169808.072399 + Penalty 3426.636731 = -3166381.435668 nChanged 373 SP:Iteration 16Q (5686.001581 sec): 3 clusters Score: Raw -3169979.298610 + Penalty 3426.636731 = -3166552.661879 nChanged 334 SP:Iteration 17Q (5686.092650 sec): 3 clusters Score: Raw -3170117.943714 + Penalty 3426.636731 = -3166691.306983 nChanged 294 SP:Iteration 18Q (5686.188634 sec): 3 clusters Score: Raw -3170235.822987 + Penalty 3426.636731 = -3166809.186256 nChanged 284 SP:Iteration 19Q (5686.286852 sec): 3 clusters Score: Raw -3170345.914048 + Penalty 3426.636731 = -3166919.277316 nChanged 234 SP:Iteration 20F (5686.393865 sec): 3 clusters Score: Raw -3170433.168739 + Penalty 3426.636731 = -3167006.532008 nChanged 207 SP:Iteration 21Q (5686.492515 sec): 3 clusters Score: Raw -3170498.774561 + Penalty 3426.636731 = -3167072.137830 nChanged 172 SP:Iteration 22Q (5686.586244 sec): 3 clusters Score: Raw -3170546.967977 + Penalty 3426.636731 = -3167120.331246 nChanged 137 SP:Iteration 23Q (5686.684636 sec): 3 clusters Score: Raw -3170583.640041 + Penalty 3426.636731 = -3167157.003310 nChanged 133 SP:Iteration 24Q (5686.780822 sec): 3 clusters Score: Raw -3170619.178287 + Penalty 3426.636731 = -3167192.541556 nChanged 113 SP:Iteration 25Q (5686.882076 sec): 3 clusters Score: Raw -3170644.706722 + Penalty 3426.636731 = -3167218.069991 nChanged 100 SP:Iteration 26Q (5686.985476 sec): 3 clusters Score: Raw -3170666.546712 + Penalty 3426.636731 = -3167239.909981 nChanged 87 SP:Iteration 27Q (5687.079594 sec): 3 clusters Score: Raw -3170684.270095 + Penalty 3426.636731 = -3167257.633364 nChanged 80 SP:Iteration 28Q (5687.177963 sec): 3 clusters Score: Raw -3170698.373961 + Penalty 3426.636731 = -3167271.737230 nChanged 62 SP:Iteration 29Q (5687.278456 sec): 3 clusters Score: Raw -3170708.277377 + Penalty 3426.636731 = -3167281.640646 nChanged 54 SP:Iteration 30Q (5687.372419 sec): 3 clusters Score: Raw -3170718.969065 + Penalty 3426.636731 = -3167292.332334 nChanged 52 SP:Iteration 31Q (5687.479592 sec): 3 clusters Score: Raw -3170727.242107 + Penalty 3426.636731 = -3167300.605375 nChanged 45 SP:Iteration 32Q (5687.568911 sec): 3 clusters Score: Raw -3170733.285703 + Penalty 3426.636731 = -3167306.648971 nChanged 43 SP:Iteration 33Q (5687.674047 sec): 3 clusters Score: Raw -3170738.555513 + Penalty 3426.636731 = -3167311.918782 nChanged 33 SP:Iteration 34Q (5687.765161 sec): 3 clusters Score: Raw -3170742.852017 + Penalty 3426.636731 = -3167316.215286 nChanged 25 SP:Iteration 35Q (5687.868300 sec): 3 clusters Score: Raw -3170746.157168 + Penalty 3426.636731 = -3167319.520437 nChanged 22 SP:Iteration 36Q (5687.977629 sec): 3 clusters Score: Raw -3170749.188156 + Penalty 3426.636731 = -3167322.551424 nChanged 26 SP:Iteration 37Q (5688.079412 sec): 3 clusters Score: Raw -3170753.135629 + Penalty 3426.636731 = -3167326.498898 nChanged 23 SP:Iteration 38Q (5688.178242 sec): 3 clusters Score: Raw -3170756.336383 + Penalty 3426.636731 = -3167329.699652 nChanged 17 SP:Iteration 39Q (5688.261238 sec): 3 clusters Score: Raw -3170758.401565 + Penalty 3426.636731 = -3167331.764833 nChanged 11 SP:Iteration 40F (5688.369076 sec): 3 clusters Score: Raw -3170759.519142 + Penalty 3426.636731 = -3167332.882411 nChanged 9 SP:Iteration 41Q (5688.451616 sec): 3 clusters Score: Raw -3170760.424828 + Penalty 3426.636731 = -3167333.788097 nChanged 7 SP:Iteration 42Q (5688.552366 sec): 3 clusters Score: Raw -3170761.183067 + Penalty 3426.636731 = -3167334.546336 nChanged 9 SP:Iteration 43Q (5688.660489 sec): 3 clusters Score: Raw -3170761.900741 + Penalty 3426.636731 = -3167335.264009 nChanged 5 SP:Iteration 44Q (5688.757816 sec): 3 clusters Score: Raw -3170762.299957 + Penalty 3426.636731 = -3167335.663226 nChanged 5 SP:Iteration 45Q (5688.855968 sec): 3 clusters Score: Raw -3170762.646978 + Penalty 3426.636731 = -3167336.010247 nChanged 5 SP:Iteration 46Q (5688.940979 sec): 3 clusters Score: Raw -3170763.140592 + Penalty 3426.636731 = -3167336.503861 nChanged 7 SP:Iteration 47Q (5689.045417 sec): 3 clusters Score: Raw -3170763.784068 + Penalty 3426.636731 = -3167337.147337 nChanged 6 SP:Iteration 48Q (5689.140877 sec): 3 clusters Score: Raw -3170764.454562 + Penalty 3426.636731 = -3167337.817831 nChanged 5 SP:Iteration 49Q (5689.236743 sec): 3 clusters Score: Raw -3170764.915107 + Penalty 3426.636731 = -3167338.278375 nChanged 3 SP:Iteration 50Q (5689.337151 sec): 3 clusters Score: Raw -3170765.128829 + Penalty 3426.636731 = -3167338.492098 nChanged 3 SP:Iteration 51Q (5689.423938 sec): 3 clusters Score: Raw -3170765.345276 + Penalty 3426.636731 = -3167338.708545 nChanged 4 SP:Iteration 52Q (5689.520428 sec): 3 clusters Score: Raw -3170765.648970 + Penalty 3426.636731 = -3167339.012239 nChanged 0 SP:Iteration 53F (5689.637357 sec): 3 clusters Score: Raw -3170765.648970 + Penalty 3426.636731 = -3167339.012239 nChanged 0 Trying to split cluster 39 (16117 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5689.684939 sec): 2 clusters Score: Raw -1352834.111081 + Penalty 1574.239858 = -1351259.871223 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5689.757914 sec): 3 clusters Score: Raw -1343414.013547 + Penalty 3148.479716 = -1340265.533832 nChanged 7167 SP:Iteration 1F (5689.819719 sec): 3 clusters Score: Raw -1347412.505060 + Penalty 3148.479716 = -1344264.025344 nChanged 938 SP:Iteration 2F (5689.887820 sec): 3 clusters Score: Raw -1347861.299054 + Penalty 3148.479716 = -1344712.819338 nChanged 933 SP:Iteration 3F (5689.967209 sec): 3 clusters Score: Raw -1348277.684218 + Penalty 3148.479716 = -1345129.204502 nChanged 851 SP:Iteration 4F (5690.043127 sec): 3 clusters Score: Raw -1348711.236100 + Penalty 3148.479716 = -1345562.756385 nChanged 837 SP:Iteration 5F (5690.109757 sec): 3 clusters Score: Raw -1349146.501262 + Penalty 3148.479716 = -1345998.021546 nChanged 790 SP:Iteration 6Q (5690.181588 sec): 3 clusters Score: Raw -1349538.528973 + Penalty 3148.479716 = -1346390.049257 nChanged 707 SP:Iteration 7Q (5690.263334 sec): 3 clusters Score: Raw -1349871.790563 + Penalty 3148.479716 = -1346723.310847 nChanged 606 SP:Iteration 8Q (5690.328334 sec): 3 clusters Score: Raw -1350135.038035 + Penalty 3148.479716 = -1346986.558320 nChanged 532 SP:Iteration 9Q (5690.400168 sec): 3 clusters Score: Raw -1350360.439684 + Penalty 3148.479716 = -1347211.959968 nChanged 433 SP:Iteration 10Q (5690.477082 sec): 3 clusters Score: Raw -1350543.378187 + Penalty 3148.479716 = -1347394.898471 nChanged 400 SP:Iteration 11Q (5690.557449 sec): 3 clusters Score: Raw -1350716.730645 + Penalty 3148.479716 = -1347568.250930 nChanged 361 SP:Iteration 12Q (5690.636756 sec): 3 clusters Score: Raw -1350870.066515 + Penalty 3148.479716 = -1347721.586799 nChanged 307 SP:Iteration 13Q (5690.699696 sec): 3 clusters Score: Raw -1350984.603867 + Penalty 3148.479716 = -1347836.124152 nChanged 259 SP:Iteration 14Q (5690.783310 sec): 3 clusters Score: Raw -1351071.632724 + Penalty 3148.479716 = -1347923.153008 nChanged 222 SP:Iteration 15Q (5690.848044 sec): 3 clusters Score: Raw -1351144.849002 + Penalty 3148.479716 = -1347996.369287 nChanged 213 SP:Iteration 16Q (5690.923954 sec): 3 clusters Score: Raw -1351213.143298 + Penalty 3148.479716 = -1348064.663582 nChanged 208 SP:Iteration 17Q (5691.008249 sec): 3 clusters Score: Raw -1351277.989558 + Penalty 3148.479716 = -1348129.509842 nChanged 193 SP:Iteration 18Q (5691.080322 sec): 3 clusters Score: Raw -1351335.894482 + Penalty 3148.479716 = -1348187.414767 nChanged 206 SP:Iteration 19Q (5691.152755 sec): 3 clusters Score: Raw -1351396.448208 + Penalty 3148.479716 = -1348247.968493 nChanged 207 SP:Iteration 20F (5691.228239 sec): 3 clusters Score: Raw -1351460.187340 + Penalty 3148.479716 = -1348311.707624 nChanged 195 SP:Iteration 21Q (5691.303707 sec): 3 clusters Score: Raw -1351514.172592 + Penalty 3148.479716 = -1348365.692877 nChanged 186 SP:Iteration 22Q (5691.375676 sec): 3 clusters Score: Raw -1351569.899042 + Penalty 3148.479716 = -1348421.419326 nChanged 199 SP:Iteration 23Q (5691.449837 sec): 3 clusters Score: Raw -1351634.532090 + Penalty 3148.479716 = -1348486.052374 nChanged 191 SP:Iteration 24Q (5691.520880 sec): 3 clusters Score: Raw -1351698.567393 + Penalty 3148.479716 = -1348550.087678 nChanged 204 SP:Iteration 25Q (5691.579351 sec): 3 clusters Score: Raw -1351774.146171 + Penalty 3148.479716 = -1348625.666455 nChanged 224 SP:Iteration 26Q (5691.654137 sec): 3 clusters Score: Raw -1351865.367839 + Penalty 3148.479716 = -1348716.888123 nChanged 219 SP:Iteration 27Q (5691.723726 sec): 3 clusters Score: Raw -1351950.807817 + Penalty 3148.479716 = -1348802.328102 nChanged 210 SP:Iteration 28Q (5691.794937 sec): 3 clusters Score: Raw -1352037.241754 + Penalty 3148.479716 = -1348888.762039 nChanged 188 SP:Iteration 29Q (5691.866248 sec): 3 clusters Score: Raw -1352112.146504 + Penalty 3148.479716 = -1348963.666789 nChanged 201 SP:Iteration 30Q (5691.926192 sec): 3 clusters Score: Raw -1352196.259267 + Penalty 3148.479716 = -1349047.779552 nChanged 182 SP:Iteration 31Q (5691.996229 sec): 3 clusters Score: Raw -1352266.698556 + Penalty 3148.479716 = -1349118.218840 nChanged 160 SP:Iteration 32Q (5692.064825 sec): 3 clusters Score: Raw -1352331.360986 + Penalty 3148.479716 = -1349182.881270 nChanged 148 SP:Iteration 33Q (5692.136257 sec): 3 clusters Score: Raw -1352386.614257 + Penalty 3148.479716 = -1349238.134541 nChanged 129 SP:Iteration 34Q (5692.200430 sec): 3 clusters Score: Raw -1352429.240505 + Penalty 3148.479716 = -1349280.760789 nChanged 100 SP:Iteration 35Q (5692.257379 sec): 3 clusters Score: Raw -1352459.148778 + Penalty 3148.479716 = -1349310.669063 nChanged 95 SP:Iteration 36Q (5692.326511 sec): 3 clusters Score: Raw -1352489.786768 + Penalty 3148.479716 = -1349341.307052 nChanged 94 SP:Iteration 37Q (5692.397918 sec): 3 clusters Score: Raw -1352516.398299 + Penalty 3148.479716 = -1349367.918583 nChanged 82 SP:Iteration 38Q (5692.452879 sec): 3 clusters Score: Raw -1352538.898311 + Penalty 3148.479716 = -1349390.418595 nChanged 61 SP:Iteration 39Q (5692.524990 sec): 3 clusters Score: Raw -1352555.625441 + Penalty 3148.479716 = -1349407.145725 nChanged 68 SP:Iteration 40F (5692.595331 sec): 3 clusters Score: Raw -1352574.948665 + Penalty 3148.479716 = -1349426.468950 nChanged 58 SP:Iteration 41Q (5692.655415 sec): 3 clusters Score: Raw -1352593.891618 + Penalty 3148.479716 = -1349445.411902 nChanged 52 SP:Iteration 42Q (5692.724362 sec): 3 clusters Score: Raw -1352615.174138 + Penalty 3148.479716 = -1349466.694422 nChanged 58 SP:Iteration 43Q (5692.793783 sec): 3 clusters Score: Raw -1352637.381130 + Penalty 3148.479716 = -1349488.901415 nChanged 55 SP:Iteration 44Q (5692.872069 sec): 3 clusters Score: Raw -1352657.902936 + Penalty 3148.479716 = -1349509.423220 nChanged 51 SP:Iteration 45Q (5692.938463 sec): 3 clusters Score: Raw -1352674.567458 + Penalty 3148.479716 = -1349526.087742 nChanged 57 SP:Iteration 46Q (5693.001505 sec): 3 clusters Score: Raw -1352698.142622 + Penalty 3148.479716 = -1349549.662906 nChanged 63 SP:Iteration 47Q (5693.067881 sec): 3 clusters Score: Raw -1352721.354496 + Penalty 3148.479716 = -1349572.874781 nChanged 65 SP:Iteration 48Q (5693.134673 sec): 3 clusters Score: Raw -1352746.575869 + Penalty 3148.479716 = -1349598.096153 nChanged 47 SP:Iteration 49Q (5693.206137 sec): 3 clusters Score: Raw -1352768.505207 + Penalty 3148.479716 = -1349620.025492 nChanged 51 SP:Iteration 50Q (5693.276881 sec): 3 clusters Score: Raw -1352791.602193 + Penalty 3148.479716 = -1349643.122477 nChanged 58 SP:Iteration 51Q (5693.344536 sec): 3 clusters Score: Raw -1352825.900330 + Penalty 3148.479716 = -1349677.420615 nChanged 58 SP:Iteration 52Q (5693.416456 sec): 3 clusters Score: Raw -1352853.679562 + Penalty 3148.479716 = -1349705.199846 nChanged 54 SP:Iteration 53Q (5693.484140 sec): 3 clusters Score: Raw -1352876.480808 + Penalty 3148.479716 = -1349728.001092 nChanged 49 SP:Iteration 54Q (5693.552647 sec): 3 clusters Score: Raw -1352900.452464 + Penalty 3148.479716 = -1349751.972748 nChanged 41 SP:Iteration 55Q (5693.617906 sec): 3 clusters Score: Raw -1352920.289693 + Penalty 3148.479716 = -1349771.809977 nChanged 35 SP:Iteration 56Q (5693.682087 sec): 3 clusters Score: Raw -1352936.331224 + Penalty 3148.479716 = -1349787.851508 nChanged 29 SP:Iteration 57Q (5693.748918 sec): 3 clusters Score: Raw -1352947.699716 + Penalty 3148.479716 = -1349799.220000 nChanged 21 SP:Iteration 58Q (5693.815895 sec): 3 clusters Score: Raw -1352956.495726 + Penalty 3148.479716 = -1349808.016011 nChanged 13 SP:Iteration 59Q (5693.874515 sec): 3 clusters Score: Raw -1352960.684163 + Penalty 3148.479716 = -1349812.204448 nChanged 15 SP:Iteration 60F (5693.950797 sec): 3 clusters Score: Raw -1352965.641896 + Penalty 3148.479716 = -1349817.162181 nChanged 14 SP:Iteration 61Q (5694.015437 sec): 3 clusters Score: Raw -1352968.725483 + Penalty 3148.479716 = -1349820.245768 nChanged 13 SP:Iteration 62Q (5694.076607 sec): 3 clusters Score: Raw -1352971.810762 + Penalty 3148.479716 = -1349823.331046 nChanged 6 SP:Iteration 63Q (5694.143316 sec): 3 clusters Score: Raw -1352973.517652 + Penalty 3148.479716 = -1349825.037936 nChanged 8 SP:Iteration 64Q (5694.211656 sec): 3 clusters Score: Raw -1352975.360983 + Penalty 3148.479716 = -1349826.881267 nChanged 8 SP:Iteration 65Q (5694.274725 sec): 3 clusters Score: Raw -1352977.742998 + Penalty 3148.479716 = -1349829.263283 nChanged 6 SP:Iteration 66Q (5694.343998 sec): 3 clusters Score: Raw -1352979.866538 + Penalty 3148.479716 = -1349831.386822 nChanged 7 SP:Iteration 67Q (5694.410579 sec): 3 clusters Score: Raw -1352981.641716 + Penalty 3148.479716 = -1349833.162000 nChanged 4 SP:Iteration 68Q (5694.481087 sec): 3 clusters Score: Raw -1352983.531986 + Penalty 3148.479716 = -1349835.052270 nChanged 2 SP:Iteration 69Q (5694.549199 sec): 3 clusters Score: Raw -1352984.261873 + Penalty 3148.479716 = -1349835.782157 nChanged 7 SP:Iteration 70Q (5694.619683 sec): 3 clusters Score: Raw -1352986.994031 + Penalty 3148.479716 = -1349838.514315 nChanged 10 SP:Iteration 71Q (5694.691129 sec): 3 clusters Score: Raw -1352991.455023 + Penalty 3148.479716 = -1349842.975307 nChanged 11 SP:Iteration 72Q (5694.747296 sec): 3 clusters Score: Raw -1352995.538105 + Penalty 3148.479716 = -1349847.058389 nChanged 11 SP:Iteration 73Q (5694.817211 sec): 3 clusters Score: Raw -1353000.528161 + Penalty 3148.479716 = -1349852.048445 nChanged 9 SP:Iteration 74Q (5694.884299 sec): 3 clusters Score: Raw -1353004.506818 + Penalty 3148.479716 = -1349856.027102 nChanged 8 SP:Iteration 75Q (5694.954613 sec): 3 clusters Score: Raw -1353006.929786 + Penalty 3148.479716 = -1349858.450071 nChanged 6 SP:Iteration 76Q (5695.008299 sec): 3 clusters Score: Raw -1353008.823942 + Penalty 3148.479716 = -1349860.344226 nChanged 4 SP:Iteration 77Q (5695.074161 sec): 3 clusters Score: Raw -1353010.005613 + Penalty 3148.479716 = -1349861.525897 nChanged 5 SP:Iteration 78Q (5695.142686 sec): 3 clusters Score: Raw -1353011.593649 + Penalty 3148.479716 = -1349863.113934 nChanged 6 SP:Iteration 79Q (5695.222814 sec): 3 clusters Score: Raw -1353013.879514 + Penalty 3148.479716 = -1349865.399798 nChanged 3 SP:Iteration 80F (5695.291304 sec): 3 clusters Score: Raw -1353014.514080 + Penalty 3148.479716 = -1349866.034364 nChanged 3 SP:Iteration 81Q (5695.349399 sec): 3 clusters Score: Raw -1353015.445871 + Penalty 3148.479716 = -1349866.966155 nChanged 5 SP:Iteration 82Q (5695.417119 sec): 3 clusters Score: Raw -1353017.443776 + Penalty 3148.479716 = -1349868.964061 nChanged 3 SP:Iteration 83Q (5695.487486 sec): 3 clusters Score: Raw -1353018.932926 + Penalty 3148.479716 = -1349870.453210 nChanged 6 SP:Iteration 84Q (5695.560443 sec): 3 clusters Score: Raw -1353020.876196 + Penalty 3148.479716 = -1349872.396480 nChanged 3 SP:Iteration 85Q (5695.611556 sec): 3 clusters Score: Raw -1353022.024282 + Penalty 3148.479716 = -1349873.544567 nChanged 2 SP:Iteration 86Q (5695.671918 sec): 3 clusters Score: Raw -1353022.736802 + Penalty 3148.479716 = -1349874.257086 nChanged 2 SP:Iteration 87Q (5695.740741 sec): 3 clusters Score: Raw -1353023.292003 + Penalty 3148.479716 = -1349874.812288 nChanged 1 SP:Iteration 88Q (5695.811825 sec): 3 clusters Score: Raw -1353023.469293 + Penalty 3148.479716 = -1349874.989577 nChanged 0 SP:Iteration 89F (5695.868781 sec): 3 clusters Score: Raw -1353023.469293 + Penalty 3148.479716 = -1349874.989577 nChanged 0 Iteration 219Q (5702.336641 sec): 41 clusters Score: Raw -49140759.883774 + Penalty 86742.445374 = -49054017.438401 nChanged 1379 Iteration 220F (5718.534249 sec): 41 clusters Score: Raw -49141737.106682 + Penalty 86742.445374 = -49054994.661309 nChanged 1391 Iteration 221Q (5725.170135 sec): 41 clusters Score: Raw -49142339.956687 + Penalty 86742.445374 = -49055597.511314 nChanged 1128 Iteration 222Q (5731.798910 sec): 41 clusters Score: Raw -49142733.050035 + Penalty 86742.445374 = -49055990.604661 nChanged 1028 Iteration 223Q (5738.446077 sec): 41 clusters Score: Raw -49143003.031275 + Penalty 86742.445374 = -49056260.585901 nChanged 916 Iteration 224Q (5744.881587 sec): 41 clusters Score: Raw -49143184.891601 + Penalty 86742.445374 = -49056442.446227 nChanged 849 Iteration 225Q (5751.200354 sec): 41 clusters Score: Raw -49143325.391656 + Penalty 86742.445374 = -49056582.946283 nChanged 735 Iteration 226Q (5757.642996 sec): 41 clusters Score: Raw -49143428.168511 + Penalty 86742.445374 = -49056685.723138 nChanged 666 Iteration 227Q (5763.894767 sec): 41 clusters Score: Raw -49143496.716787 + Penalty 86742.445374 = -49056754.271413 nChanged 549 Iteration 228Q (5770.327485 sec): 41 clusters Score: Raw -49143549.959117 + Penalty 86742.445374 = -49056807.513743 nChanged 528 Iteration 229Q (5776.702804 sec): 41 clusters Score: Raw -49143591.886240 + Penalty 86742.445374 = -49056849.440866 nChanged 472 Iteration 230Q (5782.925984 sec): 41 clusters Score: Raw -49143625.340306 + Penalty 86742.445374 = -49056882.894933 nChanged 388 Iteration 231Q (5789.268834 sec): 41 clusters Score: Raw -49143651.122101 + Penalty 86742.445374 = -49056908.676727 nChanged 346 Iteration 232Q (5795.762284 sec): 41 clusters Score: Raw -49143674.869185 + Penalty 86742.445374 = -49056932.423812 nChanged 322 Iteration 233Q (5802.366753 sec): 41 clusters Score: Raw -49143692.919975 + Penalty 86742.445374 = -49056950.474601 nChanged 289 Iteration 234Q (5808.875037 sec): 41 clusters Score: Raw -49143709.934108 + Penalty 86742.445374 = -49056967.488735 nChanged 293 Iteration 235Q (5815.468531 sec): 41 clusters Score: Raw -49143726.165090 + Penalty 86742.445374 = -49056983.719716 nChanged 280 Iteration 236Q (5822.017594 sec): 41 clusters Score: Raw -49143740.534856 + Penalty 86742.445374 = -49056998.089482 nChanged 279 Iteration 237Q (5828.718722 sec): 41 clusters Score: Raw -49143755.813749 + Penalty 86742.445374 = -49057013.368375 nChanged 270 Iteration 238Q (5835.260221 sec): 41 clusters Score: Raw -49143769.940891 + Penalty 86742.445374 = -49057027.495518 nChanged 241 Iteration 239Q (5841.839348 sec): 41 clusters Score: Raw -49143783.901857 + Penalty 86742.445374 = -49057041.456483 nChanged 240 Iteration 240F (5858.066013 sec): 41 clusters Score: Raw -49143817.275499 + Penalty 86742.445374 = -49057074.830125 nChanged 266 Iteration 241Q (5864.582428 sec): 41 clusters Score: Raw -49143835.614102 + Penalty 86742.445374 = -49057093.168728 nChanged 249 Iteration 242Q (5871.127923 sec): 41 clusters Score: Raw -49143849.776492 + Penalty 86742.445374 = -49057107.331119 nChanged 253 Iteration 243Q (5877.939023 sec): 41 clusters Score: Raw -49143863.071886 + Penalty 86742.445374 = -49057120.626512 nChanged 245 Iteration 244Q (5884.594229 sec): 41 clusters Score: Raw -49143876.125736 + Penalty 86742.445374 = -49057133.680362 nChanged 246 Iteration 245Q (5891.185631 sec): 41 clusters Score: Raw -49143887.288463 + Penalty 86742.445374 = -49057144.843089 nChanged 218 Iteration 246Q (5897.773358 sec): 41 clusters Score: Raw -49143896.761012 + Penalty 86742.445374 = -49057154.315638 nChanged 188 Iteration 247Q (5904.386964 sec): 41 clusters Score: Raw -49143905.231595 + Penalty 86742.445374 = -49057162.786221 nChanged 176 Iteration 248Q (5910.878301 sec): 41 clusters Score: Raw -49143912.561227 + Penalty 86742.445374 = -49057170.115853 nChanged 189 Iteration 249Q (5917.264485 sec): 41 clusters Score: Raw -49143920.071532 + Penalty 86742.445374 = -49057177.626158 nChanged 152 Iteration 250Q (5923.660060 sec): 41 clusters Score: Raw -49143926.072253 + Penalty 86742.445374 = -49057183.626879 nChanged 144 Iteration 251Q (5929.892075 sec): 41 clusters Score: Raw -49143932.592929 + Penalty 86742.445374 = -49057190.147555 nChanged 164 Iteration 252Q (5936.617009 sec): 41 clusters Score: Raw -49143939.495723 + Penalty 86742.445374 = -49057197.050349 nChanged 168 Iteration 253Q (5943.270692 sec): 41 clusters Score: Raw -49143945.301759 + Penalty 86742.445374 = -49057202.856385 nChanged 143 Iteration 254Q (5950.228161 sec): 41 clusters Score: Raw -49143951.408606 + Penalty 86742.445374 = -49057208.963233 nChanged 134 Iteration 255Q (5956.856158 sec): 41 clusters Score: Raw -49143956.090732 + Penalty 86742.445374 = -49057213.645359 nChanged 103 Iteration 256Q (5963.540065 sec): 41 clusters Score: Raw -49143959.808744 + Penalty 86742.445374 = -49057217.363370 nChanged 89 Iteration 257Q (5969.944873 sec): 41 clusters Score: Raw -49143963.015811 + Penalty 86742.445374 = -49057220.570438 nChanged 85 Iteration 258Q (5976.651038 sec): 41 clusters Score: Raw -49143965.967656 + Penalty 86742.445374 = -49057223.522282 nChanged 89 Writing temp clu file Because OldScore, -49057220.570438, is greater than current (better) Score,-49057223.522282 Compute initial score before splitting: Score: Raw -49143965.967656 + Penalty 86742.445374 = -49057223.522282 Trying to split cluster 1 (6013 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5976.873300 sec): 2 clusters Score: Raw -499231.118230 + Penalty 1414.022849 = -497817.095381 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5976.928584 sec): 3 clusters Score: Raw -496036.142136 + Penalty 2828.045698 = -493208.096438 nChanged 2486 SP:Iteration 1F (5976.970885 sec): 3 clusters Score: Raw -497440.715285 + Penalty 2828.045698 = -494612.669587 nChanged 386 SP:Iteration 2F (5977.033823 sec): 3 clusters Score: Raw -497640.534082 + Penalty 2828.045698 = -494812.488384 nChanged 321 SP:Iteration 3F (5977.084687 sec): 3 clusters Score: Raw -497797.164260 + Penalty 2828.045698 = -494969.118562 nChanged 247 SP:Iteration 4Q (5977.132451 sec): 3 clusters Score: Raw -497914.315142 + Penalty 2828.045698 = -495086.269444 nChanged 214 SP:Iteration 5Q (5977.175331 sec): 3 clusters Score: Raw -498009.901665 + Penalty 2828.045698 = -495181.855967 nChanged 166 SP:Iteration 6Q (5977.223181 sec): 3 clusters Score: Raw -498093.146988 + Penalty 2828.045698 = -495265.101290 nChanged 169 SP:Iteration 7Q (5977.277444 sec): 3 clusters Score: Raw -498180.166340 + Penalty 2828.045698 = -495352.120642 nChanged 173 SP:Iteration 8Q (5977.336338 sec): 3 clusters Score: Raw -498263.191314 + Penalty 2828.045698 = -495435.145616 nChanged 166 SP:Iteration 9Q (5977.380265 sec): 3 clusters Score: Raw -498343.369303 + Penalty 2828.045698 = -495515.323605 nChanged 147 SP:Iteration 10Q (5977.424986 sec): 3 clusters Score: Raw -498420.374972 + Penalty 2828.045698 = -495592.329274 nChanged 145 SP:Iteration 11Q (5977.479720 sec): 3 clusters Score: Raw -498491.805776 + Penalty 2828.045698 = -495663.760078 nChanged 136 SP:Iteration 12Q (5977.538489 sec): 3 clusters Score: Raw -498558.375928 + Penalty 2828.045698 = -495730.330230 nChanged 122 SP:Iteration 13Q (5977.584768 sec): 3 clusters Score: Raw -498627.185543 + Penalty 2828.045698 = -495799.139845 nChanged 129 SP:Iteration 14Q (5977.633207 sec): 3 clusters Score: Raw -498715.606475 + Penalty 2828.045698 = -495887.560777 nChanged 134 SP:Iteration 15Q (5977.687270 sec): 3 clusters Score: Raw -498830.265659 + Penalty 2828.045698 = -496002.219961 nChanged 133 SP:Iteration 16Q (5977.750766 sec): 3 clusters Score: Raw -498954.123114 + Penalty 2828.045698 = -496126.077416 nChanged 122 SP:Iteration 17Q (5977.800702 sec): 3 clusters Score: Raw -499102.945517 + Penalty 2828.045698 = -496274.899818 nChanged 110 SP:Iteration 18Q (5977.857955 sec): 3 clusters Score: Raw -499213.612414 + Penalty 2828.045698 = -496385.566716 nChanged 79 SP:Iteration 19Q (5977.910550 sec): 3 clusters Score: Raw -499264.052277 + Penalty 2828.045698 = -496436.006578 nChanged 60 SP:Iteration 20F (5977.962011 sec): 3 clusters Score: Raw -499292.203197 + Penalty 2828.045698 = -496464.157499 nChanged 56 SP:Iteration 21Q (5978.021777 sec): 3 clusters Score: Raw -499314.155988 + Penalty 2828.045698 = -496486.110290 nChanged 47 SP:Iteration 22Q (5978.072829 sec): 3 clusters Score: Raw -499334.427310 + Penalty 2828.045698 = -496506.381612 nChanged 41 SP:Iteration 23Q (5978.124716 sec): 3 clusters Score: Raw -499348.448596 + Penalty 2828.045698 = -496520.402898 nChanged 39 SP:Iteration 24Q (5978.175589 sec): 3 clusters Score: Raw -499362.421117 + Penalty 2828.045698 = -496534.375419 nChanged 48 SP:Iteration 25Q (5978.238035 sec): 3 clusters Score: Raw -499380.152586 + Penalty 2828.045698 = -496552.106888 nChanged 44 SP:Iteration 26Q (5978.296410 sec): 3 clusters Score: Raw -499395.865931 + Penalty 2828.045698 = -496567.820233 nChanged 45 SP:Iteration 27Q (5978.345408 sec): 3 clusters Score: Raw -499412.217634 + Penalty 2828.045698 = -496584.171936 nChanged 43 SP:Iteration 28Q (5978.391739 sec): 3 clusters Score: Raw -499424.244915 + Penalty 2828.045698 = -496596.199217 nChanged 36 SP:Iteration 29Q (5978.443446 sec): 3 clusters Score: Raw -499435.873839 + Penalty 2828.045698 = -496607.828141 nChanged 33 SP:Iteration 30Q (5978.494308 sec): 3 clusters Score: Raw -499448.834687 + Penalty 2828.045698 = -496620.788989 nChanged 39 SP:Iteration 31Q (5978.551352 sec): 3 clusters Score: Raw -499463.694638 + Penalty 2828.045698 = -496635.648940 nChanged 42 SP:Iteration 32Q (5978.611545 sec): 3 clusters Score: Raw -499479.218457 + Penalty 2828.045698 = -496651.172759 nChanged 37 SP:Iteration 33Q (5978.664431 sec): 3 clusters Score: Raw -499494.189615 + Penalty 2828.045698 = -496666.143916 nChanged 48 SP:Iteration 34Q (5978.715667 sec): 3 clusters Score: Raw -499513.664490 + Penalty 2828.045698 = -496685.618792 nChanged 52 SP:Iteration 35Q (5978.763348 sec): 3 clusters Score: Raw -499530.865484 + Penalty 2828.045698 = -496702.819786 nChanged 38 SP:Iteration 36Q (5978.821110 sec): 3 clusters Score: Raw -499545.665358 + Penalty 2828.045698 = -496717.619660 nChanged 50 SP:Iteration 37Q (5978.870040 sec): 3 clusters Score: Raw -499562.339360 + Penalty 2828.045698 = -496734.293662 nChanged 40 SP:Iteration 38Q (5978.930599 sec): 3 clusters Score: Raw -499578.794371 + Penalty 2828.045698 = -496750.748673 nChanged 36 SP:Iteration 39Q (5978.987251 sec): 3 clusters Score: Raw -499590.275481 + Penalty 2828.045698 = -496762.229783 nChanged 35 SP:Iteration 40F (5979.044537 sec): 3 clusters Score: Raw -499600.109303 + Penalty 2828.045698 = -496772.063605 nChanged 24 SP:Iteration 41Q (5979.093067 sec): 3 clusters Score: Raw -499607.481736 + Penalty 2828.045698 = -496779.436038 nChanged 30 SP:Iteration 42Q (5979.149458 sec): 3 clusters Score: Raw -499619.068430 + Penalty 2828.045698 = -496791.022731 nChanged 42 SP:Iteration 43Q (5979.204529 sec): 3 clusters Score: Raw -499633.047320 + Penalty 2828.045698 = -496805.001622 nChanged 33 SP:Iteration 44Q (5979.264269 sec): 3 clusters Score: Raw -499646.304042 + Penalty 2828.045698 = -496818.258344 nChanged 38 SP:Iteration 45Q (5979.317331 sec): 3 clusters Score: Raw -499658.655751 + Penalty 2828.045698 = -496830.610052 nChanged 28 SP:Iteration 46Q (5979.372031 sec): 3 clusters Score: Raw -499668.149790 + Penalty 2828.045698 = -496840.104092 nChanged 26 SP:Iteration 47Q (5979.418125 sec): 3 clusters Score: Raw -499677.316714 + Penalty 2828.045698 = -496849.271016 nChanged 25 SP:Iteration 48Q (5979.477401 sec): 3 clusters Score: Raw -499685.283109 + Penalty 2828.045698 = -496857.237411 nChanged 21 SP:Iteration 49Q (5979.525448 sec): 3 clusters Score: Raw -499694.061429 + Penalty 2828.045698 = -496866.015731 nChanged 25 SP:Iteration 50Q (5979.577279 sec): 3 clusters Score: Raw -499705.293034 + Penalty 2828.045698 = -496877.247336 nChanged 27 SP:Iteration 51Q (5979.625910 sec): 3 clusters Score: Raw -499715.907315 + Penalty 2828.045698 = -496887.861616 nChanged 30 SP:Iteration 52Q (5979.674637 sec): 3 clusters Score: Raw -499728.422394 + Penalty 2828.045698 = -496900.376696 nChanged 26 SP:Iteration 53Q (5979.730725 sec): 3 clusters Score: Raw -499736.866774 + Penalty 2828.045698 = -496908.821076 nChanged 19 SP:Iteration 54Q (5979.785606 sec): 3 clusters Score: Raw -499742.390573 + Penalty 2828.045698 = -496914.344875 nChanged 12 SP:Iteration 55Q (5979.850577 sec): 3 clusters Score: Raw -499745.842748 + Penalty 2828.045698 = -496917.797050 nChanged 21 SP:Iteration 56Q (5979.891562 sec): 3 clusters Score: Raw -499753.508331 + Penalty 2828.045698 = -496925.462633 nChanged 25 SP:Iteration 57Q (5979.959733 sec): 3 clusters Score: Raw -499762.088748 + Penalty 2828.045698 = -496934.043050 nChanged 22 SP:Iteration 58Q (5980.003675 sec): 3 clusters Score: Raw -499768.054830 + Penalty 2828.045698 = -496940.009132 nChanged 21 SP:Iteration 59Q (5980.060567 sec): 3 clusters Score: Raw -499775.682593 + Penalty 2828.045698 = -496947.636895 nChanged 18 SP:Iteration 60F (5980.113522 sec): 3 clusters Score: Raw -499779.308589 + Penalty 2828.045698 = -496951.262891 nChanged 9 SP:Iteration 61Q (5980.168311 sec): 3 clusters Score: Raw -499781.850363 + Penalty 2828.045698 = -496953.804665 nChanged 9 SP:Iteration 62Q (5980.225728 sec): 3 clusters Score: Raw -499784.425372 + Penalty 2828.045698 = -496956.379674 nChanged 11 SP:Iteration 63Q (5980.277898 sec): 3 clusters Score: Raw -499786.843403 + Penalty 2828.045698 = -496958.797705 nChanged 10 SP:Iteration 64Q (5980.325633 sec): 3 clusters Score: Raw -499789.246691 + Penalty 2828.045698 = -496961.200993 nChanged 10 SP:Iteration 65Q (5980.381135 sec): 3 clusters Score: Raw -499791.941677 + Penalty 2828.045698 = -496963.895979 nChanged 11 SP:Iteration 66Q (5980.440673 sec): 3 clusters Score: Raw -499794.450514 + Penalty 2828.045698 = -496966.404816 nChanged 11 SP:Iteration 67Q (5980.492889 sec): 3 clusters Score: Raw -499798.092707 + Penalty 2828.045698 = -496970.047009 nChanged 11 SP:Iteration 68Q (5980.551540 sec): 3 clusters Score: Raw -499801.837073 + Penalty 2828.045698 = -496973.791375 nChanged 11 SP:Iteration 69Q (5980.607625 sec): 3 clusters Score: Raw -499804.808278 + Penalty 2828.045698 = -496976.762580 nChanged 9 SP:Iteration 70Q (5980.653461 sec): 3 clusters Score: Raw -499808.345103 + Penalty 2828.045698 = -496980.299405 nChanged 13 SP:Iteration 71Q (5980.710282 sec): 3 clusters Score: Raw -499811.704333 + Penalty 2828.045698 = -496983.658635 nChanged 13 SP:Iteration 72Q (5980.772027 sec): 3 clusters Score: Raw -499815.693029 + Penalty 2828.045698 = -496987.647331 nChanged 11 SP:Iteration 73Q (5980.828131 sec): 3 clusters Score: Raw -499818.514667 + Penalty 2828.045698 = -496990.468969 nChanged 7 SP:Iteration 74Q (5980.879211 sec): 3 clusters Score: Raw -499820.752632 + Penalty 2828.045698 = -496992.706934 nChanged 9 SP:Iteration 75Q (5980.924409 sec): 3 clusters Score: Raw -499823.153851 + Penalty 2828.045698 = -496995.108153 nChanged 9 SP:Iteration 76Q (5980.965993 sec): 3 clusters Score: Raw -499825.406557 + Penalty 2828.045698 = -496997.360859 nChanged 5 SP:Iteration 77Q (5981.030857 sec): 3 clusters Score: Raw -499826.827874 + Penalty 2828.045698 = -496998.782176 nChanged 3 SP:Iteration 78Q (5981.073768 sec): 3 clusters Score: Raw -499827.523989 + Penalty 2828.045698 = -496999.478291 nChanged 3 SP:Iteration 79Q (5981.118626 sec): 3 clusters Score: Raw -499828.542584 + Penalty 2828.045698 = -497000.496886 nChanged 6 SP:Iteration 80F (5981.171968 sec): 3 clusters Score: Raw -499830.492295 + Penalty 2828.045698 = -497002.446597 nChanged 10 SP:Iteration 81Q (5981.223896 sec): 3 clusters Score: Raw -499832.743028 + Penalty 2828.045698 = -497004.697330 nChanged 7 SP:Iteration 82Q (5981.283201 sec): 3 clusters Score: Raw -499834.954868 + Penalty 2828.045698 = -497006.909170 nChanged 5 SP:Iteration 83Q (5981.343141 sec): 3 clusters Score: Raw -499836.264590 + Penalty 2828.045698 = -497008.218892 nChanged 2 SP:Iteration 84Q (5981.396867 sec): 3 clusters Score: Raw -499836.434360 + Penalty 2828.045698 = -497008.388661 nChanged 1 SP:Iteration 85Q (5981.439759 sec): 3 clusters Score: Raw -499836.628972 + Penalty 2828.045698 = -497008.583274 nChanged 2 SP:Iteration 86Q (5981.504866 sec): 3 clusters Score: Raw -499836.847216 + Penalty 2828.045698 = -497008.801518 nChanged 0 SP:Iteration 87F (5981.550073 sec): 3 clusters Score: Raw -499836.847216 + Penalty 2828.045698 = -497008.801518 nChanged 0 Trying to split cluster 2 (2506 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5981.573849 sec): 2 clusters Score: Raw -210777.936912 + Penalty 1271.797010 = -209506.139902 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5981.619887 sec): 3 clusters Score: Raw -209664.717593 + Penalty 2543.594019 = -207121.123574 nChanged 887 SP:Iteration 1F (5981.671658 sec): 3 clusters Score: Raw -210189.004690 + Penalty 2543.594019 = -207645.410671 nChanged 170 SP:Iteration 2F (5981.712615 sec): 3 clusters Score: Raw -210299.966637 + Penalty 2543.594019 = -207756.372618 nChanged 110 SP:Iteration 3Q (5981.755105 sec): 3 clusters Score: Raw -210364.894220 + Penalty 2543.594019 = -207821.300201 nChanged 79 SP:Iteration 4Q (5981.806557 sec): 3 clusters Score: Raw -210411.488128 + Penalty 2543.594019 = -207867.894109 nChanged 81 SP:Iteration 5Q (5981.844790 sec): 3 clusters Score: Raw -210455.490840 + Penalty 2543.594019 = -207911.896821 nChanged 62 SP:Iteration 6Q (5981.889557 sec): 3 clusters Score: Raw -210498.905407 + Penalty 2543.594019 = -207955.311388 nChanged 60 SP:Iteration 7Q (5981.941961 sec): 3 clusters Score: Raw -210530.188060 + Penalty 2543.594019 = -207986.594041 nChanged 50 SP:Iteration 8Q (5981.990114 sec): 3 clusters Score: Raw -210556.323571 + Penalty 2543.594019 = -208012.729552 nChanged 42 SP:Iteration 9Q (5982.037176 sec): 3 clusters Score: Raw -210574.804578 + Penalty 2543.594019 = -208031.210558 nChanged 31 SP:Iteration 10Q (5982.085042 sec): 3 clusters Score: Raw -210588.496309 + Penalty 2543.594019 = -208044.902290 nChanged 32 SP:Iteration 11Q (5982.143125 sec): 3 clusters Score: Raw -210601.023495 + Penalty 2543.594019 = -208057.429476 nChanged 30 SP:Iteration 12Q (5982.187717 sec): 3 clusters Score: Raw -210616.412742 + Penalty 2543.594019 = -208072.818722 nChanged 29 SP:Iteration 13Q (5982.224387 sec): 3 clusters Score: Raw -210628.083209 + Penalty 2543.594019 = -208084.489190 nChanged 26 SP:Iteration 14Q (5982.275068 sec): 3 clusters Score: Raw -210640.952713 + Penalty 2543.594019 = -208097.358694 nChanged 21 SP:Iteration 15Q (5982.328138 sec): 3 clusters Score: Raw -210650.053795 + Penalty 2543.594019 = -208106.459776 nChanged 19 SP:Iteration 16Q (5982.378334 sec): 3 clusters Score: Raw -210657.253909 + Penalty 2543.594019 = -208113.659890 nChanged 17 SP:Iteration 17Q (5982.422469 sec): 3 clusters Score: Raw -210663.795642 + Penalty 2543.594019 = -208120.201623 nChanged 14 SP:Iteration 18Q (5982.471411 sec): 3 clusters Score: Raw -210669.988649 + Penalty 2543.594019 = -208126.394630 nChanged 25 SP:Iteration 19Q (5982.528326 sec): 3 clusters Score: Raw -210679.679509 + Penalty 2543.594019 = -208136.085490 nChanged 22 SP:Iteration 20F (5982.576835 sec): 3 clusters Score: Raw -210686.750320 + Penalty 2543.594019 = -208143.156301 nChanged 14 SP:Iteration 21Q (5982.621908 sec): 3 clusters Score: Raw -210691.026526 + Penalty 2543.594019 = -208147.432507 nChanged 10 SP:Iteration 22Q (5982.669773 sec): 3 clusters Score: Raw -210693.878061 + Penalty 2543.594019 = -208150.284042 nChanged 7 SP:Iteration 23Q (5982.708063 sec): 3 clusters Score: Raw -210696.164312 + Penalty 2543.594019 = -208152.570293 nChanged 8 SP:Iteration 24Q (5982.752064 sec): 3 clusters Score: Raw -210699.488838 + Penalty 2543.594019 = -208155.894819 nChanged 7 SP:Iteration 25Q (5982.804759 sec): 3 clusters Score: Raw -210702.988224 + Penalty 2543.594019 = -208159.394205 nChanged 10 SP:Iteration 26Q (5982.846541 sec): 3 clusters Score: Raw -210706.813205 + Penalty 2543.594019 = -208163.219186 nChanged 8 SP:Iteration 27Q (5982.892213 sec): 3 clusters Score: Raw -210709.655204 + Penalty 2543.594019 = -208166.061185 nChanged 3 SP:Iteration 28Q (5982.946936 sec): 3 clusters Score: Raw -210710.167553 + Penalty 2543.594019 = -208166.573534 nChanged 3 SP:Iteration 29Q (5983.002657 sec): 3 clusters Score: Raw -210710.986909 + Penalty 2543.594019 = -208167.392890 nChanged 2 SP:Iteration 30Q (5983.040457 sec): 3 clusters Score: Raw -210711.299386 + Penalty 2543.594019 = -208167.705367 nChanged 0 SP:Iteration 31F (5983.089554 sec): 3 clusters Score: Raw -210711.299386 + Penalty 2543.594019 = -208167.705367 nChanged 0 Trying to split cluster 3 (31697 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5983.160450 sec): 2 clusters Score: Raw -2657376.856991 + Penalty 1684.146314 = -2655692.710677 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5983.264440 sec): 3 clusters Score: Raw -2637805.457785 + Penalty 3368.292628 = -2634437.165157 nChanged 14610 SP:Iteration 1F (5983.353973 sec): 3 clusters Score: Raw -2646222.577813 + Penalty 3368.292628 = -2642854.285184 nChanged 1699 SP:Iteration 2F (5983.459846 sec): 3 clusters Score: Raw -2646993.133731 + Penalty 3368.292628 = -2643624.841103 nChanged 1737 SP:Iteration 3F (5983.554868 sec): 3 clusters Score: Raw -2647852.613209 + Penalty 3368.292628 = -2644484.320580 nChanged 1815 SP:Iteration 4F (5983.653608 sec): 3 clusters Score: Raw -2648750.941562 + Penalty 3368.292628 = -2645382.648934 nChanged 1835 SP:Iteration 5F (5983.741223 sec): 3 clusters Score: Raw -2649666.891430 + Penalty 3368.292628 = -2646298.598802 nChanged 1803 SP:Iteration 6F (5983.847593 sec): 3 clusters Score: Raw -2650571.929765 + Penalty 3368.292628 = -2647203.637137 nChanged 1695 SP:Iteration 7F (5983.940147 sec): 3 clusters Score: Raw -2651464.252879 + Penalty 3368.292628 = -2648095.960251 nChanged 1550 SP:Iteration 8Q (5984.049849 sec): 3 clusters Score: Raw -2652400.921151 + Penalty 3368.292628 = -2649032.628522 nChanged 1410 SP:Iteration 9Q (5984.141631 sec): 3 clusters Score: Raw -2653375.199322 + Penalty 3368.292628 = -2650006.906693 nChanged 1219 SP:Iteration 10Q (5984.251197 sec): 3 clusters Score: Raw -2654228.584233 + Penalty 3368.292628 = -2650860.291605 nChanged 1011 SP:Iteration 11Q (5984.346861 sec): 3 clusters Score: Raw -2654939.114091 + Penalty 3368.292628 = -2651570.821463 nChanged 845 SP:Iteration 12Q (5984.445061 sec): 3 clusters Score: Raw -2655431.803535 + Penalty 3368.292628 = -2652063.510907 nChanged 636 SP:Iteration 13Q (5984.536152 sec): 3 clusters Score: Raw -2655735.613623 + Penalty 3368.292628 = -2652367.320995 nChanged 553 SP:Iteration 14Q (5984.636796 sec): 3 clusters Score: Raw -2655949.305489 + Penalty 3368.292628 = -2652581.012861 nChanged 465 SP:Iteration 15Q (5984.730654 sec): 3 clusters Score: Raw -2656112.354337 + Penalty 3368.292628 = -2652744.061708 nChanged 402 SP:Iteration 16Q (5984.836675 sec): 3 clusters Score: Raw -2656229.577751 + Penalty 3368.292628 = -2652861.285123 nChanged 376 SP:Iteration 17Q (5984.932985 sec): 3 clusters Score: Raw -2656342.543189 + Penalty 3368.292628 = -2652974.250561 nChanged 368 SP:Iteration 18Q (5985.035370 sec): 3 clusters Score: Raw -2656454.527931 + Penalty 3368.292628 = -2653086.235302 nChanged 362 SP:Iteration 19Q (5985.141062 sec): 3 clusters Score: Raw -2656562.819890 + Penalty 3368.292628 = -2653194.527262 nChanged 315 SP:Iteration 20F (5985.228895 sec): 3 clusters Score: Raw -2656649.620032 + Penalty 3368.292628 = -2653281.327404 nChanged 310 SP:Iteration 21Q (5985.329744 sec): 3 clusters Score: Raw -2656737.942778 + Penalty 3368.292628 = -2653369.650149 nChanged 297 SP:Iteration 22Q (5985.422203 sec): 3 clusters Score: Raw -2656822.921621 + Penalty 3368.292628 = -2653454.628993 nChanged 269 SP:Iteration 23Q (5985.519100 sec): 3 clusters Score: Raw -2656897.013200 + Penalty 3368.292628 = -2653528.720572 nChanged 252 SP:Iteration 24Q (5985.611922 sec): 3 clusters Score: Raw -2656965.966037 + Penalty 3368.292628 = -2653597.673409 nChanged 233 SP:Iteration 25Q (5985.709459 sec): 3 clusters Score: Raw -2657021.992727 + Penalty 3368.292628 = -2653653.700098 nChanged 208 SP:Iteration 26Q (5985.792042 sec): 3 clusters Score: Raw -2657071.842699 + Penalty 3368.292628 = -2653703.550071 nChanged 225 SP:Iteration 27Q (5985.897344 sec): 3 clusters Score: Raw -2657133.853981 + Penalty 3368.292628 = -2653765.561352 nChanged 199 SP:Iteration 28Q (5985.990214 sec): 3 clusters Score: Raw -2657185.421287 + Penalty 3368.292628 = -2653817.128658 nChanged 181 SP:Iteration 29Q (5986.076759 sec): 3 clusters Score: Raw -2657228.454951 + Penalty 3368.292628 = -2653860.162323 nChanged 157 SP:Iteration 30Q (5986.180509 sec): 3 clusters Score: Raw -2657263.871101 + Penalty 3368.292628 = -2653895.578473 nChanged 152 SP:Iteration 31Q (5986.277020 sec): 3 clusters Score: Raw -2657304.174978 + Penalty 3368.292628 = -2653935.882350 nChanged 162 SP:Iteration 32Q (5986.375973 sec): 3 clusters Score: Raw -2657353.708729 + Penalty 3368.292628 = -2653985.416100 nChanged 176 SP:Iteration 33Q (5986.453763 sec): 3 clusters Score: Raw -2657417.213100 + Penalty 3368.292628 = -2654048.920471 nChanged 175 SP:Iteration 34Q (5986.556310 sec): 3 clusters Score: Raw -2657477.747209 + Penalty 3368.292628 = -2654109.454580 nChanged 175 SP:Iteration 35Q (5986.646143 sec): 3 clusters Score: Raw -2657537.955343 + Penalty 3368.292628 = -2654169.662715 nChanged 149 SP:Iteration 36Q (5986.749153 sec): 3 clusters Score: Raw -2657583.219827 + Penalty 3368.292628 = -2654214.927198 nChanged 149 SP:Iteration 37Q (5986.845748 sec): 3 clusters Score: Raw -2657636.739258 + Penalty 3368.292628 = -2654268.446630 nChanged 132 SP:Iteration 38Q (5986.941363 sec): 3 clusters Score: Raw -2657692.595167 + Penalty 3368.292628 = -2654324.302539 nChanged 145 SP:Iteration 39Q (5987.039291 sec): 3 clusters Score: Raw -2657753.943135 + Penalty 3368.292628 = -2654385.650507 nChanged 150 SP:Iteration 40F (5987.137099 sec): 3 clusters Score: Raw -2657823.105027 + Penalty 3368.292628 = -2654454.812398 nChanged 143 SP:Iteration 41Q (5987.222259 sec): 3 clusters Score: Raw -2657894.907503 + Penalty 3368.292628 = -2654526.614875 nChanged 138 SP:Iteration 42Q (5987.313521 sec): 3 clusters Score: Raw -2657970.302364 + Penalty 3368.292628 = -2654602.009736 nChanged 105 SP:Iteration 43Q (5987.410571 sec): 3 clusters Score: Raw -2658031.792013 + Penalty 3368.292628 = -2654663.499384 nChanged 101 SP:Iteration 44Q (5987.503890 sec): 3 clusters Score: Raw -2658105.325491 + Penalty 3368.292628 = -2654737.032863 nChanged 93 SP:Iteration 45Q (5987.597302 sec): 3 clusters Score: Raw -2658174.042231 + Penalty 3368.292628 = -2654805.749603 nChanged 90 SP:Iteration 46Q (5987.689258 sec): 3 clusters Score: Raw -2658231.865818 + Penalty 3368.292628 = -2654863.573190 nChanged 73 SP:Iteration 47Q (5987.773486 sec): 3 clusters Score: Raw -2658270.336609 + Penalty 3368.292628 = -2654902.043981 nChanged 61 SP:Iteration 48Q (5987.858637 sec): 3 clusters Score: Raw -2658303.674081 + Penalty 3368.292628 = -2654935.381453 nChanged 58 SP:Iteration 49Q (5987.949002 sec): 3 clusters Score: Raw -2658330.159420 + Penalty 3368.292628 = -2654961.866792 nChanged 49 SP:Iteration 50Q (5988.042332 sec): 3 clusters Score: Raw -2658355.173342 + Penalty 3368.292628 = -2654986.880714 nChanged 36 SP:Iteration 51Q (5988.128999 sec): 3 clusters Score: Raw -2658368.685722 + Penalty 3368.292628 = -2655000.393094 nChanged 21 SP:Iteration 52Q (5988.210698 sec): 3 clusters Score: Raw -2658375.297647 + Penalty 3368.292628 = -2655007.005018 nChanged 21 SP:Iteration 53Q (5988.299854 sec): 3 clusters Score: Raw -2658383.485006 + Penalty 3368.292628 = -2655015.192378 nChanged 20 SP:Iteration 54Q (5988.387542 sec): 3 clusters Score: Raw -2658389.993859 + Penalty 3368.292628 = -2655021.701230 nChanged 20 SP:Iteration 55Q (5988.481193 sec): 3 clusters Score: Raw -2658395.847698 + Penalty 3368.292628 = -2655027.555069 nChanged 20 SP:Iteration 56Q (5988.573433 sec): 3 clusters Score: Raw -2658401.755408 + Penalty 3368.292628 = -2655033.462780 nChanged 16 SP:Iteration 57Q (5988.659371 sec): 3 clusters Score: Raw -2658406.548358 + Penalty 3368.292628 = -2655038.255730 nChanged 16 SP:Iteration 58Q (5988.749405 sec): 3 clusters Score: Raw -2658410.751521 + Penalty 3368.292628 = -2655042.458893 nChanged 10 SP:Iteration 59Q (5988.830113 sec): 3 clusters Score: Raw -2658413.046047 + Penalty 3368.292628 = -2655044.753419 nChanged 10 SP:Iteration 60F (5988.924178 sec): 3 clusters Score: Raw -2658416.469721 + Penalty 3368.292628 = -2655048.177092 nChanged 13 SP:Iteration 61Q (5989.010313 sec): 3 clusters Score: Raw -2658419.366018 + Penalty 3368.292628 = -2655051.073390 nChanged 8 SP:Iteration 62Q (5989.087474 sec): 3 clusters Score: Raw -2658421.268139 + Penalty 3368.292628 = -2655052.975510 nChanged 9 SP:Iteration 63Q (5989.186661 sec): 3 clusters Score: Raw -2658424.104389 + Penalty 3368.292628 = -2655055.811761 nChanged 12 SP:Iteration 64Q (5989.288576 sec): 3 clusters Score: Raw -2658427.268895 + Penalty 3368.292628 = -2655058.976266 nChanged 10 SP:Iteration 65Q (5989.387589 sec): 3 clusters Score: Raw -2658430.437172 + Penalty 3368.292628 = -2655062.144544 nChanged 12 SP:Iteration 66Q (5989.483107 sec): 3 clusters Score: Raw -2658433.643391 + Penalty 3368.292628 = -2655065.350762 nChanged 6 SP:Iteration 67Q (5989.578501 sec): 3 clusters Score: Raw -2658434.946593 + Penalty 3368.292628 = -2655066.653964 nChanged 6 SP:Iteration 68Q (5989.663858 sec): 3 clusters Score: Raw -2658435.663864 + Penalty 3368.292628 = -2655067.371236 nChanged 2 SP:Iteration 69Q (5989.757499 sec): 3 clusters Score: Raw -2658436.120873 + Penalty 3368.292628 = -2655067.828244 nChanged 1 SP:Iteration 70Q (5989.852577 sec): 3 clusters Score: Raw -2658436.162287 + Penalty 3368.292628 = -2655067.869659 nChanged 0 SP:Iteration 71F (5989.946313 sec): 3 clusters Score: Raw -2658436.162287 + Penalty 3368.292628 = -2655067.869659 nChanged 0 Trying to split cluster 4 (45713 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5990.033009 sec): 2 clusters Score: Raw -3856327.164474 + Penalty 1743.647425 = -3854583.517049 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5990.147833 sec): 3 clusters Score: Raw -3827453.604753 + Penalty 3487.294850 = -3823966.309903 nChanged 21332 SP:Iteration 1F (5990.271044 sec): 3 clusters Score: Raw -3839802.152672 + Penalty 3487.294850 = -3836314.857821 nChanged 2029 SP:Iteration 2Q (5990.406815 sec): 3 clusters Score: Raw -3840481.665331 + Penalty 3487.294850 = -3836994.370481 nChanged 2057 SP:Iteration 3Q (5990.533151 sec): 3 clusters Score: Raw -3841260.733385 + Penalty 3487.294850 = -3837773.438534 nChanged 2143 SP:Iteration 4Q (5990.653765 sec): 3 clusters Score: Raw -3842189.961974 + Penalty 3487.294850 = -3838702.667124 nChanged 2251 SP:Iteration 5Q (5990.788012 sec): 3 clusters Score: Raw -3843337.299037 + Penalty 3487.294850 = -3839850.004187 nChanged 2492 SP:Iteration 6F (5990.898642 sec): 3 clusters Score: Raw -3844846.806092 + Penalty 3487.294850 = -3841359.511242 nChanged 2766 SP:Iteration 7F (5991.027647 sec): 3 clusters Score: Raw -3846828.963909 + Penalty 3487.294850 = -3843341.669059 nChanged 2869 SP:Iteration 8F (5991.141894 sec): 3 clusters Score: Raw -3849011.553574 + Penalty 3487.294850 = -3845524.258724 nChanged 2595 SP:Iteration 9F (5991.270684 sec): 3 clusters Score: Raw -3850620.931850 + Penalty 3487.294850 = -3847133.636999 nChanged 1891 SP:Iteration 10Q (5991.387146 sec): 3 clusters Score: Raw -3851330.546233 + Penalty 3487.294850 = -3847843.251383 nChanged 1099 SP:Iteration 11Q (5991.511269 sec): 3 clusters Score: Raw -3851605.966681 + Penalty 3487.294850 = -3848118.671831 nChanged 704 SP:Iteration 12Q (5991.646754 sec): 3 clusters Score: Raw -3851749.522292 + Penalty 3487.294850 = -3848262.227442 nChanged 514 SP:Iteration 13Q (5991.762246 sec): 3 clusters Score: Raw -3851856.135967 + Penalty 3487.294850 = -3848368.841117 nChanged 459 SP:Iteration 14Q (5991.894527 sec): 3 clusters Score: Raw -3851948.742745 + Penalty 3487.294850 = -3848461.447894 nChanged 440 SP:Iteration 15Q (5992.005111 sec): 3 clusters Score: Raw -3852035.188841 + Penalty 3487.294850 = -3848547.893990 nChanged 405 SP:Iteration 16Q (5992.134600 sec): 3 clusters Score: Raw -3852108.157669 + Penalty 3487.294850 = -3848620.862819 nChanged 387 SP:Iteration 17Q (5992.258477 sec): 3 clusters Score: Raw -3852170.992433 + Penalty 3487.294850 = -3848683.697583 nChanged 319 SP:Iteration 18Q (5992.385047 sec): 3 clusters Score: Raw -3852217.555433 + Penalty 3487.294850 = -3848730.260583 nChanged 308 SP:Iteration 19Q (5992.504077 sec): 3 clusters Score: Raw -3852260.844712 + Penalty 3487.294850 = -3848773.549862 nChanged 294 SP:Iteration 20F (5992.621158 sec): 3 clusters Score: Raw -3852306.015126 + Penalty 3487.294850 = -3848818.720276 nChanged 276 SP:Iteration 21Q (5992.751823 sec): 3 clusters Score: Raw -3852344.821015 + Penalty 3487.294850 = -3848857.526165 nChanged 287 SP:Iteration 22Q (5992.867835 sec): 3 clusters Score: Raw -3852382.441959 + Penalty 3487.294850 = -3848895.147109 nChanged 261 SP:Iteration 23Q (5992.997448 sec): 3 clusters Score: Raw -3852415.476148 + Penalty 3487.294850 = -3848928.181298 nChanged 239 SP:Iteration 24Q (5993.123396 sec): 3 clusters Score: Raw -3852442.931848 + Penalty 3487.294850 = -3848955.636998 nChanged 224 SP:Iteration 25Q (5993.234321 sec): 3 clusters Score: Raw -3852471.381522 + Penalty 3487.294850 = -3848984.086672 nChanged 225 SP:Iteration 26Q (5993.357943 sec): 3 clusters Score: Raw -3852501.074931 + Penalty 3487.294850 = -3849013.780081 nChanged 248 SP:Iteration 27Q (5993.482731 sec): 3 clusters Score: Raw -3852531.745931 + Penalty 3487.294850 = -3849044.451081 nChanged 212 SP:Iteration 28Q (5993.609974 sec): 3 clusters Score: Raw -3852554.879263 + Penalty 3487.294850 = -3849067.584413 nChanged 192 SP:Iteration 29Q (5993.730103 sec): 3 clusters Score: Raw -3852574.173087 + Penalty 3487.294850 = -3849086.878237 nChanged 176 SP:Iteration 30Q (5993.849130 sec): 3 clusters Score: Raw -3852594.338438 + Penalty 3487.294850 = -3849107.043588 nChanged 207 SP:Iteration 31Q (5993.965627 sec): 3 clusters Score: Raw -3852619.069512 + Penalty 3487.294850 = -3849131.774662 nChanged 207 SP:Iteration 32Q (5994.094816 sec): 3 clusters Score: Raw -3852640.914596 + Penalty 3487.294850 = -3849153.619746 nChanged 187 SP:Iteration 33Q (5994.209454 sec): 3 clusters Score: Raw -3852658.763915 + Penalty 3487.294850 = -3849171.469065 nChanged 169 SP:Iteration 34Q (5994.329146 sec): 3 clusters Score: Raw -3852672.481902 + Penalty 3487.294850 = -3849185.187052 nChanged 162 SP:Iteration 35Q (5994.455416 sec): 3 clusters Score: Raw -3852686.796206 + Penalty 3487.294850 = -3849199.501355 nChanged 166 SP:Iteration 36Q (5994.562291 sec): 3 clusters Score: Raw -3852701.782589 + Penalty 3487.294850 = -3849214.487739 nChanged 159 SP:Iteration 37Q (5994.677561 sec): 3 clusters Score: Raw -3852716.135128 + Penalty 3487.294850 = -3849228.840277 nChanged 162 SP:Iteration 38Q (5994.807530 sec): 3 clusters Score: Raw -3852729.109334 + Penalty 3487.294850 = -3849241.814484 nChanged 146 SP:Iteration 39Q (5994.927817 sec): 3 clusters Score: Raw -3852740.559438 + Penalty 3487.294850 = -3849253.264588 nChanged 120 SP:Iteration 40F (5995.059510 sec): 3 clusters Score: Raw -3852750.088630 + Penalty 3487.294850 = -3849262.793780 nChanged 113 SP:Iteration 41Q (5995.171889 sec): 3 clusters Score: Raw -3852758.579692 + Penalty 3487.294850 = -3849271.284842 nChanged 108 SP:Iteration 42Q (5995.302636 sec): 3 clusters Score: Raw -3852764.821954 + Penalty 3487.294850 = -3849277.527104 nChanged 100 SP:Iteration 43Q (5995.413222 sec): 3 clusters Score: Raw -3852771.502800 + Penalty 3487.294850 = -3849284.207950 nChanged 103 SP:Iteration 44Q (5995.542045 sec): 3 clusters Score: Raw -3852778.237630 + Penalty 3487.294850 = -3849290.942780 nChanged 121 SP:Iteration 45Q (5995.665100 sec): 3 clusters Score: Raw -3852787.463942 + Penalty 3487.294850 = -3849300.169092 nChanged 141 SP:Iteration 46Q (5995.796874 sec): 3 clusters Score: Raw -3852797.629412 + Penalty 3487.294850 = -3849310.334562 nChanged 129 SP:Iteration 47Q (5995.915885 sec): 3 clusters Score: Raw -3852807.517955 + Penalty 3487.294850 = -3849320.223105 nChanged 134 SP:Iteration 48Q (5996.041840 sec): 3 clusters Score: Raw -3852817.817283 + Penalty 3487.294850 = -3849330.522433 nChanged 132 SP:Iteration 49Q (5996.166644 sec): 3 clusters Score: Raw -3852827.326567 + Penalty 3487.294850 = -3849340.031717 nChanged 123 SP:Iteration 50Q (5996.280616 sec): 3 clusters Score: Raw -3852835.544091 + Penalty 3487.294850 = -3849348.249241 nChanged 118 SP:Iteration 51Q (5996.405832 sec): 3 clusters Score: Raw -3852843.684129 + Penalty 3487.294850 = -3849356.389279 nChanged 135 SP:Iteration 52Q (5996.527599 sec): 3 clusters Score: Raw -3852854.611057 + Penalty 3487.294850 = -3849367.316206 nChanged 147 SP:Iteration 53Q (5996.645100 sec): 3 clusters Score: Raw -3852865.148516 + Penalty 3487.294850 = -3849377.853666 nChanged 133 SP:Iteration 54Q (5996.769784 sec): 3 clusters Score: Raw -3852875.650970 + Penalty 3487.294850 = -3849388.356120 nChanged 166 SP:Iteration 55Q (5996.898281 sec): 3 clusters Score: Raw -3852891.164672 + Penalty 3487.294850 = -3849403.869822 nChanged 179 SP:Iteration 56Q (5997.023294 sec): 3 clusters Score: Raw -3852908.200627 + Penalty 3487.294850 = -3849420.905777 nChanged 181 SP:Iteration 57Q (5997.149082 sec): 3 clusters Score: Raw -3852924.911064 + Penalty 3487.294850 = -3849437.616214 nChanged 191 SP:Iteration 58Q (5997.272359 sec): 3 clusters Score: Raw -3852942.236340 + Penalty 3487.294850 = -3849454.941489 nChanged 169 SP:Iteration 59Q (5997.394346 sec): 3 clusters Score: Raw -3852957.525304 + Penalty 3487.294850 = -3849470.230454 nChanged 197 SP:Iteration 60F (5997.513975 sec): 3 clusters Score: Raw -3852976.350598 + Penalty 3487.294850 = -3849489.055748 nChanged 195 SP:Iteration 61Q (5997.634929 sec): 3 clusters Score: Raw -3852996.166592 + Penalty 3487.294850 = -3849508.871742 nChanged 191 SP:Iteration 62Q (5997.737114 sec): 3 clusters Score: Raw -3853015.099828 + Penalty 3487.294850 = -3849527.804978 nChanged 212 SP:Iteration 63Q (5997.855903 sec): 3 clusters Score: Raw -3853036.728492 + Penalty 3487.294850 = -3849549.433642 nChanged 224 SP:Iteration 64Q (5997.983523 sec): 3 clusters Score: Raw -3853061.295246 + Penalty 3487.294850 = -3849574.000396 nChanged 214 SP:Iteration 65Q (5998.106470 sec): 3 clusters Score: Raw -3853083.880017 + Penalty 3487.294850 = -3849596.585167 nChanged 206 SP:Iteration 66Q (5998.230695 sec): 3 clusters Score: Raw -3853104.962270 + Penalty 3487.294850 = -3849617.667420 nChanged 204 SP:Iteration 67Q (5998.350756 sec): 3 clusters Score: Raw -3853126.157861 + Penalty 3487.294850 = -3849638.863011 nChanged 204 SP:Iteration 68Q (5998.474936 sec): 3 clusters Score: Raw -3853146.495897 + Penalty 3487.294850 = -3849659.201047 nChanged 193 SP:Iteration 69Q (5998.601246 sec): 3 clusters Score: Raw -3853167.507057 + Penalty 3487.294850 = -3849680.212207 nChanged 211 SP:Iteration 70Q (5998.720308 sec): 3 clusters Score: Raw -3853191.635764 + Penalty 3487.294850 = -3849704.340914 nChanged 213 SP:Iteration 71Q (5998.842562 sec): 3 clusters Score: Raw -3853215.323145 + Penalty 3487.294850 = -3849728.028295 nChanged 212 SP:Iteration 72Q (5998.970024 sec): 3 clusters Score: Raw -3853240.489076 + Penalty 3487.294850 = -3849753.194226 nChanged 246 SP:Iteration 73Q (5999.094522 sec): 3 clusters Score: Raw -3853271.765843 + Penalty 3487.294850 = -3849784.470993 nChanged 273 SP:Iteration 74Q (5999.224910 sec): 3 clusters Score: Raw -3853308.367708 + Penalty 3487.294850 = -3849821.072858 nChanged 276 SP:Iteration 75Q (5999.345864 sec): 3 clusters Score: Raw -3853344.408894 + Penalty 3487.294850 = -3849857.114043 nChanged 294 SP:Iteration 76Q (5999.463289 sec): 3 clusters Score: Raw -3853385.482008 + Penalty 3487.294850 = -3849898.187158 nChanged 323 SP:Iteration 77Q (5999.575951 sec): 3 clusters Score: Raw -3853434.312936 + Penalty 3487.294850 = -3849947.018086 nChanged 313 SP:Iteration 78Q (5999.696973 sec): 3 clusters Score: Raw -3853481.289741 + Penalty 3487.294850 = -3849993.994891 nChanged 330 SP:Iteration 79Q (5999.821973 sec): 3 clusters Score: Raw -3853534.114840 + Penalty 3487.294850 = -3850046.819990 nChanged 317 SP:Iteration 80F (5999.934565 sec): 3 clusters Score: Raw -3853583.508854 + Penalty 3487.294850 = -3850096.214004 nChanged 320 SP:Iteration 81Q (6000.057192 sec): 3 clusters Score: Raw -3853633.611879 + Penalty 3487.294850 = -3850146.317028 nChanged 325 SP:Iteration 82Q (6000.186838 sec): 3 clusters Score: Raw -3853685.414907 + Penalty 3487.294850 = -3850198.120057 nChanged 331 SP:Iteration 83Q (6000.303148 sec): 3 clusters Score: Raw -3853741.265774 + Penalty 3487.294850 = -3850253.970923 nChanged 341 SP:Iteration 84Q (6000.430639 sec): 3 clusters Score: Raw -3853802.084817 + Penalty 3487.294850 = -3850314.789967 nChanged 361 SP:Iteration 85Q (6000.543629 sec): 3 clusters Score: Raw -3853865.147208 + Penalty 3487.294850 = -3850377.852358 nChanged 324 SP:Iteration 86Q (6000.667006 sec): 3 clusters Score: Raw -3853927.874786 + Penalty 3487.294850 = -3850440.579936 nChanged 364 SP:Iteration 87Q (6000.790169 sec): 3 clusters Score: Raw -3854004.413647 + Penalty 3487.294850 = -3850517.118797 nChanged 382 SP:Iteration 88Q (6000.907024 sec): 3 clusters Score: Raw -3854091.529212 + Penalty 3487.294850 = -3850604.234362 nChanged 398 SP:Iteration 89Q (6001.021039 sec): 3 clusters Score: Raw -3854180.030357 + Penalty 3487.294850 = -3850692.735507 nChanged 404 SP:Iteration 90Q (6001.140221 sec): 3 clusters Score: Raw -3854267.106541 + Penalty 3487.294850 = -3850779.811691 nChanged 399 SP:Iteration 91Q (6001.261528 sec): 3 clusters Score: Raw -3854349.314282 + Penalty 3487.294850 = -3850862.019432 nChanged 392 SP:Iteration 92Q (6001.381263 sec): 3 clusters Score: Raw -3854436.644771 + Penalty 3487.294850 = -3850949.349921 nChanged 405 SP:Iteration 93Q (6001.486259 sec): 3 clusters Score: Raw -3854530.164331 + Penalty 3487.294850 = -3851042.869481 nChanged 379 SP:Iteration 94Q (6001.613743 sec): 3 clusters Score: Raw -3854616.794162 + Penalty 3487.294850 = -3851129.499312 nChanged 354 SP:Iteration 95Q (6001.733261 sec): 3 clusters Score: Raw -3854700.700161 + Penalty 3487.294850 = -3851213.405311 nChanged 349 SP:Iteration 96Q (6001.839629 sec): 3 clusters Score: Raw -3854781.174892 + Penalty 3487.294850 = -3851293.880042 nChanged 330 SP:Iteration 97Q (6001.966412 sec): 3 clusters Score: Raw -3854854.837587 + Penalty 3487.294850 = -3851367.542736 nChanged 319 SP:Iteration 98Q (6002.089323 sec): 3 clusters Score: Raw -3854927.112782 + Penalty 3487.294850 = -3851439.817932 nChanged 325 SP:Iteration 99Q (6002.198194 sec): 3 clusters Score: Raw -3855006.813631 + Penalty 3487.294850 = -3851519.518781 nChanged 341 SP:Iteration 100F (6002.327437 sec): 3 clusters Score: Raw -3855096.056735 + Penalty 3487.294850 = -3851608.761885 nChanged 331 SP:Iteration 101Q (6002.452528 sec): 3 clusters Score: Raw -3855183.749147 + Penalty 3487.294850 = -3851696.454297 nChanged 326 SP:Iteration 102Q (6002.578980 sec): 3 clusters Score: Raw -3855263.333799 + Penalty 3487.294850 = -3851776.038949 nChanged 316 SP:Iteration 103Q (6002.695188 sec): 3 clusters Score: Raw -3855344.895778 + Penalty 3487.294850 = -3851857.600928 nChanged 296 SP:Iteration 104Q (6002.806439 sec): 3 clusters Score: Raw -3855429.699346 + Penalty 3487.294850 = -3851942.404496 nChanged 292 SP:Iteration 105Q (6002.931924 sec): 3 clusters Score: Raw -3855511.103923 + Penalty 3487.294850 = -3852023.809073 nChanged 265 SP:Iteration 106Q (6003.046737 sec): 3 clusters Score: Raw -3855584.882786 + Penalty 3487.294850 = -3852097.587936 nChanged 258 SP:Iteration 107Q (6003.158043 sec): 3 clusters Score: Raw -3855661.014919 + Penalty 3487.294850 = -3852173.720069 nChanged 236 SP:Iteration 108Q (6003.279803 sec): 3 clusters Score: Raw -3855730.208052 + Penalty 3487.294850 = -3852242.913202 nChanged 219 SP:Iteration 109Q (6003.395155 sec): 3 clusters Score: Raw -3855789.770102 + Penalty 3487.294850 = -3852302.475252 nChanged 215 SP:Iteration 110Q (6003.505525 sec): 3 clusters Score: Raw -3855849.701836 + Penalty 3487.294850 = -3852362.406986 nChanged 202 SP:Iteration 111Q (6003.620229 sec): 3 clusters Score: Raw -3855905.779086 + Penalty 3487.294850 = -3852418.484236 nChanged 200 SP:Iteration 112Q (6003.719738 sec): 3 clusters Score: Raw -3855966.168102 + Penalty 3487.294850 = -3852478.873252 nChanged 207 SP:Iteration 113Q (6003.836758 sec): 3 clusters Score: Raw -3856032.525455 + Penalty 3487.294850 = -3852545.230605 nChanged 191 SP:Iteration 114Q (6003.950823 sec): 3 clusters Score: Raw -3856097.064890 + Penalty 3487.294850 = -3852609.770040 nChanged 190 SP:Iteration 115Q (6004.061092 sec): 3 clusters Score: Raw -3856162.365347 + Penalty 3487.294850 = -3852675.070497 nChanged 177 SP:Iteration 116Q (6004.177434 sec): 3 clusters Score: Raw -3856218.244860 + Penalty 3487.294850 = -3852730.950010 nChanged 163 SP:Iteration 117Q (6004.292173 sec): 3 clusters Score: Raw -3856265.338922 + Penalty 3487.294850 = -3852778.044071 nChanged 143 SP:Iteration 118Q (6004.396500 sec): 3 clusters Score: Raw -3856302.124160 + Penalty 3487.294850 = -3852814.829310 nChanged 112 SP:Iteration 119Q (6004.520025 sec): 3 clusters Score: Raw -3856331.317706 + Penalty 3487.294850 = -3852844.022856 nChanged 119 SP:Iteration 120F (6004.637837 sec): 3 clusters Score: Raw -3856372.023567 + Penalty 3487.294850 = -3852884.728717 nChanged 117 SP:Iteration 121Q (6004.742241 sec): 3 clusters Score: Raw -3856411.567308 + Penalty 3487.294850 = -3852924.272457 nChanged 104 SP:Iteration 122Q (6004.859182 sec): 3 clusters Score: Raw -3856442.078978 + Penalty 3487.294850 = -3852954.784128 nChanged 71 SP:Iteration 123Q (6004.961284 sec): 3 clusters Score: Raw -3856461.399082 + Penalty 3487.294850 = -3852974.104232 nChanged 78 SP:Iteration 124Q (6005.075766 sec): 3 clusters Score: Raw -3856481.998117 + Penalty 3487.294850 = -3852994.703267 nChanged 56 SP:Iteration 125Q (6005.196844 sec): 3 clusters Score: Raw -3856499.505038 + Penalty 3487.294850 = -3853012.210188 nChanged 56 SP:Iteration 126Q (6005.311342 sec): 3 clusters Score: Raw -3856519.630468 + Penalty 3487.294850 = -3853032.335618 nChanged 59 SP:Iteration 127Q (6005.425252 sec): 3 clusters Score: Raw -3856539.993925 + Penalty 3487.294850 = -3853052.699075 nChanged 60 SP:Iteration 128Q (6005.531512 sec): 3 clusters Score: Raw -3856561.344938 + Penalty 3487.294850 = -3853074.050088 nChanged 53 SP:Iteration 129Q (6005.633873 sec): 3 clusters Score: Raw -3856576.114092 + Penalty 3487.294850 = -3853088.819241 nChanged 40 SP:Iteration 130Q (6005.734532 sec): 3 clusters Score: Raw -3856587.434960 + Penalty 3487.294850 = -3853100.140110 nChanged 47 SP:Iteration 131Q (6005.839063 sec): 3 clusters Score: Raw -3856601.152180 + Penalty 3487.294850 = -3853113.857330 nChanged 49 SP:Iteration 132Q (6005.946633 sec): 3 clusters Score: Raw -3856616.604294 + Penalty 3487.294850 = -3853129.309443 nChanged 42 SP:Iteration 133Q (6006.043233 sec): 3 clusters Score: Raw -3856628.622412 + Penalty 3487.294850 = -3853141.327562 nChanged 29 SP:Iteration 134Q (6006.156523 sec): 3 clusters Score: Raw -3856637.052664 + Penalty 3487.294850 = -3853149.757814 nChanged 29 SP:Iteration 135Q (6006.269714 sec): 3 clusters Score: Raw -3856645.147638 + Penalty 3487.294850 = -3853157.852788 nChanged 23 SP:Iteration 136Q (6006.384627 sec): 3 clusters Score: Raw -3856651.173671 + Penalty 3487.294850 = -3853163.878821 nChanged 25 SP:Iteration 137Q (6006.461962 sec): 3 clusters Score: Raw -3856659.826209 + Penalty 3487.294850 = -3853172.531358 nChanged 23 SP:Iteration 138Q (6006.539289 sec): 3 clusters Score: Raw -3856667.681981 + Penalty 3487.294850 = -3853180.387131 nChanged 32 SP:Iteration 139Q (6006.647292 sec): 3 clusters Score: Raw -3856678.271087 + Penalty 3487.294850 = -3853190.976236 nChanged 27 SP:Iteration 140F (6006.764917 sec): 3 clusters Score: Raw -3856687.360504 + Penalty 3487.294850 = -3853200.065654 nChanged 18 SP:Iteration 141Q (6006.864740 sec): 3 clusters Score: Raw -3856694.383916 + Penalty 3487.294850 = -3853207.089066 nChanged 18 SP:Iteration 142Q (6006.986170 sec): 3 clusters Score: Raw -3856698.490519 + Penalty 3487.294850 = -3853211.195669 nChanged 13 SP:Iteration 143Q (6007.092646 sec): 3 clusters Score: Raw -3856702.566621 + Penalty 3487.294850 = -3853215.271771 nChanged 9 SP:Iteration 144Q (6007.207121 sec): 3 clusters Score: Raw -3856705.061584 + Penalty 3487.294850 = -3853217.766734 nChanged 8 SP:Iteration 145Q (6007.326273 sec): 3 clusters Score: Raw -3856707.540352 + Penalty 3487.294850 = -3853220.245502 nChanged 13 SP:Iteration 146Q (6007.432952 sec): 3 clusters Score: Raw -3856712.093920 + Penalty 3487.294850 = -3853224.799070 nChanged 16 SP:Iteration 147Q (6007.539135 sec): 3 clusters Score: Raw -3856717.314954 + Penalty 3487.294850 = -3853230.020104 nChanged 14 SP:Iteration 148Q (6007.658685 sec): 3 clusters Score: Raw -3856721.144601 + Penalty 3487.294850 = -3853233.849751 nChanged 17 SP:Iteration 149Q (6007.780170 sec): 3 clusters Score: Raw -3856724.948003 + Penalty 3487.294850 = -3853237.653153 nChanged 10 SP:Iteration 150Q (6007.892869 sec): 3 clusters Score: Raw -3856727.629462 + Penalty 3487.294850 = -3853240.334612 nChanged 7 SP:Iteration 151Q (6008.002149 sec): 3 clusters Score: Raw -3856729.760112 + Penalty 3487.294850 = -3853242.465262 nChanged 9 SP:Iteration 152Q (6008.111001 sec): 3 clusters Score: Raw -3856732.784570 + Penalty 3487.294850 = -3853245.489720 nChanged 8 SP:Iteration 153Q (6008.219525 sec): 3 clusters Score: Raw -3856734.908154 + Penalty 3487.294850 = -3853247.613304 nChanged 6 SP:Iteration 154Q (6008.326407 sec): 3 clusters Score: Raw -3856737.015742 + Penalty 3487.294850 = -3853249.720891 nChanged 7 SP:Iteration 155Q (6008.431091 sec): 3 clusters Score: Raw -3856738.848074 + Penalty 3487.294850 = -3853251.553223 nChanged 7 SP:Iteration 156Q (6008.548558 sec): 3 clusters Score: Raw -3856741.141072 + Penalty 3487.294850 = -3853253.846222 nChanged 6 SP:Iteration 157Q (6008.662266 sec): 3 clusters Score: Raw -3856743.364660 + Penalty 3487.294850 = -3853256.069810 nChanged 8 SP:Iteration 158Q (6008.772912 sec): 3 clusters Score: Raw -3856746.035608 + Penalty 3487.294850 = -3853258.740758 nChanged 7 SP:Iteration 159Q (6008.875683 sec): 3 clusters Score: Raw -3856749.381366 + Penalty 3487.294850 = -3853262.086516 nChanged 8 SP:Iteration 160F (6008.992182 sec): 3 clusters Score: Raw -3856752.199981 + Penalty 3487.294850 = -3853264.905131 nChanged 6 SP:Iteration 161Q (6009.106637 sec): 3 clusters Score: Raw -3856753.740403 + Penalty 3487.294850 = -3853266.445552 nChanged 4 SP:Iteration 162Q (6009.212596 sec): 3 clusters Score: Raw -3856754.914230 + Penalty 3487.294850 = -3853267.619380 nChanged 1 SP:Iteration 163Q (6009.321498 sec): 3 clusters Score: Raw -3856755.213454 + Penalty 3487.294850 = -3853267.918604 nChanged 2 SP:Iteration 164Q (6009.418064 sec): 3 clusters Score: Raw -3856756.119882 + Penalty 3487.294850 = -3853268.825032 nChanged 4 SP:Iteration 165Q (6009.523385 sec): 3 clusters Score: Raw -3856756.894323 + Penalty 3487.294850 = -3853269.599473 nChanged 1 SP:Iteration 166Q (6009.630346 sec): 3 clusters Score: Raw -3856757.243266 + Penalty 3487.294850 = -3853269.948416 nChanged 3 SP:Iteration 167Q (6009.751507 sec): 3 clusters Score: Raw -3856758.116371 + Penalty 3487.294850 = -3853270.821521 nChanged 2 SP:Iteration 168Q (6009.866257 sec): 3 clusters Score: Raw -3856759.066898 + Penalty 3487.294850 = -3853271.772048 nChanged 3 SP:Iteration 169Q (6009.967878 sec): 3 clusters Score: Raw -3856759.484922 + Penalty 3487.294850 = -3853272.190072 nChanged 4 SP:Iteration 170Q (6010.068449 sec): 3 clusters Score: Raw -3856761.061298 + Penalty 3487.294850 = -3853273.766448 nChanged 2 SP:Iteration 171Q (6010.167099 sec): 3 clusters Score: Raw -3856761.741946 + Penalty 3487.294850 = -3853274.447096 nChanged 0 SP:Iteration 172F (6010.286203 sec): 3 clusters Score: Raw -3856761.741946 + Penalty 3487.294850 = -3853274.447096 nChanged 0 Trying to split cluster 5 (1536 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6010.308742 sec): 2 clusters Score: Raw -90134.981805 + Penalty 1192.252248 = -88942.729556 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6010.353184 sec): 3 clusters Score: Raw -89681.912353 + Penalty 2384.504497 = -87297.407856 nChanged 582 SP:Iteration 1F (6010.400965 sec): 3 clusters Score: Raw -90443.041108 + Penalty 2384.504497 = -88058.536611 nChanged 184 SP:Iteration 2F (6010.453052 sec): 3 clusters Score: Raw -90871.487236 + Penalty 2384.504497 = -88486.982739 nChanged 141 SP:Iteration 3F (6010.505978 sec): 3 clusters Score: Raw -91225.673359 + Penalty 2384.504497 = -88841.168862 nChanged 133 SP:Iteration 4F (6010.540899 sec): 3 clusters Score: Raw -91491.942643 + Penalty 2384.504497 = -89107.438146 nChanged 82 SP:Iteration 5F (6010.596974 sec): 3 clusters Score: Raw -91626.835499 + Penalty 2384.504497 = -89242.331002 nChanged 69 SP:Iteration 6Q (6010.633304 sec): 3 clusters Score: Raw -91703.446210 + Penalty 2384.504497 = -89318.941713 nChanged 44 SP:Iteration 7Q (6010.668411 sec): 3 clusters Score: Raw -91751.308169 + Penalty 2384.504497 = -89366.803672 nChanged 19 SP:Iteration 8Q (6010.704203 sec): 3 clusters Score: Raw -91763.470698 + Penalty 2384.504497 = -89378.966201 nChanged 11 SP:Iteration 9Q (6010.736362 sec): 3 clusters Score: Raw -91769.512423 + Penalty 2384.504497 = -89385.007926 nChanged 3 SP:Iteration 10Q (6010.773033 sec): 3 clusters Score: Raw -91773.327266 + Penalty 2384.504497 = -89388.822769 nChanged 1 SP:Iteration 11Q (6010.805334 sec): 3 clusters Score: Raw -91773.670981 + Penalty 2384.504497 = -89389.166484 nChanged 0 SP:Iteration 12F (6010.838582 sec): 3 clusters Score: Raw -91773.670981 + Penalty 2384.504497 = -89389.166484 nChanged 0 Score: Raw -49145607.187746 + Penalty 88911.006508 = -49056696.181238 Splitting cluster 5 changes total score from -49057223.522282 to -49056696.181238 So it's not getting split. Trying to split cluster 6 (556 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6027.347541 sec): 2 clusters Score: Raw -43149.299991 + Penalty 1027.124848 = -42122.175143 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6027.397042 sec): 3 clusters Score: Raw -43066.084376 + Penalty 2054.249696 = -41011.834680 nChanged 139 SP:Iteration 1F (6027.431992 sec): 3 clusters Score: Raw -43237.381143 + Penalty 2054.249696 = -41183.131447 nChanged 42 SP:Iteration 2F (6027.476349 sec): 3 clusters Score: Raw -43312.247207 + Penalty 2054.249696 = -41257.997512 nChanged 20 SP:Iteration 3Q (6027.515340 sec): 3 clusters Score: Raw -43346.216916 + Penalty 2054.249696 = -41291.967221 nChanged 17 SP:Iteration 4Q (6027.561338 sec): 3 clusters Score: Raw -43368.588595 + Penalty 2054.249696 = -41314.338899 nChanged 17 SP:Iteration 5Q (6027.597855 sec): 3 clusters Score: Raw -43393.296215 + Penalty 2054.249696 = -41339.046519 nChanged 10 SP:Iteration 6Q (6027.642543 sec): 3 clusters Score: Raw -43406.495607 + Penalty 2054.249696 = -41352.245911 nChanged 6 SP:Iteration 7Q (6027.685313 sec): 3 clusters Score: Raw -43414.248738 + Penalty 2054.249696 = -41359.999042 nChanged 3 SP:Iteration 8Q (6027.728939 sec): 3 clusters Score: Raw -43421.016326 + Penalty 2054.249696 = -41366.766630 nChanged 3 SP:Iteration 9Q (6027.787224 sec): 3 clusters Score: Raw -43425.909927 + Penalty 2054.249696 = -41371.660231 nChanged 3 SP:Iteration 10Q (6027.820249 sec): 3 clusters Score: Raw -43433.975708 + Penalty 2054.249696 = -41379.726013 nChanged 2 SP:Iteration 11Q (6027.873927 sec): 3 clusters Score: Raw -43444.797049 + Penalty 2054.249696 = -41390.547354 nChanged 2 SP:Iteration 12Q (6027.906996 sec): 3 clusters Score: Raw -43447.593670 + Penalty 2054.249696 = -41393.343975 nChanged 0 SP:Iteration 13F (6027.960985 sec): 3 clusters Score: Raw -43447.593670 + Penalty 2054.249696 = -41393.343975 nChanged 0 Trying to split cluster 7 (12006 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6027.992341 sec): 2 clusters Score: Raw -986095.602581 + Penalty 1526.388793 = -984569.213788 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6028.069132 sec): 3 clusters Score: Raw -979275.320115 + Penalty 3052.777586 = -976222.542529 nChanged 5193 SP:Iteration 1F (6028.131456 sec): 3 clusters Score: Raw -982142.359571 + Penalty 3052.777586 = -979089.581985 nChanged 710 SP:Iteration 2F (6028.199764 sec): 3 clusters Score: Raw -982466.529862 + Penalty 3052.777586 = -979413.752275 nChanged 644 SP:Iteration 3F (6028.272267 sec): 3 clusters Score: Raw -982774.373001 + Penalty 3052.777586 = -979721.595415 nChanged 610 SP:Iteration 4F (6028.336854 sec): 3 clusters Score: Raw -983063.789566 + Penalty 3052.777586 = -980011.011980 nChanged 568 SP:Iteration 5Q (6028.397872 sec): 3 clusters Score: Raw -983369.169510 + Penalty 3052.777586 = -980316.391923 nChanged 569 SP:Iteration 6Q (6028.462694 sec): 3 clusters Score: Raw -983701.450495 + Penalty 3052.777586 = -980648.672909 nChanged 603 SP:Iteration 7F (6028.533361 sec): 3 clusters Score: Raw -984085.844450 + Penalty 3052.777586 = -981033.066864 nChanged 556 SP:Iteration 8Q (6028.604425 sec): 3 clusters Score: Raw -984418.040062 + Penalty 3052.777586 = -981365.262476 nChanged 503 SP:Iteration 9Q (6028.660094 sec): 3 clusters Score: Raw -984710.793352 + Penalty 3052.777586 = -981658.015766 nChanged 458 SP:Iteration 10Q (6028.734724 sec): 3 clusters Score: Raw -984958.649016 + Penalty 3052.777586 = -981905.871430 nChanged 396 SP:Iteration 11Q (6028.802882 sec): 3 clusters Score: Raw -985175.728153 + Penalty 3052.777586 = -982122.950566 nChanged 351 SP:Iteration 12Q (6028.866497 sec): 3 clusters Score: Raw -985363.253174 + Penalty 3052.777586 = -982310.475588 nChanged 306 SP:Iteration 13Q (6028.930951 sec): 3 clusters Score: Raw -985516.044617 + Penalty 3052.777586 = -982463.267031 nChanged 262 SP:Iteration 14Q (6028.992590 sec): 3 clusters Score: Raw -985623.248678 + Penalty 3052.777586 = -982570.471092 nChanged 221 SP:Iteration 15Q (6029.053849 sec): 3 clusters Score: Raw -985720.295181 + Penalty 3052.777586 = -982667.517595 nChanged 215 SP:Iteration 16Q (6029.120253 sec): 3 clusters Score: Raw -985807.007894 + Penalty 3052.777586 = -982754.230308 nChanged 189 SP:Iteration 17Q (6029.189037 sec): 3 clusters Score: Raw -985888.781642 + Penalty 3052.777586 = -982836.004056 nChanged 210 SP:Iteration 18Q (6029.242504 sec): 3 clusters Score: Raw -985984.669287 + Penalty 3052.777586 = -982931.891701 nChanged 178 SP:Iteration 19Q (6029.310084 sec): 3 clusters Score: Raw -986054.209858 + Penalty 3052.777586 = -983001.432272 nChanged 178 SP:Iteration 20F (6029.380797 sec): 3 clusters Score: Raw -986124.729142 + Penalty 3052.777586 = -983071.951556 nChanged 162 SP:Iteration 21Q (6029.433849 sec): 3 clusters Score: Raw -986194.568978 + Penalty 3052.777586 = -983141.791392 nChanged 150 SP:Iteration 22Q (6029.506467 sec): 3 clusters Score: Raw -986261.519229 + Penalty 3052.777586 = -983208.741643 nChanged 131 SP:Iteration 23Q (6029.568380 sec): 3 clusters Score: Raw -986320.763899 + Penalty 3052.777586 = -983267.986312 nChanged 131 SP:Iteration 24Q (6029.626923 sec): 3 clusters Score: Raw -986386.210510 + Penalty 3052.777586 = -983333.432924 nChanged 121 SP:Iteration 25Q (6029.697727 sec): 3 clusters Score: Raw -986440.281235 + Penalty 3052.777586 = -983387.503649 nChanged 99 SP:Iteration 26Q (6029.767249 sec): 3 clusters Score: Raw -986480.493559 + Penalty 3052.777586 = -983427.715972 nChanged 92 SP:Iteration 27Q (6029.834548 sec): 3 clusters Score: Raw -986516.252782 + Penalty 3052.777586 = -983463.475196 nChanged 87 SP:Iteration 28Q (6029.902499 sec): 3 clusters Score: Raw -986551.424458 + Penalty 3052.777586 = -983498.646872 nChanged 90 SP:Iteration 29Q (6029.957645 sec): 3 clusters Score: Raw -986583.402951 + Penalty 3052.777586 = -983530.625365 nChanged 73 SP:Iteration 30Q (6030.026448 sec): 3 clusters Score: Raw -986610.143274 + Penalty 3052.777586 = -983557.365688 nChanged 55 SP:Iteration 31Q (6030.090733 sec): 3 clusters Score: Raw -986629.398371 + Penalty 3052.777586 = -983576.620785 nChanged 63 SP:Iteration 32Q (6030.158146 sec): 3 clusters Score: Raw -986650.089592 + Penalty 3052.777586 = -983597.312005 nChanged 52 SP:Iteration 33Q (6030.209475 sec): 3 clusters Score: Raw -986667.301348 + Penalty 3052.777586 = -983614.523762 nChanged 46 SP:Iteration 34Q (6030.280109 sec): 3 clusters Score: Raw -986682.245202 + Penalty 3052.777586 = -983629.467616 nChanged 37 SP:Iteration 35Q (6030.337812 sec): 3 clusters Score: Raw -986691.613485 + Penalty 3052.777586 = -983638.835899 nChanged 31 SP:Iteration 36Q (6030.396010 sec): 3 clusters Score: Raw -986700.402119 + Penalty 3052.777586 = -983647.624533 nChanged 36 SP:Iteration 37Q (6030.468841 sec): 3 clusters Score: Raw -986709.312630 + Penalty 3052.777586 = -983656.535043 nChanged 33 SP:Iteration 38Q (6030.532377 sec): 3 clusters Score: Raw -986715.715833 + Penalty 3052.777586 = -983662.938247 nChanged 24 SP:Iteration 39Q (6030.587985 sec): 3 clusters Score: Raw -986720.280049 + Penalty 3052.777586 = -983667.502463 nChanged 19 SP:Iteration 40F (6030.664635 sec): 3 clusters Score: Raw -986723.359017 + Penalty 3052.777586 = -983670.581431 nChanged 16 SP:Iteration 41Q (6030.730853 sec): 3 clusters Score: Raw -986727.243099 + Penalty 3052.777586 = -983674.465513 nChanged 20 SP:Iteration 42Q (6030.792906 sec): 3 clusters Score: Raw -986732.596419 + Penalty 3052.777586 = -983679.818833 nChanged 15 SP:Iteration 43Q (6030.847027 sec): 3 clusters Score: Raw -986735.517692 + Penalty 3052.777586 = -983682.740106 nChanged 11 SP:Iteration 44Q (6030.919734 sec): 3 clusters Score: Raw -986737.305367 + Penalty 3052.777586 = -983684.527781 nChanged 10 SP:Iteration 45Q (6030.985129 sec): 3 clusters Score: Raw -986739.435611 + Penalty 3052.777586 = -983686.658025 nChanged 7 SP:Iteration 46Q (6031.049679 sec): 3 clusters Score: Raw -986740.686571 + Penalty 3052.777586 = -983687.908984 nChanged 8 SP:Iteration 47Q (6031.112794 sec): 3 clusters Score: Raw -986742.132077 + Penalty 3052.777586 = -983689.354491 nChanged 5 SP:Iteration 48Q (6031.166535 sec): 3 clusters Score: Raw -986742.925384 + Penalty 3052.777586 = -983690.147797 nChanged 2 SP:Iteration 49Q (6031.227962 sec): 3 clusters Score: Raw -986743.256176 + Penalty 3052.777586 = -983690.478590 nChanged 0 SP:Iteration 50F (6031.302512 sec): 3 clusters Score: Raw -986743.256176 + Penalty 3052.777586 = -983690.478590 nChanged 0 Trying to split cluster 8 (5340 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6031.336489 sec): 2 clusters Score: Raw -409387.596720 + Penalty 1394.734401 = -407992.862319 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6031.386117 sec): 3 clusters Score: Raw -406587.349123 + Penalty 2789.468803 = -403797.880320 nChanged 2159 SP:Iteration 1F (6031.443269 sec): 3 clusters Score: Raw -407754.025894 + Penalty 2789.468803 = -404964.557091 nChanged 353 SP:Iteration 2F (6031.488206 sec): 3 clusters Score: Raw -407933.091518 + Penalty 2789.468803 = -405143.622715 nChanged 308 SP:Iteration 3F (6031.547345 sec): 3 clusters Score: Raw -408082.015165 + Penalty 2789.468803 = -405292.546362 nChanged 245 SP:Iteration 4Q (6031.596651 sec): 3 clusters Score: Raw -408203.574857 + Penalty 2789.468803 = -405414.106054 nChanged 207 SP:Iteration 5Q (6031.643202 sec): 3 clusters Score: Raw -408301.548539 + Penalty 2789.468803 = -405512.079736 nChanged 175 SP:Iteration 6Q (6031.698913 sec): 3 clusters Score: Raw -408389.700366 + Penalty 2789.468803 = -405600.231563 nChanged 191 SP:Iteration 7Q (6031.753511 sec): 3 clusters Score: Raw -408490.205104 + Penalty 2789.468803 = -405700.736301 nChanged 205 SP:Iteration 8Q (6031.820518 sec): 3 clusters Score: Raw -408620.422129 + Penalty 2789.468803 = -405830.953326 nChanged 205 SP:Iteration 9Q (6031.871045 sec): 3 clusters Score: Raw -408773.851087 + Penalty 2789.468803 = -405984.382284 nChanged 238 SP:Iteration 10Q (6031.923709 sec): 3 clusters Score: Raw -408987.781394 + Penalty 2789.468803 = -406198.312591 nChanged 234 SP:Iteration 11Q (6031.989648 sec): 3 clusters Score: Raw -409233.255942 + Penalty 2789.468803 = -406443.787139 nChanged 234 SP:Iteration 12Q (6032.035007 sec): 3 clusters Score: Raw -409462.024504 + Penalty 2789.468803 = -406672.555701 nChanged 218 SP:Iteration 13Q (6032.099381 sec): 3 clusters Score: Raw -409611.452638 + Penalty 2789.468803 = -406821.983835 nChanged 169 SP:Iteration 14Q (6032.152005 sec): 3 clusters Score: Raw -409695.122678 + Penalty 2789.468803 = -406905.653875 nChanged 127 SP:Iteration 15Q (6032.206642 sec): 3 clusters Score: Raw -409749.857360 + Penalty 2789.468803 = -406960.388557 nChanged 96 SP:Iteration 16Q (6032.262169 sec): 3 clusters Score: Raw -409786.324507 + Penalty 2789.468803 = -406996.855704 nChanged 67 SP:Iteration 17Q (6032.311675 sec): 3 clusters Score: Raw -409814.456304 + Penalty 2789.468803 = -407024.987501 nChanged 63 SP:Iteration 18Q (6032.373398 sec): 3 clusters Score: Raw -409834.528299 + Penalty 2789.468803 = -407045.059497 nChanged 47 SP:Iteration 19Q (6032.416243 sec): 3 clusters Score: Raw -409847.159377 + Penalty 2789.468803 = -407057.690575 nChanged 40 SP:Iteration 20F (6032.468494 sec): 3 clusters Score: Raw -409861.003289 + Penalty 2789.468803 = -407071.534486 nChanged 46 SP:Iteration 21Q (6032.530192 sec): 3 clusters Score: Raw -409876.159347 + Penalty 2789.468803 = -407086.690545 nChanged 35 SP:Iteration 22Q (6032.573448 sec): 3 clusters Score: Raw -409886.505261 + Penalty 2789.468803 = -407097.036458 nChanged 32 SP:Iteration 23Q (6032.626682 sec): 3 clusters Score: Raw -409896.979479 + Penalty 2789.468803 = -407107.510677 nChanged 23 SP:Iteration 24Q (6032.669147 sec): 3 clusters Score: Raw -409905.779252 + Penalty 2789.468803 = -407116.310449 nChanged 33 SP:Iteration 25Q (6032.727295 sec): 3 clusters Score: Raw -409917.615350 + Penalty 2789.468803 = -407128.146547 nChanged 48 SP:Iteration 26Q (6032.773742 sec): 3 clusters Score: Raw -409936.659855 + Penalty 2789.468803 = -407147.191052 nChanged 47 SP:Iteration 27Q (6032.817090 sec): 3 clusters Score: Raw -409957.257842 + Penalty 2789.468803 = -407167.789040 nChanged 41 SP:Iteration 28Q (6032.881716 sec): 3 clusters Score: Raw -409979.697831 + Penalty 2789.468803 = -407190.229029 nChanged 49 SP:Iteration 29Q (6032.929696 sec): 3 clusters Score: Raw -410000.208240 + Penalty 2789.468803 = -407210.739437 nChanged 33 SP:Iteration 30Q (6032.981175 sec): 3 clusters Score: Raw -410010.843883 + Penalty 2789.468803 = -407221.375080 nChanged 24 SP:Iteration 31Q (6033.032519 sec): 3 clusters Score: Raw -410018.771581 + Penalty 2789.468803 = -407229.302778 nChanged 23 SP:Iteration 32Q (6033.089143 sec): 3 clusters Score: Raw -410024.974206 + Penalty 2789.468803 = -407235.505403 nChanged 13 SP:Iteration 33Q (6033.146723 sec): 3 clusters Score: Raw -410028.535944 + Penalty 2789.468803 = -407239.067141 nChanged 10 SP:Iteration 34Q (6033.190178 sec): 3 clusters Score: Raw -410031.255909 + Penalty 2789.468803 = -407241.787106 nChanged 9 SP:Iteration 35Q (6033.246111 sec): 3 clusters Score: Raw -410034.448915 + Penalty 2789.468803 = -407244.980112 nChanged 13 SP:Iteration 36Q (6033.296821 sec): 3 clusters Score: Raw -410038.531564 + Penalty 2789.468803 = -407249.062761 nChanged 14 SP:Iteration 37Q (6033.356097 sec): 3 clusters Score: Raw -410042.689401 + Penalty 2789.468803 = -407253.220598 nChanged 12 SP:Iteration 38Q (6033.412938 sec): 3 clusters Score: Raw -410045.265434 + Penalty 2789.468803 = -407255.796631 nChanged 14 SP:Iteration 39Q (6033.455833 sec): 3 clusters Score: Raw -410048.518638 + Penalty 2789.468803 = -407259.049836 nChanged 10 SP:Iteration 40F (6033.508979 sec): 3 clusters Score: Raw -410051.675425 + Penalty 2789.468803 = -407262.206622 nChanged 8 SP:Iteration 41Q (6033.571211 sec): 3 clusters Score: Raw -410053.568745 + Penalty 2789.468803 = -407264.099942 nChanged 9 SP:Iteration 42Q (6033.629767 sec): 3 clusters Score: Raw -410055.840343 + Penalty 2789.468803 = -407266.371541 nChanged 15 SP:Iteration 43Q (6033.684363 sec): 3 clusters Score: Raw -410060.388600 + Penalty 2789.468803 = -407270.919797 nChanged 17 SP:Iteration 44Q (6033.742074 sec): 3 clusters Score: Raw -410065.995172 + Penalty 2789.468803 = -407276.526369 nChanged 18 SP:Iteration 45Q (6033.785864 sec): 3 clusters Score: Raw -410071.346898 + Penalty 2789.468803 = -407281.878095 nChanged 15 SP:Iteration 46Q (6033.846908 sec): 3 clusters Score: Raw -410075.174831 + Penalty 2789.468803 = -407285.706028 nChanged 14 SP:Iteration 47Q (6033.896713 sec): 3 clusters Score: Raw -410078.454110 + Penalty 2789.468803 = -407288.985307 nChanged 10 SP:Iteration 48Q (6033.956162 sec): 3 clusters Score: Raw -410080.624336 + Penalty 2789.468803 = -407291.155533 nChanged 10 SP:Iteration 49Q (6034.004914 sec): 3 clusters Score: Raw -410082.907998 + Penalty 2789.468803 = -407293.439196 nChanged 13 SP:Iteration 50Q (6034.064349 sec): 3 clusters Score: Raw -410086.379410 + Penalty 2789.468803 = -407296.910607 nChanged 10 SP:Iteration 51Q (6034.108850 sec): 3 clusters Score: Raw -410089.437345 + Penalty 2789.468803 = -407299.968542 nChanged 10 SP:Iteration 52Q (6034.161734 sec): 3 clusters Score: Raw -410091.276756 + Penalty 2789.468803 = -407301.807953 nChanged 7 SP:Iteration 53Q (6034.221386 sec): 3 clusters Score: Raw -410092.531228 + Penalty 2789.468803 = -407303.062425 nChanged 4 SP:Iteration 54Q (6034.278586 sec): 3 clusters Score: Raw -410093.205937 + Penalty 2789.468803 = -407303.737134 nChanged 4 SP:Iteration 55Q (6034.324149 sec): 3 clusters Score: Raw -410094.141998 + Penalty 2789.468803 = -407304.673195 nChanged 3 SP:Iteration 56Q (6034.384287 sec): 3 clusters Score: Raw -410094.855805 + Penalty 2789.468803 = -407305.387002 nChanged 3 SP:Iteration 57Q (6034.436641 sec): 3 clusters Score: Raw -410095.803777 + Penalty 2789.468803 = -407306.334974 nChanged 4 SP:Iteration 58Q (6034.485192 sec): 3 clusters Score: Raw -410096.313596 + Penalty 2789.468803 = -407306.844793 nChanged 3 SP:Iteration 59Q (6034.533606 sec): 3 clusters Score: Raw -410096.870928 + Penalty 2789.468803 = -407307.402125 nChanged 2 SP:Iteration 60F (6034.583737 sec): 3 clusters Score: Raw -410097.478316 + Penalty 2789.468803 = -407308.009513 nChanged 3 SP:Iteration 61Q (6034.638234 sec): 3 clusters Score: Raw -410098.067483 + Penalty 2789.468803 = -407308.598680 nChanged 2 SP:Iteration 62Q (6034.685213 sec): 3 clusters Score: Raw -410098.294656 + Penalty 2789.468803 = -407308.825853 nChanged 2 SP:Iteration 63Q (6034.749027 sec): 3 clusters Score: Raw -410098.814270 + Penalty 2789.468803 = -407309.345467 nChanged 3 SP:Iteration 64Q (6034.793144 sec): 3 clusters Score: Raw -410099.185951 + Penalty 2789.468803 = -407309.717149 nChanged 0 SP:Iteration 65F (6034.842538 sec): 3 clusters Score: Raw -410099.185951 + Penalty 2789.468803 = -407309.717149 nChanged 0 Trying to split cluster 9 (2341 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6034.873783 sec): 2 clusters Score: Raw -174111.244905 + Penalty 1260.729188 = -172850.515716 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6034.916893 sec): 3 clusters Score: Raw -173045.201666 + Penalty 2521.458377 = -170523.743289 nChanged 844 SP:Iteration 1F (6034.973333 sec): 3 clusters Score: Raw -173584.468508 + Penalty 2521.458377 = -171063.010131 nChanged 195 SP:Iteration 2F (6035.018460 sec): 3 clusters Score: Raw -173726.065363 + Penalty 2521.458377 = -171204.606986 nChanged 113 SP:Iteration 3Q (6035.059119 sec): 3 clusters Score: Raw -173795.531247 + Penalty 2521.458377 = -171274.072870 nChanged 81 SP:Iteration 4Q (6035.106796 sec): 3 clusters Score: Raw -173862.229930 + Penalty 2521.458377 = -171340.771554 nChanged 85 SP:Iteration 5Q (6035.159106 sec): 3 clusters Score: Raw -173924.683327 + Penalty 2521.458377 = -171403.224950 nChanged 70 SP:Iteration 6Q (6035.208506 sec): 3 clusters Score: Raw -173963.832756 + Penalty 2521.458377 = -171442.374379 nChanged 62 SP:Iteration 7Q (6035.257820 sec): 3 clusters Score: Raw -174010.651904 + Penalty 2521.458377 = -171489.193527 nChanged 60 SP:Iteration 8Q (6035.305896 sec): 3 clusters Score: Raw -174045.944785 + Penalty 2521.458377 = -171524.486408 nChanged 54 SP:Iteration 9Q (6035.346067 sec): 3 clusters Score: Raw -174077.177131 + Penalty 2521.458377 = -171555.718754 nChanged 45 SP:Iteration 10Q (6035.402453 sec): 3 clusters Score: Raw -174105.197873 + Penalty 2521.458377 = -171583.739496 nChanged 38 SP:Iteration 11Q (6035.450581 sec): 3 clusters Score: Raw -174129.665197 + Penalty 2521.458377 = -171608.206820 nChanged 44 SP:Iteration 12Q (6035.502130 sec): 3 clusters Score: Raw -174157.808018 + Penalty 2521.458377 = -171636.349641 nChanged 41 SP:Iteration 13Q (6035.547548 sec): 3 clusters Score: Raw -174190.872747 + Penalty 2521.458377 = -171669.414370 nChanged 42 SP:Iteration 14Q (6035.596366 sec): 3 clusters Score: Raw -174223.615112 + Penalty 2521.458377 = -171702.156736 nChanged 37 SP:Iteration 15Q (6035.647348 sec): 3 clusters Score: Raw -174253.301195 + Penalty 2521.458377 = -171731.842818 nChanged 48 SP:Iteration 16Q (6035.698516 sec): 3 clusters Score: Raw -174298.396090 + Penalty 2521.458377 = -171776.937713 nChanged 53 SP:Iteration 17Q (6035.748432 sec): 3 clusters Score: Raw -174334.534818 + Penalty 2521.458377 = -171813.076441 nChanged 36 SP:Iteration 18Q (6035.796609 sec): 3 clusters Score: Raw -174366.207839 + Penalty 2521.458377 = -171844.749462 nChanged 34 SP:Iteration 19Q (6035.836183 sec): 3 clusters Score: Raw -174397.562601 + Penalty 2521.458377 = -171876.104224 nChanged 30 SP:Iteration 20F (6035.890665 sec): 3 clusters Score: Raw -174431.781246 + Penalty 2521.458377 = -171910.322869 nChanged 36 SP:Iteration 21Q (6035.944409 sec): 3 clusters Score: Raw -174462.627794 + Penalty 2521.458377 = -171941.169417 nChanged 28 SP:Iteration 22Q (6035.993508 sec): 3 clusters Score: Raw -174483.280172 + Penalty 2521.458377 = -171961.821795 nChanged 24 SP:Iteration 23Q (6036.039680 sec): 3 clusters Score: Raw -174497.582216 + Penalty 2521.458377 = -171976.123839 nChanged 15 SP:Iteration 24Q (6036.085779 sec): 3 clusters Score: Raw -174511.782165 + Penalty 2521.458377 = -171990.323789 nChanged 18 SP:Iteration 25Q (6036.130277 sec): 3 clusters Score: Raw -174527.739480 + Penalty 2521.458377 = -172006.281103 nChanged 20 SP:Iteration 26Q (6036.181395 sec): 3 clusters Score: Raw -174543.165481 + Penalty 2521.458377 = -172021.707104 nChanged 18 SP:Iteration 27Q (6036.232969 sec): 3 clusters Score: Raw -174558.808722 + Penalty 2521.458377 = -172037.350345 nChanged 16 SP:Iteration 28Q (6036.287563 sec): 3 clusters Score: Raw -174569.525796 + Penalty 2521.458377 = -172048.067419 nChanged 12 SP:Iteration 29Q (6036.340504 sec): 3 clusters Score: Raw -174578.668329 + Penalty 2521.458377 = -172057.209952 nChanged 14 SP:Iteration 30Q (6036.390650 sec): 3 clusters Score: Raw -174587.333393 + Penalty 2521.458377 = -172065.875016 nChanged 7 SP:Iteration 31Q (6036.437446 sec): 3 clusters Score: Raw -174593.366977 + Penalty 2521.458377 = -172071.908600 nChanged 9 SP:Iteration 32Q (6036.483117 sec): 3 clusters Score: Raw -174601.136739 + Penalty 2521.458377 = -172079.678362 nChanged 6 SP:Iteration 33Q (6036.528161 sec): 3 clusters Score: Raw -174606.525407 + Penalty 2521.458377 = -172085.067030 nChanged 3 SP:Iteration 34Q (6036.582455 sec): 3 clusters Score: Raw -174607.861786 + Penalty 2521.458377 = -172086.403409 nChanged 2 SP:Iteration 35Q (6036.620800 sec): 3 clusters Score: Raw -174608.593099 + Penalty 2521.458377 = -172087.134722 nChanged 1 SP:Iteration 36Q (6036.676885 sec): 3 clusters Score: Raw -174609.160353 + Penalty 2521.458377 = -172087.701976 nChanged 1 SP:Iteration 37Q (6036.716365 sec): 3 clusters Score: Raw -174609.325249 + Penalty 2521.458377 = -172087.866872 nChanged 0 SP:Iteration 38F (6036.771987 sec): 3 clusters Score: Raw -174609.325249 + Penalty 2521.458377 = -172087.866872 nChanged 0 Trying to split cluster 10 (23398 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6036.830440 sec): 2 clusters Score: Raw -1933840.224141 + Penalty 1634.815947 = -1932205.408194 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6036.916943 sec): 3 clusters Score: Raw -1919614.631235 + Penalty 3269.631894 = -1916344.999341 nChanged 10571 SP:Iteration 1F (6037.006638 sec): 3 clusters Score: Raw -1925434.557797 + Penalty 3269.631894 = -1922164.925903 nChanged 1135 SP:Iteration 2Q (6037.093174 sec): 3 clusters Score: Raw -1925882.768213 + Penalty 3269.631894 = -1922613.136319 nChanged 1236 SP:Iteration 3F (6037.173311 sec): 3 clusters Score: Raw -1926441.143671 + Penalty 3269.631894 = -1923171.511777 nChanged 1347 SP:Iteration 4F (6037.256816 sec): 3 clusters Score: Raw -1927181.265070 + Penalty 3269.631894 = -1923911.633176 nChanged 1522 SP:Iteration 5F (6037.347252 sec): 3 clusters Score: Raw -1928180.189234 + Penalty 3269.631894 = -1924910.557340 nChanged 1730 SP:Iteration 6F (6037.436265 sec): 3 clusters Score: Raw -1929545.485089 + Penalty 3269.631894 = -1926275.853195 nChanged 1656 SP:Iteration 7F (6037.518292 sec): 3 clusters Score: Raw -1930973.766984 + Penalty 3269.631894 = -1927704.135090 nChanged 1306 SP:Iteration 8F (6037.609923 sec): 3 clusters Score: Raw -1932198.262067 + Penalty 3269.631894 = -1928928.630173 nChanged 866 SP:Iteration 9Q (6037.695454 sec): 3 clusters Score: Raw -1933043.749774 + Penalty 3269.631894 = -1929774.117880 nChanged 466 SP:Iteration 10Q (6037.774984 sec): 3 clusters Score: Raw -1933506.722133 + Penalty 3269.631894 = -1930237.090239 nChanged 265 SP:Iteration 11Q (6037.843352 sec): 3 clusters Score: Raw -1933750.532765 + Penalty 3269.631894 = -1930480.900871 nChanged 177 SP:Iteration 12Q (6037.915489 sec): 3 clusters Score: Raw -1933899.893912 + Penalty 3269.631894 = -1930630.262018 nChanged 115 SP:Iteration 13Q (6037.999770 sec): 3 clusters Score: Raw -1933987.765965 + Penalty 3269.631894 = -1930718.134071 nChanged 73 SP:Iteration 14Q (6038.083284 sec): 3 clusters Score: Raw -1934027.114170 + Penalty 3269.631894 = -1930757.482276 nChanged 56 SP:Iteration 15Q (6038.151776 sec): 3 clusters Score: Raw -1934053.749618 + Penalty 3269.631894 = -1930784.117724 nChanged 38 SP:Iteration 16Q (6038.238660 sec): 3 clusters Score: Raw -1934075.492434 + Penalty 3269.631894 = -1930805.860540 nChanged 34 SP:Iteration 17Q (6038.307811 sec): 3 clusters Score: Raw -1934092.885643 + Penalty 3269.631894 = -1930823.253749 nChanged 30 SP:Iteration 18Q (6038.385044 sec): 3 clusters Score: Raw -1934106.964275 + Penalty 3269.631894 = -1930837.332381 nChanged 23 SP:Iteration 19Q (6038.461667 sec): 3 clusters Score: Raw -1934118.062368 + Penalty 3269.631894 = -1930848.430474 nChanged 21 SP:Iteration 20F (6038.550644 sec): 3 clusters Score: Raw -1934128.636239 + Penalty 3269.631894 = -1930859.004345 nChanged 17 SP:Iteration 21Q (6038.628536 sec): 3 clusters Score: Raw -1934136.448160 + Penalty 3269.631894 = -1930866.816266 nChanged 10 SP:Iteration 22Q (6038.703297 sec): 3 clusters Score: Raw -1934140.139026 + Penalty 3269.631894 = -1930870.507132 nChanged 9 SP:Iteration 23Q (6038.766208 sec): 3 clusters Score: Raw -1934143.495526 + Penalty 3269.631894 = -1930873.863632 nChanged 8 SP:Iteration 24Q (6038.845448 sec): 3 clusters Score: Raw -1934147.265578 + Penalty 3269.631894 = -1930877.633684 nChanged 6 SP:Iteration 25Q (6038.936403 sec): 3 clusters Score: Raw -1934150.526963 + Penalty 3269.631894 = -1930880.895069 nChanged 13 SP:Iteration 26Q (6039.015723 sec): 3 clusters Score: Raw -1934156.589069 + Penalty 3269.631894 = -1930886.957175 nChanged 13 SP:Iteration 27Q (6039.095806 sec): 3 clusters Score: Raw -1934161.482692 + Penalty 3269.631894 = -1930891.850798 nChanged 10 SP:Iteration 28Q (6039.171963 sec): 3 clusters Score: Raw -1934164.460078 + Penalty 3269.631894 = -1930894.828184 nChanged 7 SP:Iteration 29Q (6039.240543 sec): 3 clusters Score: Raw -1934166.704083 + Penalty 3269.631894 = -1930897.072189 nChanged 4 SP:Iteration 30Q (6039.327249 sec): 3 clusters Score: Raw -1934167.890227 + Penalty 3269.631894 = -1930898.258333 nChanged 4 SP:Iteration 31Q (6039.391854 sec): 3 clusters Score: Raw -1934169.117924 + Penalty 3269.631894 = -1930899.486030 nChanged 2 SP:Iteration 32Q (6039.464335 sec): 3 clusters Score: Raw -1934169.909669 + Penalty 3269.631894 = -1930900.277775 nChanged 5 SP:Iteration 33Q (6039.551925 sec): 3 clusters Score: Raw -1934171.208880 + Penalty 3269.631894 = -1930901.576986 nChanged 2 SP:Iteration 34Q (6039.619628 sec): 3 clusters Score: Raw -1934172.300426 + Penalty 3269.631894 = -1930902.668532 nChanged 2 SP:Iteration 35Q (6039.702278 sec): 3 clusters Score: Raw -1934173.376712 + Penalty 3269.631894 = -1930903.744818 nChanged 3 SP:Iteration 36Q (6039.777834 sec): 3 clusters Score: Raw -1934174.301042 + Penalty 3269.631894 = -1930904.669149 nChanged 1 SP:Iteration 37Q (6039.842449 sec): 3 clusters Score: Raw -1934174.525538 + Penalty 3269.631894 = -1930904.893644 nChanged 0 SP:Iteration 38F (6039.937236 sec): 3 clusters Score: Raw -1934174.525538 + Penalty 3269.631894 = -1930904.893644 nChanged 0 Trying to split cluster 11 (2461 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6039.967620 sec): 2 clusters Score: Raw -195834.969212 + Penalty 1268.852496 = -194566.116716 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6040.016143 sec): 3 clusters Score: Raw -194757.102677 + Penalty 2537.704991 = -192219.397686 nChanged 858 SP:Iteration 1F (6040.066299 sec): 3 clusters Score: Raw -195271.463422 + Penalty 2537.704991 = -192733.758431 nChanged 194 SP:Iteration 2F (6040.105479 sec): 3 clusters Score: Raw -195377.523072 + Penalty 2537.704991 = -192839.818081 nChanged 105 SP:Iteration 3Q (6040.157597 sec): 3 clusters Score: Raw -195433.813771 + Penalty 2537.704991 = -192896.108780 nChanged 78 SP:Iteration 4Q (6040.198491 sec): 3 clusters Score: Raw -195472.053272 + Penalty 2537.704991 = -192934.348281 nChanged 47 SP:Iteration 5Q (6040.245075 sec): 3 clusters Score: Raw -195497.520347 + Penalty 2537.704991 = -192959.815356 nChanged 64 SP:Iteration 6Q (6040.297172 sec): 3 clusters Score: Raw -195529.725001 + Penalty 2537.704991 = -192992.020010 nChanged 52 SP:Iteration 7Q (6040.339498 sec): 3 clusters Score: Raw -195554.842378 + Penalty 2537.704991 = -193017.137386 nChanged 38 SP:Iteration 8Q (6040.389018 sec): 3 clusters Score: Raw -195571.078254 + Penalty 2537.704991 = -193033.373263 nChanged 36 SP:Iteration 9Q (6040.436121 sec): 3 clusters Score: Raw -195591.595819 + Penalty 2537.704991 = -193053.890828 nChanged 36 SP:Iteration 10Q (6040.487042 sec): 3 clusters Score: Raw -195613.304414 + Penalty 2537.704991 = -193075.599422 nChanged 37 SP:Iteration 11Q (6040.530026 sec): 3 clusters Score: Raw -195634.378361 + Penalty 2537.704991 = -193096.673369 nChanged 44 SP:Iteration 12Q (6040.589000 sec): 3 clusters Score: Raw -195660.557700 + Penalty 2537.704991 = -193122.852708 nChanged 42 SP:Iteration 13Q (6040.641390 sec): 3 clusters Score: Raw -195685.348560 + Penalty 2537.704991 = -193147.643569 nChanged 46 SP:Iteration 14Q (6040.690966 sec): 3 clusters Score: Raw -195712.411361 + Penalty 2537.704991 = -193174.706370 nChanged 42 SP:Iteration 15Q (6040.748438 sec): 3 clusters Score: Raw -195739.069516 + Penalty 2537.704991 = -193201.364524 nChanged 39 SP:Iteration 16Q (6040.797395 sec): 3 clusters Score: Raw -195762.168624 + Penalty 2537.704991 = -193224.463633 nChanged 30 SP:Iteration 17Q (6040.847314 sec): 3 clusters Score: Raw -195778.944294 + Penalty 2537.704991 = -193241.239302 nChanged 30 SP:Iteration 18Q (6040.886080 sec): 3 clusters Score: Raw -195796.854990 + Penalty 2537.704991 = -193259.149998 nChanged 29 SP:Iteration 19Q (6040.931236 sec): 3 clusters Score: Raw -195815.226962 + Penalty 2537.704991 = -193277.521971 nChanged 24 SP:Iteration 20F (6040.976574 sec): 3 clusters Score: Raw -195828.746669 + Penalty 2537.704991 = -193291.041678 nChanged 26 SP:Iteration 21Q (6041.022371 sec): 3 clusters Score: Raw -195846.967911 + Penalty 2537.704991 = -193309.262919 nChanged 24 SP:Iteration 22Q (6041.068125 sec): 3 clusters Score: Raw -195860.009578 + Penalty 2537.704991 = -193322.304587 nChanged 17 SP:Iteration 23Q (6041.113148 sec): 3 clusters Score: Raw -195868.829669 + Penalty 2537.704991 = -193331.124678 nChanged 13 SP:Iteration 24Q (6041.160133 sec): 3 clusters Score: Raw -195874.997949 + Penalty 2537.704991 = -193337.292958 nChanged 14 SP:Iteration 25Q (6041.208925 sec): 3 clusters Score: Raw -195881.479253 + Penalty 2537.704991 = -193343.774262 nChanged 15 SP:Iteration 26Q (6041.254532 sec): 3 clusters Score: Raw -195889.932073 + Penalty 2537.704991 = -193352.227081 nChanged 10 SP:Iteration 27Q (6041.300692 sec): 3 clusters Score: Raw -195895.632665 + Penalty 2537.704991 = -193357.927673 nChanged 9 SP:Iteration 28Q (6041.347350 sec): 3 clusters Score: Raw -195901.533229 + Penalty 2537.704991 = -193363.828238 nChanged 9 SP:Iteration 29Q (6041.394203 sec): 3 clusters Score: Raw -195905.059939 + Penalty 2537.704991 = -193367.354947 nChanged 7 SP:Iteration 30Q (6041.442379 sec): 3 clusters Score: Raw -195907.742188 + Penalty 2537.704991 = -193370.037196 nChanged 5 SP:Iteration 31Q (6041.488263 sec): 3 clusters Score: Raw -195911.067796 + Penalty 2537.704991 = -193373.362805 nChanged 4 SP:Iteration 32Q (6041.534906 sec): 3 clusters Score: Raw -195913.379268 + Penalty 2537.704991 = -193375.674277 nChanged 7 SP:Iteration 33Q (6041.582283 sec): 3 clusters Score: Raw -195917.611060 + Penalty 2537.704991 = -193379.906069 nChanged 5 SP:Iteration 34Q (6041.623544 sec): 3 clusters Score: Raw -195920.494143 + Penalty 2537.704991 = -193382.789152 nChanged 4 SP:Iteration 35Q (6041.676663 sec): 3 clusters Score: Raw -195922.405118 + Penalty 2537.704991 = -193384.700127 nChanged 1 SP:Iteration 36Q (6041.717336 sec): 3 clusters Score: Raw -195922.955048 + Penalty 2537.704991 = -193385.250057 nChanged 2 SP:Iteration 37Q (6041.778793 sec): 3 clusters Score: Raw -195924.209103 + Penalty 2537.704991 = -193386.504111 nChanged 3 SP:Iteration 38Q (6041.816257 sec): 3 clusters Score: Raw -195926.851845 + Penalty 2537.704991 = -193389.146854 nChanged 4 SP:Iteration 39Q (6041.861083 sec): 3 clusters Score: Raw -195930.161705 + Penalty 2537.704991 = -193392.456714 nChanged 5 SP:Iteration 40F (6041.912121 sec): 3 clusters Score: Raw -195932.552159 + Penalty 2537.704991 = -193394.847168 nChanged 5 SP:Iteration 41Q (6041.953809 sec): 3 clusters Score: Raw -195935.570248 + Penalty 2537.704991 = -193397.865257 nChanged 5 SP:Iteration 42Q (6042.004673 sec): 3 clusters Score: Raw -195938.621492 + Penalty 2537.704991 = -193400.916500 nChanged 4 SP:Iteration 43Q (6042.059449 sec): 3 clusters Score: Raw -195940.516130 + Penalty 2537.704991 = -193402.811139 nChanged 5 SP:Iteration 44Q (6042.106072 sec): 3 clusters Score: Raw -195941.867902 + Penalty 2537.704991 = -193404.162910 nChanged 5 SP:Iteration 45Q (6042.151461 sec): 3 clusters Score: Raw -195943.766360 + Penalty 2537.704991 = -193406.061368 nChanged 2 SP:Iteration 46Q (6042.195330 sec): 3 clusters Score: Raw -195944.578920 + Penalty 2537.704991 = -193406.873929 nChanged 1 SP:Iteration 47Q (6042.234076 sec): 3 clusters Score: Raw -195945.238322 + Penalty 2537.704991 = -193407.533330 nChanged 2 SP:Iteration 48Q (6042.282570 sec): 3 clusters Score: Raw -195947.144026 + Penalty 2537.704991 = -193409.439034 nChanged 0 SP:Iteration 49F (6042.334416 sec): 3 clusters Score: Raw -195947.144026 + Penalty 2537.704991 = -193409.439034 nChanged 0 Trying to split cluster 12 (66616 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6042.451364 sec): 2 clusters Score: Raw -5232199.942633 + Penalty 1804.838761 = -5230395.103871 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6042.608902 sec): 3 clusters Score: Raw -5189599.251260 + Penalty 3609.677522 = -5185989.573738 nChanged 31611 SP:Iteration 1F (6042.763388 sec): 3 clusters Score: Raw -5208006.604560 + Penalty 3609.677522 = -5204396.927038 nChanged 2638 SP:Iteration 2Q (6042.936819 sec): 3 clusters Score: Raw -5208749.257802 + Penalty 3609.677522 = -5205139.580279 nChanged 2618 SP:Iteration 3Q (6043.094573 sec): 3 clusters Score: Raw -5209643.764670 + Penalty 3609.677522 = -5206034.087148 nChanged 2961 SP:Iteration 4Q (6043.253983 sec): 3 clusters Score: Raw -5210910.597974 + Penalty 3609.677522 = -5207300.920452 nChanged 3633 SP:Iteration 5F (6043.412461 sec): 3 clusters Score: Raw -5212904.071719 + Penalty 3609.677522 = -5209294.394197 nChanged 4611 SP:Iteration 6F (6043.561327 sec): 3 clusters Score: Raw -5216074.086341 + Penalty 3609.677522 = -5212464.408819 nChanged 5419 SP:Iteration 7F (6043.721802 sec): 3 clusters Score: Raw -5220615.744980 + Penalty 3609.677522 = -5217006.067458 nChanged 5307 SP:Iteration 8F (6043.877074 sec): 3 clusters Score: Raw -5225514.821602 + Penalty 3609.677522 = -5221905.144080 nChanged 3937 SP:Iteration 9F (6044.028468 sec): 3 clusters Score: Raw -5229246.768374 + Penalty 3609.677522 = -5225637.090851 nChanged 2181 SP:Iteration 10Q (6044.184795 sec): 3 clusters Score: Raw -5231282.413550 + Penalty 3609.677522 = -5227672.736028 nChanged 843 SP:Iteration 11Q (6044.328148 sec): 3 clusters Score: Raw -5232045.524153 + Penalty 3609.677522 = -5228435.846631 nChanged 281 SP:Iteration 12Q (6044.463458 sec): 3 clusters Score: Raw -5232324.399972 + Penalty 3609.677522 = -5228714.722450 nChanged 129 SP:Iteration 13Q (6044.600745 sec): 3 clusters Score: Raw -5232471.168914 + Penalty 3609.677522 = -5228861.491392 nChanged 79 SP:Iteration 14Q (6044.736878 sec): 3 clusters Score: Raw -5232552.942250 + Penalty 3609.677522 = -5228943.264728 nChanged 58 SP:Iteration 15Q (6044.873010 sec): 3 clusters Score: Raw -5232610.539556 + Penalty 3609.677522 = -5229000.862034 nChanged 33 SP:Iteration 16Q (6045.004559 sec): 3 clusters Score: Raw -5232631.833634 + Penalty 3609.677522 = -5229022.156112 nChanged 9 SP:Iteration 17Q (6045.128569 sec): 3 clusters Score: Raw -5232639.482430 + Penalty 3609.677522 = -5229029.804908 nChanged 13 SP:Iteration 18Q (6045.250541 sec): 3 clusters Score: Raw -5232650.800957 + Penalty 3609.677522 = -5229041.123435 nChanged 11 SP:Iteration 19Q (6045.365094 sec): 3 clusters Score: Raw -5232659.915030 + Penalty 3609.677522 = -5229050.237508 nChanged 8 SP:Iteration 20F (6045.521468 sec): 3 clusters Score: Raw -5232667.547617 + Penalty 3609.677522 = -5229057.870095 nChanged 10 SP:Iteration 21Q (6045.651471 sec): 3 clusters Score: Raw -5232674.361311 + Penalty 3609.677522 = -5229064.683789 nChanged 2 SP:Iteration 22Q (6045.775967 sec): 3 clusters Score: Raw -5232675.071981 + Penalty 3609.677522 = -5229065.394459 nChanged 1 SP:Iteration 23Q (6045.902237 sec): 3 clusters Score: Raw -5232675.312812 + Penalty 3609.677522 = -5229065.635290 nChanged 0 SP:Iteration 24F (6046.050305 sec): 3 clusters Score: Raw -5232675.312812 + Penalty 3609.677522 = -5229065.635290 nChanged 0 Trying to split cluster 13 (24205 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6046.109107 sec): 2 clusters Score: Raw -2022623.842381 + Penalty 1640.326107 = -2020983.516274 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6046.193696 sec): 3 clusters Score: Raw -2007873.182002 + Penalty 3280.652213 = -2004592.529788 nChanged 11068 SP:Iteration 1F (6046.283186 sec): 3 clusters Score: Raw -2014180.015019 + Penalty 3280.652213 = -2010899.362806 nChanged 1257 SP:Iteration 2F (6046.367366 sec): 3 clusters Score: Raw -2014704.203525 + Penalty 3280.652213 = -2011423.551312 nChanged 1364 SP:Iteration 3F (6046.446113 sec): 3 clusters Score: Raw -2015414.920007 + Penalty 3280.652213 = -2012134.267794 nChanged 1563 SP:Iteration 4F (6046.529366 sec): 3 clusters Score: Raw -2016371.697328 + Penalty 3280.652213 = -2013091.045114 nChanged 1685 SP:Iteration 5F (6046.621779 sec): 3 clusters Score: Raw -2017492.950015 + Penalty 3280.652213 = -2014212.297802 nChanged 1601 SP:Iteration 6F (6046.714795 sec): 3 clusters Score: Raw -2018560.398314 + Penalty 3280.652213 = -2015279.746101 nChanged 1400 SP:Iteration 7F (6046.791767 sec): 3 clusters Score: Raw -2019491.013548 + Penalty 3280.652213 = -2016210.361334 nChanged 1191 SP:Iteration 8Q (6046.885256 sec): 3 clusters Score: Raw -2020287.161568 + Penalty 3280.652213 = -2017006.509354 nChanged 963 SP:Iteration 9Q (6046.970879 sec): 3 clusters Score: Raw -2020895.773440 + Penalty 3280.652213 = -2017615.121226 nChanged 738 SP:Iteration 10Q (6047.070638 sec): 3 clusters Score: Raw -2021324.989879 + Penalty 3280.652213 = -2018044.337666 nChanged 568 SP:Iteration 11Q (6047.153523 sec): 3 clusters Score: Raw -2021659.463048 + Penalty 3280.652213 = -2018378.810834 nChanged 460 SP:Iteration 12Q (6047.240835 sec): 3 clusters Score: Raw -2021940.451246 + Penalty 3280.652213 = -2018659.799033 nChanged 342 SP:Iteration 13Q (6047.332645 sec): 3 clusters Score: Raw -2022122.593038 + Penalty 3280.652213 = -2018841.940825 nChanged 281 SP:Iteration 14Q (6047.417915 sec): 3 clusters Score: Raw -2022296.457324 + Penalty 3280.652213 = -2019015.805110 nChanged 233 SP:Iteration 15Q (6047.505289 sec): 3 clusters Score: Raw -2022427.558922 + Penalty 3280.652213 = -2019146.906709 nChanged 176 SP:Iteration 16Q (6047.573253 sec): 3 clusters Score: Raw -2022549.504264 + Penalty 3280.652213 = -2019268.852051 nChanged 153 SP:Iteration 17Q (6047.660140 sec): 3 clusters Score: Raw -2022635.482646 + Penalty 3280.652213 = -2019354.830433 nChanged 117 SP:Iteration 18Q (6047.742670 sec): 3 clusters Score: Raw -2022703.995504 + Penalty 3280.652213 = -2019423.343290 nChanged 101 SP:Iteration 19Q (6047.828518 sec): 3 clusters Score: Raw -2022760.227467 + Penalty 3280.652213 = -2019479.575253 nChanged 75 SP:Iteration 20F (6047.905207 sec): 3 clusters Score: Raw -2022801.013679 + Penalty 3280.652213 = -2019520.361466 nChanged 64 SP:Iteration 21Q (6047.981530 sec): 3 clusters Score: Raw -2022831.041180 + Penalty 3280.652213 = -2019550.388967 nChanged 50 SP:Iteration 22Q (6048.059572 sec): 3 clusters Score: Raw -2022851.109080 + Penalty 3280.652213 = -2019570.456867 nChanged 38 SP:Iteration 23Q (6048.141047 sec): 3 clusters Score: Raw -2022866.473135 + Penalty 3280.652213 = -2019585.820921 nChanged 46 SP:Iteration 24Q (6048.221354 sec): 3 clusters Score: Raw -2022883.207431 + Penalty 3280.652213 = -2019602.555218 nChanged 32 SP:Iteration 25Q (6048.303037 sec): 3 clusters Score: Raw -2022895.457245 + Penalty 3280.652213 = -2019614.805032 nChanged 29 SP:Iteration 26Q (6048.391982 sec): 3 clusters Score: Raw -2022904.210280 + Penalty 3280.652213 = -2019623.558066 nChanged 18 SP:Iteration 27Q (6048.471177 sec): 3 clusters Score: Raw -2022910.283636 + Penalty 3280.652213 = -2019629.631423 nChanged 10 SP:Iteration 28Q (6048.549945 sec): 3 clusters Score: Raw -2022912.670928 + Penalty 3280.652213 = -2019632.018715 nChanged 12 SP:Iteration 29Q (6048.632020 sec): 3 clusters Score: Raw -2022916.436539 + Penalty 3280.652213 = -2019635.784325 nChanged 14 SP:Iteration 30Q (6048.706498 sec): 3 clusters Score: Raw -2022921.142372 + Penalty 3280.652213 = -2019640.490159 nChanged 13 SP:Iteration 31Q (6048.783393 sec): 3 clusters Score: Raw -2022924.774653 + Penalty 3280.652213 = -2019644.122439 nChanged 9 SP:Iteration 32Q (6048.853713 sec): 3 clusters Score: Raw -2022927.233845 + Penalty 3280.652213 = -2019646.581631 nChanged 7 SP:Iteration 33Q (6048.938765 sec): 3 clusters Score: Raw -2022928.808136 + Penalty 3280.652213 = -2019648.155923 nChanged 3 SP:Iteration 34Q (6049.004863 sec): 3 clusters Score: Raw -2022929.297042 + Penalty 3280.652213 = -2019648.644829 nChanged 6 SP:Iteration 35Q (6049.082507 sec): 3 clusters Score: Raw -2022930.453446 + Penalty 3280.652213 = -2019649.801232 nChanged 5 SP:Iteration 36Q (6049.164501 sec): 3 clusters Score: Raw -2022932.049927 + Penalty 3280.652213 = -2019651.397714 nChanged 3 SP:Iteration 37Q (6049.251924 sec): 3 clusters Score: Raw -2022932.843245 + Penalty 3280.652213 = -2019652.191031 nChanged 4 SP:Iteration 38Q (6049.327472 sec): 3 clusters Score: Raw -2022934.168796 + Penalty 3280.652213 = -2019653.516583 nChanged 5 SP:Iteration 39Q (6049.416583 sec): 3 clusters Score: Raw -2022935.761387 + Penalty 3280.652213 = -2019655.109174 nChanged 5 SP:Iteration 40F (6049.497754 sec): 3 clusters Score: Raw -2022936.799574 + Penalty 3280.652213 = -2019656.147361 nChanged 4 SP:Iteration 41Q (6049.568009 sec): 3 clusters Score: Raw -2022937.407911 + Penalty 3280.652213 = -2019656.755698 nChanged 1 SP:Iteration 42Q (6049.641783 sec): 3 clusters Score: Raw -2022937.656030 + Penalty 3280.652213 = -2019657.003817 nChanged 1 SP:Iteration 43Q (6049.719265 sec): 3 clusters Score: Raw -2022937.742506 + Penalty 3280.652213 = -2019657.090293 nChanged 1 SP:Iteration 44Q (6049.791429 sec): 3 clusters Score: Raw -2022937.953221 + Penalty 3280.652213 = -2019657.301008 nChanged 1 SP:Iteration 45Q (6049.877220 sec): 3 clusters Score: Raw -2022938.165864 + Penalty 3280.652213 = -2019657.513650 nChanged 2 SP:Iteration 46Q (6049.961609 sec): 3 clusters Score: Raw -2022938.326941 + Penalty 3280.652213 = -2019657.674728 nChanged 0 SP:Iteration 47F (6050.049274 sec): 3 clusters Score: Raw -2022938.326941 + Penalty 3280.652213 = -2019657.674728 nChanged 0 Trying to split cluster 14 (24078 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6050.105117 sec): 2 clusters Score: Raw -2038289.140520 + Penalty 1639.471249 = -2036649.669271 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6050.192804 sec): 3 clusters Score: Raw -2023701.026356 + Penalty 3278.942498 = -2020422.083858 nChanged 10966 SP:Iteration 1F (6050.273726 sec): 3 clusters Score: Raw -2030291.967013 + Penalty 3278.942498 = -2027013.024515 nChanged 1569 SP:Iteration 2F (6050.359913 sec): 3 clusters Score: Raw -2031283.206056 + Penalty 3278.942498 = -2028004.263558 nChanged 1665 SP:Iteration 3F (6050.443775 sec): 3 clusters Score: Raw -2032543.218561 + Penalty 3278.942498 = -2029264.276063 nChanged 1806 SP:Iteration 4F (6050.538213 sec): 3 clusters Score: Raw -2033785.823274 + Penalty 3278.942498 = -2030506.880776 nChanged 1656 SP:Iteration 5F (6050.617932 sec): 3 clusters Score: Raw -2034738.529394 + Penalty 3278.942498 = -2031459.586896 nChanged 1349 SP:Iteration 6F (6050.708028 sec): 3 clusters Score: Raw -2035385.997622 + Penalty 3278.942498 = -2032107.055124 nChanged 1011 SP:Iteration 7Q (6050.804485 sec): 3 clusters Score: Raw -2035777.823502 + Penalty 3278.942498 = -2032498.881004 nChanged 777 SP:Iteration 8Q (6050.888262 sec): 3 clusters Score: Raw -2036028.883087 + Penalty 3278.942498 = -2032749.940589 nChanged 545 SP:Iteration 9Q (6050.980785 sec): 3 clusters Score: Raw -2036153.824527 + Penalty 3278.942498 = -2032874.882030 nChanged 380 SP:Iteration 10Q (6051.068348 sec): 3 clusters Score: Raw -2036228.351980 + Penalty 3278.942498 = -2032949.409482 nChanged 280 SP:Iteration 11Q (6051.159038 sec): 3 clusters Score: Raw -2036280.633033 + Penalty 3278.942498 = -2033001.690535 nChanged 251 SP:Iteration 12Q (6051.240447 sec): 3 clusters Score: Raw -2036320.676251 + Penalty 3278.942498 = -2033041.733753 nChanged 219 SP:Iteration 13Q (6051.335582 sec): 3 clusters Score: Raw -2036356.182924 + Penalty 3278.942498 = -2033077.240427 nChanged 216 SP:Iteration 14Q (6051.414506 sec): 3 clusters Score: Raw -2036386.337209 + Penalty 3278.942498 = -2033107.394711 nChanged 185 SP:Iteration 15Q (6051.511524 sec): 3 clusters Score: Raw -2036411.853961 + Penalty 3278.942498 = -2033132.911464 nChanged 191 SP:Iteration 16Q (6051.588566 sec): 3 clusters Score: Raw -2036440.291980 + Penalty 3278.942498 = -2033161.349482 nChanged 194 SP:Iteration 17Q (6051.686945 sec): 3 clusters Score: Raw -2036470.968398 + Penalty 3278.942498 = -2033192.025900 nChanged 193 SP:Iteration 18Q (6051.777587 sec): 3 clusters Score: Raw -2036502.301231 + Penalty 3278.942498 = -2033223.358733 nChanged 179 SP:Iteration 19Q (6051.872519 sec): 3 clusters Score: Raw -2036532.720955 + Penalty 3278.942498 = -2033253.778457 nChanged 187 SP:Iteration 20F (6051.958133 sec): 3 clusters Score: Raw -2036566.390140 + Penalty 3278.942498 = -2033287.447642 nChanged 188 SP:Iteration 21Q (6052.033854 sec): 3 clusters Score: Raw -2036601.315612 + Penalty 3278.942498 = -2033322.373114 nChanged 215 SP:Iteration 22Q (6052.120636 sec): 3 clusters Score: Raw -2036643.534974 + Penalty 3278.942498 = -2033364.592476 nChanged 223 SP:Iteration 23Q (6052.198290 sec): 3 clusters Score: Raw -2036689.991084 + Penalty 3278.942498 = -2033411.048586 nChanged 227 SP:Iteration 24Q (6052.286786 sec): 3 clusters Score: Raw -2036744.028869 + Penalty 3278.942498 = -2033465.086371 nChanged 237 SP:Iteration 25Q (6052.364490 sec): 3 clusters Score: Raw -2036800.177078 + Penalty 3278.942498 = -2033521.234580 nChanged 242 SP:Iteration 26Q (6052.451133 sec): 3 clusters Score: Raw -2036861.991170 + Penalty 3278.942498 = -2033583.048672 nChanged 259 SP:Iteration 27Q (6052.544575 sec): 3 clusters Score: Raw -2036939.880464 + Penalty 3278.942498 = -2033660.937966 nChanged 284 SP:Iteration 28Q (6052.625242 sec): 3 clusters Score: Raw -2037039.229581 + Penalty 3278.942498 = -2033760.287083 nChanged 297 SP:Iteration 29Q (6052.705912 sec): 3 clusters Score: Raw -2037155.438088 + Penalty 3278.942498 = -2033876.495590 nChanged 318 SP:Iteration 30Q (6052.791265 sec): 3 clusters Score: Raw -2037296.972480 + Penalty 3278.942498 = -2034018.029982 nChanged 333 SP:Iteration 31Q (6052.876198 sec): 3 clusters Score: Raw -2037474.974715 + Penalty 3278.942498 = -2034196.032217 nChanged 325 SP:Iteration 32Q (6052.970277 sec): 3 clusters Score: Raw -2037697.031319 + Penalty 3278.942498 = -2034418.088821 nChanged 306 SP:Iteration 33Q (6053.054536 sec): 3 clusters Score: Raw -2037920.799926 + Penalty 3278.942498 = -2034641.857428 nChanged 306 SP:Iteration 34Q (6053.141668 sec): 3 clusters Score: Raw -2038143.518041 + Penalty 3278.942498 = -2034864.575543 nChanged 276 SP:Iteration 35Q (6053.229900 sec): 3 clusters Score: Raw -2038335.169075 + Penalty 3278.942498 = -2035056.226577 nChanged 241 SP:Iteration 36Q (6053.314032 sec): 3 clusters Score: Raw -2038476.601366 + Penalty 3278.942498 = -2035197.658868 nChanged 177 SP:Iteration 37Q (6053.400506 sec): 3 clusters Score: Raw -2038563.543518 + Penalty 3278.942498 = -2035284.601020 nChanged 144 SP:Iteration 38Q (6053.483196 sec): 3 clusters Score: Raw -2038628.038186 + Penalty 3278.942498 = -2035349.095688 nChanged 140 SP:Iteration 39Q (6053.564087 sec): 3 clusters Score: Raw -2038693.738797 + Penalty 3278.942498 = -2035414.796299 nChanged 108 SP:Iteration 40F (6053.648980 sec): 3 clusters Score: Raw -2038739.708805 + Penalty 3278.942498 = -2035460.766308 nChanged 96 SP:Iteration 41Q (6053.726797 sec): 3 clusters Score: Raw -2038776.774604 + Penalty 3278.942498 = -2035497.832106 nChanged 77 SP:Iteration 42Q (6053.807946 sec): 3 clusters Score: Raw -2038800.919436 + Penalty 3278.942498 = -2035521.976938 nChanged 60 SP:Iteration 43Q (6053.884959 sec): 3 clusters Score: Raw -2038818.861434 + Penalty 3278.942498 = -2035539.918936 nChanged 50 SP:Iteration 44Q (6053.940652 sec): 3 clusters Score: Raw -2038829.968465 + Penalty 3278.942498 = -2035551.025967 nChanged 45 SP:Iteration 45Q (6054.020937 sec): 3 clusters Score: Raw -2038840.675816 + Penalty 3278.942498 = -2035561.733318 nChanged 46 SP:Iteration 46Q (6054.102108 sec): 3 clusters Score: Raw -2038850.699806 + Penalty 3278.942498 = -2035571.757308 nChanged 40 SP:Iteration 47Q (6054.170296 sec): 3 clusters Score: Raw -2038857.774646 + Penalty 3278.942498 = -2035578.832149 nChanged 25 SP:Iteration 48Q (6054.234872 sec): 3 clusters Score: Raw -2038861.851743 + Penalty 3278.942498 = -2035582.909245 nChanged 21 SP:Iteration 49Q (6054.315267 sec): 3 clusters Score: Raw -2038867.467417 + Penalty 3278.942498 = -2035588.524920 nChanged 28 SP:Iteration 50Q (6054.391149 sec): 3 clusters Score: Raw -2038872.874593 + Penalty 3278.942498 = -2035593.932095 nChanged 23 SP:Iteration 51Q (6054.475402 sec): 3 clusters Score: Raw -2038876.935369 + Penalty 3278.942498 = -2035597.992871 nChanged 19 SP:Iteration 52Q (6054.548253 sec): 3 clusters Score: Raw -2038881.087206 + Penalty 3278.942498 = -2035602.144708 nChanged 25 SP:Iteration 53Q (6054.631377 sec): 3 clusters Score: Raw -2038886.317142 + Penalty 3278.942498 = -2035607.374644 nChanged 22 SP:Iteration 54Q (6054.715207 sec): 3 clusters Score: Raw -2038891.999654 + Penalty 3278.942498 = -2035613.057156 nChanged 22 SP:Iteration 55Q (6054.794909 sec): 3 clusters Score: Raw -2038896.105984 + Penalty 3278.942498 = -2035617.163486 nChanged 21 SP:Iteration 56Q (6054.878224 sec): 3 clusters Score: Raw -2038901.234632 + Penalty 3278.942498 = -2035622.292134 nChanged 24 SP:Iteration 57Q (6054.960499 sec): 3 clusters Score: Raw -2038907.049192 + Penalty 3278.942498 = -2035628.106694 nChanged 23 SP:Iteration 58Q (6055.038474 sec): 3 clusters Score: Raw -2038911.980410 + Penalty 3278.942498 = -2035633.037912 nChanged 25 SP:Iteration 59Q (6055.112866 sec): 3 clusters Score: Raw -2038917.816603 + Penalty 3278.942498 = -2035638.874105 nChanged 20 SP:Iteration 60F (6055.201144 sec): 3 clusters Score: Raw -2038921.461877 + Penalty 3278.942498 = -2035642.519379 nChanged 11 SP:Iteration 61Q (6055.277676 sec): 3 clusters Score: Raw -2038923.004767 + Penalty 3278.942498 = -2035644.062269 nChanged 11 SP:Iteration 62Q (6055.338667 sec): 3 clusters Score: Raw -2038924.615155 + Penalty 3278.942498 = -2035645.672657 nChanged 6 SP:Iteration 63Q (6055.416494 sec): 3 clusters Score: Raw -2038925.735626 + Penalty 3278.942498 = -2035646.793128 nChanged 7 SP:Iteration 64Q (6055.489486 sec): 3 clusters Score: Raw -2038927.143332 + Penalty 3278.942498 = -2035648.200834 nChanged 4 SP:Iteration 65Q (6055.566489 sec): 3 clusters Score: Raw -2038927.746015 + Penalty 3278.942498 = -2035648.803518 nChanged 4 SP:Iteration 66Q (6055.635668 sec): 3 clusters Score: Raw -2038928.471357 + Penalty 3278.942498 = -2035649.528859 nChanged 4 SP:Iteration 67Q (6055.716848 sec): 3 clusters Score: Raw -2038929.178195 + Penalty 3278.942498 = -2035650.235697 nChanged 4 SP:Iteration 68Q (6055.795442 sec): 3 clusters Score: Raw -2038929.820441 + Penalty 3278.942498 = -2035650.877944 nChanged 2 SP:Iteration 69Q (6055.882443 sec): 3 clusters Score: Raw -2038930.129079 + Penalty 3278.942498 = -2035651.186582 nChanged 5 SP:Iteration 70Q (6055.956730 sec): 3 clusters Score: Raw -2038930.969782 + Penalty 3278.942498 = -2035652.027285 nChanged 4 SP:Iteration 71Q (6056.038470 sec): 3 clusters Score: Raw -2038931.588341 + Penalty 3278.942498 = -2035652.645843 nChanged 7 SP:Iteration 72Q (6056.118143 sec): 3 clusters Score: Raw -2038932.786606 + Penalty 3278.942498 = -2035653.844108 nChanged 7 SP:Iteration 73Q (6056.195456 sec): 3 clusters Score: Raw -2038933.866887 + Penalty 3278.942498 = -2035654.924389 nChanged 13 SP:Iteration 74Q (6056.286291 sec): 3 clusters Score: Raw -2038936.795688 + Penalty 3278.942498 = -2035657.853190 nChanged 15 SP:Iteration 75Q (6056.370045 sec): 3 clusters Score: Raw -2038939.832661 + Penalty 3278.942498 = -2035660.890163 nChanged 16 SP:Iteration 76Q (6056.454182 sec): 3 clusters Score: Raw -2038942.989138 + Penalty 3278.942498 = -2035664.046640 nChanged 13 SP:Iteration 77Q (6056.537727 sec): 3 clusters Score: Raw -2038946.861923 + Penalty 3278.942498 = -2035667.919425 nChanged 12 SP:Iteration 78Q (6056.620823 sec): 3 clusters Score: Raw -2038949.621550 + Penalty 3278.942498 = -2035670.679053 nChanged 10 SP:Iteration 79Q (6056.703688 sec): 3 clusters Score: Raw -2038951.727864 + Penalty 3278.942498 = -2035672.785366 nChanged 8 SP:Iteration 80F (6056.790118 sec): 3 clusters Score: Raw -2038952.789658 + Penalty 3278.942498 = -2035673.847160 nChanged 10 SP:Iteration 81Q (6056.860448 sec): 3 clusters Score: Raw -2038954.389040 + Penalty 3278.942498 = -2035675.446542 nChanged 7 SP:Iteration 82Q (6056.946477 sec): 3 clusters Score: Raw -2038955.676784 + Penalty 3278.942498 = -2035676.734286 nChanged 8 SP:Iteration 83Q (6057.030049 sec): 3 clusters Score: Raw -2038956.863712 + Penalty 3278.942498 = -2035677.921214 nChanged 6 SP:Iteration 84Q (6057.107200 sec): 3 clusters Score: Raw -2038958.207175 + Penalty 3278.942498 = -2035679.264677 nChanged 8 SP:Iteration 85Q (6057.182903 sec): 3 clusters Score: Raw -2038960.552808 + Penalty 3278.942498 = -2035681.610310 nChanged 10 SP:Iteration 86Q (6057.244774 sec): 3 clusters Score: Raw -2038962.771565 + Penalty 3278.942498 = -2035683.829067 nChanged 6 SP:Iteration 87Q (6057.333747 sec): 3 clusters Score: Raw -2038963.991958 + Penalty 3278.942498 = -2035685.049460 nChanged 3 SP:Iteration 88Q (6057.413252 sec): 3 clusters Score: Raw -2038964.823845 + Penalty 3278.942498 = -2035685.881348 nChanged 6 SP:Iteration 89Q (6057.486947 sec): 3 clusters Score: Raw -2038966.135959 + Penalty 3278.942498 = -2035687.193462 nChanged 4 SP:Iteration 90Q (6057.563891 sec): 3 clusters Score: Raw -2038967.136433 + Penalty 3278.942498 = -2035688.193935 nChanged 6 SP:Iteration 91Q (6057.644530 sec): 3 clusters Score: Raw -2038968.585208 + Penalty 3278.942498 = -2035689.642710 nChanged 7 SP:Iteration 92Q (6057.727072 sec): 3 clusters Score: Raw -2038970.682612 + Penalty 3278.942498 = -2035691.740114 nChanged 9 SP:Iteration 93Q (6057.796191 sec): 3 clusters Score: Raw -2038972.086554 + Penalty 3278.942498 = -2035693.144056 nChanged 1 SP:Iteration 94Q (6057.879628 sec): 3 clusters Score: Raw -2038972.541766 + Penalty 3278.942498 = -2035693.599268 nChanged 2 SP:Iteration 95Q (6057.957442 sec): 3 clusters Score: Raw -2038973.007589 + Penalty 3278.942498 = -2035694.065091 nChanged 3 SP:Iteration 96Q (6058.037860 sec): 3 clusters Score: Raw -2038973.446537 + Penalty 3278.942498 = -2035694.504039 nChanged 3 SP:Iteration 97Q (6058.115160 sec): 3 clusters Score: Raw -2038973.910524 + Penalty 3278.942498 = -2035694.968026 nChanged 1 SP:Iteration 98Q (6058.194449 sec): 3 clusters Score: Raw -2038974.494488 + Penalty 3278.942498 = -2035695.551990 nChanged 2 SP:Iteration 99Q (6058.270367 sec): 3 clusters Score: Raw -2038975.156691 + Penalty 3278.942498 = -2035696.214193 nChanged 2 SP:Iteration 100F (6058.353294 sec): 3 clusters Score: Raw -2038975.403926 + Penalty 3278.942498 = -2035696.461428 nChanged 2 SP:Iteration 101Q (6058.433926 sec): 3 clusters Score: Raw -2038975.780866 + Penalty 3278.942498 = -2035696.838368 nChanged 0 SP:Iteration 102F (6058.516198 sec): 3 clusters Score: Raw -2038975.780866 + Penalty 3278.942498 = -2035696.838368 nChanged 0 Trying to split cluster 15 (2896 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6058.544549 sec): 2 clusters Score: Raw -232347.310950 + Penalty 1295.301435 = -231052.009515 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6058.596778 sec): 3 clusters Score: Raw -231000.375555 + Penalty 2590.602870 = -228409.772686 nChanged 1097 SP:Iteration 1F (6058.650265 sec): 3 clusters Score: Raw -231637.932097 + Penalty 2590.602870 = -229047.329227 nChanged 209 SP:Iteration 2F (6058.695853 sec): 3 clusters Score: Raw -231772.383833 + Penalty 2590.602870 = -229181.780963 nChanged 140 SP:Iteration 3Q (6058.753701 sec): 3 clusters Score: Raw -231856.612239 + Penalty 2590.602870 = -229266.009370 nChanged 100 SP:Iteration 4Q (6058.800404 sec): 3 clusters Score: Raw -231902.665318 + Penalty 2590.602870 = -229312.062448 nChanged 66 SP:Iteration 5Q (6058.844190 sec): 3 clusters Score: Raw -231929.740773 + Penalty 2590.602870 = -229339.137904 nChanged 51 SP:Iteration 6Q (6058.900973 sec): 3 clusters Score: Raw -231949.408263 + Penalty 2590.602870 = -229358.805393 nChanged 33 SP:Iteration 7Q (6058.949466 sec): 3 clusters Score: Raw -231961.071583 + Penalty 2590.602870 = -229370.468713 nChanged 21 SP:Iteration 8Q (6058.998640 sec): 3 clusters Score: Raw -231967.897967 + Penalty 2590.602870 = -229377.295097 nChanged 14 SP:Iteration 9Q (6059.036616 sec): 3 clusters Score: Raw -231971.705976 + Penalty 2590.602870 = -229381.103106 nChanged 10 SP:Iteration 10Q (6059.078062 sec): 3 clusters Score: Raw -231973.843147 + Penalty 2590.602870 = -229383.240278 nChanged 7 SP:Iteration 11Q (6059.134019 sec): 3 clusters Score: Raw -231975.963835 + Penalty 2590.602870 = -229385.360965 nChanged 6 SP:Iteration 12Q (6059.178737 sec): 3 clusters Score: Raw -231978.041708 + Penalty 2590.602870 = -229387.438839 nChanged 5 SP:Iteration 13Q (6059.212858 sec): 3 clusters Score: Raw -231978.875886 + Penalty 2590.602870 = -229388.273016 nChanged 2 SP:Iteration 14Q (6059.254333 sec): 3 clusters Score: Raw -231979.365031 + Penalty 2590.602870 = -229388.762161 nChanged 4 SP:Iteration 15Q (6059.305478 sec): 3 clusters Score: Raw -231980.567544 + Penalty 2590.602870 = -229389.964675 nChanged 2 SP:Iteration 16Q (6059.352940 sec): 3 clusters Score: Raw -231982.130582 + Penalty 2590.602870 = -229391.527712 nChanged 7 SP:Iteration 17Q (6059.411485 sec): 3 clusters Score: Raw -231983.957000 + Penalty 2590.602870 = -229393.354131 nChanged 5 SP:Iteration 18Q (6059.449950 sec): 3 clusters Score: Raw -231985.603907 + Penalty 2590.602870 = -229395.001037 nChanged 4 SP:Iteration 19Q (6059.498047 sec): 3 clusters Score: Raw -231987.327426 + Penalty 2590.602870 = -229396.724556 nChanged 4 SP:Iteration 20F (6059.559106 sec): 3 clusters Score: Raw -231988.566553 + Penalty 2590.602870 = -229397.963683 nChanged 1 SP:Iteration 21Q (6059.609301 sec): 3 clusters Score: Raw -231989.081896 + Penalty 2590.602870 = -229398.479026 nChanged 1 SP:Iteration 22Q (6059.656377 sec): 3 clusters Score: Raw -231989.212914 + Penalty 2590.602870 = -229398.610044 nChanged 0 SP:Iteration 23F (6059.706465 sec): 3 clusters Score: Raw -231989.212914 + Penalty 2590.602870 = -229398.610044 nChanged 0 Trying to split cluster 16 (16842 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6059.755830 sec): 2 clusters Score: Raw -1263842.643869 + Penalty 1581.390045 = -1262261.253824 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6059.834617 sec): 3 clusters Score: Raw -1253836.051206 + Penalty 3162.780090 = -1250673.271116 nChanged 7595 SP:Iteration 1F (6059.913021 sec): 3 clusters Score: Raw -1258113.274318 + Penalty 3162.780090 = -1254950.494228 nChanged 967 SP:Iteration 2F (6059.989776 sec): 3 clusters Score: Raw -1258500.923870 + Penalty 3162.780090 = -1255338.143781 nChanged 887 SP:Iteration 3F (6060.068111 sec): 3 clusters Score: Raw -1258868.056331 + Penalty 3162.780090 = -1255705.276241 nChanged 864 SP:Iteration 4F (6060.141503 sec): 3 clusters Score: Raw -1259251.071473 + Penalty 3162.780090 = -1256088.291383 nChanged 848 SP:Iteration 5F (6060.214158 sec): 3 clusters Score: Raw -1259641.269054 + Penalty 3162.780090 = -1256478.488964 nChanged 843 SP:Iteration 6F (6060.295730 sec): 3 clusters Score: Raw -1260073.403218 + Penalty 3162.780090 = -1256910.623128 nChanged 863 SP:Iteration 7F (6060.373599 sec): 3 clusters Score: Raw -1260608.368972 + Penalty 3162.780090 = -1257445.588882 nChanged 939 SP:Iteration 8F (6060.445206 sec): 3 clusters Score: Raw -1261248.169940 + Penalty 3162.780090 = -1258085.389850 nChanged 960 SP:Iteration 9F (6060.520289 sec): 3 clusters Score: Raw -1261928.601150 + Penalty 3162.780090 = -1258765.821060 nChanged 811 SP:Iteration 10Q (6060.584748 sec): 3 clusters Score: Raw -1262518.953567 + Penalty 3162.780090 = -1259356.173477 nChanged 649 SP:Iteration 11Q (6060.653669 sec): 3 clusters Score: Raw -1263025.678076 + Penalty 3162.780090 = -1259862.897986 nChanged 490 SP:Iteration 12Q (6060.731357 sec): 3 clusters Score: Raw -1263402.945080 + Penalty 3162.780090 = -1260240.164990 nChanged 334 SP:Iteration 13Q (6060.807535 sec): 3 clusters Score: Raw -1263692.975530 + Penalty 3162.780090 = -1260530.195440 nChanged 246 SP:Iteration 14Q (6060.879111 sec): 3 clusters Score: Raw -1263865.335445 + Penalty 3162.780090 = -1260702.555356 nChanged 157 SP:Iteration 15Q (6060.936719 sec): 3 clusters Score: Raw -1263991.858219 + Penalty 3162.780090 = -1260829.078130 nChanged 111 SP:Iteration 16Q (6061.015297 sec): 3 clusters Score: Raw -1264075.267358 + Penalty 3162.780090 = -1260912.487269 nChanged 88 SP:Iteration 17Q (6061.089267 sec): 3 clusters Score: Raw -1264145.157311 + Penalty 3162.780090 = -1260982.377221 nChanged 64 SP:Iteration 18Q (6061.161028 sec): 3 clusters Score: Raw -1264202.625419 + Penalty 3162.780090 = -1261039.845329 nChanged 58 SP:Iteration 19Q (6061.223928 sec): 3 clusters Score: Raw -1264258.768054 + Penalty 3162.780090 = -1261095.987964 nChanged 60 SP:Iteration 20F (6061.311717 sec): 3 clusters Score: Raw -1264307.016583 + Penalty 3162.780090 = -1261144.236494 nChanged 52 SP:Iteration 21Q (6061.385889 sec): 3 clusters Score: Raw -1264341.189180 + Penalty 3162.780090 = -1261178.409090 nChanged 43 SP:Iteration 22Q (6061.459702 sec): 3 clusters Score: Raw -1264372.935888 + Penalty 3162.780090 = -1261210.155798 nChanged 38 SP:Iteration 23Q (6061.531216 sec): 3 clusters Score: Raw -1264393.089944 + Penalty 3162.780090 = -1261230.309854 nChanged 21 SP:Iteration 24Q (6061.601642 sec): 3 clusters Score: Raw -1264401.277632 + Penalty 3162.780090 = -1261238.497543 nChanged 13 SP:Iteration 25Q (6061.668427 sec): 3 clusters Score: Raw -1264408.793860 + Penalty 3162.780090 = -1261246.013770 nChanged 16 SP:Iteration 26Q (6061.733873 sec): 3 clusters Score: Raw -1264418.612660 + Penalty 3162.780090 = -1261255.832570 nChanged 24 SP:Iteration 27Q (6061.804872 sec): 3 clusters Score: Raw -1264432.604626 + Penalty 3162.780090 = -1261269.824536 nChanged 23 SP:Iteration 28Q (6061.873545 sec): 3 clusters Score: Raw -1264446.435615 + Penalty 3162.780090 = -1261283.655525 nChanged 24 SP:Iteration 29Q (6061.924818 sec): 3 clusters Score: Raw -1264459.745517 + Penalty 3162.780090 = -1261296.965427 nChanged 23 SP:Iteration 30Q (6062.007472 sec): 3 clusters Score: Raw -1264473.434489 + Penalty 3162.780090 = -1261310.654399 nChanged 18 SP:Iteration 31Q (6062.066675 sec): 3 clusters Score: Raw -1264481.686908 + Penalty 3162.780090 = -1261318.906819 nChanged 15 SP:Iteration 32Q (6062.145452 sec): 3 clusters Score: Raw -1264487.406004 + Penalty 3162.780090 = -1261324.625915 nChanged 13 SP:Iteration 33Q (6062.207056 sec): 3 clusters Score: Raw -1264493.289136 + Penalty 3162.780090 = -1261330.509046 nChanged 10 SP:Iteration 34Q (6062.280242 sec): 3 clusters Score: Raw -1264499.255407 + Penalty 3162.780090 = -1261336.475317 nChanged 13 SP:Iteration 35Q (6062.343230 sec): 3 clusters Score: Raw -1264503.664633 + Penalty 3162.780090 = -1261340.884543 nChanged 10 SP:Iteration 36Q (6062.411363 sec): 3 clusters Score: Raw -1264507.538781 + Penalty 3162.780090 = -1261344.758691 nChanged 8 SP:Iteration 37Q (6062.483729 sec): 3 clusters Score: Raw -1264509.777713 + Penalty 3162.780090 = -1261346.997623 nChanged 8 SP:Iteration 38Q (6062.540646 sec): 3 clusters Score: Raw -1264513.301087 + Penalty 3162.780090 = -1261350.520997 nChanged 12 SP:Iteration 39Q (6062.612918 sec): 3 clusters Score: Raw -1264518.341337 + Penalty 3162.780090 = -1261355.561247 nChanged 10 SP:Iteration 40F (6062.690434 sec): 3 clusters Score: Raw -1264521.682567 + Penalty 3162.780090 = -1261358.902477 nChanged 11 SP:Iteration 41Q (6062.756848 sec): 3 clusters Score: Raw -1264526.348531 + Penalty 3162.780090 = -1261363.568441 nChanged 13 SP:Iteration 42Q (6062.821139 sec): 3 clusters Score: Raw -1264534.448775 + Penalty 3162.780090 = -1261371.668685 nChanged 14 SP:Iteration 43Q (6062.887576 sec): 3 clusters Score: Raw -1264542.457143 + Penalty 3162.780090 = -1261379.677053 nChanged 21 SP:Iteration 44Q (6062.964198 sec): 3 clusters Score: Raw -1264551.916596 + Penalty 3162.780090 = -1261389.136506 nChanged 20 SP:Iteration 45Q (6063.034900 sec): 3 clusters Score: Raw -1264562.173315 + Penalty 3162.780090 = -1261399.393225 nChanged 23 SP:Iteration 46Q (6063.104795 sec): 3 clusters Score: Raw -1264572.393110 + Penalty 3162.780090 = -1261409.613020 nChanged 27 SP:Iteration 47Q (6063.171478 sec): 3 clusters Score: Raw -1264591.776040 + Penalty 3162.780090 = -1261428.995950 nChanged 32 SP:Iteration 48Q (6063.241271 sec): 3 clusters Score: Raw -1264610.509449 + Penalty 3162.780090 = -1261447.729359 nChanged 29 SP:Iteration 49Q (6063.310306 sec): 3 clusters Score: Raw -1264626.752740 + Penalty 3162.780090 = -1261463.972650 nChanged 29 SP:Iteration 50Q (6063.383790 sec): 3 clusters Score: Raw -1264639.036462 + Penalty 3162.780090 = -1261476.256372 nChanged 27 SP:Iteration 51Q (6063.453867 sec): 3 clusters Score: Raw -1264650.242626 + Penalty 3162.780090 = -1261487.462536 nChanged 25 SP:Iteration 52Q (6063.525252 sec): 3 clusters Score: Raw -1264661.047895 + Penalty 3162.780090 = -1261498.267805 nChanged 15 SP:Iteration 53Q (6063.600975 sec): 3 clusters Score: Raw -1264668.970605 + Penalty 3162.780090 = -1261506.190515 nChanged 19 SP:Iteration 54Q (6063.669962 sec): 3 clusters Score: Raw -1264676.091724 + Penalty 3162.780090 = -1261513.311634 nChanged 12 SP:Iteration 55Q (6063.744490 sec): 3 clusters Score: Raw -1264679.609794 + Penalty 3162.780090 = -1261516.829704 nChanged 8 SP:Iteration 56Q (6063.816766 sec): 3 clusters Score: Raw -1264681.610011 + Penalty 3162.780090 = -1261518.829921 nChanged 2 SP:Iteration 57Q (6063.865206 sec): 3 clusters Score: Raw -1264682.135385 + Penalty 3162.780090 = -1261519.355295 nChanged 4 SP:Iteration 58Q (6063.925470 sec): 3 clusters Score: Raw -1264682.820527 + Penalty 3162.780090 = -1261520.040437 nChanged 1 SP:Iteration 59Q (6063.994050 sec): 3 clusters Score: Raw -1264682.935213 + Penalty 3162.780090 = -1261520.155124 nChanged 1 SP:Iteration 60F (6064.071434 sec): 3 clusters Score: Raw -1264683.105698 + Penalty 3162.780090 = -1261520.325608 nChanged 1 SP:Iteration 61Q (6064.141402 sec): 3 clusters Score: Raw -1264683.372671 + Penalty 3162.780090 = -1261520.592581 nChanged 2 SP:Iteration 62Q (6064.207440 sec): 3 clusters Score: Raw -1264683.815418 + Penalty 3162.780090 = -1261521.035329 nChanged 3 SP:Iteration 63Q (6064.280998 sec): 3 clusters Score: Raw -1264684.283182 + Penalty 3162.780090 = -1261521.503093 nChanged 1 SP:Iteration 64Q (6064.354665 sec): 3 clusters Score: Raw -1264684.450801 + Penalty 3162.780090 = -1261521.670711 nChanged 4 SP:Iteration 65Q (6064.412188 sec): 3 clusters Score: Raw -1264685.114435 + Penalty 3162.780090 = -1261522.334345 nChanged 4 SP:Iteration 66Q (6064.478127 sec): 3 clusters Score: Raw -1264685.903328 + Penalty 3162.780090 = -1261523.123238 nChanged 2 SP:Iteration 67Q (6064.552699 sec): 3 clusters Score: Raw -1264686.194338 + Penalty 3162.780090 = -1261523.414248 nChanged 2 SP:Iteration 68Q (6064.619011 sec): 3 clusters Score: Raw -1264686.717186 + Penalty 3162.780090 = -1261523.937096 nChanged 5 SP:Iteration 69Q (6064.681360 sec): 3 clusters Score: Raw -1264688.172926 + Penalty 3162.780090 = -1261525.392836 nChanged 8 SP:Iteration 70Q (6064.744256 sec): 3 clusters Score: Raw -1264690.833965 + Penalty 3162.780090 = -1261528.053876 nChanged 3 SP:Iteration 71Q (6064.820751 sec): 3 clusters Score: Raw -1264691.585001 + Penalty 3162.780090 = -1261528.804911 nChanged 5 SP:Iteration 72Q (6064.882105 sec): 3 clusters Score: Raw -1264692.902928 + Penalty 3162.780090 = -1261530.122838 nChanged 3 SP:Iteration 73Q (6064.961049 sec): 3 clusters Score: Raw -1264693.871570 + Penalty 3162.780090 = -1261531.091480 nChanged 6 SP:Iteration 74Q (6064.997951 sec): 3 clusters Score: Raw -1264695.165356 + Penalty 3162.780090 = -1261532.385266 nChanged 2 SP:Iteration 75Q (6065.071422 sec): 3 clusters Score: Raw -1264695.547646 + Penalty 3162.780090 = -1261532.767556 nChanged 2 SP:Iteration 76Q (6065.152788 sec): 3 clusters Score: Raw -1264695.787670 + Penalty 3162.780090 = -1261533.007580 nChanged 3 SP:Iteration 77Q (6065.220302 sec): 3 clusters Score: Raw -1264696.289871 + Penalty 3162.780090 = -1261533.509781 nChanged 2 SP:Iteration 78Q (6065.282288 sec): 3 clusters Score: Raw -1264696.812469 + Penalty 3162.780090 = -1261534.032380 nChanged 3 SP:Iteration 79Q (6065.358884 sec): 3 clusters Score: Raw -1264697.184764 + Penalty 3162.780090 = -1261534.404674 nChanged 0 SP:Iteration 80F (6065.439142 sec): 3 clusters Score: Raw -1264697.184764 + Penalty 3162.780090 = -1261534.404674 nChanged 0 Trying to split cluster 17 (34996 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6065.509842 sec): 2 clusters Score: Raw -2909045.690449 + Penalty 1700.235720 = -2907345.454729 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6065.606696 sec): 3 clusters Score: Raw -2887561.714799 + Penalty 3400.471441 = -2884161.243359 nChanged 15994 SP:Iteration 1F (6065.720733 sec): 3 clusters Score: Raw -2896459.338987 + Penalty 3400.471441 = -2893058.867547 nChanged 1558 SP:Iteration 2Q (6065.833009 sec): 3 clusters Score: Raw -2897000.142103 + Penalty 3400.471441 = -2893599.670662 nChanged 1600 SP:Iteration 3Q (6065.948564 sec): 3 clusters Score: Raw -2897716.858859 + Penalty 3400.471441 = -2894316.387418 nChanged 1823 SP:Iteration 4F (6066.065897 sec): 3 clusters Score: Raw -2898663.345907 + Penalty 3400.471441 = -2895262.874467 nChanged 2064 SP:Iteration 5F (6066.171445 sec): 3 clusters Score: Raw -2899933.763522 + Penalty 3400.471441 = -2896533.292081 nChanged 2374 SP:Iteration 6F (6066.282911 sec): 3 clusters Score: Raw -2901509.367280 + Penalty 3400.471441 = -2898108.895839 nChanged 2304 SP:Iteration 7F (6066.384046 sec): 3 clusters Score: Raw -2903052.391166 + Penalty 3400.471441 = -2899651.919725 nChanged 2006 SP:Iteration 8F (6066.496829 sec): 3 clusters Score: Raw -2904436.303743 + Penalty 3400.471441 = -2901035.832302 nChanged 1645 SP:Iteration 9Q (6066.608842 sec): 3 clusters Score: Raw -2905555.584849 + Penalty 3400.471441 = -2902155.113408 nChanged 1255 SP:Iteration 10Q (6066.718680 sec): 3 clusters Score: Raw -2906330.740046 + Penalty 3400.471441 = -2902930.268606 nChanged 1014 SP:Iteration 11Q (6066.821982 sec): 3 clusters Score: Raw -2906917.704862 + Penalty 3400.471441 = -2903517.233421 nChanged 863 SP:Iteration 12Q (6066.926209 sec): 3 clusters Score: Raw -2907375.575180 + Penalty 3400.471441 = -2903975.103739 nChanged 717 SP:Iteration 13Q (6067.031039 sec): 3 clusters Score: Raw -2907725.136506 + Penalty 3400.471441 = -2904324.665065 nChanged 616 SP:Iteration 14Q (6067.124884 sec): 3 clusters Score: Raw -2908023.059006 + Penalty 3400.471441 = -2904622.587565 nChanged 578 SP:Iteration 15Q (6067.232000 sec): 3 clusters Score: Raw -2908293.768704 + Penalty 3400.471441 = -2904893.297263 nChanged 491 SP:Iteration 16Q (6067.327907 sec): 3 clusters Score: Raw -2908507.418947 + Penalty 3400.471441 = -2905106.947506 nChanged 428 SP:Iteration 17Q (6067.440111 sec): 3 clusters Score: Raw -2908690.337652 + Penalty 3400.471441 = -2905289.866211 nChanged 402 SP:Iteration 18Q (6067.545914 sec): 3 clusters Score: Raw -2908868.122157 + Penalty 3400.471441 = -2905467.650716 nChanged 322 SP:Iteration 19Q (6067.640823 sec): 3 clusters Score: Raw -2908995.903591 + Penalty 3400.471441 = -2905595.432150 nChanged 277 SP:Iteration 20F (6067.756391 sec): 3 clusters Score: Raw -2909110.371878 + Penalty 3400.471441 = -2905709.900438 nChanged 213 SP:Iteration 21Q (6067.848494 sec): 3 clusters Score: Raw -2909203.496309 + Penalty 3400.471441 = -2905803.024868 nChanged 207 SP:Iteration 22Q (6067.958018 sec): 3 clusters Score: Raw -2909284.551703 + Penalty 3400.471441 = -2905884.080263 nChanged 154 SP:Iteration 23Q (6068.057297 sec): 3 clusters Score: Raw -2909338.912629 + Penalty 3400.471441 = -2905938.441188 nChanged 132 SP:Iteration 24Q (6068.163119 sec): 3 clusters Score: Raw -2909382.507266 + Penalty 3400.471441 = -2905982.035826 nChanged 125 SP:Iteration 25Q (6068.256914 sec): 3 clusters Score: Raw -2909423.307354 + Penalty 3400.471441 = -2906022.835913 nChanged 108 SP:Iteration 26Q (6068.359403 sec): 3 clusters Score: Raw -2909462.247345 + Penalty 3400.471441 = -2906061.775905 nChanged 104 SP:Iteration 27Q (6068.459798 sec): 3 clusters Score: Raw -2909497.798228 + Penalty 3400.471441 = -2906097.326787 nChanged 89 SP:Iteration 28Q (6068.557304 sec): 3 clusters Score: Raw -2909524.362463 + Penalty 3400.471441 = -2906123.891022 nChanged 82 SP:Iteration 29Q (6068.654526 sec): 3 clusters Score: Raw -2909552.351463 + Penalty 3400.471441 = -2906151.880023 nChanged 71 SP:Iteration 30Q (6068.746995 sec): 3 clusters Score: Raw -2909584.167196 + Penalty 3400.471441 = -2906183.695755 nChanged 68 SP:Iteration 31Q (6068.830000 sec): 3 clusters Score: Raw -2909616.012854 + Penalty 3400.471441 = -2906215.541414 nChanged 56 SP:Iteration 32Q (6068.928938 sec): 3 clusters Score: Raw -2909639.652962 + Penalty 3400.471441 = -2906239.181521 nChanged 49 SP:Iteration 33Q (6069.023176 sec): 3 clusters Score: Raw -2909656.143377 + Penalty 3400.471441 = -2906255.671936 nChanged 38 SP:Iteration 34Q (6069.117974 sec): 3 clusters Score: Raw -2909666.882663 + Penalty 3400.471441 = -2906266.411222 nChanged 29 SP:Iteration 35Q (6069.209721 sec): 3 clusters Score: Raw -2909673.587790 + Penalty 3400.471441 = -2906273.116349 nChanged 26 SP:Iteration 36Q (6069.317348 sec): 3 clusters Score: Raw -2909680.086180 + Penalty 3400.471441 = -2906279.614740 nChanged 22 SP:Iteration 37Q (6069.408709 sec): 3 clusters Score: Raw -2909685.540713 + Penalty 3400.471441 = -2906285.069272 nChanged 18 SP:Iteration 38Q (6069.507883 sec): 3 clusters Score: Raw -2909689.942927 + Penalty 3400.471441 = -2906289.471486 nChanged 16 SP:Iteration 39Q (6069.590443 sec): 3 clusters Score: Raw -2909693.412779 + Penalty 3400.471441 = -2906292.941338 nChanged 11 SP:Iteration 40F (6069.690141 sec): 3 clusters Score: Raw -2909695.030578 + Penalty 3400.471441 = -2906294.559137 nChanged 10 SP:Iteration 41Q (6069.787280 sec): 3 clusters Score: Raw -2909697.061864 + Penalty 3400.471441 = -2906296.590423 nChanged 10 SP:Iteration 42Q (6069.892024 sec): 3 clusters Score: Raw -2909699.293960 + Penalty 3400.471441 = -2906298.822520 nChanged 4 SP:Iteration 43Q (6069.979824 sec): 3 clusters Score: Raw -2909700.163280 + Penalty 3400.471441 = -2906299.691840 nChanged 4 SP:Iteration 44Q (6070.080977 sec): 3 clusters Score: Raw -2909700.613878 + Penalty 3400.471441 = -2906300.142438 nChanged 2 SP:Iteration 45Q (6070.168135 sec): 3 clusters Score: Raw -2909700.916613 + Penalty 3400.471441 = -2906300.445172 nChanged 1 SP:Iteration 46Q (6070.274181 sec): 3 clusters Score: Raw -2909700.982452 + Penalty 3400.471441 = -2906300.511011 nChanged 0 SP:Iteration 47F (6070.382803 sec): 3 clusters Score: Raw -2909700.982452 + Penalty 3400.471441 = -2906300.511011 nChanged 0 Trying to split cluster 18 (2331 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6070.412238 sec): 2 clusters Score: Raw -178496.932311 + Penalty 1260.033554 = -177236.898757 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6070.462480 sec): 3 clusters Score: Raw -177484.413640 + Penalty 2520.067108 = -174964.346533 nChanged 904 SP:Iteration 1F (6070.518074 sec): 3 clusters Score: Raw -178342.852434 + Penalty 2520.067108 = -175822.785326 nChanged 285 SP:Iteration 2F (6070.567837 sec): 3 clusters Score: Raw -178808.448700 + Penalty 2520.067108 = -176288.381592 nChanged 233 SP:Iteration 3F (6070.622616 sec): 3 clusters Score: Raw -179265.496609 + Penalty 2520.067108 = -176745.429501 nChanged 191 SP:Iteration 4F (6070.662692 sec): 3 clusters Score: Raw -179644.931320 + Penalty 2520.067108 = -177124.864212 nChanged 127 SP:Iteration 5F (6070.718345 sec): 3 clusters Score: Raw -179944.882346 + Penalty 2520.067108 = -177424.815239 nChanged 108 SP:Iteration 6Q (6070.758119 sec): 3 clusters Score: Raw -180167.616632 + Penalty 2520.067108 = -177647.549524 nChanged 59 SP:Iteration 7Q (6070.813669 sec): 3 clusters Score: Raw -180264.252528 + Penalty 2520.067108 = -177744.185420 nChanged 34 SP:Iteration 8Q (6070.861935 sec): 3 clusters Score: Raw -180305.994021 + Penalty 2520.067108 = -177785.926913 nChanged 20 SP:Iteration 9Q (6070.914298 sec): 3 clusters Score: Raw -180323.726642 + Penalty 2520.067108 = -177803.659534 nChanged 9 SP:Iteration 10Q (6070.968968 sec): 3 clusters Score: Raw -180330.867701 + Penalty 2520.067108 = -177810.800593 nChanged 7 SP:Iteration 11Q (6071.011869 sec): 3 clusters Score: Raw -180335.720614 + Penalty 2520.067108 = -177815.653506 nChanged 6 SP:Iteration 12Q (6071.047519 sec): 3 clusters Score: Raw -180337.595887 + Penalty 2520.067108 = -177817.528779 nChanged 3 SP:Iteration 13Q (6071.092438 sec): 3 clusters Score: Raw -180340.569101 + Penalty 2520.067108 = -177820.501993 nChanged 1 SP:Iteration 14Q (6071.135741 sec): 3 clusters Score: Raw -180341.372586 + Penalty 2520.067108 = -177821.305479 nChanged 0 SP:Iteration 15F (6071.192527 sec): 3 clusters Score: Raw -180341.372586 + Penalty 2520.067108 = -177821.305479 nChanged 0 Score: Raw -49145812.938845 + Penalty 88911.006508 = -49056901.932337 Splitting cluster 18 changes total score from -49057223.522282 to -49056901.932337 So it's not getting split. Trying to split cluster 19 (4611 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6087.791905 sec): 2 clusters Score: Raw -354032.983956 + Penalty 1370.882505 = -352662.101450 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6087.850839 sec): 3 clusters Score: Raw -351658.254815 + Penalty 2741.765010 = -348916.489804 nChanged 1856 SP:Iteration 1F (6087.901781 sec): 3 clusters Score: Raw -352685.950928 + Penalty 2741.765010 = -349944.185918 nChanged 326 SP:Iteration 2F (6087.959577 sec): 3 clusters Score: Raw -352868.644538 + Penalty 2741.765010 = -350126.879528 nChanged 274 SP:Iteration 3F (6088.010728 sec): 3 clusters Score: Raw -353015.398362 + Penalty 2741.765010 = -350273.633351 nChanged 210 SP:Iteration 4Q (6088.063588 sec): 3 clusters Score: Raw -353130.753683 + Penalty 2741.765010 = -350388.988673 nChanged 196 SP:Iteration 5Q (6088.121453 sec): 3 clusters Score: Raw -353239.154043 + Penalty 2741.765010 = -350497.389033 nChanged 153 SP:Iteration 6Q (6088.183214 sec): 3 clusters Score: Raw -353313.405291 + Penalty 2741.765010 = -350571.640281 nChanged 137 SP:Iteration 7Q (6088.240817 sec): 3 clusters Score: Raw -353384.665036 + Penalty 2741.765010 = -350642.900025 nChanged 115 SP:Iteration 8Q (6088.296016 sec): 3 clusters Score: Raw -353435.985251 + Penalty 2741.765010 = -350694.220240 nChanged 95 SP:Iteration 9Q (6088.351079 sec): 3 clusters Score: Raw -353477.878367 + Penalty 2741.765010 = -350736.113356 nChanged 84 SP:Iteration 10Q (6088.394466 sec): 3 clusters Score: Raw -353509.363089 + Penalty 2741.765010 = -350767.598079 nChanged 65 SP:Iteration 11Q (6088.454261 sec): 3 clusters Score: Raw -353530.819545 + Penalty 2741.765010 = -350789.054534 nChanged 57 SP:Iteration 12Q (6088.504172 sec): 3 clusters Score: Raw -353557.870437 + Penalty 2741.765010 = -350816.105426 nChanged 68 SP:Iteration 13Q (6088.554769 sec): 3 clusters Score: Raw -353591.648698 + Penalty 2741.765010 = -350849.883688 nChanged 85 SP:Iteration 14Q (6088.608987 sec): 3 clusters Score: Raw -353657.194055 + Penalty 2741.765010 = -350915.429045 nChanged 104 SP:Iteration 15Q (6088.656128 sec): 3 clusters Score: Raw -353734.689740 + Penalty 2741.765010 = -350992.924730 nChanged 117 SP:Iteration 16Q (6088.698921 sec): 3 clusters Score: Raw -353822.524305 + Penalty 2741.765010 = -351080.759295 nChanged 129 SP:Iteration 17Q (6088.758582 sec): 3 clusters Score: Raw -353908.544519 + Penalty 2741.765010 = -351166.779508 nChanged 126 SP:Iteration 18Q (6088.803430 sec): 3 clusters Score: Raw -353993.111331 + Penalty 2741.765010 = -351251.346321 nChanged 128 SP:Iteration 19Q (6088.855603 sec): 3 clusters Score: Raw -354070.912525 + Penalty 2741.765010 = -351329.147515 nChanged 99 SP:Iteration 20F (6088.919989 sec): 3 clusters Score: Raw -354119.681572 + Penalty 2741.765010 = -351377.916562 nChanged 59 SP:Iteration 21Q (6088.963206 sec): 3 clusters Score: Raw -354142.400658 + Penalty 2741.765010 = -351400.635648 nChanged 43 SP:Iteration 22Q (6089.018958 sec): 3 clusters Score: Raw -354158.566270 + Penalty 2741.765010 = -351416.801260 nChanged 34 SP:Iteration 23Q (6089.080620 sec): 3 clusters Score: Raw -354174.442651 + Penalty 2741.765010 = -351432.677640 nChanged 33 SP:Iteration 24Q (6089.131987 sec): 3 clusters Score: Raw -354189.260457 + Penalty 2741.765010 = -351447.495446 nChanged 30 SP:Iteration 25Q (6089.168253 sec): 3 clusters Score: Raw -354201.393439 + Penalty 2741.765010 = -351459.628429 nChanged 26 SP:Iteration 26Q (6089.217909 sec): 3 clusters Score: Raw -354214.595422 + Penalty 2741.765010 = -351472.830412 nChanged 27 SP:Iteration 27Q (6089.277045 sec): 3 clusters Score: Raw -354224.333779 + Penalty 2741.765010 = -351482.568768 nChanged 21 SP:Iteration 28Q (6089.320896 sec): 3 clusters Score: Raw -354231.641632 + Penalty 2741.765010 = -351489.876621 nChanged 15 SP:Iteration 29Q (6089.366906 sec): 3 clusters Score: Raw -354241.932702 + Penalty 2741.765010 = -351500.167691 nChanged 18 SP:Iteration 30Q (6089.427845 sec): 3 clusters Score: Raw -354249.677255 + Penalty 2741.765010 = -351507.912245 nChanged 17 SP:Iteration 31Q (6089.483996 sec): 3 clusters Score: Raw -354256.312052 + Penalty 2741.765010 = -351514.547041 nChanged 13 SP:Iteration 32Q (6089.533278 sec): 3 clusters Score: Raw -354262.781665 + Penalty 2741.765010 = -351521.016654 nChanged 15 SP:Iteration 33Q (6089.586736 sec): 3 clusters Score: Raw -354268.768354 + Penalty 2741.765010 = -351527.003344 nChanged 15 SP:Iteration 34Q (6089.631588 sec): 3 clusters Score: Raw -354273.969257 + Penalty 2741.765010 = -351532.204246 nChanged 15 SP:Iteration 35Q (6089.684229 sec): 3 clusters Score: Raw -354280.410521 + Penalty 2741.765010 = -351538.645510 nChanged 15 SP:Iteration 36Q (6089.743197 sec): 3 clusters Score: Raw -354284.349354 + Penalty 2741.765010 = -351542.584343 nChanged 11 SP:Iteration 37Q (6089.797410 sec): 3 clusters Score: Raw -354286.610682 + Penalty 2741.765010 = -351544.845672 nChanged 6 SP:Iteration 38Q (6089.851413 sec): 3 clusters Score: Raw -354288.954323 + Penalty 2741.765010 = -351547.189312 nChanged 6 SP:Iteration 39Q (6089.899421 sec): 3 clusters Score: Raw -354293.605357 + Penalty 2741.765010 = -351551.840346 nChanged 9 SP:Iteration 40F (6089.950348 sec): 3 clusters Score: Raw -354296.213576 + Penalty 2741.765010 = -351554.448565 nChanged 13 SP:Iteration 41Q (6089.997015 sec): 3 clusters Score: Raw -354300.733292 + Penalty 2741.765010 = -351558.968281 nChanged 11 SP:Iteration 42Q (6090.045400 sec): 3 clusters Score: Raw -354306.345452 + Penalty 2741.765010 = -351564.580442 nChanged 12 SP:Iteration 43Q (6090.090286 sec): 3 clusters Score: Raw -354311.531266 + Penalty 2741.765010 = -351569.766255 nChanged 10 SP:Iteration 44Q (6090.139611 sec): 3 clusters Score: Raw -354315.580524 + Penalty 2741.765010 = -351573.815514 nChanged 7 SP:Iteration 45Q (6090.195638 sec): 3 clusters Score: Raw -354319.511703 + Penalty 2741.765010 = -351577.746693 nChanged 9 SP:Iteration 46Q (6090.247079 sec): 3 clusters Score: Raw -354321.491829 + Penalty 2741.765010 = -351579.726818 nChanged 3 SP:Iteration 47Q (6090.293102 sec): 3 clusters Score: Raw -354322.059731 + Penalty 2741.765010 = -351580.294721 nChanged 3 SP:Iteration 48Q (6090.348751 sec): 3 clusters Score: Raw -354322.615261 + Penalty 2741.765010 = -351580.850250 nChanged 1 SP:Iteration 49Q (6090.401282 sec): 3 clusters Score: Raw -354322.798719 + Penalty 2741.765010 = -351581.033709 nChanged 2 SP:Iteration 50Q (6090.446456 sec): 3 clusters Score: Raw -354323.286410 + Penalty 2741.765010 = -351581.521400 nChanged 0 SP:Iteration 51F (6090.502734 sec): 3 clusters Score: Raw -354323.286410 + Penalty 2741.765010 = -351581.521400 nChanged 0 Trying to split cluster 20 (2293 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6090.534166 sec): 2 clusters Score: Raw -183515.842610 + Penalty 1257.362646 = -182258.479964 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6090.568811 sec): 3 clusters Score: Raw -182497.584156 + Penalty 2514.725292 = -179982.858864 nChanged 836 SP:Iteration 1F (6090.616447 sec): 3 clusters Score: Raw -183000.296848 + Penalty 2514.725292 = -180485.571556 nChanged 172 SP:Iteration 2F (6090.667630 sec): 3 clusters Score: Raw -183112.838236 + Penalty 2514.725292 = -180598.112944 nChanged 102 SP:Iteration 3Q (6090.703323 sec): 3 clusters Score: Raw -183178.271730 + Penalty 2514.725292 = -180663.546438 nChanged 85 SP:Iteration 4Q (6090.743272 sec): 3 clusters Score: Raw -183232.092346 + Penalty 2514.725292 = -180717.367054 nChanged 84 SP:Iteration 5Q (6090.798960 sec): 3 clusters Score: Raw -183291.156973 + Penalty 2514.725292 = -180776.431681 nChanged 84 SP:Iteration 6Q (6090.846716 sec): 3 clusters Score: Raw -183355.507699 + Penalty 2514.725292 = -180840.782407 nChanged 82 SP:Iteration 7Q (6090.890877 sec): 3 clusters Score: Raw -183416.842914 + Penalty 2514.725292 = -180902.117622 nChanged 68 SP:Iteration 8Q (6090.937996 sec): 3 clusters Score: Raw -183463.369132 + Penalty 2514.725292 = -180948.643840 nChanged 60 SP:Iteration 9Q (6090.987466 sec): 3 clusters Score: Raw -183517.108339 + Penalty 2514.725292 = -181002.383047 nChanged 57 SP:Iteration 10Q (6091.043820 sec): 3 clusters Score: Raw -183561.089030 + Penalty 2514.725292 = -181046.363738 nChanged 44 SP:Iteration 11Q (6091.079628 sec): 3 clusters Score: Raw -183593.384579 + Penalty 2514.725292 = -181078.659287 nChanged 33 SP:Iteration 12Q (6091.130524 sec): 3 clusters Score: Raw -183617.006565 + Penalty 2514.725292 = -181102.281273 nChanged 29 SP:Iteration 13Q (6091.191935 sec): 3 clusters Score: Raw -183636.047453 + Penalty 2514.725292 = -181121.322161 nChanged 19 SP:Iteration 14Q (6091.239339 sec): 3 clusters Score: Raw -183646.947828 + Penalty 2514.725292 = -181132.222536 nChanged 13 SP:Iteration 15Q (6091.290572 sec): 3 clusters Score: Raw -183655.336444 + Penalty 2514.725292 = -181140.611152 nChanged 6 SP:Iteration 16Q (6091.337422 sec): 3 clusters Score: Raw -183659.298076 + Penalty 2514.725292 = -181144.572784 nChanged 6 SP:Iteration 17Q (6091.375958 sec): 3 clusters Score: Raw -183662.470267 + Penalty 2514.725292 = -181147.744975 nChanged 8 SP:Iteration 18Q (6091.419691 sec): 3 clusters Score: Raw -183665.975710 + Penalty 2514.725292 = -181151.250418 nChanged 4 SP:Iteration 19Q (6091.469998 sec): 3 clusters Score: Raw -183667.904171 + Penalty 2514.725292 = -181153.178879 nChanged 6 SP:Iteration 20F (6091.514742 sec): 3 clusters Score: Raw -183670.937382 + Penalty 2514.725292 = -181156.212090 nChanged 6 SP:Iteration 21Q (6091.563976 sec): 3 clusters Score: Raw -183675.559945 + Penalty 2514.725292 = -181160.834653 nChanged 3 SP:Iteration 22Q (6091.602945 sec): 3 clusters Score: Raw -183677.165335 + Penalty 2514.725292 = -181162.440043 nChanged 3 SP:Iteration 23Q (6091.646636 sec): 3 clusters Score: Raw -183678.696351 + Penalty 2514.725292 = -181163.971059 nChanged 2 SP:Iteration 24Q (6091.700520 sec): 3 clusters Score: Raw -183679.532454 + Penalty 2514.725292 = -181164.807162 nChanged 1 SP:Iteration 25Q (6091.736140 sec): 3 clusters Score: Raw -183679.932640 + Penalty 2514.725292 = -181165.207348 nChanged 1 SP:Iteration 26Q (6091.796240 sec): 3 clusters Score: Raw -183680.985403 + Penalty 2514.725292 = -181166.260111 nChanged 3 SP:Iteration 27Q (6091.836963 sec): 3 clusters Score: Raw -183683.293966 + Penalty 2514.725292 = -181168.568674 nChanged 3 SP:Iteration 28Q (6091.882917 sec): 3 clusters Score: Raw -183685.284460 + Penalty 2514.725292 = -181170.559168 nChanged 3 SP:Iteration 29Q (6091.932660 sec): 3 clusters Score: Raw -183687.669357 + Penalty 2514.725292 = -181172.944065 nChanged 3 SP:Iteration 30Q (6091.974576 sec): 3 clusters Score: Raw -183688.879710 + Penalty 2514.725292 = -181174.154418 nChanged 2 SP:Iteration 31Q (6092.024944 sec): 3 clusters Score: Raw -183689.617920 + Penalty 2514.725292 = -181174.892628 nChanged 1 SP:Iteration 32Q (6092.071941 sec): 3 clusters Score: Raw -183689.952209 + Penalty 2514.725292 = -181175.226917 nChanged 0 SP:Iteration 33F (6092.119999 sec): 3 clusters Score: Raw -183689.952209 + Penalty 2514.725292 = -181175.226917 nChanged 0 Trying to split cluster 21 (48854 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6092.208265 sec): 2 clusters Score: Raw -3988858.331674 + Penalty 1754.446125 = -3987103.885549 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6092.331237 sec): 3 clusters Score: Raw -3957821.039342 + Penalty 3508.892250 = -3954312.147093 nChanged 23047 SP:Iteration 1F (6092.464183 sec): 3 clusters Score: Raw -3971334.933116 + Penalty 3508.892250 = -3967826.040866 nChanged 2340 SP:Iteration 2Q (6092.597701 sec): 3 clusters Score: Raw -3972411.655972 + Penalty 3508.892250 = -3968902.763722 nChanged 2623 SP:Iteration 3F (6092.738283 sec): 3 clusters Score: Raw -3973957.329164 + Penalty 3508.892250 = -3970448.436914 nChanged 3108 SP:Iteration 4F (6092.861923 sec): 3 clusters Score: Raw -3976186.793234 + Penalty 3508.892250 = -3972677.900984 nChanged 3513 SP:Iteration 5F (6092.989865 sec): 3 clusters Score: Raw -3979040.221867 + Penalty 3508.892250 = -3975531.329617 nChanged 3642 SP:Iteration 6F (6093.117951 sec): 3 clusters Score: Raw -3981964.637810 + Penalty 3508.892250 = -3978455.745561 nChanged 3083 SP:Iteration 7F (6093.245919 sec): 3 clusters Score: Raw -3983889.222020 + Penalty 3508.892250 = -3980380.329770 nChanged 2146 SP:Iteration 8Q (6093.380418 sec): 3 clusters Score: Raw -3984787.100674 + Penalty 3508.892250 = -3981278.208424 nChanged 1313 SP:Iteration 9Q (6093.513324 sec): 3 clusters Score: Raw -3985142.754558 + Penalty 3508.892250 = -3981633.862309 nChanged 796 SP:Iteration 10Q (6093.645725 sec): 3 clusters Score: Raw -3985308.328123 + Penalty 3508.892250 = -3981799.435873 nChanged 592 SP:Iteration 11Q (6093.777933 sec): 3 clusters Score: Raw -3985421.353029 + Penalty 3508.892250 = -3981912.460780 nChanged 471 SP:Iteration 12Q (6093.901852 sec): 3 clusters Score: Raw -3985495.688989 + Penalty 3508.892250 = -3981986.796739 nChanged 410 SP:Iteration 13Q (6094.035457 sec): 3 clusters Score: Raw -3985557.922884 + Penalty 3508.892250 = -3982049.030634 nChanged 357 SP:Iteration 14Q (6094.171813 sec): 3 clusters Score: Raw -3985607.652585 + Penalty 3508.892250 = -3982098.760335 nChanged 322 SP:Iteration 15Q (6094.306869 sec): 3 clusters Score: Raw -3985650.079474 + Penalty 3508.892250 = -3982141.187225 nChanged 290 SP:Iteration 16Q (6094.434517 sec): 3 clusters Score: Raw -3985686.779150 + Penalty 3508.892250 = -3982177.886900 nChanged 265 SP:Iteration 17Q (6094.563386 sec): 3 clusters Score: Raw -3985719.620526 + Penalty 3508.892250 = -3982210.728277 nChanged 231 SP:Iteration 18Q (6094.694313 sec): 3 clusters Score: Raw -3985743.834464 + Penalty 3508.892250 = -3982234.942214 nChanged 226 SP:Iteration 19Q (6094.822384 sec): 3 clusters Score: Raw -3985769.114700 + Penalty 3508.892250 = -3982260.222450 nChanged 237 SP:Iteration 20F (6094.946643 sec): 3 clusters Score: Raw -3985796.508143 + Penalty 3508.892250 = -3982287.615893 nChanged 233 SP:Iteration 21Q (6095.083839 sec): 3 clusters Score: Raw -3985821.118475 + Penalty 3508.892250 = -3982312.226225 nChanged 204 SP:Iteration 22Q (6095.215505 sec): 3 clusters Score: Raw -3985839.930844 + Penalty 3508.892250 = -3982331.038594 nChanged 192 SP:Iteration 23Q (6095.345133 sec): 3 clusters Score: Raw -3985858.474862 + Penalty 3508.892250 = -3982349.582612 nChanged 220 SP:Iteration 24Q (6095.462205 sec): 3 clusters Score: Raw -3985879.544157 + Penalty 3508.892250 = -3982370.651907 nChanged 208 SP:Iteration 25Q (6095.587568 sec): 3 clusters Score: Raw -3985898.201210 + Penalty 3508.892250 = -3982389.308960 nChanged 183 SP:Iteration 26Q (6095.714615 sec): 3 clusters Score: Raw -3985914.359881 + Penalty 3508.892250 = -3982405.467631 nChanged 188 SP:Iteration 27Q (6095.857964 sec): 3 clusters Score: Raw -3985931.394220 + Penalty 3508.892250 = -3982422.501971 nChanged 190 SP:Iteration 28Q (6095.986535 sec): 3 clusters Score: Raw -3985947.622994 + Penalty 3508.892250 = -3982438.730745 nChanged 175 SP:Iteration 29Q (6096.105843 sec): 3 clusters Score: Raw -3985962.571363 + Penalty 3508.892250 = -3982453.679113 nChanged 188 SP:Iteration 30Q (6096.242426 sec): 3 clusters Score: Raw -3985978.735898 + Penalty 3508.892250 = -3982469.843648 nChanged 189 SP:Iteration 31Q (6096.369820 sec): 3 clusters Score: Raw -3985996.896832 + Penalty 3508.892250 = -3982488.004582 nChanged 196 SP:Iteration 32Q (6096.498273 sec): 3 clusters Score: Raw -3986016.809837 + Penalty 3508.892250 = -3982507.917587 nChanged 208 SP:Iteration 33Q (6096.627470 sec): 3 clusters Score: Raw -3986036.009985 + Penalty 3508.892250 = -3982527.117736 nChanged 200 SP:Iteration 34Q (6096.756600 sec): 3 clusters Score: Raw -3986054.086007 + Penalty 3508.892250 = -3982545.193757 nChanged 198 SP:Iteration 35Q (6096.887751 sec): 3 clusters Score: Raw -3986071.843892 + Penalty 3508.892250 = -3982562.951642 nChanged 200 SP:Iteration 36Q (6097.014871 sec): 3 clusters Score: Raw -3986092.171040 + Penalty 3508.892250 = -3982583.278791 nChanged 232 SP:Iteration 37Q (6097.137794 sec): 3 clusters Score: Raw -3986118.049627 + Penalty 3508.892250 = -3982609.157377 nChanged 241 SP:Iteration 38Q (6097.266354 sec): 3 clusters Score: Raw -3986146.501550 + Penalty 3508.892250 = -3982637.609300 nChanged 255 SP:Iteration 39Q (6097.393274 sec): 3 clusters Score: Raw -3986182.335595 + Penalty 3508.892250 = -3982673.443345 nChanged 309 SP:Iteration 40F (6097.519288 sec): 3 clusters Score: Raw -3986227.601768 + Penalty 3508.892250 = -3982718.709519 nChanged 299 SP:Iteration 41Q (6097.651238 sec): 3 clusters Score: Raw -3986271.420774 + Penalty 3508.892250 = -3982762.528524 nChanged 309 SP:Iteration 42Q (6097.785674 sec): 3 clusters Score: Raw -3986316.555861 + Penalty 3508.892250 = -3982807.663611 nChanged 306 SP:Iteration 43Q (6097.924586 sec): 3 clusters Score: Raw -3986367.638410 + Penalty 3508.892250 = -3982858.746161 nChanged 331 SP:Iteration 44Q (6098.049413 sec): 3 clusters Score: Raw -3986422.215335 + Penalty 3508.892250 = -3982913.323085 nChanged 326 SP:Iteration 45Q (6098.180188 sec): 3 clusters Score: Raw -3986477.485889 + Penalty 3508.892250 = -3982968.593639 nChanged 348 SP:Iteration 46Q (6098.306797 sec): 3 clusters Score: Raw -3986542.452284 + Penalty 3508.892250 = -3983033.560034 nChanged 347 SP:Iteration 47Q (6098.425764 sec): 3 clusters Score: Raw -3986604.868136 + Penalty 3508.892250 = -3983095.975886 nChanged 351 SP:Iteration 48Q (6098.539186 sec): 3 clusters Score: Raw -3986674.568653 + Penalty 3508.892250 = -3983165.676403 nChanged 398 SP:Iteration 49Q (6098.663243 sec): 3 clusters Score: Raw -3986760.888330 + Penalty 3508.892250 = -3983251.996081 nChanged 436 SP:Iteration 50Q (6098.789535 sec): 3 clusters Score: Raw -3986870.029133 + Penalty 3508.892250 = -3983361.136884 nChanged 464 SP:Iteration 51Q (6098.908818 sec): 3 clusters Score: Raw -3986999.150978 + Penalty 3508.892250 = -3983490.258728 nChanged 519 SP:Iteration 52Q (6099.042130 sec): 3 clusters Score: Raw -3987166.291857 + Penalty 3508.892250 = -3983657.399607 nChanged 568 SP:Iteration 53Q (6099.170533 sec): 3 clusters Score: Raw -3987370.148003 + Penalty 3508.892250 = -3983861.255753 nChanged 619 SP:Iteration 54Q (6099.296949 sec): 3 clusters Score: Raw -3987601.383107 + Penalty 3508.892250 = -3984092.490858 nChanged 580 SP:Iteration 55Q (6099.426882 sec): 3 clusters Score: Raw -3987817.290741 + Penalty 3508.892250 = -3984308.398491 nChanged 581 SP:Iteration 56Q (6099.546265 sec): 3 clusters Score: Raw -3988054.390107 + Penalty 3508.892250 = -3984545.497857 nChanged 626 SP:Iteration 57Q (6099.677187 sec): 3 clusters Score: Raw -3988327.798710 + Penalty 3508.892250 = -3984818.906461 nChanged 638 SP:Iteration 58Q (6099.800232 sec): 3 clusters Score: Raw -3988606.062740 + Penalty 3508.892250 = -3985097.170490 nChanged 623 SP:Iteration 59Q (6099.908683 sec): 3 clusters Score: Raw -3988865.220384 + Penalty 3508.892250 = -3985356.328134 nChanged 516 SP:Iteration 60F (6100.041573 sec): 3 clusters Score: Raw -3989047.987468 + Penalty 3508.892250 = -3985539.095218 nChanged 449 SP:Iteration 61Q (6100.169459 sec): 3 clusters Score: Raw -3989181.176654 + Penalty 3508.892250 = -3985672.284405 nChanged 388 SP:Iteration 62Q (6100.287764 sec): 3 clusters Score: Raw -3989286.166880 + Penalty 3508.892250 = -3985777.274630 nChanged 352 SP:Iteration 63Q (6100.410830 sec): 3 clusters Score: Raw -3989376.840947 + Penalty 3508.892250 = -3985867.948697 nChanged 331 SP:Iteration 64Q (6100.530911 sec): 3 clusters Score: Raw -3989457.778947 + Penalty 3508.892250 = -3985948.886697 nChanged 298 SP:Iteration 65Q (6100.646852 sec): 3 clusters Score: Raw -3989525.082495 + Penalty 3508.892250 = -3986016.190245 nChanged 254 SP:Iteration 66Q (6100.750000 sec): 3 clusters Score: Raw -3989575.472436 + Penalty 3508.892250 = -3986066.580187 nChanged 228 SP:Iteration 67Q (6100.864241 sec): 3 clusters Score: Raw -3989620.357356 + Penalty 3508.892250 = -3986111.465106 nChanged 200 SP:Iteration 68Q (6100.982809 sec): 3 clusters Score: Raw -3989655.634756 + Penalty 3508.892250 = -3986146.742507 nChanged 189 SP:Iteration 69Q (6101.099220 sec): 3 clusters Score: Raw -3989684.808664 + Penalty 3508.892250 = -3986175.916415 nChanged 164 SP:Iteration 70Q (6101.211446 sec): 3 clusters Score: Raw -3989710.369909 + Penalty 3508.892250 = -3986201.477659 nChanged 146 SP:Iteration 71Q (6101.321358 sec): 3 clusters Score: Raw -3989734.504689 + Penalty 3508.892250 = -3986225.612439 nChanged 146 SP:Iteration 72Q (6101.435029 sec): 3 clusters Score: Raw -3989758.697625 + Penalty 3508.892250 = -3986249.805375 nChanged 133 SP:Iteration 73Q (6101.542516 sec): 3 clusters Score: Raw -3989777.174926 + Penalty 3508.892250 = -3986268.282677 nChanged 122 SP:Iteration 74Q (6101.673358 sec): 3 clusters Score: Raw -3989793.940992 + Penalty 3508.892250 = -3986285.048742 nChanged 140 SP:Iteration 75Q (6101.783373 sec): 3 clusters Score: Raw -3989813.985917 + Penalty 3508.892250 = -3986305.093668 nChanged 137 SP:Iteration 76Q (6101.902497 sec): 3 clusters Score: Raw -3989834.264303 + Penalty 3508.892250 = -3986325.372053 nChanged 131 SP:Iteration 77Q (6102.013552 sec): 3 clusters Score: Raw -3989851.896830 + Penalty 3508.892250 = -3986343.004580 nChanged 124 SP:Iteration 78Q (6102.131990 sec): 3 clusters Score: Raw -3989869.416094 + Penalty 3508.892250 = -3986360.523844 nChanged 130 SP:Iteration 79Q (6102.256965 sec): 3 clusters Score: Raw -3989886.770800 + Penalty 3508.892250 = -3986377.878551 nChanged 108 SP:Iteration 80F (6102.397689 sec): 3 clusters Score: Raw -3989899.816718 + Penalty 3508.892250 = -3986390.924468 nChanged 95 SP:Iteration 81Q (6102.517911 sec): 3 clusters Score: Raw -3989911.170870 + Penalty 3508.892250 = -3986402.278620 nChanged 91 SP:Iteration 82Q (6102.632618 sec): 3 clusters Score: Raw -3989921.616967 + Penalty 3508.892250 = -3986412.724717 nChanged 75 SP:Iteration 83Q (6102.742096 sec): 3 clusters Score: Raw -3989928.815153 + Penalty 3508.892250 = -3986419.922903 nChanged 53 SP:Iteration 84Q (6102.857785 sec): 3 clusters Score: Raw -3989933.545608 + Penalty 3508.892250 = -3986424.653358 nChanged 54 SP:Iteration 85Q (6102.967826 sec): 3 clusters Score: Raw -3989938.959972 + Penalty 3508.892250 = -3986430.067722 nChanged 47 SP:Iteration 86Q (6103.076097 sec): 3 clusters Score: Raw -3989942.603257 + Penalty 3508.892250 = -3986433.711007 nChanged 37 SP:Iteration 87Q (6103.183311 sec): 3 clusters Score: Raw -3989945.907888 + Penalty 3508.892250 = -3986437.015638 nChanged 36 SP:Iteration 88Q (6103.312674 sec): 3 clusters Score: Raw -3989949.447852 + Penalty 3508.892250 = -3986440.555602 nChanged 31 SP:Iteration 89Q (6103.418102 sec): 3 clusters Score: Raw -3989952.567341 + Penalty 3508.892250 = -3986443.675092 nChanged 32 SP:Iteration 90Q (6103.523873 sec): 3 clusters Score: Raw -3989955.182774 + Penalty 3508.892250 = -3986446.290524 nChanged 28 SP:Iteration 91Q (6103.641573 sec): 3 clusters Score: Raw -3989957.170320 + Penalty 3508.892250 = -3986448.278070 nChanged 19 SP:Iteration 92Q (6103.749922 sec): 3 clusters Score: Raw -3989958.322312 + Penalty 3508.892250 = -3986449.430062 nChanged 18 SP:Iteration 93Q (6103.867678 sec): 3 clusters Score: Raw -3989959.466890 + Penalty 3508.892250 = -3986450.574640 nChanged 11 SP:Iteration 94Q (6103.985933 sec): 3 clusters Score: Raw -3989960.033539 + Penalty 3508.892250 = -3986451.141289 nChanged 7 SP:Iteration 95Q (6104.105124 sec): 3 clusters Score: Raw -3989960.710491 + Penalty 3508.892250 = -3986451.818241 nChanged 9 SP:Iteration 96Q (6104.214227 sec): 3 clusters Score: Raw -3989961.484964 + Penalty 3508.892250 = -3986452.592715 nChanged 8 SP:Iteration 97Q (6104.344628 sec): 3 clusters Score: Raw -3989962.142397 + Penalty 3508.892250 = -3986453.250148 nChanged 10 SP:Iteration 98Q (6104.454610 sec): 3 clusters Score: Raw -3989962.838934 + Penalty 3508.892250 = -3986453.946684 nChanged 9 SP:Iteration 99Q (6104.577776 sec): 3 clusters Score: Raw -3989963.564966 + Penalty 3508.892250 = -3986454.672717 nChanged 12 SP:Iteration 100F (6104.700553 sec): 3 clusters Score: Raw -3989964.324591 + Penalty 3508.892250 = -3986455.432341 nChanged 12 SP:Iteration 101Q (6104.813204 sec): 3 clusters Score: Raw -3989965.234741 + Penalty 3508.892250 = -3986456.342491 nChanged 10 SP:Iteration 102Q (6104.925681 sec): 3 clusters Score: Raw -3989965.732920 + Penalty 3508.892250 = -3986456.840671 nChanged 6 SP:Iteration 103Q (6105.043942 sec): 3 clusters Score: Raw -3989966.063881 + Penalty 3508.892250 = -3986457.171631 nChanged 6 SP:Iteration 104Q (6105.151781 sec): 3 clusters Score: Raw -3989966.357476 + Penalty 3508.892250 = -3986457.465226 nChanged 5 SP:Iteration 105Q (6105.264828 sec): 3 clusters Score: Raw -3989966.507450 + Penalty 3508.892250 = -3986457.615201 nChanged 5 SP:Iteration 106Q (6105.372998 sec): 3 clusters Score: Raw -3989966.659413 + Penalty 3508.892250 = -3986457.767163 nChanged 3 SP:Iteration 107Q (6105.493146 sec): 3 clusters Score: Raw -3989966.803927 + Penalty 3508.892250 = -3986457.911677 nChanged 4 SP:Iteration 108Q (6105.611102 sec): 3 clusters Score: Raw -3989967.004922 + Penalty 3508.892250 = -3986458.112672 nChanged 5 SP:Iteration 109Q (6105.729921 sec): 3 clusters Score: Raw -3989967.247636 + Penalty 3508.892250 = -3986458.355387 nChanged 9 SP:Iteration 110Q (6105.847466 sec): 3 clusters Score: Raw -3989967.762093 + Penalty 3508.892250 = -3986458.869843 nChanged 6 SP:Iteration 111Q (6105.963282 sec): 3 clusters Score: Raw -3989968.022071 + Penalty 3508.892250 = -3986459.129821 nChanged 6 SP:Iteration 112Q (6106.070670 sec): 3 clusters Score: Raw -3989968.380799 + Penalty 3508.892250 = -3986459.488549 nChanged 10 SP:Iteration 113Q (6106.176723 sec): 3 clusters Score: Raw -3989969.241282 + Penalty 3508.892250 = -3986460.349032 nChanged 11 SP:Iteration 114Q (6106.300880 sec): 3 clusters Score: Raw -3989969.775875 + Penalty 3508.892250 = -3986460.883626 nChanged 6 SP:Iteration 115Q (6106.412515 sec): 3 clusters Score: Raw -3989970.076413 + Penalty 3508.892250 = -3986461.184163 nChanged 3 SP:Iteration 116Q (6106.534117 sec): 3 clusters Score: Raw -3989970.423556 + Penalty 3508.892250 = -3986461.531306 nChanged 4 SP:Iteration 117Q (6106.658217 sec): 3 clusters Score: Raw -3989970.749273 + Penalty 3508.892250 = -3986461.857023 nChanged 2 SP:Iteration 118Q (6106.772664 sec): 3 clusters Score: Raw -3989970.819240 + Penalty 3508.892250 = -3986461.926990 nChanged 1 SP:Iteration 119Q (6106.888733 sec): 3 clusters Score: Raw -3989970.907128 + Penalty 3508.892250 = -3986462.014879 nChanged 1 SP:Iteration 120F (6107.013148 sec): 3 clusters Score: Raw -3989970.980726 + Penalty 3508.892250 = -3986462.088476 nChanged 1 SP:Iteration 121Q (6107.116915 sec): 3 clusters Score: Raw -3989971.064548 + Penalty 3508.892250 = -3986462.172298 nChanged 1 SP:Iteration 122Q (6107.222625 sec): 3 clusters Score: Raw -3989971.082081 + Penalty 3508.892250 = -3986462.189831 nChanged 0 SP:Iteration 123F (6107.341323 sec): 3 clusters Score: Raw -3989971.082081 + Penalty 3508.892250 = -3986462.189831 nChanged 0 Trying to split cluster 22 (2686 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6107.373930 sec): 2 clusters Score: Raw -180228.556058 + Penalty 1283.068861 = -178945.487197 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6107.425278 sec): 3 clusters Score: Raw -179006.778406 + Penalty 2566.137723 = -176440.640684 nChanged 984 SP:Iteration 1F (6107.477288 sec): 3 clusters Score: Raw -179681.576088 + Penalty 2566.137723 = -177115.438366 nChanged 244 SP:Iteration 2F (6107.523023 sec): 3 clusters Score: Raw -179881.028328 + Penalty 2566.137723 = -177314.890605 nChanged 181 SP:Iteration 3F (6107.572254 sec): 3 clusters Score: Raw -180038.270008 + Penalty 2566.137723 = -177472.132285 nChanged 147 SP:Iteration 4F (6107.623332 sec): 3 clusters Score: Raw -180209.836775 + Penalty 2566.137723 = -177643.699053 nChanged 148 SP:Iteration 5F (6107.669903 sec): 3 clusters Score: Raw -180341.826053 + Penalty 2566.137723 = -177775.688331 nChanged 114 SP:Iteration 6Q (6107.715874 sec): 3 clusters Score: Raw -180430.574720 + Penalty 2566.137723 = -177864.436998 nChanged 87 SP:Iteration 7Q (6107.766801 sec): 3 clusters Score: Raw -180494.546641 + Penalty 2566.137723 = -177928.408918 nChanged 75 SP:Iteration 8Q (6107.820042 sec): 3 clusters Score: Raw -180548.220675 + Penalty 2566.137723 = -177982.082952 nChanged 74 SP:Iteration 9Q (6107.858928 sec): 3 clusters Score: Raw -180605.554013 + Penalty 2566.137723 = -178039.416290 nChanged 78 SP:Iteration 10Q (6107.906020 sec): 3 clusters Score: Raw -180667.222505 + Penalty 2566.137723 = -178101.084782 nChanged 65 SP:Iteration 11Q (6107.954656 sec): 3 clusters Score: Raw -180719.053104 + Penalty 2566.137723 = -178152.915382 nChanged 53 SP:Iteration 12Q (6108.014446 sec): 3 clusters Score: Raw -180763.701114 + Penalty 2566.137723 = -178197.563391 nChanged 53 SP:Iteration 13Q (6108.061197 sec): 3 clusters Score: Raw -180815.776240 + Penalty 2566.137723 = -178249.638518 nChanged 56 SP:Iteration 14Q (6108.101011 sec): 3 clusters Score: Raw -180864.227136 + Penalty 2566.137723 = -178298.089414 nChanged 52 SP:Iteration 15Q (6108.163206 sec): 3 clusters Score: Raw -180903.062140 + Penalty 2566.137723 = -178336.924417 nChanged 46 SP:Iteration 16Q (6108.206011 sec): 3 clusters Score: Raw -180937.122052 + Penalty 2566.137723 = -178370.984329 nChanged 39 SP:Iteration 17Q (6108.261224 sec): 3 clusters Score: Raw -180960.568312 + Penalty 2566.137723 = -178394.430590 nChanged 43 SP:Iteration 18Q (6108.309700 sec): 3 clusters Score: Raw -180986.344551 + Penalty 2566.137723 = -178420.206829 nChanged 36 SP:Iteration 19Q (6108.365121 sec): 3 clusters Score: Raw -181008.323756 + Penalty 2566.137723 = -178442.186033 nChanged 27 SP:Iteration 20F (6108.414451 sec): 3 clusters Score: Raw -181028.598330 + Penalty 2566.137723 = -178462.460608 nChanged 26 SP:Iteration 21Q (6108.454839 sec): 3 clusters Score: Raw -181045.174871 + Penalty 2566.137723 = -178479.037148 nChanged 26 SP:Iteration 22Q (6108.509673 sec): 3 clusters Score: Raw -181056.399038 + Penalty 2566.137723 = -178490.261315 nChanged 23 SP:Iteration 23Q (6108.554822 sec): 3 clusters Score: Raw -181067.253570 + Penalty 2566.137723 = -178501.115847 nChanged 15 SP:Iteration 24Q (6108.603904 sec): 3 clusters Score: Raw -181075.807172 + Penalty 2566.137723 = -178509.669450 nChanged 15 SP:Iteration 25Q (6108.658404 sec): 3 clusters Score: Raw -181083.226214 + Penalty 2566.137723 = -178517.088491 nChanged 13 SP:Iteration 26Q (6108.698151 sec): 3 clusters Score: Raw -181090.114183 + Penalty 2566.137723 = -178523.976461 nChanged 10 SP:Iteration 27Q (6108.753685 sec): 3 clusters Score: Raw -181093.901675 + Penalty 2566.137723 = -178527.763953 nChanged 5 SP:Iteration 28Q (6108.797630 sec): 3 clusters Score: Raw -181095.916214 + Penalty 2566.137723 = -178529.778492 nChanged 3 SP:Iteration 29Q (6108.842872 sec): 3 clusters Score: Raw -181096.857969 + Penalty 2566.137723 = -178530.720247 nChanged 2 SP:Iteration 30Q (6108.894578 sec): 3 clusters Score: Raw -181097.557651 + Penalty 2566.137723 = -178531.419929 nChanged 4 SP:Iteration 31Q (6108.944021 sec): 3 clusters Score: Raw -181098.417255 + Penalty 2566.137723 = -178532.279532 nChanged 1 SP:Iteration 32Q (6108.993747 sec): 3 clusters Score: Raw -181098.938880 + Penalty 2566.137723 = -178532.801158 nChanged 4 SP:Iteration 33Q (6109.038084 sec): 3 clusters Score: Raw -181100.557269 + Penalty 2566.137723 = -178534.419547 nChanged 3 SP:Iteration 34Q (6109.091382 sec): 3 clusters Score: Raw -181101.883833 + Penalty 2566.137723 = -178535.746110 nChanged 3 SP:Iteration 35Q (6109.133513 sec): 3 clusters Score: Raw -181102.475499 + Penalty 2566.137723 = -178536.337776 nChanged 0 SP:Iteration 36F (6109.190313 sec): 3 clusters Score: Raw -181102.475499 + Penalty 2566.137723 = -178536.337776 nChanged 0 Trying to split cluster 23 (3895 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6109.218095 sec): 2 clusters Score: Raw -293059.457924 + Penalty 1343.460456 = -291715.997469 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6109.269021 sec): 3 clusters Score: Raw -291158.655515 + Penalty 2686.920911 = -288471.734603 nChanged 1490 SP:Iteration 1F (6109.300429 sec): 3 clusters Score: Raw -292073.611864 + Penalty 2686.920911 = -289386.690952 nChanged 323 SP:Iteration 2F (6109.353657 sec): 3 clusters Score: Raw -292329.278021 + Penalty 2686.920911 = -289642.357109 nChanged 243 SP:Iteration 3F (6109.405029 sec): 3 clusters Score: Raw -292502.153006 + Penalty 2686.920911 = -289815.232094 nChanged 209 SP:Iteration 4F (6109.455921 sec): 3 clusters Score: Raw -292654.593031 + Penalty 2686.920911 = -289967.672119 nChanged 192 SP:Iteration 5Q (6109.509503 sec): 3 clusters Score: Raw -292787.237523 + Penalty 2686.920911 = -290100.316611 nChanged 138 SP:Iteration 6Q (6109.565108 sec): 3 clusters Score: Raw -292899.075016 + Penalty 2686.920911 = -290212.154105 nChanged 142 SP:Iteration 7Q (6109.617423 sec): 3 clusters Score: Raw -293010.971289 + Penalty 2686.920911 = -290324.050378 nChanged 128 SP:Iteration 8Q (6109.667133 sec): 3 clusters Score: Raw -293100.693588 + Penalty 2686.920911 = -290413.772677 nChanged 121 SP:Iteration 9Q (6109.730281 sec): 3 clusters Score: Raw -293181.153840 + Penalty 2686.920911 = -290494.232929 nChanged 99 SP:Iteration 10Q (6109.780859 sec): 3 clusters Score: Raw -293251.694230 + Penalty 2686.920911 = -290564.773319 nChanged 103 SP:Iteration 11Q (6109.824451 sec): 3 clusters Score: Raw -293306.370306 + Penalty 2686.920911 = -290619.449395 nChanged 67 SP:Iteration 12Q (6109.873001 sec): 3 clusters Score: Raw -293339.384543 + Penalty 2686.920911 = -290652.463632 nChanged 42 SP:Iteration 13Q (6109.928040 sec): 3 clusters Score: Raw -293355.625921 + Penalty 2686.920911 = -290668.705009 nChanged 34 SP:Iteration 14Q (6109.962284 sec): 3 clusters Score: Raw -293370.448199 + Penalty 2686.920911 = -290683.527288 nChanged 25 SP:Iteration 15Q (6110.016717 sec): 3 clusters Score: Raw -293377.562318 + Penalty 2686.920911 = -290690.641406 nChanged 16 SP:Iteration 16Q (6110.070204 sec): 3 clusters Score: Raw -293383.724239 + Penalty 2686.920911 = -290696.803327 nChanged 19 SP:Iteration 17Q (6110.126301 sec): 3 clusters Score: Raw -293389.527345 + Penalty 2686.920911 = -290702.606433 nChanged 14 SP:Iteration 18Q (6110.165158 sec): 3 clusters Score: Raw -293396.376731 + Penalty 2686.920911 = -290709.455819 nChanged 9 SP:Iteration 19Q (6110.217368 sec): 3 clusters Score: Raw -293400.180794 + Penalty 2686.920911 = -290713.259882 nChanged 10 SP:Iteration 20F (6110.264387 sec): 3 clusters Score: Raw -293404.355829 + Penalty 2686.920911 = -290717.434918 nChanged 13 SP:Iteration 21Q (6110.311241 sec): 3 clusters Score: Raw -293408.515014 + Penalty 2686.920911 = -290721.594103 nChanged 11 SP:Iteration 22Q (6110.364389 sec): 3 clusters Score: Raw -293410.839587 + Penalty 2686.920911 = -290723.918676 nChanged 12 SP:Iteration 23Q (6110.416176 sec): 3 clusters Score: Raw -293413.413364 + Penalty 2686.920911 = -290726.492453 nChanged 4 SP:Iteration 24Q (6110.464126 sec): 3 clusters Score: Raw -293414.122297 + Penalty 2686.920911 = -290727.201386 nChanged 3 SP:Iteration 25Q (6110.523230 sec): 3 clusters Score: Raw -293414.633189 + Penalty 2686.920911 = -290727.712278 nChanged 0 SP:Iteration 26F (6110.573495 sec): 3 clusters Score: Raw -293414.633189 + Penalty 2686.920911 = -290727.712278 nChanged 0 Trying to split cluster 24 (8768 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6110.618883 sec): 2 clusters Score: Raw -714997.703552 + Penalty 1475.315401 = -713522.388150 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6110.683914 sec): 3 clusters Score: Raw -710093.179934 + Penalty 2950.630803 = -707142.549131 nChanged 3749 SP:Iteration 1F (6110.742137 sec): 3 clusters Score: Raw -712087.769528 + Penalty 2950.630803 = -709137.138725 nChanged 557 SP:Iteration 2F (6110.804354 sec): 3 clusters Score: Raw -712348.681344 + Penalty 2950.630803 = -709398.050541 nChanged 456 SP:Iteration 3F (6110.854248 sec): 3 clusters Score: Raw -712571.636454 + Penalty 2950.630803 = -709621.005651 nChanged 420 SP:Iteration 4Q (6110.911770 sec): 3 clusters Score: Raw -712770.939695 + Penalty 2950.630803 = -709820.308892 nChanged 409 SP:Iteration 5Q (6110.971319 sec): 3 clusters Score: Raw -712991.304991 + Penalty 2950.630803 = -710040.674189 nChanged 415 SP:Iteration 6Q (6111.030653 sec): 3 clusters Score: Raw -713232.189907 + Penalty 2950.630803 = -710281.559104 nChanged 399 SP:Iteration 7Q (6111.091465 sec): 3 clusters Score: Raw -713473.918267 + Penalty 2950.630803 = -710523.287464 nChanged 396 SP:Iteration 8Q (6111.153838 sec): 3 clusters Score: Raw -713728.411969 + Penalty 2950.630803 = -710777.781166 nChanged 374 SP:Iteration 9Q (6111.213378 sec): 3 clusters Score: Raw -713977.114747 + Penalty 2950.630803 = -711026.483944 nChanged 350 SP:Iteration 10Q (6111.271300 sec): 3 clusters Score: Raw -714224.300984 + Penalty 2950.630803 = -711273.670181 nChanged 318 SP:Iteration 11Q (6111.319997 sec): 3 clusters Score: Raw -714449.725810 + Penalty 2950.630803 = -711499.095007 nChanged 262 SP:Iteration 12Q (6111.387335 sec): 3 clusters Score: Raw -714620.528116 + Penalty 2950.630803 = -711669.897313 nChanged 192 SP:Iteration 13Q (6111.436706 sec): 3 clusters Score: Raw -714729.340627 + Penalty 2950.630803 = -711778.709824 nChanged 152 SP:Iteration 14Q (6111.500374 sec): 3 clusters Score: Raw -714800.094503 + Penalty 2950.630803 = -711849.463700 nChanged 123 SP:Iteration 15Q (6111.555746 sec): 3 clusters Score: Raw -714846.289674 + Penalty 2950.630803 = -711895.658871 nChanged 100 SP:Iteration 16Q (6111.617150 sec): 3 clusters Score: Raw -714887.149848 + Penalty 2950.630803 = -711936.519045 nChanged 92 SP:Iteration 17Q (6111.671936 sec): 3 clusters Score: Raw -714922.647872 + Penalty 2950.630803 = -711972.017069 nChanged 71 SP:Iteration 18Q (6111.737298 sec): 3 clusters Score: Raw -714947.046720 + Penalty 2950.630803 = -711996.415917 nChanged 57 SP:Iteration 19Q (6111.797332 sec): 3 clusters Score: Raw -714966.282722 + Penalty 2950.630803 = -712015.651919 nChanged 60 SP:Iteration 20F (6111.855731 sec): 3 clusters Score: Raw -714985.022998 + Penalty 2950.630803 = -712034.392195 nChanged 44 SP:Iteration 21Q (6111.904051 sec): 3 clusters Score: Raw -714995.971902 + Penalty 2950.630803 = -712045.341099 nChanged 41 SP:Iteration 22Q (6111.965580 sec): 3 clusters Score: Raw -715006.509349 + Penalty 2950.630803 = -712055.878546 nChanged 43 SP:Iteration 23Q (6112.015682 sec): 3 clusters Score: Raw -715017.583926 + Penalty 2950.630803 = -712066.953123 nChanged 40 SP:Iteration 24Q (6112.076874 sec): 3 clusters Score: Raw -715031.090556 + Penalty 2950.630803 = -712080.459753 nChanged 41 SP:Iteration 25Q (6112.137589 sec): 3 clusters Score: Raw -715044.114340 + Penalty 2950.630803 = -712093.483537 nChanged 39 SP:Iteration 26Q (6112.198378 sec): 3 clusters Score: Raw -715053.954994 + Penalty 2950.630803 = -712103.324191 nChanged 31 SP:Iteration 27Q (6112.258244 sec): 3 clusters Score: Raw -715062.455890 + Penalty 2950.630803 = -712111.825087 nChanged 23 SP:Iteration 28Q (6112.320021 sec): 3 clusters Score: Raw -715068.159021 + Penalty 2950.630803 = -712117.528218 nChanged 21 SP:Iteration 29Q (6112.380791 sec): 3 clusters Score: Raw -715074.445866 + Penalty 2950.630803 = -712123.815063 nChanged 14 SP:Iteration 30Q (6112.441659 sec): 3 clusters Score: Raw -715079.224171 + Penalty 2950.630803 = -712128.593368 nChanged 10 SP:Iteration 31Q (6112.501311 sec): 3 clusters Score: Raw -715081.486849 + Penalty 2950.630803 = -712130.856046 nChanged 11 SP:Iteration 32Q (6112.549374 sec): 3 clusters Score: Raw -715084.480644 + Penalty 2950.630803 = -712133.849841 nChanged 14 SP:Iteration 33Q (6112.616387 sec): 3 clusters Score: Raw -715087.541862 + Penalty 2950.630803 = -712136.911059 nChanged 14 SP:Iteration 34Q (6112.676707 sec): 3 clusters Score: Raw -715090.679627 + Penalty 2950.630803 = -712140.048824 nChanged 16 SP:Iteration 35Q (6112.729593 sec): 3 clusters Score: Raw -715094.457611 + Penalty 2950.630803 = -712143.826808 nChanged 18 SP:Iteration 36Q (6112.786211 sec): 3 clusters Score: Raw -715098.208490 + Penalty 2950.630803 = -712147.577687 nChanged 13 SP:Iteration 37Q (6112.843835 sec): 3 clusters Score: Raw -715101.244547 + Penalty 2950.630803 = -712150.613744 nChanged 16 SP:Iteration 38Q (6112.902420 sec): 3 clusters Score: Raw -715104.996724 + Penalty 2950.630803 = -712154.365921 nChanged 19 SP:Iteration 39Q (6112.959621 sec): 3 clusters Score: Raw -715110.637890 + Penalty 2950.630803 = -712160.007087 nChanged 24 SP:Iteration 40F (6113.009040 sec): 3 clusters Score: Raw -715117.021606 + Penalty 2950.630803 = -712166.390803 nChanged 19 SP:Iteration 41Q (6113.063033 sec): 3 clusters Score: Raw -715121.740187 + Penalty 2950.630803 = -712171.109384 nChanged 14 SP:Iteration 42Q (6113.121990 sec): 3 clusters Score: Raw -715124.616076 + Penalty 2950.630803 = -712173.985273 nChanged 6 SP:Iteration 43Q (6113.190930 sec): 3 clusters Score: Raw -715127.512664 + Penalty 2950.630803 = -712176.881861 nChanged 12 SP:Iteration 44Q (6113.240546 sec): 3 clusters Score: Raw -715131.909604 + Penalty 2950.630803 = -712181.278801 nChanged 19 SP:Iteration 45Q (6113.300870 sec): 3 clusters Score: Raw -715137.903124 + Penalty 2950.630803 = -712187.272321 nChanged 15 SP:Iteration 46Q (6113.364842 sec): 3 clusters Score: Raw -715142.699398 + Penalty 2950.630803 = -712192.068595 nChanged 14 SP:Iteration 47Q (6113.423638 sec): 3 clusters Score: Raw -715146.782592 + Penalty 2950.630803 = -712196.151789 nChanged 9 SP:Iteration 48Q (6113.471746 sec): 3 clusters Score: Raw -715149.457282 + Penalty 2950.630803 = -712198.826479 nChanged 12 SP:Iteration 49Q (6113.527669 sec): 3 clusters Score: Raw -715152.525312 + Penalty 2950.630803 = -712201.894509 nChanged 13 SP:Iteration 50Q (6113.596102 sec): 3 clusters Score: Raw -715156.140698 + Penalty 2950.630803 = -712205.509895 nChanged 14 SP:Iteration 51Q (6113.655187 sec): 3 clusters Score: Raw -715159.395102 + Penalty 2950.630803 = -712208.764299 nChanged 12 SP:Iteration 52Q (6113.715127 sec): 3 clusters Score: Raw -715162.328675 + Penalty 2950.630803 = -712211.697872 nChanged 14 SP:Iteration 53Q (6113.767343 sec): 3 clusters Score: Raw -715166.658932 + Penalty 2950.630803 = -712216.028129 nChanged 20 SP:Iteration 54Q (6113.835676 sec): 3 clusters Score: Raw -715172.337441 + Penalty 2950.630803 = -712221.706638 nChanged 11 SP:Iteration 55Q (6113.893616 sec): 3 clusters Score: Raw -715175.668245 + Penalty 2950.630803 = -712225.037442 nChanged 12 SP:Iteration 56Q (6113.958061 sec): 3 clusters Score: Raw -715178.814217 + Penalty 2950.630803 = -712228.183414 nChanged 12 SP:Iteration 57Q (6114.016589 sec): 3 clusters Score: Raw -715182.262214 + Penalty 2950.630803 = -712231.631411 nChanged 12 SP:Iteration 58Q (6114.074052 sec): 3 clusters Score: Raw -715187.349417 + Penalty 2950.630803 = -712236.718614 nChanged 21 SP:Iteration 59Q (6114.133967 sec): 3 clusters Score: Raw -715193.876262 + Penalty 2950.630803 = -712243.245459 nChanged 14 SP:Iteration 60F (6114.196425 sec): 3 clusters Score: Raw -715198.487749 + Penalty 2950.630803 = -712247.856946 nChanged 10 SP:Iteration 61Q (6114.256683 sec): 3 clusters Score: Raw -715201.215321 + Penalty 2950.630803 = -712250.584518 nChanged 13 SP:Iteration 62Q (6114.303763 sec): 3 clusters Score: Raw -715204.117781 + Penalty 2950.630803 = -712253.486979 nChanged 6 SP:Iteration 63Q (6114.361001 sec): 3 clusters Score: Raw -715205.218438 + Penalty 2950.630803 = -712254.587635 nChanged 4 SP:Iteration 64Q (6114.419611 sec): 3 clusters Score: Raw -715206.061114 + Penalty 2950.630803 = -712255.430311 nChanged 1 SP:Iteration 65Q (6114.482428 sec): 3 clusters Score: Raw -715206.215648 + Penalty 2950.630803 = -712255.584845 nChanged 2 SP:Iteration 66Q (6114.537927 sec): 3 clusters Score: Raw -715206.827950 + Penalty 2950.630803 = -712256.197147 nChanged 3 SP:Iteration 67Q (6114.593522 sec): 3 clusters Score: Raw -715207.735330 + Penalty 2950.630803 = -712257.104527 nChanged 3 SP:Iteration 68Q (6114.657681 sec): 3 clusters Score: Raw -715208.607846 + Penalty 2950.630803 = -712257.977043 nChanged 3 SP:Iteration 69Q (6114.718876 sec): 3 clusters Score: Raw -715209.256377 + Penalty 2950.630803 = -712258.625574 nChanged 4 SP:Iteration 70Q (6114.775477 sec): 3 clusters Score: Raw -715210.029131 + Penalty 2950.630803 = -712259.398328 nChanged 4 SP:Iteration 71Q (6114.833678 sec): 3 clusters Score: Raw -715210.864516 + Penalty 2950.630803 = -712260.233713 nChanged 5 SP:Iteration 72Q (6114.896372 sec): 3 clusters Score: Raw -715211.820730 + Penalty 2950.630803 = -712261.189927 nChanged 6 SP:Iteration 73Q (6114.955921 sec): 3 clusters Score: Raw -715214.171468 + Penalty 2950.630803 = -712263.540665 nChanged 8 SP:Iteration 74Q (6115.006653 sec): 3 clusters Score: Raw -715216.479112 + Penalty 2950.630803 = -712265.848309 nChanged 7 SP:Iteration 75Q (6115.070096 sec): 3 clusters Score: Raw -715218.261992 + Penalty 2950.630803 = -712267.631189 nChanged 4 SP:Iteration 76Q (6115.137758 sec): 3 clusters Score: Raw -715219.339764 + Penalty 2950.630803 = -712268.708961 nChanged 6 SP:Iteration 77Q (6115.201008 sec): 3 clusters Score: Raw -715220.866183 + Penalty 2950.630803 = -712270.235380 nChanged 4 SP:Iteration 78Q (6115.263582 sec): 3 clusters Score: Raw -715222.277601 + Penalty 2950.630803 = -712271.646798 nChanged 5 SP:Iteration 79Q (6115.311510 sec): 3 clusters Score: Raw -715224.000298 + Penalty 2950.630803 = -712273.369495 nChanged 3 SP:Iteration 80F (6115.371786 sec): 3 clusters Score: Raw -715224.771265 + Penalty 2950.630803 = -712274.140462 nChanged 3 SP:Iteration 81Q (6115.428815 sec): 3 clusters Score: Raw -715225.413823 + Penalty 2950.630803 = -712274.783020 nChanged 5 SP:Iteration 82Q (6115.475680 sec): 3 clusters Score: Raw -715226.638253 + Penalty 2950.630803 = -712276.007450 nChanged 2 SP:Iteration 83Q (6115.534565 sec): 3 clusters Score: Raw -715227.400832 + Penalty 2950.630803 = -712276.770029 nChanged 3 SP:Iteration 84Q (6115.590883 sec): 3 clusters Score: Raw -715228.478599 + Penalty 2950.630803 = -712277.847796 nChanged 9 SP:Iteration 85Q (6115.657741 sec): 3 clusters Score: Raw -715230.820976 + Penalty 2950.630803 = -712280.190173 nChanged 5 SP:Iteration 86Q (6115.706121 sec): 3 clusters Score: Raw -715231.727778 + Penalty 2950.630803 = -712281.096975 nChanged 2 SP:Iteration 87Q (6115.772345 sec): 3 clusters Score: Raw -715232.513038 + Penalty 2950.630803 = -712281.882235 nChanged 3 SP:Iteration 88Q (6115.819115 sec): 3 clusters Score: Raw -715233.285156 + Penalty 2950.630803 = -712282.654353 nChanged 3 SP:Iteration 89Q (6115.876205 sec): 3 clusters Score: Raw -715234.226787 + Penalty 2950.630803 = -712283.595984 nChanged 3 SP:Iteration 90Q (6115.934645 sec): 3 clusters Score: Raw -715234.968181 + Penalty 2950.630803 = -712284.337378 nChanged 1 SP:Iteration 91Q (6116.000301 sec): 3 clusters Score: Raw -715235.030185 + Penalty 2950.630803 = -712284.399382 nChanged 1 SP:Iteration 92Q (6116.062217 sec): 3 clusters Score: Raw -715235.356966 + Penalty 2950.630803 = -712284.726163 nChanged 2 SP:Iteration 93Q (6116.119405 sec): 3 clusters Score: Raw -715235.880364 + Penalty 2950.630803 = -712285.249561 nChanged 4 SP:Iteration 94Q (6116.176083 sec): 3 clusters Score: Raw -715236.741203 + Penalty 2950.630803 = -712286.110400 nChanged 2 SP:Iteration 95Q (6116.234109 sec): 3 clusters Score: Raw -715237.339161 + Penalty 2950.630803 = -712286.708358 nChanged 1 SP:Iteration 96Q (6116.293549 sec): 3 clusters Score: Raw -715237.529979 + Penalty 2950.630803 = -712286.899176 nChanged 3 SP:Iteration 97Q (6116.348703 sec): 3 clusters Score: Raw -715238.421869 + Penalty 2950.630803 = -712287.791066 nChanged 3 SP:Iteration 98Q (6116.407560 sec): 3 clusters Score: Raw -715239.263959 + Penalty 2950.630803 = -712288.633156 nChanged 3 SP:Iteration 99Q (6116.458372 sec): 3 clusters Score: Raw -715240.278575 + Penalty 2950.630803 = -712289.647772 nChanged 1 SP:Iteration 100F (6116.519972 sec): 3 clusters Score: Raw -715240.413864 + Penalty 2950.630803 = -712289.783061 nChanged 2 SP:Iteration 101Q (6116.578568 sec): 3 clusters Score: Raw -715240.933486 + Penalty 2950.630803 = -712290.302683 nChanged 1 SP:Iteration 102Q (6116.648845 sec): 3 clusters Score: Raw -715241.177132 + Penalty 2950.630803 = -712290.546329 nChanged 1 SP:Iteration 103Q (6116.703031 sec): 3 clusters Score: Raw -715241.510413 + Penalty 2950.630803 = -712290.879610 nChanged 0 SP:Iteration 104F (6116.755631 sec): 3 clusters Score: Raw -715241.510413 + Penalty 2950.630803 = -712290.879610 nChanged 0 Trying to split cluster 25 (113278 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6116.929451 sec): 2 clusters Score: Raw -9411043.784660 + Penalty 1891.110041 = -9409152.674619 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6117.168573 sec): 3 clusters Score: Raw -9337104.189097 + Penalty 3782.220082 = -9333321.969015 nChanged 54318 SP:Iteration 1F (6117.409329 sec): 3 clusters Score: Raw -9368985.190681 + Penalty 3782.220082 = -9365202.970598 nChanged 4358 SP:Iteration 2Q (6117.665229 sec): 3 clusters Score: Raw -9370326.285704 + Penalty 3782.220082 = -9366544.065622 nChanged 5098 SP:Iteration 3Q (6117.912080 sec): 3 clusters Score: Raw -9372388.905426 + Penalty 3782.220082 = -9368606.685343 nChanged 6430 SP:Iteration 4F (6118.145161 sec): 3 clusters Score: Raw -9375893.563523 + Penalty 3782.220082 = -9372111.343441 nChanged 8016 SP:Iteration 5F (6118.375531 sec): 3 clusters Score: Raw -9381530.506128 + Penalty 3782.220082 = -9377748.286045 nChanged 9259 SP:Iteration 6F (6118.614530 sec): 3 clusters Score: Raw -9389094.954872 + Penalty 3782.220082 = -9385312.734790 nChanged 8739 SP:Iteration 7F (6118.844768 sec): 3 clusters Score: Raw -9396980.663248 + Penalty 3782.220082 = -9393198.443166 nChanged 6962 SP:Iteration 8F (6119.075102 sec): 3 clusters Score: Raw -9403604.876597 + Penalty 3782.220082 = -9399822.656514 nChanged 4460 SP:Iteration 9Q (6119.317874 sec): 3 clusters Score: Raw -9407796.540224 + Penalty 3782.220082 = -9404014.320142 nChanged 2321 SP:Iteration 10Q (6119.547519 sec): 3 clusters Score: Raw -9409870.701560 + Penalty 3782.220082 = -9406088.481478 nChanged 1023 SP:Iteration 11Q (6119.734836 sec): 3 clusters Score: Raw -9410758.862948 + Penalty 3782.220082 = -9406976.642866 nChanged 431 SP:Iteration 12Q (6119.936857 sec): 3 clusters Score: Raw -9411144.649764 + Penalty 3782.220082 = -9407362.429682 nChanged 238 SP:Iteration 13Q (6120.115158 sec): 3 clusters Score: Raw -9411346.205344 + Penalty 3782.220082 = -9407563.985261 nChanged 142 SP:Iteration 14Q (6120.301724 sec): 3 clusters Score: Raw -9411441.415151 + Penalty 3782.220082 = -9407659.195069 nChanged 94 SP:Iteration 15Q (6120.498783 sec): 3 clusters Score: Raw -9411510.819544 + Penalty 3782.220082 = -9407728.599462 nChanged 92 SP:Iteration 16Q (6120.686750 sec): 3 clusters Score: Raw -9411577.662760 + Penalty 3782.220082 = -9407795.442677 nChanged 70 SP:Iteration 17Q (6120.880476 sec): 3 clusters Score: Raw -9411618.282258 + Penalty 3782.220082 = -9407836.062175 nChanged 65 SP:Iteration 18Q (6121.068797 sec): 3 clusters Score: Raw -9411658.199156 + Penalty 3782.220082 = -9407875.979074 nChanged 41 SP:Iteration 19Q (6121.263984 sec): 3 clusters Score: Raw -9411683.664195 + Penalty 3782.220082 = -9407901.444112 nChanged 32 SP:Iteration 20F (6121.503871 sec): 3 clusters Score: Raw -9411701.009018 + Penalty 3782.220082 = -9407918.788936 nChanged 23 SP:Iteration 21Q (6121.693412 sec): 3 clusters Score: Raw -9411713.152886 + Penalty 3782.220082 = -9407930.932804 nChanged 21 SP:Iteration 22Q (6121.862919 sec): 3 clusters Score: Raw -9411722.740374 + Penalty 3782.220082 = -9407940.520292 nChanged 18 SP:Iteration 23Q (6122.050567 sec): 3 clusters Score: Raw -9411730.144710 + Penalty 3782.220082 = -9407947.924628 nChanged 13 SP:Iteration 24Q (6122.244081 sec): 3 clusters Score: Raw -9411735.546683 + Penalty 3782.220082 = -9407953.326601 nChanged 11 SP:Iteration 25Q (6122.429245 sec): 3 clusters Score: Raw -9411740.038343 + Penalty 3782.220082 = -9407957.818261 nChanged 10 SP:Iteration 26Q (6122.627951 sec): 3 clusters Score: Raw -9411744.022353 + Penalty 3782.220082 = -9407961.802270 nChanged 8 SP:Iteration 27Q (6122.827532 sec): 3 clusters Score: Raw -9411747.021119 + Penalty 3782.220082 = -9407964.801037 nChanged 5 SP:Iteration 28Q (6123.008513 sec): 3 clusters Score: Raw -9411748.857349 + Penalty 3782.220082 = -9407966.637267 nChanged 7 SP:Iteration 29Q (6123.195334 sec): 3 clusters Score: Raw -9411750.967639 + Penalty 3782.220082 = -9407968.747556 nChanged 4 SP:Iteration 30Q (6123.386556 sec): 3 clusters Score: Raw -9411751.741357 + Penalty 3782.220082 = -9407969.521275 nChanged 1 SP:Iteration 31Q (6123.566657 sec): 3 clusters Score: Raw -9411751.814506 + Penalty 3782.220082 = -9407969.594424 nChanged 0 SP:Iteration 32F (6123.801351 sec): 3 clusters Score: Raw -9411751.814506 + Penalty 3782.220082 = -9407969.594424 nChanged 0 Trying to split cluster 26 (862 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6123.841590 sec): 2 clusters Score: Raw -59178.546070 + Penalty 1098.378981 = -58080.167089 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6123.884743 sec): 3 clusters Score: Raw -58960.266707 + Penalty 2196.757963 = -56763.508744 nChanged 254 SP:Iteration 1F (6123.920007 sec): 3 clusters Score: Raw -59254.136266 + Penalty 2196.757963 = -57057.378303 nChanged 76 SP:Iteration 2F (6123.975062 sec): 3 clusters Score: Raw -59361.396196 + Penalty 2196.757963 = -57164.638233 nChanged 37 SP:Iteration 3Q (6124.021158 sec): 3 clusters Score: Raw -59407.714216 + Penalty 2196.757963 = -57210.956253 nChanged 30 SP:Iteration 4Q (6124.059759 sec): 3 clusters Score: Raw -59444.642585 + Penalty 2196.757963 = -57247.884622 nChanged 20 SP:Iteration 5Q (6124.102116 sec): 3 clusters Score: Raw -59472.596741 + Penalty 2196.757963 = -57275.838778 nChanged 12 SP:Iteration 6Q (6124.146919 sec): 3 clusters Score: Raw -59490.148094 + Penalty 2196.757963 = -57293.390131 nChanged 11 SP:Iteration 7Q (6124.195995 sec): 3 clusters Score: Raw -59502.274259 + Penalty 2196.757963 = -57305.516296 nChanged 8 SP:Iteration 8Q (6124.242030 sec): 3 clusters Score: Raw -59508.915758 + Penalty 2196.757963 = -57312.157795 nChanged 8 SP:Iteration 9Q (6124.298249 sec): 3 clusters Score: Raw -59516.910692 + Penalty 2196.757963 = -57320.152729 nChanged 2 SP:Iteration 10Q (6124.332985 sec): 3 clusters Score: Raw -59519.426386 + Penalty 2196.757963 = -57322.668423 nChanged 4 SP:Iteration 11Q (6124.385334 sec): 3 clusters Score: Raw -59522.692944 + Penalty 2196.757963 = -57325.934981 nChanged 4 SP:Iteration 12Q (6124.433022 sec): 3 clusters Score: Raw -59526.420434 + Penalty 2196.757963 = -57329.662471 nChanged 3 SP:Iteration 13Q (6124.474394 sec): 3 clusters Score: Raw -59529.106518 + Penalty 2196.757963 = -57332.348555 nChanged 2 SP:Iteration 14Q (6124.528660 sec): 3 clusters Score: Raw -59530.263495 + Penalty 2196.757963 = -57333.505532 nChanged 0 SP:Iteration 15F (6124.563300 sec): 3 clusters Score: Raw -59530.263495 + Penalty 2196.757963 = -57333.505532 nChanged 0 Trying to split cluster 27 (5430 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6124.606573 sec): 2 clusters Score: Raw -456356.985983 + Penalty 1397.450342 = -454959.535641 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6124.660649 sec): 3 clusters Score: Raw -453551.719330 + Penalty 2794.900684 = -450756.818646 nChanged 2206 SP:Iteration 1F (6124.721141 sec): 3 clusters Score: Raw -454673.071791 + Penalty 2794.900684 = -451878.171107 nChanged 376 SP:Iteration 2F (6124.773754 sec): 3 clusters Score: Raw -454853.874785 + Penalty 2794.900684 = -452058.974100 nChanged 279 SP:Iteration 3F (6124.824185 sec): 3 clusters Score: Raw -454969.997878 + Penalty 2794.900684 = -452175.097194 nChanged 218 SP:Iteration 4Q (6124.882644 sec): 3 clusters Score: Raw -455068.370104 + Penalty 2794.900684 = -452273.469420 nChanged 211 SP:Iteration 5Q (6124.938899 sec): 3 clusters Score: Raw -455176.297950 + Penalty 2794.900684 = -452381.397266 nChanged 211 SP:Iteration 6Q (6124.996264 sec): 3 clusters Score: Raw -455288.298163 + Penalty 2794.900684 = -452493.397479 nChanged 228 SP:Iteration 7Q (6125.055828 sec): 3 clusters Score: Raw -455419.601909 + Penalty 2794.900684 = -452624.701224 nChanged 212 SP:Iteration 8Q (6125.111821 sec): 3 clusters Score: Raw -455548.016195 + Penalty 2794.900684 = -452753.115511 nChanged 235 SP:Iteration 9Q (6125.165840 sec): 3 clusters Score: Raw -455706.151223 + Penalty 2794.900684 = -452911.250539 nChanged 243 SP:Iteration 10Q (6125.212909 sec): 3 clusters Score: Raw -455872.995284 + Penalty 2794.900684 = -453078.094600 nChanged 231 SP:Iteration 11Q (6125.267494 sec): 3 clusters Score: Raw -456027.218647 + Penalty 2794.900684 = -453232.317963 nChanged 163 SP:Iteration 12Q (6125.321660 sec): 3 clusters Score: Raw -456137.892108 + Penalty 2794.900684 = -453342.991423 nChanged 139 SP:Iteration 13Q (6125.384110 sec): 3 clusters Score: Raw -456237.348083 + Penalty 2794.900684 = -453442.447399 nChanged 107 SP:Iteration 14Q (6125.440210 sec): 3 clusters Score: Raw -456311.395864 + Penalty 2794.900684 = -453516.495180 nChanged 74 SP:Iteration 15Q (6125.486308 sec): 3 clusters Score: Raw -456365.239728 + Penalty 2794.900684 = -453570.339043 nChanged 57 SP:Iteration 16Q (6125.528806 sec): 3 clusters Score: Raw -456408.080223 + Penalty 2794.900684 = -453613.179539 nChanged 44 SP:Iteration 17Q (6125.583001 sec): 3 clusters Score: Raw -456441.989430 + Penalty 2794.900684 = -453647.088745 nChanged 36 SP:Iteration 18Q (6125.639069 sec): 3 clusters Score: Raw -456466.314469 + Penalty 2794.900684 = -453671.413785 nChanged 27 SP:Iteration 19Q (6125.696838 sec): 3 clusters Score: Raw -456485.414072 + Penalty 2794.900684 = -453690.513388 nChanged 22 SP:Iteration 20F (6125.748699 sec): 3 clusters Score: Raw -456501.787591 + Penalty 2794.900684 = -453706.886906 nChanged 20 SP:Iteration 21Q (6125.808052 sec): 3 clusters Score: Raw -456516.179337 + Penalty 2794.900684 = -453721.278653 nChanged 14 SP:Iteration 22Q (6125.865740 sec): 3 clusters Score: Raw -456523.439828 + Penalty 2794.900684 = -453728.539143 nChanged 9 SP:Iteration 23Q (6125.920226 sec): 3 clusters Score: Raw -456528.918509 + Penalty 2794.900684 = -453734.017824 nChanged 15 SP:Iteration 24Q (6125.974593 sec): 3 clusters Score: Raw -456537.733928 + Penalty 2794.900684 = -453742.833243 nChanged 12 SP:Iteration 25Q (6126.027603 sec): 3 clusters Score: Raw -456548.516926 + Penalty 2794.900684 = -453753.616242 nChanged 7 SP:Iteration 26Q (6126.075057 sec): 3 clusters Score: Raw -456552.951066 + Penalty 2794.900684 = -453758.050382 nChanged 6 SP:Iteration 27Q (6126.126905 sec): 3 clusters Score: Raw -456557.499156 + Penalty 2794.900684 = -453762.598472 nChanged 7 SP:Iteration 28Q (6126.174525 sec): 3 clusters Score: Raw -456564.330879 + Penalty 2794.900684 = -453769.430195 nChanged 7 SP:Iteration 29Q (6126.239943 sec): 3 clusters Score: Raw -456569.409449 + Penalty 2794.900684 = -453774.508764 nChanged 5 SP:Iteration 30Q (6126.284663 sec): 3 clusters Score: Raw -456574.025247 + Penalty 2794.900684 = -453779.124563 nChanged 7 SP:Iteration 31Q (6126.346994 sec): 3 clusters Score: Raw -456580.097233 + Penalty 2794.900684 = -453785.196549 nChanged 7 SP:Iteration 32Q (6126.400946 sec): 3 clusters Score: Raw -456586.325147 + Penalty 2794.900684 = -453791.424463 nChanged 3 SP:Iteration 33Q (6126.456316 sec): 3 clusters Score: Raw -456589.386019 + Penalty 2794.900684 = -453794.485335 nChanged 4 SP:Iteration 34Q (6126.500017 sec): 3 clusters Score: Raw -456591.257761 + Penalty 2794.900684 = -453796.357076 nChanged 1 SP:Iteration 35Q (6126.564450 sec): 3 clusters Score: Raw -456592.548382 + Penalty 2794.900684 = -453797.647698 nChanged 0 SP:Iteration 36F (6126.619457 sec): 3 clusters Score: Raw -456592.548382 + Penalty 2794.900684 = -453797.647698 nChanged 0 Trying to split cluster 28 (9943 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6126.657466 sec): 2 clusters Score: Raw -778382.092576 + Penalty 1495.751411 = -776886.341166 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6126.723522 sec): 3 clusters Score: Raw -772738.967603 + Penalty 2991.502821 = -769747.464782 nChanged 4269 SP:Iteration 1F (6126.773658 sec): 3 clusters Score: Raw -775152.338802 + Penalty 2991.502821 = -772160.835980 nChanged 740 SP:Iteration 2F (6126.838198 sec): 3 clusters Score: Raw -775751.427706 + Penalty 2991.502821 = -772759.924884 nChanged 814 SP:Iteration 3F (6126.891316 sec): 3 clusters Score: Raw -776440.208960 + Penalty 2991.502821 = -773448.706139 nChanged 836 SP:Iteration 4F (6126.959208 sec): 3 clusters Score: Raw -777117.141462 + Penalty 2991.502821 = -774125.638641 nChanged 714 SP:Iteration 5F (6127.026558 sec): 3 clusters Score: Raw -777602.101315 + Penalty 2991.502821 = -774610.598494 nChanged 550 SP:Iteration 6F (6127.076666 sec): 3 clusters Score: Raw -777928.561930 + Penalty 2991.502821 = -774937.059109 nChanged 416 SP:Iteration 7Q (6127.152440 sec): 3 clusters Score: Raw -778142.854925 + Penalty 2991.502821 = -775151.352104 nChanged 313 SP:Iteration 8Q (6127.208487 sec): 3 clusters Score: Raw -778275.840977 + Penalty 2991.502821 = -775284.338156 nChanged 203 SP:Iteration 9Q (6127.273000 sec): 3 clusters Score: Raw -778337.304967 + Penalty 2991.502821 = -775345.802146 nChanged 127 SP:Iteration 10Q (6127.326897 sec): 3 clusters Score: Raw -778373.370415 + Penalty 2991.502821 = -775381.867594 nChanged 111 SP:Iteration 11Q (6127.379912 sec): 3 clusters Score: Raw -778404.425603 + Penalty 2991.502821 = -775412.922781 nChanged 85 SP:Iteration 12Q (6127.440778 sec): 3 clusters Score: Raw -778427.270478 + Penalty 2991.502821 = -775435.767657 nChanged 64 SP:Iteration 13Q (6127.505220 sec): 3 clusters Score: Raw -778441.976880 + Penalty 2991.502821 = -775450.474059 nChanged 52 SP:Iteration 14Q (6127.565771 sec): 3 clusters Score: Raw -778455.852120 + Penalty 2991.502821 = -775464.349298 nChanged 50 SP:Iteration 15Q (6127.626866 sec): 3 clusters Score: Raw -778468.402808 + Penalty 2991.502821 = -775476.899987 nChanged 33 SP:Iteration 16Q (6127.674818 sec): 3 clusters Score: Raw -778476.953663 + Penalty 2991.502821 = -775485.450842 nChanged 41 SP:Iteration 17Q (6127.737868 sec): 3 clusters Score: Raw -778490.563742 + Penalty 2991.502821 = -775499.060920 nChanged 51 SP:Iteration 18Q (6127.788274 sec): 3 clusters Score: Raw -778505.030848 + Penalty 2991.502821 = -775513.528027 nChanged 47 SP:Iteration 19Q (6127.861524 sec): 3 clusters Score: Raw -778521.367984 + Penalty 2991.502821 = -775529.865163 nChanged 54 SP:Iteration 20F (6127.914264 sec): 3 clusters Score: Raw -778536.012129 + Penalty 2991.502821 = -775544.509308 nChanged 43 SP:Iteration 21Q (6127.979458 sec): 3 clusters Score: Raw -778544.795019 + Penalty 2991.502821 = -775553.292198 nChanged 42 SP:Iteration 22Q (6128.036935 sec): 3 clusters Score: Raw -778557.509443 + Penalty 2991.502821 = -775566.006622 nChanged 54 SP:Iteration 23Q (6128.089762 sec): 3 clusters Score: Raw -778570.089577 + Penalty 2991.502821 = -775578.586756 nChanged 44 SP:Iteration 24Q (6128.153982 sec): 3 clusters Score: Raw -778584.275738 + Penalty 2991.502821 = -775592.772917 nChanged 65 SP:Iteration 25Q (6128.224468 sec): 3 clusters Score: Raw -778603.918447 + Penalty 2991.502821 = -775612.415626 nChanged 64 SP:Iteration 26Q (6128.277152 sec): 3 clusters Score: Raw -778623.395875 + Penalty 2991.502821 = -775631.893054 nChanged 59 SP:Iteration 27Q (6128.341575 sec): 3 clusters Score: Raw -778647.031872 + Penalty 2991.502821 = -775655.529051 nChanged 78 SP:Iteration 28Q (6128.404987 sec): 3 clusters Score: Raw -778680.668072 + Penalty 2991.502821 = -775689.165251 nChanged 77 SP:Iteration 29Q (6128.463050 sec): 3 clusters Score: Raw -778710.792191 + Penalty 2991.502821 = -775719.289370 nChanged 84 SP:Iteration 30Q (6128.535784 sec): 3 clusters Score: Raw -778750.734272 + Penalty 2991.502821 = -775759.231451 nChanged 90 SP:Iteration 31Q (6128.586469 sec): 3 clusters Score: Raw -778787.097847 + Penalty 2991.502821 = -775795.595026 nChanged 81 SP:Iteration 32Q (6128.648275 sec): 3 clusters Score: Raw -778812.816488 + Penalty 2991.502821 = -775821.313667 nChanged 74 SP:Iteration 33Q (6128.710723 sec): 3 clusters Score: Raw -778834.304094 + Penalty 2991.502821 = -775842.801273 nChanged 64 SP:Iteration 34Q (6128.766103 sec): 3 clusters Score: Raw -778854.389395 + Penalty 2991.502821 = -775862.886574 nChanged 68 SP:Iteration 35Q (6128.827518 sec): 3 clusters Score: Raw -778873.274017 + Penalty 2991.502821 = -775881.771196 nChanged 56 SP:Iteration 36Q (6128.891001 sec): 3 clusters Score: Raw -778884.824917 + Penalty 2991.502821 = -775893.322096 nChanged 43 SP:Iteration 37Q (6128.961859 sec): 3 clusters Score: Raw -778894.907912 + Penalty 2991.502821 = -775903.405090 nChanged 42 SP:Iteration 38Q (6129.015631 sec): 3 clusters Score: Raw -778905.321763 + Penalty 2991.502821 = -775913.818942 nChanged 44 SP:Iteration 39Q (6129.084908 sec): 3 clusters Score: Raw -778916.398536 + Penalty 2991.502821 = -775924.895715 nChanged 38 SP:Iteration 40F (6129.147486 sec): 3 clusters Score: Raw -778923.925502 + Penalty 2991.502821 = -775932.422681 nChanged 33 SP:Iteration 41Q (6129.195065 sec): 3 clusters Score: Raw -778932.074133 + Penalty 2991.502821 = -775940.571311 nChanged 43 SP:Iteration 42Q (6129.269311 sec): 3 clusters Score: Raw -778944.609404 + Penalty 2991.502821 = -775953.106583 nChanged 40 SP:Iteration 43Q (6129.318205 sec): 3 clusters Score: Raw -778953.686064 + Penalty 2991.502821 = -775962.183243 nChanged 37 SP:Iteration 44Q (6129.392475 sec): 3 clusters Score: Raw -778963.778946 + Penalty 2991.502821 = -775972.276124 nChanged 37 SP:Iteration 45Q (6129.452971 sec): 3 clusters Score: Raw -778974.577098 + Penalty 2991.502821 = -775983.074277 nChanged 33 SP:Iteration 46Q (6129.512783 sec): 3 clusters Score: Raw -778983.009644 + Penalty 2991.502821 = -775991.506823 nChanged 33 SP:Iteration 47Q (6129.570015 sec): 3 clusters Score: Raw -778991.509582 + Penalty 2991.502821 = -776000.006761 nChanged 26 SP:Iteration 48Q (6129.641436 sec): 3 clusters Score: Raw -778997.072186 + Penalty 2991.502821 = -776005.569365 nChanged 32 SP:Iteration 49Q (6129.708723 sec): 3 clusters Score: Raw -779003.304346 + Penalty 2991.502821 = -776011.801525 nChanged 31 SP:Iteration 50Q (6129.766313 sec): 3 clusters Score: Raw -779011.440165 + Penalty 2991.502821 = -776019.937343 nChanged 28 SP:Iteration 51Q (6129.826558 sec): 3 clusters Score: Raw -779017.953797 + Penalty 2991.502821 = -776026.450976 nChanged 24 SP:Iteration 52Q (6129.874796 sec): 3 clusters Score: Raw -779024.262082 + Penalty 2991.502821 = -776032.759261 nChanged 26 SP:Iteration 53Q (6129.942201 sec): 3 clusters Score: Raw -779032.560256 + Penalty 2991.502821 = -776041.057435 nChanged 28 SP:Iteration 54Q (6130.000927 sec): 3 clusters Score: Raw -779041.738772 + Penalty 2991.502821 = -776050.235950 nChanged 37 SP:Iteration 55Q (6130.051408 sec): 3 clusters Score: Raw -779053.263016 + Penalty 2991.502821 = -776061.760194 nChanged 38 SP:Iteration 56Q (6130.118204 sec): 3 clusters Score: Raw -779062.456137 + Penalty 2991.502821 = -776070.953315 nChanged 41 SP:Iteration 57Q (6130.179055 sec): 3 clusters Score: Raw -779072.862367 + Penalty 2991.502821 = -776081.359546 nChanged 30 SP:Iteration 58Q (6130.237560 sec): 3 clusters Score: Raw -779082.772040 + Penalty 2991.502821 = -776091.269218 nChanged 32 SP:Iteration 59Q (6130.295269 sec): 3 clusters Score: Raw -779096.180513 + Penalty 2991.502821 = -776104.677692 nChanged 42 SP:Iteration 60F (6130.342528 sec): 3 clusters Score: Raw -779110.226843 + Penalty 2991.502821 = -776118.724022 nChanged 41 SP:Iteration 61Q (6130.409435 sec): 3 clusters Score: Raw -779120.082089 + Penalty 2991.502821 = -776128.579268 nChanged 26 SP:Iteration 62Q (6130.469090 sec): 3 clusters Score: Raw -779127.123060 + Penalty 2991.502821 = -776135.620239 nChanged 26 SP:Iteration 63Q (6130.536372 sec): 3 clusters Score: Raw -779132.248970 + Penalty 2991.502821 = -776140.746149 nChanged 26 SP:Iteration 64Q (6130.605311 sec): 3 clusters Score: Raw -779137.634246 + Penalty 2991.502821 = -776146.131425 nChanged 23 SP:Iteration 65Q (6130.667520 sec): 3 clusters Score: Raw -779142.603036 + Penalty 2991.502821 = -776151.100215 nChanged 29 SP:Iteration 66Q (6130.732690 sec): 3 clusters Score: Raw -779150.289071 + Penalty 2991.502821 = -776158.786250 nChanged 35 SP:Iteration 67Q (6130.782971 sec): 3 clusters Score: Raw -779158.637833 + Penalty 2991.502821 = -776167.135012 nChanged 24 SP:Iteration 68Q (6130.854285 sec): 3 clusters Score: Raw -779164.214081 + Penalty 2991.502821 = -776172.711260 nChanged 27 SP:Iteration 69Q (6130.909048 sec): 3 clusters Score: Raw -779171.316088 + Penalty 2991.502821 = -776179.813267 nChanged 24 SP:Iteration 70Q (6130.977616 sec): 3 clusters Score: Raw -779176.022423 + Penalty 2991.502821 = -776184.519602 nChanged 24 SP:Iteration 71Q (6131.030906 sec): 3 clusters Score: Raw -779179.881211 + Penalty 2991.502821 = -776188.378390 nChanged 17 SP:Iteration 72Q (6131.099562 sec): 3 clusters Score: Raw -779182.197423 + Penalty 2991.502821 = -776190.694602 nChanged 6 SP:Iteration 73Q (6131.148578 sec): 3 clusters Score: Raw -779183.176561 + Penalty 2991.502821 = -776191.673740 nChanged 5 SP:Iteration 74Q (6131.210550 sec): 3 clusters Score: Raw -779184.400378 + Penalty 2991.502821 = -776192.897557 nChanged 3 SP:Iteration 75Q (6131.282213 sec): 3 clusters Score: Raw -779184.811139 + Penalty 2991.502821 = -776193.308318 nChanged 5 SP:Iteration 76Q (6131.332477 sec): 3 clusters Score: Raw -779186.216909 + Penalty 2991.502821 = -776194.714088 nChanged 8 SP:Iteration 77Q (6131.390563 sec): 3 clusters Score: Raw -779187.779912 + Penalty 2991.502821 = -776196.277091 nChanged 5 SP:Iteration 78Q (6131.461148 sec): 3 clusters Score: Raw -779188.762796 + Penalty 2991.502821 = -776197.259975 nChanged 7 SP:Iteration 79Q (6131.514834 sec): 3 clusters Score: Raw -779190.300350 + Penalty 2991.502821 = -776198.797529 nChanged 4 SP:Iteration 80F (6131.568585 sec): 3 clusters Score: Raw -779191.097934 + Penalty 2991.502821 = -776199.595113 nChanged 2 SP:Iteration 81Q (6131.629522 sec): 3 clusters Score: Raw -779191.326174 + Penalty 2991.502821 = -776199.823353 nChanged 1 SP:Iteration 82Q (6131.689617 sec): 3 clusters Score: Raw -779191.399441 + Penalty 2991.502821 = -776199.896619 nChanged 1 SP:Iteration 83Q (6131.756750 sec): 3 clusters Score: Raw -779191.566714 + Penalty 2991.502821 = -776200.063893 nChanged 1 SP:Iteration 84Q (6131.821687 sec): 3 clusters Score: Raw -779191.776404 + Penalty 2991.502821 = -776200.273583 nChanged 1 SP:Iteration 85Q (6131.883672 sec): 3 clusters Score: Raw -779191.986162 + Penalty 2991.502821 = -776200.483341 nChanged 2 SP:Iteration 86Q (6131.943143 sec): 3 clusters Score: Raw -779192.342973 + Penalty 2991.502821 = -776200.840152 nChanged 1 SP:Iteration 87Q (6131.990169 sec): 3 clusters Score: Raw -779192.407681 + Penalty 2991.502821 = -776200.904859 nChanged 0 SP:Iteration 88F (6132.051280 sec): 3 clusters Score: Raw -779192.407681 + Penalty 2991.502821 = -776200.904859 nChanged 0 Trying to split cluster 29 (9336 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6132.098680 sec): 2 clusters Score: Raw -688465.677375 + Penalty 1485.515391 = -686980.161984 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6132.155853 sec): 3 clusters Score: Raw -683239.847425 + Penalty 2971.030782 = -680268.816643 nChanged 4002 SP:Iteration 1F (6132.205676 sec): 3 clusters Score: Raw -685709.842378 + Penalty 2971.030782 = -682738.811597 nChanged 733 SP:Iteration 2F (6132.269185 sec): 3 clusters Score: Raw -686145.349237 + Penalty 2971.030782 = -683174.318456 nChanged 592 SP:Iteration 3F (6132.311562 sec): 3 clusters Score: Raw -686471.904353 + Penalty 2971.030782 = -683500.873571 nChanged 488 SP:Iteration 4F (6132.376764 sec): 3 clusters Score: Raw -686698.790227 + Penalty 2971.030782 = -683727.759445 nChanged 368 SP:Iteration 5Q (6132.436307 sec): 3 clusters Score: Raw -686880.935262 + Penalty 2971.030782 = -683909.904480 nChanged 345 SP:Iteration 6Q (6132.504999 sec): 3 clusters Score: Raw -687034.581203 + Penalty 2971.030782 = -684063.550422 nChanged 319 SP:Iteration 7Q (6132.564458 sec): 3 clusters Score: Raw -687173.395819 + Penalty 2971.030782 = -684202.365038 nChanged 289 SP:Iteration 8Q (6132.628222 sec): 3 clusters Score: Raw -687296.944362 + Penalty 2971.030782 = -684325.913580 nChanged 290 SP:Iteration 9Q (6132.691062 sec): 3 clusters Score: Raw -687426.693029 + Penalty 2971.030782 = -684455.662248 nChanged 277 SP:Iteration 10Q (6132.750658 sec): 3 clusters Score: Raw -687551.654404 + Penalty 2971.030782 = -684580.623623 nChanged 259 SP:Iteration 11Q (6132.805350 sec): 3 clusters Score: Raw -687678.856673 + Penalty 2971.030782 = -684707.825891 nChanged 245 SP:Iteration 12Q (6132.869760 sec): 3 clusters Score: Raw -687788.653721 + Penalty 2971.030782 = -684817.622939 nChanged 242 SP:Iteration 13Q (6132.917300 sec): 3 clusters Score: Raw -687907.060719 + Penalty 2971.030782 = -684936.029937 nChanged 256 SP:Iteration 14Q (6132.976352 sec): 3 clusters Score: Raw -688031.619961 + Penalty 2971.030782 = -685060.589179 nChanged 243 SP:Iteration 15Q (6133.048584 sec): 3 clusters Score: Raw -688146.684242 + Penalty 2971.030782 = -685175.653460 nChanged 207 SP:Iteration 16Q (6133.108442 sec): 3 clusters Score: Raw -688226.920356 + Penalty 2971.030782 = -685255.889575 nChanged 166 SP:Iteration 17Q (6133.163190 sec): 3 clusters Score: Raw -688288.190592 + Penalty 2971.030782 = -685317.159810 nChanged 150 SP:Iteration 18Q (6133.223109 sec): 3 clusters Score: Raw -688345.896079 + Penalty 2971.030782 = -685374.865297 nChanged 149 SP:Iteration 19Q (6133.290933 sec): 3 clusters Score: Raw -688405.176804 + Penalty 2971.030782 = -685434.146023 nChanged 140 SP:Iteration 20F (6133.349161 sec): 3 clusters Score: Raw -688461.927992 + Penalty 2971.030782 = -685490.897210 nChanged 117 SP:Iteration 21Q (6133.397982 sec): 3 clusters Score: Raw -688502.027738 + Penalty 2971.030782 = -685530.996956 nChanged 96 SP:Iteration 22Q (6133.463576 sec): 3 clusters Score: Raw -688534.228489 + Penalty 2971.030782 = -685563.197707 nChanged 98 SP:Iteration 23Q (6133.519809 sec): 3 clusters Score: Raw -688563.523518 + Penalty 2971.030782 = -685592.492737 nChanged 97 SP:Iteration 24Q (6133.584542 sec): 3 clusters Score: Raw -688591.108920 + Penalty 2971.030782 = -685620.078138 nChanged 81 SP:Iteration 25Q (6133.642998 sec): 3 clusters Score: Raw -688613.297536 + Penalty 2971.030782 = -685642.266755 nChanged 72 SP:Iteration 26Q (6133.703137 sec): 3 clusters Score: Raw -688634.149948 + Penalty 2971.030782 = -685663.119166 nChanged 78 SP:Iteration 27Q (6133.765557 sec): 3 clusters Score: Raw -688653.275137 + Penalty 2971.030782 = -685682.244356 nChanged 64 SP:Iteration 28Q (6133.819460 sec): 3 clusters Score: Raw -688669.080663 + Penalty 2971.030782 = -685698.049882 nChanged 65 SP:Iteration 29Q (6133.885439 sec): 3 clusters Score: Raw -688688.665232 + Penalty 2971.030782 = -685717.634450 nChanged 71 SP:Iteration 30Q (6133.945894 sec): 3 clusters Score: Raw -688712.444006 + Penalty 2971.030782 = -685741.413225 nChanged 83 SP:Iteration 31Q (6134.005554 sec): 3 clusters Score: Raw -688736.329562 + Penalty 2971.030782 = -685765.298780 nChanged 85 SP:Iteration 32Q (6134.068456 sec): 3 clusters Score: Raw -688760.750659 + Penalty 2971.030782 = -685789.719877 nChanged 71 SP:Iteration 33Q (6134.131217 sec): 3 clusters Score: Raw -688779.638789 + Penalty 2971.030782 = -685808.608007 nChanged 68 SP:Iteration 34Q (6134.193964 sec): 3 clusters Score: Raw -688800.171209 + Penalty 2971.030782 = -685829.140428 nChanged 69 SP:Iteration 35Q (6134.255671 sec): 3 clusters Score: Raw -688821.177797 + Penalty 2971.030782 = -685850.147015 nChanged 89 SP:Iteration 36Q (6134.318527 sec): 3 clusters Score: Raw -688846.380332 + Penalty 2971.030782 = -685875.349550 nChanged 80 SP:Iteration 37Q (6134.372833 sec): 3 clusters Score: Raw -688866.581498 + Penalty 2971.030782 = -685895.550716 nChanged 78 SP:Iteration 38Q (6134.438735 sec): 3 clusters Score: Raw -688886.856674 + Penalty 2971.030782 = -685915.825893 nChanged 69 SP:Iteration 39Q (6134.501963 sec): 3 clusters Score: Raw -688904.458157 + Penalty 2971.030782 = -685933.427376 nChanged 57 SP:Iteration 40F (6134.554529 sec): 3 clusters Score: Raw -688918.044672 + Penalty 2971.030782 = -685947.013890 nChanged 69 SP:Iteration 41Q (6134.618137 sec): 3 clusters Score: Raw -688935.843897 + Penalty 2971.030782 = -685964.813115 nChanged 59 SP:Iteration 42Q (6134.675152 sec): 3 clusters Score: Raw -688949.060405 + Penalty 2971.030782 = -685978.029624 nChanged 60 SP:Iteration 43Q (6134.729925 sec): 3 clusters Score: Raw -688961.810956 + Penalty 2971.030782 = -685990.780175 nChanged 48 SP:Iteration 44Q (6134.798246 sec): 3 clusters Score: Raw -688970.684971 + Penalty 2971.030782 = -685999.654190 nChanged 39 SP:Iteration 45Q (6134.840772 sec): 3 clusters Score: Raw -688980.731836 + Penalty 2971.030782 = -686009.701054 nChanged 47 SP:Iteration 46Q (6134.908825 sec): 3 clusters Score: Raw -688992.292176 + Penalty 2971.030782 = -686021.261394 nChanged 42 SP:Iteration 47Q (6134.966497 sec): 3 clusters Score: Raw -689002.964880 + Penalty 2971.030782 = -686031.934098 nChanged 43 SP:Iteration 48Q (6135.025730 sec): 3 clusters Score: Raw -689012.985130 + Penalty 2971.030782 = -686041.954349 nChanged 42 SP:Iteration 49Q (6135.082316 sec): 3 clusters Score: Raw -689018.651454 + Penalty 2971.030782 = -686047.620672 nChanged 33 SP:Iteration 50Q (6135.144640 sec): 3 clusters Score: Raw -689023.924688 + Penalty 2971.030782 = -686052.893906 nChanged 25 SP:Iteration 51Q (6135.216243 sec): 3 clusters Score: Raw -689028.137239 + Penalty 2971.030782 = -686057.106458 nChanged 23 SP:Iteration 52Q (6135.271847 sec): 3 clusters Score: Raw -689032.093239 + Penalty 2971.030782 = -686061.062458 nChanged 18 SP:Iteration 53Q (6135.324319 sec): 3 clusters Score: Raw -689034.776566 + Penalty 2971.030782 = -686063.745784 nChanged 14 SP:Iteration 54Q (6135.386727 sec): 3 clusters Score: Raw -689037.113449 + Penalty 2971.030782 = -686066.082667 nChanged 15 SP:Iteration 55Q (6135.447753 sec): 3 clusters Score: Raw -689038.948065 + Penalty 2971.030782 = -686067.917283 nChanged 9 SP:Iteration 56Q (6135.515995 sec): 3 clusters Score: Raw -689040.635560 + Penalty 2971.030782 = -686069.604779 nChanged 15 SP:Iteration 57Q (6135.567783 sec): 3 clusters Score: Raw -689043.033529 + Penalty 2971.030782 = -686072.002747 nChanged 15 SP:Iteration 58Q (6135.621157 sec): 3 clusters Score: Raw -689044.736554 + Penalty 2971.030782 = -686073.705773 nChanged 13 SP:Iteration 59Q (6135.685486 sec): 3 clusters Score: Raw -689046.209121 + Penalty 2971.030782 = -686075.178339 nChanged 9 SP:Iteration 60F (6135.741466 sec): 3 clusters Score: Raw -689047.635447 + Penalty 2971.030782 = -686076.604665 nChanged 6 SP:Iteration 61Q (6135.804101 sec): 3 clusters Score: Raw -689048.269206 + Penalty 2971.030782 = -686077.238424 nChanged 6 SP:Iteration 62Q (6135.853340 sec): 3 clusters Score: Raw -689048.739466 + Penalty 2971.030782 = -686077.708684 nChanged 3 SP:Iteration 63Q (6135.907599 sec): 3 clusters Score: Raw -689048.992214 + Penalty 2971.030782 = -686077.961432 nChanged 3 SP:Iteration 64Q (6135.969854 sec): 3 clusters Score: Raw -689049.295748 + Penalty 2971.030782 = -686078.264966 nChanged 4 SP:Iteration 65Q (6136.025370 sec): 3 clusters Score: Raw -689049.796156 + Penalty 2971.030782 = -686078.765374 nChanged 3 SP:Iteration 66Q (6136.097938 sec): 3 clusters Score: Raw -689050.048069 + Penalty 2971.030782 = -686079.017288 nChanged 4 SP:Iteration 67Q (6136.147397 sec): 3 clusters Score: Raw -689050.637114 + Penalty 2971.030782 = -686079.606332 nChanged 5 SP:Iteration 68Q (6136.211309 sec): 3 clusters Score: Raw -689051.150848 + Penalty 2971.030782 = -686080.120066 nChanged 5 SP:Iteration 69Q (6136.277147 sec): 3 clusters Score: Raw -689051.594729 + Penalty 2971.030782 = -686080.563948 nChanged 8 SP:Iteration 70Q (6136.325285 sec): 3 clusters Score: Raw -689052.460853 + Penalty 2971.030782 = -686081.430072 nChanged 10 SP:Iteration 71Q (6136.371354 sec): 3 clusters Score: Raw -689053.786739 + Penalty 2971.030782 = -686082.755958 nChanged 9 SP:Iteration 72Q (6136.437622 sec): 3 clusters Score: Raw -689055.074362 + Penalty 2971.030782 = -686084.043581 nChanged 6 SP:Iteration 73Q (6136.490352 sec): 3 clusters Score: Raw -689055.410927 + Penalty 2971.030782 = -686084.380145 nChanged 6 SP:Iteration 74Q (6136.548578 sec): 3 clusters Score: Raw -689055.827616 + Penalty 2971.030782 = -686084.796835 nChanged 2 SP:Iteration 75Q (6136.607864 sec): 3 clusters Score: Raw -689056.024250 + Penalty 2971.030782 = -686084.993468 nChanged 2 SP:Iteration 76Q (6136.668604 sec): 3 clusters Score: Raw -689056.506331 + Penalty 2971.030782 = -686085.475550 nChanged 4 SP:Iteration 77Q (6136.734719 sec): 3 clusters Score: Raw -689056.934971 + Penalty 2971.030782 = -686085.904190 nChanged 4 SP:Iteration 78Q (6136.787290 sec): 3 clusters Score: Raw -689057.202750 + Penalty 2971.030782 = -686086.171969 nChanged 4 SP:Iteration 79Q (6136.859899 sec): 3 clusters Score: Raw -689057.470968 + Penalty 2971.030782 = -686086.440187 nChanged 2 SP:Iteration 80F (6136.920487 sec): 3 clusters Score: Raw -689057.607242 + Penalty 2971.030782 = -686086.576461 nChanged 1 SP:Iteration 81Q (6136.983553 sec): 3 clusters Score: Raw -689057.651267 + Penalty 2971.030782 = -686086.620486 nChanged 0 SP:Iteration 82F (6137.044915 sec): 3 clusters Score: Raw -689057.651267 + Penalty 2971.030782 = -686086.620486 nChanged 0 Trying to split cluster 30 (8597 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6137.080616 sec): 2 clusters Score: Raw -675820.890809 + Penalty 1472.114895 = -674348.775914 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6137.142159 sec): 3 clusters Score: Raw -671044.852894 + Penalty 2944.229790 = -668100.623104 nChanged 3697 SP:Iteration 1F (6137.189670 sec): 3 clusters Score: Raw -673210.168172 + Penalty 2944.229790 = -670265.938382 nChanged 670 SP:Iteration 2F (6137.257492 sec): 3 clusters Score: Raw -673644.678479 + Penalty 2944.229790 = -670700.448689 nChanged 569 SP:Iteration 3F (6137.313877 sec): 3 clusters Score: Raw -674044.894255 + Penalty 2944.229790 = -671100.664465 nChanged 540 SP:Iteration 4F (6137.379733 sec): 3 clusters Score: Raw -674436.908776 + Penalty 2944.229790 = -671492.678986 nChanged 460 SP:Iteration 5F (6137.435175 sec): 3 clusters Score: Raw -674716.440597 + Penalty 2944.229790 = -671772.210808 nChanged 381 SP:Iteration 6Q (6137.499888 sec): 3 clusters Score: Raw -674938.632847 + Penalty 2944.229790 = -671994.403057 nChanged 352 SP:Iteration 7Q (6137.562312 sec): 3 clusters Score: Raw -675143.207373 + Penalty 2944.229790 = -672198.977583 nChanged 341 SP:Iteration 8Q (6137.628978 sec): 3 clusters Score: Raw -675317.292061 + Penalty 2944.229790 = -672373.062271 nChanged 260 SP:Iteration 9Q (6137.681492 sec): 3 clusters Score: Raw -675456.271484 + Penalty 2944.229790 = -672512.041694 nChanged 252 SP:Iteration 10Q (6137.730800 sec): 3 clusters Score: Raw -675585.724785 + Penalty 2944.229790 = -672641.494995 nChanged 197 SP:Iteration 11Q (6137.798805 sec): 3 clusters Score: Raw -675684.116330 + Penalty 2944.229790 = -672739.886540 nChanged 166 SP:Iteration 12Q (6137.850609 sec): 3 clusters Score: Raw -675754.905103 + Penalty 2944.229790 = -672810.675313 nChanged 153 SP:Iteration 13Q (6137.905154 sec): 3 clusters Score: Raw -675826.053164 + Penalty 2944.229790 = -672881.823374 nChanged 154 SP:Iteration 14Q (6137.963452 sec): 3 clusters Score: Raw -675890.743256 + Penalty 2944.229790 = -672946.513466 nChanged 133 SP:Iteration 15Q (6138.031198 sec): 3 clusters Score: Raw -675943.544597 + Penalty 2944.229790 = -672999.314807 nChanged 120 SP:Iteration 16Q (6138.083285 sec): 3 clusters Score: Raw -675979.553654 + Penalty 2944.229790 = -673035.323864 nChanged 79 SP:Iteration 17Q (6138.144227 sec): 3 clusters Score: Raw -676003.759150 + Penalty 2944.229790 = -673059.529360 nChanged 81 SP:Iteration 18Q (6138.217021 sec): 3 clusters Score: Raw -676022.692754 + Penalty 2944.229790 = -673078.462964 nChanged 68 SP:Iteration 19Q (6138.265498 sec): 3 clusters Score: Raw -676039.152267 + Penalty 2944.229790 = -673094.922477 nChanged 64 SP:Iteration 20F (6138.325548 sec): 3 clusters Score: Raw -676055.399971 + Penalty 2944.229790 = -673111.170181 nChanged 56 SP:Iteration 21Q (6138.394425 sec): 3 clusters Score: Raw -676071.745457 + Penalty 2944.229790 = -673127.515667 nChanged 61 SP:Iteration 22Q (6138.453410 sec): 3 clusters Score: Raw -676090.679120 + Penalty 2944.229790 = -673146.449330 nChanged 63 SP:Iteration 23Q (6138.507393 sec): 3 clusters Score: Raw -676107.512831 + Penalty 2944.229790 = -673163.283042 nChanged 55 SP:Iteration 24Q (6138.571544 sec): 3 clusters Score: Raw -676120.240973 + Penalty 2944.229790 = -673176.011183 nChanged 49 SP:Iteration 25Q (6138.628935 sec): 3 clusters Score: Raw -676133.391375 + Penalty 2944.229790 = -673189.161585 nChanged 57 SP:Iteration 26Q (6138.680878 sec): 3 clusters Score: Raw -676146.418844 + Penalty 2944.229790 = -673202.189054 nChanged 48 SP:Iteration 27Q (6138.748036 sec): 3 clusters Score: Raw -676156.619325 + Penalty 2944.229790 = -673212.389536 nChanged 46 SP:Iteration 28Q (6138.804652 sec): 3 clusters Score: Raw -676163.917470 + Penalty 2944.229790 = -673219.687680 nChanged 33 SP:Iteration 29Q (6138.854791 sec): 3 clusters Score: Raw -676171.146875 + Penalty 2944.229790 = -673226.917085 nChanged 37 SP:Iteration 30Q (6138.914513 sec): 3 clusters Score: Raw -676182.049375 + Penalty 2944.229790 = -673237.819585 nChanged 43 SP:Iteration 31Q (6138.981814 sec): 3 clusters Score: Raw -676194.315252 + Penalty 2944.229790 = -673250.085462 nChanged 45 SP:Iteration 32Q (6139.034186 sec): 3 clusters Score: Raw -676206.348137 + Penalty 2944.229790 = -673262.118347 nChanged 47 SP:Iteration 33Q (6139.096402 sec): 3 clusters Score: Raw -676217.426035 + Penalty 2944.229790 = -673273.196245 nChanged 40 SP:Iteration 34Q (6139.158351 sec): 3 clusters Score: Raw -676227.831126 + Penalty 2944.229790 = -673283.601336 nChanged 35 SP:Iteration 35Q (6139.212981 sec): 3 clusters Score: Raw -676239.453276 + Penalty 2944.229790 = -673295.223486 nChanged 47 SP:Iteration 36Q (6139.273923 sec): 3 clusters Score: Raw -676256.223481 + Penalty 2944.229790 = -673311.993691 nChanged 56 SP:Iteration 37Q (6139.326491 sec): 3 clusters Score: Raw -676282.599317 + Penalty 2944.229790 = -673338.369527 nChanged 65 SP:Iteration 38Q (6139.389147 sec): 3 clusters Score: Raw -676313.655509 + Penalty 2944.229790 = -673369.425719 nChanged 81 SP:Iteration 39Q (6139.452218 sec): 3 clusters Score: Raw -676362.094631 + Penalty 2944.229790 = -673417.864841 nChanged 95 SP:Iteration 40F (6139.513637 sec): 3 clusters Score: Raw -676420.785645 + Penalty 2944.229790 = -673476.555856 nChanged 95 SP:Iteration 41Q (6139.567211 sec): 3 clusters Score: Raw -676482.019479 + Penalty 2944.229790 = -673537.789690 nChanged 100 SP:Iteration 42Q (6139.632237 sec): 3 clusters Score: Raw -676532.431211 + Penalty 2944.229790 = -673588.201421 nChanged 92 SP:Iteration 43Q (6139.683427 sec): 3 clusters Score: Raw -676572.045797 + Penalty 2944.229790 = -673627.816007 nChanged 79 SP:Iteration 44Q (6139.742442 sec): 3 clusters Score: Raw -676598.820272 + Penalty 2944.229790 = -673654.590482 nChanged 64 SP:Iteration 45Q (6139.806392 sec): 3 clusters Score: Raw -676618.626790 + Penalty 2944.229790 = -673674.397000 nChanged 48 SP:Iteration 46Q (6139.854206 sec): 3 clusters Score: Raw -676634.169811 + Penalty 2944.229790 = -673689.940021 nChanged 45 SP:Iteration 47Q (6139.923122 sec): 3 clusters Score: Raw -676643.565851 + Penalty 2944.229790 = -673699.336061 nChanged 35 SP:Iteration 48Q (6139.971778 sec): 3 clusters Score: Raw -676651.217739 + Penalty 2944.229790 = -673706.987949 nChanged 27 SP:Iteration 49Q (6140.029833 sec): 3 clusters Score: Raw -676657.383541 + Penalty 2944.229790 = -673713.153751 nChanged 19 SP:Iteration 50Q (6140.097369 sec): 3 clusters Score: Raw -676660.376420 + Penalty 2944.229790 = -673716.146630 nChanged 12 SP:Iteration 51Q (6140.157673 sec): 3 clusters Score: Raw -676661.755080 + Penalty 2944.229790 = -673717.525290 nChanged 14 SP:Iteration 52Q (6140.207793 sec): 3 clusters Score: Raw -676664.601748 + Penalty 2944.229790 = -673720.371958 nChanged 8 SP:Iteration 53Q (6140.264348 sec): 3 clusters Score: Raw -676666.013372 + Penalty 2944.229790 = -673721.783582 nChanged 6 SP:Iteration 54Q (6140.324823 sec): 3 clusters Score: Raw -676666.826499 + Penalty 2944.229790 = -673722.596709 nChanged 3 SP:Iteration 55Q (6140.398458 sec): 3 clusters Score: Raw -676667.291335 + Penalty 2944.229790 = -673723.061545 nChanged 7 SP:Iteration 56Q (6140.457473 sec): 3 clusters Score: Raw -676668.403775 + Penalty 2944.229790 = -673724.173986 nChanged 4 SP:Iteration 57Q (6140.511758 sec): 3 clusters Score: Raw -676668.899239 + Penalty 2944.229790 = -673724.669449 nChanged 5 SP:Iteration 58Q (6140.575148 sec): 3 clusters Score: Raw -676669.382109 + Penalty 2944.229790 = -673725.152320 nChanged 2 SP:Iteration 59Q (6140.625917 sec): 3 clusters Score: Raw -676669.703352 + Penalty 2944.229790 = -673725.473562 nChanged 3 SP:Iteration 60F (6140.686045 sec): 3 clusters Score: Raw -676669.911678 + Penalty 2944.229790 = -673725.681888 nChanged 4 SP:Iteration 61Q (6140.742374 sec): 3 clusters Score: Raw -676670.323602 + Penalty 2944.229790 = -673726.093813 nChanged 8 SP:Iteration 62Q (6140.791261 sec): 3 clusters Score: Raw -676671.504318 + Penalty 2944.229790 = -673727.274528 nChanged 5 SP:Iteration 63Q (6140.852835 sec): 3 clusters Score: Raw -676672.366610 + Penalty 2944.229790 = -673728.136820 nChanged 6 SP:Iteration 64Q (6140.906294 sec): 3 clusters Score: Raw -676672.987919 + Penalty 2944.229790 = -673728.758129 nChanged 5 SP:Iteration 65Q (6140.965052 sec): 3 clusters Score: Raw -676673.396799 + Penalty 2944.229790 = -673729.167009 nChanged 3 SP:Iteration 66Q (6141.032598 sec): 3 clusters Score: Raw -676673.646114 + Penalty 2944.229790 = -673729.416324 nChanged 3 SP:Iteration 67Q (6141.076918 sec): 3 clusters Score: Raw -676674.028594 + Penalty 2944.229790 = -673729.798804 nChanged 2 SP:Iteration 68Q (6141.132270 sec): 3 clusters Score: Raw -676674.257634 + Penalty 2944.229790 = -673730.027844 nChanged 1 SP:Iteration 69Q (6141.194143 sec): 3 clusters Score: Raw -676674.385282 + Penalty 2944.229790 = -673730.155493 nChanged 3 SP:Iteration 70Q (6141.255981 sec): 3 clusters Score: Raw -676674.869043 + Penalty 2944.229790 = -673730.639253 nChanged 2 SP:Iteration 71Q (6141.308576 sec): 3 clusters Score: Raw -676675.007316 + Penalty 2944.229790 = -673730.777526 nChanged 1 SP:Iteration 72Q (6141.376412 sec): 3 clusters Score: Raw -676675.092578 + Penalty 2944.229790 = -673730.862789 nChanged 0 SP:Iteration 73F (6141.435159 sec): 3 clusters Score: Raw -676675.092578 + Penalty 2944.229790 = -673730.862789 nChanged 0 Trying to split cluster 31 (2676 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6141.463888 sec): 2 clusters Score: Raw -215942.396083 + Penalty 1282.462743 = -214659.933339 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6141.502112 sec): 3 clusters Score: Raw -214722.742085 + Penalty 2564.925487 = -212157.816598 nChanged 993 SP:Iteration 1F (6141.564352 sec): 3 clusters Score: Raw -215364.585674 + Penalty 2564.925487 = -212799.660187 nChanged 238 SP:Iteration 2F (6141.605560 sec): 3 clusters Score: Raw -215619.431967 + Penalty 2564.925487 = -213054.506480 nChanged 195 SP:Iteration 3F (6141.655842 sec): 3 clusters Score: Raw -215939.079446 + Penalty 2564.925487 = -213374.153959 nChanged 236 SP:Iteration 4F (6141.702828 sec): 3 clusters Score: Raw -216426.582294 + Penalty 2564.925487 = -213861.656807 nChanged 235 SP:Iteration 5F (6141.757400 sec): 3 clusters Score: Raw -216951.982416 + Penalty 2564.925487 = -214387.056929 nChanged 194 SP:Iteration 6F (6141.803063 sec): 3 clusters Score: Raw -217411.256787 + Penalty 2564.925487 = -214846.331300 nChanged 113 SP:Iteration 7Q (6141.852079 sec): 3 clusters Score: Raw -217668.667596 + Penalty 2564.925487 = -215103.742110 nChanged 65 SP:Iteration 8Q (6141.888873 sec): 3 clusters Score: Raw -217745.691921 + Penalty 2564.925487 = -215180.766434 nChanged 22 SP:Iteration 9Q (6141.936216 sec): 3 clusters Score: Raw -217764.368229 + Penalty 2564.925487 = -215199.442742 nChanged 10 SP:Iteration 10Q (6141.989208 sec): 3 clusters Score: Raw -217769.640081 + Penalty 2564.925487 = -215204.714594 nChanged 7 SP:Iteration 11Q (6142.038089 sec): 3 clusters Score: Raw -217772.432044 + Penalty 2564.925487 = -215207.506557 nChanged 2 SP:Iteration 12Q (6142.089360 sec): 3 clusters Score: Raw -217772.919648 + Penalty 2564.925487 = -215207.994161 nChanged 1 SP:Iteration 13Q (6142.125907 sec): 3 clusters Score: Raw -217773.426201 + Penalty 2564.925487 = -215208.500714 nChanged 1 SP:Iteration 14Q (6142.175706 sec): 3 clusters Score: Raw -217773.891866 + Penalty 2564.925487 = -215208.966379 nChanged 1 SP:Iteration 15Q (6142.226406 sec): 3 clusters Score: Raw -217774.292892 + Penalty 2564.925487 = -215209.367405 nChanged 1 SP:Iteration 16Q (6142.282375 sec): 3 clusters Score: Raw -217774.621484 + Penalty 2564.925487 = -215209.695997 nChanged 0 SP:Iteration 17F (6142.335214 sec): 3 clusters Score: Raw -217774.621484 + Penalty 2564.925487 = -215209.695997 nChanged 0 Score: Raw -49145800.723970 + Penalty 88911.006508 = -49056889.717462 Splitting cluster 31 changes total score from -49057223.522282 to -49056889.717462 So it's not getting split. Trying to split cluster 32 (1511 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6158.496421 sec): 2 clusters Score: Raw -116134.748225 + Penalty 1189.585631 = -114945.162594 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6158.539730 sec): 3 clusters Score: Raw -115536.923867 + Penalty 2379.171263 = -113157.752604 nChanged 513 SP:Iteration 1F (6158.592258 sec): 3 clusters Score: Raw -115960.806250 + Penalty 2379.171263 = -113581.634987 nChanged 154 SP:Iteration 2F (6158.633787 sec): 3 clusters Score: Raw -116146.045575 + Penalty 2379.171263 = -113766.874312 nChanged 93 SP:Iteration 3F (6158.688804 sec): 3 clusters Score: Raw -116255.972944 + Penalty 2379.171263 = -113876.801681 nChanged 75 SP:Iteration 4Q (6158.735706 sec): 3 clusters Score: Raw -116346.678504 + Penalty 2379.171263 = -113967.507241 nChanged 67 SP:Iteration 5Q (6158.777897 sec): 3 clusters Score: Raw -116424.325215 + Penalty 2379.171263 = -114045.153952 nChanged 45 SP:Iteration 6Q (6158.832948 sec): 3 clusters Score: Raw -116486.188805 + Penalty 2379.171263 = -114107.017542 nChanged 44 SP:Iteration 7Q (6158.868373 sec): 3 clusters Score: Raw -116533.871761 + Penalty 2379.171263 = -114154.700499 nChanged 32 SP:Iteration 8Q (6158.922797 sec): 3 clusters Score: Raw -116571.853591 + Penalty 2379.171263 = -114192.682329 nChanged 26 SP:Iteration 9Q (6158.968187 sec): 3 clusters Score: Raw -116603.514160 + Penalty 2379.171263 = -114224.342897 nChanged 22 SP:Iteration 10Q (6159.007819 sec): 3 clusters Score: Raw -116624.100439 + Penalty 2379.171263 = -114244.929176 nChanged 8 SP:Iteration 11Q (6159.054556 sec): 3 clusters Score: Raw -116630.940310 + Penalty 2379.171263 = -114251.769047 nChanged 7 SP:Iteration 12Q (6159.109864 sec): 3 clusters Score: Raw -116637.094102 + Penalty 2379.171263 = -114257.922839 nChanged 6 SP:Iteration 13Q (6159.161020 sec): 3 clusters Score: Raw -116641.764152 + Penalty 2379.171263 = -114262.592889 nChanged 4 SP:Iteration 14Q (6159.204860 sec): 3 clusters Score: Raw -116646.278846 + Penalty 2379.171263 = -114267.107583 nChanged 4 SP:Iteration 15Q (6159.252605 sec): 3 clusters Score: Raw -116648.881339 + Penalty 2379.171263 = -114269.710077 nChanged 2 SP:Iteration 16Q (6159.297394 sec): 3 clusters Score: Raw -116649.490243 + Penalty 2379.171263 = -114270.318980 nChanged 2 SP:Iteration 17Q (6159.337006 sec): 3 clusters Score: Raw -116652.044589 + Penalty 2379.171263 = -114272.873326 nChanged 1 SP:Iteration 18Q (6159.387379 sec): 3 clusters Score: Raw -116653.158282 + Penalty 2379.171263 = -114273.987019 nChanged 0 SP:Iteration 19F (6159.432270 sec): 3 clusters Score: Raw -116653.158282 + Penalty 2379.171263 = -114273.987019 nChanged 0 Trying to split cluster 33 (19819 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6159.487274 sec): 2 clusters Score: Raw -1666369.219893 + Penalty 1607.839407 = -1664761.380486 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6159.557774 sec): 3 clusters Score: Raw -1654456.230861 + Penalty 3215.678815 = -1651240.552046 nChanged 9038 SP:Iteration 1F (6159.643070 sec): 3 clusters Score: Raw -1659944.697464 + Penalty 3215.678815 = -1656729.018650 nChanged 1540 SP:Iteration 2F (6159.722014 sec): 3 clusters Score: Raw -1661105.184366 + Penalty 3215.678815 = -1657889.505551 nChanged 1679 SP:Iteration 3F (6159.796727 sec): 3 clusters Score: Raw -1662452.697307 + Penalty 3215.678815 = -1659237.018493 nChanged 1588 SP:Iteration 4F (6159.883053 sec): 3 clusters Score: Raw -1663641.544631 + Penalty 3215.678815 = -1660425.865816 nChanged 1243 SP:Iteration 5F (6159.959339 sec): 3 clusters Score: Raw -1664375.170834 + Penalty 3215.678815 = -1661159.492020 nChanged 885 SP:Iteration 6Q (6160.043153 sec): 3 clusters Score: Raw -1664839.645845 + Penalty 3215.678815 = -1661623.967031 nChanged 650 SP:Iteration 7Q (6160.124441 sec): 3 clusters Score: Raw -1665129.459680 + Penalty 3215.678815 = -1661913.780865 nChanged 490 SP:Iteration 8Q (6160.195281 sec): 3 clusters Score: Raw -1665343.604711 + Penalty 3215.678815 = -1662127.925896 nChanged 399 SP:Iteration 9Q (6160.277148 sec): 3 clusters Score: Raw -1665519.425872 + Penalty 3215.678815 = -1662303.747057 nChanged 337 SP:Iteration 10Q (6160.353392 sec): 3 clusters Score: Raw -1665686.848122 + Penalty 3215.678815 = -1662471.169307 nChanged 315 SP:Iteration 11Q (6160.427576 sec): 3 clusters Score: Raw -1665874.141340 + Penalty 3215.678815 = -1662658.462526 nChanged 296 SP:Iteration 12Q (6160.516801 sec): 3 clusters Score: Raw -1666057.622367 + Penalty 3215.678815 = -1662841.943552 nChanged 253 SP:Iteration 13Q (6160.601146 sec): 3 clusters Score: Raw -1666228.630359 + Penalty 3215.678815 = -1663012.951544 nChanged 254 SP:Iteration 14Q (6160.681955 sec): 3 clusters Score: Raw -1666409.795082 + Penalty 3215.678815 = -1663194.116267 nChanged 234 SP:Iteration 15Q (6160.758742 sec): 3 clusters Score: Raw -1666520.476630 + Penalty 3215.678815 = -1663304.797815 nChanged 175 SP:Iteration 16Q (6160.827423 sec): 3 clusters Score: Raw -1666595.902520 + Penalty 3215.678815 = -1663380.223705 nChanged 154 SP:Iteration 17Q (6160.904531 sec): 3 clusters Score: Raw -1666644.715077 + Penalty 3215.678815 = -1663429.036262 nChanged 116 SP:Iteration 18Q (6160.983078 sec): 3 clusters Score: Raw -1666682.053624 + Penalty 3215.678815 = -1663466.374809 nChanged 97 SP:Iteration 19Q (6161.058533 sec): 3 clusters Score: Raw -1666709.162504 + Penalty 3215.678815 = -1663493.483690 nChanged 90 SP:Iteration 20F (6161.131353 sec): 3 clusters Score: Raw -1666734.621714 + Penalty 3215.678815 = -1663518.942900 nChanged 79 SP:Iteration 21Q (6161.206850 sec): 3 clusters Score: Raw -1666754.990339 + Penalty 3215.678815 = -1663539.311524 nChanged 76 SP:Iteration 22Q (6161.276305 sec): 3 clusters Score: Raw -1666773.023249 + Penalty 3215.678815 = -1663557.344434 nChanged 58 SP:Iteration 23Q (6161.345307 sec): 3 clusters Score: Raw -1666784.625285 + Penalty 3215.678815 = -1663568.946470 nChanged 45 SP:Iteration 24Q (6161.422200 sec): 3 clusters Score: Raw -1666792.555062 + Penalty 3215.678815 = -1663576.876247 nChanged 45 SP:Iteration 25Q (6161.486371 sec): 3 clusters Score: Raw -1666799.751175 + Penalty 3215.678815 = -1663584.072361 nChanged 41 SP:Iteration 26Q (6161.562009 sec): 3 clusters Score: Raw -1666807.334460 + Penalty 3215.678815 = -1663591.655645 nChanged 39 SP:Iteration 27Q (6161.634059 sec): 3 clusters Score: Raw -1666813.907425 + Penalty 3215.678815 = -1663598.228611 nChanged 39 SP:Iteration 28Q (6161.706546 sec): 3 clusters Score: Raw -1666820.852282 + Penalty 3215.678815 = -1663605.173467 nChanged 39 SP:Iteration 29Q (6161.786589 sec): 3 clusters Score: Raw -1666827.932364 + Penalty 3215.678815 = -1663612.253549 nChanged 38 SP:Iteration 30Q (6161.852746 sec): 3 clusters Score: Raw -1666834.046114 + Penalty 3215.678815 = -1663618.367300 nChanged 31 SP:Iteration 31Q (6161.926521 sec): 3 clusters Score: Raw -1666838.739196 + Penalty 3215.678815 = -1663623.060381 nChanged 37 SP:Iteration 32Q (6162.010392 sec): 3 clusters Score: Raw -1666847.236270 + Penalty 3215.678815 = -1663631.557455 nChanged 40 SP:Iteration 33Q (6162.081529 sec): 3 clusters Score: Raw -1666854.664179 + Penalty 3215.678815 = -1663638.985364 nChanged 32 SP:Iteration 34Q (6162.152449 sec): 3 clusters Score: Raw -1666859.978472 + Penalty 3215.678815 = -1663644.299658 nChanged 35 SP:Iteration 35Q (6162.216815 sec): 3 clusters Score: Raw -1666867.262244 + Penalty 3215.678815 = -1663651.583430 nChanged 32 SP:Iteration 36Q (6162.294034 sec): 3 clusters Score: Raw -1666873.207775 + Penalty 3215.678815 = -1663657.528961 nChanged 29 SP:Iteration 37Q (6162.368422 sec): 3 clusters Score: Raw -1666878.687982 + Penalty 3215.678815 = -1663663.009167 nChanged 24 SP:Iteration 38Q (6162.448821 sec): 3 clusters Score: Raw -1666882.817503 + Penalty 3215.678815 = -1663667.138689 nChanged 20 SP:Iteration 39Q (6162.525713 sec): 3 clusters Score: Raw -1666886.865042 + Penalty 3215.678815 = -1663671.186227 nChanged 22 SP:Iteration 40F (6162.597904 sec): 3 clusters Score: Raw -1666889.786976 + Penalty 3215.678815 = -1663674.108161 nChanged 19 SP:Iteration 41Q (6162.667875 sec): 3 clusters Score: Raw -1666892.343647 + Penalty 3215.678815 = -1663676.664832 nChanged 20 SP:Iteration 42Q (6162.749389 sec): 3 clusters Score: Raw -1666895.721192 + Penalty 3215.678815 = -1663680.042377 nChanged 21 SP:Iteration 43Q (6162.819697 sec): 3 clusters Score: Raw -1666899.766861 + Penalty 3215.678815 = -1663684.088047 nChanged 19 SP:Iteration 44Q (6162.891334 sec): 3 clusters Score: Raw -1666902.745726 + Penalty 3215.678815 = -1663687.066912 nChanged 13 SP:Iteration 45Q (6162.972533 sec): 3 clusters Score: Raw -1666904.182460 + Penalty 3215.678815 = -1663688.503646 nChanged 8 SP:Iteration 46Q (6163.053120 sec): 3 clusters Score: Raw -1666905.542616 + Penalty 3215.678815 = -1663689.863802 nChanged 9 SP:Iteration 47Q (6163.128143 sec): 3 clusters Score: Raw -1666907.047172 + Penalty 3215.678815 = -1663691.368358 nChanged 7 SP:Iteration 48Q (6163.204326 sec): 3 clusters Score: Raw -1666908.005439 + Penalty 3215.678815 = -1663692.326624 nChanged 10 SP:Iteration 49Q (6163.283233 sec): 3 clusters Score: Raw -1666909.202598 + Penalty 3215.678815 = -1663693.523784 nChanged 11 SP:Iteration 50Q (6163.360650 sec): 3 clusters Score: Raw -1666910.835989 + Penalty 3215.678815 = -1663695.157174 nChanged 12 SP:Iteration 51Q (6163.436415 sec): 3 clusters Score: Raw -1666912.708206 + Penalty 3215.678815 = -1663697.029392 nChanged 16 SP:Iteration 52Q (6163.513494 sec): 3 clusters Score: Raw -1666914.474335 + Penalty 3215.678815 = -1663698.795520 nChanged 5 SP:Iteration 53Q (6163.590568 sec): 3 clusters Score: Raw -1666915.182946 + Penalty 3215.678815 = -1663699.504131 nChanged 5 SP:Iteration 54Q (6163.666145 sec): 3 clusters Score: Raw -1666916.153167 + Penalty 3215.678815 = -1663700.474353 nChanged 5 SP:Iteration 55Q (6163.737197 sec): 3 clusters Score: Raw -1666916.783836 + Penalty 3215.678815 = -1663701.105021 nChanged 3 SP:Iteration 56Q (6163.807830 sec): 3 clusters Score: Raw -1666916.967426 + Penalty 3215.678815 = -1663701.288611 nChanged 1 SP:Iteration 57Q (6163.882693 sec): 3 clusters Score: Raw -1666917.083106 + Penalty 3215.678815 = -1663701.404291 nChanged 1 SP:Iteration 58Q (6163.969287 sec): 3 clusters Score: Raw -1666917.158953 + Penalty 3215.678815 = -1663701.480139 nChanged 1 SP:Iteration 59Q (6164.041040 sec): 3 clusters Score: Raw -1666917.271160 + Penalty 3215.678815 = -1663701.592345 nChanged 1 SP:Iteration 60F (6164.119520 sec): 3 clusters Score: Raw -1666917.431867 + Penalty 3215.678815 = -1663701.753052 nChanged 0 Trying to split cluster 34 (4127 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6164.149833 sec): 2 clusters Score: Raw -298106.765647 + Penalty 1352.862230 = -296753.903417 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6164.198753 sec): 3 clusters Score: Raw -296050.067240 + Penalty 2705.724460 = -293344.342780 nChanged 1630 SP:Iteration 1F (6164.249943 sec): 3 clusters Score: Raw -296973.488552 + Penalty 2705.724460 = -294267.764092 nChanged 301 SP:Iteration 2F (6164.293360 sec): 3 clusters Score: Raw -297158.958595 + Penalty 2705.724460 = -294453.234135 nChanged 221 SP:Iteration 3F (6164.346771 sec): 3 clusters Score: Raw -297279.954765 + Penalty 2705.724460 = -294574.230305 nChanged 179 SP:Iteration 4Q (6164.397585 sec): 3 clusters Score: Raw -297381.801796 + Penalty 2705.724460 = -294676.077337 nChanged 161 SP:Iteration 5Q (6164.438686 sec): 3 clusters Score: Raw -297490.827965 + Penalty 2705.724460 = -294785.103505 nChanged 193 SP:Iteration 6Q (6164.486260 sec): 3 clusters Score: Raw -297635.249643 + Penalty 2705.724460 = -294929.525184 nChanged 193 SP:Iteration 7Q (6164.540719 sec): 3 clusters Score: Raw -297780.654647 + Penalty 2705.724460 = -295074.930187 nChanged 173 SP:Iteration 8Q (6164.594035 sec): 3 clusters Score: Raw -297897.424588 + Penalty 2705.724460 = -295191.700128 nChanged 158 SP:Iteration 9Q (6164.644016 sec): 3 clusters Score: Raw -298018.244339 + Penalty 2705.724460 = -295312.519880 nChanged 156 SP:Iteration 10Q (6164.704787 sec): 3 clusters Score: Raw -298132.747070 + Penalty 2705.724460 = -295427.022610 nChanged 134 SP:Iteration 11Q (6164.760505 sec): 3 clusters Score: Raw -298233.126399 + Penalty 2705.724460 = -295527.401940 nChanged 125 SP:Iteration 12Q (6164.809951 sec): 3 clusters Score: Raw -298311.550015 + Penalty 2705.724460 = -295605.825555 nChanged 90 SP:Iteration 13Q (6164.858312 sec): 3 clusters Score: Raw -298365.176024 + Penalty 2705.724460 = -295659.451565 nChanged 64 SP:Iteration 14Q (6164.905503 sec): 3 clusters Score: Raw -298404.649869 + Penalty 2705.724460 = -295698.925409 nChanged 58 SP:Iteration 15Q (6164.958278 sec): 3 clusters Score: Raw -298436.414178 + Penalty 2705.724460 = -295730.689718 nChanged 52 SP:Iteration 16Q (6165.013684 sec): 3 clusters Score: Raw -298463.404423 + Penalty 2705.724460 = -295757.679963 nChanged 37 SP:Iteration 17Q (6165.054031 sec): 3 clusters Score: Raw -298477.396463 + Penalty 2705.724460 = -295771.672003 nChanged 22 SP:Iteration 18Q (6165.110236 sec): 3 clusters Score: Raw -298485.425452 + Penalty 2705.724460 = -295779.700992 nChanged 15 SP:Iteration 19Q (6165.151381 sec): 3 clusters Score: Raw -298490.802356 + Penalty 2705.724460 = -295785.077896 nChanged 13 SP:Iteration 20F (6165.194404 sec): 3 clusters Score: Raw -298494.283617 + Penalty 2705.724460 = -295788.559157 nChanged 7 SP:Iteration 21Q (6165.242795 sec): 3 clusters Score: Raw -298495.794945 + Penalty 2705.724460 = -295790.070485 nChanged 5 SP:Iteration 22Q (6165.290926 sec): 3 clusters Score: Raw -298497.457295 + Penalty 2705.724460 = -295791.732835 nChanged 4 SP:Iteration 23Q (6165.348787 sec): 3 clusters Score: Raw -298498.606169 + Penalty 2705.724460 = -295792.881709 nChanged 5 SP:Iteration 24Q (6165.389527 sec): 3 clusters Score: Raw -298500.096304 + Penalty 2705.724460 = -295794.371844 nChanged 4 SP:Iteration 25Q (6165.436053 sec): 3 clusters Score: Raw -298501.718588 + Penalty 2705.724460 = -295795.994129 nChanged 5 SP:Iteration 26Q (6165.483978 sec): 3 clusters Score: Raw -298503.106980 + Penalty 2705.724460 = -295797.382520 nChanged 4 SP:Iteration 27Q (6165.532256 sec): 3 clusters Score: Raw -298504.714341 + Penalty 2705.724460 = -295798.989881 nChanged 5 SP:Iteration 28Q (6165.584109 sec): 3 clusters Score: Raw -298505.454564 + Penalty 2705.724460 = -295799.730104 nChanged 0 SP:Iteration 29F (6165.625631 sec): 3 clusters Score: Raw -298505.454564 + Penalty 2705.724460 = -295799.730104 nChanged 0 Trying to split cluster 35 (3053 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6165.663198 sec): 2 clusters Score: Raw -236606.177528 + Penalty 1303.880499 = -235302.297029 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6165.700910 sec): 3 clusters Score: Raw -235209.289443 + Penalty 2607.760998 = -232601.528446 nChanged 1153 SP:Iteration 1F (6165.748400 sec): 3 clusters Score: Raw -236152.955325 + Penalty 2607.760998 = -233545.194327 nChanged 362 SP:Iteration 2F (6165.800671 sec): 3 clusters Score: Raw -236793.315304 + Penalty 2607.760998 = -234185.554307 nChanged 338 SP:Iteration 3F (6165.832779 sec): 3 clusters Score: Raw -237365.331464 + Penalty 2607.760998 = -234757.570466 nChanged 275 SP:Iteration 4F (6165.875925 sec): 3 clusters Score: Raw -237796.639042 + Penalty 2607.760998 = -235188.878045 nChanged 215 SP:Iteration 5F (6165.922896 sec): 3 clusters Score: Raw -238109.573139 + Penalty 2607.760998 = -235501.812142 nChanged 132 SP:Iteration 6Q (6165.971162 sec): 3 clusters Score: Raw -238259.610190 + Penalty 2607.760998 = -235651.849192 nChanged 69 SP:Iteration 7Q (6166.014261 sec): 3 clusters Score: Raw -238329.999122 + Penalty 2607.760998 = -235722.238125 nChanged 33 SP:Iteration 8Q (6166.061375 sec): 3 clusters Score: Raw -238352.719968 + Penalty 2607.760998 = -235744.958970 nChanged 15 SP:Iteration 9Q (6166.102569 sec): 3 clusters Score: Raw -238362.045384 + Penalty 2607.760998 = -235754.284387 nChanged 14 SP:Iteration 10Q (6166.146639 sec): 3 clusters Score: Raw -238371.804274 + Penalty 2607.760998 = -235764.043277 nChanged 14 SP:Iteration 11Q (6166.194214 sec): 3 clusters Score: Raw -238380.257591 + Penalty 2607.760998 = -235772.496593 nChanged 9 SP:Iteration 12Q (6166.251516 sec): 3 clusters Score: Raw -238384.524931 + Penalty 2607.760998 = -235776.763933 nChanged 3 SP:Iteration 13Q (6166.294967 sec): 3 clusters Score: Raw -238385.445787 + Penalty 2607.760998 = -235777.684789 nChanged 5 SP:Iteration 14Q (6166.331310 sec): 3 clusters Score: Raw -238387.561995 + Penalty 2607.760998 = -235779.800997 nChanged 6 SP:Iteration 15Q (6166.380289 sec): 3 clusters Score: Raw -238389.731989 + Penalty 2607.760998 = -235781.970991 nChanged 5 SP:Iteration 16Q (6166.432314 sec): 3 clusters Score: Raw -238391.671281 + Penalty 2607.760998 = -235783.910284 nChanged 3 SP:Iteration 17Q (6166.478461 sec): 3 clusters Score: Raw -238392.873102 + Penalty 2607.760998 = -235785.112104 nChanged 3 SP:Iteration 18Q (6166.526027 sec): 3 clusters Score: Raw -238394.192686 + Penalty 2607.760998 = -235786.431688 nChanged 1 SP:Iteration 19Q (6166.571995 sec): 3 clusters Score: Raw -238395.137299 + Penalty 2607.760998 = -235787.376302 nChanged 4 SP:Iteration 20F (6166.628906 sec): 3 clusters Score: Raw -238397.793603 + Penalty 2607.760998 = -235790.032605 nChanged 2 SP:Iteration 21Q (6166.672271 sec): 3 clusters Score: Raw -238399.105149 + Penalty 2607.760998 = -235791.344151 nChanged 0 SP:Iteration 22F (6166.716658 sec): 3 clusters Score: Raw -238399.105149 + Penalty 2607.760998 = -235791.344151 nChanged 0 Score: Raw -49145761.426189 + Penalty 88911.006508 = -49056850.419681 Splitting cluster 35 changes total score from -49057223.522282 to -49056850.419681 So it's not getting split. Trying to split cluster 36 (1127 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6183.277067 sec): 2 clusters Score: Raw -84267.431916 + Penalty 1141.938609 = -83125.493308 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6183.310345 sec): 3 clusters Score: Raw -83897.290968 + Penalty 2283.877217 = -81613.413751 nChanged 345 SP:Iteration 1F (6183.365240 sec): 3 clusters Score: Raw -84240.520312 + Penalty 2283.877217 = -81956.643095 nChanged 120 SP:Iteration 2F (6183.409322 sec): 3 clusters Score: Raw -84428.474025 + Penalty 2283.877217 = -82144.596808 nChanged 65 SP:Iteration 3F (6183.448769 sec): 3 clusters Score: Raw -84525.533518 + Penalty 2283.877217 = -82241.656300 nChanged 38 SP:Iteration 4Q (6183.494422 sec): 3 clusters Score: Raw -84564.997738 + Penalty 2283.877217 = -82281.120521 nChanged 32 SP:Iteration 5Q (6183.546121 sec): 3 clusters Score: Raw -84603.285670 + Penalty 2283.877217 = -82319.408453 nChanged 29 SP:Iteration 6Q (6183.591875 sec): 3 clusters Score: Raw -84639.503744 + Penalty 2283.877217 = -82355.626527 nChanged 19 SP:Iteration 7Q (6183.634482 sec): 3 clusters Score: Raw -84662.860845 + Penalty 2283.877217 = -82378.983628 nChanged 14 SP:Iteration 8Q (6183.672556 sec): 3 clusters Score: Raw -84672.901714 + Penalty 2283.877217 = -82389.024497 nChanged 7 SP:Iteration 9Q (6183.713810 sec): 3 clusters Score: Raw -84685.167831 + Penalty 2283.877217 = -82401.290614 nChanged 9 SP:Iteration 10Q (6183.762490 sec): 3 clusters Score: Raw -84700.533476 + Penalty 2283.877217 = -82416.656259 nChanged 9 SP:Iteration 11Q (6183.813215 sec): 3 clusters Score: Raw -84711.104938 + Penalty 2283.877217 = -82427.227721 nChanged 8 SP:Iteration 12Q (6183.858766 sec): 3 clusters Score: Raw -84718.139359 + Penalty 2283.877217 = -82434.262142 nChanged 7 SP:Iteration 13Q (6183.904219 sec): 3 clusters Score: Raw -84728.346569 + Penalty 2283.877217 = -82444.469352 nChanged 7 SP:Iteration 14Q (6183.951875 sec): 3 clusters Score: Raw -84736.362617 + Penalty 2283.877217 = -82452.485400 nChanged 11 SP:Iteration 15Q (6183.992276 sec): 3 clusters Score: Raw -84749.904894 + Penalty 2283.877217 = -82466.027677 nChanged 13 SP:Iteration 16Q (6184.037171 sec): 3 clusters Score: Raw -84767.194035 + Penalty 2283.877217 = -82483.316818 nChanged 9 SP:Iteration 17Q (6184.084327 sec): 3 clusters Score: Raw -84777.383173 + Penalty 2283.877217 = -82493.505956 nChanged 8 SP:Iteration 18Q (6184.134623 sec): 3 clusters Score: Raw -84784.414692 + Penalty 2283.877217 = -82500.537475 nChanged 6 SP:Iteration 19Q (6184.175265 sec): 3 clusters Score: Raw -84790.464678 + Penalty 2283.877217 = -82506.587461 nChanged 4 SP:Iteration 20F (6184.212060 sec): 3 clusters Score: Raw -84794.868530 + Penalty 2283.877217 = -82510.991313 nChanged 1 SP:Iteration 21Q (6184.255638 sec): 3 clusters Score: Raw -84795.778858 + Penalty 2283.877217 = -82511.901641 nChanged 2 SP:Iteration 22Q (6184.304566 sec): 3 clusters Score: Raw -84797.007644 + Penalty 2283.877217 = -82513.130427 nChanged 0 SP:Iteration 23F (6184.357522 sec): 3 clusters Score: Raw -84797.007644 + Penalty 2283.877217 = -82513.130427 nChanged 0 Trying to split cluster 37 (5603 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6184.387045 sec): 2 clusters Score: Raw -459102.475803 + Penalty 1402.546835 = -457699.928968 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6184.440918 sec): 3 clusters Score: Raw -456170.713085 + Penalty 2805.093670 = -453365.619415 nChanged 2340 SP:Iteration 1F (6184.489107 sec): 3 clusters Score: Raw -457517.199452 + Penalty 2805.093670 = -454712.105781 nChanged 423 SP:Iteration 2F (6184.542676 sec): 3 clusters Score: Raw -457773.257827 + Penalty 2805.093670 = -454968.164157 nChanged 331 SP:Iteration 3F (6184.603698 sec): 3 clusters Score: Raw -457999.620020 + Penalty 2805.093670 = -455194.526349 nChanged 322 SP:Iteration 4F (6184.660029 sec): 3 clusters Score: Raw -458247.800338 + Penalty 2805.093670 = -455442.706668 nChanged 348 SP:Iteration 5F (6184.701827 sec): 3 clusters Score: Raw -458537.960421 + Penalty 2805.093670 = -455732.866751 nChanged 323 SP:Iteration 6F (6184.754479 sec): 3 clusters Score: Raw -458821.782578 + Penalty 2805.093670 = -456016.688907 nChanged 313 SP:Iteration 7F (6184.809456 sec): 3 clusters Score: Raw -459095.685775 + Penalty 2805.093670 = -456290.592104 nChanged 301 SP:Iteration 8F (6184.868211 sec): 3 clusters Score: Raw -459350.202194 + Penalty 2805.093670 = -456545.108523 nChanged 267 SP:Iteration 9Q (6184.922217 sec): 3 clusters Score: Raw -459577.606868 + Penalty 2805.093670 = -456772.513198 nChanged 207 SP:Iteration 10Q (6184.967614 sec): 3 clusters Score: Raw -459765.077656 + Penalty 2805.093670 = -456959.983985 nChanged 168 SP:Iteration 11Q (6185.025877 sec): 3 clusters Score: Raw -459893.703622 + Penalty 2805.093670 = -457088.609951 nChanged 127 SP:Iteration 12Q (6185.085359 sec): 3 clusters Score: Raw -459980.111322 + Penalty 2805.093670 = -457175.017652 nChanged 75 SP:Iteration 13Q (6185.135993 sec): 3 clusters Score: Raw -460022.295121 + Penalty 2805.093670 = -457217.201450 nChanged 53 SP:Iteration 14Q (6185.193932 sec): 3 clusters Score: Raw -460049.893462 + Penalty 2805.093670 = -457244.799792 nChanged 51 SP:Iteration 15Q (6185.241816 sec): 3 clusters Score: Raw -460072.352340 + Penalty 2805.093670 = -457267.258670 nChanged 45 SP:Iteration 16Q (6185.288562 sec): 3 clusters Score: Raw -460097.656862 + Penalty 2805.093670 = -457292.563192 nChanged 34 SP:Iteration 17Q (6185.351734 sec): 3 clusters Score: Raw -460113.438352 + Penalty 2805.093670 = -457308.344682 nChanged 18 SP:Iteration 18Q (6185.396946 sec): 3 clusters Score: Raw -460118.909452 + Penalty 2805.093670 = -457313.815782 nChanged 15 SP:Iteration 19Q (6185.462577 sec): 3 clusters Score: Raw -460123.129416 + Penalty 2805.093670 = -457318.035746 nChanged 9 SP:Iteration 20F (6185.516970 sec): 3 clusters Score: Raw -460125.898643 + Penalty 2805.093670 = -457320.804973 nChanged 7 SP:Iteration 21Q (6185.558937 sec): 3 clusters Score: Raw -460127.402215 + Penalty 2805.093670 = -457322.308544 nChanged 5 SP:Iteration 22Q (6185.624410 sec): 3 clusters Score: Raw -460128.720018 + Penalty 2805.093670 = -457323.626347 nChanged 3 SP:Iteration 23Q (6185.675289 sec): 3 clusters Score: Raw -460129.306639 + Penalty 2805.093670 = -457324.212968 nChanged 2 SP:Iteration 24Q (6185.722925 sec): 3 clusters Score: Raw -460129.796467 + Penalty 2805.093670 = -457324.702796 nChanged 0 SP:Iteration 25F (6185.763284 sec): 3 clusters Score: Raw -460129.796467 + Penalty 2805.093670 = -457324.702796 nChanged 0 Trying to split cluster 38 (38115 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6185.844690 sec): 2 clusters Score: Raw -3185908.299259 + Penalty 1714.109017 = -3184194.190242 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6185.956192 sec): 3 clusters Score: Raw -3162123.455734 + Penalty 3428.218035 = -3158695.237699 nChanged 17649 SP:Iteration 1F (6186.063403 sec): 3 clusters Score: Raw -3172213.545755 + Penalty 3428.218035 = -3168785.327720 nChanged 1654 SP:Iteration 2Q (6186.167628 sec): 3 clusters Score: Raw -3172813.053491 + Penalty 3428.218035 = -3169384.835456 nChanged 1778 SP:Iteration 3Q (6186.287554 sec): 3 clusters Score: Raw -3173576.642593 + Penalty 3428.218035 = -3170148.424558 nChanged 1997 SP:Iteration 4F (6186.396440 sec): 3 clusters Score: Raw -3174642.490891 + Penalty 3428.218035 = -3171214.272856 nChanged 2265 SP:Iteration 5F (6186.513784 sec): 3 clusters Score: Raw -3176028.688969 + Penalty 3428.218035 = -3172600.470934 nChanged 2509 SP:Iteration 6F (6186.621881 sec): 3 clusters Score: Raw -3177831.652912 + Penalty 3428.218035 = -3174403.434877 nChanged 2644 SP:Iteration 7F (6186.721353 sec): 3 clusters Score: Raw -3179932.851167 + Penalty 3428.218035 = -3176504.633132 nChanged 2515 SP:Iteration 8F (6186.838456 sec): 3 clusters Score: Raw -3181857.845444 + Penalty 3428.218035 = -3178429.627409 nChanged 1982 SP:Iteration 9F (6186.941132 sec): 3 clusters Score: Raw -3183127.783669 + Penalty 3428.218035 = -3179699.565634 nChanged 1402 SP:Iteration 10Q (6187.045125 sec): 3 clusters Score: Raw -3183850.885452 + Penalty 3428.218035 = -3180422.667417 nChanged 925 SP:Iteration 11Q (6187.155472 sec): 3 clusters Score: Raw -3184267.124481 + Penalty 3428.218035 = -3180838.906446 nChanged 693 SP:Iteration 12Q (6187.269932 sec): 3 clusters Score: Raw -3184548.877042 + Penalty 3428.218035 = -3181120.659007 nChanged 569 SP:Iteration 13Q (6187.366721 sec): 3 clusters Score: Raw -3184767.243890 + Penalty 3428.218035 = -3181339.025855 nChanged 489 SP:Iteration 14Q (6187.485080 sec): 3 clusters Score: Raw -3184950.149783 + Penalty 3428.218035 = -3181521.931748 nChanged 455 SP:Iteration 15Q (6187.600496 sec): 3 clusters Score: Raw -3185110.153456 + Penalty 3428.218035 = -3181681.935421 nChanged 380 SP:Iteration 16Q (6187.707279 sec): 3 clusters Score: Raw -3185211.305287 + Penalty 3428.218035 = -3181783.087252 nChanged 305 SP:Iteration 17Q (6187.805735 sec): 3 clusters Score: Raw -3185272.598619 + Penalty 3428.218035 = -3181844.380584 nChanged 249 SP:Iteration 18Q (6187.910114 sec): 3 clusters Score: Raw -3185314.413192 + Penalty 3428.218035 = -3181886.195157 nChanged 207 SP:Iteration 19Q (6188.011328 sec): 3 clusters Score: Raw -3185348.860476 + Penalty 3428.218035 = -3181920.642441 nChanged 194 SP:Iteration 20F (6188.129822 sec): 3 clusters Score: Raw -3185380.906936 + Penalty 3428.218035 = -3181952.688901 nChanged 183 SP:Iteration 21Q (6188.239405 sec): 3 clusters Score: Raw -3185408.024624 + Penalty 3428.218035 = -3181979.806589 nChanged 150 SP:Iteration 22Q (6188.349491 sec): 3 clusters Score: Raw -3185428.187612 + Penalty 3428.218035 = -3181999.969577 nChanged 151 SP:Iteration 23Q (6188.450122 sec): 3 clusters Score: Raw -3185446.018156 + Penalty 3428.218035 = -3182017.800121 nChanged 129 SP:Iteration 24Q (6188.562837 sec): 3 clusters Score: Raw -3185459.501519 + Penalty 3428.218035 = -3182031.283484 nChanged 130 SP:Iteration 25Q (6188.667555 sec): 3 clusters Score: Raw -3185474.846539 + Penalty 3428.218035 = -3182046.628504 nChanged 126 SP:Iteration 26Q (6188.773283 sec): 3 clusters Score: Raw -3185489.158196 + Penalty 3428.218035 = -3182060.940161 nChanged 105 SP:Iteration 27Q (6188.889201 sec): 3 clusters Score: Raw -3185500.183926 + Penalty 3428.218035 = -3182071.965891 nChanged 105 SP:Iteration 28Q (6188.989755 sec): 3 clusters Score: Raw -3185511.697918 + Penalty 3428.218035 = -3182083.479883 nChanged 98 SP:Iteration 29Q (6189.101243 sec): 3 clusters Score: Raw -3185521.491369 + Penalty 3428.218035 = -3182093.273334 nChanged 94 SP:Iteration 30Q (6189.200569 sec): 3 clusters Score: Raw -3185530.441299 + Penalty 3428.218035 = -3182102.223264 nChanged 100 SP:Iteration 31Q (6189.309315 sec): 3 clusters Score: Raw -3185540.996409 + Penalty 3428.218035 = -3182112.778374 nChanged 96 SP:Iteration 32Q (6189.416082 sec): 3 clusters Score: Raw -3185549.483778 + Penalty 3428.218035 = -3182121.265743 nChanged 91 SP:Iteration 33Q (6189.525759 sec): 3 clusters Score: Raw -3185558.272110 + Penalty 3428.218035 = -3182130.054075 nChanged 89 SP:Iteration 34Q (6189.624341 sec): 3 clusters Score: Raw -3185565.334617 + Penalty 3428.218035 = -3182137.116582 nChanged 73 SP:Iteration 35Q (6189.728176 sec): 3 clusters Score: Raw -3185571.035057 + Penalty 3428.218035 = -3182142.817023 nChanged 78 SP:Iteration 36Q (6189.840052 sec): 3 clusters Score: Raw -3185578.232894 + Penalty 3428.218035 = -3182150.014859 nChanged 96 SP:Iteration 37Q (6189.944524 sec): 3 clusters Score: Raw -3185587.385028 + Penalty 3428.218035 = -3182159.166993 nChanged 83 SP:Iteration 38Q (6190.046187 sec): 3 clusters Score: Raw -3185595.030905 + Penalty 3428.218035 = -3182166.812870 nChanged 91 SP:Iteration 39Q (6190.144843 sec): 3 clusters Score: Raw -3185604.446628 + Penalty 3428.218035 = -3182176.228593 nChanged 95 SP:Iteration 40F (6190.253455 sec): 3 clusters Score: Raw -3185613.787931 + Penalty 3428.218035 = -3182185.569896 nChanged 95 SP:Iteration 41Q (6190.362213 sec): 3 clusters Score: Raw -3185622.723376 + Penalty 3428.218035 = -3182194.505341 nChanged 98 SP:Iteration 42Q (6190.468003 sec): 3 clusters Score: Raw -3185631.285457 + Penalty 3428.218035 = -3182203.067422 nChanged 83 SP:Iteration 43Q (6190.572207 sec): 3 clusters Score: Raw -3185638.862334 + Penalty 3428.218035 = -3182210.644299 nChanged 76 SP:Iteration 44Q (6190.675533 sec): 3 clusters Score: Raw -3185645.199383 + Penalty 3428.218035 = -3182216.981348 nChanged 68 SP:Iteration 45Q (6190.780520 sec): 3 clusters Score: Raw -3185650.174420 + Penalty 3428.218035 = -3182221.956385 nChanged 56 SP:Iteration 46Q (6190.884240 sec): 3 clusters Score: Raw -3185654.488860 + Penalty 3428.218035 = -3182226.270825 nChanged 58 SP:Iteration 47Q (6190.984631 sec): 3 clusters Score: Raw -3185658.644686 + Penalty 3428.218035 = -3182230.426651 nChanged 57 SP:Iteration 48Q (6191.091863 sec): 3 clusters Score: Raw -3185662.908440 + Penalty 3428.218035 = -3182234.690405 nChanged 66 SP:Iteration 49Q (6191.195088 sec): 3 clusters Score: Raw -3185668.112869 + Penalty 3428.218035 = -3182239.894834 nChanged 83 SP:Iteration 50Q (6191.305760 sec): 3 clusters Score: Raw -3185674.655084 + Penalty 3428.218035 = -3182246.437049 nChanged 76 SP:Iteration 51Q (6191.403245 sec): 3 clusters Score: Raw -3185680.971570 + Penalty 3428.218035 = -3182252.753535 nChanged 77 SP:Iteration 52Q (6191.514791 sec): 3 clusters Score: Raw -3185688.025501 + Penalty 3428.218035 = -3182259.807466 nChanged 76 SP:Iteration 53Q (6191.628257 sec): 3 clusters Score: Raw -3185695.168513 + Penalty 3428.218035 = -3182266.950478 nChanged 78 SP:Iteration 54Q (6191.725846 sec): 3 clusters Score: Raw -3185702.264452 + Penalty 3428.218035 = -3182274.046417 nChanged 74 SP:Iteration 55Q (6191.822946 sec): 3 clusters Score: Raw -3185708.708482 + Penalty 3428.218035 = -3182280.490447 nChanged 71 SP:Iteration 56Q (6191.933491 sec): 3 clusters Score: Raw -3185714.472765 + Penalty 3428.218035 = -3182286.254730 nChanged 72 SP:Iteration 57Q (6192.035227 sec): 3 clusters Score: Raw -3185720.470455 + Penalty 3428.218035 = -3182292.252420 nChanged 71 SP:Iteration 58Q (6192.148156 sec): 3 clusters Score: Raw -3185726.959877 + Penalty 3428.218035 = -3182298.741843 nChanged 80 SP:Iteration 59Q (6192.247090 sec): 3 clusters Score: Raw -3185734.461430 + Penalty 3428.218035 = -3182306.243395 nChanged 81 SP:Iteration 60F (6192.350140 sec): 3 clusters Score: Raw -3185742.044811 + Penalty 3428.218035 = -3182313.826776 nChanged 89 SP:Iteration 61Q (6192.466679 sec): 3 clusters Score: Raw -3185750.905933 + Penalty 3428.218035 = -3182322.687898 nChanged 97 SP:Iteration 62Q (6192.558551 sec): 3 clusters Score: Raw -3185761.203954 + Penalty 3428.218035 = -3182332.985919 nChanged 95 SP:Iteration 63Q (6192.656409 sec): 3 clusters Score: Raw -3185771.681038 + Penalty 3428.218035 = -3182343.463003 nChanged 101 SP:Iteration 64Q (6192.765340 sec): 3 clusters Score: Raw -3185781.573547 + Penalty 3428.218035 = -3182353.355512 nChanged 86 SP:Iteration 65Q (6192.868830 sec): 3 clusters Score: Raw -3185790.215078 + Penalty 3428.218035 = -3182361.997043 nChanged 96 SP:Iteration 66Q (6192.959649 sec): 3 clusters Score: Raw -3185801.546087 + Penalty 3428.218035 = -3182373.328052 nChanged 96 SP:Iteration 67Q (6193.054073 sec): 3 clusters Score: Raw -3185811.924216 + Penalty 3428.218035 = -3182383.706181 nChanged 82 SP:Iteration 68Q (6193.163518 sec): 3 clusters Score: Raw -3185820.167561 + Penalty 3428.218035 = -3182391.949526 nChanged 78 SP:Iteration 69Q (6193.265721 sec): 3 clusters Score: Raw -3185827.999798 + Penalty 3428.218035 = -3182399.781763 nChanged 66 SP:Iteration 70Q (6193.358777 sec): 3 clusters Score: Raw -3185833.855684 + Penalty 3428.218035 = -3182405.637649 nChanged 67 SP:Iteration 71Q (6193.462029 sec): 3 clusters Score: Raw -3185839.397078 + Penalty 3428.218035 = -3182411.179043 nChanged 62 SP:Iteration 72Q (6193.564176 sec): 3 clusters Score: Raw -3185844.461251 + Penalty 3428.218035 = -3182416.243216 nChanged 53 SP:Iteration 73Q (6193.661512 sec): 3 clusters Score: Raw -3185848.573983 + Penalty 3428.218035 = -3182420.355948 nChanged 52 SP:Iteration 74Q (6193.764476 sec): 3 clusters Score: Raw -3185852.042090 + Penalty 3428.218035 = -3182423.824055 nChanged 50 SP:Iteration 75Q (6193.869077 sec): 3 clusters Score: Raw -3185856.201270 + Penalty 3428.218035 = -3182427.983235 nChanged 54 SP:Iteration 76Q (6193.956781 sec): 3 clusters Score: Raw -3185861.013879 + Penalty 3428.218035 = -3182432.795844 nChanged 49 SP:Iteration 77Q (6194.054269 sec): 3 clusters Score: Raw -3185865.563400 + Penalty 3428.218035 = -3182437.345366 nChanged 52 SP:Iteration 78Q (6194.143898 sec): 3 clusters Score: Raw -3185869.153603 + Penalty 3428.218035 = -3182440.935568 nChanged 43 SP:Iteration 79Q (6194.223741 sec): 3 clusters Score: Raw -3185872.488360 + Penalty 3428.218035 = -3182444.270325 nChanged 33 SP:Iteration 80F (6194.327391 sec): 3 clusters Score: Raw -3185875.352057 + Penalty 3428.218035 = -3182447.134022 nChanged 27 SP:Iteration 81Q (6194.431933 sec): 3 clusters Score: Raw -3185877.530739 + Penalty 3428.218035 = -3182449.312704 nChanged 37 SP:Iteration 82Q (6194.524870 sec): 3 clusters Score: Raw -3185880.788685 + Penalty 3428.218035 = -3182452.570650 nChanged 42 SP:Iteration 83Q (6194.624807 sec): 3 clusters Score: Raw -3185884.147277 + Penalty 3428.218035 = -3182455.929242 nChanged 46 SP:Iteration 84Q (6194.718735 sec): 3 clusters Score: Raw -3185888.472583 + Penalty 3428.218035 = -3182460.254548 nChanged 43 SP:Iteration 85Q (6194.822827 sec): 3 clusters Score: Raw -3185893.204620 + Penalty 3428.218035 = -3182464.986585 nChanged 45 SP:Iteration 86Q (6194.928344 sec): 3 clusters Score: Raw -3185897.855621 + Penalty 3428.218035 = -3182469.637586 nChanged 56 SP:Iteration 87Q (6195.031607 sec): 3 clusters Score: Raw -3185903.343788 + Penalty 3428.218035 = -3182475.125753 nChanged 51 SP:Iteration 88Q (6195.135589 sec): 3 clusters Score: Raw -3185908.529729 + Penalty 3428.218035 = -3182480.311694 nChanged 61 SP:Iteration 89Q (6195.237895 sec): 3 clusters Score: Raw -3185915.218112 + Penalty 3428.218035 = -3182487.000077 nChanged 64 SP:Iteration 90Q (6195.336201 sec): 3 clusters Score: Raw -3185923.476695 + Penalty 3428.218035 = -3182495.258660 nChanged 78 SP:Iteration 91Q (6195.441290 sec): 3 clusters Score: Raw -3185931.980180 + Penalty 3428.218035 = -3182503.762145 nChanged 80 SP:Iteration 92Q (6195.540571 sec): 3 clusters Score: Raw -3185940.855466 + Penalty 3428.218035 = -3182512.637431 nChanged 73 SP:Iteration 93Q (6195.632004 sec): 3 clusters Score: Raw -3185948.128967 + Penalty 3428.218035 = -3182519.910932 nChanged 52 SP:Iteration 94Q (6195.732212 sec): 3 clusters Score: Raw -3185953.827256 + Penalty 3428.218035 = -3182525.609222 nChanged 50 SP:Iteration 95Q (6195.833927 sec): 3 clusters Score: Raw -3185958.399187 + Penalty 3428.218035 = -3182530.181152 nChanged 51 SP:Iteration 96Q (6195.940308 sec): 3 clusters Score: Raw -3185962.772964 + Penalty 3428.218035 = -3182534.554929 nChanged 52 SP:Iteration 97Q (6196.034433 sec): 3 clusters Score: Raw -3185967.945880 + Penalty 3428.218035 = -3182539.727845 nChanged 50 SP:Iteration 98Q (6196.131105 sec): 3 clusters Score: Raw -3185972.407060 + Penalty 3428.218035 = -3182544.189025 nChanged 51 SP:Iteration 99Q (6196.223789 sec): 3 clusters Score: Raw -3185976.832026 + Penalty 3428.218035 = -3182548.613991 nChanged 52 SP:Iteration 100F (6196.333461 sec): 3 clusters Score: Raw -3185983.322302 + Penalty 3428.218035 = -3182555.104267 nChanged 71 SP:Iteration 101Q (6196.423988 sec): 3 clusters Score: Raw -3185992.047517 + Penalty 3428.218035 = -3182563.829482 nChanged 71 SP:Iteration 102Q (6196.530772 sec): 3 clusters Score: Raw -3186001.382978 + Penalty 3428.218035 = -3182573.164943 nChanged 81 SP:Iteration 103Q (6196.628037 sec): 3 clusters Score: Raw -3186011.301571 + Penalty 3428.218035 = -3182583.083536 nChanged 78 SP:Iteration 104Q (6196.728159 sec): 3 clusters Score: Raw -3186021.433975 + Penalty 3428.218035 = -3182593.215940 nChanged 79 SP:Iteration 105Q (6196.817998 sec): 3 clusters Score: Raw -3186031.960888 + Penalty 3428.218035 = -3182603.742853 nChanged 78 SP:Iteration 106Q (6196.916287 sec): 3 clusters Score: Raw -3186041.987879 + Penalty 3428.218035 = -3182613.769844 nChanged 81 SP:Iteration 107Q (6197.025128 sec): 3 clusters Score: Raw -3186050.947172 + Penalty 3428.218035 = -3182622.729137 nChanged 70 SP:Iteration 108Q (6197.130871 sec): 3 clusters Score: Raw -3186057.929360 + Penalty 3428.218035 = -3182629.711326 nChanged 58 SP:Iteration 109Q (6197.225852 sec): 3 clusters Score: Raw -3186063.705699 + Penalty 3428.218035 = -3182635.487664 nChanged 56 SP:Iteration 110Q (6197.328210 sec): 3 clusters Score: Raw -3186070.008745 + Penalty 3428.218035 = -3182641.790710 nChanged 66 SP:Iteration 111Q (6197.422396 sec): 3 clusters Score: Raw -3186076.124805 + Penalty 3428.218035 = -3182647.906770 nChanged 40 SP:Iteration 112Q (6197.532921 sec): 3 clusters Score: Raw -3186079.442298 + Penalty 3428.218035 = -3182651.224263 nChanged 43 SP:Iteration 113Q (6197.632625 sec): 3 clusters Score: Raw -3186082.566737 + Penalty 3428.218035 = -3182654.348702 nChanged 31 SP:Iteration 114Q (6197.733589 sec): 3 clusters Score: Raw -3186084.453815 + Penalty 3428.218035 = -3182656.235780 nChanged 22 SP:Iteration 115Q (6197.826903 sec): 3 clusters Score: Raw -3186085.700494 + Penalty 3428.218035 = -3182657.482459 nChanged 16 SP:Iteration 116Q (6197.920277 sec): 3 clusters Score: Raw -3186086.827983 + Penalty 3428.218035 = -3182658.609948 nChanged 22 SP:Iteration 117Q (6198.026359 sec): 3 clusters Score: Raw -3186088.596801 + Penalty 3428.218035 = -3182660.378766 nChanged 25 SP:Iteration 118Q (6198.122265 sec): 3 clusters Score: Raw -3186090.385155 + Penalty 3428.218035 = -3182662.167120 nChanged 27 SP:Iteration 119Q (6198.229222 sec): 3 clusters Score: Raw -3186092.764997 + Penalty 3428.218035 = -3182664.546962 nChanged 31 SP:Iteration 120F (6198.334679 sec): 3 clusters Score: Raw -3186095.524400 + Penalty 3428.218035 = -3182667.306365 nChanged 24 SP:Iteration 121Q (6198.440554 sec): 3 clusters Score: Raw -3186097.434486 + Penalty 3428.218035 = -3182669.216451 nChanged 27 SP:Iteration 122Q (6198.536129 sec): 3 clusters Score: Raw -3186099.444041 + Penalty 3428.218035 = -3182671.226006 nChanged 28 SP:Iteration 123Q (6198.638328 sec): 3 clusters Score: Raw -3186101.695111 + Penalty 3428.218035 = -3182673.477076 nChanged 28 SP:Iteration 124Q (6198.732316 sec): 3 clusters Score: Raw -3186104.523941 + Penalty 3428.218035 = -3182676.305906 nChanged 34 SP:Iteration 125Q (6198.843165 sec): 3 clusters Score: Raw -3186107.494742 + Penalty 3428.218035 = -3182679.276707 nChanged 28 SP:Iteration 126Q (6198.940373 sec): 3 clusters Score: Raw -3186109.789129 + Penalty 3428.218035 = -3182681.571094 nChanged 24 SP:Iteration 127Q (6199.036169 sec): 3 clusters Score: Raw -3186111.475619 + Penalty 3428.218035 = -3182683.257584 nChanged 22 SP:Iteration 128Q (6199.146882 sec): 3 clusters Score: Raw -3186113.405336 + Penalty 3428.218035 = -3182685.187301 nChanged 26 SP:Iteration 129Q (6199.241993 sec): 3 clusters Score: Raw -3186116.005923 + Penalty 3428.218035 = -3182687.787889 nChanged 18 SP:Iteration 130Q (6199.350052 sec): 3 clusters Score: Raw -3186117.206518 + Penalty 3428.218035 = -3182688.988483 nChanged 16 SP:Iteration 131Q (6199.453471 sec): 3 clusters Score: Raw -3186118.371695 + Penalty 3428.218035 = -3182690.153660 nChanged 16 SP:Iteration 132Q (6199.555165 sec): 3 clusters Score: Raw -3186119.717024 + Penalty 3428.218035 = -3182691.498989 nChanged 13 SP:Iteration 133Q (6199.658477 sec): 3 clusters Score: Raw -3186120.729598 + Penalty 3428.218035 = -3182692.511563 nChanged 9 SP:Iteration 134Q (6199.761497 sec): 3 clusters Score: Raw -3186121.413152 + Penalty 3428.218035 = -3182693.195117 nChanged 8 SP:Iteration 135Q (6199.856671 sec): 3 clusters Score: Raw -3186121.909539 + Penalty 3428.218035 = -3182693.691504 nChanged 6 SP:Iteration 136Q (6199.960145 sec): 3 clusters Score: Raw -3186122.288171 + Penalty 3428.218035 = -3182694.070136 nChanged 5 SP:Iteration 137Q (6200.061800 sec): 3 clusters Score: Raw -3186122.637577 + Penalty 3428.218035 = -3182694.419542 nChanged 5 SP:Iteration 138Q (6200.157846 sec): 3 clusters Score: Raw -3186122.973366 + Penalty 3428.218035 = -3182694.755331 nChanged 4 SP:Iteration 139Q (6200.253860 sec): 3 clusters Score: Raw -3186123.229254 + Penalty 3428.218035 = -3182695.011219 nChanged 7 SP:Iteration 140F (6200.367647 sec): 3 clusters Score: Raw -3186123.602423 + Penalty 3428.218035 = -3182695.384388 nChanged 8 SP:Iteration 141Q (6200.462094 sec): 3 clusters Score: Raw -3186124.035704 + Penalty 3428.218035 = -3182695.817669 nChanged 3 SP:Iteration 142Q (6200.562679 sec): 3 clusters Score: Raw -3186124.142610 + Penalty 3428.218035 = -3182695.924575 nChanged 1 SP:Iteration 143Q (6200.666888 sec): 3 clusters Score: Raw -3186124.184057 + Penalty 3428.218035 = -3182695.966022 nChanged 1 SP:Iteration 144Q (6200.752486 sec): 3 clusters Score: Raw -3186124.282310 + Penalty 3428.218035 = -3182696.064275 nChanged 2 SP:Iteration 145Q (6200.851457 sec): 3 clusters Score: Raw -3186124.467637 + Penalty 3428.218035 = -3182696.249602 nChanged 5 SP:Iteration 146Q (6200.950991 sec): 3 clusters Score: Raw -3186124.858589 + Penalty 3428.218035 = -3182696.640554 nChanged 4 SP:Iteration 147Q (6201.038779 sec): 3 clusters Score: Raw -3186125.131930 + Penalty 3428.218035 = -3182696.913895 nChanged 4 SP:Iteration 148Q (6201.140445 sec): 3 clusters Score: Raw -3186125.231927 + Penalty 3428.218035 = -3182697.013893 nChanged 3 SP:Iteration 149Q (6201.246671 sec): 3 clusters Score: Raw -3186125.379453 + Penalty 3428.218035 = -3182697.161418 nChanged 5 SP:Iteration 150Q (6201.347923 sec): 3 clusters Score: Raw -3186125.582557 + Penalty 3428.218035 = -3182697.364523 nChanged 1 SP:Iteration 151Q (6201.449192 sec): 3 clusters Score: Raw -3186125.711907 + Penalty 3428.218035 = -3182697.493872 nChanged 1 SP:Iteration 152Q (6201.547719 sec): 3 clusters Score: Raw -3186125.781931 + Penalty 3428.218035 = -3182697.563896 nChanged 1 SP:Iteration 153Q (6201.645018 sec): 3 clusters Score: Raw -3186125.815575 + Penalty 3428.218035 = -3182697.597540 nChanged 0 SP:Iteration 154F (6201.750680 sec): 3 clusters Score: Raw -3186125.815575 + Penalty 3428.218035 = -3182697.597540 nChanged 0 Trying to split cluster 39 (16117 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6201.797055 sec): 2 clusters Score: Raw -1352834.111081 + Penalty 1574.239858 = -1351259.871223 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6201.876788 sec): 3 clusters Score: Raw -1343395.506558 + Penalty 3148.479716 = -1340247.026843 nChanged 7112 SP:Iteration 1F (6201.945023 sec): 3 clusters Score: Raw -1347265.613986 + Penalty 3148.479716 = -1344117.134270 nChanged 807 SP:Iteration 2F (6202.005819 sec): 3 clusters Score: Raw -1347560.523812 + Penalty 3148.479716 = -1344412.044097 nChanged 729 SP:Iteration 3Q (6202.090074 sec): 3 clusters Score: Raw -1347833.547548 + Penalty 3148.479716 = -1344685.067832 nChanged 673 SP:Iteration 4Q (6202.154597 sec): 3 clusters Score: Raw -1348091.309017 + Penalty 3148.479716 = -1344942.829301 nChanged 641 SP:Iteration 5Q (6202.224991 sec): 3 clusters Score: Raw -1348344.353416 + Penalty 3148.479716 = -1345195.873700 nChanged 643 SP:Iteration 6Q (6202.294804 sec): 3 clusters Score: Raw -1348640.886016 + Penalty 3148.479716 = -1345492.406300 nChanged 678 SP:Iteration 7Q (6202.357005 sec): 3 clusters Score: Raw -1348964.214265 + Penalty 3148.479716 = -1345815.734549 nChanged 686 SP:Iteration 8Q (6202.442904 sec): 3 clusters Score: Raw -1349303.430216 + Penalty 3148.479716 = -1346154.950500 nChanged 670 SP:Iteration 9Q (6202.501668 sec): 3 clusters Score: Raw -1349674.925957 + Penalty 3148.479716 = -1346526.446241 nChanged 673 SP:Iteration 10Q (6202.578305 sec): 3 clusters Score: Raw -1350066.812694 + Penalty 3148.479716 = -1346918.332978 nChanged 675 SP:Iteration 11Q (6202.653418 sec): 3 clusters Score: Raw -1350459.597569 + Penalty 3148.479716 = -1347311.117853 nChanged 644 SP:Iteration 12Q (6202.723629 sec): 3 clusters Score: Raw -1350846.354953 + Penalty 3148.479716 = -1347697.875237 nChanged 602 SP:Iteration 13Q (6202.795221 sec): 3 clusters Score: Raw -1351205.854518 + Penalty 3148.479716 = -1348057.374802 nChanged 548 SP:Iteration 14Q (6202.854257 sec): 3 clusters Score: Raw -1351515.404250 + Penalty 3148.479716 = -1348366.924535 nChanged 486 SP:Iteration 15Q (6202.928881 sec): 3 clusters Score: Raw -1351767.237902 + Penalty 3148.479716 = -1348618.758186 nChanged 420 SP:Iteration 16Q (6202.999368 sec): 3 clusters Score: Raw -1351990.368244 + Penalty 3148.479716 = -1348841.888528 nChanged 356 SP:Iteration 17Q (6203.061666 sec): 3 clusters Score: Raw -1352176.901565 + Penalty 3148.479716 = -1349028.421849 nChanged 330 SP:Iteration 18Q (6203.136642 sec): 3 clusters Score: Raw -1352346.114933 + Penalty 3148.479716 = -1349197.635217 nChanged 258 SP:Iteration 19Q (6203.213184 sec): 3 clusters Score: Raw -1352466.688233 + Penalty 3148.479716 = -1349318.208517 nChanged 222 SP:Iteration 20F (6203.280320 sec): 3 clusters Score: Raw -1352569.602601 + Penalty 3148.479716 = -1349421.122885 nChanged 187 SP:Iteration 21Q (6203.337722 sec): 3 clusters Score: Raw -1352657.119214 + Penalty 3148.479716 = -1349508.639498 nChanged 155 SP:Iteration 22Q (6203.416170 sec): 3 clusters Score: Raw -1352722.210753 + Penalty 3148.479716 = -1349573.731037 nChanged 136 SP:Iteration 23Q (6203.481604 sec): 3 clusters Score: Raw -1352780.603080 + Penalty 3148.479716 = -1349632.123364 nChanged 109 SP:Iteration 24Q (6203.550219 sec): 3 clusters Score: Raw -1352833.829869 + Penalty 3148.479716 = -1349685.350153 nChanged 113 SP:Iteration 25Q (6203.610581 sec): 3 clusters Score: Raw -1352885.210213 + Penalty 3148.479716 = -1349736.730498 nChanged 85 SP:Iteration 26Q (6203.683172 sec): 3 clusters Score: Raw -1352920.085123 + Penalty 3148.479716 = -1349771.605407 nChanged 75 SP:Iteration 27Q (6203.744200 sec): 3 clusters Score: Raw -1352948.840391 + Penalty 3148.479716 = -1349800.360675 nChanged 63 SP:Iteration 28Q (6203.807131 sec): 3 clusters Score: Raw -1352973.048324 + Penalty 3148.479716 = -1349824.568608 nChanged 51 SP:Iteration 29Q (6203.881763 sec): 3 clusters Score: Raw -1352995.614182 + Penalty 3148.479716 = -1349847.134466 nChanged 52 SP:Iteration 30Q (6203.938353 sec): 3 clusters Score: Raw -1353019.181873 + Penalty 3148.479716 = -1349870.702157 nChanged 32 SP:Iteration 31Q (6204.010865 sec): 3 clusters Score: Raw -1353032.849895 + Penalty 3148.479716 = -1349884.370179 nChanged 31 SP:Iteration 32Q (6204.066358 sec): 3 clusters Score: Raw -1353044.876898 + Penalty 3148.479716 = -1349896.397182 nChanged 26 SP:Iteration 33Q (6204.142894 sec): 3 clusters Score: Raw -1353058.953929 + Penalty 3148.479716 = -1349910.474213 nChanged 27 SP:Iteration 34Q (6204.211485 sec): 3 clusters Score: Raw -1353074.516220 + Penalty 3148.479716 = -1349926.036504 nChanged 21 SP:Iteration 35Q (6204.274831 sec): 3 clusters Score: Raw -1353083.957629 + Penalty 3148.479716 = -1349935.477913 nChanged 21 SP:Iteration 36Q (6204.336381 sec): 3 clusters Score: Raw -1353092.596017 + Penalty 3148.479716 = -1349944.116302 nChanged 19 SP:Iteration 37Q (6204.398839 sec): 3 clusters Score: Raw -1353100.943961 + Penalty 3148.479716 = -1349952.464245 nChanged 19 SP:Iteration 38Q (6204.474275 sec): 3 clusters Score: Raw -1353108.351707 + Penalty 3148.479716 = -1349959.871991 nChanged 16 SP:Iteration 39Q (6204.537369 sec): 3 clusters Score: Raw -1353114.849380 + Penalty 3148.479716 = -1349966.369664 nChanged 19 SP:Iteration 40F (6204.602932 sec): 3 clusters Score: Raw -1353122.982505 + Penalty 3148.479716 = -1349974.502789 nChanged 12 SP:Iteration 41Q (6204.665318 sec): 3 clusters Score: Raw -1353130.475343 + Penalty 3148.479716 = -1349981.995627 nChanged 16 SP:Iteration 42Q (6204.734060 sec): 3 clusters Score: Raw -1353139.647474 + Penalty 3148.479716 = -1349991.167759 nChanged 14 SP:Iteration 43Q (6204.806979 sec): 3 clusters Score: Raw -1353147.980960 + Penalty 3148.479716 = -1349999.501244 nChanged 15 SP:Iteration 44Q (6204.870008 sec): 3 clusters Score: Raw -1353156.032185 + Penalty 3148.479716 = -1350007.552469 nChanged 16 SP:Iteration 45Q (6204.930388 sec): 3 clusters Score: Raw -1353163.747541 + Penalty 3148.479716 = -1350015.267825 nChanged 9 SP:Iteration 46Q (6204.993775 sec): 3 clusters Score: Raw -1353166.768864 + Penalty 3148.479716 = -1350018.289148 nChanged 6 SP:Iteration 47Q (6205.052835 sec): 3 clusters Score: Raw -1353168.832206 + Penalty 3148.479716 = -1350020.352490 nChanged 4 SP:Iteration 48Q (6205.111523 sec): 3 clusters Score: Raw -1353171.097486 + Penalty 3148.479716 = -1350022.617770 nChanged 7 SP:Iteration 49Q (6205.180092 sec): 3 clusters Score: Raw -1353173.913289 + Penalty 3148.479716 = -1350025.433574 nChanged 6 SP:Iteration 50Q (6205.262097 sec): 3 clusters Score: Raw -1353176.191445 + Penalty 3148.479716 = -1350027.711729 nChanged 3 SP:Iteration 51Q (6205.324243 sec): 3 clusters Score: Raw -1353177.791328 + Penalty 3148.479716 = -1350029.311612 nChanged 2 SP:Iteration 52Q (6205.387877 sec): 3 clusters Score: Raw -1353179.344037 + Penalty 3148.479716 = -1350030.864321 nChanged 0 SP:Iteration 53F (6205.465136 sec): 3 clusters Score: Raw -1353179.344037 + Penalty 3148.479716 = -1350030.864321 nChanged 0 Trying to split cluster 40 (8434 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6205.495865 sec): 2 clusters Score: Raw -691909.525163 + Penalty 1469.004296 = -690440.520868 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6205.551377 sec): 3 clusters Score: Raw -687197.156049 + Penalty 2938.008591 = -684259.147458 nChanged 3562 SP:Iteration 1F (6205.615331 sec): 3 clusters Score: Raw -689112.172139 + Penalty 2938.008591 = -686174.163548 nChanged 541 SP:Iteration 2F (6205.664300 sec): 3 clusters Score: Raw -689353.366487 + Penalty 2938.008591 = -686415.357896 nChanged 463 SP:Iteration 3F (6205.719139 sec): 3 clusters Score: Raw -689606.178235 + Penalty 2938.008591 = -686668.169644 nChanged 471 SP:Iteration 4F (6205.773296 sec): 3 clusters Score: Raw -689879.732979 + Penalty 2938.008591 = -686941.724388 nChanged 497 SP:Iteration 5F (6205.838093 sec): 3 clusters Score: Raw -690238.118541 + Penalty 2938.008591 = -687300.109950 nChanged 550 SP:Iteration 6F (6205.892353 sec): 3 clusters Score: Raw -690710.922175 + Penalty 2938.008591 = -687772.913584 nChanged 612 SP:Iteration 7F (6205.946440 sec): 3 clusters Score: Raw -691248.000122 + Penalty 2938.008591 = -688309.991531 nChanged 537 SP:Iteration 8F (6206.005330 sec): 3 clusters Score: Raw -691723.244548 + Penalty 2938.008591 = -688785.235957 nChanged 436 SP:Iteration 9F (6206.065158 sec): 3 clusters Score: Raw -692094.634552 + Penalty 2938.008591 = -689156.625961 nChanged 331 SP:Iteration 10Q (6206.126735 sec): 3 clusters Score: Raw -692377.858440 + Penalty 2938.008591 = -689439.849849 nChanged 244 SP:Iteration 11Q (6206.185124 sec): 3 clusters Score: Raw -692541.380506 + Penalty 2938.008591 = -689603.371915 nChanged 144 SP:Iteration 12Q (6206.247429 sec): 3 clusters Score: Raw -692613.213826 + Penalty 2938.008591 = -689675.205234 nChanged 88 SP:Iteration 13Q (6206.304158 sec): 3 clusters Score: Raw -692645.864062 + Penalty 2938.008591 = -689707.855471 nChanged 63 SP:Iteration 14Q (6206.356122 sec): 3 clusters Score: Raw -692664.777163 + Penalty 2938.008591 = -689726.768572 nChanged 50 SP:Iteration 15Q (6206.414614 sec): 3 clusters Score: Raw -692679.164055 + Penalty 2938.008591 = -689741.155464 nChanged 34 SP:Iteration 16Q (6206.473060 sec): 3 clusters Score: Raw -692693.668247 + Penalty 2938.008591 = -689755.659656 nChanged 33 SP:Iteration 17Q (6206.534521 sec): 3 clusters Score: Raw -692707.185171 + Penalty 2938.008591 = -689769.176580 nChanged 31 SP:Iteration 18Q (6206.582885 sec): 3 clusters Score: Raw -692715.130628 + Penalty 2938.008591 = -689777.122037 nChanged 21 SP:Iteration 19Q (6206.642801 sec): 3 clusters Score: Raw -692719.900190 + Penalty 2938.008591 = -689781.891599 nChanged 18 SP:Iteration 20F (6206.700482 sec): 3 clusters Score: Raw -692724.535122 + Penalty 2938.008591 = -689786.526531 nChanged 17 SP:Iteration 21Q (6206.764639 sec): 3 clusters Score: Raw -692728.049809 + Penalty 2938.008591 = -689790.041217 nChanged 14 SP:Iteration 22Q (6206.814508 sec): 3 clusters Score: Raw -692730.004332 + Penalty 2938.008591 = -689791.995740 nChanged 10 SP:Iteration 23Q (6206.874342 sec): 3 clusters Score: Raw -692731.525566 + Penalty 2938.008591 = -689793.516975 nChanged 5 SP:Iteration 24Q (6206.934024 sec): 3 clusters Score: Raw -692732.702720 + Penalty 2938.008591 = -689794.694129 nChanged 8 SP:Iteration 25Q (6206.975462 sec): 3 clusters Score: Raw -692734.173439 + Penalty 2938.008591 = -689796.164848 nChanged 10 SP:Iteration 26Q (6207.030607 sec): 3 clusters Score: Raw -692736.057066 + Penalty 2938.008591 = -689798.048475 nChanged 3 SP:Iteration 27Q (6207.099617 sec): 3 clusters Score: Raw -692736.476288 + Penalty 2938.008591 = -689798.467697 nChanged 3 SP:Iteration 28Q (6207.152378 sec): 3 clusters Score: Raw -692736.724122 + Penalty 2938.008591 = -689798.715531 nChanged 0 SP:Iteration 29F (6207.204781 sec): 3 clusters Score: Raw -692736.724122 + Penalty 2938.008591 = -689798.715531 nChanged 0 Iteration 259Q (6213.549358 sec): 41 clusters Score: Raw -49143969.205607 + Penalty 86742.445374 = -49057226.760233 nChanged 89 Iteration 260F (6229.411858 sec): 41 clusters Score: Raw -49143972.255007 + Penalty 86742.445374 = -49057229.809633 nChanged 89 Iteration 261Q (6235.862711 sec): 41 clusters Score: Raw -49143974.918612 + Penalty 86742.445374 = -49057232.473239 nChanged 86 Iteration 262Q (6242.432332 sec): 41 clusters Score: Raw -49143977.384840 + Penalty 86742.445374 = -49057234.939467 nChanged 71 Iteration 263Q (6248.915292 sec): 41 clusters Score: Raw -49143980.091119 + Penalty 86742.445374 = -49057237.645745 nChanged 86 Iteration 264Q (6255.574545 sec): 41 clusters Score: Raw -49143983.510694 + Penalty 86742.445374 = -49057241.065320 nChanged 90 Iteration 265Q (6262.103927 sec): 41 clusters Score: Raw -49143986.938120 + Penalty 86742.445374 = -49057244.492746 nChanged 90 Iteration 266Q (6268.661250 sec): 41 clusters Score: Raw -49143990.086985 + Penalty 86742.445374 = -49057247.641612 nChanged 80 Iteration 267Q (6275.157786 sec): 41 clusters Score: Raw -49143992.598302 + Penalty 86742.445374 = -49057250.152929 nChanged 91 Iteration 268Q (6281.880458 sec): 41 clusters Score: Raw -49143995.453382 + Penalty 86742.445374 = -49057253.008008 nChanged 69 Iteration 269Q (6288.556720 sec): 41 clusters Score: Raw -49143997.680386 + Penalty 86742.445374 = -49057255.235013 nChanged 72 Iteration 270Q (6295.290353 sec): 41 clusters Score: Raw -49144000.061071 + Penalty 86742.445374 = -49057257.615697 nChanged 69 Iteration 271Q (6301.999285 sec): 41 clusters Score: Raw -49144002.711359 + Penalty 86742.445374 = -49057260.265985 nChanged 66 Iteration 272Q (6308.594158 sec): 41 clusters Score: Raw -49144005.385447 + Penalty 86742.445374 = -49057262.940073 nChanged 66 Iteration 273Q (6314.989390 sec): 41 clusters Score: Raw -49144008.006559 + Penalty 86742.445374 = -49057265.561185 nChanged 63 Iteration 274Q (6321.503875 sec): 41 clusters Score: Raw -49144010.252692 + Penalty 86742.445374 = -49057267.807318 nChanged 57 Iteration 275Q (6327.947193 sec): 41 clusters Score: Raw -49144012.157408 + Penalty 86742.445374 = -49057269.712035 nChanged 55 Iteration 276Q (6334.561540 sec): 41 clusters Score: Raw -49144013.709769 + Penalty 86742.445374 = -49057271.264396 nChanged 54 Iteration 277Q (6341.074323 sec): 41 clusters Score: Raw -49144015.395093 + Penalty 86742.445374 = -49057272.949719 nChanged 50 Iteration 278Q (6347.716331 sec): 41 clusters Score: Raw -49144016.583117 + Penalty 86742.445374 = -49057274.137743 nChanged 34 Iteration 279Q (6354.015646 sec): 41 clusters Score: Raw -49144017.555699 + Penalty 86742.445374 = -49057275.110325 nChanged 38 Iteration 280F (6370.322051 sec): 41 clusters Score: Raw -49144018.642185 + Penalty 86742.445374 = -49057276.196811 nChanged 37 Iteration 281Q (6377.123579 sec): 41 clusters Score: Raw -49144019.602780 + Penalty 86742.445374 = -49057277.157407 nChanged 39 Iteration 282Q (6383.678779 sec): 41 clusters Score: Raw -49144020.478657 + Penalty 86742.445374 = -49057278.033283 nChanged 36 Iteration 283Q (6390.118922 sec): 41 clusters Score: Raw -49144021.489857 + Penalty 86742.445374 = -49057279.044483 nChanged 32 Iteration 284Q (6396.438185 sec): 41 clusters Score: Raw -49144022.159858 + Penalty 86742.445374 = -49057279.714484 nChanged 32 Iteration 285Q (6403.147317 sec): 41 clusters Score: Raw -49144022.875221 + Penalty 86742.445374 = -49057280.429847 nChanged 31 Iteration 286Q (6409.780782 sec): 41 clusters Score: Raw -49144023.615716 + Penalty 86742.445374 = -49057281.170342 nChanged 29 Iteration 287Q (6416.221667 sec): 41 clusters Score: Raw -49144024.231420 + Penalty 86742.445374 = -49057281.786046 nChanged 30 Iteration 288Q (6422.791851 sec): 41 clusters Score: Raw -49144024.948143 + Penalty 86742.445374 = -49057282.502769 nChanged 28 Iteration 289Q (6429.319175 sec): 41 clusters Score: Raw -49144025.655885 + Penalty 86742.445374 = -49057283.210512 nChanged 19 Iteration 290Q (6435.937809 sec): 41 clusters Score: Raw -49144026.122451 + Penalty 86742.445374 = -49057283.677078 nChanged 18 Iteration 291Q (6442.484196 sec): 41 clusters Score: Raw -49144026.701055 + Penalty 86742.445374 = -49057284.255681 nChanged 19 Iteration 292Q (6448.939231 sec): 41 clusters Score: Raw -49144027.226686 + Penalty 86742.445374 = -49057284.781313 nChanged 15 Iteration 293Q (6455.510624 sec): 41 clusters Score: Raw -49144027.768080 + Penalty 86742.445374 = -49057285.322707 nChanged 18 Iteration 294Q (6462.202218 sec): 41 clusters Score: Raw -49144028.346091 + Penalty 86742.445374 = -49057285.900718 nChanged 19 Iteration 295Q (6468.794842 sec): 41 clusters Score: Raw -49144028.921830 + Penalty 86742.445374 = -49057286.476457 nChanged 13 Iteration 296Q (6475.433497 sec): 41 clusters Score: Raw -49144029.239351 + Penalty 86742.445374 = -49057286.793977 nChanged 17 Iteration 297Q (6482.210014 sec): 41 clusters Score: Raw -49144029.614094 + Penalty 86742.445374 = -49057287.168720 nChanged 13 Iteration 298Q (6488.837537 sec): 41 clusters Score: Raw -49144029.970272 + Penalty 86742.445374 = -49057287.524898 nChanged 12 Writing temp clu file Because OldScore, -49057287.168720, is greater than current (better) Score,-49057287.524898 Compute initial score before splitting: Score: Raw -49144029.970272 + Penalty 86742.445374 = -49057287.524898 Trying to split cluster 1 (6014 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6489.063699 sec): 2 clusters Score: Raw -499314.197485 + Penalty 1414.049872 = -497900.147614 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6489.107843 sec): 3 clusters Score: Raw -496163.491592 + Penalty 2828.099743 = -493335.391849 nChanged 2482 SP:Iteration 1F (6489.159229 sec): 3 clusters Score: Raw -497531.961329 + Penalty 2828.099743 = -494703.861586 nChanged 415 SP:Iteration 2F (6489.213590 sec): 3 clusters Score: Raw -497751.777601 + Penalty 2828.099743 = -494923.677858 nChanged 327 SP:Iteration 3F (6489.259856 sec): 3 clusters Score: Raw -497949.347224 + Penalty 2828.099743 = -495121.247481 nChanged 291 SP:Iteration 4Q (6489.319027 sec): 3 clusters Score: Raw -498131.580196 + Penalty 2828.099743 = -495303.480453 nChanged 263 SP:Iteration 5Q (6489.379255 sec): 3 clusters Score: Raw -498319.080781 + Penalty 2828.099743 = -495490.981037 nChanged 263 SP:Iteration 6Q (6489.433756 sec): 3 clusters Score: Raw -498530.161366 + Penalty 2828.099743 = -495702.061623 nChanged 264 SP:Iteration 7Q (6489.492532 sec): 3 clusters Score: Raw -498809.545312 + Penalty 2828.099743 = -495981.445568 nChanged 274 SP:Iteration 8Q (6489.551532 sec): 3 clusters Score: Raw -499154.776339 + Penalty 2828.099743 = -496326.676596 nChanged 238 SP:Iteration 9Q (6489.609314 sec): 3 clusters Score: Raw -499447.678019 + Penalty 2828.099743 = -496619.578276 nChanged 177 SP:Iteration 10Q (6489.665143 sec): 3 clusters Score: Raw -499566.361371 + Penalty 2828.099743 = -496738.261628 nChanged 126 SP:Iteration 11Q (6489.718955 sec): 3 clusters Score: Raw -499632.790304 + Penalty 2828.099743 = -496804.690561 nChanged 97 SP:Iteration 12Q (6489.772928 sec): 3 clusters Score: Raw -499679.812257 + Penalty 2828.099743 = -496851.712513 nChanged 81 SP:Iteration 13Q (6489.813410 sec): 3 clusters Score: Raw -499717.001675 + Penalty 2828.099743 = -496888.901931 nChanged 70 SP:Iteration 14Q (6489.872268 sec): 3 clusters Score: Raw -499745.897222 + Penalty 2828.099743 = -496917.797479 nChanged 61 SP:Iteration 15Q (6489.928288 sec): 3 clusters Score: Raw -499773.942654 + Penalty 2828.099743 = -496945.842910 nChanged 65 SP:Iteration 16Q (6489.980556 sec): 3 clusters Score: Raw -499801.768742 + Penalty 2828.099743 = -496973.668999 nChanged 39 SP:Iteration 17Q (6490.034467 sec): 3 clusters Score: Raw -499815.982784 + Penalty 2828.099743 = -496987.883041 nChanged 33 SP:Iteration 18Q (6490.090733 sec): 3 clusters Score: Raw -499828.018687 + Penalty 2828.099743 = -496999.918944 nChanged 33 SP:Iteration 19Q (6490.145285 sec): 3 clusters Score: Raw -499839.140165 + Penalty 2828.099743 = -497011.040422 nChanged 32 SP:Iteration 20F (6490.201849 sec): 3 clusters Score: Raw -499848.065069 + Penalty 2828.099743 = -497019.965326 nChanged 27 SP:Iteration 21Q (6490.252865 sec): 3 clusters Score: Raw -499855.721755 + Penalty 2828.099743 = -497027.622012 nChanged 26 SP:Iteration 22Q (6490.312060 sec): 3 clusters Score: Raw -499865.655194 + Penalty 2828.099743 = -497037.555450 nChanged 29 SP:Iteration 23Q (6490.366557 sec): 3 clusters Score: Raw -499875.836830 + Penalty 2828.099743 = -497047.737087 nChanged 30 SP:Iteration 24Q (6490.414620 sec): 3 clusters Score: Raw -499885.043378 + Penalty 2828.099743 = -497056.943635 nChanged 31 SP:Iteration 25Q (6490.467296 sec): 3 clusters Score: Raw -499896.835048 + Penalty 2828.099743 = -497068.735305 nChanged 38 SP:Iteration 26Q (6490.519410 sec): 3 clusters Score: Raw -499913.011190 + Penalty 2828.099743 = -497084.911447 nChanged 40 SP:Iteration 27Q (6490.573990 sec): 3 clusters Score: Raw -499929.074576 + Penalty 2828.099743 = -497100.974832 nChanged 36 SP:Iteration 28Q (6490.625073 sec): 3 clusters Score: Raw -499940.413484 + Penalty 2828.099743 = -497112.313741 nChanged 30 SP:Iteration 29Q (6490.680479 sec): 3 clusters Score: Raw -499948.296667 + Penalty 2828.099743 = -497120.196924 nChanged 24 SP:Iteration 30Q (6490.744772 sec): 3 clusters Score: Raw -499954.267287 + Penalty 2828.099743 = -497126.167544 nChanged 23 SP:Iteration 31Q (6490.799305 sec): 3 clusters Score: Raw -499960.132299 + Penalty 2828.099743 = -497132.032556 nChanged 22 SP:Iteration 32Q (6490.846396 sec): 3 clusters Score: Raw -499966.190135 + Penalty 2828.099743 = -497138.090392 nChanged 19 SP:Iteration 33Q (6490.911169 sec): 3 clusters Score: Raw -499971.375942 + Penalty 2828.099743 = -497143.276199 nChanged 16 SP:Iteration 34Q (6490.952204 sec): 3 clusters Score: Raw -499975.098332 + Penalty 2828.099743 = -497146.998589 nChanged 20 SP:Iteration 35Q (6491.005496 sec): 3 clusters Score: Raw -499979.909952 + Penalty 2828.099743 = -497151.810209 nChanged 15 SP:Iteration 36Q (6491.058207 sec): 3 clusters Score: Raw -499983.795362 + Penalty 2828.099743 = -497155.695619 nChanged 14 SP:Iteration 37Q (6491.109860 sec): 3 clusters Score: Raw -499987.629627 + Penalty 2828.099743 = -497159.529884 nChanged 21 SP:Iteration 38Q (6491.176394 sec): 3 clusters Score: Raw -499993.920589 + Penalty 2828.099743 = -497165.820846 nChanged 18 SP:Iteration 39Q (6491.214258 sec): 3 clusters Score: Raw -499998.843096 + Penalty 2828.099743 = -497170.743353 nChanged 20 SP:Iteration 40F (6491.269730 sec): 3 clusters Score: Raw -500004.501808 + Penalty 2828.099743 = -497176.402065 nChanged 21 SP:Iteration 41Q (6491.324053 sec): 3 clusters Score: Raw -500012.508350 + Penalty 2828.099743 = -497184.408607 nChanged 20 SP:Iteration 42Q (6491.386479 sec): 3 clusters Score: Raw -500019.820919 + Penalty 2828.099743 = -497191.721176 nChanged 16 SP:Iteration 43Q (6491.426133 sec): 3 clusters Score: Raw -500024.135671 + Penalty 2828.099743 = -497196.035928 nChanged 15 SP:Iteration 44Q (6491.478211 sec): 3 clusters Score: Raw -500028.513973 + Penalty 2828.099743 = -497200.414230 nChanged 18 SP:Iteration 45Q (6491.540186 sec): 3 clusters Score: Raw -500032.856749 + Penalty 2828.099743 = -497204.757006 nChanged 22 SP:Iteration 46Q (6491.584462 sec): 3 clusters Score: Raw -500040.824825 + Penalty 2828.099743 = -497212.725082 nChanged 20 SP:Iteration 47Q (6491.637544 sec): 3 clusters Score: Raw -500048.556402 + Penalty 2828.099743 = -497220.456659 nChanged 23 SP:Iteration 48Q (6491.683756 sec): 3 clusters Score: Raw -500055.417152 + Penalty 2828.099743 = -497227.317409 nChanged 18 SP:Iteration 49Q (6491.737103 sec): 3 clusters Score: Raw -500060.315469 + Penalty 2828.099743 = -497232.215726 nChanged 20 SP:Iteration 50Q (6491.789789 sec): 3 clusters Score: Raw -500066.192710 + Penalty 2828.099743 = -497238.092967 nChanged 19 SP:Iteration 51Q (6491.844329 sec): 3 clusters Score: Raw -500072.409144 + Penalty 2828.099743 = -497244.309401 nChanged 22 SP:Iteration 52Q (6491.906577 sec): 3 clusters Score: Raw -500078.722286 + Penalty 2828.099743 = -497250.622543 nChanged 14 SP:Iteration 53Q (6491.954262 sec): 3 clusters Score: Raw -500084.107033 + Penalty 2828.099743 = -497256.007290 nChanged 20 SP:Iteration 54Q (6491.998935 sec): 3 clusters Score: Raw -500092.361469 + Penalty 2828.099743 = -497264.261726 nChanged 30 SP:Iteration 55Q (6492.056762 sec): 3 clusters Score: Raw -500107.190519 + Penalty 2828.099743 = -497279.090776 nChanged 41 SP:Iteration 56Q (6492.100552 sec): 3 clusters Score: Raw -500127.825157 + Penalty 2828.099743 = -497299.725414 nChanged 52 SP:Iteration 57Q (6492.153691 sec): 3 clusters Score: Raw -500154.767528 + Penalty 2828.099743 = -497326.667785 nChanged 62 SP:Iteration 58Q (6492.217233 sec): 3 clusters Score: Raw -500188.472594 + Penalty 2828.099743 = -497360.372851 nChanged 61 SP:Iteration 59Q (6492.261323 sec): 3 clusters Score: Raw -500224.221145 + Penalty 2828.099743 = -497396.121402 nChanged 71 SP:Iteration 60F (6492.327123 sec): 3 clusters Score: Raw -500271.573638 + Penalty 2828.099743 = -497443.473895 nChanged 82 SP:Iteration 61Q (6492.378416 sec): 3 clusters Score: Raw -500329.877789 + Penalty 2828.099743 = -497501.778046 nChanged 78 SP:Iteration 62Q (6492.438837 sec): 3 clusters Score: Raw -500381.896392 + Penalty 2828.099743 = -497553.796649 nChanged 81 SP:Iteration 63Q (6492.483153 sec): 3 clusters Score: Raw -500444.753829 + Penalty 2828.099743 = -497616.654086 nChanged 86 SP:Iteration 64Q (6492.550333 sec): 3 clusters Score: Raw -500518.982594 + Penalty 2828.099743 = -497690.882851 nChanged 99 SP:Iteration 65Q (6492.601196 sec): 3 clusters Score: Raw -500608.150207 + Penalty 2828.099743 = -497780.050464 nChanged 90 SP:Iteration 66Q (6492.646427 sec): 3 clusters Score: Raw -500688.305809 + Penalty 2828.099743 = -497860.206066 nChanged 83 SP:Iteration 67Q (6492.709417 sec): 3 clusters Score: Raw -500758.926576 + Penalty 2828.099743 = -497930.826833 nChanged 80 SP:Iteration 68Q (6492.763687 sec): 3 clusters Score: Raw -500829.534837 + Penalty 2828.099743 = -498001.435094 nChanged 66 SP:Iteration 69Q (6492.815830 sec): 3 clusters Score: Raw -500870.330974 + Penalty 2828.099743 = -498042.231230 nChanged 41 SP:Iteration 70Q (6492.872359 sec): 3 clusters Score: Raw -500888.538383 + Penalty 2828.099743 = -498060.438640 nChanged 28 SP:Iteration 71Q (6492.924852 sec): 3 clusters Score: Raw -500898.492451 + Penalty 2828.099743 = -498070.392708 nChanged 19 SP:Iteration 72Q (6492.976230 sec): 3 clusters Score: Raw -500904.924868 + Penalty 2828.099743 = -498076.825125 nChanged 11 SP:Iteration 73Q (6493.030660 sec): 3 clusters Score: Raw -500906.972876 + Penalty 2828.099743 = -498078.873133 nChanged 3 SP:Iteration 74Q (6493.076946 sec): 3 clusters Score: Raw -500907.420590 + Penalty 2828.099743 = -498079.320847 nChanged 0 SP:Iteration 75F (6493.138755 sec): 3 clusters Score: Raw -500907.871431 + Penalty 2828.099743 = -498079.771688 nChanged 1 SP:Iteration 76Q (6493.195456 sec): 3 clusters Score: Raw -500908.014271 + Penalty 2828.099743 = -498079.914528 nChanged 0 SP:Iteration 77F (6493.249463 sec): 3 clusters Score: Raw -500908.014271 + Penalty 2828.099743 = -498079.914528 nChanged 0 Score: Raw -49145624.097458 + Penalty 88911.006508 = -49056713.090950 Splitting cluster 1 changes total score from -49057287.524898 to -49056713.090950 So it's not getting split. Trying to split cluster 2 (2506 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6509.931731 sec): 2 clusters Score: Raw -210777.936912 + Penalty 1271.797010 = -209506.139902 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6509.980966 sec): 3 clusters Score: Raw -209620.197608 + Penalty 2543.594019 = -207076.603589 nChanged 954 SP:Iteration 1F (6510.015832 sec): 3 clusters Score: Raw -210170.179223 + Penalty 2543.594019 = -207626.585204 nChanged 197 SP:Iteration 2F (6510.069630 sec): 3 clusters Score: Raw -210312.275819 + Penalty 2543.594019 = -207768.681800 nChanged 149 SP:Iteration 3F (6510.119823 sec): 3 clusters Score: Raw -210434.364952 + Penalty 2543.594019 = -207890.770933 nChanged 132 SP:Iteration 4F (6510.167341 sec): 3 clusters Score: Raw -210528.483106 + Penalty 2543.594019 = -207984.889087 nChanged 102 SP:Iteration 5Q (6510.212947 sec): 3 clusters Score: Raw -210593.336796 + Penalty 2543.594019 = -208049.742777 nChanged 84 SP:Iteration 6Q (6510.261397 sec): 3 clusters Score: Raw -210638.916538 + Penalty 2543.594019 = -208095.322519 nChanged 58 SP:Iteration 7Q (6510.318010 sec): 3 clusters Score: Raw -210680.276155 + Penalty 2543.594019 = -208136.682136 nChanged 58 SP:Iteration 8Q (6510.368756 sec): 3 clusters Score: Raw -210719.383851 + Penalty 2543.594019 = -208175.789832 nChanged 45 SP:Iteration 9Q (6510.412502 sec): 3 clusters Score: Raw -210739.983588 + Penalty 2543.594019 = -208196.389569 nChanged 20 SP:Iteration 10Q (6510.467733 sec): 3 clusters Score: Raw -210748.655049 + Penalty 2543.594019 = -208205.061030 nChanged 14 SP:Iteration 11Q (6510.522659 sec): 3 clusters Score: Raw -210753.501349 + Penalty 2543.594019 = -208209.907330 nChanged 12 SP:Iteration 12Q (6510.562590 sec): 3 clusters Score: Raw -210757.547227 + Penalty 2543.594019 = -208213.953208 nChanged 6 SP:Iteration 13Q (6510.619848 sec): 3 clusters Score: Raw -210760.073174 + Penalty 2543.594019 = -208216.479155 nChanged 10 SP:Iteration 14Q (6510.671190 sec): 3 clusters Score: Raw -210763.304799 + Penalty 2543.594019 = -208219.710780 nChanged 10 SP:Iteration 15Q (6510.721990 sec): 3 clusters Score: Raw -210768.362796 + Penalty 2543.594019 = -208224.768777 nChanged 7 SP:Iteration 16Q (6510.768137 sec): 3 clusters Score: Raw -210770.609053 + Penalty 2543.594019 = -208227.015034 nChanged 7 SP:Iteration 17Q (6510.810806 sec): 3 clusters Score: Raw -210772.832938 + Penalty 2543.594019 = -208229.238919 nChanged 3 SP:Iteration 18Q (6510.866959 sec): 3 clusters Score: Raw -210774.176309 + Penalty 2543.594019 = -208230.582290 nChanged 4 SP:Iteration 19Q (6510.923492 sec): 3 clusters Score: Raw -210775.992904 + Penalty 2543.594019 = -208232.398885 nChanged 8 SP:Iteration 20F (6510.971688 sec): 3 clusters Score: Raw -210778.815061 + Penalty 2543.594019 = -208235.221042 nChanged 6 SP:Iteration 21Q (6511.021975 sec): 3 clusters Score: Raw -210780.703542 + Penalty 2543.594019 = -208237.109523 nChanged 8 SP:Iteration 22Q (6511.058921 sec): 3 clusters Score: Raw -210783.465512 + Penalty 2543.594019 = -208239.871493 nChanged 5 SP:Iteration 23Q (6511.110940 sec): 3 clusters Score: Raw -210785.337599 + Penalty 2543.594019 = -208241.743580 nChanged 4 SP:Iteration 24Q (6511.169545 sec): 3 clusters Score: Raw -210786.586593 + Penalty 2543.594019 = -208242.992574 nChanged 5 SP:Iteration 25Q (6511.206412 sec): 3 clusters Score: Raw -210788.121398 + Penalty 2543.594019 = -208244.527379 nChanged 7 SP:Iteration 26Q (6511.266933 sec): 3 clusters Score: Raw -210790.370746 + Penalty 2543.594019 = -208246.776727 nChanged 7 SP:Iteration 27Q (6511.308397 sec): 3 clusters Score: Raw -210792.224262 + Penalty 2543.594019 = -208248.630243 nChanged 7 SP:Iteration 28Q (6511.359233 sec): 3 clusters Score: Raw -210793.858005 + Penalty 2543.594019 = -208250.263986 nChanged 5 SP:Iteration 29Q (6511.407237 sec): 3 clusters Score: Raw -210795.418704 + Penalty 2543.594019 = -208251.824685 nChanged 7 SP:Iteration 30Q (6511.457528 sec): 3 clusters Score: Raw -210798.671068 + Penalty 2543.594019 = -208255.077049 nChanged 9 SP:Iteration 31Q (6511.518431 sec): 3 clusters Score: Raw -210803.482370 + Penalty 2543.594019 = -208259.888351 nChanged 8 SP:Iteration 32Q (6511.557490 sec): 3 clusters Score: Raw -210806.702790 + Penalty 2543.594019 = -208263.108771 nChanged 10 SP:Iteration 33Q (6511.606011 sec): 3 clusters Score: Raw -210810.830341 + Penalty 2543.594019 = -208267.236322 nChanged 13 SP:Iteration 34Q (6511.657912 sec): 3 clusters Score: Raw -210815.967274 + Penalty 2543.594019 = -208272.373255 nChanged 7 SP:Iteration 35Q (6511.703337 sec): 3 clusters Score: Raw -210818.153682 + Penalty 2543.594019 = -208274.559663 nChanged 7 SP:Iteration 36Q (6511.746961 sec): 3 clusters Score: Raw -210821.189861 + Penalty 2543.594019 = -208277.595842 nChanged 9 SP:Iteration 37Q (6511.798478 sec): 3 clusters Score: Raw -210824.136243 + Penalty 2543.594019 = -208280.542224 nChanged 7 SP:Iteration 38Q (6511.856569 sec): 3 clusters Score: Raw -210829.819854 + Penalty 2543.594019 = -208286.225835 nChanged 11 SP:Iteration 39Q (6511.903264 sec): 3 clusters Score: Raw -210834.739279 + Penalty 2543.594019 = -208291.145260 nChanged 10 SP:Iteration 40F (6511.949777 sec): 3 clusters Score: Raw -210838.122329 + Penalty 2543.594019 = -208294.528310 nChanged 4 SP:Iteration 41Q (6511.997939 sec): 3 clusters Score: Raw -210838.938714 + Penalty 2543.594019 = -208295.344695 nChanged 1 SP:Iteration 42Q (6512.035795 sec): 3 clusters Score: Raw -210839.130668 + Penalty 2543.594019 = -208295.536649 nChanged 0 SP:Iteration 43F (6512.085340 sec): 3 clusters Score: Raw -210839.130668 + Penalty 2543.594019 = -208295.536649 nChanged 0 Trying to split cluster 3 (31586 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6512.164223 sec): 2 clusters Score: Raw -2648107.524221 + Penalty 1683.576255 = -2646423.947965 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6512.261216 sec): 3 clusters Score: Raw -2628637.200392 + Penalty 3367.152511 = -2625270.047881 nChanged 14602 SP:Iteration 1F (6512.361587 sec): 3 clusters Score: Raw -2636792.364345 + Penalty 3367.152511 = -2633425.211834 nChanged 1454 SP:Iteration 2Q (6512.451669 sec): 3 clusters Score: Raw -2637269.318166 + Penalty 3367.152511 = -2633902.165655 nChanged 1448 SP:Iteration 3Q (6512.563971 sec): 3 clusters Score: Raw -2637812.884467 + Penalty 3367.152511 = -2634445.731956 nChanged 1643 SP:Iteration 4F (6512.663453 sec): 3 clusters Score: Raw -2638595.802608 + Penalty 3367.152511 = -2635228.650097 nChanged 1939 SP:Iteration 5F (6512.756747 sec): 3 clusters Score: Raw -2639745.195027 + Penalty 3367.152511 = -2636378.042516 nChanged 2148 SP:Iteration 6F (6512.853165 sec): 3 clusters Score: Raw -2641203.157744 + Penalty 3367.152511 = -2637836.005233 nChanged 2152 SP:Iteration 7F (6512.957140 sec): 3 clusters Score: Raw -2642758.809087 + Penalty 3367.152511 = -2639391.656576 nChanged 1938 SP:Iteration 8F (6513.063365 sec): 3 clusters Score: Raw -2644160.314887 + Penalty 3367.152511 = -2640793.162377 nChanged 1616 SP:Iteration 9F (6513.168213 sec): 3 clusters Score: Raw -2645333.771820 + Penalty 3367.152511 = -2641966.619309 nChanged 1247 SP:Iteration 10Q (6513.272135 sec): 3 clusters Score: Raw -2646253.068000 + Penalty 3367.152511 = -2642885.915489 nChanged 941 SP:Iteration 11Q (6513.363466 sec): 3 clusters Score: Raw -2646979.604044 + Penalty 3367.152511 = -2643612.451533 nChanged 680 SP:Iteration 12Q (6513.460107 sec): 3 clusters Score: Raw -2647464.593186 + Penalty 3367.152511 = -2644097.440675 nChanged 465 SP:Iteration 13Q (6513.563985 sec): 3 clusters Score: Raw -2647771.665295 + Penalty 3367.152511 = -2644404.512785 nChanged 316 SP:Iteration 14Q (6513.665496 sec): 3 clusters Score: Raw -2647988.267324 + Penalty 3367.152511 = -2644621.114814 nChanged 273 SP:Iteration 15Q (6513.756404 sec): 3 clusters Score: Raw -2648166.778678 + Penalty 3367.152511 = -2644799.626167 nChanged 222 SP:Iteration 16Q (6513.839748 sec): 3 clusters Score: Raw -2648290.783963 + Penalty 3367.152511 = -2644923.631452 nChanged 158 SP:Iteration 17Q (6513.924489 sec): 3 clusters Score: Raw -2648376.772232 + Penalty 3367.152511 = -2645009.619721 nChanged 146 SP:Iteration 18Q (6514.004274 sec): 3 clusters Score: Raw -2648456.496059 + Penalty 3367.152511 = -2645089.343548 nChanged 132 SP:Iteration 19Q (6514.088389 sec): 3 clusters Score: Raw -2648535.152621 + Penalty 3367.152511 = -2645168.000110 nChanged 114 SP:Iteration 20F (6514.173069 sec): 3 clusters Score: Raw -2648597.012748 + Penalty 3367.152511 = -2645229.860237 nChanged 96 SP:Iteration 21Q (6514.264335 sec): 3 clusters Score: Raw -2648675.056159 + Penalty 3367.152511 = -2645307.903649 nChanged 106 SP:Iteration 22Q (6514.355638 sec): 3 clusters Score: Raw -2648765.280005 + Penalty 3367.152511 = -2645398.127495 nChanged 121 SP:Iteration 23Q (6514.444021 sec): 3 clusters Score: Raw -2648857.164908 + Penalty 3367.152511 = -2645490.012398 nChanged 86 SP:Iteration 24Q (6514.536413 sec): 3 clusters Score: Raw -2648923.867031 + Penalty 3367.152511 = -2645556.714520 nChanged 85 SP:Iteration 25Q (6514.620613 sec): 3 clusters Score: Raw -2648975.531385 + Penalty 3367.152511 = -2645608.378874 nChanged 73 SP:Iteration 26Q (6514.708350 sec): 3 clusters Score: Raw -2649010.950764 + Penalty 3367.152511 = -2645643.798253 nChanged 60 SP:Iteration 27Q (6514.800258 sec): 3 clusters Score: Raw -2649044.536498 + Penalty 3367.152511 = -2645677.383987 nChanged 57 SP:Iteration 28Q (6514.886851 sec): 3 clusters Score: Raw -2649071.017016 + Penalty 3367.152511 = -2645703.864505 nChanged 45 SP:Iteration 29Q (6514.973548 sec): 3 clusters Score: Raw -2649090.536379 + Penalty 3367.152511 = -2645723.383868 nChanged 34 SP:Iteration 30Q (6515.063476 sec): 3 clusters Score: Raw -2649105.226270 + Penalty 3367.152511 = -2645738.073759 nChanged 32 SP:Iteration 31Q (6515.143748 sec): 3 clusters Score: Raw -2649119.104392 + Penalty 3367.152511 = -2645751.951882 nChanged 30 SP:Iteration 32Q (6515.235312 sec): 3 clusters Score: Raw -2649128.602917 + Penalty 3367.152511 = -2645761.450407 nChanged 20 SP:Iteration 33Q (6515.315269 sec): 3 clusters Score: Raw -2649135.808703 + Penalty 3367.152511 = -2645768.656193 nChanged 20 SP:Iteration 34Q (6515.407837 sec): 3 clusters Score: Raw -2649142.453675 + Penalty 3367.152511 = -2645775.301165 nChanged 23 SP:Iteration 35Q (6515.499242 sec): 3 clusters Score: Raw -2649149.593787 + Penalty 3367.152511 = -2645782.441277 nChanged 14 SP:Iteration 36Q (6515.581437 sec): 3 clusters Score: Raw -2649154.419037 + Penalty 3367.152511 = -2645787.266527 nChanged 19 SP:Iteration 37Q (6515.670426 sec): 3 clusters Score: Raw -2649159.157165 + Penalty 3367.152511 = -2645792.004655 nChanged 9 SP:Iteration 38Q (6515.750726 sec): 3 clusters Score: Raw -2649161.975425 + Penalty 3367.152511 = -2645794.822915 nChanged 8 SP:Iteration 39Q (6515.836505 sec): 3 clusters Score: Raw -2649164.198029 + Penalty 3367.152511 = -2645797.045518 nChanged 9 SP:Iteration 40F (6515.927907 sec): 3 clusters Score: Raw -2649165.928012 + Penalty 3367.152511 = -2645798.775501 nChanged 8 SP:Iteration 41Q (6516.018904 sec): 3 clusters Score: Raw -2649167.742582 + Penalty 3367.152511 = -2645800.590071 nChanged 4 SP:Iteration 42Q (6516.102771 sec): 3 clusters Score: Raw -2649168.558902 + Penalty 3367.152511 = -2645801.406392 nChanged 1 SP:Iteration 43Q (6516.194586 sec): 3 clusters Score: Raw -2649168.760017 + Penalty 3367.152511 = -2645801.607506 nChanged 0 SP:Iteration 44F (6516.298036 sec): 3 clusters Score: Raw -2649168.760017 + Penalty 3367.152511 = -2645801.607506 nChanged 0 Trying to split cluster 4 (45710 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6516.384888 sec): 2 clusters Score: Raw -3856071.879748 + Penalty 1743.636760 = -3854328.242988 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6516.498475 sec): 3 clusters Score: Raw -3827259.972567 + Penalty 3487.273521 = -3823772.699046 nChanged 21295 SP:Iteration 1F (6516.624471 sec): 3 clusters Score: Raw -3839225.308767 + Penalty 3487.273521 = -3835738.035247 nChanged 1955 SP:Iteration 2Q (6516.749725 sec): 3 clusters Score: Raw -3839848.748118 + Penalty 3487.273521 = -3836361.474597 nChanged 1960 SP:Iteration 3Q (6516.881885 sec): 3 clusters Score: Raw -3840570.167208 + Penalty 3487.273521 = -3837082.893687 nChanged 2025 SP:Iteration 4Q (6517.012398 sec): 3 clusters Score: Raw -3841415.784900 + Penalty 3487.273521 = -3837928.511379 nChanged 2157 SP:Iteration 5Q (6517.137701 sec): 3 clusters Score: Raw -3842462.912487 + Penalty 3487.273521 = -3838975.638966 nChanged 2427 SP:Iteration 6F (6517.265161 sec): 3 clusters Score: Raw -3843829.494761 + Penalty 3487.273521 = -3840342.221240 nChanged 2654 SP:Iteration 7F (6517.371681 sec): 3 clusters Score: Raw -3845499.232417 + Penalty 3487.273521 = -3842011.958896 nChanged 2814 SP:Iteration 8F (6517.496153 sec): 3 clusters Score: Raw -3847361.441273 + Penalty 3487.273521 = -3843874.167752 nChanged 2688 SP:Iteration 9F (6517.616872 sec): 3 clusters Score: Raw -3849224.449362 + Penalty 3487.273521 = -3845737.175842 nChanged 2418 SP:Iteration 10F (6517.746447 sec): 3 clusters Score: Raw -3850874.185903 + Penalty 3487.273521 = -3847386.912382 nChanged 1977 SP:Iteration 11Q (6517.873523 sec): 3 clusters Score: Raw -3852146.082654 + Penalty 3487.273521 = -3848658.809134 nChanged 1521 SP:Iteration 12Q (6517.994820 sec): 3 clusters Score: Raw -3853089.676567 + Penalty 3487.273521 = -3849602.403046 nChanged 1217 SP:Iteration 13Q (6518.115694 sec): 3 clusters Score: Raw -3853829.654676 + Penalty 3487.273521 = -3850342.381155 nChanged 984 SP:Iteration 14Q (6518.241272 sec): 3 clusters Score: Raw -3854374.503612 + Penalty 3487.273521 = -3850887.230092 nChanged 735 SP:Iteration 15Q (6518.359047 sec): 3 clusters Score: Raw -3854746.516154 + Penalty 3487.273521 = -3851259.242633 nChanged 629 SP:Iteration 16Q (6518.476697 sec): 3 clusters Score: Raw -3855071.269721 + Penalty 3487.273521 = -3851583.996201 nChanged 556 SP:Iteration 17Q (6518.598307 sec): 3 clusters Score: Raw -3855348.029299 + Penalty 3487.273521 = -3851860.755778 nChanged 471 SP:Iteration 18Q (6518.717129 sec): 3 clusters Score: Raw -3855564.034222 + Penalty 3487.273521 = -3852076.760701 nChanged 382 SP:Iteration 19Q (6518.833027 sec): 3 clusters Score: Raw -3855734.315293 + Penalty 3487.273521 = -3852247.041773 nChanged 345 SP:Iteration 20F (6518.955586 sec): 3 clusters Score: Raw -3855884.207498 + Penalty 3487.273521 = -3852396.933977 nChanged 316 SP:Iteration 21Q (6519.073096 sec): 3 clusters Score: Raw -3856019.081885 + Penalty 3487.273521 = -3852531.808364 nChanged 256 SP:Iteration 22Q (6519.185006 sec): 3 clusters Score: Raw -3856130.217782 + Penalty 3487.273521 = -3852642.944261 nChanged 234 SP:Iteration 23Q (6519.296716 sec): 3 clusters Score: Raw -3856230.330600 + Penalty 3487.273521 = -3852743.057080 nChanged 215 SP:Iteration 24Q (6519.399674 sec): 3 clusters Score: Raw -3856309.591795 + Penalty 3487.273521 = -3852822.318274 nChanged 170 SP:Iteration 25Q (6519.514777 sec): 3 clusters Score: Raw -3856366.634671 + Penalty 3487.273521 = -3852879.361150 nChanged 130 SP:Iteration 26Q (6519.622285 sec): 3 clusters Score: Raw -3856408.142607 + Penalty 3487.273521 = -3852920.869086 nChanged 99 SP:Iteration 27Q (6519.733250 sec): 3 clusters Score: Raw -3856440.133009 + Penalty 3487.273521 = -3852952.859488 nChanged 92 SP:Iteration 28Q (6519.845651 sec): 3 clusters Score: Raw -3856469.790982 + Penalty 3487.273521 = -3852982.517461 nChanged 79 SP:Iteration 29Q (6519.948464 sec): 3 clusters Score: Raw -3856491.985139 + Penalty 3487.273521 = -3853004.711618 nChanged 63 SP:Iteration 30Q (6520.053013 sec): 3 clusters Score: Raw -3856509.828617 + Penalty 3487.273521 = -3853022.555096 nChanged 51 SP:Iteration 31Q (6520.164591 sec): 3 clusters Score: Raw -3856525.748760 + Penalty 3487.273521 = -3853038.475240 nChanged 47 SP:Iteration 32Q (6520.273264 sec): 3 clusters Score: Raw -3856538.841726 + Penalty 3487.273521 = -3853051.568206 nChanged 41 SP:Iteration 33Q (6520.372110 sec): 3 clusters Score: Raw -3856548.967459 + Penalty 3487.273521 = -3853061.693938 nChanged 20 SP:Iteration 34Q (6520.482158 sec): 3 clusters Score: Raw -3856553.106193 + Penalty 3487.273521 = -3853065.832672 nChanged 18 SP:Iteration 35Q (6520.593245 sec): 3 clusters Score: Raw -3856556.877477 + Penalty 3487.273521 = -3853069.603956 nChanged 19 SP:Iteration 36Q (6520.703461 sec): 3 clusters Score: Raw -3856561.220940 + Penalty 3487.273521 = -3853073.947420 nChanged 19 SP:Iteration 37Q (6520.810057 sec): 3 clusters Score: Raw -3856564.249907 + Penalty 3487.273521 = -3853076.976386 nChanged 15 SP:Iteration 38Q (6520.922362 sec): 3 clusters Score: Raw -3856566.816469 + Penalty 3487.273521 = -3853079.542948 nChanged 13 SP:Iteration 39Q (6521.037968 sec): 3 clusters Score: Raw -3856569.496187 + Penalty 3487.273521 = -3853082.222667 nChanged 14 SP:Iteration 40F (6521.161838 sec): 3 clusters Score: Raw -3856572.848195 + Penalty 3487.273521 = -3853085.574674 nChanged 13 SP:Iteration 41Q (6521.264456 sec): 3 clusters Score: Raw -3856575.598743 + Penalty 3487.273521 = -3853088.325222 nChanged 12 SP:Iteration 42Q (6521.378552 sec): 3 clusters Score: Raw -3856578.588323 + Penalty 3487.273521 = -3853091.314803 nChanged 16 SP:Iteration 43Q (6521.485758 sec): 3 clusters Score: Raw -3856582.135387 + Penalty 3487.273521 = -3853094.861867 nChanged 14 SP:Iteration 44Q (6521.581619 sec): 3 clusters Score: Raw -3856584.320257 + Penalty 3487.273521 = -3853097.046736 nChanged 8 SP:Iteration 45Q (6521.697107 sec): 3 clusters Score: Raw -3856585.705355 + Penalty 3487.273521 = -3853098.431835 nChanged 9 SP:Iteration 46Q (6521.803179 sec): 3 clusters Score: Raw -3856586.782692 + Penalty 3487.273521 = -3853099.509171 nChanged 6 SP:Iteration 47Q (6521.909565 sec): 3 clusters Score: Raw -3856587.982012 + Penalty 3487.273521 = -3853100.708491 nChanged 7 SP:Iteration 48Q (6522.015673 sec): 3 clusters Score: Raw -3856588.998707 + Penalty 3487.273521 = -3853101.725186 nChanged 6 SP:Iteration 49Q (6522.127983 sec): 3 clusters Score: Raw -3856590.081387 + Penalty 3487.273521 = -3853102.807866 nChanged 4 SP:Iteration 50Q (6522.229844 sec): 3 clusters Score: Raw -3856590.884892 + Penalty 3487.273521 = -3853103.611371 nChanged 3 SP:Iteration 51Q (6522.338278 sec): 3 clusters Score: Raw -3856591.651784 + Penalty 3487.273521 = -3853104.378263 nChanged 2 SP:Iteration 52Q (6522.446855 sec): 3 clusters Score: Raw -3856592.008659 + Penalty 3487.273521 = -3853104.735138 nChanged 2 SP:Iteration 53Q (6522.550898 sec): 3 clusters Score: Raw -3856592.314356 + Penalty 3487.273521 = -3853105.040835 nChanged 4 SP:Iteration 54Q (6522.665675 sec): 3 clusters Score: Raw -3856592.977055 + Penalty 3487.273521 = -3853105.703534 nChanged 3 SP:Iteration 55Q (6522.768152 sec): 3 clusters Score: Raw -3856593.610299 + Penalty 3487.273521 = -3853106.336778 nChanged 2 SP:Iteration 56Q (6522.866034 sec): 3 clusters Score: Raw -3856593.927398 + Penalty 3487.273521 = -3853106.653877 nChanged 1 SP:Iteration 57Q (6522.982800 sec): 3 clusters Score: Raw -3856594.054292 + Penalty 3487.273521 = -3853106.780771 nChanged 2 SP:Iteration 58Q (6523.095443 sec): 3 clusters Score: Raw -3856594.507433 + Penalty 3487.273521 = -3853107.233913 nChanged 2 SP:Iteration 59Q (6523.205150 sec): 3 clusters Score: Raw -3856595.036334 + Penalty 3487.273521 = -3853107.762813 nChanged 4 SP:Iteration 60F (6523.319921 sec): 3 clusters Score: Raw -3856596.552677 + Penalty 3487.273521 = -3853109.279156 nChanged 5 SP:Iteration 61Q (6523.409045 sec): 3 clusters Score: Raw -3856597.584105 + Penalty 3487.273521 = -3853110.310584 nChanged 2 SP:Iteration 62Q (6523.516263 sec): 3 clusters Score: Raw -3856598.026585 + Penalty 3487.273521 = -3853110.753065 nChanged 2 SP:Iteration 63Q (6523.617361 sec): 3 clusters Score: Raw -3856598.380489 + Penalty 3487.273521 = -3853111.106968 nChanged 3 SP:Iteration 64Q (6523.718245 sec): 3 clusters Score: Raw -3856598.791269 + Penalty 3487.273521 = -3853111.517748 nChanged 2 SP:Iteration 65Q (6523.829632 sec): 3 clusters Score: Raw -3856598.930007 + Penalty 3487.273521 = -3853111.656486 nChanged 1 SP:Iteration 66Q (6523.945238 sec): 3 clusters Score: Raw -3856598.978217 + Penalty 3487.273521 = -3853111.704697 nChanged 2 SP:Iteration 67Q (6524.053004 sec): 3 clusters Score: Raw -3856599.355673 + Penalty 3487.273521 = -3853112.082152 nChanged 5 SP:Iteration 68Q (6524.156162 sec): 3 clusters Score: Raw -3856600.326101 + Penalty 3487.273521 = -3853113.052580 nChanged 5 SP:Iteration 69Q (6524.271296 sec): 3 clusters Score: Raw -3856601.398619 + Penalty 3487.273521 = -3853114.125098 nChanged 3 SP:Iteration 70Q (6524.362661 sec): 3 clusters Score: Raw -3856601.829435 + Penalty 3487.273521 = -3853114.555915 nChanged 4 SP:Iteration 71Q (6524.475229 sec): 3 clusters Score: Raw -3856602.615611 + Penalty 3487.273521 = -3853115.342090 nChanged 6 SP:Iteration 72Q (6524.582941 sec): 3 clusters Score: Raw -3856603.299101 + Penalty 3487.273521 = -3853116.025581 nChanged 2 SP:Iteration 73Q (6524.690293 sec): 3 clusters Score: Raw -3856603.557164 + Penalty 3487.273521 = -3853116.283644 nChanged 2 SP:Iteration 74Q (6524.802547 sec): 3 clusters Score: Raw -3856603.711351 + Penalty 3487.273521 = -3853116.437831 nChanged 0 SP:Iteration 75F (6524.933748 sec): 3 clusters Score: Raw -3856603.711351 + Penalty 3487.273521 = -3853116.437831 nChanged 0 Trying to split cluster 5 (1536 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6524.967626 sec): 2 clusters Score: Raw -90134.981805 + Penalty 1192.252248 = -88942.729556 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6525.016321 sec): 3 clusters Score: Raw -89642.167998 + Penalty 2384.504497 = -87257.663501 nChanged 572 SP:Iteration 1F (6525.055847 sec): 3 clusters Score: Raw -90307.774257 + Penalty 2384.504497 = -87923.269760 nChanged 192 SP:Iteration 2F (6525.118047 sec): 3 clusters Score: Raw -90625.835661 + Penalty 2384.504497 = -88241.331164 nChanged 137 SP:Iteration 3F (6525.156280 sec): 3 clusters Score: Raw -90810.181939 + Penalty 2384.504497 = -88425.677442 nChanged 91 SP:Iteration 4F (6525.200717 sec): 3 clusters Score: Raw -90948.911997 + Penalty 2384.504497 = -88564.407500 nChanged 90 SP:Iteration 5F (6525.241227 sec): 3 clusters Score: Raw -91085.411811 + Penalty 2384.504497 = -88700.907314 nChanged 58 SP:Iteration 6Q (6525.286341 sec): 3 clusters Score: Raw -91163.341843 + Penalty 2384.504497 = -88778.837346 nChanged 31 SP:Iteration 7Q (6525.332749 sec): 3 clusters Score: Raw -91204.621615 + Penalty 2384.504497 = -88820.117118 nChanged 25 SP:Iteration 8Q (6525.376558 sec): 3 clusters Score: Raw -91272.085240 + Penalty 2384.504497 = -88887.580743 nChanged 29 SP:Iteration 9Q (6525.420988 sec): 3 clusters Score: Raw -91324.756499 + Penalty 2384.504497 = -88940.252002 nChanged 29 SP:Iteration 10Q (6525.465019 sec): 3 clusters Score: Raw -91363.410309 + Penalty 2384.504497 = -88978.905812 nChanged 22 SP:Iteration 11Q (6525.499077 sec): 3 clusters Score: Raw -91396.374243 + Penalty 2384.504497 = -89011.869746 nChanged 16 SP:Iteration 12Q (6525.543027 sec): 3 clusters Score: Raw -91440.616377 + Penalty 2384.504497 = -89056.111881 nChanged 19 SP:Iteration 13Q (6525.586800 sec): 3 clusters Score: Raw -91467.254412 + Penalty 2384.504497 = -89082.749915 nChanged 15 SP:Iteration 14Q (6525.630544 sec): 3 clusters Score: Raw -91482.706955 + Penalty 2384.504497 = -89098.202458 nChanged 12 SP:Iteration 15Q (6525.664351 sec): 3 clusters Score: Raw -91495.422505 + Penalty 2384.504497 = -89110.918008 nChanged 9 SP:Iteration 16Q (6525.708227 sec): 3 clusters Score: Raw -91502.937568 + Penalty 2384.504497 = -89118.433071 nChanged 6 SP:Iteration 17Q (6525.751987 sec): 3 clusters Score: Raw -91525.146246 + Penalty 2384.504497 = -89140.641749 nChanged 11 SP:Iteration 18Q (6525.795632 sec): 3 clusters Score: Raw -91575.750538 + Penalty 2384.504497 = -89191.246041 nChanged 18 SP:Iteration 19Q (6525.849374 sec): 3 clusters Score: Raw -91612.594131 + Penalty 2384.504497 = -89228.089634 nChanged 17 SP:Iteration 20F (6525.889275 sec): 3 clusters Score: Raw -91635.802976 + Penalty 2384.504497 = -89251.298479 nChanged 19 SP:Iteration 21Q (6525.934511 sec): 3 clusters Score: Raw -91654.546352 + Penalty 2384.504497 = -89270.041855 nChanged 16 SP:Iteration 22Q (6525.966602 sec): 3 clusters Score: Raw -91672.434885 + Penalty 2384.504497 = -89287.930388 nChanged 11 SP:Iteration 23Q (6526.018424 sec): 3 clusters Score: Raw -91682.608919 + Penalty 2384.504497 = -89298.104422 nChanged 7 SP:Iteration 24Q (6526.054648 sec): 3 clusters Score: Raw -91692.985181 + Penalty 2384.504497 = -89308.480684 nChanged 5 SP:Iteration 25Q (6526.105010 sec): 3 clusters Score: Raw -91694.707259 + Penalty 2384.504497 = -89310.202762 nChanged 2 SP:Iteration 26Q (6526.154207 sec): 3 clusters Score: Raw -91696.980641 + Penalty 2384.504497 = -89312.476144 nChanged 1 SP:Iteration 27Q (6526.195266 sec): 3 clusters Score: Raw -91698.474466 + Penalty 2384.504497 = -89313.969969 nChanged 2 SP:Iteration 28Q (6526.240846 sec): 3 clusters Score: Raw -91699.099512 + Penalty 2384.504497 = -89314.595015 nChanged 1 SP:Iteration 29Q (6526.293255 sec): 3 clusters Score: Raw -91699.191107 + Penalty 2384.504497 = -89314.686610 nChanged 0 SP:Iteration 30F (6526.335275 sec): 3 clusters Score: Raw -91699.191107 + Penalty 2384.504497 = -89314.686610 nChanged 0 Score: Raw -49145594.489974 + Penalty 88911.006508 = -49056683.483466 Splitting cluster 5 changes total score from -49057287.524898 to -49056683.483466 So it's not getting split. Trying to split cluster 6 (556 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6542.998945 sec): 2 clusters Score: Raw -43149.299991 + Penalty 1027.124848 = -42122.175143 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6543.037536 sec): 3 clusters Score: Raw -43061.137850 + Penalty 2054.249696 = -41006.888154 nChanged 137 SP:Iteration 1F (6543.081332 sec): 3 clusters Score: Raw -43209.726232 + Penalty 2054.249696 = -41155.476537 nChanged 28 SP:Iteration 2F (6543.115739 sec): 3 clusters Score: Raw -43258.218385 + Penalty 2054.249696 = -41203.968689 nChanged 19 SP:Iteration 3Q (6543.161525 sec): 3 clusters Score: Raw -43281.611320 + Penalty 2054.249696 = -41227.361624 nChanged 17 SP:Iteration 4Q (6543.209215 sec): 3 clusters Score: Raw -43303.513602 + Penalty 2054.249696 = -41249.263906 nChanged 7 SP:Iteration 5Q (6543.256201 sec): 3 clusters Score: Raw -43311.277387 + Penalty 2054.249696 = -41257.027691 nChanged 5 SP:Iteration 6Q (6543.297169 sec): 3 clusters Score: Raw -43317.559754 + Penalty 2054.249696 = -41263.310059 nChanged 1 SP:Iteration 7Q (6543.344848 sec): 3 clusters Score: Raw -43318.337261 + Penalty 2054.249696 = -41264.087565 nChanged 2 SP:Iteration 8Q (6543.403889 sec): 3 clusters Score: Raw -43321.624228 + Penalty 2054.249696 = -41267.374532 nChanged 1 SP:Iteration 9Q (6543.453979 sec): 3 clusters Score: Raw -43322.614962 + Penalty 2054.249696 = -41268.365267 nChanged 1 SP:Iteration 10Q (6543.490991 sec): 3 clusters Score: Raw -43323.782621 + Penalty 2054.249696 = -41269.532925 nChanged 2 SP:Iteration 11Q (6543.547400 sec): 3 clusters Score: Raw -43324.409395 + Penalty 2054.249696 = -41270.159700 nChanged 1 SP:Iteration 12Q (6543.598354 sec): 3 clusters Score: Raw -43324.733073 + Penalty 2054.249696 = -41270.483377 nChanged 0 SP:Iteration 13F (6543.644090 sec): 3 clusters Score: Raw -43324.733073 + Penalty 2054.249696 = -41270.483377 nChanged 0 Trying to split cluster 7 (12013 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6543.682180 sec): 2 clusters Score: Raw -986869.115816 + Penalty 1526.483510 = -985342.632306 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6543.748221 sec): 3 clusters Score: Raw -979959.905734 + Penalty 3052.967020 = -976906.938715 nChanged 5230 SP:Iteration 1F (6543.814715 sec): 3 clusters Score: Raw -982794.476265 + Penalty 3052.967020 = -979741.509245 nChanged 689 SP:Iteration 2F (6543.876521 sec): 3 clusters Score: Raw -983119.567200 + Penalty 3052.967020 = -980066.600181 nChanged 637 SP:Iteration 3F (6543.941195 sec): 3 clusters Score: Raw -983452.880086 + Penalty 3052.967020 = -980399.913066 nChanged 624 SP:Iteration 4F (6544.010277 sec): 3 clusters Score: Raw -983816.399690 + Penalty 3052.967020 = -980763.432670 nChanged 628 SP:Iteration 5F (6544.071754 sec): 3 clusters Score: Raw -984159.110258 + Penalty 3052.967020 = -981106.143238 nChanged 575 SP:Iteration 6Q (6544.136786 sec): 3 clusters Score: Raw -984524.559873 + Penalty 3052.967020 = -981471.592854 nChanged 582 SP:Iteration 7Q (6544.201134 sec): 3 clusters Score: Raw -984905.321220 + Penalty 3052.967020 = -981852.354200 nChanged 600 SP:Iteration 8Q (6544.266460 sec): 3 clusters Score: Raw -985308.521827 + Penalty 3052.967020 = -982255.554808 nChanged 553 SP:Iteration 9Q (6544.324012 sec): 3 clusters Score: Raw -985697.210776 + Penalty 3052.967020 = -982644.243757 nChanged 483 SP:Iteration 10Q (6544.396887 sec): 3 clusters Score: Raw -986039.041500 + Penalty 3052.967020 = -982986.074480 nChanged 434 SP:Iteration 11Q (6544.463117 sec): 3 clusters Score: Raw -986385.403482 + Penalty 3052.967020 = -983332.436462 nChanged 363 SP:Iteration 12Q (6544.523301 sec): 3 clusters Score: Raw -986676.165784 + Penalty 3052.967020 = -983623.198765 nChanged 251 SP:Iteration 13Q (6544.589904 sec): 3 clusters Score: Raw -986869.421944 + Penalty 3052.967020 = -983816.454925 nChanged 179 SP:Iteration 14Q (6544.654929 sec): 3 clusters Score: Raw -986992.549985 + Penalty 3052.967020 = -983939.582965 nChanged 108 SP:Iteration 15Q (6544.711539 sec): 3 clusters Score: Raw -987066.748805 + Penalty 3052.967020 = -984013.781785 nChanged 69 SP:Iteration 16Q (6544.779196 sec): 3 clusters Score: Raw -987114.770283 + Penalty 3052.967020 = -984061.803263 nChanged 53 SP:Iteration 17Q (6544.845646 sec): 3 clusters Score: Raw -987145.308783 + Penalty 3052.967020 = -984092.341763 nChanged 39 SP:Iteration 18Q (6544.903520 sec): 3 clusters Score: Raw -987166.647696 + Penalty 3052.967020 = -984113.680677 nChanged 33 SP:Iteration 19Q (6544.965741 sec): 3 clusters Score: Raw -987187.794551 + Penalty 3052.967020 = -984134.827531 nChanged 24 SP:Iteration 20F (6545.044480 sec): 3 clusters Score: Raw -987205.209327 + Penalty 3052.967020 = -984152.242307 nChanged 22 SP:Iteration 21Q (6545.107991 sec): 3 clusters Score: Raw -987218.850618 + Penalty 3052.967020 = -984165.883598 nChanged 21 SP:Iteration 22Q (6545.161812 sec): 3 clusters Score: Raw -987231.832065 + Penalty 3052.967020 = -984178.865045 nChanged 18 SP:Iteration 23Q (6545.236364 sec): 3 clusters Score: Raw -987242.506355 + Penalty 3052.967020 = -984189.539335 nChanged 16 SP:Iteration 24Q (6545.294629 sec): 3 clusters Score: Raw -987252.962805 + Penalty 3052.967020 = -984199.995785 nChanged 11 SP:Iteration 25Q (6545.352616 sec): 3 clusters Score: Raw -987260.139334 + Penalty 3052.967020 = -984207.172314 nChanged 5 SP:Iteration 26Q (6545.415941 sec): 3 clusters Score: Raw -987265.763621 + Penalty 3052.967020 = -984212.796601 nChanged 8 SP:Iteration 27Q (6545.471071 sec): 3 clusters Score: Raw -987269.454688 + Penalty 3052.967020 = -984216.487669 nChanged 4 SP:Iteration 28Q (6545.538119 sec): 3 clusters Score: Raw -987271.424094 + Penalty 3052.967020 = -984218.457074 nChanged 2 SP:Iteration 29Q (6545.601231 sec): 3 clusters Score: Raw -987273.040039 + Penalty 3052.967020 = -984220.073019 nChanged 1 SP:Iteration 30Q (6545.663659 sec): 3 clusters Score: Raw -987273.484750 + Penalty 3052.967020 = -984220.517731 nChanged 3 SP:Iteration 31Q (6545.720618 sec): 3 clusters Score: Raw -987274.729963 + Penalty 3052.967020 = -984221.762944 nChanged 1 SP:Iteration 32Q (6545.788954 sec): 3 clusters Score: Raw -987275.218065 + Penalty 3052.967020 = -984222.251046 nChanged 0 SP:Iteration 33F (6545.841170 sec): 3 clusters Score: Raw -987275.218065 + Penalty 3052.967020 = -984222.251046 nChanged 0 Trying to split cluster 8 (5336 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6545.884244 sec): 2 clusters Score: Raw -409056.990198 + Penalty 1394.612633 = -407662.377565 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6545.935542 sec): 3 clusters Score: Raw -406315.704968 + Penalty 2789.225266 = -403526.479702 nChanged 2122 SP:Iteration 1F (6545.980627 sec): 3 clusters Score: Raw -407488.905032 + Penalty 2789.225266 = -404699.679766 nChanged 346 SP:Iteration 2F (6546.046033 sec): 3 clusters Score: Raw -407670.994952 + Penalty 2789.225266 = -404881.769686 nChanged 275 SP:Iteration 3F (6546.095338 sec): 3 clusters Score: Raw -407812.419132 + Penalty 2789.225266 = -405023.193866 nChanged 219 SP:Iteration 4Q (6546.150883 sec): 3 clusters Score: Raw -407913.908750 + Penalty 2789.225266 = -405124.683484 nChanged 194 SP:Iteration 5Q (6546.208595 sec): 3 clusters Score: Raw -408013.559385 + Penalty 2789.225266 = -405224.334119 nChanged 184 SP:Iteration 6Q (6546.259672 sec): 3 clusters Score: Raw -408119.828535 + Penalty 2789.225266 = -405330.603269 nChanged 212 SP:Iteration 7Q (6546.305848 sec): 3 clusters Score: Raw -408253.236904 + Penalty 2789.225266 = -405464.011638 nChanged 219 SP:Iteration 8Q (6546.367410 sec): 3 clusters Score: Raw -408381.319100 + Penalty 2789.225266 = -405592.093834 nChanged 220 SP:Iteration 9Q (6546.421213 sec): 3 clusters Score: Raw -408538.229263 + Penalty 2789.225266 = -405749.003997 nChanged 247 SP:Iteration 10Q (6546.475511 sec): 3 clusters Score: Raw -408754.116760 + Penalty 2789.225266 = -405964.891494 nChanged 283 SP:Iteration 11F (6546.533014 sec): 3 clusters Score: Raw -409030.346267 + Penalty 2789.225266 = -406241.121001 nChanged 260 SP:Iteration 12Q (6546.587157 sec): 3 clusters Score: Raw -409301.313719 + Penalty 2789.225266 = -406512.088453 nChanged 207 SP:Iteration 13Q (6546.644639 sec): 3 clusters Score: Raw -409470.123799 + Penalty 2789.225266 = -406680.898533 nChanged 138 SP:Iteration 14Q (6546.693039 sec): 3 clusters Score: Raw -409552.434080 + Penalty 2789.225266 = -406763.208814 nChanged 88 SP:Iteration 15Q (6546.732422 sec): 3 clusters Score: Raw -409597.433071 + Penalty 2789.225266 = -406808.207805 nChanged 57 SP:Iteration 16Q (6546.779277 sec): 3 clusters Score: Raw -409626.403451 + Penalty 2789.225266 = -406837.178185 nChanged 34 SP:Iteration 17Q (6546.832281 sec): 3 clusters Score: Raw -409643.040901 + Penalty 2789.225266 = -406853.815635 nChanged 24 SP:Iteration 18Q (6546.885914 sec): 3 clusters Score: Raw -409652.232587 + Penalty 2789.225266 = -406863.007321 nChanged 20 SP:Iteration 19Q (6546.939579 sec): 3 clusters Score: Raw -409661.339036 + Penalty 2789.225266 = -406872.113770 nChanged 21 SP:Iteration 20F (6546.989902 sec): 3 clusters Score: Raw -409674.719064 + Penalty 2789.225266 = -406885.493798 nChanged 16 SP:Iteration 21Q (6547.043620 sec): 3 clusters Score: Raw -409681.687780 + Penalty 2789.225266 = -406892.462514 nChanged 10 SP:Iteration 22Q (6547.097944 sec): 3 clusters Score: Raw -409686.765703 + Penalty 2789.225266 = -406897.540437 nChanged 10 SP:Iteration 23Q (6547.148103 sec): 3 clusters Score: Raw -409691.612700 + Penalty 2789.225266 = -406902.387434 nChanged 13 SP:Iteration 24Q (6547.206968 sec): 3 clusters Score: Raw -409702.130184 + Penalty 2789.225266 = -406912.904918 nChanged 20 SP:Iteration 25Q (6547.267983 sec): 3 clusters Score: Raw -409730.628444 + Penalty 2789.225266 = -406941.403178 nChanged 31 SP:Iteration 26Q (6547.318066 sec): 3 clusters Score: Raw -409815.410505 + Penalty 2789.225266 = -407026.185239 nChanged 43 SP:Iteration 27Q (6547.367681 sec): 3 clusters Score: Raw -410038.293379 + Penalty 2789.225266 = -407249.068113 nChanged 31 SP:Iteration 28Q (6547.424387 sec): 3 clusters Score: Raw -410090.803771 + Penalty 2789.225266 = -407301.578505 nChanged 9 SP:Iteration 29Q (6547.471599 sec): 3 clusters Score: Raw -410096.457473 + Penalty 2789.225266 = -407307.232207 nChanged 0 SP:Iteration 30F (6547.525215 sec): 3 clusters Score: Raw -410096.457473 + Penalty 2789.225266 = -407307.232207 nChanged 0 Trying to split cluster 9 (2341 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6547.543164 sec): 2 clusters Score: Raw -174111.244905 + Penalty 1260.729188 = -172850.515716 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6547.603902 sec): 3 clusters Score: Raw -173099.045222 + Penalty 2521.458377 = -170577.586845 nChanged 845 SP:Iteration 1F (6547.651996 sec): 3 clusters Score: Raw -173642.860945 + Penalty 2521.458377 = -171121.402568 nChanged 182 SP:Iteration 2F (6547.693969 sec): 3 clusters Score: Raw -173782.153361 + Penalty 2521.458377 = -171260.694985 nChanged 117 SP:Iteration 3Q (6547.749465 sec): 3 clusters Score: Raw -173862.422450 + Penalty 2521.458377 = -171340.964073 nChanged 77 SP:Iteration 4Q (6547.801945 sec): 3 clusters Score: Raw -173916.576657 + Penalty 2521.458377 = -171395.118280 nChanged 61 SP:Iteration 5Q (6547.842468 sec): 3 clusters Score: Raw -173958.658048 + Penalty 2521.458377 = -171437.199672 nChanged 48 SP:Iteration 6Q (6547.893357 sec): 3 clusters Score: Raw -173994.746348 + Penalty 2521.458377 = -171473.287971 nChanged 52 SP:Iteration 7Q (6547.937205 sec): 3 clusters Score: Raw -174026.778064 + Penalty 2521.458377 = -171505.319687 nChanged 48 SP:Iteration 8Q (6547.995431 sec): 3 clusters Score: Raw -174058.578257 + Penalty 2521.458377 = -171537.119880 nChanged 43 SP:Iteration 9Q (6548.038055 sec): 3 clusters Score: Raw -174080.578953 + Penalty 2521.458377 = -171559.120576 nChanged 34 SP:Iteration 10Q (6548.096389 sec): 3 clusters Score: Raw -174102.057210 + Penalty 2521.458377 = -171580.598833 nChanged 24 SP:Iteration 11Q (6548.142208 sec): 3 clusters Score: Raw -174117.686809 + Penalty 2521.458377 = -171596.228432 nChanged 27 SP:Iteration 12Q (6548.188385 sec): 3 clusters Score: Raw -174135.639468 + Penalty 2521.458377 = -171614.181091 nChanged 31 SP:Iteration 13Q (6548.241162 sec): 3 clusters Score: Raw -174158.220510 + Penalty 2521.458377 = -171636.762133 nChanged 24 SP:Iteration 14Q (6548.282049 sec): 3 clusters Score: Raw -174170.840094 + Penalty 2521.458377 = -171649.381717 nChanged 29 SP:Iteration 15Q (6548.329338 sec): 3 clusters Score: Raw -174187.966264 + Penalty 2521.458377 = -171666.507887 nChanged 27 SP:Iteration 16Q (6548.373804 sec): 3 clusters Score: Raw -174204.800598 + Penalty 2521.458377 = -171683.342222 nChanged 19 SP:Iteration 17Q (6548.406398 sec): 3 clusters Score: Raw -174215.693656 + Penalty 2521.458377 = -171694.235279 nChanged 28 SP:Iteration 18Q (6548.456813 sec): 3 clusters Score: Raw -174231.211285 + Penalty 2521.458377 = -171709.752908 nChanged 14 SP:Iteration 19Q (6548.508287 sec): 3 clusters Score: Raw -174239.062290 + Penalty 2521.458377 = -171717.603913 nChanged 13 SP:Iteration 20F (6548.567248 sec): 3 clusters Score: Raw -174245.545697 + Penalty 2521.458377 = -171724.087320 nChanged 14 SP:Iteration 21Q (6548.614819 sec): 3 clusters Score: Raw -174251.771623 + Penalty 2521.458377 = -171730.313246 nChanged 13 SP:Iteration 22Q (6548.656016 sec): 3 clusters Score: Raw -174259.299504 + Penalty 2521.458377 = -171737.841127 nChanged 8 SP:Iteration 23Q (6548.704830 sec): 3 clusters Score: Raw -174263.242541 + Penalty 2521.458377 = -171741.784164 nChanged 10 SP:Iteration 24Q (6548.760015 sec): 3 clusters Score: Raw -174270.194761 + Penalty 2521.458377 = -171748.736384 nChanged 13 SP:Iteration 25Q (6548.811039 sec): 3 clusters Score: Raw -174276.811427 + Penalty 2521.458377 = -171755.353050 nChanged 10 SP:Iteration 26Q (6548.856178 sec): 3 clusters Score: Raw -174281.762083 + Penalty 2521.458377 = -171760.303706 nChanged 5 SP:Iteration 27Q (6548.906070 sec): 3 clusters Score: Raw -174283.629996 + Penalty 2521.458377 = -171762.171619 nChanged 2 SP:Iteration 28Q (6548.941267 sec): 3 clusters Score: Raw -174285.029483 + Penalty 2521.458377 = -171763.571106 nChanged 3 SP:Iteration 29Q (6548.982821 sec): 3 clusters Score: Raw -174287.290770 + Penalty 2521.458377 = -171765.832393 nChanged 5 SP:Iteration 30Q (6549.030771 sec): 3 clusters Score: Raw -174292.772484 + Penalty 2521.458377 = -171771.314107 nChanged 6 SP:Iteration 31Q (6549.090534 sec): 3 clusters Score: Raw -174296.805873 + Penalty 2521.458377 = -171775.347496 nChanged 8 SP:Iteration 32Q (6549.124953 sec): 3 clusters Score: Raw -174301.427709 + Penalty 2521.458377 = -171779.969332 nChanged 6 SP:Iteration 33Q (6549.176512 sec): 3 clusters Score: Raw -174305.835702 + Penalty 2521.458377 = -171784.377325 nChanged 8 SP:Iteration 34Q (6549.228277 sec): 3 clusters Score: Raw -174310.945980 + Penalty 2521.458377 = -171789.487603 nChanged 7 SP:Iteration 35Q (6549.279283 sec): 3 clusters Score: Raw -174316.556607 + Penalty 2521.458377 = -171795.098230 nChanged 14 SP:Iteration 36Q (6549.331407 sec): 3 clusters Score: Raw -174324.398096 + Penalty 2521.458377 = -171802.939719 nChanged 9 SP:Iteration 37Q (6549.393008 sec): 3 clusters Score: Raw -174332.852839 + Penalty 2521.458377 = -171811.394462 nChanged 11 SP:Iteration 38Q (6549.434477 sec): 3 clusters Score: Raw -174338.926824 + Penalty 2521.458377 = -171817.468447 nChanged 2 SP:Iteration 39Q (6549.491705 sec): 3 clusters Score: Raw -174340.473114 + Penalty 2521.458377 = -171819.014737 nChanged 2 SP:Iteration 40F (6549.545972 sec): 3 clusters Score: Raw -174342.022422 + Penalty 2521.458377 = -171820.564045 nChanged 3 SP:Iteration 41Q (6549.594469 sec): 3 clusters Score: Raw -174343.473823 + Penalty 2521.458377 = -171822.015447 nChanged 4 SP:Iteration 42Q (6549.640718 sec): 3 clusters Score: Raw -174344.990894 + Penalty 2521.458377 = -171823.532517 nChanged 2 SP:Iteration 43Q (6549.688133 sec): 3 clusters Score: Raw -174345.835275 + Penalty 2521.458377 = -171824.376898 nChanged 2 SP:Iteration 44Q (6549.726232 sec): 3 clusters Score: Raw -174346.882528 + Penalty 2521.458377 = -171825.424151 nChanged 0 SP:Iteration 45F (6549.774311 sec): 3 clusters Score: Raw -174346.882528 + Penalty 2521.458377 = -171825.424151 nChanged 0 Trying to split cluster 10 (23217 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6549.831835 sec): 2 clusters Score: Raw -1918748.903733 + Penalty 1633.554008 = -1917115.349726 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6549.914629 sec): 3 clusters Score: Raw -1904704.626352 + Penalty 3267.108016 = -1901437.518336 nChanged 10546 SP:Iteration 1F (6549.991617 sec): 3 clusters Score: Raw -1910475.944979 + Penalty 3267.108016 = -1907208.836963 nChanged 1248 SP:Iteration 2F (6550.075750 sec): 3 clusters Score: Raw -1911029.829316 + Penalty 3267.108016 = -1907762.721301 nChanged 1272 SP:Iteration 3F (6550.164731 sec): 3 clusters Score: Raw -1911681.518187 + Penalty 3267.108016 = -1908414.410171 nChanged 1433 SP:Iteration 4F (6550.246912 sec): 3 clusters Score: Raw -1912551.198402 + Penalty 3267.108016 = -1909284.090386 nChanged 1548 SP:Iteration 5F (6550.335578 sec): 3 clusters Score: Raw -1913573.969630 + Penalty 3267.108016 = -1910306.861615 nChanged 1519 SP:Iteration 6F (6550.413435 sec): 3 clusters Score: Raw -1914613.081321 + Penalty 3267.108016 = -1911345.973305 nChanged 1353 SP:Iteration 7F (6550.495142 sec): 3 clusters Score: Raw -1915547.086371 + Penalty 3267.108016 = -1912279.978356 nChanged 1129 SP:Iteration 8Q (6550.585166 sec): 3 clusters Score: Raw -1916342.623688 + Penalty 3267.108016 = -1913075.515673 nChanged 889 SP:Iteration 9Q (6550.666671 sec): 3 clusters Score: Raw -1916916.112737 + Penalty 3267.108016 = -1913649.004721 nChanged 662 SP:Iteration 10Q (6550.737978 sec): 3 clusters Score: Raw -1917280.908091 + Penalty 3267.108016 = -1914013.800076 nChanged 486 SP:Iteration 11Q (6550.832767 sec): 3 clusters Score: Raw -1917493.177296 + Penalty 3267.108016 = -1914226.069280 nChanged 385 SP:Iteration 12Q (6550.921138 sec): 3 clusters Score: Raw -1917655.898170 + Penalty 3267.108016 = -1914388.790155 nChanged 291 SP:Iteration 13Q (6550.999611 sec): 3 clusters Score: Raw -1917760.376359 + Penalty 3267.108016 = -1914493.268343 nChanged 251 SP:Iteration 14Q (6551.083951 sec): 3 clusters Score: Raw -1917842.652766 + Penalty 3267.108016 = -1914575.544750 nChanged 234 SP:Iteration 15Q (6551.176234 sec): 3 clusters Score: Raw -1917915.090722 + Penalty 3267.108016 = -1914647.982706 nChanged 224 SP:Iteration 16Q (6551.250174 sec): 3 clusters Score: Raw -1917983.002146 + Penalty 3267.108016 = -1914715.894131 nChanged 210 SP:Iteration 17Q (6551.336552 sec): 3 clusters Score: Raw -1918054.020771 + Penalty 3267.108016 = -1914786.912755 nChanged 233 SP:Iteration 18Q (6551.411026 sec): 3 clusters Score: Raw -1918139.549678 + Penalty 3267.108016 = -1914872.441662 nChanged 219 SP:Iteration 19Q (6551.492268 sec): 3 clusters Score: Raw -1918222.876451 + Penalty 3267.108016 = -1914955.768436 nChanged 208 SP:Iteration 20F (6551.577545 sec): 3 clusters Score: Raw -1918300.354792 + Penalty 3267.108016 = -1915033.246777 nChanged 208 SP:Iteration 21Q (6551.662033 sec): 3 clusters Score: Raw -1918378.384608 + Penalty 3267.108016 = -1915111.276593 nChanged 188 SP:Iteration 22Q (6551.751531 sec): 3 clusters Score: Raw -1918450.658759 + Penalty 3267.108016 = -1915183.550743 nChanged 163 SP:Iteration 23Q (6551.829645 sec): 3 clusters Score: Raw -1918523.029403 + Penalty 3267.108016 = -1915255.921387 nChanged 181 SP:Iteration 24Q (6551.907387 sec): 3 clusters Score: Raw -1918611.663583 + Penalty 3267.108016 = -1915344.555568 nChanged 171 SP:Iteration 25Q (6551.975923 sec): 3 clusters Score: Raw -1918689.168095 + Penalty 3267.108016 = -1915422.060080 nChanged 175 SP:Iteration 26Q (6552.064578 sec): 3 clusters Score: Raw -1918776.694549 + Penalty 3267.108016 = -1915509.586534 nChanged 175 SP:Iteration 27Q (6552.144811 sec): 3 clusters Score: Raw -1918858.746229 + Penalty 3267.108016 = -1915591.638214 nChanged 150 SP:Iteration 28Q (6552.223509 sec): 3 clusters Score: Raw -1918930.803657 + Penalty 3267.108016 = -1915663.695642 nChanged 137 SP:Iteration 29Q (6552.301803 sec): 3 clusters Score: Raw -1918996.024240 + Penalty 3267.108016 = -1915728.916225 nChanged 132 SP:Iteration 30Q (6552.382415 sec): 3 clusters Score: Raw -1919059.376509 + Penalty 3267.108016 = -1915792.268493 nChanged 110 SP:Iteration 31Q (6552.464135 sec): 3 clusters Score: Raw -1919109.941682 + Penalty 3267.108016 = -1915842.833667 nChanged 97 SP:Iteration 32Q (6552.542879 sec): 3 clusters Score: Raw -1919156.471819 + Penalty 3267.108016 = -1915889.363803 nChanged 77 SP:Iteration 33Q (6552.609545 sec): 3 clusters Score: Raw -1919193.790979 + Penalty 3267.108016 = -1915926.682964 nChanged 61 SP:Iteration 34Q (6552.688423 sec): 3 clusters Score: Raw -1919226.928979 + Penalty 3267.108016 = -1915959.820963 nChanged 57 SP:Iteration 35Q (6552.769435 sec): 3 clusters Score: Raw -1919251.478370 + Penalty 3267.108016 = -1915984.370355 nChanged 58 SP:Iteration 36Q (6552.844774 sec): 3 clusters Score: Raw -1919273.703269 + Penalty 3267.108016 = -1916006.595253 nChanged 48 SP:Iteration 37Q (6552.919110 sec): 3 clusters Score: Raw -1919295.215515 + Penalty 3267.108016 = -1916028.107499 nChanged 40 SP:Iteration 38Q (6552.986549 sec): 3 clusters Score: Raw -1919310.425008 + Penalty 3267.108016 = -1916043.316993 nChanged 35 SP:Iteration 39Q (6553.070431 sec): 3 clusters Score: Raw -1919320.180429 + Penalty 3267.108016 = -1916053.072413 nChanged 27 SP:Iteration 40F (6553.155208 sec): 3 clusters Score: Raw -1919326.855277 + Penalty 3267.108016 = -1916059.747261 nChanged 20 SP:Iteration 41Q (6553.227015 sec): 3 clusters Score: Raw -1919331.354110 + Penalty 3267.108016 = -1916064.246095 nChanged 13 SP:Iteration 42Q (6553.303193 sec): 3 clusters Score: Raw -1919333.954157 + Penalty 3267.108016 = -1916066.846142 nChanged 5 SP:Iteration 43Q (6553.384258 sec): 3 clusters Score: Raw -1919335.045131 + Penalty 3267.108016 = -1916067.937115 nChanged 2 SP:Iteration 44Q (6553.453532 sec): 3 clusters Score: Raw -1919335.404054 + Penalty 3267.108016 = -1916068.296038 nChanged 0 SP:Iteration 45F (6553.540280 sec): 3 clusters Score: Raw -1919335.404054 + Penalty 3267.108016 = -1916068.296038 nChanged 0 Trying to split cluster 11 (2461 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6553.563491 sec): 2 clusters Score: Raw -195834.969212 + Penalty 1268.852496 = -194566.116716 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6553.601757 sec): 3 clusters Score: Raw -194708.347738 + Penalty 2537.704991 = -192170.642747 nChanged 909 SP:Iteration 1F (6553.655530 sec): 3 clusters Score: Raw -195259.346634 + Penalty 2537.704991 = -192721.641643 nChanged 178 SP:Iteration 2F (6553.699798 sec): 3 clusters Score: Raw -195361.035178 + Penalty 2537.704991 = -192823.330186 nChanged 113 SP:Iteration 3Q (6553.753925 sec): 3 clusters Score: Raw -195438.514929 + Penalty 2537.704991 = -192900.809937 nChanged 88 SP:Iteration 4Q (6553.798318 sec): 3 clusters Score: Raw -195493.161787 + Penalty 2537.704991 = -192955.456795 nChanged 78 SP:Iteration 5Q (6553.849395 sec): 3 clusters Score: Raw -195540.872530 + Penalty 2537.704991 = -193003.167539 nChanged 53 SP:Iteration 6Q (6553.900400 sec): 3 clusters Score: Raw -195569.717882 + Penalty 2537.704991 = -193032.012891 nChanged 36 SP:Iteration 7Q (6553.952652 sec): 3 clusters Score: Raw -195584.381904 + Penalty 2537.704991 = -193046.676913 nChanged 19 SP:Iteration 8Q (6554.011644 sec): 3 clusters Score: Raw -195592.038419 + Penalty 2537.704991 = -193054.333427 nChanged 18 SP:Iteration 9Q (6554.051585 sec): 3 clusters Score: Raw -195603.406500 + Penalty 2537.704991 = -193065.701509 nChanged 24 SP:Iteration 10Q (6554.102493 sec): 3 clusters Score: Raw -195613.035505 + Penalty 2537.704991 = -193075.330513 nChanged 13 SP:Iteration 11Q (6554.145403 sec): 3 clusters Score: Raw -195617.918733 + Penalty 2537.704991 = -193080.213741 nChanged 10 SP:Iteration 12Q (6554.193716 sec): 3 clusters Score: Raw -195622.729629 + Penalty 2537.704991 = -193085.024637 nChanged 9 SP:Iteration 13Q (6554.246946 sec): 3 clusters Score: Raw -195625.647938 + Penalty 2537.704991 = -193087.942946 nChanged 10 SP:Iteration 14Q (6554.289536 sec): 3 clusters Score: Raw -195629.259663 + Penalty 2537.704991 = -193091.554671 nChanged 9 SP:Iteration 15Q (6554.342604 sec): 3 clusters Score: Raw -195633.832787 + Penalty 2537.704991 = -193096.127796 nChanged 10 SP:Iteration 16Q (6554.404676 sec): 3 clusters Score: Raw -195637.594684 + Penalty 2537.704991 = -193099.889693 nChanged 9 SP:Iteration 17Q (6554.444904 sec): 3 clusters Score: Raw -195641.199683 + Penalty 2537.704991 = -193103.494691 nChanged 10 SP:Iteration 18Q (6554.503563 sec): 3 clusters Score: Raw -195648.593746 + Penalty 2537.704991 = -193110.888754 nChanged 13 SP:Iteration 19Q (6554.543483 sec): 3 clusters Score: Raw -195655.525351 + Penalty 2537.704991 = -193117.820359 nChanged 10 SP:Iteration 20F (6554.599873 sec): 3 clusters Score: Raw -195660.197532 + Penalty 2537.704991 = -193122.492540 nChanged 7 SP:Iteration 21Q (6554.642763 sec): 3 clusters Score: Raw -195663.354423 + Penalty 2537.704991 = -193125.649432 nChanged 8 SP:Iteration 22Q (6554.688835 sec): 3 clusters Score: Raw -195666.131594 + Penalty 2537.704991 = -193128.426603 nChanged 4 SP:Iteration 23Q (6554.737249 sec): 3 clusters Score: Raw -195668.433936 + Penalty 2537.704991 = -193130.728945 nChanged 4 SP:Iteration 24Q (6554.798689 sec): 3 clusters Score: Raw -195671.461576 + Penalty 2537.704991 = -193133.756585 nChanged 2 SP:Iteration 25Q (6554.848113 sec): 3 clusters Score: Raw -195672.444156 + Penalty 2537.704991 = -193134.739164 nChanged 6 SP:Iteration 26Q (6554.887591 sec): 3 clusters Score: Raw -195673.961480 + Penalty 2537.704991 = -193136.256488 nChanged 7 SP:Iteration 27Q (6554.943090 sec): 3 clusters Score: Raw -195675.429344 + Penalty 2537.704991 = -193137.724353 nChanged 3 SP:Iteration 28Q (6554.982614 sec): 3 clusters Score: Raw -195675.985326 + Penalty 2537.704991 = -193138.280335 nChanged 3 SP:Iteration 29Q (6555.035640 sec): 3 clusters Score: Raw -195677.029563 + Penalty 2537.704991 = -193139.324572 nChanged 3 SP:Iteration 30Q (6555.079542 sec): 3 clusters Score: Raw -195677.342480 + Penalty 2537.704991 = -193139.637489 nChanged 1 SP:Iteration 31Q (6555.120315 sec): 3 clusters Score: Raw -195677.648168 + Penalty 2537.704991 = -193139.943177 nChanged 2 SP:Iteration 32Q (6555.173612 sec): 3 clusters Score: Raw -195677.989194 + Penalty 2537.704991 = -193140.284202 nChanged 1 SP:Iteration 33Q (6555.226688 sec): 3 clusters Score: Raw -195678.375613 + Penalty 2537.704991 = -193140.670621 nChanged 0 SP:Iteration 34F (6555.278294 sec): 3 clusters Score: Raw -195678.375613 + Penalty 2537.704991 = -193140.670621 nChanged 0 Trying to split cluster 12 (66698 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6555.384883 sec): 2 clusters Score: Raw -5239187.460881 + Penalty 1805.038665 = -5237382.422216 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6555.546892 sec): 3 clusters Score: Raw -5196496.076541 + Penalty 3610.077330 = -5192885.999211 nChanged 31709 SP:Iteration 1F (6555.702242 sec): 3 clusters Score: Raw -5215417.728497 + Penalty 3610.077330 = -5211807.651167 nChanged 3008 SP:Iteration 2Q (6555.864691 sec): 3 clusters Score: Raw -5216591.757569 + Penalty 3610.077330 = -5212981.680239 nChanged 3160 SP:Iteration 3Q (6556.040854 sec): 3 clusters Score: Raw -5218114.699356 + Penalty 3610.077330 = -5214504.622026 nChanged 3484 SP:Iteration 4F (6556.199891 sec): 3 clusters Score: Raw -5220191.849943 + Penalty 3610.077330 = -5216581.772613 nChanged 3977 SP:Iteration 5F (6556.350141 sec): 3 clusters Score: Raw -5223043.295037 + Penalty 3610.077330 = -5219433.217707 nChanged 4393 SP:Iteration 6F (6556.498810 sec): 3 clusters Score: Raw -5226518.424890 + Penalty 3610.077330 = -5222908.347560 nChanged 4359 SP:Iteration 7F (6556.657664 sec): 3 clusters Score: Raw -5230089.228806 + Penalty 3610.077330 = -5226479.151476 nChanged 3876 SP:Iteration 8F (6556.821509 sec): 3 clusters Score: Raw -5233256.066054 + Penalty 3610.077330 = -5229645.988724 nChanged 3030 SP:Iteration 9Q (6556.974569 sec): 3 clusters Score: Raw -5235647.034648 + Penalty 3610.077330 = -5232036.957317 nChanged 2072 SP:Iteration 10Q (6557.109884 sec): 3 clusters Score: Raw -5237162.679210 + Penalty 3610.077330 = -5233552.601880 nChanged 1353 SP:Iteration 11Q (6557.257329 sec): 3 clusters Score: Raw -5238129.770791 + Penalty 3610.077330 = -5234519.693461 nChanged 812 SP:Iteration 12Q (6557.407057 sec): 3 clusters Score: Raw -5238676.760950 + Penalty 3610.077330 = -5235066.683620 nChanged 470 SP:Iteration 13Q (6557.553541 sec): 3 clusters Score: Raw -5238984.174439 + Penalty 3610.077330 = -5235374.097109 nChanged 288 SP:Iteration 14Q (6557.695569 sec): 3 clusters Score: Raw -5239161.170606 + Penalty 3610.077330 = -5235551.093276 nChanged 173 SP:Iteration 15Q (6557.838131 sec): 3 clusters Score: Raw -5239263.142962 + Penalty 3610.077330 = -5235653.065632 nChanged 120 SP:Iteration 16Q (6557.970199 sec): 3 clusters Score: Raw -5239337.256697 + Penalty 3610.077330 = -5235727.179366 nChanged 73 SP:Iteration 17Q (6558.106403 sec): 3 clusters Score: Raw -5239378.154756 + Penalty 3610.077330 = -5235768.077426 nChanged 53 SP:Iteration 18Q (6558.244160 sec): 3 clusters Score: Raw -5239407.257466 + Penalty 3610.077330 = -5235797.180136 nChanged 43 SP:Iteration 19Q (6558.377583 sec): 3 clusters Score: Raw -5239428.449114 + Penalty 3610.077330 = -5235818.371784 nChanged 23 SP:Iteration 20F (6558.524285 sec): 3 clusters Score: Raw -5239439.789899 + Penalty 3610.077330 = -5235829.712569 nChanged 20 SP:Iteration 21Q (6558.658323 sec): 3 clusters Score: Raw -5239452.116702 + Penalty 3610.077330 = -5235842.039372 nChanged 13 SP:Iteration 22Q (6558.795639 sec): 3 clusters Score: Raw -5239460.441267 + Penalty 3610.077330 = -5235850.363937 nChanged 15 SP:Iteration 23Q (6558.936061 sec): 3 clusters Score: Raw -5239469.393666 + Penalty 3610.077330 = -5235859.316336 nChanged 13 SP:Iteration 24Q (6559.078837 sec): 3 clusters Score: Raw -5239474.761682 + Penalty 3610.077330 = -5235864.684351 nChanged 10 SP:Iteration 25Q (6559.206470 sec): 3 clusters Score: Raw -5239479.532528 + Penalty 3610.077330 = -5235869.455198 nChanged 6 SP:Iteration 26Q (6559.352266 sec): 3 clusters Score: Raw -5239482.301696 + Penalty 3610.077330 = -5235872.224366 nChanged 6 SP:Iteration 27Q (6559.483619 sec): 3 clusters Score: Raw -5239484.985655 + Penalty 3610.077330 = -5235874.908325 nChanged 6 SP:Iteration 28Q (6559.626138 sec): 3 clusters Score: Raw -5239487.197994 + Penalty 3610.077330 = -5235877.120664 nChanged 6 SP:Iteration 29Q (6559.765025 sec): 3 clusters Score: Raw -5239489.976912 + Penalty 3610.077330 = -5235879.899582 nChanged 4 SP:Iteration 30Q (6559.903550 sec): 3 clusters Score: Raw -5239492.940436 + Penalty 3610.077330 = -5235882.863106 nChanged 8 SP:Iteration 31Q (6560.027683 sec): 3 clusters Score: Raw -5239500.713274 + Penalty 3610.077330 = -5235890.635943 nChanged 11 SP:Iteration 32Q (6560.180702 sec): 3 clusters Score: Raw -5239510.168120 + Penalty 3610.077330 = -5235900.090790 nChanged 17 SP:Iteration 33Q (6560.307445 sec): 3 clusters Score: Raw -5239518.280110 + Penalty 3610.077330 = -5235908.202780 nChanged 9 SP:Iteration 34Q (6560.434851 sec): 3 clusters Score: Raw -5239524.080394 + Penalty 3610.077330 = -5235914.003064 nChanged 5 SP:Iteration 35Q (6560.558330 sec): 3 clusters Score: Raw -5239526.785030 + Penalty 3610.077330 = -5235916.707699 nChanged 8 SP:Iteration 36Q (6560.684267 sec): 3 clusters Score: Raw -5239531.428503 + Penalty 3610.077330 = -5235921.351173 nChanged 3 SP:Iteration 37Q (6560.813182 sec): 3 clusters Score: Raw -5239532.520350 + Penalty 3610.077330 = -5235922.443020 nChanged 4 SP:Iteration 38Q (6560.952804 sec): 3 clusters Score: Raw -5239535.365279 + Penalty 3610.077330 = -5235925.287949 nChanged 2 SP:Iteration 39Q (6561.086921 sec): 3 clusters Score: Raw -5239536.728955 + Penalty 3610.077330 = -5235926.651625 nChanged 3 SP:Iteration 40F (6561.244060 sec): 3 clusters Score: Raw -5239538.698939 + Penalty 3610.077330 = -5235928.621609 nChanged 3 SP:Iteration 41Q (6561.383309 sec): 3 clusters Score: Raw -5239540.460989 + Penalty 3610.077330 = -5235930.383659 nChanged 4 SP:Iteration 42Q (6561.525546 sec): 3 clusters Score: Raw -5239542.299752 + Penalty 3610.077330 = -5235932.222422 nChanged 2 SP:Iteration 43Q (6561.659520 sec): 3 clusters Score: Raw -5239543.098720 + Penalty 3610.077330 = -5235933.021390 nChanged 0 SP:Iteration 44F (6561.821987 sec): 3 clusters Score: Raw -5239543.098720 + Penalty 3610.077330 = -5235933.021390 nChanged 0 Trying to split cluster 13 (24207 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6561.870472 sec): 2 clusters Score: Raw -2022786.889308 + Penalty 1640.339533 = -2021146.549775 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6561.956538 sec): 3 clusters Score: Raw -2008141.940689 + Penalty 3280.679066 = -2004861.261623 nChanged 10953 SP:Iteration 1F (6562.057433 sec): 3 clusters Score: Raw -2014725.661997 + Penalty 3280.679066 = -2011444.982931 nChanged 1555 SP:Iteration 2F (6562.143742 sec): 3 clusters Score: Raw -2015580.235690 + Penalty 3280.679066 = -2012299.556624 nChanged 1696 SP:Iteration 3F (6562.229689 sec): 3 clusters Score: Raw -2016648.960128 + Penalty 3280.679066 = -2013368.281062 nChanged 1702 SP:Iteration 4F (6562.314267 sec): 3 clusters Score: Raw -2017795.033326 + Penalty 3280.679066 = -2014514.354260 nChanged 1661 SP:Iteration 5F (6562.414861 sec): 3 clusters Score: Raw -2018927.146339 + Penalty 3280.679066 = -2015646.467273 nChanged 1455 SP:Iteration 6F (6562.502956 sec): 3 clusters Score: Raw -2019876.524825 + Penalty 3280.679066 = -2016595.845759 nChanged 1158 SP:Iteration 7Q (6562.592084 sec): 3 clusters Score: Raw -2020600.266259 + Penalty 3280.679066 = -2017319.587193 nChanged 863 SP:Iteration 8Q (6562.686466 sec): 3 clusters Score: Raw -2021106.106468 + Penalty 3280.679066 = -2017825.427402 nChanged 657 SP:Iteration 9Q (6562.767390 sec): 3 clusters Score: Raw -2021474.983190 + Penalty 3280.679066 = -2018194.304124 nChanged 513 SP:Iteration 10Q (6562.844950 sec): 3 clusters Score: Raw -2021750.348078 + Penalty 3280.679066 = -2018469.669012 nChanged 404 SP:Iteration 11Q (6562.945696 sec): 3 clusters Score: Raw -2021965.376385 + Penalty 3280.679066 = -2018684.697318 nChanged 371 SP:Iteration 12Q (6563.033804 sec): 3 clusters Score: Raw -2022153.469319 + Penalty 3280.679066 = -2018872.790253 nChanged 286 SP:Iteration 13Q (6563.119411 sec): 3 clusters Score: Raw -2022269.780614 + Penalty 3280.679066 = -2018989.101548 nChanged 231 SP:Iteration 14Q (6563.195342 sec): 3 clusters Score: Raw -2022340.952916 + Penalty 3280.679066 = -2019060.273850 nChanged 160 SP:Iteration 15Q (6563.285329 sec): 3 clusters Score: Raw -2022381.352612 + Penalty 3280.679066 = -2019100.673546 nChanged 149 SP:Iteration 16Q (6563.368382 sec): 3 clusters Score: Raw -2022418.859924 + Penalty 3280.679066 = -2019138.180858 nChanged 154 SP:Iteration 17Q (6563.455109 sec): 3 clusters Score: Raw -2022454.547670 + Penalty 3280.679066 = -2019173.868604 nChanged 128 SP:Iteration 18Q (6563.540032 sec): 3 clusters Score: Raw -2022482.184700 + Penalty 3280.679066 = -2019201.505634 nChanged 120 SP:Iteration 19Q (6563.621635 sec): 3 clusters Score: Raw -2022507.751580 + Penalty 3280.679066 = -2019227.072513 nChanged 106 SP:Iteration 20F (6563.702558 sec): 3 clusters Score: Raw -2022530.174828 + Penalty 3280.679066 = -2019249.495762 nChanged 104 SP:Iteration 21Q (6563.787239 sec): 3 clusters Score: Raw -2022549.800349 + Penalty 3280.679066 = -2019269.121283 nChanged 107 SP:Iteration 22Q (6563.860046 sec): 3 clusters Score: Raw -2022570.193511 + Penalty 3280.679066 = -2019289.514445 nChanged 109 SP:Iteration 23Q (6563.947608 sec): 3 clusters Score: Raw -2022593.816161 + Penalty 3280.679066 = -2019313.137095 nChanged 106 SP:Iteration 24Q (6564.037587 sec): 3 clusters Score: Raw -2022615.508571 + Penalty 3280.679066 = -2019334.829505 nChanged 89 SP:Iteration 25Q (6564.117338 sec): 3 clusters Score: Raw -2022633.175583 + Penalty 3280.679066 = -2019352.496517 nChanged 70 SP:Iteration 26Q (6564.195267 sec): 3 clusters Score: Raw -2022645.906794 + Penalty 3280.679066 = -2019365.227727 nChanged 66 SP:Iteration 27Q (6564.276763 sec): 3 clusters Score: Raw -2022658.439810 + Penalty 3280.679066 = -2019377.760744 nChanged 62 SP:Iteration 28Q (6564.361241 sec): 3 clusters Score: Raw -2022670.885933 + Penalty 3280.679066 = -2019390.206867 nChanged 64 SP:Iteration 29Q (6564.431074 sec): 3 clusters Score: Raw -2022684.282209 + Penalty 3280.679066 = -2019403.603143 nChanged 69 SP:Iteration 30Q (6564.520537 sec): 3 clusters Score: Raw -2022696.518994 + Penalty 3280.679066 = -2019415.839928 nChanged 62 SP:Iteration 31Q (6564.597521 sec): 3 clusters Score: Raw -2022709.168327 + Penalty 3280.679066 = -2019428.489261 nChanged 64 SP:Iteration 32Q (6564.681015 sec): 3 clusters Score: Raw -2022718.956653 + Penalty 3280.679066 = -2019438.277587 nChanged 54 SP:Iteration 33Q (6564.750848 sec): 3 clusters Score: Raw -2022726.361058 + Penalty 3280.679066 = -2019445.681992 nChanged 45 SP:Iteration 34Q (6564.844761 sec): 3 clusters Score: Raw -2022732.573699 + Penalty 3280.679066 = -2019451.894633 nChanged 35 SP:Iteration 35Q (6564.925691 sec): 3 clusters Score: Raw -2022738.261087 + Penalty 3280.679066 = -2019457.582021 nChanged 37 SP:Iteration 36Q (6565.013005 sec): 3 clusters Score: Raw -2022743.371077 + Penalty 3280.679066 = -2019462.692011 nChanged 30 SP:Iteration 37Q (6565.098303 sec): 3 clusters Score: Raw -2022747.370204 + Penalty 3280.679066 = -2019466.691137 nChanged 33 SP:Iteration 38Q (6565.188161 sec): 3 clusters Score: Raw -2022751.752955 + Penalty 3280.679066 = -2019471.073889 nChanged 29 SP:Iteration 39Q (6565.270477 sec): 3 clusters Score: Raw -2022755.948592 + Penalty 3280.679066 = -2019475.269526 nChanged 27 SP:Iteration 40F (6565.343579 sec): 3 clusters Score: Raw -2022759.819288 + Penalty 3280.679066 = -2019479.140222 nChanged 28 SP:Iteration 41Q (6565.436877 sec): 3 clusters Score: Raw -2022763.982314 + Penalty 3280.679066 = -2019483.303248 nChanged 41 SP:Iteration 42Q (6565.517005 sec): 3 clusters Score: Raw -2022770.231749 + Penalty 3280.679066 = -2019489.552683 nChanged 40 SP:Iteration 43Q (6565.598958 sec): 3 clusters Score: Raw -2022776.238418 + Penalty 3280.679066 = -2019495.559352 nChanged 36 SP:Iteration 44Q (6565.677521 sec): 3 clusters Score: Raw -2022782.437088 + Penalty 3280.679066 = -2019501.758022 nChanged 41 SP:Iteration 45Q (6565.755231 sec): 3 clusters Score: Raw -2022790.384889 + Penalty 3280.679066 = -2019509.705823 nChanged 35 SP:Iteration 46Q (6565.837659 sec): 3 clusters Score: Raw -2022795.761626 + Penalty 3280.679066 = -2019515.082560 nChanged 36 SP:Iteration 47Q (6565.907231 sec): 3 clusters Score: Raw -2022803.418854 + Penalty 3280.679066 = -2019522.739788 nChanged 33 SP:Iteration 48Q (6565.985828 sec): 3 clusters Score: Raw -2022810.950809 + Penalty 3280.679066 = -2019530.271743 nChanged 33 SP:Iteration 49Q (6566.063732 sec): 3 clusters Score: Raw -2022817.879752 + Penalty 3280.679066 = -2019537.200686 nChanged 34 SP:Iteration 50Q (6566.150085 sec): 3 clusters Score: Raw -2022825.621266 + Penalty 3280.679066 = -2019544.942200 nChanged 43 SP:Iteration 51Q (6566.232257 sec): 3 clusters Score: Raw -2022834.233342 + Penalty 3280.679066 = -2019553.554276 nChanged 39 SP:Iteration 52Q (6566.303676 sec): 3 clusters Score: Raw -2022840.628520 + Penalty 3280.679066 = -2019559.949454 nChanged 33 SP:Iteration 53Q (6566.384143 sec): 3 clusters Score: Raw -2022845.852377 + Penalty 3280.679066 = -2019565.173311 nChanged 25 SP:Iteration 54Q (6566.480626 sec): 3 clusters Score: Raw -2022850.631135 + Penalty 3280.679066 = -2019569.952069 nChanged 29 SP:Iteration 55Q (6566.552127 sec): 3 clusters Score: Raw -2022855.910108 + Penalty 3280.679066 = -2019575.231042 nChanged 42 SP:Iteration 56Q (6566.636279 sec): 3 clusters Score: Raw -2022862.123077 + Penalty 3280.679066 = -2019581.444011 nChanged 29 SP:Iteration 57Q (6566.714426 sec): 3 clusters Score: Raw -2022865.951367 + Penalty 3280.679066 = -2019585.272301 nChanged 20 SP:Iteration 58Q (6566.773748 sec): 3 clusters Score: Raw -2022868.494411 + Penalty 3280.679066 = -2019587.815345 nChanged 20 SP:Iteration 59Q (6566.864073 sec): 3 clusters Score: Raw -2022870.952117 + Penalty 3280.679066 = -2019590.273051 nChanged 23 SP:Iteration 60F (6566.949348 sec): 3 clusters Score: Raw -2022874.203405 + Penalty 3280.679066 = -2019593.524339 nChanged 22 SP:Iteration 61Q (6567.017948 sec): 3 clusters Score: Raw -2022877.316809 + Penalty 3280.679066 = -2019596.637743 nChanged 25 SP:Iteration 62Q (6567.105832 sec): 3 clusters Score: Raw -2022882.369791 + Penalty 3280.679066 = -2019601.690725 nChanged 36 SP:Iteration 63Q (6567.181075 sec): 3 clusters Score: Raw -2022890.383115 + Penalty 3280.679066 = -2019609.704049 nChanged 45 SP:Iteration 64Q (6567.254708 sec): 3 clusters Score: Raw -2022899.718982 + Penalty 3280.679066 = -2019619.039916 nChanged 33 SP:Iteration 65Q (6567.335555 sec): 3 clusters Score: Raw -2022906.212424 + Penalty 3280.679066 = -2019625.533358 nChanged 31 SP:Iteration 66Q (6567.412927 sec): 3 clusters Score: Raw -2022911.420297 + Penalty 3280.679066 = -2019630.741231 nChanged 27 SP:Iteration 67Q (6567.496972 sec): 3 clusters Score: Raw -2022916.237904 + Penalty 3280.679066 = -2019635.558838 nChanged 24 SP:Iteration 68Q (6567.577386 sec): 3 clusters Score: Raw -2022920.729918 + Penalty 3280.679066 = -2019640.050852 nChanged 32 SP:Iteration 69Q (6567.658176 sec): 3 clusters Score: Raw -2022927.885903 + Penalty 3280.679066 = -2019647.206837 nChanged 29 SP:Iteration 70Q (6567.738753 sec): 3 clusters Score: Raw -2022934.038233 + Penalty 3280.679066 = -2019653.359167 nChanged 25 SP:Iteration 71Q (6567.816498 sec): 3 clusters Score: Raw -2022938.770551 + Penalty 3280.679066 = -2019658.091484 nChanged 18 SP:Iteration 72Q (6567.900315 sec): 3 clusters Score: Raw -2022941.512529 + Penalty 3280.679066 = -2019660.833463 nChanged 17 SP:Iteration 73Q (6567.980559 sec): 3 clusters Score: Raw -2022944.101752 + Penalty 3280.679066 = -2019663.422686 nChanged 15 SP:Iteration 74Q (6568.059843 sec): 3 clusters Score: Raw -2022946.039951 + Penalty 3280.679066 = -2019665.360885 nChanged 9 SP:Iteration 75Q (6568.137345 sec): 3 clusters Score: Raw -2022947.388059 + Penalty 3280.679066 = -2019666.708993 nChanged 10 SP:Iteration 76Q (6568.211869 sec): 3 clusters Score: Raw -2022948.955594 + Penalty 3280.679066 = -2019668.276527 nChanged 7 SP:Iteration 77Q (6568.294616 sec): 3 clusters Score: Raw -2022950.037522 + Penalty 3280.679066 = -2019669.358456 nChanged 10 SP:Iteration 78Q (6568.364185 sec): 3 clusters Score: Raw -2022951.396161 + Penalty 3280.679066 = -2019670.717095 nChanged 7 SP:Iteration 79Q (6568.452964 sec): 3 clusters Score: Raw -2022952.410910 + Penalty 3280.679066 = -2019671.731844 nChanged 3 SP:Iteration 80F (6568.526900 sec): 3 clusters Score: Raw -2022952.594632 + Penalty 3280.679066 = -2019671.915566 nChanged 1 SP:Iteration 81Q (6568.615077 sec): 3 clusters Score: Raw -2022952.696832 + Penalty 3280.679066 = -2019672.017766 nChanged 2 SP:Iteration 82Q (6568.695354 sec): 3 clusters Score: Raw -2022952.860381 + Penalty 3280.679066 = -2019672.181315 nChanged 3 SP:Iteration 83Q (6568.772456 sec): 3 clusters Score: Raw -2022953.089666 + Penalty 3280.679066 = -2019672.410600 nChanged 1 SP:Iteration 84Q (6568.846442 sec): 3 clusters Score: Raw -2022953.152909 + Penalty 3280.679066 = -2019672.473842 nChanged 1 SP:Iteration 85Q (6568.928735 sec): 3 clusters Score: Raw -2022953.244473 + Penalty 3280.679066 = -2019672.565407 nChanged 2 SP:Iteration 86Q (6569.007200 sec): 3 clusters Score: Raw -2022953.424067 + Penalty 3280.679066 = -2019672.745001 nChanged 2 SP:Iteration 87Q (6569.081128 sec): 3 clusters Score: Raw -2022953.730661 + Penalty 3280.679066 = -2019673.051594 nChanged 5 SP:Iteration 88Q (6569.169759 sec): 3 clusters Score: Raw -2022954.424385 + Penalty 3280.679066 = -2019673.745319 nChanged 6 SP:Iteration 89Q (6569.251345 sec): 3 clusters Score: Raw -2022955.223000 + Penalty 3280.679066 = -2019674.543933 nChanged 6 SP:Iteration 90Q (6569.333223 sec): 3 clusters Score: Raw -2022956.526466 + Penalty 3280.679066 = -2019675.847400 nChanged 7 SP:Iteration 91Q (6569.412833 sec): 3 clusters Score: Raw -2022957.989008 + Penalty 3280.679066 = -2019677.309942 nChanged 10 SP:Iteration 92Q (6569.495363 sec): 3 clusters Score: Raw -2022960.032793 + Penalty 3280.679066 = -2019679.353727 nChanged 6 SP:Iteration 93Q (6569.577812 sec): 3 clusters Score: Raw -2022961.410295 + Penalty 3280.679066 = -2019680.731228 nChanged 9 SP:Iteration 94Q (6569.656503 sec): 3 clusters Score: Raw -2022962.759400 + Penalty 3280.679066 = -2019682.080334 nChanged 8 SP:Iteration 95Q (6569.741150 sec): 3 clusters Score: Raw -2022963.732956 + Penalty 3280.679066 = -2019683.053890 nChanged 9 SP:Iteration 96Q (6569.818979 sec): 3 clusters Score: Raw -2022965.012597 + Penalty 3280.679066 = -2019684.333531 nChanged 4 SP:Iteration 97Q (6569.904940 sec): 3 clusters Score: Raw -2022965.601811 + Penalty 3280.679066 = -2019684.922745 nChanged 4 SP:Iteration 98Q (6569.984910 sec): 3 clusters Score: Raw -2022965.973113 + Penalty 3280.679066 = -2019685.294047 nChanged 3 SP:Iteration 99Q (6570.066447 sec): 3 clusters Score: Raw -2022966.175738 + Penalty 3280.679066 = -2019685.496672 nChanged 3 SP:Iteration 100F (6570.155276 sec): 3 clusters Score: Raw -2022966.518647 + Penalty 3280.679066 = -2019685.839581 nChanged 4 SP:Iteration 101Q (6570.223442 sec): 3 clusters Score: Raw -2022967.107730 + Penalty 3280.679066 = -2019686.428664 nChanged 5 SP:Iteration 102Q (6570.289954 sec): 3 clusters Score: Raw -2022967.718567 + Penalty 3280.679066 = -2019687.039501 nChanged 5 SP:Iteration 103Q (6570.370426 sec): 3 clusters Score: Raw -2022968.216587 + Penalty 3280.679066 = -2019687.537521 nChanged 5 SP:Iteration 104Q (6570.450010 sec): 3 clusters Score: Raw -2022968.613193 + Penalty 3280.679066 = -2019687.934127 nChanged 2 SP:Iteration 105Q (6570.520940 sec): 3 clusters Score: Raw -2022968.862591 + Penalty 3280.679066 = -2019688.183525 nChanged 3 SP:Iteration 106Q (6570.610269 sec): 3 clusters Score: Raw -2022969.563961 + Penalty 3280.679066 = -2019688.884895 nChanged 3 SP:Iteration 107Q (6570.687503 sec): 3 clusters Score: Raw -2022969.826930 + Penalty 3280.679066 = -2019689.147864 nChanged 1 SP:Iteration 108Q (6570.764217 sec): 3 clusters Score: Raw -2022969.871626 + Penalty 3280.679066 = -2019689.192559 nChanged 1 SP:Iteration 109Q (6570.844878 sec): 3 clusters Score: Raw -2022970.124421 + Penalty 3280.679066 = -2019689.445355 nChanged 2 SP:Iteration 110Q (6570.921671 sec): 3 clusters Score: Raw -2022970.206465 + Penalty 3280.679066 = -2019689.527399 nChanged 0 SP:Iteration 111F (6571.016147 sec): 3 clusters Score: Raw -2022970.206465 + Penalty 3280.679066 = -2019689.527399 nChanged 0 Trying to split cluster 14 (24078 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6571.072593 sec): 2 clusters Score: Raw -2038289.140520 + Penalty 1639.471249 = -2036649.669271 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6571.151202 sec): 3 clusters Score: Raw -2023651.300891 + Penalty 3278.942498 = -2020372.358393 nChanged 10897 SP:Iteration 1F (6571.243300 sec): 3 clusters Score: Raw -2029687.439660 + Penalty 3278.942498 = -2026408.497162 nChanged 1289 SP:Iteration 2F (6571.324679 sec): 3 clusters Score: Raw -2030280.674691 + Penalty 3278.942498 = -2027001.732193 nChanged 1335 SP:Iteration 3F (6571.406082 sec): 3 clusters Score: Raw -2030982.682275 + Penalty 3278.942498 = -2027703.739777 nChanged 1541 SP:Iteration 4F (6571.479995 sec): 3 clusters Score: Raw -2031924.747247 + Penalty 3278.942498 = -2028645.804750 nChanged 1740 SP:Iteration 5F (6571.576869 sec): 3 clusters Score: Raw -2033098.706853 + Penalty 3278.942498 = -2029819.764355 nChanged 1813 SP:Iteration 6F (6571.667727 sec): 3 clusters Score: Raw -2034377.469472 + Penalty 3278.942498 = -2031098.526974 nChanged 1605 SP:Iteration 7F (6571.754688 sec): 3 clusters Score: Raw -2035453.138241 + Penalty 3278.942498 = -2032174.195743 nChanged 1209 SP:Iteration 8F (6571.844105 sec): 3 clusters Score: Raw -2036178.933091 + Penalty 3278.942498 = -2032899.990594 nChanged 833 SP:Iteration 9Q (6571.917500 sec): 3 clusters Score: Raw -2036601.435900 + Penalty 3278.942498 = -2033322.493403 nChanged 596 SP:Iteration 10Q (6572.017934 sec): 3 clusters Score: Raw -2036896.147209 + Penalty 3278.942498 = -2033617.204711 nChanged 495 SP:Iteration 11Q (6572.111533 sec): 3 clusters Score: Raw -2037192.197959 + Penalty 3278.942498 = -2033913.255462 nChanged 436 SP:Iteration 12Q (6572.201498 sec): 3 clusters Score: Raw -2037559.390805 + Penalty 3278.942498 = -2034280.448308 nChanged 400 SP:Iteration 13Q (6572.292085 sec): 3 clusters Score: Raw -2037999.092433 + Penalty 3278.942498 = -2034720.149935 nChanged 343 SP:Iteration 14Q (6572.377668 sec): 3 clusters Score: Raw -2038276.988986 + Penalty 3278.942498 = -2034998.046488 nChanged 282 SP:Iteration 15Q (6572.466773 sec): 3 clusters Score: Raw -2038442.692091 + Penalty 3278.942498 = -2035163.749594 nChanged 214 SP:Iteration 16Q (6572.542448 sec): 3 clusters Score: Raw -2038527.094984 + Penalty 3278.942498 = -2035248.152487 nChanged 185 SP:Iteration 17Q (6572.631577 sec): 3 clusters Score: Raw -2038601.677416 + Penalty 3278.942498 = -2035322.734918 nChanged 170 SP:Iteration 18Q (6572.713927 sec): 3 clusters Score: Raw -2038663.680234 + Penalty 3278.942498 = -2035384.737736 nChanged 135 SP:Iteration 19Q (6572.785950 sec): 3 clusters Score: Raw -2038706.688836 + Penalty 3278.942498 = -2035427.746338 nChanged 119 SP:Iteration 20F (6572.876194 sec): 3 clusters Score: Raw -2038740.265371 + Penalty 3278.942498 = -2035461.322873 nChanged 97 SP:Iteration 21Q (6572.968658 sec): 3 clusters Score: Raw -2038764.773674 + Penalty 3278.942498 = -2035485.831176 nChanged 91 SP:Iteration 22Q (6573.041126 sec): 3 clusters Score: Raw -2038790.164473 + Penalty 3278.942498 = -2035511.221975 nChanged 77 SP:Iteration 23Q (6573.132486 sec): 3 clusters Score: Raw -2038807.967106 + Penalty 3278.942498 = -2035529.024609 nChanged 53 SP:Iteration 24Q (6573.213567 sec): 3 clusters Score: Raw -2038819.793584 + Penalty 3278.942498 = -2035540.851086 nChanged 41 SP:Iteration 25Q (6573.293842 sec): 3 clusters Score: Raw -2038827.417718 + Penalty 3278.942498 = -2035548.475220 nChanged 35 SP:Iteration 26Q (6573.377185 sec): 3 clusters Score: Raw -2038834.860366 + Penalty 3278.942498 = -2035555.917869 nChanged 39 SP:Iteration 27Q (6573.458324 sec): 3 clusters Score: Raw -2038841.417167 + Penalty 3278.942498 = -2035562.474669 nChanged 21 SP:Iteration 28Q (6573.537677 sec): 3 clusters Score: Raw -2038845.031069 + Penalty 3278.942498 = -2035566.088571 nChanged 24 SP:Iteration 29Q (6573.606761 sec): 3 clusters Score: Raw -2038850.777112 + Penalty 3278.942498 = -2035571.834614 nChanged 25 SP:Iteration 30Q (6573.691291 sec): 3 clusters Score: Raw -2038855.796750 + Penalty 3278.942498 = -2035576.854252 nChanged 17 SP:Iteration 31Q (6573.761377 sec): 3 clusters Score: Raw -2038858.672488 + Penalty 3278.942498 = -2035579.729990 nChanged 17 SP:Iteration 32Q (6573.843077 sec): 3 clusters Score: Raw -2038861.931811 + Penalty 3278.942498 = -2035582.989313 nChanged 19 SP:Iteration 33Q (6573.920473 sec): 3 clusters Score: Raw -2038865.192030 + Penalty 3278.942498 = -2035586.249532 nChanged 20 SP:Iteration 34Q (6573.998950 sec): 3 clusters Score: Raw -2038869.479981 + Penalty 3278.942498 = -2035590.537483 nChanged 15 SP:Iteration 35Q (6574.083010 sec): 3 clusters Score: Raw -2038872.012236 + Penalty 3278.942498 = -2035593.069739 nChanged 19 SP:Iteration 36Q (6574.167119 sec): 3 clusters Score: Raw -2038875.483817 + Penalty 3278.942498 = -2035596.541319 nChanged 13 SP:Iteration 37Q (6574.245346 sec): 3 clusters Score: Raw -2038877.253538 + Penalty 3278.942498 = -2035598.311041 nChanged 6 SP:Iteration 38Q (6574.328531 sec): 3 clusters Score: Raw -2038878.133710 + Penalty 3278.942498 = -2035599.191212 nChanged 9 SP:Iteration 39Q (6574.405092 sec): 3 clusters Score: Raw -2038879.607939 + Penalty 3278.942498 = -2035600.665442 nChanged 11 SP:Iteration 40F (6574.491188 sec): 3 clusters Score: Raw -2038880.669686 + Penalty 3278.942498 = -2035601.727188 nChanged 3 SP:Iteration 41Q (6574.573547 sec): 3 clusters Score: Raw -2038881.187206 + Penalty 3278.942498 = -2035602.244708 nChanged 7 SP:Iteration 42Q (6574.650237 sec): 3 clusters Score: Raw -2038882.864730 + Penalty 3278.942498 = -2035603.922232 nChanged 9 SP:Iteration 43Q (6574.728503 sec): 3 clusters Score: Raw -2038883.941344 + Penalty 3278.942498 = -2035604.998846 nChanged 8 SP:Iteration 44Q (6574.809103 sec): 3 clusters Score: Raw -2038884.975633 + Penalty 3278.942498 = -2035606.033135 nChanged 10 SP:Iteration 45Q (6574.886504 sec): 3 clusters Score: Raw -2038886.586191 + Penalty 3278.942498 = -2035607.643693 nChanged 8 SP:Iteration 46Q (6574.953528 sec): 3 clusters Score: Raw -2038887.932395 + Penalty 3278.942498 = -2035608.989897 nChanged 12 SP:Iteration 47Q (6575.034680 sec): 3 clusters Score: Raw -2038890.015978 + Penalty 3278.942498 = -2035611.073480 nChanged 8 SP:Iteration 48Q (6575.112249 sec): 3 clusters Score: Raw -2038891.163008 + Penalty 3278.942498 = -2035612.220511 nChanged 7 SP:Iteration 49Q (6575.185033 sec): 3 clusters Score: Raw -2038892.277842 + Penalty 3278.942498 = -2035613.335344 nChanged 7 SP:Iteration 50Q (6575.264875 sec): 3 clusters Score: Raw -2038893.139942 + Penalty 3278.942498 = -2035614.197444 nChanged 7 SP:Iteration 51Q (6575.355839 sec): 3 clusters Score: Raw -2038894.440403 + Penalty 3278.942498 = -2035615.497905 nChanged 10 SP:Iteration 52Q (6575.426969 sec): 3 clusters Score: Raw -2038897.115254 + Penalty 3278.942498 = -2035618.172756 nChanged 16 SP:Iteration 53Q (6575.507729 sec): 3 clusters Score: Raw -2038899.529636 + Penalty 3278.942498 = -2035620.587138 nChanged 10 SP:Iteration 54Q (6575.582760 sec): 3 clusters Score: Raw -2038901.797311 + Penalty 3278.942498 = -2035622.854813 nChanged 14 SP:Iteration 55Q (6575.639017 sec): 3 clusters Score: Raw -2038904.814541 + Penalty 3278.942498 = -2035625.872043 nChanged 20 SP:Iteration 56Q (6575.715163 sec): 3 clusters Score: Raw -2038908.833776 + Penalty 3278.942498 = -2035629.891278 nChanged 19 SP:Iteration 57Q (6575.784277 sec): 3 clusters Score: Raw -2038913.567273 + Penalty 3278.942498 = -2035634.624776 nChanged 26 SP:Iteration 58Q (6575.857346 sec): 3 clusters Score: Raw -2038920.327289 + Penalty 3278.942498 = -2035641.384791 nChanged 26 SP:Iteration 59Q (6575.929765 sec): 3 clusters Score: Raw -2038925.324638 + Penalty 3278.942498 = -2035646.382140 nChanged 15 SP:Iteration 60F (6576.001390 sec): 3 clusters Score: Raw -2038928.753196 + Penalty 3278.942498 = -2035649.810698 nChanged 12 SP:Iteration 61Q (6576.086614 sec): 3 clusters Score: Raw -2038931.665862 + Penalty 3278.942498 = -2035652.723364 nChanged 22 SP:Iteration 62Q (6576.169309 sec): 3 clusters Score: Raw -2038935.969805 + Penalty 3278.942498 = -2035657.027307 nChanged 21 SP:Iteration 63Q (6576.234048 sec): 3 clusters Score: Raw -2038940.890061 + Penalty 3278.942498 = -2035661.947563 nChanged 24 SP:Iteration 64Q (6576.322373 sec): 3 clusters Score: Raw -2038946.390282 + Penalty 3278.942498 = -2035667.447784 nChanged 16 SP:Iteration 65Q (6576.399940 sec): 3 clusters Score: Raw -2038949.980892 + Penalty 3278.942498 = -2035671.038394 nChanged 18 SP:Iteration 66Q (6576.481913 sec): 3 clusters Score: Raw -2038953.460285 + Penalty 3278.942498 = -2035674.517787 nChanged 15 SP:Iteration 67Q (6576.562827 sec): 3 clusters Score: Raw -2038955.694342 + Penalty 3278.942498 = -2035676.751844 nChanged 8 SP:Iteration 68Q (6576.633108 sec): 3 clusters Score: Raw -2038957.454996 + Penalty 3278.942498 = -2035678.512498 nChanged 11 SP:Iteration 69Q (6576.712164 sec): 3 clusters Score: Raw -2038959.047655 + Penalty 3278.942498 = -2035680.105157 nChanged 11 SP:Iteration 70Q (6576.796805 sec): 3 clusters Score: Raw -2038961.220062 + Penalty 3278.942498 = -2035682.277564 nChanged 10 SP:Iteration 71Q (6576.873126 sec): 3 clusters Score: Raw -2038962.752875 + Penalty 3278.942498 = -2035683.810378 nChanged 7 SP:Iteration 72Q (6576.943436 sec): 3 clusters Score: Raw -2038964.417147 + Penalty 3278.942498 = -2035685.474650 nChanged 2 SP:Iteration 73Q (6577.029785 sec): 3 clusters Score: Raw -2038964.655820 + Penalty 3278.942498 = -2035685.713322 nChanged 3 SP:Iteration 74Q (6577.103984 sec): 3 clusters Score: Raw -2038965.182657 + Penalty 3278.942498 = -2035686.240159 nChanged 3 SP:Iteration 75Q (6577.178537 sec): 3 clusters Score: Raw -2038966.487742 + Penalty 3278.942498 = -2035687.545245 nChanged 10 SP:Iteration 76Q (6577.260008 sec): 3 clusters Score: Raw -2038969.495101 + Penalty 3278.942498 = -2035690.552603 nChanged 9 SP:Iteration 77Q (6577.339588 sec): 3 clusters Score: Raw -2038971.120705 + Penalty 3278.942498 = -2035692.178207 nChanged 7 SP:Iteration 78Q (6577.418463 sec): 3 clusters Score: Raw -2038972.190399 + Penalty 3278.942498 = -2035693.247902 nChanged 1 SP:Iteration 79Q (6577.493629 sec): 3 clusters Score: Raw -2038972.336806 + Penalty 3278.942498 = -2035693.394308 nChanged 1 SP:Iteration 80F (6577.581476 sec): 3 clusters Score: Raw -2038972.444732 + Penalty 3278.942498 = -2035693.502235 nChanged 0 Trying to split cluster 15 (2896 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6577.606394 sec): 2 clusters Score: Raw -232347.310950 + Penalty 1295.301435 = -231052.009515 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6577.649088 sec): 3 clusters Score: Raw -230995.539284 + Penalty 2590.602870 = -228404.936415 nChanged 1104 SP:Iteration 1F (6577.700887 sec): 3 clusters Score: Raw -231651.564419 + Penalty 2590.602870 = -229060.961549 nChanged 218 SP:Iteration 2F (6577.746800 sec): 3 clusters Score: Raw -231766.911932 + Penalty 2590.602870 = -229176.309062 nChanged 133 SP:Iteration 3Q (6577.803717 sec): 3 clusters Score: Raw -231834.996364 + Penalty 2590.602870 = -229244.393494 nChanged 96 SP:Iteration 4Q (6577.847646 sec): 3 clusters Score: Raw -231880.822024 + Penalty 2590.602870 = -229290.219154 nChanged 77 SP:Iteration 5Q (6577.889864 sec): 3 clusters Score: Raw -231922.862245 + Penalty 2590.602870 = -229332.259375 nChanged 67 SP:Iteration 6Q (6577.932903 sec): 3 clusters Score: Raw -231956.856183 + Penalty 2590.602870 = -229366.253313 nChanged 40 SP:Iteration 7Q (6577.979814 sec): 3 clusters Score: Raw -231972.501364 + Penalty 2590.602870 = -229381.898494 nChanged 36 SP:Iteration 8Q (6578.029376 sec): 3 clusters Score: Raw -231992.711913 + Penalty 2590.602870 = -229402.109043 nChanged 30 SP:Iteration 9Q (6578.080507 sec): 3 clusters Score: Raw -232008.755324 + Penalty 2590.602870 = -229418.152454 nChanged 34 SP:Iteration 10Q (6578.124680 sec): 3 clusters Score: Raw -232025.866182 + Penalty 2590.602870 = -229435.263312 nChanged 43 SP:Iteration 11Q (6578.175260 sec): 3 clusters Score: Raw -232051.203621 + Penalty 2590.602870 = -229460.600751 nChanged 33 SP:Iteration 12Q (6578.225988 sec): 3 clusters Score: Raw -232070.849825 + Penalty 2590.602870 = -229480.246955 nChanged 33 SP:Iteration 13Q (6578.282117 sec): 3 clusters Score: Raw -232090.666905 + Penalty 2590.602870 = -229500.064035 nChanged 41 SP:Iteration 14Q (6578.330578 sec): 3 clusters Score: Raw -232115.789439 + Penalty 2590.602870 = -229525.186569 nChanged 44 SP:Iteration 15Q (6578.380712 sec): 3 clusters Score: Raw -232144.486036 + Penalty 2590.602870 = -229553.883166 nChanged 45 SP:Iteration 16Q (6578.434076 sec): 3 clusters Score: Raw -232169.853911 + Penalty 2590.602870 = -229579.251042 nChanged 39 SP:Iteration 17Q (6578.476243 sec): 3 clusters Score: Raw -232195.575558 + Penalty 2590.602870 = -229604.972689 nChanged 37 SP:Iteration 18Q (6578.523523 sec): 3 clusters Score: Raw -232219.515534 + Penalty 2590.602870 = -229628.912664 nChanged 35 SP:Iteration 19Q (6578.564555 sec): 3 clusters Score: Raw -232242.673838 + Penalty 2590.602870 = -229652.070968 nChanged 31 SP:Iteration 20F (6578.613216 sec): 3 clusters Score: Raw -232259.224489 + Penalty 2590.602870 = -229668.621619 nChanged 26 SP:Iteration 21Q (6578.658244 sec): 3 clusters Score: Raw -232272.254398 + Penalty 2590.602870 = -229681.651528 nChanged 26 SP:Iteration 22Q (6578.716302 sec): 3 clusters Score: Raw -232285.794455 + Penalty 2590.602870 = -229695.191586 nChanged 28 SP:Iteration 23Q (6578.765157 sec): 3 clusters Score: Raw -232300.699890 + Penalty 2590.602870 = -229710.097020 nChanged 16 SP:Iteration 24Q (6578.808931 sec): 3 clusters Score: Raw -232309.507456 + Penalty 2590.602870 = -229718.904587 nChanged 18 SP:Iteration 25Q (6578.847774 sec): 3 clusters Score: Raw -232317.970671 + Penalty 2590.602870 = -229727.367802 nChanged 14 SP:Iteration 26Q (6578.892897 sec): 3 clusters Score: Raw -232325.870318 + Penalty 2590.602870 = -229735.267449 nChanged 15 SP:Iteration 27Q (6578.944839 sec): 3 clusters Score: Raw -232334.419594 + Penalty 2590.602870 = -229743.816724 nChanged 13 SP:Iteration 28Q (6578.993783 sec): 3 clusters Score: Raw -232342.304376 + Penalty 2590.602870 = -229751.701506 nChanged 14 SP:Iteration 29Q (6579.042338 sec): 3 clusters Score: Raw -232350.304245 + Penalty 2590.602870 = -229759.701375 nChanged 13 SP:Iteration 30Q (6579.087410 sec): 3 clusters Score: Raw -232358.181299 + Penalty 2590.602870 = -229767.578429 nChanged 10 SP:Iteration 31Q (6579.149488 sec): 3 clusters Score: Raw -232363.249113 + Penalty 2590.602870 = -229772.646243 nChanged 7 SP:Iteration 32Q (6579.194928 sec): 3 clusters Score: Raw -232367.135300 + Penalty 2590.602870 = -229776.532430 nChanged 6 SP:Iteration 33Q (6579.246386 sec): 3 clusters Score: Raw -232370.326930 + Penalty 2590.602870 = -229779.724060 nChanged 9 SP:Iteration 34Q (6579.297686 sec): 3 clusters Score: Raw -232375.695044 + Penalty 2590.602870 = -229785.092174 nChanged 10 SP:Iteration 35Q (6579.338448 sec): 3 clusters Score: Raw -232380.541768 + Penalty 2590.602870 = -229789.938899 nChanged 10 SP:Iteration 36Q (6579.392407 sec): 3 clusters Score: Raw -232386.346411 + Penalty 2590.602870 = -229795.743541 nChanged 12 SP:Iteration 37Q (6579.433630 sec): 3 clusters Score: Raw -232394.662854 + Penalty 2590.602870 = -229804.059985 nChanged 15 SP:Iteration 38Q (6579.479471 sec): 3 clusters Score: Raw -232405.681255 + Penalty 2590.602870 = -229815.078385 nChanged 12 SP:Iteration 39Q (6579.530167 sec): 3 clusters Score: Raw -232415.399592 + Penalty 2590.602870 = -229824.796723 nChanged 8 SP:Iteration 40F (6579.566276 sec): 3 clusters Score: Raw -232421.434310 + Penalty 2590.602870 = -229830.831440 nChanged 10 SP:Iteration 41Q (6579.607980 sec): 3 clusters Score: Raw -232434.541174 + Penalty 2590.602870 = -229843.938305 nChanged 9 SP:Iteration 42Q (6579.647962 sec): 3 clusters Score: Raw -232441.778176 + Penalty 2590.602870 = -229851.175306 nChanged 10 SP:Iteration 43Q (6579.690865 sec): 3 clusters Score: Raw -232449.686786 + Penalty 2590.602870 = -229859.083917 nChanged 6 SP:Iteration 44Q (6579.746051 sec): 3 clusters Score: Raw -232453.188190 + Penalty 2590.602870 = -229862.585320 nChanged 3 SP:Iteration 45Q (6579.796340 sec): 3 clusters Score: Raw -232454.458765 + Penalty 2590.602870 = -229863.855895 nChanged 1 SP:Iteration 46Q (6579.831756 sec): 3 clusters Score: Raw -232455.009666 + Penalty 2590.602870 = -229864.406797 nChanged 0 SP:Iteration 47F (6579.890173 sec): 3 clusters Score: Raw -232455.009666 + Penalty 2590.602870 = -229864.406797 nChanged 0 Trying to split cluster 16 (16993 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6579.932179 sec): 2 clusters Score: Raw -1275403.574328 + Penalty 1582.840476 = -1273820.733852 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6580.006615 sec): 3 clusters Score: Raw -1265247.142116 + Penalty 3165.680951 = -1262081.461164 nChanged 7625 SP:Iteration 1F (6580.067595 sec): 3 clusters Score: Raw -1269615.083152 + Penalty 3165.680951 = -1266449.402200 nChanged 961 SP:Iteration 2F (6580.136724 sec): 3 clusters Score: Raw -1270125.407218 + Penalty 3165.680951 = -1266959.726267 nChanged 1028 SP:Iteration 3F (6580.217160 sec): 3 clusters Score: Raw -1270800.262799 + Penalty 3165.680951 = -1267634.581848 nChanged 1162 SP:Iteration 4F (6580.283687 sec): 3 clusters Score: Raw -1271641.181758 + Penalty 3165.680951 = -1268475.500807 nChanged 1249 SP:Iteration 5F (6580.359077 sec): 3 clusters Score: Raw -1272532.009263 + Penalty 3165.680951 = -1269366.328312 nChanged 1183 SP:Iteration 6F (6580.438459 sec): 3 clusters Score: Raw -1273356.337101 + Penalty 3165.680951 = -1270190.656150 nChanged 995 SP:Iteration 7F (6580.506827 sec): 3 clusters Score: Raw -1274050.228281 + Penalty 3165.680951 = -1270884.547330 nChanged 756 SP:Iteration 8Q (6580.583592 sec): 3 clusters Score: Raw -1274597.577538 + Penalty 3165.680951 = -1271431.896587 nChanged 586 SP:Iteration 9Q (6580.656970 sec): 3 clusters Score: Raw -1275062.328333 + Penalty 3165.680951 = -1271896.647382 nChanged 434 SP:Iteration 10Q (6580.735531 sec): 3 clusters Score: Raw -1275375.420393 + Penalty 3165.680951 = -1272209.739442 nChanged 308 SP:Iteration 11Q (6580.812110 sec): 3 clusters Score: Raw -1275544.173376 + Penalty 3165.680951 = -1272378.492424 nChanged 234 SP:Iteration 12Q (6580.884915 sec): 3 clusters Score: Raw -1275691.701016 + Penalty 3165.680951 = -1272526.020065 nChanged 223 SP:Iteration 13Q (6580.962809 sec): 3 clusters Score: Raw -1275854.396424 + Penalty 3165.680951 = -1272688.715473 nChanged 196 SP:Iteration 14Q (6581.026188 sec): 3 clusters Score: Raw -1275970.195056 + Penalty 3165.680951 = -1272804.514104 nChanged 155 SP:Iteration 15Q (6581.101996 sec): 3 clusters Score: Raw -1276036.952050 + Penalty 3165.680951 = -1272871.271098 nChanged 118 SP:Iteration 16Q (6581.177425 sec): 3 clusters Score: Raw -1276077.487979 + Penalty 3165.680951 = -1272911.807028 nChanged 104 SP:Iteration 17Q (6581.246381 sec): 3 clusters Score: Raw -1276113.221837 + Penalty 3165.680951 = -1272947.540885 nChanged 96 SP:Iteration 18Q (6581.323389 sec): 3 clusters Score: Raw -1276142.565912 + Penalty 3165.680951 = -1272976.884961 nChanged 72 SP:Iteration 19Q (6581.389398 sec): 3 clusters Score: Raw -1276159.716302 + Penalty 3165.680951 = -1272994.035350 nChanged 63 SP:Iteration 20F (6581.462580 sec): 3 clusters Score: Raw -1276174.005970 + Penalty 3165.680951 = -1273008.325019 nChanged 62 SP:Iteration 21Q (6581.511698 sec): 3 clusters Score: Raw -1276189.367848 + Penalty 3165.680951 = -1273023.686897 nChanged 54 SP:Iteration 22Q (6581.595995 sec): 3 clusters Score: Raw -1276202.500804 + Penalty 3165.680951 = -1273036.819852 nChanged 53 SP:Iteration 23Q (6581.666755 sec): 3 clusters Score: Raw -1276214.449290 + Penalty 3165.680951 = -1273048.768338 nChanged 53 SP:Iteration 24Q (6581.739596 sec): 3 clusters Score: Raw -1276226.606053 + Penalty 3165.680951 = -1273060.925102 nChanged 32 SP:Iteration 25Q (6581.801510 sec): 3 clusters Score: Raw -1276231.307177 + Penalty 3165.680951 = -1273065.626225 nChanged 21 SP:Iteration 26Q (6581.872139 sec): 3 clusters Score: Raw -1276234.573853 + Penalty 3165.680951 = -1273068.892902 nChanged 19 SP:Iteration 27Q (6581.953818 sec): 3 clusters Score: Raw -1276237.758982 + Penalty 3165.680951 = -1273072.078031 nChanged 23 SP:Iteration 28Q (6582.026081 sec): 3 clusters Score: Raw -1276241.614573 + Penalty 3165.680951 = -1273075.933622 nChanged 23 SP:Iteration 29Q (6582.089855 sec): 3 clusters Score: Raw -1276245.871364 + Penalty 3165.680951 = -1273080.190412 nChanged 22 SP:Iteration 30Q (6582.171510 sec): 3 clusters Score: Raw -1276249.342519 + Penalty 3165.680951 = -1273083.661568 nChanged 19 SP:Iteration 31Q (6582.236463 sec): 3 clusters Score: Raw -1276252.252293 + Penalty 3165.680951 = -1273086.571342 nChanged 14 SP:Iteration 32Q (6582.318100 sec): 3 clusters Score: Raw -1276254.907319 + Penalty 3165.680951 = -1273089.226368 nChanged 15 SP:Iteration 33Q (6582.373248 sec): 3 clusters Score: Raw -1276256.851725 + Penalty 3165.680951 = -1273091.170773 nChanged 13 SP:Iteration 34Q (6582.440743 sec): 3 clusters Score: Raw -1276258.760838 + Penalty 3165.680951 = -1273093.079887 nChanged 11 SP:Iteration 35Q (6582.520089 sec): 3 clusters Score: Raw -1276260.083984 + Penalty 3165.680951 = -1273094.403033 nChanged 14 SP:Iteration 36Q (6582.588300 sec): 3 clusters Score: Raw -1276261.952685 + Penalty 3165.680951 = -1273096.271734 nChanged 9 SP:Iteration 37Q (6582.652681 sec): 3 clusters Score: Raw -1276262.918509 + Penalty 3165.680951 = -1273097.237558 nChanged 11 SP:Iteration 38Q (6582.730897 sec): 3 clusters Score: Raw -1276264.628092 + Penalty 3165.680951 = -1273098.947141 nChanged 15 SP:Iteration 39Q (6582.803790 sec): 3 clusters Score: Raw -1276267.256854 + Penalty 3165.680951 = -1273101.575903 nChanged 14 SP:Iteration 40F (6582.868822 sec): 3 clusters Score: Raw -1276269.615567 + Penalty 3165.680951 = -1273103.934615 nChanged 13 SP:Iteration 41Q (6582.927130 sec): 3 clusters Score: Raw -1276271.372068 + Penalty 3165.680951 = -1273105.691117 nChanged 15 SP:Iteration 42Q (6582.993914 sec): 3 clusters Score: Raw -1276273.085223 + Penalty 3165.680951 = -1273107.404272 nChanged 10 SP:Iteration 43Q (6583.069313 sec): 3 clusters Score: Raw -1276274.466195 + Penalty 3165.680951 = -1273108.785244 nChanged 12 SP:Iteration 44Q (6583.135734 sec): 3 clusters Score: Raw -1276276.592044 + Penalty 3165.680951 = -1273110.911093 nChanged 8 SP:Iteration 45Q (6583.209829 sec): 3 clusters Score: Raw -1276277.627551 + Penalty 3165.680951 = -1273111.946599 nChanged 3 SP:Iteration 46Q (6583.284755 sec): 3 clusters Score: Raw -1276277.875205 + Penalty 3165.680951 = -1273112.194253 nChanged 1 SP:Iteration 47Q (6583.346077 sec): 3 clusters Score: Raw -1276277.950296 + Penalty 3165.680951 = -1273112.269344 nChanged 2 SP:Iteration 48Q (6583.413849 sec): 3 clusters Score: Raw -1276278.161265 + Penalty 3165.680951 = -1273112.480313 nChanged 4 SP:Iteration 49Q (6583.491991 sec): 3 clusters Score: Raw -1276278.647957 + Penalty 3165.680951 = -1273112.967005 nChanged 2 SP:Iteration 50Q (6583.564804 sec): 3 clusters Score: Raw -1276278.861842 + Penalty 3165.680951 = -1273113.180890 nChanged 3 SP:Iteration 51Q (6583.629380 sec): 3 clusters Score: Raw -1276279.231710 + Penalty 3165.680951 = -1273113.550759 nChanged 2 SP:Iteration 52Q (6583.694947 sec): 3 clusters Score: Raw -1276279.364993 + Penalty 3165.680951 = -1273113.684042 nChanged 2 SP:Iteration 53Q (6583.750257 sec): 3 clusters Score: Raw -1276279.461478 + Penalty 3165.680951 = -1273113.780527 nChanged 0 SP:Iteration 54F (6583.825422 sec): 3 clusters Score: Raw -1276279.461478 + Penalty 3165.680951 = -1273113.780527 nChanged 0 Trying to split cluster 17 (34996 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6583.893126 sec): 2 clusters Score: Raw -2909045.690449 + Penalty 1700.235720 = -2907345.454729 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6583.996613 sec): 3 clusters Score: Raw -2887198.044070 + Penalty 3400.471441 = -2883797.572629 nChanged 16248 SP:Iteration 1F (6584.097254 sec): 3 clusters Score: Raw -2896396.240024 + Penalty 3400.471441 = -2892995.768584 nChanged 1741 SP:Iteration 2Q (6584.215170 sec): 3 clusters Score: Raw -2897052.780779 + Penalty 3400.471441 = -2893652.309338 nChanged 1774 SP:Iteration 3F (6584.317933 sec): 3 clusters Score: Raw -2897847.302434 + Penalty 3400.471441 = -2894446.830993 nChanged 1991 SP:Iteration 4F (6584.419503 sec): 3 clusters Score: Raw -2898900.282603 + Penalty 3400.471441 = -2895499.811162 nChanged 2188 SP:Iteration 5F (6584.522976 sec): 3 clusters Score: Raw -2900168.920612 + Penalty 3400.471441 = -2896768.449171 nChanged 2306 SP:Iteration 6F (6584.613640 sec): 3 clusters Score: Raw -2901603.511491 + Penalty 3400.471441 = -2898203.040051 nChanged 2249 SP:Iteration 7F (6584.719391 sec): 3 clusters Score: Raw -2902994.256789 + Penalty 3400.471441 = -2899593.785349 nChanged 1923 SP:Iteration 8F (6584.818158 sec): 3 clusters Score: Raw -2904178.950003 + Penalty 3400.471441 = -2900778.478562 nChanged 1630 SP:Iteration 9Q (6584.935537 sec): 3 clusters Score: Raw -2905173.187331 + Penalty 3400.471441 = -2901772.715890 nChanged 1343 SP:Iteration 10Q (6585.035752 sec): 3 clusters Score: Raw -2906007.620418 + Penalty 3400.471441 = -2902607.148977 nChanged 1080 SP:Iteration 11Q (6585.150586 sec): 3 clusters Score: Raw -2906739.110791 + Penalty 3400.471441 = -2903338.639351 nChanged 923 SP:Iteration 12Q (6585.253590 sec): 3 clusters Score: Raw -2907369.302521 + Penalty 3400.471441 = -2903968.831081 nChanged 781 SP:Iteration 13Q (6585.351813 sec): 3 clusters Score: Raw -2907886.146145 + Penalty 3400.471441 = -2904485.674704 nChanged 592 SP:Iteration 14Q (6585.460333 sec): 3 clusters Score: Raw -2908283.128580 + Penalty 3400.471441 = -2904882.657140 nChanged 496 SP:Iteration 15Q (6585.562227 sec): 3 clusters Score: Raw -2908605.077780 + Penalty 3400.471441 = -2905204.606339 nChanged 417 SP:Iteration 16Q (6585.655998 sec): 3 clusters Score: Raw -2908884.412939 + Penalty 3400.471441 = -2905483.941498 nChanged 342 SP:Iteration 17Q (6585.762987 sec): 3 clusters Score: Raw -2909098.160026 + Penalty 3400.471441 = -2905697.688585 nChanged 278 SP:Iteration 18Q (6585.861771 sec): 3 clusters Score: Raw -2909249.612661 + Penalty 3400.471441 = -2905849.141220 nChanged 215 SP:Iteration 19Q (6585.963689 sec): 3 clusters Score: Raw -2909355.361830 + Penalty 3400.471441 = -2905954.890389 nChanged 170 SP:Iteration 20F (6586.074307 sec): 3 clusters Score: Raw -2909424.873101 + Penalty 3400.471441 = -2906024.401660 nChanged 133 SP:Iteration 21Q (6586.175767 sec): 3 clusters Score: Raw -2909471.957974 + Penalty 3400.471441 = -2906071.486533 nChanged 103 SP:Iteration 22Q (6586.270305 sec): 3 clusters Score: Raw -2909504.971978 + Penalty 3400.471441 = -2906104.500538 nChanged 86 SP:Iteration 23Q (6586.360041 sec): 3 clusters Score: Raw -2909530.418730 + Penalty 3400.471441 = -2906129.947290 nChanged 72 SP:Iteration 24Q (6586.462978 sec): 3 clusters Score: Raw -2909549.760012 + Penalty 3400.471441 = -2906149.288571 nChanged 57 SP:Iteration 25Q (6586.550164 sec): 3 clusters Score: Raw -2909564.408038 + Penalty 3400.471441 = -2906163.936597 nChanged 48 SP:Iteration 26Q (6586.650015 sec): 3 clusters Score: Raw -2909577.157735 + Penalty 3400.471441 = -2906176.686294 nChanged 36 SP:Iteration 27Q (6586.757460 sec): 3 clusters Score: Raw -2909588.490751 + Penalty 3400.471441 = -2906188.019310 nChanged 32 SP:Iteration 28Q (6586.856371 sec): 3 clusters Score: Raw -2909597.491615 + Penalty 3400.471441 = -2906197.020174 nChanged 32 SP:Iteration 29Q (6586.958541 sec): 3 clusters Score: Raw -2909605.984575 + Penalty 3400.471441 = -2906205.513135 nChanged 33 SP:Iteration 30Q (6587.055781 sec): 3 clusters Score: Raw -2909615.095261 + Penalty 3400.471441 = -2906214.623820 nChanged 22 SP:Iteration 31Q (6587.149197 sec): 3 clusters Score: Raw -2909623.411629 + Penalty 3400.471441 = -2906222.940188 nChanged 24 SP:Iteration 32Q (6587.243175 sec): 3 clusters Score: Raw -2909633.203517 + Penalty 3400.471441 = -2906232.732077 nChanged 32 SP:Iteration 33Q (6587.339199 sec): 3 clusters Score: Raw -2909652.285033 + Penalty 3400.471441 = -2906251.813592 nChanged 32 SP:Iteration 34Q (6587.439586 sec): 3 clusters Score: Raw -2909666.463889 + Penalty 3400.471441 = -2906265.992449 nChanged 29 SP:Iteration 35Q (6587.527099 sec): 3 clusters Score: Raw -2909678.466759 + Penalty 3400.471441 = -2906277.995319 nChanged 28 SP:Iteration 36Q (6587.619694 sec): 3 clusters Score: Raw -2909685.751535 + Penalty 3400.471441 = -2906285.280094 nChanged 18 SP:Iteration 37Q (6587.720207 sec): 3 clusters Score: Raw -2909689.995471 + Penalty 3400.471441 = -2906289.524031 nChanged 12 SP:Iteration 38Q (6587.797400 sec): 3 clusters Score: Raw -2909692.837122 + Penalty 3400.471441 = -2906292.365681 nChanged 13 SP:Iteration 39Q (6587.902287 sec): 3 clusters Score: Raw -2909694.990001 + Penalty 3400.471441 = -2906294.518561 nChanged 9 SP:Iteration 40F (6588.005900 sec): 3 clusters Score: Raw -2909696.291437 + Penalty 3400.471441 = -2906295.819997 nChanged 5 SP:Iteration 41Q (6588.087645 sec): 3 clusters Score: Raw -2909696.916110 + Penalty 3400.471441 = -2906296.444670 nChanged 2 SP:Iteration 42Q (6588.193680 sec): 3 clusters Score: Raw -2909697.285466 + Penalty 3400.471441 = -2906296.814025 nChanged 3 SP:Iteration 43Q (6588.251628 sec): 3 clusters Score: Raw -2909697.578975 + Penalty 3400.471441 = -2906297.107535 nChanged 1 SP:Iteration 44Q (6588.346179 sec): 3 clusters Score: Raw -2909697.701711 + Penalty 3400.471441 = -2906297.230270 nChanged 1 SP:Iteration 45Q (6588.441955 sec): 3 clusters Score: Raw -2909698.125183 + Penalty 3400.471441 = -2906297.653742 nChanged 2 SP:Iteration 46Q (6588.544295 sec): 3 clusters Score: Raw -2909698.549071 + Penalty 3400.471441 = -2906298.077630 nChanged 7 SP:Iteration 47Q (6588.641885 sec): 3 clusters Score: Raw -2909700.031368 + Penalty 3400.471441 = -2906299.559928 nChanged 10 SP:Iteration 48Q (6588.740625 sec): 3 clusters Score: Raw -2909701.722675 + Penalty 3400.471441 = -2906301.251234 nChanged 5 SP:Iteration 49Q (6588.832904 sec): 3 clusters Score: Raw -2909702.440207 + Penalty 3400.471441 = -2906301.968766 nChanged 2 SP:Iteration 50Q (6588.933313 sec): 3 clusters Score: Raw -2909702.832634 + Penalty 3400.471441 = -2906302.361193 nChanged 2 SP:Iteration 51Q (6589.027851 sec): 3 clusters Score: Raw -2909703.170431 + Penalty 3400.471441 = -2906302.698990 nChanged 2 SP:Iteration 52Q (6589.127358 sec): 3 clusters Score: Raw -2909703.360459 + Penalty 3400.471441 = -2906302.889018 nChanged 2 SP:Iteration 53Q (6589.214458 sec): 3 clusters Score: Raw -2909703.755458 + Penalty 3400.471441 = -2906303.284017 nChanged 0 SP:Iteration 54F (6589.315537 sec): 3 clusters Score: Raw -2909703.755458 + Penalty 3400.471441 = -2906303.284017 nChanged 0 Trying to split cluster 18 (2332 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6589.351894 sec): 2 clusters Score: Raw -178560.840740 + Penalty 1260.103251 = -177300.737489 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6589.396725 sec): 3 clusters Score: Raw -177535.860137 + Penalty 2520.206503 = -175015.653634 nChanged 832 SP:Iteration 1F (6589.438831 sec): 3 clusters Score: Raw -178299.986856 + Penalty 2520.206503 = -175779.780353 nChanged 282 SP:Iteration 2F (6589.490248 sec): 3 clusters Score: Raw -178789.118730 + Penalty 2520.206503 = -176268.912227 nChanged 248 SP:Iteration 3F (6589.546800 sec): 3 clusters Score: Raw -179282.007927 + Penalty 2520.206503 = -176761.801424 nChanged 174 SP:Iteration 4F (6589.597445 sec): 3 clusters Score: Raw -179622.908967 + Penalty 2520.206503 = -177102.702464 nChanged 139 SP:Iteration 5F (6589.640282 sec): 3 clusters Score: Raw -179895.699718 + Penalty 2520.206503 = -177375.493215 nChanged 91 SP:Iteration 6Q (6589.698350 sec): 3 clusters Score: Raw -180093.492740 + Penalty 2520.206503 = -177573.286237 nChanged 80 SP:Iteration 7Q (6589.738924 sec): 3 clusters Score: Raw -180265.881570 + Penalty 2520.206503 = -177745.675067 nChanged 60 SP:Iteration 8Q (6589.782771 sec): 3 clusters Score: Raw -180364.040195 + Penalty 2520.206503 = -177843.833692 nChanged 28 SP:Iteration 9Q (6589.833319 sec): 3 clusters Score: Raw -180390.726412 + Penalty 2520.206503 = -177870.519909 nChanged 11 SP:Iteration 10Q (6589.876083 sec): 3 clusters Score: Raw -180395.908028 + Penalty 2520.206503 = -177875.701525 nChanged 7 SP:Iteration 11Q (6589.925484 sec): 3 clusters Score: Raw -180400.693592 + Penalty 2520.206503 = -177880.487089 nChanged 7 SP:Iteration 12Q (6589.973327 sec): 3 clusters Score: Raw -180405.291278 + Penalty 2520.206503 = -177885.084775 nChanged 4 SP:Iteration 13Q (6590.024807 sec): 3 clusters Score: Raw -180408.342246 + Penalty 2520.206503 = -177888.135743 nChanged 2 SP:Iteration 14Q (6590.070026 sec): 3 clusters Score: Raw -180410.752250 + Penalty 2520.206503 = -177890.545747 nChanged 5 SP:Iteration 15Q (6590.125806 sec): 3 clusters Score: Raw -180412.815240 + Penalty 2520.206503 = -177892.608737 nChanged 2 SP:Iteration 16Q (6590.174337 sec): 3 clusters Score: Raw -180413.333821 + Penalty 2520.206503 = -177893.127318 nChanged 0 SP:Iteration 17F (6590.215388 sec): 3 clusters Score: Raw -180413.333821 + Penalty 2520.206503 = -177893.127318 nChanged 0 Score: Raw -49145882.773753 + Penalty 88911.006508 = -49056971.767245 Splitting cluster 18 changes total score from -49057287.524898 to -49056971.767245 So it's not getting split. Trying to split cluster 19 (4611 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6607.046279 sec): 2 clusters Score: Raw -354032.983956 + Penalty 1370.882505 = -352662.101450 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6607.095822 sec): 3 clusters Score: Raw -351719.803198 + Penalty 2741.765010 = -348978.038187 nChanged 1863 SP:Iteration 1F (6607.137271 sec): 3 clusters Score: Raw -352836.736613 + Penalty 2741.765010 = -350094.971603 nChanged 357 SP:Iteration 2F (6607.196408 sec): 3 clusters Score: Raw -353063.986614 + Penalty 2741.765010 = -350322.221603 nChanged 276 SP:Iteration 3F (6607.240046 sec): 3 clusters Score: Raw -353234.138452 + Penalty 2741.765010 = -350492.373441 nChanged 184 SP:Iteration 4Q (6607.288225 sec): 3 clusters Score: Raw -353355.568678 + Penalty 2741.765010 = -350613.803667 nChanged 170 SP:Iteration 5Q (6607.338739 sec): 3 clusters Score: Raw -353456.644835 + Penalty 2741.765010 = -350714.879825 nChanged 150 SP:Iteration 6Q (6607.390251 sec): 3 clusters Score: Raw -353549.470152 + Penalty 2741.765010 = -350807.705142 nChanged 131 SP:Iteration 7Q (6607.443710 sec): 3 clusters Score: Raw -353615.631976 + Penalty 2741.765010 = -350873.866965 nChanged 121 SP:Iteration 8Q (6607.495595 sec): 3 clusters Score: Raw -353670.904390 + Penalty 2741.765010 = -350929.139380 nChanged 109 SP:Iteration 9Q (6607.545709 sec): 3 clusters Score: Raw -353725.211582 + Penalty 2741.765010 = -350983.446572 nChanged 96 SP:Iteration 10Q (6607.606560 sec): 3 clusters Score: Raw -353764.999127 + Penalty 2741.765010 = -351023.234117 nChanged 73 SP:Iteration 11Q (6607.652543 sec): 3 clusters Score: Raw -353796.157993 + Penalty 2741.765010 = -351054.392982 nChanged 65 SP:Iteration 12Q (6607.712872 sec): 3 clusters Score: Raw -353820.637845 + Penalty 2741.765010 = -351078.872835 nChanged 64 SP:Iteration 13Q (6607.759953 sec): 3 clusters Score: Raw -353847.490027 + Penalty 2741.765010 = -351105.725017 nChanged 76 SP:Iteration 14Q (6607.811276 sec): 3 clusters Score: Raw -353882.464720 + Penalty 2741.765010 = -351140.699710 nChanged 74 SP:Iteration 15Q (6607.863643 sec): 3 clusters Score: Raw -353913.021257 + Penalty 2741.765010 = -351171.256246 nChanged 59 SP:Iteration 16Q (6607.907479 sec): 3 clusters Score: Raw -353931.593598 + Penalty 2741.765010 = -351189.828588 nChanged 43 SP:Iteration 17Q (6607.960375 sec): 3 clusters Score: Raw -353944.125475 + Penalty 2741.765010 = -351202.360464 nChanged 37 SP:Iteration 18Q (6608.017768 sec): 3 clusters Score: Raw -353955.969015 + Penalty 2741.765010 = -351214.204004 nChanged 38 SP:Iteration 19Q (6608.065950 sec): 3 clusters Score: Raw -353967.676076 + Penalty 2741.765010 = -351225.911065 nChanged 30 SP:Iteration 20F (6608.109023 sec): 3 clusters Score: Raw -353976.769610 + Penalty 2741.765010 = -351235.004600 nChanged 27 SP:Iteration 21Q (6608.170359 sec): 3 clusters Score: Raw -353983.445784 + Penalty 2741.765010 = -351241.680774 nChanged 23 SP:Iteration 22Q (6608.224065 sec): 3 clusters Score: Raw -353988.994688 + Penalty 2741.765010 = -351247.229678 nChanged 33 SP:Iteration 23Q (6608.274112 sec): 3 clusters Score: Raw -353998.146441 + Penalty 2741.765010 = -351256.381431 nChanged 34 SP:Iteration 24Q (6608.315289 sec): 3 clusters Score: Raw -354007.739628 + Penalty 2741.765010 = -351265.974618 nChanged 31 SP:Iteration 25Q (6608.372815 sec): 3 clusters Score: Raw -354021.982117 + Penalty 2741.765010 = -351280.217107 nChanged 29 SP:Iteration 26Q (6608.429928 sec): 3 clusters Score: Raw -354037.391013 + Penalty 2741.765010 = -351295.626002 nChanged 35 SP:Iteration 27Q (6608.473113 sec): 3 clusters Score: Raw -354049.084958 + Penalty 2741.765010 = -351307.319947 nChanged 29 SP:Iteration 28Q (6608.536845 sec): 3 clusters Score: Raw -354055.958472 + Penalty 2741.765010 = -351314.193461 nChanged 20 SP:Iteration 29Q (6608.586912 sec): 3 clusters Score: Raw -354060.584365 + Penalty 2741.765010 = -351318.819355 nChanged 18 SP:Iteration 30Q (6608.633677 sec): 3 clusters Score: Raw -354064.389060 + Penalty 2741.765010 = -351322.624050 nChanged 15 SP:Iteration 31Q (6608.683992 sec): 3 clusters Score: Raw -354068.404258 + Penalty 2741.765010 = -351326.639247 nChanged 21 SP:Iteration 32Q (6608.736452 sec): 3 clusters Score: Raw -354074.041502 + Penalty 2741.765010 = -351332.276491 nChanged 25 SP:Iteration 33Q (6608.784833 sec): 3 clusters Score: Raw -354080.411275 + Penalty 2741.765010 = -351338.646265 nChanged 20 SP:Iteration 34Q (6608.839929 sec): 3 clusters Score: Raw -354085.842595 + Penalty 2741.765010 = -351344.077584 nChanged 20 SP:Iteration 35Q (6608.890264 sec): 3 clusters Score: Raw -354092.323824 + Penalty 2741.765010 = -351350.558814 nChanged 18 SP:Iteration 36Q (6608.942235 sec): 3 clusters Score: Raw -354098.221455 + Penalty 2741.765010 = -351356.456444 nChanged 27 SP:Iteration 37Q (6609.004066 sec): 3 clusters Score: Raw -354109.597808 + Penalty 2741.765010 = -351367.832797 nChanged 27 SP:Iteration 38Q (6609.052814 sec): 3 clusters Score: Raw -354116.723205 + Penalty 2741.765010 = -351374.958194 nChanged 23 SP:Iteration 39Q (6609.095608 sec): 3 clusters Score: Raw -354122.982254 + Penalty 2741.765010 = -351381.217243 nChanged 18 SP:Iteration 40F (6609.146435 sec): 3 clusters Score: Raw -354129.292314 + Penalty 2741.765010 = -351387.527303 nChanged 17 SP:Iteration 41Q (6609.196944 sec): 3 clusters Score: Raw -354134.273802 + Penalty 2741.765010 = -351392.508791 nChanged 20 SP:Iteration 42Q (6609.252060 sec): 3 clusters Score: Raw -354138.396526 + Penalty 2741.765010 = -351396.631515 nChanged 15 SP:Iteration 43Q (6609.301033 sec): 3 clusters Score: Raw -354142.457642 + Penalty 2741.765010 = -351400.692632 nChanged 16 SP:Iteration 44Q (6609.351788 sec): 3 clusters Score: Raw -354147.835207 + Penalty 2741.765010 = -351406.070197 nChanged 17 SP:Iteration 45Q (6609.403230 sec): 3 clusters Score: Raw -354153.241995 + Penalty 2741.765010 = -351411.476985 nChanged 15 SP:Iteration 46Q (6609.453824 sec): 3 clusters Score: Raw -354158.385067 + Penalty 2741.765010 = -351416.620057 nChanged 18 SP:Iteration 47Q (6609.507260 sec): 3 clusters Score: Raw -354166.189803 + Penalty 2741.765010 = -351424.424793 nChanged 14 SP:Iteration 48Q (6609.562739 sec): 3 clusters Score: Raw -354170.567893 + Penalty 2741.765010 = -351428.802883 nChanged 17 SP:Iteration 49Q (6609.612261 sec): 3 clusters Score: Raw -354175.236747 + Penalty 2741.765010 = -351433.471736 nChanged 18 SP:Iteration 50Q (6609.665289 sec): 3 clusters Score: Raw -354181.032349 + Penalty 2741.765010 = -351439.267339 nChanged 19 SP:Iteration 51Q (6609.705108 sec): 3 clusters Score: Raw -354185.679128 + Penalty 2741.765010 = -351443.914118 nChanged 12 SP:Iteration 52Q (6609.770822 sec): 3 clusters Score: Raw -354188.274205 + Penalty 2741.765010 = -351446.509195 nChanged 11 SP:Iteration 53Q (6609.821628 sec): 3 clusters Score: Raw -354190.993285 + Penalty 2741.765010 = -351449.228274 nChanged 13 SP:Iteration 54Q (6609.863989 sec): 3 clusters Score: Raw -354195.728046 + Penalty 2741.765010 = -351453.963036 nChanged 19 SP:Iteration 55Q (6609.913093 sec): 3 clusters Score: Raw -354201.026802 + Penalty 2741.765010 = -351459.261792 nChanged 12 SP:Iteration 56Q (6609.961747 sec): 3 clusters Score: Raw -354204.116739 + Penalty 2741.765010 = -351462.351728 nChanged 12 SP:Iteration 57Q (6610.013541 sec): 3 clusters Score: Raw -354207.058120 + Penalty 2741.765010 = -351465.293110 nChanged 10 SP:Iteration 58Q (6610.065608 sec): 3 clusters Score: Raw -354210.444022 + Penalty 2741.765010 = -351468.679011 nChanged 11 SP:Iteration 59Q (6610.115939 sec): 3 clusters Score: Raw -354214.547323 + Penalty 2741.765010 = -351472.782312 nChanged 12 SP:Iteration 60F (6610.168733 sec): 3 clusters Score: Raw -354218.434583 + Penalty 2741.765010 = -351476.669572 nChanged 16 SP:Iteration 61Q (6610.216096 sec): 3 clusters Score: Raw -354222.494320 + Penalty 2741.765010 = -351480.729309 nChanged 11 SP:Iteration 62Q (6610.277946 sec): 3 clusters Score: Raw -354225.896761 + Penalty 2741.765010 = -351484.131751 nChanged 13 SP:Iteration 63Q (6610.327401 sec): 3 clusters Score: Raw -354229.578108 + Penalty 2741.765010 = -351487.813097 nChanged 16 SP:Iteration 64Q (6610.371299 sec): 3 clusters Score: Raw -354235.120501 + Penalty 2741.765010 = -351493.355491 nChanged 19 SP:Iteration 65Q (6610.415839 sec): 3 clusters Score: Raw -354241.327082 + Penalty 2741.765010 = -351499.562071 nChanged 20 SP:Iteration 66Q (6610.474467 sec): 3 clusters Score: Raw -354248.622434 + Penalty 2741.765010 = -351506.857424 nChanged 21 SP:Iteration 67Q (6610.511988 sec): 3 clusters Score: Raw -354253.692756 + Penalty 2741.765010 = -351511.927746 nChanged 13 SP:Iteration 68Q (6610.560902 sec): 3 clusters Score: Raw -354257.016348 + Penalty 2741.765010 = -351515.251337 nChanged 14 SP:Iteration 69Q (6610.610474 sec): 3 clusters Score: Raw -354261.288019 + Penalty 2741.765010 = -351519.523008 nChanged 12 SP:Iteration 70Q (6610.665924 sec): 3 clusters Score: Raw -354264.057970 + Penalty 2741.765010 = -351522.292959 nChanged 7 SP:Iteration 71Q (6610.712829 sec): 3 clusters Score: Raw -354266.475709 + Penalty 2741.765010 = -351524.710698 nChanged 9 SP:Iteration 72Q (6610.759080 sec): 3 clusters Score: Raw -354272.721708 + Penalty 2741.765010 = -351530.956697 nChanged 14 SP:Iteration 73Q (6610.805789 sec): 3 clusters Score: Raw -354276.630415 + Penalty 2741.765010 = -351534.865405 nChanged 14 SP:Iteration 74Q (6610.856868 sec): 3 clusters Score: Raw -354280.371965 + Penalty 2741.765010 = -351538.606954 nChanged 11 SP:Iteration 75Q (6610.918175 sec): 3 clusters Score: Raw -354283.545313 + Penalty 2741.765010 = -351541.780303 nChanged 8 SP:Iteration 76Q (6610.958469 sec): 3 clusters Score: Raw -354286.426811 + Penalty 2741.765010 = -351544.661800 nChanged 11 SP:Iteration 77Q (6610.999007 sec): 3 clusters Score: Raw -354289.492183 + Penalty 2741.765010 = -351547.727172 nChanged 7 SP:Iteration 78Q (6611.046915 sec): 3 clusters Score: Raw -354291.291852 + Penalty 2741.765010 = -351549.526841 nChanged 5 SP:Iteration 79Q (6611.097037 sec): 3 clusters Score: Raw -354293.694017 + Penalty 2741.765010 = -351551.929006 nChanged 8 SP:Iteration 80F (6611.148607 sec): 3 clusters Score: Raw -354297.534864 + Penalty 2741.765010 = -351555.769854 nChanged 15 SP:Iteration 81Q (6611.197979 sec): 3 clusters Score: Raw -354302.397426 + Penalty 2741.765010 = -351560.632416 nChanged 11 SP:Iteration 82Q (6611.254460 sec): 3 clusters Score: Raw -354305.818413 + Penalty 2741.765010 = -351564.053403 nChanged 14 SP:Iteration 83Q (6611.297965 sec): 3 clusters Score: Raw -354310.177365 + Penalty 2741.765010 = -351568.412355 nChanged 10 SP:Iteration 84Q (6611.354536 sec): 3 clusters Score: Raw -354312.967067 + Penalty 2741.765010 = -351571.202057 nChanged 11 SP:Iteration 85Q (6611.399919 sec): 3 clusters Score: Raw -354315.524133 + Penalty 2741.765010 = -351573.759123 nChanged 9 SP:Iteration 86Q (6611.447876 sec): 3 clusters Score: Raw -354318.899626 + Penalty 2741.765010 = -351577.134615 nChanged 6 SP:Iteration 87Q (6611.499213 sec): 3 clusters Score: Raw -354320.889873 + Penalty 2741.765010 = -351579.124862 nChanged 6 SP:Iteration 88Q (6611.552553 sec): 3 clusters Score: Raw -354322.055278 + Penalty 2741.765010 = -351580.290267 nChanged 4 SP:Iteration 89Q (6611.616323 sec): 3 clusters Score: Raw -354323.119647 + Penalty 2741.765010 = -351581.354637 nChanged 4 SP:Iteration 90Q (6611.664822 sec): 3 clusters Score: Raw -354324.206946 + Penalty 2741.765010 = -351582.441936 nChanged 3 SP:Iteration 91Q (6611.720767 sec): 3 clusters Score: Raw -354324.768254 + Penalty 2741.765010 = -351583.003244 nChanged 3 SP:Iteration 92Q (6611.762341 sec): 3 clusters Score: Raw -354325.466200 + Penalty 2741.765010 = -351583.701189 nChanged 1 SP:Iteration 93Q (6611.815861 sec): 3 clusters Score: Raw -354325.631435 + Penalty 2741.765010 = -351583.866425 nChanged 1 SP:Iteration 94Q (6611.876926 sec): 3 clusters Score: Raw -354326.853418 + Penalty 2741.765010 = -351585.088407 nChanged 0 SP:Iteration 95F (6611.926684 sec): 3 clusters Score: Raw -354326.853418 + Penalty 2741.765010 = -351585.088407 nChanged 0 Trying to split cluster 20 (2293 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6611.945344 sec): 2 clusters Score: Raw -183515.842610 + Penalty 1257.362646 = -182258.479964 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6611.987052 sec): 3 clusters Score: Raw -182469.315807 + Penalty 2514.725292 = -179954.590515 nChanged 860 SP:Iteration 1F (6612.038655 sec): 3 clusters Score: Raw -182962.466959 + Penalty 2514.725292 = -180447.741667 nChanged 201 SP:Iteration 2F (6612.079937 sec): 3 clusters Score: Raw -183098.076977 + Penalty 2514.725292 = -180583.351686 nChanged 136 SP:Iteration 3F (6612.121677 sec): 3 clusters Score: Raw -183197.730726 + Penalty 2514.725292 = -180683.005434 nChanged 93 SP:Iteration 4Q (6612.174052 sec): 3 clusters Score: Raw -183250.652994 + Penalty 2514.725292 = -180735.927702 nChanged 66 SP:Iteration 5Q (6612.220276 sec): 3 clusters Score: Raw -183298.255934 + Penalty 2514.725292 = -180783.530642 nChanged 58 SP:Iteration 6Q (6612.274565 sec): 3 clusters Score: Raw -183335.101906 + Penalty 2514.725292 = -180820.376614 nChanged 55 SP:Iteration 7Q (6612.316734 sec): 3 clusters Score: Raw -183368.314970 + Penalty 2514.725292 = -180853.589679 nChanged 49 SP:Iteration 8Q (6612.369834 sec): 3 clusters Score: Raw -183399.738514 + Penalty 2514.725292 = -180885.013222 nChanged 40 SP:Iteration 9Q (6612.416799 sec): 3 clusters Score: Raw -183423.780703 + Penalty 2514.725292 = -180909.055411 nChanged 38 SP:Iteration 10Q (6612.458652 sec): 3 clusters Score: Raw -183447.165531 + Penalty 2514.725292 = -180932.440239 nChanged 44 SP:Iteration 11Q (6612.509048 sec): 3 clusters Score: Raw -183476.990699 + Penalty 2514.725292 = -180962.265407 nChanged 41 SP:Iteration 12Q (6612.562970 sec): 3 clusters Score: Raw -183506.747924 + Penalty 2514.725292 = -180992.022632 nChanged 45 SP:Iteration 13Q (6612.599858 sec): 3 clusters Score: Raw -183540.451673 + Penalty 2514.725292 = -181025.726381 nChanged 33 SP:Iteration 14Q (6612.648367 sec): 3 clusters Score: Raw -183563.468900 + Penalty 2514.725292 = -181048.743608 nChanged 33 SP:Iteration 15Q (6612.699033 sec): 3 clusters Score: Raw -183585.242283 + Penalty 2514.725292 = -181070.516992 nChanged 23 SP:Iteration 16Q (6612.747160 sec): 3 clusters Score: Raw -183600.710015 + Penalty 2514.725292 = -181085.984723 nChanged 23 SP:Iteration 17Q (6612.792191 sec): 3 clusters Score: Raw -183620.362838 + Penalty 2514.725292 = -181105.637546 nChanged 25 SP:Iteration 18Q (6612.841796 sec): 3 clusters Score: Raw -183643.102282 + Penalty 2514.725292 = -181128.376990 nChanged 20 SP:Iteration 19Q (6612.890066 sec): 3 clusters Score: Raw -183659.773959 + Penalty 2514.725292 = -181145.048668 nChanged 20 SP:Iteration 20F (6612.940945 sec): 3 clusters Score: Raw -183675.004288 + Penalty 2514.725292 = -181160.278996 nChanged 10 SP:Iteration 21Q (6612.985762 sec): 3 clusters Score: Raw -183683.048674 + Penalty 2514.725292 = -181168.323382 nChanged 4 SP:Iteration 22Q (6613.029837 sec): 3 clusters Score: Raw -183685.427886 + Penalty 2514.725292 = -181170.702594 nChanged 1 SP:Iteration 23Q (6613.077675 sec): 3 clusters Score: Raw -183686.182771 + Penalty 2514.725292 = -181171.457479 nChanged 1 SP:Iteration 24Q (6613.131572 sec): 3 clusters Score: Raw -183686.601942 + Penalty 2514.725292 = -181171.876650 nChanged 2 SP:Iteration 25Q (6613.169108 sec): 3 clusters Score: Raw -183687.945241 + Penalty 2514.725292 = -181173.219949 nChanged 2 SP:Iteration 26Q (6613.219922 sec): 3 clusters Score: Raw -183689.689951 + Penalty 2514.725292 = -181174.964659 nChanged 2 SP:Iteration 27Q (6613.265280 sec): 3 clusters Score: Raw -183692.292433 + Penalty 2514.725292 = -181177.567141 nChanged 2 SP:Iteration 28Q (6613.319685 sec): 3 clusters Score: Raw -183694.044150 + Penalty 2514.725292 = -181179.318858 nChanged 2 SP:Iteration 29Q (6613.365901 sec): 3 clusters Score: Raw -183696.111115 + Penalty 2514.725292 = -181181.385823 nChanged 3 SP:Iteration 30Q (6613.418582 sec): 3 clusters Score: Raw -183698.798378 + Penalty 2514.725292 = -181184.073086 nChanged 0 SP:Iteration 31F (6613.463395 sec): 3 clusters Score: Raw -183698.798378 + Penalty 2514.725292 = -181184.073086 nChanged 0 Trying to split cluster 21 (48858 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6613.561319 sec): 2 clusters Score: Raw -3989187.037928 + Penalty 1754.459429 = -3987432.578499 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6613.691144 sec): 3 clusters Score: Raw -3958144.340693 + Penalty 3508.918858 = -3954635.421835 nChanged 23083 SP:Iteration 1F (6613.816337 sec): 3 clusters Score: Raw -3971292.113098 + Penalty 3508.918858 = -3967783.194239 nChanged 1870 SP:Iteration 2Q (6613.947906 sec): 3 clusters Score: Raw -3971776.910365 + Penalty 3508.918858 = -3968267.991506 nChanged 1807 SP:Iteration 3Q (6614.092023 sec): 3 clusters Score: Raw -3972319.313333 + Penalty 3508.918858 = -3968810.394474 nChanged 2007 SP:Iteration 4Q (6614.225530 sec): 3 clusters Score: Raw -3973095.064529 + Penalty 3508.918858 = -3969586.145671 nChanged 2418 SP:Iteration 5Q (6614.353923 sec): 3 clusters Score: Raw -3974275.663275 + Penalty 3508.918858 = -3970766.744416 nChanged 2843 SP:Iteration 6F (6614.478544 sec): 3 clusters Score: Raw -3975989.868626 + Penalty 3508.918858 = -3972480.949767 nChanged 3248 SP:Iteration 7F (6614.605063 sec): 3 clusters Score: Raw -3978398.582425 + Penalty 3508.918858 = -3974889.663567 nChanged 3295 SP:Iteration 8F (6614.727354 sec): 3 clusters Score: Raw -3981210.398052 + Penalty 3508.918858 = -3977701.479193 nChanged 2884 SP:Iteration 9F (6614.856668 sec): 3 clusters Score: Raw -3983644.144875 + Penalty 3508.918858 = -3980135.226016 nChanged 2196 SP:Iteration 10Q (6614.976105 sec): 3 clusters Score: Raw -3985310.795933 + Penalty 3508.918858 = -3981801.877074 nChanged 1628 SP:Iteration 11Q (6615.102407 sec): 3 clusters Score: Raw -3986218.669142 + Penalty 3508.918858 = -3982709.750284 nChanged 1174 SP:Iteration 12Q (6615.223277 sec): 3 clusters Score: Raw -3986780.825560 + Penalty 3508.918858 = -3983271.906701 nChanged 900 SP:Iteration 13Q (6615.357324 sec): 3 clusters Score: Raw -3987178.539474 + Penalty 3508.918858 = -3983669.620616 nChanged 703 SP:Iteration 14Q (6615.483665 sec): 3 clusters Score: Raw -3987459.090869 + Penalty 3508.918858 = -3983950.172011 nChanged 646 SP:Iteration 15Q (6615.606929 sec): 3 clusters Score: Raw -3987710.517106 + Penalty 3508.918858 = -3984201.598247 nChanged 573 SP:Iteration 16Q (6615.724587 sec): 3 clusters Score: Raw -3987936.776388 + Penalty 3508.918858 = -3984427.857530 nChanged 552 SP:Iteration 17Q (6615.849054 sec): 3 clusters Score: Raw -3988163.606716 + Penalty 3508.918858 = -3984654.687858 nChanged 475 SP:Iteration 18Q (6615.964511 sec): 3 clusters Score: Raw -3988357.711890 + Penalty 3508.918858 = -3984848.793031 nChanged 431 SP:Iteration 19Q (6616.082163 sec): 3 clusters Score: Raw -3988522.481509 + Penalty 3508.918858 = -3985013.562651 nChanged 368 SP:Iteration 20F (6616.211261 sec): 3 clusters Score: Raw -3988655.625482 + Penalty 3508.918858 = -3985146.706623 nChanged 312 SP:Iteration 21Q (6616.321962 sec): 3 clusters Score: Raw -3988763.260285 + Penalty 3508.918858 = -3985254.341427 nChanged 266 SP:Iteration 22Q (6616.437425 sec): 3 clusters Score: Raw -3988845.243154 + Penalty 3508.918858 = -3985336.324296 nChanged 229 SP:Iteration 23Q (6616.556543 sec): 3 clusters Score: Raw -3988917.933675 + Penalty 3508.918858 = -3985409.014816 nChanged 196 SP:Iteration 24Q (6616.677855 sec): 3 clusters Score: Raw -3988972.996327 + Penalty 3508.918858 = -3985464.077468 nChanged 183 SP:Iteration 25Q (6616.798060 sec): 3 clusters Score: Raw -3989025.842030 + Penalty 3508.918858 = -3985516.923172 nChanged 160 SP:Iteration 26Q (6616.915065 sec): 3 clusters Score: Raw -3989072.077223 + Penalty 3508.918858 = -3985563.158365 nChanged 134 SP:Iteration 27Q (6617.030777 sec): 3 clusters Score: Raw -3989110.356868 + Penalty 3508.918858 = -3985601.438010 nChanged 117 SP:Iteration 28Q (6617.151223 sec): 3 clusters Score: Raw -3989140.029550 + Penalty 3508.918858 = -3985631.110691 nChanged 84 SP:Iteration 29Q (6617.271645 sec): 3 clusters Score: Raw -3989163.411365 + Penalty 3508.918858 = -3985654.492507 nChanged 89 SP:Iteration 30Q (6617.375371 sec): 3 clusters Score: Raw -3989189.182703 + Penalty 3508.918858 = -3985680.263845 nChanged 79 SP:Iteration 31Q (6617.498065 sec): 3 clusters Score: Raw -3989212.427768 + Penalty 3508.918858 = -3985703.508910 nChanged 77 SP:Iteration 32Q (6617.620415 sec): 3 clusters Score: Raw -3989236.408947 + Penalty 3508.918858 = -3985727.490089 nChanged 62 SP:Iteration 33Q (6617.738177 sec): 3 clusters Score: Raw -3989258.059466 + Penalty 3508.918858 = -3985749.140608 nChanged 63 SP:Iteration 34Q (6617.841536 sec): 3 clusters Score: Raw -3989281.223108 + Penalty 3508.918858 = -3985772.304250 nChanged 77 SP:Iteration 35Q (6617.961327 sec): 3 clusters Score: Raw -3989311.843970 + Penalty 3508.918858 = -3985802.925112 nChanged 77 SP:Iteration 36Q (6618.081032 sec): 3 clusters Score: Raw -3989343.389840 + Penalty 3508.918858 = -3985834.470982 nChanged 74 SP:Iteration 37Q (6618.193542 sec): 3 clusters Score: Raw -3989370.447503 + Penalty 3508.918858 = -3985861.528644 nChanged 54 SP:Iteration 38Q (6618.305624 sec): 3 clusters Score: Raw -3989389.441609 + Penalty 3508.918858 = -3985880.522751 nChanged 51 SP:Iteration 39Q (6618.435457 sec): 3 clusters Score: Raw -3989407.501889 + Penalty 3508.918858 = -3985898.583031 nChanged 38 SP:Iteration 40F (6618.570883 sec): 3 clusters Score: Raw -3989423.555950 + Penalty 3508.918858 = -3985914.637091 nChanged 37 SP:Iteration 41Q (6618.669453 sec): 3 clusters Score: Raw -3989439.955350 + Penalty 3508.918858 = -3985931.036492 nChanged 37 SP:Iteration 42Q (6618.784596 sec): 3 clusters Score: Raw -3989453.370922 + Penalty 3508.918858 = -3985944.452063 nChanged 29 SP:Iteration 43Q (6618.893987 sec): 3 clusters Score: Raw -3989462.409293 + Penalty 3508.918858 = -3985953.490435 nChanged 23 SP:Iteration 44Q (6619.005419 sec): 3 clusters Score: Raw -3989468.435498 + Penalty 3508.918858 = -3985959.516640 nChanged 21 SP:Iteration 45Q (6619.113167 sec): 3 clusters Score: Raw -3989477.578550 + Penalty 3508.918858 = -3985968.659691 nChanged 24 SP:Iteration 46Q (6619.226332 sec): 3 clusters Score: Raw -3989485.992642 + Penalty 3508.918858 = -3985977.073783 nChanged 23 SP:Iteration 47Q (6619.337241 sec): 3 clusters Score: Raw -3989492.327154 + Penalty 3508.918858 = -3985983.408295 nChanged 13 SP:Iteration 48Q (6619.448196 sec): 3 clusters Score: Raw -3989496.354022 + Penalty 3508.918858 = -3985987.435164 nChanged 18 SP:Iteration 49Q (6619.557390 sec): 3 clusters Score: Raw -3989501.525738 + Penalty 3508.918858 = -3985992.606879 nChanged 13 SP:Iteration 50Q (6619.659718 sec): 3 clusters Score: Raw -3989504.259605 + Penalty 3508.918858 = -3985995.340747 nChanged 14 SP:Iteration 51Q (6619.770844 sec): 3 clusters Score: Raw -3989508.359076 + Penalty 3508.918858 = -3985999.440217 nChanged 9 SP:Iteration 52Q (6619.877692 sec): 3 clusters Score: Raw -3989511.159946 + Penalty 3508.918858 = -3986002.241087 nChanged 7 SP:Iteration 53Q (6619.986154 sec): 3 clusters Score: Raw -3989513.240943 + Penalty 3508.918858 = -3986004.322085 nChanged 10 SP:Iteration 54Q (6620.089931 sec): 3 clusters Score: Raw -3989516.506246 + Penalty 3508.918858 = -3986007.587387 nChanged 9 SP:Iteration 55Q (6620.209906 sec): 3 clusters Score: Raw -3989518.822938 + Penalty 3508.918858 = -3986009.904079 nChanged 8 SP:Iteration 56Q (6620.323540 sec): 3 clusters Score: Raw -3989520.378649 + Penalty 3508.918858 = -3986011.459791 nChanged 4 SP:Iteration 57Q (6620.438555 sec): 3 clusters Score: Raw -3989520.988222 + Penalty 3508.918858 = -3986012.069363 nChanged 0 SP:Iteration 58F (6620.553315 sec): 3 clusters Score: Raw -3989520.988222 + Penalty 3508.918858 = -3986012.069363 nChanged 0 Trying to split cluster 22 (2691 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6620.590512 sec): 2 clusters Score: Raw -180573.945891 + Penalty 1283.371074 = -179290.574816 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6620.642751 sec): 3 clusters Score: Raw -179377.477246 + Penalty 2566.742149 = -176810.735097 nChanged 974 SP:Iteration 1F (6620.678972 sec): 3 clusters Score: Raw -180073.186577 + Penalty 2566.742149 = -177506.444428 nChanged 263 SP:Iteration 2F (6620.724561 sec): 3 clusters Score: Raw -180297.254680 + Penalty 2566.742149 = -177730.512531 nChanged 175 SP:Iteration 3F (6620.765016 sec): 3 clusters Score: Raw -180456.256364 + Penalty 2566.742149 = -177889.514215 nChanged 143 SP:Iteration 4F (6620.820767 sec): 3 clusters Score: Raw -180629.189251 + Penalty 2566.742149 = -178062.447102 nChanged 134 SP:Iteration 5Q (6620.857026 sec): 3 clusters Score: Raw -180764.296038 + Penalty 2566.742149 = -178197.553889 nChanged 112 SP:Iteration 6Q (6620.909543 sec): 3 clusters Score: Raw -180859.484122 + Penalty 2566.742149 = -178292.741973 nChanged 96 SP:Iteration 7Q (6620.958889 sec): 3 clusters Score: Raw -180956.299003 + Penalty 2566.742149 = -178389.556854 nChanged 89 SP:Iteration 8Q (6621.008351 sec): 3 clusters Score: Raw -181035.379702 + Penalty 2566.742149 = -178468.637553 nChanged 70 SP:Iteration 9Q (6621.050662 sec): 3 clusters Score: Raw -181088.954602 + Penalty 2566.742149 = -178522.212453 nChanged 54 SP:Iteration 10Q (6621.102151 sec): 3 clusters Score: Raw -181134.568249 + Penalty 2566.742149 = -178567.826100 nChanged 62 SP:Iteration 11Q (6621.150528 sec): 3 clusters Score: Raw -181184.811158 + Penalty 2566.742149 = -178618.069009 nChanged 60 SP:Iteration 12Q (6621.196218 sec): 3 clusters Score: Raw -181232.113601 + Penalty 2566.742149 = -178665.371452 nChanged 54 SP:Iteration 13Q (6621.238736 sec): 3 clusters Score: Raw -181282.164586 + Penalty 2566.742149 = -178715.422437 nChanged 46 SP:Iteration 14Q (6621.288387 sec): 3 clusters Score: Raw -181316.776352 + Penalty 2566.742149 = -178750.034203 nChanged 38 SP:Iteration 15Q (6621.348312 sec): 3 clusters Score: Raw -181344.789203 + Penalty 2566.742149 = -178778.047054 nChanged 36 SP:Iteration 16Q (6621.385918 sec): 3 clusters Score: Raw -181367.430739 + Penalty 2566.742149 = -178800.688590 nChanged 27 SP:Iteration 17Q (6621.435616 sec): 3 clusters Score: Raw -181380.587517 + Penalty 2566.742149 = -178813.845368 nChanged 19 SP:Iteration 18Q (6621.490676 sec): 3 clusters Score: Raw -181393.645858 + Penalty 2566.742149 = -178826.903709 nChanged 25 SP:Iteration 19Q (6621.530629 sec): 3 clusters Score: Raw -181404.284820 + Penalty 2566.742149 = -178837.542671 nChanged 11 SP:Iteration 20F (6621.584684 sec): 3 clusters Score: Raw -181409.137966 + Penalty 2566.742149 = -178842.395817 nChanged 8 SP:Iteration 21Q (6621.614940 sec): 3 clusters Score: Raw -181412.225399 + Penalty 2566.742149 = -178845.483250 nChanged 10 SP:Iteration 22Q (6621.667731 sec): 3 clusters Score: Raw -181415.791941 + Penalty 2566.742149 = -178849.049792 nChanged 5 SP:Iteration 23Q (6621.708845 sec): 3 clusters Score: Raw -181417.836777 + Penalty 2566.742149 = -178851.094628 nChanged 3 SP:Iteration 24Q (6621.745842 sec): 3 clusters Score: Raw -181418.571984 + Penalty 2566.742149 = -178851.829835 nChanged 3 SP:Iteration 25Q (6621.804103 sec): 3 clusters Score: Raw -181419.496987 + Penalty 2566.742149 = -178852.754838 nChanged 4 SP:Iteration 26Q (6621.842598 sec): 3 clusters Score: Raw -181420.436177 + Penalty 2566.742149 = -178853.694028 nChanged 1 SP:Iteration 27Q (6621.898776 sec): 3 clusters Score: Raw -181420.976812 + Penalty 2566.742149 = -178854.234663 nChanged 3 SP:Iteration 28Q (6621.936934 sec): 3 clusters Score: Raw -181422.190822 + Penalty 2566.742149 = -178855.448673 nChanged 5 SP:Iteration 29Q (6621.987873 sec): 3 clusters Score: Raw -181424.635116 + Penalty 2566.742149 = -178857.892967 nChanged 5 SP:Iteration 30Q (6622.028950 sec): 3 clusters Score: Raw -181426.341946 + Penalty 2566.742149 = -178859.599797 nChanged 5 SP:Iteration 31Q (6622.075546 sec): 3 clusters Score: Raw -181428.416105 + Penalty 2566.742149 = -178861.673956 nChanged 5 SP:Iteration 32Q (6622.132676 sec): 3 clusters Score: Raw -181430.050702 + Penalty 2566.742149 = -178863.308553 nChanged 0 SP:Iteration 33F (6622.170034 sec): 3 clusters Score: Raw -181430.050702 + Penalty 2566.742149 = -178863.308553 nChanged 0 Trying to split cluster 23 (3893 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6622.210299 sec): 2 clusters Score: Raw -292905.049962 + Penalty 1343.376994 = -291561.672968 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6622.260705 sec): 3 clusters Score: Raw -290999.295625 + Penalty 2686.753988 = -288312.541637 nChanged 1548 SP:Iteration 1F (6622.305015 sec): 3 clusters Score: Raw -292044.922034 + Penalty 2686.753988 = -289358.168046 nChanged 336 SP:Iteration 2F (6622.351041 sec): 3 clusters Score: Raw -292313.773834 + Penalty 2686.753988 = -289627.019846 nChanged 276 SP:Iteration 3F (6622.400199 sec): 3 clusters Score: Raw -292499.640109 + Penalty 2686.753988 = -289812.886121 nChanged 195 SP:Iteration 4F (6622.444368 sec): 3 clusters Score: Raw -292629.625264 + Penalty 2686.753988 = -289942.871276 nChanged 163 SP:Iteration 5Q (6622.495384 sec): 3 clusters Score: Raw -292732.857852 + Penalty 2686.753988 = -290046.103864 nChanged 140 SP:Iteration 6Q (6622.535770 sec): 3 clusters Score: Raw -292820.011193 + Penalty 2686.753988 = -290133.257205 nChanged 124 SP:Iteration 7Q (6622.592749 sec): 3 clusters Score: Raw -292900.708330 + Penalty 2686.753988 = -290213.954342 nChanged 99 SP:Iteration 8Q (6622.630920 sec): 3 clusters Score: Raw -292966.903725 + Penalty 2686.753988 = -290280.149737 nChanged 87 SP:Iteration 9Q (6622.677611 sec): 3 clusters Score: Raw -293023.132290 + Penalty 2686.753988 = -290336.378302 nChanged 76 SP:Iteration 10Q (6622.732561 sec): 3 clusters Score: Raw -293063.864010 + Penalty 2686.753988 = -290377.110022 nChanged 70 SP:Iteration 11Q (6622.778382 sec): 3 clusters Score: Raw -293103.578978 + Penalty 2686.753988 = -290416.824990 nChanged 61 SP:Iteration 12Q (6622.832523 sec): 3 clusters Score: Raw -293145.775740 + Penalty 2686.753988 = -290459.021752 nChanged 69 SP:Iteration 13Q (6622.880911 sec): 3 clusters Score: Raw -293194.190379 + Penalty 2686.753988 = -290507.436391 nChanged 67 SP:Iteration 14Q (6622.934594 sec): 3 clusters Score: Raw -293240.034780 + Penalty 2686.753988 = -290553.280792 nChanged 62 SP:Iteration 15Q (6622.974586 sec): 3 clusters Score: Raw -293278.710065 + Penalty 2686.753988 = -290591.956077 nChanged 52 SP:Iteration 16Q (6623.029135 sec): 3 clusters Score: Raw -293303.837793 + Penalty 2686.753988 = -290617.083805 nChanged 52 SP:Iteration 17Q (6623.072908 sec): 3 clusters Score: Raw -293336.733484 + Penalty 2686.753988 = -290649.979496 nChanged 60 SP:Iteration 18Q (6623.114796 sec): 3 clusters Score: Raw -293377.172359 + Penalty 2686.753988 = -290690.418371 nChanged 59 SP:Iteration 19Q (6623.162744 sec): 3 clusters Score: Raw -293408.390107 + Penalty 2686.753988 = -290721.636119 nChanged 37 SP:Iteration 20F (6623.217295 sec): 3 clusters Score: Raw -293425.396988 + Penalty 2686.753988 = -290738.643000 nChanged 30 SP:Iteration 21Q (6623.260184 sec): 3 clusters Score: Raw -293437.911611 + Penalty 2686.753988 = -290751.157623 nChanged 27 SP:Iteration 22Q (6623.307740 sec): 3 clusters Score: Raw -293451.496949 + Penalty 2686.753988 = -290764.742961 nChanged 31 SP:Iteration 23Q (6623.354898 sec): 3 clusters Score: Raw -293468.440067 + Penalty 2686.753988 = -290781.686079 nChanged 35 SP:Iteration 24Q (6623.402372 sec): 3 clusters Score: Raw -293483.662206 + Penalty 2686.753988 = -290796.908218 nChanged 32 SP:Iteration 25Q (6623.444227 sec): 3 clusters Score: Raw -293502.964944 + Penalty 2686.753988 = -290816.210956 nChanged 32 SP:Iteration 26Q (6623.486988 sec): 3 clusters Score: Raw -293522.971579 + Penalty 2686.753988 = -290836.217591 nChanged 38 SP:Iteration 27Q (6623.536858 sec): 3 clusters Score: Raw -293547.956299 + Penalty 2686.753988 = -290861.202311 nChanged 33 SP:Iteration 28Q (6623.584534 sec): 3 clusters Score: Raw -293569.639753 + Penalty 2686.753988 = -290882.885765 nChanged 28 SP:Iteration 29Q (6623.629266 sec): 3 clusters Score: Raw -293580.546173 + Penalty 2686.753988 = -290893.792185 nChanged 17 SP:Iteration 30Q (6623.683211 sec): 3 clusters Score: Raw -293587.179066 + Penalty 2686.753988 = -290900.425079 nChanged 9 SP:Iteration 31Q (6623.727933 sec): 3 clusters Score: Raw -293594.166872 + Penalty 2686.753988 = -290907.412884 nChanged 14 SP:Iteration 32Q (6623.775361 sec): 3 clusters Score: Raw -293599.822521 + Penalty 2686.753988 = -290913.068533 nChanged 8 SP:Iteration 33Q (6623.817743 sec): 3 clusters Score: Raw -293604.163265 + Penalty 2686.753988 = -290917.409277 nChanged 9 SP:Iteration 34Q (6623.867772 sec): 3 clusters Score: Raw -293608.757551 + Penalty 2686.753988 = -290922.003563 nChanged 9 SP:Iteration 35Q (6623.923498 sec): 3 clusters Score: Raw -293614.004103 + Penalty 2686.753988 = -290927.250115 nChanged 7 SP:Iteration 36Q (6623.967776 sec): 3 clusters Score: Raw -293615.947786 + Penalty 2686.753988 = -290929.193798 nChanged 4 SP:Iteration 37Q (6624.017951 sec): 3 clusters Score: Raw -293616.758239 + Penalty 2686.753988 = -290930.004251 nChanged 2 SP:Iteration 38Q (6624.062794 sec): 3 clusters Score: Raw -293617.196500 + Penalty 2686.753988 = -290930.442512 nChanged 1 SP:Iteration 39Q (6624.110121 sec): 3 clusters Score: Raw -293617.414358 + Penalty 2686.753988 = -290930.660370 nChanged 1 SP:Iteration 40F (6624.170646 sec): 3 clusters Score: Raw -293617.729168 + Penalty 2686.753988 = -290930.975180 nChanged 0 Trying to split cluster 24 (8749 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6624.207769 sec): 2 clusters Score: Raw -713533.889405 + Penalty 1474.962887 = -712058.926518 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6624.270007 sec): 3 clusters Score: Raw -708663.226247 + Penalty 2949.925773 = -705713.300474 nChanged 3766 SP:Iteration 1F (6624.321955 sec): 3 clusters Score: Raw -710622.295243 + Penalty 2949.925773 = -707672.369469 nChanged 577 SP:Iteration 2F (6624.376892 sec): 3 clusters Score: Raw -710908.413420 + Penalty 2949.925773 = -707958.487647 nChanged 496 SP:Iteration 3F (6624.446503 sec): 3 clusters Score: Raw -711163.191769 + Penalty 2949.925773 = -708213.265996 nChanged 454 SP:Iteration 4F (6624.498492 sec): 3 clusters Score: Raw -711377.167662 + Penalty 2949.925773 = -708427.241888 nChanged 409 SP:Iteration 5Q (6624.561023 sec): 3 clusters Score: Raw -711559.947966 + Penalty 2949.925773 = -708610.022193 nChanged 364 SP:Iteration 6Q (6624.614591 sec): 3 clusters Score: Raw -711734.717031 + Penalty 2949.925773 = -708784.791258 nChanged 360 SP:Iteration 7Q (6624.680665 sec): 3 clusters Score: Raw -711904.996728 + Penalty 2949.925773 = -708955.070955 nChanged 351 SP:Iteration 8Q (6624.733397 sec): 3 clusters Score: Raw -712056.518499 + Penalty 2949.925773 = -709106.592725 nChanged 291 SP:Iteration 9Q (6624.794437 sec): 3 clusters Score: Raw -712180.582287 + Penalty 2949.925773 = -709230.656514 nChanged 291 SP:Iteration 10Q (6624.862715 sec): 3 clusters Score: Raw -712299.926953 + Penalty 2949.925773 = -709350.001179 nChanged 267 SP:Iteration 11Q (6624.912690 sec): 3 clusters Score: Raw -712411.181091 + Penalty 2949.925773 = -709461.255317 nChanged 262 SP:Iteration 12Q (6624.985415 sec): 3 clusters Score: Raw -712525.987381 + Penalty 2949.925773 = -709576.061607 nChanged 235 SP:Iteration 13Q (6625.031784 sec): 3 clusters Score: Raw -712625.913033 + Penalty 2949.925773 = -709675.987260 nChanged 218 SP:Iteration 14Q (6625.090107 sec): 3 clusters Score: Raw -712713.409197 + Penalty 2949.925773 = -709763.483424 nChanged 191 SP:Iteration 15Q (6625.145607 sec): 3 clusters Score: Raw -712788.111041 + Penalty 2949.925773 = -709838.185268 nChanged 200 SP:Iteration 16Q (6625.205772 sec): 3 clusters Score: Raw -712875.117680 + Penalty 2949.925773 = -709925.191907 nChanged 200 SP:Iteration 17Q (6625.261345 sec): 3 clusters Score: Raw -712970.130778 + Penalty 2949.925773 = -710020.205005 nChanged 203 SP:Iteration 18Q (6625.321454 sec): 3 clusters Score: Raw -713074.229323 + Penalty 2949.925773 = -710124.303550 nChanged 216 SP:Iteration 19Q (6625.385012 sec): 3 clusters Score: Raw -713184.278213 + Penalty 2949.925773 = -710234.352440 nChanged 197 SP:Iteration 20F (6625.433466 sec): 3 clusters Score: Raw -713291.087398 + Penalty 2949.925773 = -710341.161624 nChanged 178 SP:Iteration 21Q (6625.488046 sec): 3 clusters Score: Raw -713384.322179 + Penalty 2949.925773 = -710434.396406 nChanged 150 SP:Iteration 22Q (6625.558982 sec): 3 clusters Score: Raw -713471.932744 + Penalty 2949.925773 = -710522.006970 nChanged 144 SP:Iteration 23Q (6625.611735 sec): 3 clusters Score: Raw -713559.234440 + Penalty 2949.925773 = -710609.308666 nChanged 120 SP:Iteration 24Q (6625.667149 sec): 3 clusters Score: Raw -713628.767663 + Penalty 2949.925773 = -710678.841890 nChanged 93 SP:Iteration 25Q (6625.722751 sec): 3 clusters Score: Raw -713682.463602 + Penalty 2949.925773 = -710732.537828 nChanged 74 SP:Iteration 26Q (6625.780506 sec): 3 clusters Score: Raw -713724.429680 + Penalty 2949.925773 = -710774.503907 nChanged 56 SP:Iteration 27Q (6625.835341 sec): 3 clusters Score: Raw -713757.151782 + Penalty 2949.925773 = -710807.226008 nChanged 42 SP:Iteration 28Q (6625.895723 sec): 3 clusters Score: Raw -713786.834604 + Penalty 2949.925773 = -710836.908830 nChanged 41 SP:Iteration 29Q (6625.949196 sec): 3 clusters Score: Raw -713810.016889 + Penalty 2949.925773 = -710860.091116 nChanged 26 SP:Iteration 30Q (6625.997642 sec): 3 clusters Score: Raw -713823.358476 + Penalty 2949.925773 = -710873.432703 nChanged 16 SP:Iteration 31Q (6626.064748 sec): 3 clusters Score: Raw -713831.920803 + Penalty 2949.925773 = -710881.995030 nChanged 12 SP:Iteration 32Q (6626.126235 sec): 3 clusters Score: Raw -713836.724051 + Penalty 2949.925773 = -710886.798278 nChanged 11 SP:Iteration 33Q (6626.185521 sec): 3 clusters Score: Raw -713842.054286 + Penalty 2949.925773 = -710892.128513 nChanged 5 SP:Iteration 34Q (6626.228288 sec): 3 clusters Score: Raw -713844.744667 + Penalty 2949.925773 = -710894.818894 nChanged 7 SP:Iteration 35Q (6626.293845 sec): 3 clusters Score: Raw -713851.265365 + Penalty 2949.925773 = -710901.339591 nChanged 6 SP:Iteration 36Q (6626.344124 sec): 3 clusters Score: Raw -713855.926265 + Penalty 2949.925773 = -710906.000491 nChanged 7 SP:Iteration 37Q (6626.410072 sec): 3 clusters Score: Raw -713860.852929 + Penalty 2949.925773 = -710910.927156 nChanged 8 SP:Iteration 38Q (6626.459353 sec): 3 clusters Score: Raw -713865.421622 + Penalty 2949.925773 = -710915.495849 nChanged 4 SP:Iteration 39Q (6626.511069 sec): 3 clusters Score: Raw -713866.719179 + Penalty 2949.925773 = -710916.793406 nChanged 1 SP:Iteration 40F (6626.575550 sec): 3 clusters Score: Raw -713867.024372 + Penalty 2949.925773 = -710917.098599 nChanged 0 Trying to split cluster 25 (112981 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6626.737481 sec): 2 clusters Score: Raw -9387543.343761 + Penalty 1890.683428 = -9385652.660333 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6626.967717 sec): 3 clusters Score: Raw -9313846.796938 + Penalty 3781.366856 = -9310065.430082 nChanged 54123 SP:Iteration 1F (6627.204094 sec): 3 clusters Score: Raw -9346914.581818 + Penalty 3781.366856 = -9343133.214962 nChanged 4801 SP:Iteration 2Q (6627.425975 sec): 3 clusters Score: Raw -9348783.653399 + Penalty 3781.366856 = -9345002.286543 nChanged 5389 SP:Iteration 3Q (6627.674708 sec): 3 clusters Score: Raw -9351356.689407 + Penalty 3781.366856 = -9347575.322551 nChanged 6148 SP:Iteration 4F (6627.907118 sec): 3 clusters Score: Raw -9354898.234945 + Penalty 3781.366856 = -9351116.868089 nChanged 6796 SP:Iteration 5F (6628.143912 sec): 3 clusters Score: Raw -9359445.483751 + Penalty 3781.366856 = -9355664.116895 nChanged 6938 SP:Iteration 6F (6628.368792 sec): 3 clusters Score: Raw -9364455.498156 + Penalty 3781.366856 = -9360674.131300 nChanged 6640 SP:Iteration 7F (6628.608435 sec): 3 clusters Score: Raw -9369367.486634 + Penalty 3781.366856 = -9365586.119778 nChanged 5595 SP:Iteration 8Q (6628.840207 sec): 3 clusters Score: Raw -9373333.254633 + Penalty 3781.366856 = -9369551.887777 nChanged 4564 SP:Iteration 9Q (6629.064350 sec): 3 clusters Score: Raw -9376375.912678 + Penalty 3781.366856 = -9372594.545822 nChanged 3776 SP:Iteration 10Q (6629.292843 sec): 3 clusters Score: Raw -9378822.556363 + Penalty 3781.366856 = -9375041.189507 nChanged 3236 SP:Iteration 11Q (6629.515404 sec): 3 clusters Score: Raw -9380905.181330 + Penalty 3781.366856 = -9377123.814474 nChanged 2839 SP:Iteration 12Q (6629.735429 sec): 3 clusters Score: Raw -9382760.181797 + Penalty 3781.366856 = -9378978.814941 nChanged 2401 SP:Iteration 13Q (6629.946759 sec): 3 clusters Score: Raw -9384329.805404 + Penalty 3781.366856 = -9380548.438548 nChanged 1939 SP:Iteration 14Q (6630.148649 sec): 3 clusters Score: Raw -9385560.774945 + Penalty 3781.366856 = -9381779.408089 nChanged 1583 SP:Iteration 15Q (6630.351822 sec): 3 clusters Score: Raw -9386541.751294 + Penalty 3781.366856 = -9382760.384438 nChanged 1207 SP:Iteration 16Q (6630.546741 sec): 3 clusters Score: Raw -9387227.772914 + Penalty 3781.366856 = -9383446.406058 nChanged 904 SP:Iteration 17Q (6630.755885 sec): 3 clusters Score: Raw -9387681.452916 + Penalty 3781.366856 = -9383900.086060 nChanged 637 SP:Iteration 18Q (6630.948794 sec): 3 clusters Score: Raw -9387956.191344 + Penalty 3781.366856 = -9384174.824488 nChanged 481 SP:Iteration 19Q (6631.158597 sec): 3 clusters Score: Raw -9388147.922354 + Penalty 3781.366856 = -9384366.555498 nChanged 364 SP:Iteration 20F (6631.392982 sec): 3 clusters Score: Raw -9388277.709833 + Penalty 3781.366856 = -9384496.342977 nChanged 282 SP:Iteration 21Q (6631.595609 sec): 3 clusters Score: Raw -9388361.903547 + Penalty 3781.366856 = -9384580.536691 nChanged 207 SP:Iteration 22Q (6631.792288 sec): 3 clusters Score: Raw -9388412.882070 + Penalty 3781.366856 = -9384631.515214 nChanged 142 SP:Iteration 23Q (6631.978317 sec): 3 clusters Score: Raw -9388445.455110 + Penalty 3781.366856 = -9384664.088254 nChanged 129 SP:Iteration 24Q (6632.178668 sec): 3 clusters Score: Raw -9388473.982851 + Penalty 3781.366856 = -9384692.615995 nChanged 107 SP:Iteration 25Q (6632.375030 sec): 3 clusters Score: Raw -9388498.691980 + Penalty 3781.366856 = -9384717.325123 nChanged 86 SP:Iteration 26Q (6632.560356 sec): 3 clusters Score: Raw -9388520.978623 + Penalty 3781.366856 = -9384739.611767 nChanged 81 SP:Iteration 27Q (6632.764559 sec): 3 clusters Score: Raw -9388537.131624 + Penalty 3781.366856 = -9384755.764768 nChanged 56 SP:Iteration 28Q (6632.962250 sec): 3 clusters Score: Raw -9388548.269485 + Penalty 3781.366856 = -9384766.902629 nChanged 45 SP:Iteration 29Q (6633.161510 sec): 3 clusters Score: Raw -9388557.368664 + Penalty 3781.366856 = -9384776.001807 nChanged 49 SP:Iteration 30Q (6633.367436 sec): 3 clusters Score: Raw -9388566.225209 + Penalty 3781.366856 = -9384784.858353 nChanged 43 SP:Iteration 31Q (6633.556180 sec): 3 clusters Score: Raw -9388574.476844 + Penalty 3781.366856 = -9384793.109987 nChanged 34 SP:Iteration 32Q (6633.744024 sec): 3 clusters Score: Raw -9388579.989853 + Penalty 3781.366856 = -9384798.622997 nChanged 23 SP:Iteration 33Q (6633.931151 sec): 3 clusters Score: Raw -9388583.644056 + Penalty 3781.366856 = -9384802.277200 nChanged 18 SP:Iteration 34Q (6634.128118 sec): 3 clusters Score: Raw -9388586.219004 + Penalty 3781.366856 = -9384804.852148 nChanged 17 SP:Iteration 35Q (6634.338327 sec): 3 clusters Score: Raw -9388587.909495 + Penalty 3781.366856 = -9384806.542639 nChanged 10 SP:Iteration 36Q (6634.542373 sec): 3 clusters Score: Raw -9388589.229387 + Penalty 3781.366856 = -9384807.862531 nChanged 9 SP:Iteration 37Q (6634.741610 sec): 3 clusters Score: Raw -9388590.133134 + Penalty 3781.366856 = -9384808.766278 nChanged 5 SP:Iteration 38Q (6634.936024 sec): 3 clusters Score: Raw -9388590.446703 + Penalty 3781.366856 = -9384809.079847 nChanged 2 SP:Iteration 39Q (6635.140300 sec): 3 clusters Score: Raw -9388590.670011 + Penalty 3781.366856 = -9384809.303154 nChanged 3 SP:Iteration 40F (6635.374771 sec): 3 clusters Score: Raw -9388591.100370 + Penalty 3781.366856 = -9384809.733514 nChanged 2 SP:Iteration 41Q (6635.576886 sec): 3 clusters Score: Raw -9388591.307874 + Penalty 3781.366856 = -9384809.941018 nChanged 1 SP:Iteration 42Q (6635.774718 sec): 3 clusters Score: Raw -9388591.430349 + Penalty 3781.366856 = -9384810.063492 nChanged 1 SP:Iteration 43Q (6635.971189 sec): 3 clusters Score: Raw -9388591.552307 + Penalty 3781.366856 = -9384810.185451 nChanged 0 SP:Iteration 44F (6636.202324 sec): 3 clusters Score: Raw -9388591.552307 + Penalty 3781.366856 = -9384810.185451 nChanged 0 Trying to split cluster 26 (862 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6636.227144 sec): 2 clusters Score: Raw -59178.546070 + Penalty 1098.378981 = -58080.167089 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6636.284345 sec): 3 clusters Score: Raw -58953.191638 + Penalty 2196.757963 = -56756.433675 nChanged 250 SP:Iteration 1F (6636.329036 sec): 3 clusters Score: Raw -59218.057642 + Penalty 2196.757963 = -57021.299680 nChanged 74 SP:Iteration 2F (6636.375353 sec): 3 clusters Score: Raw -59311.961364 + Penalty 2196.757963 = -57115.203401 nChanged 36 SP:Iteration 3Q (6636.420608 sec): 3 clusters Score: Raw -59353.817309 + Penalty 2196.757963 = -57157.059346 nChanged 23 SP:Iteration 4Q (6636.472639 sec): 3 clusters Score: Raw -59395.002770 + Penalty 2196.757963 = -57198.244808 nChanged 24 SP:Iteration 5Q (6636.506351 sec): 3 clusters Score: Raw -59439.532091 + Penalty 2196.757963 = -57242.774128 nChanged 30 SP:Iteration 6Q (6636.545455 sec): 3 clusters Score: Raw -59478.488077 + Penalty 2196.757963 = -57281.730114 nChanged 28 SP:Iteration 7Q (6636.593962 sec): 3 clusters Score: Raw -59511.443510 + Penalty 2196.757963 = -57314.685547 nChanged 19 SP:Iteration 8Q (6636.647794 sec): 3 clusters Score: Raw -59532.128552 + Penalty 2196.757963 = -57335.370589 nChanged 17 SP:Iteration 9Q (6636.693717 sec): 3 clusters Score: Raw -59562.261266 + Penalty 2196.757963 = -57365.503303 nChanged 25 SP:Iteration 10Q (6636.726450 sec): 3 clusters Score: Raw -59587.793562 + Penalty 2196.757963 = -57391.035599 nChanged 10 SP:Iteration 11Q (6636.778762 sec): 3 clusters Score: Raw -59599.329884 + Penalty 2196.757963 = -57402.571921 nChanged 12 SP:Iteration 12Q (6636.824725 sec): 3 clusters Score: Raw -59613.286783 + Penalty 2196.757963 = -57416.528820 nChanged 11 SP:Iteration 13Q (6636.866101 sec): 3 clusters Score: Raw -59625.133350 + Penalty 2196.757963 = -57428.375387 nChanged 9 SP:Iteration 14Q (6636.903800 sec): 3 clusters Score: Raw -59630.976140 + Penalty 2196.757963 = -57434.218177 nChanged 4 SP:Iteration 15Q (6636.949762 sec): 3 clusters Score: Raw -59635.989486 + Penalty 2196.757963 = -57439.231523 nChanged 5 SP:Iteration 16Q (6637.001099 sec): 3 clusters Score: Raw -59640.136380 + Penalty 2196.757963 = -57443.378417 nChanged 3 SP:Iteration 17Q (6637.038795 sec): 3 clusters Score: Raw -59642.115191 + Penalty 2196.757963 = -57445.357228 nChanged 2 SP:Iteration 18Q (6637.082695 sec): 3 clusters Score: Raw -59645.040737 + Penalty 2196.757963 = -57448.282774 nChanged 4 SP:Iteration 19Q (6637.113377 sec): 3 clusters Score: Raw -59647.589540 + Penalty 2196.757963 = -57450.831577 nChanged 2 SP:Iteration 20F (6637.155954 sec): 3 clusters Score: Raw -59648.850115 + Penalty 2196.757963 = -57452.092152 nChanged 2 SP:Iteration 21Q (6637.204456 sec): 3 clusters Score: Raw -59650.501809 + Penalty 2196.757963 = -57453.743846 nChanged 3 SP:Iteration 22Q (6637.246776 sec): 3 clusters Score: Raw -59652.827595 + Penalty 2196.757963 = -57456.069632 nChanged 1 SP:Iteration 23Q (6637.292226 sec): 3 clusters Score: Raw -59654.925750 + Penalty 2196.757963 = -57458.167787 nChanged 0 SP:Iteration 24F (6637.324688 sec): 3 clusters Score: Raw -59654.925750 + Penalty 2196.757963 = -57458.167787 nChanged 0 Trying to split cluster 27 (5442 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6637.356566 sec): 2 clusters Score: Raw -457306.614872 + Penalty 1397.809062 = -455908.805810 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6637.415135 sec): 3 clusters Score: Raw -454487.240260 + Penalty 2795.618124 = -451691.622136 nChanged 2203 SP:Iteration 1F (6637.469344 sec): 3 clusters Score: Raw -455692.886851 + Penalty 2795.618124 = -452897.268727 nChanged 375 SP:Iteration 2F (6637.510184 sec): 3 clusters Score: Raw -455872.616876 + Penalty 2795.618124 = -453076.998752 nChanged 268 SP:Iteration 3Q (6637.568668 sec): 3 clusters Score: Raw -455999.961507 + Penalty 2795.618124 = -453204.343383 nChanged 238 SP:Iteration 4Q (6637.620954 sec): 3 clusters Score: Raw -456132.874936 + Penalty 2795.618124 = -453337.256812 nChanged 255 SP:Iteration 5Q (6637.656155 sec): 3 clusters Score: Raw -456287.934320 + Penalty 2795.618124 = -453492.316196 nChanged 250 SP:Iteration 6Q (6637.708116 sec): 3 clusters Score: Raw -456434.402755 + Penalty 2795.618124 = -453638.784631 nChanged 222 SP:Iteration 7Q (6637.769322 sec): 3 clusters Score: Raw -456565.532409 + Penalty 2795.618124 = -453769.914285 nChanged 210 SP:Iteration 8Q (6637.811254 sec): 3 clusters Score: Raw -456689.756065 + Penalty 2795.618124 = -453894.137941 nChanged 183 SP:Iteration 9Q (6637.870516 sec): 3 clusters Score: Raw -456791.644193 + Penalty 2795.618124 = -453996.026069 nChanged 181 SP:Iteration 10Q (6637.921918 sec): 3 clusters Score: Raw -456884.505714 + Penalty 2795.618124 = -454088.887590 nChanged 153 SP:Iteration 11Q (6637.975628 sec): 3 clusters Score: Raw -456961.235710 + Penalty 2795.618124 = -454165.617586 nChanged 126 SP:Iteration 12Q (6638.032863 sec): 3 clusters Score: Raw -457028.720271 + Penalty 2795.618124 = -454233.102147 nChanged 106 SP:Iteration 13Q (6638.073429 sec): 3 clusters Score: Raw -457075.502032 + Penalty 2795.618124 = -454279.883908 nChanged 96 SP:Iteration 14Q (6638.134408 sec): 3 clusters Score: Raw -457122.094105 + Penalty 2795.618124 = -454326.475981 nChanged 80 SP:Iteration 15Q (6638.180809 sec): 3 clusters Score: Raw -457158.901440 + Penalty 2795.618124 = -454363.283317 nChanged 81 SP:Iteration 16Q (6638.231962 sec): 3 clusters Score: Raw -457192.655131 + Penalty 2795.618124 = -454397.037007 nChanged 79 SP:Iteration 17Q (6638.285663 sec): 3 clusters Score: Raw -457222.016658 + Penalty 2795.618124 = -454426.398535 nChanged 61 SP:Iteration 18Q (6638.334020 sec): 3 clusters Score: Raw -457244.567529 + Penalty 2795.618124 = -454448.949405 nChanged 43 SP:Iteration 19Q (6638.386628 sec): 3 clusters Score: Raw -457262.103811 + Penalty 2795.618124 = -454466.485687 nChanged 46 SP:Iteration 20F (6638.431155 sec): 3 clusters Score: Raw -457276.741751 + Penalty 2795.618124 = -454481.123627 nChanged 44 SP:Iteration 21Q (6638.498893 sec): 3 clusters Score: Raw -457290.428940 + Penalty 2795.618124 = -454494.810816 nChanged 33 SP:Iteration 22Q (6638.539748 sec): 3 clusters Score: Raw -457301.035539 + Penalty 2795.618124 = -454505.417415 nChanged 21 SP:Iteration 23Q (6638.594614 sec): 3 clusters Score: Raw -457308.512653 + Penalty 2795.618124 = -454512.894529 nChanged 22 SP:Iteration 24Q (6638.639250 sec): 3 clusters Score: Raw -457316.133941 + Penalty 2795.618124 = -454520.515817 nChanged 20 SP:Iteration 25Q (6638.686176 sec): 3 clusters Score: Raw -457323.740663 + Penalty 2795.618124 = -454528.122539 nChanged 22 SP:Iteration 26Q (6638.737593 sec): 3 clusters Score: Raw -457331.204686 + Penalty 2795.618124 = -454535.586562 nChanged 19 SP:Iteration 27Q (6638.797897 sec): 3 clusters Score: Raw -457338.613129 + Penalty 2795.618124 = -454542.995005 nChanged 22 SP:Iteration 28Q (6638.840370 sec): 3 clusters Score: Raw -457344.407139 + Penalty 2795.618124 = -454548.789015 nChanged 10 SP:Iteration 29Q (6638.906803 sec): 3 clusters Score: Raw -457347.250268 + Penalty 2795.618124 = -454551.632144 nChanged 15 SP:Iteration 30Q (6638.952672 sec): 3 clusters Score: Raw -457350.389532 + Penalty 2795.618124 = -454554.771409 nChanged 5 SP:Iteration 31Q (6639.004645 sec): 3 clusters Score: Raw -457351.769493 + Penalty 2795.618124 = -454556.151370 nChanged 7 SP:Iteration 32Q (6639.057083 sec): 3 clusters Score: Raw -457353.929482 + Penalty 2795.618124 = -454558.311359 nChanged 9 SP:Iteration 33Q (6639.108820 sec): 3 clusters Score: Raw -457356.370367 + Penalty 2795.618124 = -454560.752243 nChanged 9 SP:Iteration 34Q (6639.156091 sec): 3 clusters Score: Raw -457358.396886 + Penalty 2795.618124 = -454562.778763 nChanged 6 SP:Iteration 35Q (6639.220940 sec): 3 clusters Score: Raw -457359.987712 + Penalty 2795.618124 = -454564.369588 nChanged 7 SP:Iteration 36Q (6639.263013 sec): 3 clusters Score: Raw -457361.305811 + Penalty 2795.618124 = -454565.687688 nChanged 4 SP:Iteration 37Q (6639.320036 sec): 3 clusters Score: Raw -457362.233962 + Penalty 2795.618124 = -454566.615838 nChanged 5 SP:Iteration 38Q (6639.369863 sec): 3 clusters Score: Raw -457364.097117 + Penalty 2795.618124 = -454568.478993 nChanged 9 SP:Iteration 39Q (6639.419977 sec): 3 clusters Score: Raw -457366.426853 + Penalty 2795.618124 = -454570.808730 nChanged 7 SP:Iteration 40F (6639.469993 sec): 3 clusters Score: Raw -457368.126018 + Penalty 2795.618124 = -454572.507895 nChanged 7 SP:Iteration 41Q (6639.533537 sec): 3 clusters Score: Raw -457369.804426 + Penalty 2795.618124 = -454574.186303 nChanged 8 SP:Iteration 42Q (6639.586583 sec): 3 clusters Score: Raw -457371.818670 + Penalty 2795.618124 = -454576.200546 nChanged 4 SP:Iteration 43Q (6639.635207 sec): 3 clusters Score: Raw -457372.903151 + Penalty 2795.618124 = -454577.285027 nChanged 6 SP:Iteration 44Q (6639.686939 sec): 3 clusters Score: Raw -457374.018128 + Penalty 2795.618124 = -454578.400004 nChanged 9 SP:Iteration 45Q (6639.733064 sec): 3 clusters Score: Raw -457375.919882 + Penalty 2795.618124 = -454580.301758 nChanged 6 SP:Iteration 46Q (6639.777661 sec): 3 clusters Score: Raw -457378.295503 + Penalty 2795.618124 = -454582.677379 nChanged 10 SP:Iteration 47Q (6639.837019 sec): 3 clusters Score: Raw -457381.217398 + Penalty 2795.618124 = -454585.599275 nChanged 11 SP:Iteration 48Q (6639.876793 sec): 3 clusters Score: Raw -457383.293912 + Penalty 2795.618124 = -454587.675788 nChanged 10 SP:Iteration 49Q (6639.936055 sec): 3 clusters Score: Raw -457385.929679 + Penalty 2795.618124 = -454590.311555 nChanged 12 SP:Iteration 50Q (6639.986071 sec): 3 clusters Score: Raw -457388.662732 + Penalty 2795.618124 = -454593.044609 nChanged 11 SP:Iteration 51Q (6640.043410 sec): 3 clusters Score: Raw -457391.786838 + Penalty 2795.618124 = -454596.168714 nChanged 16 SP:Iteration 52Q (6640.093879 sec): 3 clusters Score: Raw -457395.205580 + Penalty 2795.618124 = -454599.587457 nChanged 16 SP:Iteration 53Q (6640.149903 sec): 3 clusters Score: Raw -457399.619940 + Penalty 2795.618124 = -454604.001816 nChanged 12 SP:Iteration 54Q (6640.198893 sec): 3 clusters Score: Raw -457401.907083 + Penalty 2795.618124 = -454606.288960 nChanged 5 SP:Iteration 55Q (6640.237665 sec): 3 clusters Score: Raw -457402.639613 + Penalty 2795.618124 = -454607.021489 nChanged 2 SP:Iteration 56Q (6640.294431 sec): 3 clusters Score: Raw -457403.328634 + Penalty 2795.618124 = -454607.710510 nChanged 1 SP:Iteration 57Q (6640.348304 sec): 3 clusters Score: Raw -457403.403032 + Penalty 2795.618124 = -454607.784908 nChanged 0 SP:Iteration 58F (6640.408516 sec): 3 clusters Score: Raw -457403.403032 + Penalty 2795.618124 = -454607.784908 nChanged 0 Trying to split cluster 28 (9945 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6640.441504 sec): 2 clusters Score: Raw -778524.555203 + Penalty 1495.784094 = -777028.771109 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6640.496633 sec): 3 clusters Score: Raw -772888.272455 + Penalty 2991.568187 = -769896.704268 nChanged 4265 SP:Iteration 1F (6640.564982 sec): 3 clusters Score: Raw -775291.248133 + Penalty 2991.568187 = -772299.679946 nChanged 630 SP:Iteration 2F (6640.615377 sec): 3 clusters Score: Raw -775588.103326 + Penalty 2991.568187 = -772596.535139 nChanged 511 SP:Iteration 3F (6640.677995 sec): 3 clusters Score: Raw -775868.923683 + Penalty 2991.568187 = -772877.355495 nChanged 486 SP:Iteration 4Q (6640.738972 sec): 3 clusters Score: Raw -776125.836173 + Penalty 2991.568187 = -773134.267985 nChanged 463 SP:Iteration 5Q (6640.807254 sec): 3 clusters Score: Raw -776414.841947 + Penalty 2991.568187 = -773423.273760 nChanged 510 SP:Iteration 6F (6640.865726 sec): 3 clusters Score: Raw -776752.499616 + Penalty 2991.568187 = -773760.931429 nChanged 509 SP:Iteration 7F (6640.929144 sec): 3 clusters Score: Raw -777136.976334 + Penalty 2991.568187 = -774145.408147 nChanged 523 SP:Iteration 8F (6640.991330 sec): 3 clusters Score: Raw -777530.975987 + Penalty 2991.568187 = -774539.407800 nChanged 467 SP:Iteration 9Q (6641.040955 sec): 3 clusters Score: Raw -777830.662597 + Penalty 2991.568187 = -774839.094410 nChanged 384 SP:Iteration 10Q (6641.095686 sec): 3 clusters Score: Raw -778037.220853 + Penalty 2991.568187 = -775045.652666 nChanged 289 SP:Iteration 11Q (6641.156801 sec): 3 clusters Score: Raw -778165.391663 + Penalty 2991.568187 = -775173.823476 nChanged 228 SP:Iteration 12Q (6641.219473 sec): 3 clusters Score: Raw -778252.041459 + Penalty 2991.568187 = -775260.473272 nChanged 179 SP:Iteration 13Q (6641.290907 sec): 3 clusters Score: Raw -778309.111101 + Penalty 2991.568187 = -775317.542914 nChanged 137 SP:Iteration 14Q (6641.352975 sec): 3 clusters Score: Raw -778345.152834 + Penalty 2991.568187 = -775353.584646 nChanged 111 SP:Iteration 15Q (6641.410448 sec): 3 clusters Score: Raw -778374.254560 + Penalty 2991.568187 = -775382.686372 nChanged 110 SP:Iteration 16Q (6641.471566 sec): 3 clusters Score: Raw -778403.075087 + Penalty 2991.568187 = -775411.506900 nChanged 93 SP:Iteration 17Q (6641.533480 sec): 3 clusters Score: Raw -778425.138403 + Penalty 2991.568187 = -775433.570216 nChanged 83 SP:Iteration 18Q (6641.585801 sec): 3 clusters Score: Raw -778442.441578 + Penalty 2991.568187 = -775450.873391 nChanged 78 SP:Iteration 19Q (6641.638409 sec): 3 clusters Score: Raw -778457.797654 + Penalty 2991.568187 = -775466.229467 nChanged 54 SP:Iteration 20F (6641.701574 sec): 3 clusters Score: Raw -778469.071075 + Penalty 2991.568187 = -775477.502888 nChanged 48 SP:Iteration 21Q (6641.755292 sec): 3 clusters Score: Raw -778477.267646 + Penalty 2991.568187 = -775485.699459 nChanged 38 SP:Iteration 22Q (6641.815498 sec): 3 clusters Score: Raw -778483.524015 + Penalty 2991.568187 = -775491.955828 nChanged 31 SP:Iteration 23Q (6641.874881 sec): 3 clusters Score: Raw -778489.739235 + Penalty 2991.568187 = -775498.171048 nChanged 44 SP:Iteration 24Q (6641.936823 sec): 3 clusters Score: Raw -778497.419590 + Penalty 2991.568187 = -775505.851403 nChanged 38 SP:Iteration 25Q (6641.988574 sec): 3 clusters Score: Raw -778502.976582 + Penalty 2991.568187 = -775511.408395 nChanged 32 SP:Iteration 26Q (6642.060195 sec): 3 clusters Score: Raw -778507.690600 + Penalty 2991.568187 = -775516.122413 nChanged 20 SP:Iteration 27Q (6642.117708 sec): 3 clusters Score: Raw -778511.530475 + Penalty 2991.568187 = -775519.962288 nChanged 21 SP:Iteration 28Q (6642.176077 sec): 3 clusters Score: Raw -778514.977018 + Penalty 2991.568187 = -775523.408831 nChanged 16 SP:Iteration 29Q (6642.238854 sec): 3 clusters Score: Raw -778516.743600 + Penalty 2991.568187 = -775525.175412 nChanged 15 SP:Iteration 30Q (6642.293728 sec): 3 clusters Score: Raw -778519.111358 + Penalty 2991.568187 = -775527.543171 nChanged 18 SP:Iteration 31Q (6642.356682 sec): 3 clusters Score: Raw -778521.314066 + Penalty 2991.568187 = -775529.745879 nChanged 16 SP:Iteration 32Q (6642.414940 sec): 3 clusters Score: Raw -778523.531151 + Penalty 2991.568187 = -775531.962963 nChanged 20 SP:Iteration 33Q (6642.480127 sec): 3 clusters Score: Raw -778525.939119 + Penalty 2991.568187 = -775534.370932 nChanged 17 SP:Iteration 34Q (6642.542435 sec): 3 clusters Score: Raw -778528.038012 + Penalty 2991.568187 = -775536.469825 nChanged 22 SP:Iteration 35Q (6642.589634 sec): 3 clusters Score: Raw -778531.649180 + Penalty 2991.568187 = -775540.080992 nChanged 25 SP:Iteration 36Q (6642.647724 sec): 3 clusters Score: Raw -778535.788513 + Penalty 2991.568187 = -775544.220326 nChanged 22 SP:Iteration 37Q (6642.704543 sec): 3 clusters Score: Raw -778538.668772 + Penalty 2991.568187 = -775547.100585 nChanged 15 SP:Iteration 38Q (6642.773812 sec): 3 clusters Score: Raw -778540.464148 + Penalty 2991.568187 = -775548.895960 nChanged 13 SP:Iteration 39Q (6642.831047 sec): 3 clusters Score: Raw -778541.697519 + Penalty 2991.568187 = -775550.129332 nChanged 11 SP:Iteration 40F (6642.888193 sec): 3 clusters Score: Raw -778543.313033 + Penalty 2991.568187 = -775551.744846 nChanged 13 SP:Iteration 41Q (6642.947450 sec): 3 clusters Score: Raw -778545.111968 + Penalty 2991.568187 = -775553.543781 nChanged 10 SP:Iteration 42Q (6643.004707 sec): 3 clusters Score: Raw -778546.194994 + Penalty 2991.568187 = -775554.626807 nChanged 9 SP:Iteration 43Q (6643.076087 sec): 3 clusters Score: Raw -778547.225776 + Penalty 2991.568187 = -775555.657588 nChanged 9 SP:Iteration 44Q (6643.140684 sec): 3 clusters Score: Raw -778548.610843 + Penalty 2991.568187 = -775557.042656 nChanged 10 SP:Iteration 45Q (6643.203648 sec): 3 clusters Score: Raw -778550.131276 + Penalty 2991.568187 = -775558.563089 nChanged 10 SP:Iteration 46Q (6643.264708 sec): 3 clusters Score: Raw -778551.367969 + Penalty 2991.568187 = -775559.799782 nChanged 9 SP:Iteration 47Q (6643.323266 sec): 3 clusters Score: Raw -778552.452211 + Penalty 2991.568187 = -775560.884024 nChanged 2 SP:Iteration 48Q (6643.388272 sec): 3 clusters Score: Raw -778552.639247 + Penalty 2991.568187 = -775561.071059 nChanged 1 SP:Iteration 49Q (6643.438133 sec): 3 clusters Score: Raw -778552.679259 + Penalty 2991.568187 = -775561.111072 nChanged 0 SP:Iteration 50F (6643.505979 sec): 3 clusters Score: Raw -778552.679259 + Penalty 2991.568187 = -775561.111072 nChanged 0 Trying to split cluster 29 (9319 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6643.541673 sec): 2 clusters Score: Raw -687205.828296 + Penalty 1485.219223 = -685720.609072 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6643.606626 sec): 3 clusters Score: Raw -681977.856109 + Penalty 2970.438447 = -679007.417662 nChanged 3993 SP:Iteration 1F (6643.656276 sec): 3 clusters Score: Raw -684494.870505 + Penalty 2970.438447 = -681524.432058 nChanged 817 SP:Iteration 2F (6643.717895 sec): 3 clusters Score: Raw -685146.319150 + Penalty 2970.438447 = -682175.880703 nChanged 764 SP:Iteration 3F (6643.778757 sec): 3 clusters Score: Raw -685749.264202 + Penalty 2970.438447 = -682778.825755 nChanged 683 SP:Iteration 4F (6643.840099 sec): 3 clusters Score: Raw -686261.001032 + Penalty 2970.438447 = -683290.562586 nChanged 572 SP:Iteration 5F (6643.902181 sec): 3 clusters Score: Raw -686665.152670 + Penalty 2970.438447 = -683694.714223 nChanged 469 SP:Iteration 6F (6643.956172 sec): 3 clusters Score: Raw -686999.335365 + Penalty 2970.438447 = -684028.896918 nChanged 384 SP:Iteration 7Q (6644.014221 sec): 3 clusters Score: Raw -687247.178408 + Penalty 2970.438447 = -684276.739961 nChanged 298 SP:Iteration 8Q (6644.073367 sec): 3 clusters Score: Raw -687431.345222 + Penalty 2970.438447 = -684460.906775 nChanged 256 SP:Iteration 9Q (6644.116802 sec): 3 clusters Score: Raw -687577.359536 + Penalty 2970.438447 = -684606.921089 nChanged 216 SP:Iteration 10Q (6644.184509 sec): 3 clusters Score: Raw -687704.205364 + Penalty 2970.438447 = -684733.766917 nChanged 188 SP:Iteration 11Q (6644.228497 sec): 3 clusters Score: Raw -687801.617698 + Penalty 2970.438447 = -684831.179251 nChanged 149 SP:Iteration 12Q (6644.296925 sec): 3 clusters Score: Raw -687873.446702 + Penalty 2970.438447 = -684903.008255 nChanged 130 SP:Iteration 13Q (6644.348853 sec): 3 clusters Score: Raw -687946.312465 + Penalty 2970.438447 = -684975.874018 nChanged 133 SP:Iteration 14Q (6644.414720 sec): 3 clusters Score: Raw -688020.285466 + Penalty 2970.438447 = -685049.847019 nChanged 121 SP:Iteration 15Q (6644.477902 sec): 3 clusters Score: Raw -688076.596425 + Penalty 2970.438447 = -685106.157979 nChanged 92 SP:Iteration 16Q (6644.530349 sec): 3 clusters Score: Raw -688113.660375 + Penalty 2970.438447 = -685143.221928 nChanged 81 SP:Iteration 17Q (6644.588684 sec): 3 clusters Score: Raw -688148.582571 + Penalty 2970.438447 = -685178.144124 nChanged 73 SP:Iteration 18Q (6644.646537 sec): 3 clusters Score: Raw -688182.483457 + Penalty 2970.438447 = -685212.045010 nChanged 70 SP:Iteration 19Q (6644.716265 sec): 3 clusters Score: Raw -688213.477599 + Penalty 2970.438447 = -685243.039152 nChanged 62 SP:Iteration 20F (6644.765888 sec): 3 clusters Score: Raw -688243.094785 + Penalty 2970.438447 = -685272.656338 nChanged 59 SP:Iteration 21Q (6644.816434 sec): 3 clusters Score: Raw -688273.143808 + Penalty 2970.438447 = -685302.705362 nChanged 58 SP:Iteration 22Q (6644.872485 sec): 3 clusters Score: Raw -688304.631106 + Penalty 2970.438447 = -685334.192659 nChanged 63 SP:Iteration 23Q (6644.934751 sec): 3 clusters Score: Raw -688335.214411 + Penalty 2970.438447 = -685364.775964 nChanged 49 SP:Iteration 24Q (6644.996775 sec): 3 clusters Score: Raw -688361.628405 + Penalty 2970.438447 = -685391.189958 nChanged 49 SP:Iteration 25Q (6645.048126 sec): 3 clusters Score: Raw -688383.634469 + Penalty 2970.438447 = -685413.196022 nChanged 36 SP:Iteration 26Q (6645.109230 sec): 3 clusters Score: Raw -688403.645189 + Penalty 2970.438447 = -685433.206742 nChanged 28 SP:Iteration 27Q (6645.173411 sec): 3 clusters Score: Raw -688418.062112 + Penalty 2970.438447 = -685447.623665 nChanged 30 SP:Iteration 28Q (6645.222674 sec): 3 clusters Score: Raw -688430.901483 + Penalty 2970.438447 = -685460.463036 nChanged 22 SP:Iteration 29Q (6645.277891 sec): 3 clusters Score: Raw -688439.961648 + Penalty 2970.438447 = -685469.523201 nChanged 17 SP:Iteration 30Q (6645.331977 sec): 3 clusters Score: Raw -688446.817645 + Penalty 2970.438447 = -685476.379198 nChanged 13 SP:Iteration 31Q (6645.397979 sec): 3 clusters Score: Raw -688454.858603 + Penalty 2970.438447 = -685484.420156 nChanged 20 SP:Iteration 32Q (6645.460061 sec): 3 clusters Score: Raw -688462.002605 + Penalty 2970.438447 = -685491.564158 nChanged 13 SP:Iteration 33Q (6645.518726 sec): 3 clusters Score: Raw -688465.564805 + Penalty 2970.438447 = -685495.126358 nChanged 6 SP:Iteration 34Q (6645.568453 sec): 3 clusters Score: Raw -688466.995570 + Penalty 2970.438447 = -685496.557123 nChanged 2 SP:Iteration 35Q (6645.622911 sec): 3 clusters Score: Raw -688467.310762 + Penalty 2970.438447 = -685496.872315 nChanged 1 SP:Iteration 36Q (6645.677637 sec): 3 clusters Score: Raw -688467.928739 + Penalty 2970.438447 = -685497.490292 nChanged 2 SP:Iteration 37Q (6645.728984 sec): 3 clusters Score: Raw -688468.280451 + Penalty 2970.438447 = -685497.842004 nChanged 0 SP:Iteration 38F (6645.792819 sec): 3 clusters Score: Raw -688468.280451 + Penalty 2970.438447 = -685497.842004 nChanged 0 Trying to split cluster 30 (8597 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6645.838180 sec): 2 clusters Score: Raw -675820.890809 + Penalty 1472.114895 = -674348.775914 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6645.886611 sec): 3 clusters Score: Raw -671090.638004 + Penalty 2944.229790 = -668146.408214 nChanged 3617 SP:Iteration 1F (6645.936775 sec): 3 clusters Score: Raw -673142.009848 + Penalty 2944.229790 = -670197.780058 nChanged 676 SP:Iteration 2F (6645.998249 sec): 3 clusters Score: Raw -673629.433066 + Penalty 2944.229790 = -670685.203276 nChanged 635 SP:Iteration 3F (6646.050637 sec): 3 clusters Score: Raw -674142.661526 + Penalty 2944.229790 = -671198.431737 nChanged 592 SP:Iteration 4F (6646.116481 sec): 3 clusters Score: Raw -674672.847736 + Penalty 2944.229790 = -671728.617946 nChanged 570 SP:Iteration 5F (6646.167226 sec): 3 clusters Score: Raw -675232.399061 + Penalty 2944.229790 = -672288.169271 nChanged 552 SP:Iteration 6F (6646.224939 sec): 3 clusters Score: Raw -675770.632614 + Penalty 2944.229790 = -672826.402825 nChanged 504 SP:Iteration 7F (6646.297371 sec): 3 clusters Score: Raw -676264.555283 + Penalty 2944.229790 = -673320.325493 nChanged 358 SP:Iteration 8Q (6646.348368 sec): 3 clusters Score: Raw -676535.094521 + Penalty 2944.229790 = -673590.864731 nChanged 236 SP:Iteration 9Q (6646.396392 sec): 3 clusters Score: Raw -676658.804764 + Penalty 2944.229790 = -673714.574974 nChanged 156 SP:Iteration 10Q (6646.454731 sec): 3 clusters Score: Raw -676726.784518 + Penalty 2944.229790 = -673782.554728 nChanged 105 SP:Iteration 11Q (6646.515175 sec): 3 clusters Score: Raw -676758.644295 + Penalty 2944.229790 = -673814.414506 nChanged 60 SP:Iteration 12Q (6646.583360 sec): 3 clusters Score: Raw -676774.876859 + Penalty 2944.229790 = -673830.647069 nChanged 41 SP:Iteration 13Q (6646.643777 sec): 3 clusters Score: Raw -676785.472555 + Penalty 2944.229790 = -673841.242765 nChanged 39 SP:Iteration 14Q (6646.693983 sec): 3 clusters Score: Raw -676794.565181 + Penalty 2944.229790 = -673850.335391 nChanged 30 SP:Iteration 15Q (6646.757221 sec): 3 clusters Score: Raw -676801.132941 + Penalty 2944.229790 = -673856.903151 nChanged 29 SP:Iteration 16Q (6646.807613 sec): 3 clusters Score: Raw -676807.006214 + Penalty 2944.229790 = -673862.776424 nChanged 21 SP:Iteration 17Q (6646.865495 sec): 3 clusters Score: Raw -676810.849122 + Penalty 2944.229790 = -673866.619332 nChanged 17 SP:Iteration 18Q (6646.922311 sec): 3 clusters Score: Raw -676814.455621 + Penalty 2944.229790 = -673870.225831 nChanged 23 SP:Iteration 19Q (6646.986181 sec): 3 clusters Score: Raw -676819.075589 + Penalty 2944.229790 = -673874.845799 nChanged 21 SP:Iteration 20F (6647.029192 sec): 3 clusters Score: Raw -676823.236445 + Penalty 2944.229790 = -673879.006655 nChanged 17 SP:Iteration 21Q (6647.089935 sec): 3 clusters Score: Raw -676825.782190 + Penalty 2944.229790 = -673881.552400 nChanged 13 SP:Iteration 22Q (6647.146724 sec): 3 clusters Score: Raw -676827.888243 + Penalty 2944.229790 = -673883.658453 nChanged 9 SP:Iteration 23Q (6647.214430 sec): 3 clusters Score: Raw -676828.920738 + Penalty 2944.229790 = -673884.690948 nChanged 6 SP:Iteration 24Q (6647.263780 sec): 3 clusters Score: Raw -676829.803768 + Penalty 2944.229790 = -673885.573978 nChanged 6 SP:Iteration 25Q (6647.323048 sec): 3 clusters Score: Raw -676830.406295 + Penalty 2944.229790 = -673886.176505 nChanged 5 SP:Iteration 26Q (6647.391025 sec): 3 clusters Score: Raw -676830.937933 + Penalty 2944.229790 = -673886.708143 nChanged 3 SP:Iteration 27Q (6647.442971 sec): 3 clusters Score: Raw -676831.699684 + Penalty 2944.229790 = -673887.469894 nChanged 4 SP:Iteration 28Q (6647.506636 sec): 3 clusters Score: Raw -676832.095104 + Penalty 2944.229790 = -673887.865314 nChanged 7 SP:Iteration 29Q (6647.552719 sec): 3 clusters Score: Raw -676833.769183 + Penalty 2944.229790 = -673889.539394 nChanged 7 SP:Iteration 30Q (6647.620393 sec): 3 clusters Score: Raw -676835.251706 + Penalty 2944.229790 = -673891.021916 nChanged 8 SP:Iteration 31Q (6647.681706 sec): 3 clusters Score: Raw -676836.375690 + Penalty 2944.229790 = -673892.145900 nChanged 5 SP:Iteration 32Q (6647.730649 sec): 3 clusters Score: Raw -676837.069644 + Penalty 2944.229790 = -673892.839854 nChanged 7 SP:Iteration 33Q (6647.795347 sec): 3 clusters Score: Raw -676838.230361 + Penalty 2944.229790 = -673894.000571 nChanged 7 SP:Iteration 34Q (6647.851607 sec): 3 clusters Score: Raw -676839.583913 + Penalty 2944.229790 = -673895.354123 nChanged 9 SP:Iteration 35Q (6647.910510 sec): 3 clusters Score: Raw -676841.072106 + Penalty 2944.229790 = -673896.842316 nChanged 8 SP:Iteration 36Q (6647.961343 sec): 3 clusters Score: Raw -676842.705716 + Penalty 2944.229790 = -673898.475926 nChanged 12 SP:Iteration 37Q (6648.028488 sec): 3 clusters Score: Raw -676844.611601 + Penalty 2944.229790 = -673900.381811 nChanged 8 SP:Iteration 38Q (6648.073108 sec): 3 clusters Score: Raw -676846.445399 + Penalty 2944.229790 = -673902.215609 nChanged 13 SP:Iteration 39Q (6648.136572 sec): 3 clusters Score: Raw -676848.636216 + Penalty 2944.229790 = -673904.406426 nChanged 13 SP:Iteration 40F (6648.188845 sec): 3 clusters Score: Raw -676850.880291 + Penalty 2944.229790 = -673906.650501 nChanged 13 SP:Iteration 41Q (6648.255745 sec): 3 clusters Score: Raw -676853.281409 + Penalty 2944.229790 = -673909.051619 nChanged 16 SP:Iteration 42Q (6648.307814 sec): 3 clusters Score: Raw -676856.698978 + Penalty 2944.229790 = -673912.469189 nChanged 20 SP:Iteration 43Q (6648.365985 sec): 3 clusters Score: Raw -676862.827563 + Penalty 2944.229790 = -673918.597774 nChanged 23 SP:Iteration 44Q (6648.413227 sec): 3 clusters Score: Raw -676868.364909 + Penalty 2944.229790 = -673924.135119 nChanged 25 SP:Iteration 45Q (6648.467543 sec): 3 clusters Score: Raw -676873.232403 + Penalty 2944.229790 = -673929.002613 nChanged 16 SP:Iteration 46Q (6648.536445 sec): 3 clusters Score: Raw -676876.491706 + Penalty 2944.229790 = -673932.261916 nChanged 16 SP:Iteration 47Q (6648.586721 sec): 3 clusters Score: Raw -676879.110204 + Penalty 2944.229790 = -673934.880415 nChanged 13 SP:Iteration 48Q (6648.645680 sec): 3 clusters Score: Raw -676880.501812 + Penalty 2944.229790 = -673936.272023 nChanged 5 SP:Iteration 49Q (6648.700497 sec): 3 clusters Score: Raw -676881.051831 + Penalty 2944.229790 = -673936.822041 nChanged 9 SP:Iteration 50Q (6648.760119 sec): 3 clusters Score: Raw -676882.729711 + Penalty 2944.229790 = -673938.499921 nChanged 9 SP:Iteration 51Q (6648.805570 sec): 3 clusters Score: Raw -676884.443549 + Penalty 2944.229790 = -673940.213759 nChanged 11 SP:Iteration 52Q (6648.857159 sec): 3 clusters Score: Raw -676886.606202 + Penalty 2944.229790 = -673942.376412 nChanged 12 SP:Iteration 53Q (6648.911336 sec): 3 clusters Score: Raw -676888.083077 + Penalty 2944.229790 = -673943.853287 nChanged 8 SP:Iteration 54Q (6648.967843 sec): 3 clusters Score: Raw -676888.877078 + Penalty 2944.229790 = -673944.647288 nChanged 3 SP:Iteration 55Q (6649.031821 sec): 3 clusters Score: Raw -676889.138290 + Penalty 2944.229790 = -673944.908500 nChanged 3 SP:Iteration 56Q (6649.087332 sec): 3 clusters Score: Raw -676889.379839 + Penalty 2944.229790 = -673945.150049 nChanged 0 SP:Iteration 57F (6649.140370 sec): 3 clusters Score: Raw -676889.379839 + Penalty 2944.229790 = -673945.150049 nChanged 0 Trying to split cluster 31 (2677 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6649.170977 sec): 2 clusters Score: Raw -216026.533233 + Penalty 1282.523457 = -214744.009776 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6649.217891 sec): 3 clusters Score: Raw -214819.666108 + Penalty 2565.046914 = -212254.619194 nChanged 1015 SP:Iteration 1F (6649.258577 sec): 3 clusters Score: Raw -215709.690961 + Penalty 2565.046914 = -213144.644047 nChanged 273 SP:Iteration 2F (6649.312912 sec): 3 clusters Score: Raw -216080.486643 + Penalty 2565.046914 = -213515.439729 nChanged 237 SP:Iteration 3F (6649.358205 sec): 3 clusters Score: Raw -216454.493798 + Penalty 2565.046914 = -213889.446884 nChanged 195 SP:Iteration 4F (6649.409596 sec): 3 clusters Score: Raw -216799.023427 + Penalty 2565.046914 = -214233.976513 nChanged 175 SP:Iteration 5F (6649.453099 sec): 3 clusters Score: Raw -217193.386289 + Penalty 2565.046914 = -214628.339375 nChanged 149 SP:Iteration 6F (6649.506172 sec): 3 clusters Score: Raw -217566.412199 + Penalty 2565.046914 = -215001.365285 nChanged 101 SP:Iteration 7Q (6649.549439 sec): 3 clusters Score: Raw -217802.257359 + Penalty 2565.046914 = -215237.210445 nChanged 44 SP:Iteration 8Q (6649.598071 sec): 3 clusters Score: Raw -217844.333042 + Penalty 2565.046914 = -215279.286128 nChanged 17 SP:Iteration 9Q (6649.643277 sec): 3 clusters Score: Raw -217855.330798 + Penalty 2565.046914 = -215290.283884 nChanged 4 SP:Iteration 10Q (6649.677221 sec): 3 clusters Score: Raw -217859.253096 + Penalty 2565.046914 = -215294.206182 nChanged 2 SP:Iteration 11Q (6649.719087 sec): 3 clusters Score: Raw -217860.039459 + Penalty 2565.046914 = -215294.992545 nChanged 0 SP:Iteration 12F (6649.770128 sec): 3 clusters Score: Raw -217860.039459 + Penalty 2565.046914 = -215294.992545 nChanged 0 Score: Raw -49145863.786898 + Penalty 88911.006508 = -49056952.780389 Splitting cluster 31 changes total score from -49057287.524898 to -49056952.780389 So it's not getting split. Trying to split cluster 32 (1511 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6665.733497 sec): 2 clusters Score: Raw -116134.748225 + Penalty 1189.585631 = -114945.162594 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6665.781232 sec): 3 clusters Score: Raw -115567.395283 + Penalty 2379.171263 = -113188.224020 nChanged 489 SP:Iteration 1F (6665.824483 sec): 3 clusters Score: Raw -115951.127765 + Penalty 2379.171263 = -113571.956503 nChanged 126 SP:Iteration 2F (6665.870683 sec): 3 clusters Score: Raw -116077.801284 + Penalty 2379.171263 = -113698.630021 nChanged 87 SP:Iteration 3F (6665.924704 sec): 3 clusters Score: Raw -116169.741767 + Penalty 2379.171263 = -113790.570504 nChanged 71 SP:Iteration 4Q (6665.976318 sec): 3 clusters Score: Raw -116234.723392 + Penalty 2379.171263 = -113855.552129 nChanged 48 SP:Iteration 5Q (6666.016387 sec): 3 clusters Score: Raw -116272.000797 + Penalty 2379.171263 = -113892.829534 nChanged 36 SP:Iteration 6Q (6666.058671 sec): 3 clusters Score: Raw -116309.687322 + Penalty 2379.171263 = -113930.516060 nChanged 50 SP:Iteration 7Q (6666.107855 sec): 3 clusters Score: Raw -116358.644358 + Penalty 2379.171263 = -113979.473095 nChanged 38 SP:Iteration 8Q (6666.155330 sec): 3 clusters Score: Raw -116403.492400 + Penalty 2379.171263 = -114024.321137 nChanged 25 SP:Iteration 9Q (6666.189284 sec): 3 clusters Score: Raw -116431.818728 + Penalty 2379.171263 = -114052.647465 nChanged 22 SP:Iteration 10Q (6666.240212 sec): 3 clusters Score: Raw -116455.189757 + Penalty 2379.171263 = -114076.018495 nChanged 17 SP:Iteration 11Q (6666.284074 sec): 3 clusters Score: Raw -116465.345571 + Penalty 2379.171263 = -114086.174308 nChanged 9 SP:Iteration 12Q (6666.316503 sec): 3 clusters Score: Raw -116471.460878 + Penalty 2379.171263 = -114092.289616 nChanged 8 SP:Iteration 13Q (6666.357535 sec): 3 clusters Score: Raw -116477.836107 + Penalty 2379.171263 = -114098.664845 nChanged 6 SP:Iteration 14Q (6666.399795 sec): 3 clusters Score: Raw -116483.478400 + Penalty 2379.171263 = -114104.307137 nChanged 6 SP:Iteration 15Q (6666.444639 sec): 3 clusters Score: Raw -116487.414298 + Penalty 2379.171263 = -114108.243036 nChanged 6 SP:Iteration 16Q (6666.491431 sec): 3 clusters Score: Raw -116490.332926 + Penalty 2379.171263 = -114111.161664 nChanged 6 SP:Iteration 17Q (6666.549907 sec): 3 clusters Score: Raw -116495.506223 + Penalty 2379.171263 = -114116.334961 nChanged 4 SP:Iteration 18Q (6666.586139 sec): 3 clusters Score: Raw -116497.318159 + Penalty 2379.171263 = -114118.146896 nChanged 6 SP:Iteration 19Q (6666.637399 sec): 3 clusters Score: Raw -116507.552957 + Penalty 2379.171263 = -114128.381694 nChanged 10 SP:Iteration 20F (6666.684932 sec): 3 clusters Score: Raw -116519.340814 + Penalty 2379.171263 = -114140.169551 nChanged 6 SP:Iteration 21Q (6666.734971 sec): 3 clusters Score: Raw -116523.853389 + Penalty 2379.171263 = -114144.682126 nChanged 4 SP:Iteration 22Q (6666.777963 sec): 3 clusters Score: Raw -116528.388388 + Penalty 2379.171263 = -114149.217126 nChanged 5 SP:Iteration 23Q (6666.833444 sec): 3 clusters Score: Raw -116534.838159 + Penalty 2379.171263 = -114155.666896 nChanged 5 SP:Iteration 24Q (6666.870746 sec): 3 clusters Score: Raw -116537.146310 + Penalty 2379.171263 = -114157.975047 nChanged 5 SP:Iteration 25Q (6666.924250 sec): 3 clusters Score: Raw -116541.157407 + Penalty 2379.171263 = -114161.986145 nChanged 5 SP:Iteration 26Q (6666.966413 sec): 3 clusters Score: Raw -116543.357470 + Penalty 2379.171263 = -114164.186207 nChanged 4 SP:Iteration 27Q (6667.006217 sec): 3 clusters Score: Raw -116545.857193 + Penalty 2379.171263 = -114166.685930 nChanged 2 SP:Iteration 28Q (6667.055358 sec): 3 clusters Score: Raw -116549.108434 + Penalty 2379.171263 = -114169.937172 nChanged 4 SP:Iteration 29Q (6667.113001 sec): 3 clusters Score: Raw -116553.158005 + Penalty 2379.171263 = -114173.986742 nChanged 3 SP:Iteration 30Q (6667.164960 sec): 3 clusters Score: Raw -116554.718369 + Penalty 2379.171263 = -114175.547106 nChanged 0 SP:Iteration 31F (6667.203380 sec): 3 clusters Score: Raw -116554.718369 + Penalty 2379.171263 = -114175.547106 nChanged 0 Trying to split cluster 33 (19914 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6667.261259 sec): 2 clusters Score: Raw -1673865.339368 + Penalty 1608.616471 = -1672256.722897 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6667.343895 sec): 3 clusters Score: Raw -1661904.018729 + Penalty 3217.232941 = -1658686.785787 nChanged 9011 SP:Iteration 1F (6667.420998 sec): 3 clusters Score: Raw -1667144.865316 + Penalty 3217.232941 = -1663927.632374 nChanged 1436 SP:Iteration 2F (6667.498102 sec): 3 clusters Score: Raw -1668139.908619 + Penalty 3217.232941 = -1664922.675677 nChanged 1734 SP:Iteration 3F (6667.563912 sec): 3 clusters Score: Raw -1669560.948874 + Penalty 3217.232941 = -1666343.715932 nChanged 1762 SP:Iteration 4F (6667.651616 sec): 3 clusters Score: Raw -1671056.131160 + Penalty 3217.232941 = -1667838.898219 nChanged 1465 SP:Iteration 5F (6667.723899 sec): 3 clusters Score: Raw -1672120.931790 + Penalty 3217.232941 = -1668903.698848 nChanged 990 SP:Iteration 6Q (6667.793661 sec): 3 clusters Score: Raw -1672708.185709 + Penalty 3217.232941 = -1669490.952768 nChanged 616 SP:Iteration 7Q (6667.865906 sec): 3 clusters Score: Raw -1673053.795277 + Penalty 3217.232941 = -1669836.562336 nChanged 473 SP:Iteration 8Q (6667.942148 sec): 3 clusters Score: Raw -1673330.316812 + Penalty 3217.232941 = -1670113.083871 nChanged 367 SP:Iteration 9Q (6668.031346 sec): 3 clusters Score: Raw -1673570.763083 + Penalty 3217.232941 = -1670353.530142 nChanged 278 SP:Iteration 10Q (6668.100950 sec): 3 clusters Score: Raw -1673773.605597 + Penalty 3217.232941 = -1670556.372656 nChanged 272 SP:Iteration 11Q (6668.173270 sec): 3 clusters Score: Raw -1673978.651371 + Penalty 3217.232941 = -1670761.418430 nChanged 240 SP:Iteration 12Q (6668.262808 sec): 3 clusters Score: Raw -1674126.959954 + Penalty 3217.232941 = -1670909.727013 nChanged 191 SP:Iteration 13Q (6668.331622 sec): 3 clusters Score: Raw -1674205.463365 + Penalty 3217.232941 = -1670988.230424 nChanged 124 SP:Iteration 14Q (6668.405857 sec): 3 clusters Score: Raw -1674258.075457 + Penalty 3217.232941 = -1671040.842516 nChanged 102 SP:Iteration 15Q (6668.477684 sec): 3 clusters Score: Raw -1674290.905344 + Penalty 3217.232941 = -1671073.672402 nChanged 94 SP:Iteration 16Q (6668.563895 sec): 3 clusters Score: Raw -1674314.983870 + Penalty 3217.232941 = -1671097.750929 nChanged 71 SP:Iteration 17Q (6668.619707 sec): 3 clusters Score: Raw -1674331.485046 + Penalty 3217.232941 = -1671114.252104 nChanged 53 SP:Iteration 18Q (6668.685137 sec): 3 clusters Score: Raw -1674343.708549 + Penalty 3217.232941 = -1671126.475608 nChanged 42 SP:Iteration 19Q (6668.770319 sec): 3 clusters Score: Raw -1674354.696346 + Penalty 3217.232941 = -1671137.463405 nChanged 42 SP:Iteration 20F (6668.846091 sec): 3 clusters Score: Raw -1674362.562732 + Penalty 3217.232941 = -1671145.329791 nChanged 33 SP:Iteration 21Q (6668.916523 sec): 3 clusters Score: Raw -1674367.330138 + Penalty 3217.232941 = -1671150.097196 nChanged 32 SP:Iteration 22Q (6668.999827 sec): 3 clusters Score: Raw -1674373.486410 + Penalty 3217.232941 = -1671156.253469 nChanged 25 SP:Iteration 23Q (6669.068072 sec): 3 clusters Score: Raw -1674376.659136 + Penalty 3217.232941 = -1671159.426195 nChanged 21 SP:Iteration 24Q (6669.134351 sec): 3 clusters Score: Raw -1674380.221349 + Penalty 3217.232941 = -1671162.988408 nChanged 25 SP:Iteration 25Q (6669.216554 sec): 3 clusters Score: Raw -1674383.369049 + Penalty 3217.232941 = -1671166.136107 nChanged 17 SP:Iteration 26Q (6669.282950 sec): 3 clusters Score: Raw -1674385.474140 + Penalty 3217.232941 = -1671168.241199 nChanged 16 SP:Iteration 27Q (6669.352028 sec): 3 clusters Score: Raw -1674387.799985 + Penalty 3217.232941 = -1671170.567044 nChanged 12 SP:Iteration 28Q (6669.433585 sec): 3 clusters Score: Raw -1674389.422600 + Penalty 3217.232941 = -1671172.189659 nChanged 16 SP:Iteration 29Q (6669.510308 sec): 3 clusters Score: Raw -1674391.441562 + Penalty 3217.232941 = -1671174.208621 nChanged 20 SP:Iteration 30Q (6669.580337 sec): 3 clusters Score: Raw -1674393.875172 + Penalty 3217.232941 = -1671176.642231 nChanged 16 SP:Iteration 31Q (6669.658809 sec): 3 clusters Score: Raw -1674395.424202 + Penalty 3217.232941 = -1671178.191261 nChanged 9 SP:Iteration 32Q (6669.727422 sec): 3 clusters Score: Raw -1674396.298884 + Penalty 3217.232941 = -1671179.065942 nChanged 10 SP:Iteration 33Q (6669.796641 sec): 3 clusters Score: Raw -1674397.736814 + Penalty 3217.232941 = -1671180.503873 nChanged 9 SP:Iteration 34Q (6669.878568 sec): 3 clusters Score: Raw -1674398.753652 + Penalty 3217.232941 = -1671181.520711 nChanged 12 SP:Iteration 35Q (6669.954683 sec): 3 clusters Score: Raw -1674400.850933 + Penalty 3217.232941 = -1671183.617991 nChanged 16 SP:Iteration 36Q (6670.021102 sec): 3 clusters Score: Raw -1674403.911234 + Penalty 3217.232941 = -1671186.678293 nChanged 19 SP:Iteration 37Q (6670.096477 sec): 3 clusters Score: Raw -1674407.666677 + Penalty 3217.232941 = -1671190.433736 nChanged 18 SP:Iteration 38Q (6670.169813 sec): 3 clusters Score: Raw -1674410.911572 + Penalty 3217.232941 = -1671193.678631 nChanged 17 SP:Iteration 39Q (6670.239714 sec): 3 clusters Score: Raw -1674413.640991 + Penalty 3217.232941 = -1671196.408050 nChanged 22 SP:Iteration 40F (6670.316966 sec): 3 clusters Score: Raw -1674417.248722 + Penalty 3217.232941 = -1671200.015780 nChanged 14 SP:Iteration 41Q (6670.389233 sec): 3 clusters Score: Raw -1674418.882942 + Penalty 3217.232941 = -1671201.650001 nChanged 6 SP:Iteration 42Q (6670.433684 sec): 3 clusters Score: Raw -1674419.811345 + Penalty 3217.232941 = -1671202.578404 nChanged 9 SP:Iteration 43Q (6670.519145 sec): 3 clusters Score: Raw -1674420.876721 + Penalty 3217.232941 = -1671203.643779 nChanged 3 SP:Iteration 44Q (6670.588958 sec): 3 clusters Score: Raw -1674421.184943 + Penalty 3217.232941 = -1671203.952002 nChanged 3 SP:Iteration 45Q (6670.661953 sec): 3 clusters Score: Raw -1674421.473968 + Penalty 3217.232941 = -1671204.241027 nChanged 2 SP:Iteration 46Q (6670.731420 sec): 3 clusters Score: Raw -1674421.617179 + Penalty 3217.232941 = -1671204.384238 nChanged 0 SP:Iteration 47F (6670.814526 sec): 3 clusters Score: Raw -1674421.617179 + Penalty 3217.232941 = -1671204.384238 nChanged 0 Trying to split cluster 34 (4123 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6670.843332 sec): 2 clusters Score: Raw -297782.647375 + Penalty 1352.704654 = -296429.942720 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6670.897775 sec): 3 clusters Score: Raw -295734.320008 + Penalty 2705.409308 = -293028.910700 nChanged 1608 SP:Iteration 1F (6670.949403 sec): 3 clusters Score: Raw -296659.757779 + Penalty 2705.409308 = -293954.348471 nChanged 291 SP:Iteration 2F (6671.000154 sec): 3 clusters Score: Raw -296826.572755 + Penalty 2705.409308 = -294121.163447 nChanged 226 SP:Iteration 3F (6671.047190 sec): 3 clusters Score: Raw -296956.420394 + Penalty 2705.409308 = -294251.011085 nChanged 194 SP:Iteration 4Q (6671.092592 sec): 3 clusters Score: Raw -297088.234221 + Penalty 2705.409308 = -294382.824913 nChanged 191 SP:Iteration 5Q (6671.146995 sec): 3 clusters Score: Raw -297231.393117 + Penalty 2705.409308 = -294525.983808 nChanged 211 SP:Iteration 6F (6671.209252 sec): 3 clusters Score: Raw -297383.333441 + Penalty 2705.409308 = -294677.924133 nChanged 208 SP:Iteration 7F (6671.243652 sec): 3 clusters Score: Raw -297532.266169 + Penalty 2705.409308 = -294826.856861 nChanged 185 SP:Iteration 8Q (6671.295286 sec): 3 clusters Score: Raw -297661.181530 + Penalty 2705.409308 = -294955.772222 nChanged 176 SP:Iteration 9Q (6671.349828 sec): 3 clusters Score: Raw -297781.963257 + Penalty 2705.409308 = -295076.553948 nChanged 134 SP:Iteration 10Q (6671.403218 sec): 3 clusters Score: Raw -297881.164235 + Penalty 2705.409308 = -295175.754927 nChanged 118 SP:Iteration 11Q (6671.445486 sec): 3 clusters Score: Raw -297956.194370 + Penalty 2705.409308 = -295250.785062 nChanged 105 SP:Iteration 12Q (6671.498294 sec): 3 clusters Score: Raw -298022.565204 + Penalty 2705.409308 = -295317.155896 nChanged 96 SP:Iteration 13Q (6671.549670 sec): 3 clusters Score: Raw -298075.726263 + Penalty 2705.409308 = -295370.316955 nChanged 88 SP:Iteration 14Q (6671.598993 sec): 3 clusters Score: Raw -298133.265671 + Penalty 2705.409308 = -295427.856363 nChanged 78 SP:Iteration 15Q (6671.638985 sec): 3 clusters Score: Raw -298180.272343 + Penalty 2705.409308 = -295474.863034 nChanged 79 SP:Iteration 16Q (6671.691213 sec): 3 clusters Score: Raw -298219.947685 + Penalty 2705.409308 = -295514.538377 nChanged 64 SP:Iteration 17Q (6671.751593 sec): 3 clusters Score: Raw -298245.841395 + Penalty 2705.409308 = -295540.432086 nChanged 52 SP:Iteration 18Q (6671.793829 sec): 3 clusters Score: Raw -298268.303887 + Penalty 2705.409308 = -295562.894579 nChanged 47 SP:Iteration 19Q (6671.847865 sec): 3 clusters Score: Raw -298293.569258 + Penalty 2705.409308 = -295588.159950 nChanged 46 SP:Iteration 20F (6671.908485 sec): 3 clusters Score: Raw -298316.456865 + Penalty 2705.409308 = -295611.047557 nChanged 49 SP:Iteration 21Q (6671.952143 sec): 3 clusters Score: Raw -298339.244500 + Penalty 2705.409308 = -295633.835192 nChanged 41 SP:Iteration 22Q (6671.997829 sec): 3 clusters Score: Raw -298356.979515 + Penalty 2705.409308 = -295651.570207 nChanged 36 SP:Iteration 23Q (6672.054657 sec): 3 clusters Score: Raw -298371.570924 + Penalty 2705.409308 = -295666.161616 nChanged 37 SP:Iteration 24Q (6672.106776 sec): 3 clusters Score: Raw -298385.699473 + Penalty 2705.409308 = -295680.290165 nChanged 30 SP:Iteration 25Q (6672.160697 sec): 3 clusters Score: Raw -298395.403773 + Penalty 2705.409308 = -295689.994465 nChanged 27 SP:Iteration 26Q (6672.207704 sec): 3 clusters Score: Raw -298404.305527 + Penalty 2705.409308 = -295698.896219 nChanged 24 SP:Iteration 27Q (6672.250303 sec): 3 clusters Score: Raw -298411.870680 + Penalty 2705.409308 = -295706.461372 nChanged 15 SP:Iteration 28Q (6672.310677 sec): 3 clusters Score: Raw -298416.005007 + Penalty 2705.409308 = -295710.595699 nChanged 16 SP:Iteration 29Q (6672.351039 sec): 3 clusters Score: Raw -298421.000992 + Penalty 2705.409308 = -295715.591684 nChanged 15 SP:Iteration 30Q (6672.401476 sec): 3 clusters Score: Raw -298426.424861 + Penalty 2705.409308 = -295721.015552 nChanged 20 SP:Iteration 31Q (6672.445250 sec): 3 clusters Score: Raw -298433.679980 + Penalty 2705.409308 = -295728.270672 nChanged 21 SP:Iteration 32Q (6672.485629 sec): 3 clusters Score: Raw -298439.681970 + Penalty 2705.409308 = -295734.272662 nChanged 16 SP:Iteration 33Q (6672.540576 sec): 3 clusters Score: Raw -298445.437639 + Penalty 2705.409308 = -295740.028330 nChanged 14 SP:Iteration 34Q (6672.597454 sec): 3 clusters Score: Raw -298449.110098 + Penalty 2705.409308 = -295743.700790 nChanged 12 SP:Iteration 35Q (6672.647152 sec): 3 clusters Score: Raw -298451.855933 + Penalty 2705.409308 = -295746.446625 nChanged 13 SP:Iteration 36Q (6672.692218 sec): 3 clusters Score: Raw -298455.600292 + Penalty 2705.409308 = -295750.190984 nChanged 13 SP:Iteration 37Q (6672.755670 sec): 3 clusters Score: Raw -298458.575436 + Penalty 2705.409308 = -295753.166128 nChanged 12 SP:Iteration 38Q (6672.793684 sec): 3 clusters Score: Raw -298461.778509 + Penalty 2705.409308 = -295756.369201 nChanged 11 SP:Iteration 39Q (6672.856443 sec): 3 clusters Score: Raw -298464.765368 + Penalty 2705.409308 = -295759.356060 nChanged 10 SP:Iteration 40F (6672.903157 sec): 3 clusters Score: Raw -298467.733236 + Penalty 2705.409308 = -295762.323927 nChanged 11 SP:Iteration 41Q (6672.943540 sec): 3 clusters Score: Raw -298471.265848 + Penalty 2705.409308 = -295765.856539 nChanged 10 SP:Iteration 42Q (6673.003295 sec): 3 clusters Score: Raw -298474.570803 + Penalty 2705.409308 = -295769.161495 nChanged 8 SP:Iteration 43Q (6673.049952 sec): 3 clusters Score: Raw -298476.376244 + Penalty 2705.409308 = -295770.966936 nChanged 4 SP:Iteration 44Q (6673.094170 sec): 3 clusters Score: Raw -298477.026055 + Penalty 2705.409308 = -295771.616747 nChanged 4 SP:Iteration 45Q (6673.147308 sec): 3 clusters Score: Raw -298477.719320 + Penalty 2705.409308 = -295772.310012 nChanged 4 SP:Iteration 46Q (6673.203044 sec): 3 clusters Score: Raw -298479.141073 + Penalty 2705.409308 = -295773.731764 nChanged 8 SP:Iteration 47Q (6673.257781 sec): 3 clusters Score: Raw -298480.861456 + Penalty 2705.409308 = -295775.452148 nChanged 3 SP:Iteration 48Q (6673.306978 sec): 3 clusters Score: Raw -298481.684932 + Penalty 2705.409308 = -295776.275624 nChanged 1 SP:Iteration 49Q (6673.349986 sec): 3 clusters Score: Raw -298481.947119 + Penalty 2705.409308 = -295776.537810 nChanged 2 SP:Iteration 50Q (6673.403276 sec): 3 clusters Score: Raw -298482.513889 + Penalty 2705.409308 = -295777.104581 nChanged 0 SP:Iteration 51F (6673.460461 sec): 3 clusters Score: Raw -298482.513889 + Penalty 2705.409308 = -295777.104581 nChanged 0 Trying to split cluster 35 (3064 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6673.484672 sec): 2 clusters Score: Raw -237436.119614 + Penalty 1304.464936 = -236131.654678 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6673.534939 sec): 3 clusters Score: Raw -236071.451847 + Penalty 2608.929873 = -233462.521975 nChanged 1173 SP:Iteration 1F (6673.573626 sec): 3 clusters Score: Raw -237088.423584 + Penalty 2608.929873 = -234479.493712 nChanged 336 SP:Iteration 2F (6673.636251 sec): 3 clusters Score: Raw -237598.496581 + Penalty 2608.929873 = -234989.566709 nChanged 299 SP:Iteration 3F (6673.684617 sec): 3 clusters Score: Raw -238104.143095 + Penalty 2608.929873 = -235495.213222 nChanged 291 SP:Iteration 4F (6673.723870 sec): 3 clusters Score: Raw -238562.189168 + Penalty 2608.929873 = -235953.259295 nChanged 221 SP:Iteration 5F (6673.783631 sec): 3 clusters Score: Raw -238872.336506 + Penalty 2608.929873 = -236263.406633 nChanged 132 SP:Iteration 6Q (6673.831363 sec): 3 clusters Score: Raw -239016.245418 + Penalty 2608.929873 = -236407.315545 nChanged 72 SP:Iteration 7Q (6673.871971 sec): 3 clusters Score: Raw -239119.691469 + Penalty 2608.929873 = -236510.761597 nChanged 52 SP:Iteration 8Q (6673.924534 sec): 3 clusters Score: Raw -239202.826171 + Penalty 2608.929873 = -236593.896299 nChanged 39 SP:Iteration 9Q (6673.978390 sec): 3 clusters Score: Raw -239237.468902 + Penalty 2608.929873 = -236628.539029 nChanged 20 SP:Iteration 10Q (6674.032621 sec): 3 clusters Score: Raw -239246.469744 + Penalty 2608.929873 = -236637.539871 nChanged 4 SP:Iteration 11Q (6674.078718 sec): 3 clusters Score: Raw -239247.954843 + Penalty 2608.929873 = -236639.024970 nChanged 3 SP:Iteration 12Q (6674.114941 sec): 3 clusters Score: Raw -239249.454978 + Penalty 2608.929873 = -236640.525106 nChanged 1 SP:Iteration 13Q (6674.163600 sec): 3 clusters Score: Raw -239249.589296 + Penalty 2608.929873 = -236640.659423 nChanged 0 SP:Iteration 14F (6674.204746 sec): 3 clusters Score: Raw -239254.034123 + Penalty 2608.929873 = -236645.104250 nChanged 2 SP:Iteration 15Q (6674.246883 sec): 3 clusters Score: Raw -239258.695531 + Penalty 2608.929873 = -236649.765658 nChanged 4 SP:Iteration 16Q (6674.294176 sec): 3 clusters Score: Raw -239260.730361 + Penalty 2608.929873 = -236651.800488 nChanged 1 SP:Iteration 17Q (6674.348934 sec): 3 clusters Score: Raw -239260.956017 + Penalty 2608.929873 = -236652.026145 nChanged 1 SP:Iteration 18Q (6674.391076 sec): 3 clusters Score: Raw -239261.253834 + Penalty 2608.929873 = -236652.323961 nChanged 0 SP:Iteration 19F (6674.432324 sec): 3 clusters Score: Raw -239261.253834 + Penalty 2608.929873 = -236652.323961 nChanged 0 Score: Raw -49145855.414892 + Penalty 88911.006508 = -49056944.408384 Splitting cluster 35 changes total score from -49057287.524898 to -49056944.408384 So it's not getting split. Trying to split cluster 36 (1127 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6691.200680 sec): 2 clusters Score: Raw -84267.431916 + Penalty 1141.938609 = -83125.493308 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6691.248415 sec): 3 clusters Score: Raw -83903.995969 + Penalty 2283.877217 = -81620.118752 nChanged 371 SP:Iteration 1F (6691.287255 sec): 3 clusters Score: Raw -84256.674169 + Penalty 2283.877217 = -81972.796952 nChanged 98 SP:Iteration 2F (6691.335679 sec): 3 clusters Score: Raw -84381.189889 + Penalty 2283.877217 = -82097.312672 nChanged 70 SP:Iteration 3F (6691.382365 sec): 3 clusters Score: Raw -84508.967364 + Penalty 2283.877217 = -82225.090146 nChanged 56 SP:Iteration 4Q (6691.427347 sec): 3 clusters Score: Raw -84612.368275 + Penalty 2283.877217 = -82328.491057 nChanged 46 SP:Iteration 5Q (6691.470370 sec): 3 clusters Score: Raw -84701.331735 + Penalty 2283.877217 = -82417.454518 nChanged 38 SP:Iteration 6Q (6691.512015 sec): 3 clusters Score: Raw -84750.615840 + Penalty 2283.877217 = -82466.738623 nChanged 33 SP:Iteration 7Q (6691.566804 sec): 3 clusters Score: Raw -84786.972330 + Penalty 2283.877217 = -82503.095113 nChanged 17 SP:Iteration 8Q (6691.618152 sec): 3 clusters Score: Raw -84803.461247 + Penalty 2283.877217 = -82519.584030 nChanged 8 SP:Iteration 9Q (6691.665861 sec): 3 clusters Score: Raw -84811.765483 + Penalty 2283.877217 = -82527.888266 nChanged 7 SP:Iteration 10Q (6691.698414 sec): 3 clusters Score: Raw -84821.644534 + Penalty 2283.877217 = -82537.767317 nChanged 9 SP:Iteration 11Q (6691.743782 sec): 3 clusters Score: Raw -84829.558261 + Penalty 2283.877217 = -82545.681044 nChanged 6 SP:Iteration 12Q (6691.800045 sec): 3 clusters Score: Raw -84833.539030 + Penalty 2283.877217 = -82549.661813 nChanged 2 SP:Iteration 13Q (6691.843523 sec): 3 clusters Score: Raw -84834.786375 + Penalty 2283.877217 = -82550.909158 nChanged 1 SP:Iteration 14Q (6691.888044 sec): 3 clusters Score: Raw -84835.528858 + Penalty 2283.877217 = -82551.651641 nChanged 0 SP:Iteration 15F (6691.934691 sec): 3 clusters Score: Raw -84835.528858 + Penalty 2283.877217 = -82551.651641 nChanged 0 Trying to split cluster 37 (5584 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6691.969988 sec): 2 clusters Score: Raw -457545.774807 + Penalty 1401.994855 = -456143.779952 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6692.029588 sec): 3 clusters Score: Raw -454478.841833 + Penalty 2803.989709 = -451674.852123 nChanged 2363 SP:Iteration 1F (6692.065009 sec): 3 clusters Score: Raw -455776.502613 + Penalty 2803.989709 = -452972.512904 nChanged 461 SP:Iteration 2F (6692.117527 sec): 3 clusters Score: Raw -456033.104668 + Penalty 2803.989709 = -453229.114959 nChanged 359 SP:Iteration 3F (6692.172732 sec): 3 clusters Score: Raw -456262.963127 + Penalty 2803.989709 = -453458.973418 nChanged 324 SP:Iteration 4F (6692.215600 sec): 3 clusters Score: Raw -456480.598837 + Penalty 2803.989709 = -453676.609127 nChanged 305 SP:Iteration 5F (6692.281024 sec): 3 clusters Score: Raw -456773.642403 + Penalty 2803.989709 = -453969.652694 nChanged 336 SP:Iteration 6F (6692.334965 sec): 3 clusters Score: Raw -457140.297381 + Penalty 2803.989709 = -454336.307671 nChanged 342 SP:Iteration 7F (6692.384133 sec): 3 clusters Score: Raw -457536.505420 + Penalty 2803.989709 = -454732.515711 nChanged 329 SP:Iteration 8F (6692.438817 sec): 3 clusters Score: Raw -457889.861548 + Penalty 2803.989709 = -455085.871838 nChanged 276 SP:Iteration 9Q (6692.494263 sec): 3 clusters Score: Raw -458146.544839 + Penalty 2803.989709 = -455342.555129 nChanged 190 SP:Iteration 10Q (6692.551404 sec): 3 clusters Score: Raw -458291.289171 + Penalty 2803.989709 = -455487.299461 nChanged 119 SP:Iteration 11Q (6692.608583 sec): 3 clusters Score: Raw -458371.392204 + Penalty 2803.989709 = -455567.402494 nChanged 79 SP:Iteration 12Q (6692.659195 sec): 3 clusters Score: Raw -458417.371147 + Penalty 2803.989709 = -455613.381437 nChanged 62 SP:Iteration 13Q (6692.719968 sec): 3 clusters Score: Raw -458446.830990 + Penalty 2803.989709 = -455642.841281 nChanged 46 SP:Iteration 14Q (6692.773182 sec): 3 clusters Score: Raw -458469.505499 + Penalty 2803.989709 = -455665.515790 nChanged 37 SP:Iteration 15Q (6692.819283 sec): 3 clusters Score: Raw -458486.224828 + Penalty 2803.989709 = -455682.235119 nChanged 27 SP:Iteration 16Q (6692.879964 sec): 3 clusters Score: Raw -458499.250040 + Penalty 2803.989709 = -455695.260331 nChanged 30 SP:Iteration 17Q (6692.933218 sec): 3 clusters Score: Raw -458513.566727 + Penalty 2803.989709 = -455709.577018 nChanged 36 SP:Iteration 18Q (6692.985980 sec): 3 clusters Score: Raw -458527.977749 + Penalty 2803.989709 = -455723.988039 nChanged 32 SP:Iteration 19Q (6693.034038 sec): 3 clusters Score: Raw -458538.514107 + Penalty 2803.989709 = -455734.524397 nChanged 22 SP:Iteration 20F (6693.096500 sec): 3 clusters Score: Raw -458545.355238 + Penalty 2803.989709 = -455741.365529 nChanged 18 SP:Iteration 21Q (6693.159356 sec): 3 clusters Score: Raw -458550.659740 + Penalty 2803.989709 = -455746.670030 nChanged 19 SP:Iteration 22Q (6693.202562 sec): 3 clusters Score: Raw -458557.024113 + Penalty 2803.989709 = -455753.034404 nChanged 17 SP:Iteration 23Q (6693.260036 sec): 3 clusters Score: Raw -458563.089088 + Penalty 2803.989709 = -455759.099378 nChanged 8 SP:Iteration 24Q (6693.316077 sec): 3 clusters Score: Raw -458564.805173 + Penalty 2803.989709 = -455760.815464 nChanged 0 SP:Iteration 25F (6693.369171 sec): 3 clusters Score: Raw -458564.805173 + Penalty 2803.989709 = -455760.815464 nChanged 0 Trying to split cluster 38 (38111 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6693.456546 sec): 2 clusters Score: Raw -3185598.852499 + Penalty 1714.091963 = -3183884.760536 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6693.565235 sec): 3 clusters Score: Raw -3161839.090945 + Penalty 3428.183926 = -3158410.907019 nChanged 17743 SP:Iteration 1F (6693.680562 sec): 3 clusters Score: Raw -3172032.032917 + Penalty 3428.183926 = -3168603.848991 nChanged 1807 SP:Iteration 2Q (6693.797718 sec): 3 clusters Score: Raw -3172763.193001 + Penalty 3428.183926 = -3169335.009075 nChanged 1790 SP:Iteration 3Q (6693.907064 sec): 3 clusters Score: Raw -3173656.740543 + Penalty 3428.183926 = -3170228.556618 nChanged 1952 SP:Iteration 4F (6694.027384 sec): 3 clusters Score: Raw -3174903.983628 + Penalty 3428.183926 = -3171475.799703 nChanged 2190 SP:Iteration 5F (6694.140802 sec): 3 clusters Score: Raw -3176437.662560 + Penalty 3428.183926 = -3173009.478635 nChanged 2118 SP:Iteration 6F (6694.240893 sec): 3 clusters Score: Raw -3177975.824397 + Penalty 3428.183926 = -3174547.640471 nChanged 2063 SP:Iteration 7F (6694.356272 sec): 3 clusters Score: Raw -3179497.448890 + Penalty 3428.183926 = -3176069.264964 nChanged 1881 SP:Iteration 8Q (6694.470983 sec): 3 clusters Score: Raw -3180818.294861 + Penalty 3428.183926 = -3177390.110935 nChanged 1621 SP:Iteration 9Q (6694.577345 sec): 3 clusters Score: Raw -3181801.163841 + Penalty 3428.183926 = -3178372.979915 nChanged 1362 SP:Iteration 10Q (6694.686842 sec): 3 clusters Score: Raw -3182510.224500 + Penalty 3428.183926 = -3179082.040574 nChanged 1087 SP:Iteration 11Q (6694.788355 sec): 3 clusters Score: Raw -3182994.609181 + Penalty 3428.183926 = -3179566.425255 nChanged 888 SP:Iteration 12Q (6694.899460 sec): 3 clusters Score: Raw -3183368.632982 + Penalty 3428.183926 = -3179940.449056 nChanged 777 SP:Iteration 13Q (6695.011703 sec): 3 clusters Score: Raw -3183677.480717 + Penalty 3428.183926 = -3180249.296792 nChanged 669 SP:Iteration 14Q (6695.111363 sec): 3 clusters Score: Raw -3183932.942149 + Penalty 3428.183926 = -3180504.758223 nChanged 598 SP:Iteration 15Q (6695.225910 sec): 3 clusters Score: Raw -3184158.507016 + Penalty 3428.183926 = -3180730.323090 nChanged 577 SP:Iteration 16Q (6695.332953 sec): 3 clusters Score: Raw -3184375.843242 + Penalty 3428.183926 = -3180947.659316 nChanged 513 SP:Iteration 17Q (6695.427952 sec): 3 clusters Score: Raw -3184576.907754 + Penalty 3428.183926 = -3181148.723828 nChanged 477 SP:Iteration 18Q (6695.534742 sec): 3 clusters Score: Raw -3184766.733065 + Penalty 3428.183926 = -3181338.549139 nChanged 431 SP:Iteration 19Q (6695.641717 sec): 3 clusters Score: Raw -3184934.200747 + Penalty 3428.183926 = -3181506.016821 nChanged 374 SP:Iteration 20F (6695.733455 sec): 3 clusters Score: Raw -3185087.516119 + Penalty 3428.183926 = -3181659.332193 nChanged 341 SP:Iteration 21Q (6695.828412 sec): 3 clusters Score: Raw -3185223.872921 + Penalty 3428.183926 = -3181795.688995 nChanged 294 SP:Iteration 22Q (6695.937655 sec): 3 clusters Score: Raw -3185343.850966 + Penalty 3428.183926 = -3181915.667040 nChanged 238 SP:Iteration 23Q (6696.036022 sec): 3 clusters Score: Raw -3185437.742477 + Penalty 3428.183926 = -3182009.558551 nChanged 186 SP:Iteration 24Q (6696.126763 sec): 3 clusters Score: Raw -3185508.601647 + Penalty 3428.183926 = -3182080.417721 nChanged 148 SP:Iteration 25Q (6696.228743 sec): 3 clusters Score: Raw -3185560.749260 + Penalty 3428.183926 = -3182132.565334 nChanged 120 SP:Iteration 26Q (6696.318845 sec): 3 clusters Score: Raw -3185611.064972 + Penalty 3428.183926 = -3182182.881046 nChanged 110 SP:Iteration 27Q (6696.428422 sec): 3 clusters Score: Raw -3185657.855784 + Penalty 3428.183926 = -3182229.671859 nChanged 96 SP:Iteration 28Q (6696.527574 sec): 3 clusters Score: Raw -3185694.909235 + Penalty 3428.183926 = -3182266.725309 nChanged 84 SP:Iteration 29Q (6696.630653 sec): 3 clusters Score: Raw -3185727.843500 + Penalty 3428.183926 = -3182299.659574 nChanged 70 SP:Iteration 30Q (6696.725166 sec): 3 clusters Score: Raw -3185751.511917 + Penalty 3428.183926 = -3182323.327992 nChanged 53 SP:Iteration 31Q (6696.824739 sec): 3 clusters Score: Raw -3185768.090514 + Penalty 3428.183926 = -3182339.906588 nChanged 37 SP:Iteration 32Q (6696.912948 sec): 3 clusters Score: Raw -3185782.148815 + Penalty 3428.183926 = -3182353.964889 nChanged 41 SP:Iteration 33Q (6697.021919 sec): 3 clusters Score: Raw -3185796.690700 + Penalty 3428.183926 = -3182368.506774 nChanged 33 SP:Iteration 34Q (6697.121735 sec): 3 clusters Score: Raw -3185808.602719 + Penalty 3428.183926 = -3182380.418793 nChanged 32 SP:Iteration 35Q (6697.215504 sec): 3 clusters Score: Raw -3185819.705246 + Penalty 3428.183926 = -3182391.521320 nChanged 26 SP:Iteration 36Q (6697.318949 sec): 3 clusters Score: Raw -3185829.847798 + Penalty 3428.183926 = -3182401.663872 nChanged 28 SP:Iteration 37Q (6697.407129 sec): 3 clusters Score: Raw -3185838.614819 + Penalty 3428.183926 = -3182410.430894 nChanged 23 SP:Iteration 38Q (6697.503261 sec): 3 clusters Score: Raw -3185845.640004 + Penalty 3428.183926 = -3182417.456078 nChanged 23 SP:Iteration 39Q (6697.595446 sec): 3 clusters Score: Raw -3185854.411993 + Penalty 3428.183926 = -3182426.228067 nChanged 22 SP:Iteration 40F (6697.707936 sec): 3 clusters Score: Raw -3185863.385789 + Penalty 3428.183926 = -3182435.201863 nChanged 18 SP:Iteration 41Q (6697.800761 sec): 3 clusters Score: Raw -3185868.865047 + Penalty 3428.183926 = -3182440.681121 nChanged 12 SP:Iteration 42Q (6697.890356 sec): 3 clusters Score: Raw -3185873.485425 + Penalty 3428.183926 = -3182445.301499 nChanged 19 SP:Iteration 43Q (6697.981979 sec): 3 clusters Score: Raw -3185880.985050 + Penalty 3428.183926 = -3182452.801124 nChanged 19 SP:Iteration 44Q (6698.081888 sec): 3 clusters Score: Raw -3185888.332465 + Penalty 3428.183926 = -3182460.148539 nChanged 16 SP:Iteration 45Q (6698.175081 sec): 3 clusters Score: Raw -3185892.025335 + Penalty 3428.183926 = -3182463.841409 nChanged 11 SP:Iteration 46Q (6698.275021 sec): 3 clusters Score: Raw -3185896.264764 + Penalty 3428.183926 = -3182468.080838 nChanged 9 SP:Iteration 47Q (6698.354558 sec): 3 clusters Score: Raw -3185899.753250 + Penalty 3428.183926 = -3182471.569324 nChanged 9 SP:Iteration 48Q (6698.454559 sec): 3 clusters Score: Raw -3185902.898023 + Penalty 3428.183926 = -3182474.714097 nChanged 5 SP:Iteration 49Q (6698.556720 sec): 3 clusters Score: Raw -3185904.407308 + Penalty 3428.183926 = -3182476.223382 nChanged 5 SP:Iteration 50Q (6698.644733 sec): 3 clusters Score: Raw -3185906.634975 + Penalty 3428.183926 = -3182478.451049 nChanged 4 SP:Iteration 51Q (6698.750160 sec): 3 clusters Score: Raw -3185907.157577 + Penalty 3428.183926 = -3182478.973651 nChanged 3 SP:Iteration 52Q (6698.843126 sec): 3 clusters Score: Raw -3185907.804408 + Penalty 3428.183926 = -3182479.620483 nChanged 3 SP:Iteration 53Q (6698.928037 sec): 3 clusters Score: Raw -3185908.720200 + Penalty 3428.183926 = -3182480.536274 nChanged 5 SP:Iteration 54Q (6699.028668 sec): 3 clusters Score: Raw -3185910.636985 + Penalty 3428.183926 = -3182482.453059 nChanged 4 SP:Iteration 55Q (6699.125832 sec): 3 clusters Score: Raw -3185911.511528 + Penalty 3428.183926 = -3182483.327602 nChanged 1 SP:Iteration 56Q (6699.212869 sec): 3 clusters Score: Raw -3185912.104156 + Penalty 3428.183926 = -3182483.920230 nChanged 3 SP:Iteration 57Q (6699.318151 sec): 3 clusters Score: Raw -3185913.679995 + Penalty 3428.183926 = -3182485.496070 nChanged 7 SP:Iteration 58Q (6699.416641 sec): 3 clusters Score: Raw -3185917.077847 + Penalty 3428.183926 = -3182488.893922 nChanged 6 SP:Iteration 59Q (6699.504596 sec): 3 clusters Score: Raw -3185918.711523 + Penalty 3428.183926 = -3182490.527598 nChanged 5 SP:Iteration 60F (6699.610865 sec): 3 clusters Score: Raw -3185920.075261 + Penalty 3428.183926 = -3182491.891335 nChanged 5 SP:Iteration 61Q (6699.706185 sec): 3 clusters Score: Raw -3185922.152410 + Penalty 3428.183926 = -3182493.968484 nChanged 6 SP:Iteration 62Q (6699.809960 sec): 3 clusters Score: Raw -3185924.368823 + Penalty 3428.183926 = -3182496.184897 nChanged 6 SP:Iteration 63Q (6699.909782 sec): 3 clusters Score: Raw -3185927.051586 + Penalty 3428.183926 = -3182498.867660 nChanged 4 SP:Iteration 64Q (6699.998734 sec): 3 clusters Score: Raw -3185928.575729 + Penalty 3428.183926 = -3182500.391803 nChanged 7 SP:Iteration 65Q (6700.105716 sec): 3 clusters Score: Raw -3185930.978414 + Penalty 3428.183926 = -3182502.794489 nChanged 5 SP:Iteration 66Q (6700.201690 sec): 3 clusters Score: Raw -3185932.783862 + Penalty 3428.183926 = -3182504.599936 nChanged 4 SP:Iteration 67Q (6700.299350 sec): 3 clusters Score: Raw -3185933.902983 + Penalty 3428.183926 = -3182505.719058 nChanged 1 SP:Iteration 68Q (6700.393389 sec): 3 clusters Score: Raw -3185934.046215 + Penalty 3428.183926 = -3182505.862289 nChanged 1 SP:Iteration 69Q (6700.484511 sec): 3 clusters Score: Raw -3185934.259690 + Penalty 3428.183926 = -3182506.075764 nChanged 1 SP:Iteration 70Q (6700.572233 sec): 3 clusters Score: Raw -3185934.547878 + Penalty 3428.183926 = -3182506.363953 nChanged 0 SP:Iteration 71F (6700.681507 sec): 3 clusters Score: Raw -3185934.547878 + Penalty 3428.183926 = -3182506.363953 nChanged 0 Trying to split cluster 39 (16117 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6700.726746 sec): 2 clusters Score: Raw -1352834.111081 + Penalty 1574.239858 = -1351259.871223 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6700.813179 sec): 3 clusters Score: Raw -1343316.150880 + Penalty 3148.479716 = -1340167.671164 nChanged 7206 SP:Iteration 1F (6700.874626 sec): 3 clusters Score: Raw -1347243.657420 + Penalty 3148.479716 = -1344095.177704 nChanged 935 SP:Iteration 2F (6700.943896 sec): 3 clusters Score: Raw -1347688.066433 + Penalty 3148.479716 = -1344539.586717 nChanged 950 SP:Iteration 3F (6701.017317 sec): 3 clusters Score: Raw -1348140.236981 + Penalty 3148.479716 = -1344991.757265 nChanged 902 SP:Iteration 4F (6701.085997 sec): 3 clusters Score: Raw -1348576.938015 + Penalty 3148.479716 = -1345428.458299 nChanged 853 SP:Iteration 5F (6701.154037 sec): 3 clusters Score: Raw -1348992.793786 + Penalty 3148.479716 = -1345844.314071 nChanged 859 SP:Iteration 6F (6701.234484 sec): 3 clusters Score: Raw -1349405.093861 + Penalty 3148.479716 = -1346256.614146 nChanged 759 SP:Iteration 7Q (6701.296314 sec): 3 clusters Score: Raw -1349744.036618 + Penalty 3148.479716 = -1346595.556903 nChanged 655 SP:Iteration 8Q (6701.365007 sec): 3 clusters Score: Raw -1350025.433952 + Penalty 3148.479716 = -1346876.954237 nChanged 594 SP:Iteration 9Q (6701.439117 sec): 3 clusters Score: Raw -1350240.889275 + Penalty 3148.479716 = -1347092.409559 nChanged 463 SP:Iteration 10Q (6701.506446 sec): 3 clusters Score: Raw -1350385.813725 + Penalty 3148.479716 = -1347237.334009 nChanged 338 SP:Iteration 11Q (6701.568531 sec): 3 clusters Score: Raw -1350479.660263 + Penalty 3148.479716 = -1347331.180547 nChanged 285 SP:Iteration 12Q (6701.634598 sec): 3 clusters Score: Raw -1350557.750936 + Penalty 3148.479716 = -1347409.271221 nChanged 246 SP:Iteration 13Q (6701.702232 sec): 3 clusters Score: Raw -1350622.132030 + Penalty 3148.479716 = -1347473.652314 nChanged 224 SP:Iteration 14Q (6701.776446 sec): 3 clusters Score: Raw -1350692.002543 + Penalty 3148.479716 = -1347543.522828 nChanged 235 SP:Iteration 15Q (6701.852336 sec): 3 clusters Score: Raw -1350775.981551 + Penalty 3148.479716 = -1347627.501836 nChanged 262 SP:Iteration 16Q (6701.924175 sec): 3 clusters Score: Raw -1350887.897362 + Penalty 3148.479716 = -1347739.417646 nChanged 310 SP:Iteration 17Q (6701.996453 sec): 3 clusters Score: Raw -1351057.871704 + Penalty 3148.479716 = -1347909.391988 nChanged 335 SP:Iteration 18Q (6702.071195 sec): 3 clusters Score: Raw -1351312.491815 + Penalty 3148.479716 = -1348164.012099 nChanged 348 SP:Iteration 19Q (6702.147639 sec): 3 clusters Score: Raw -1351608.132486 + Penalty 3148.479716 = -1348459.652770 nChanged 353 SP:Iteration 20F (6702.218849 sec): 3 clusters Score: Raw -1351881.037075 + Penalty 3148.479716 = -1348732.557359 nChanged 272 SP:Iteration 21Q (6702.286391 sec): 3 clusters Score: Raw -1352051.032240 + Penalty 3148.479716 = -1348902.552525 nChanged 230 SP:Iteration 22Q (6702.357135 sec): 3 clusters Score: Raw -1352169.232550 + Penalty 3148.479716 = -1349020.752834 nChanged 194 SP:Iteration 23Q (6702.416269 sec): 3 clusters Score: Raw -1352252.569320 + Penalty 3148.479716 = -1349104.089604 nChanged 148 SP:Iteration 24Q (6702.490038 sec): 3 clusters Score: Raw -1352316.996814 + Penalty 3148.479716 = -1349168.517098 nChanged 157 SP:Iteration 25Q (6702.565415 sec): 3 clusters Score: Raw -1352374.608931 + Penalty 3148.479716 = -1349226.129216 nChanged 116 SP:Iteration 26Q (6702.638372 sec): 3 clusters Score: Raw -1352409.456731 + Penalty 3148.479716 = -1349260.977015 nChanged 91 SP:Iteration 27Q (6702.697227 sec): 3 clusters Score: Raw -1352432.180855 + Penalty 3148.479716 = -1349283.701139 nChanged 73 SP:Iteration 28Q (6702.771321 sec): 3 clusters Score: Raw -1352450.136316 + Penalty 3148.479716 = -1349301.656601 nChanged 63 SP:Iteration 29Q (6702.846662 sec): 3 clusters Score: Raw -1352466.247460 + Penalty 3148.479716 = -1349317.767744 nChanged 58 SP:Iteration 30Q (6702.916305 sec): 3 clusters Score: Raw -1352482.822485 + Penalty 3148.479716 = -1349334.342770 nChanged 63 SP:Iteration 31Q (6702.985007 sec): 3 clusters Score: Raw -1352500.892356 + Penalty 3148.479716 = -1349352.412641 nChanged 70 SP:Iteration 32Q (6703.041443 sec): 3 clusters Score: Raw -1352520.823970 + Penalty 3148.479716 = -1349372.344255 nChanged 68 SP:Iteration 33Q (6703.117191 sec): 3 clusters Score: Raw -1352545.991807 + Penalty 3148.479716 = -1349397.512092 nChanged 74 SP:Iteration 34Q (6703.185051 sec): 3 clusters Score: Raw -1352573.238485 + Penalty 3148.479716 = -1349424.758769 nChanged 74 SP:Iteration 35Q (6703.244463 sec): 3 clusters Score: Raw -1352600.590422 + Penalty 3148.479716 = -1349452.110707 nChanged 64 SP:Iteration 36Q (6703.305685 sec): 3 clusters Score: Raw -1352623.313457 + Penalty 3148.479716 = -1349474.833741 nChanged 64 SP:Iteration 37Q (6703.368787 sec): 3 clusters Score: Raw -1352647.286607 + Penalty 3148.479716 = -1349498.806891 nChanged 69 SP:Iteration 38Q (6703.447679 sec): 3 clusters Score: Raw -1352672.316064 + Penalty 3148.479716 = -1349523.836348 nChanged 64 SP:Iteration 39Q (6703.520833 sec): 3 clusters Score: Raw -1352699.032447 + Penalty 3148.479716 = -1349550.552731 nChanged 72 SP:Iteration 40F (6703.582567 sec): 3 clusters Score: Raw -1352729.910563 + Penalty 3148.479716 = -1349581.430847 nChanged 78 SP:Iteration 41Q (6703.649004 sec): 3 clusters Score: Raw -1352761.269532 + Penalty 3148.479716 = -1349612.789816 nChanged 61 SP:Iteration 42Q (6703.715533 sec): 3 clusters Score: Raw -1352782.483310 + Penalty 3148.479716 = -1349634.003594 nChanged 48 SP:Iteration 43Q (6703.784471 sec): 3 clusters Score: Raw -1352800.539697 + Penalty 3148.479716 = -1349652.059981 nChanged 45 SP:Iteration 44Q (6703.857042 sec): 3 clusters Score: Raw -1352819.306420 + Penalty 3148.479716 = -1349670.826704 nChanged 50 SP:Iteration 45Q (6703.919864 sec): 3 clusters Score: Raw -1352837.864121 + Penalty 3148.479716 = -1349689.384405 nChanged 44 SP:Iteration 46Q (6703.989596 sec): 3 clusters Score: Raw -1352853.881570 + Penalty 3148.479716 = -1349705.401854 nChanged 29 SP:Iteration 47Q (6704.059771 sec): 3 clusters Score: Raw -1352861.662908 + Penalty 3148.479716 = -1349713.183193 nChanged 25 SP:Iteration 48Q (6704.124965 sec): 3 clusters Score: Raw -1352868.890782 + Penalty 3148.479716 = -1349720.411066 nChanged 24 SP:Iteration 49Q (6704.194292 sec): 3 clusters Score: Raw -1352875.567830 + Penalty 3148.479716 = -1349727.088114 nChanged 18 SP:Iteration 50Q (6704.253197 sec): 3 clusters Score: Raw -1352880.215469 + Penalty 3148.479716 = -1349731.735753 nChanged 16 SP:Iteration 51Q (6704.329107 sec): 3 clusters Score: Raw -1352885.857816 + Penalty 3148.479716 = -1349737.378100 nChanged 21 SP:Iteration 52Q (6704.391769 sec): 3 clusters Score: Raw -1352894.858933 + Penalty 3148.479716 = -1349746.379217 nChanged 23 SP:Iteration 53Q (6704.446205 sec): 3 clusters Score: Raw -1352904.382493 + Penalty 3148.479716 = -1349755.902777 nChanged 25 SP:Iteration 54Q (6704.515267 sec): 3 clusters Score: Raw -1352914.357327 + Penalty 3148.479716 = -1349765.877612 nChanged 26 SP:Iteration 55Q (6704.588179 sec): 3 clusters Score: Raw -1352925.775670 + Penalty 3148.479716 = -1349777.295954 nChanged 27 SP:Iteration 56Q (6704.658319 sec): 3 clusters Score: Raw -1352936.633138 + Penalty 3148.479716 = -1349788.153423 nChanged 28 SP:Iteration 57Q (6704.722306 sec): 3 clusters Score: Raw -1352946.380028 + Penalty 3148.479716 = -1349797.900312 nChanged 23 SP:Iteration 58Q (6704.771580 sec): 3 clusters Score: Raw -1352954.112374 + Penalty 3148.479716 = -1349805.632658 nChanged 17 SP:Iteration 59Q (6704.837809 sec): 3 clusters Score: Raw -1352961.922697 + Penalty 3148.479716 = -1349813.442982 nChanged 16 SP:Iteration 60F (6704.913901 sec): 3 clusters Score: Raw -1352966.725109 + Penalty 3148.479716 = -1349818.245393 nChanged 11 SP:Iteration 61Q (6704.985207 sec): 3 clusters Score: Raw -1352969.629393 + Penalty 3148.479716 = -1349821.149677 nChanged 8 SP:Iteration 62Q (6705.039058 sec): 3 clusters Score: Raw -1352972.670500 + Penalty 3148.479716 = -1349824.190784 nChanged 10 SP:Iteration 63Q (6705.111063 sec): 3 clusters Score: Raw -1352975.607522 + Penalty 3148.479716 = -1349827.127806 nChanged 11 SP:Iteration 64Q (6705.177681 sec): 3 clusters Score: Raw -1352980.181780 + Penalty 3148.479716 = -1349831.702065 nChanged 17 SP:Iteration 65Q (6705.253433 sec): 3 clusters Score: Raw -1352986.203394 + Penalty 3148.479716 = -1349837.723679 nChanged 12 SP:Iteration 66Q (6705.322419 sec): 3 clusters Score: Raw -1352991.120078 + Penalty 3148.479716 = -1349842.640362 nChanged 13 SP:Iteration 67Q (6705.376144 sec): 3 clusters Score: Raw -1352994.820230 + Penalty 3148.479716 = -1349846.340514 nChanged 10 SP:Iteration 68Q (6705.450198 sec): 3 clusters Score: Raw -1352997.230193 + Penalty 3148.479716 = -1349848.750477 nChanged 8 SP:Iteration 69Q (6705.513565 sec): 3 clusters Score: Raw -1352998.857955 + Penalty 3148.479716 = -1349850.378239 nChanged 5 SP:Iteration 70Q (6705.586633 sec): 3 clusters Score: Raw -1353000.922329 + Penalty 3148.479716 = -1349852.442613 nChanged 6 SP:Iteration 71Q (6705.652988 sec): 3 clusters Score: Raw -1353004.519682 + Penalty 3148.479716 = -1349856.039967 nChanged 7 SP:Iteration 72Q (6705.713835 sec): 3 clusters Score: Raw -1353007.962329 + Penalty 3148.479716 = -1349859.482614 nChanged 6 SP:Iteration 73Q (6705.787518 sec): 3 clusters Score: Raw -1353010.563552 + Penalty 3148.479716 = -1349862.083836 nChanged 7 SP:Iteration 74Q (6705.853204 sec): 3 clusters Score: Raw -1353013.526390 + Penalty 3148.479716 = -1349865.046674 nChanged 10 SP:Iteration 75Q (6705.918286 sec): 3 clusters Score: Raw -1353015.681158 + Penalty 3148.479716 = -1349867.201443 nChanged 3 SP:Iteration 76Q (6705.984065 sec): 3 clusters Score: Raw -1353016.522965 + Penalty 3148.479716 = -1349868.043249 nChanged 1 SP:Iteration 77Q (6706.045226 sec): 3 clusters Score: Raw -1353016.710891 + Penalty 3148.479716 = -1349868.231176 nChanged 1 SP:Iteration 78Q (6706.108799 sec): 3 clusters Score: Raw -1353016.810510 + Penalty 3148.479716 = -1349868.330794 nChanged 1 SP:Iteration 79Q (6706.181950 sec): 3 clusters Score: Raw -1353017.378936 + Penalty 3148.479716 = -1349868.899220 nChanged 5 SP:Iteration 80F (6706.257474 sec): 3 clusters Score: Raw -1353019.568488 + Penalty 3148.479716 = -1349871.088772 nChanged 5 SP:Iteration 81Q (6706.324276 sec): 3 clusters Score: Raw -1353020.800244 + Penalty 3148.479716 = -1349872.320529 nChanged 5 SP:Iteration 82Q (6706.378402 sec): 3 clusters Score: Raw -1353021.985911 + Penalty 3148.479716 = -1349873.506195 nChanged 1 SP:Iteration 83Q (6706.447385 sec): 3 clusters Score: Raw -1353022.256449 + Penalty 3148.479716 = -1349873.776733 nChanged 1 SP:Iteration 84Q (6706.526226 sec): 3 clusters Score: Raw -1353022.471008 + Penalty 3148.479716 = -1349873.991292 nChanged 0 SP:Iteration 85F (6706.593962 sec): 3 clusters Score: Raw -1353022.471008 + Penalty 3148.479716 = -1349873.991292 nChanged 0 Trying to split cluster 40 (8721 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6706.631251 sec): 2 clusters Score: Raw -716431.713384 + Penalty 1474.441993 = -714957.271390 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6706.689484 sec): 3 clusters Score: Raw -711621.830845 + Penalty 2948.883986 = -708672.946858 nChanged 3691 SP:Iteration 1F (6706.750303 sec): 3 clusters Score: Raw -713759.988370 + Penalty 2948.883986 = -710811.104383 nChanged 633 SP:Iteration 2F (6706.812089 sec): 3 clusters Score: Raw -714168.146183 + Penalty 2948.883986 = -711219.262197 nChanged 612 SP:Iteration 3F (6706.877631 sec): 3 clusters Score: Raw -714583.362765 + Penalty 2948.883986 = -711634.478779 nChanged 600 SP:Iteration 4F (6706.927403 sec): 3 clusters Score: Raw -715033.669873 + Penalty 2948.883986 = -712084.785887 nChanged 572 SP:Iteration 5F (6706.993827 sec): 3 clusters Score: Raw -715481.866703 + Penalty 2948.883986 = -712532.982716 nChanged 516 SP:Iteration 6F (6707.049397 sec): 3 clusters Score: Raw -715918.560090 + Penalty 2948.883986 = -712969.676104 nChanged 432 SP:Iteration 7Q (6707.116742 sec): 3 clusters Score: Raw -716282.625752 + Penalty 2948.883986 = -713333.741766 nChanged 333 SP:Iteration 8Q (6707.170820 sec): 3 clusters Score: Raw -716554.597304 + Penalty 2948.883986 = -713605.713317 nChanged 253 SP:Iteration 9Q (6707.228372 sec): 3 clusters Score: Raw -716783.961692 + Penalty 2948.883986 = -713835.077706 nChanged 203 SP:Iteration 10Q (6707.297813 sec): 3 clusters Score: Raw -716967.223784 + Penalty 2948.883986 = -714018.339798 nChanged 164 SP:Iteration 11Q (6707.348675 sec): 3 clusters Score: Raw -717094.907633 + Penalty 2948.883986 = -714146.023646 nChanged 117 SP:Iteration 12Q (6707.397404 sec): 3 clusters Score: Raw -717167.324936 + Penalty 2948.883986 = -714218.440949 nChanged 86 SP:Iteration 13Q (6707.466779 sec): 3 clusters Score: Raw -717209.571460 + Penalty 2948.883986 = -714260.687473 nChanged 63 SP:Iteration 14Q (6707.524274 sec): 3 clusters Score: Raw -717233.580952 + Penalty 2948.883986 = -714284.696965 nChanged 44 SP:Iteration 15Q (6707.584080 sec): 3 clusters Score: Raw -717248.421820 + Penalty 2948.883986 = -714299.537833 nChanged 29 SP:Iteration 16Q (6707.637328 sec): 3 clusters Score: Raw -717257.719927 + Penalty 2948.883986 = -714308.835940 nChanged 19 SP:Iteration 17Q (6707.700438 sec): 3 clusters Score: Raw -717263.905162 + Penalty 2948.883986 = -714315.021176 nChanged 18 SP:Iteration 18Q (6707.750193 sec): 3 clusters Score: Raw -717269.071592 + Penalty 2948.883986 = -714320.187606 nChanged 19 SP:Iteration 19Q (6707.818019 sec): 3 clusters Score: Raw -717272.779860 + Penalty 2948.883986 = -714323.895873 nChanged 14 SP:Iteration 20F (6707.870619 sec): 3 clusters Score: Raw -717275.750943 + Penalty 2948.883986 = -714326.866957 nChanged 10 SP:Iteration 21Q (6707.929750 sec): 3 clusters Score: Raw -717277.924024 + Penalty 2948.883986 = -714329.040037 nChanged 12 SP:Iteration 22Q (6707.980607 sec): 3 clusters Score: Raw -717280.431796 + Penalty 2948.883986 = -714331.547809 nChanged 8 SP:Iteration 23Q (6708.047257 sec): 3 clusters Score: Raw -717282.081438 + Penalty 2948.883986 = -714333.197451 nChanged 2 SP:Iteration 24Q (6708.106376 sec): 3 clusters Score: Raw -717282.247736 + Penalty 2948.883986 = -714333.363749 nChanged 0 SP:Iteration 25F (6708.156164 sec): 3 clusters Score: Raw -717282.247736 + Penalty 2948.883986 = -714333.363749 nChanged 0 Iteration 299Q (6714.856764 sec): 41 clusters Score: Raw -49144030.351293 + Penalty 86742.445374 = -49057287.905919 nChanged 10 Iteration 300F (6731.204006 sec): 41 clusters Score: Raw -49144030.592376 + Penalty 86742.445374 = -49057288.147002 nChanged 9 Iteration 301Q (6737.985692 sec): 41 clusters Score: Raw -49144031.014002 + Penalty 86742.445374 = -49057288.568628 nChanged 9 Iteration 302Q (6744.859628 sec): 41 clusters Score: Raw -49144031.322520 + Penalty 86742.445374 = -49057288.877146 nChanged 11 Iteration 303Q (6751.451736 sec): 41 clusters Score: Raw -49144031.788463 + Penalty 86742.445374 = -49057289.343090 nChanged 16 Iteration 304Q (6757.931968 sec): 41 clusters Score: Raw -49144032.548899 + Penalty 86742.445374 = -49057290.103525 nChanged 19 Iteration 305Q (6764.371832 sec): 41 clusters Score: Raw -49144033.304270 + Penalty 86742.445374 = -49057290.858896 nChanged 13 Iteration 306Q (6770.810976 sec): 41 clusters Score: Raw -49144033.883488 + Penalty 86742.445374 = -49057291.438114 nChanged 13 Iteration 307Q (6777.401570 sec): 41 clusters Score: Raw -49144034.388097 + Penalty 86742.445374 = -49057291.942723 nChanged 20 Iteration 308Q (6783.995089 sec): 41 clusters Score: Raw -49144035.358522 + Penalty 86742.445374 = -49057292.913148 nChanged 20 Iteration 309Q (6790.193596 sec): 41 clusters Score: Raw -49144036.210042 + Penalty 86742.445374 = -49057293.764668 nChanged 22 Iteration 310Q (6796.594993 sec): 41 clusters Score: Raw -49144036.986285 + Penalty 86742.445374 = -49057294.540911 nChanged 29 Iteration 311Q (6803.041378 sec): 41 clusters Score: Raw -49144038.536603 + Penalty 86742.445374 = -49057296.091229 nChanged 32 Iteration 312Q (6809.088060 sec): 41 clusters Score: Raw -49144039.573147 + Penalty 86742.445374 = -49057297.127773 nChanged 27 Iteration 313Q (6815.721420 sec): 41 clusters Score: Raw -49144040.528299 + Penalty 86742.445374 = -49057298.082925 nChanged 29 Iteration 314Q (6822.465955 sec): 41 clusters Score: Raw -49144041.413361 + Penalty 86742.445374 = -49057298.967987 nChanged 24 Iteration 315Q (6828.902026 sec): 41 clusters Score: Raw -49144042.096958 + Penalty 86742.445374 = -49057299.651584 nChanged 22 Iteration 316Q (6835.080788 sec): 41 clusters Score: Raw -49144042.702501 + Penalty 86742.445374 = -49057300.257127 nChanged 22 Iteration 317Q (6841.545099 sec): 41 clusters Score: Raw -49144043.586097 + Penalty 86742.445374 = -49057301.140724 nChanged 26 Iteration 318Q (6848.122173 sec): 41 clusters Score: Raw -49144044.775270 + Penalty 86742.445374 = -49057302.329896 nChanged 20 Iteration 319Q (6854.636478 sec): 41 clusters Score: Raw -49144045.534156 + Penalty 86742.445374 = -49057303.088782 nChanged 20 Iteration 320F (6870.764722 sec): 41 clusters Score: Raw -49144046.116807 + Penalty 86742.445374 = -49057303.671434 nChanged 22 Iteration 321Q (6877.231093 sec): 41 clusters Score: Raw -49144046.920421 + Penalty 86742.445374 = -49057304.475048 nChanged 24 Iteration 322Q (6883.919685 sec): 41 clusters Score: Raw -49144047.597358 + Penalty 86742.445374 = -49057305.151985 nChanged 24 Iteration 323Q (6890.562852 sec): 41 clusters Score: Raw -49144048.472120 + Penalty 86742.445374 = -49057306.026746 nChanged 31 Iteration 324Q (6897.465912 sec): 41 clusters Score: Raw -49144049.604719 + Penalty 86742.445374 = -49057307.159345 nChanged 29 Iteration 325Q (6904.195459 sec): 41 clusters Score: Raw -49144050.492940 + Penalty 86742.445374 = -49057308.047566 nChanged 31 Iteration 326Q (6910.829914 sec): 41 clusters Score: Raw -49144051.397885 + Penalty 86742.445374 = -49057308.952511 nChanged 33 Iteration 327Q (6917.451210 sec): 41 clusters Score: Raw -49144052.476006 + Penalty 86742.445374 = -49057310.030632 nChanged 30 Iteration 328Q (6924.102602 sec): 41 clusters Score: Raw -49144053.393203 + Penalty 86742.445374 = -49057310.947829 nChanged 32 Iteration 329Q (6930.558452 sec): 41 clusters Score: Raw -49144054.323495 + Penalty 86742.445374 = -49057311.878122 nChanged 34 Iteration 330Q (6937.179063 sec): 41 clusters Score: Raw -49144055.259564 + Penalty 86742.445374 = -49057312.814190 nChanged 41 Iteration 331Q (6943.724934 sec): 41 clusters Score: Raw -49144056.219714 + Penalty 86742.445374 = -49057313.774341 nChanged 35 Iteration 332Q (6950.221640 sec): 41 clusters Score: Raw -49144057.405150 + Penalty 86742.445374 = -49057314.959777 nChanged 35 Iteration 333Q (6956.719877 sec): 41 clusters Score: Raw -49144058.702882 + Penalty 86742.445374 = -49057316.257508 nChanged 34 Iteration 334Q (6963.199582 sec): 41 clusters Score: Raw -49144060.192026 + Penalty 86742.445374 = -49057317.746653 nChanged 46 Iteration 335Q (6969.612952 sec): 41 clusters Score: Raw -49144062.033922 + Penalty 86742.445374 = -49057319.588548 nChanged 54 Iteration 336Q (6976.441531 sec): 41 clusters Score: Raw -49144064.670319 + Penalty 86742.445374 = -49057322.224945 nChanged 51 Iteration 337Q (6983.081432 sec): 41 clusters Score: Raw -49144066.942208 + Penalty 86742.445374 = -49057324.496834 nChanged 40 Iteration 338Q (6989.614521 sec): 41 clusters Score: Raw -49144068.845545 + Penalty 86742.445374 = -49057326.400171 nChanged 39 Writing temp clu file Because OldScore, -49057324.496834, is greater than current (better) Score,-49057326.400171 Compute initial score before splitting: Score: Raw -49144068.845545 + Penalty 86742.445374 = -49057326.400171 Trying to split cluster 1 (6012 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6989.844011 sec): 2 clusters Score: Raw -499158.502279 + Penalty 1413.995822 = -497744.506457 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6989.898935 sec): 3 clusters Score: Raw -496040.621892 + Penalty 2827.991644 = -493212.630248 nChanged 2445 SP:Iteration 1F (6989.937336 sec): 3 clusters Score: Raw -497442.291760 + Penalty 2827.991644 = -494614.300116 nChanged 434 SP:Iteration 2F (6989.996395 sec): 3 clusters Score: Raw -497741.067264 + Penalty 2827.991644 = -494913.075620 nChanged 383 SP:Iteration 3F (6990.053386 sec): 3 clusters Score: Raw -497983.802971 + Penalty 2827.991644 = -495155.811327 nChanged 290 SP:Iteration 4Q (6990.093818 sec): 3 clusters Score: Raw -498157.288632 + Penalty 2827.991644 = -495329.296988 nChanged 230 SP:Iteration 5Q (6990.154659 sec): 3 clusters Score: Raw -498274.841669 + Penalty 2827.991644 = -495446.850025 nChanged 210 SP:Iteration 6Q (6990.206669 sec): 3 clusters Score: Raw -498376.588909 + Penalty 2827.991644 = -495548.597265 nChanged 183 SP:Iteration 7Q (6990.267640 sec): 3 clusters Score: Raw -498492.540815 + Penalty 2827.991644 = -495664.549171 nChanged 193 SP:Iteration 8Q (6990.312007 sec): 3 clusters Score: Raw -498614.068311 + Penalty 2827.991644 = -495786.076667 nChanged 180 SP:Iteration 9Q (6990.361244 sec): 3 clusters Score: Raw -498718.073715 + Penalty 2827.991644 = -495890.082071 nChanged 148 SP:Iteration 10Q (6990.414477 sec): 3 clusters Score: Raw -498799.490723 + Penalty 2827.991644 = -495971.499079 nChanged 135 SP:Iteration 11Q (6990.465267 sec): 3 clusters Score: Raw -498858.240209 + Penalty 2827.991644 = -496030.248565 nChanged 95 SP:Iteration 12Q (6990.527750 sec): 3 clusters Score: Raw -498897.858354 + Penalty 2827.991644 = -496069.866710 nChanged 93 SP:Iteration 13Q (6990.575781 sec): 3 clusters Score: Raw -498939.888574 + Penalty 2827.991644 = -496111.896930 nChanged 85 SP:Iteration 14Q (6990.630984 sec): 3 clusters Score: Raw -498985.364521 + Penalty 2827.991644 = -496157.372877 nChanged 96 SP:Iteration 15Q (6990.693468 sec): 3 clusters Score: Raw -499055.737615 + Penalty 2827.991644 = -496227.745971 nChanged 111 SP:Iteration 16Q (6990.737935 sec): 3 clusters Score: Raw -499133.277385 + Penalty 2827.991644 = -496305.285740 nChanged 135 SP:Iteration 17Q (6990.797965 sec): 3 clusters Score: Raw -499249.097117 + Penalty 2827.991644 = -496421.105473 nChanged 156 SP:Iteration 18Q (6990.844083 sec): 3 clusters Score: Raw -499441.706557 + Penalty 2827.991644 = -496613.714913 nChanged 187 SP:Iteration 19Q (6990.905582 sec): 3 clusters Score: Raw -499699.592312 + Penalty 2827.991644 = -496871.600668 nChanged 180 SP:Iteration 20F (6990.947926 sec): 3 clusters Score: Raw -499902.576348 + Penalty 2827.991644 = -497074.584704 nChanged 138 SP:Iteration 21Q (6991.000466 sec): 3 clusters Score: Raw -500029.112973 + Penalty 2827.991644 = -497201.121329 nChanged 108 SP:Iteration 22Q (6991.055356 sec): 3 clusters Score: Raw -500114.592378 + Penalty 2827.991644 = -497286.600734 nChanged 101 SP:Iteration 23Q (6991.114873 sec): 3 clusters Score: Raw -500199.251532 + Penalty 2827.991644 = -497371.259888 nChanged 85 SP:Iteration 24Q (6991.163201 sec): 3 clusters Score: Raw -500279.770472 + Penalty 2827.991644 = -497451.778828 nChanged 85 SP:Iteration 25Q (6991.209314 sec): 3 clusters Score: Raw -500384.953860 + Penalty 2827.991644 = -497556.962216 nChanged 92 SP:Iteration 26Q (6991.268690 sec): 3 clusters Score: Raw -500487.551466 + Penalty 2827.991644 = -497659.559822 nChanged 80 SP:Iteration 27Q (6991.324003 sec): 3 clusters Score: Raw -500581.667629 + Penalty 2827.991644 = -497753.675985 nChanged 73 SP:Iteration 28Q (6991.366695 sec): 3 clusters Score: Raw -500663.116348 + Penalty 2827.991644 = -497835.124704 nChanged 58 SP:Iteration 29Q (6991.424517 sec): 3 clusters Score: Raw -500703.616185 + Penalty 2827.991644 = -497875.624541 nChanged 34 SP:Iteration 30Q (6991.480060 sec): 3 clusters Score: Raw -500720.254498 + Penalty 2827.991644 = -497892.262854 nChanged 24 SP:Iteration 31Q (6991.540842 sec): 3 clusters Score: Raw -500733.304179 + Penalty 2827.991644 = -497905.312535 nChanged 19 SP:Iteration 32Q (6991.595242 sec): 3 clusters Score: Raw -500740.182559 + Penalty 2827.991644 = -497912.190915 nChanged 14 SP:Iteration 33Q (6991.648754 sec): 3 clusters Score: Raw -500743.541130 + Penalty 2827.991644 = -497915.549486 nChanged 5 SP:Iteration 34Q (6991.693598 sec): 3 clusters Score: Raw -500748.816248 + Penalty 2827.991644 = -497920.824604 nChanged 6 SP:Iteration 35Q (6991.747192 sec): 3 clusters Score: Raw -500749.991514 + Penalty 2827.991644 = -497921.999870 nChanged 2 SP:Iteration 36Q (6991.802867 sec): 3 clusters Score: Raw -500750.269956 + Penalty 2827.991644 = -497922.278312 nChanged 0 SP:Iteration 37F (6991.862633 sec): 3 clusters Score: Raw -500753.191071 + Penalty 2827.991644 = -497925.199427 nChanged 3 SP:Iteration 38Q (6991.911451 sec): 3 clusters Score: Raw -500754.016066 + Penalty 2827.991644 = -497926.024422 nChanged 0 SP:Iteration 39F (6991.958177 sec): 3 clusters Score: Raw -500754.016066 + Penalty 2827.991644 = -497926.024422 nChanged 0 Score: Raw -49145665.373124 + Penalty 88911.006508 = -49056754.366616 Splitting cluster 1 changes total score from -49057326.400171 to -49056754.366616 So it's not getting split. Trying to split cluster 2 (2506 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7008.520055 sec): 2 clusters Score: Raw -210777.936912 + Penalty 1271.797010 = -209506.139902 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7008.581839 sec): 3 clusters Score: Raw -209656.186414 + Penalty 2543.594019 = -207112.592395 nChanged 900 SP:Iteration 1F (7008.624168 sec): 3 clusters Score: Raw -210196.697344 + Penalty 2543.594019 = -207653.103325 nChanged 193 SP:Iteration 2F (7008.664018 sec): 3 clusters Score: Raw -210333.076955 + Penalty 2543.594019 = -207789.482936 nChanged 126 SP:Iteration 3F (7008.718575 sec): 3 clusters Score: Raw -210401.965476 + Penalty 2543.594019 = -207858.371457 nChanged 71 SP:Iteration 4Q (7008.766691 sec): 3 clusters Score: Raw -210440.116328 + Penalty 2543.594019 = -207896.522309 nChanged 61 SP:Iteration 5Q (7008.805046 sec): 3 clusters Score: Raw -210475.360512 + Penalty 2543.594019 = -207931.766493 nChanged 48 SP:Iteration 6Q (7008.861624 sec): 3 clusters Score: Raw -210502.032053 + Penalty 2543.594019 = -207958.438034 nChanged 53 SP:Iteration 7Q (7008.907310 sec): 3 clusters Score: Raw -210531.297572 + Penalty 2543.594019 = -207987.703553 nChanged 53 SP:Iteration 8Q (7008.949559 sec): 3 clusters Score: Raw -210556.445774 + Penalty 2543.594019 = -208012.851755 nChanged 43 SP:Iteration 9Q (7008.998893 sec): 3 clusters Score: Raw -210572.591192 + Penalty 2543.594019 = -208028.997173 nChanged 33 SP:Iteration 10Q (7009.046371 sec): 3 clusters Score: Raw -210584.513351 + Penalty 2543.594019 = -208040.919332 nChanged 31 SP:Iteration 11Q (7009.092565 sec): 3 clusters Score: Raw -210598.186710 + Penalty 2543.594019 = -208054.592691 nChanged 39 SP:Iteration 12Q (7009.138214 sec): 3 clusters Score: Raw -210612.760432 + Penalty 2543.594019 = -208069.166413 nChanged 26 SP:Iteration 13Q (7009.189587 sec): 3 clusters Score: Raw -210624.250202 + Penalty 2543.594019 = -208080.656183 nChanged 29 SP:Iteration 14Q (7009.238693 sec): 3 clusters Score: Raw -210641.784802 + Penalty 2543.594019 = -208098.190783 nChanged 38 SP:Iteration 15Q (7009.290942 sec): 3 clusters Score: Raw -210660.894104 + Penalty 2543.594019 = -208117.300085 nChanged 44 SP:Iteration 16Q (7009.341965 sec): 3 clusters Score: Raw -210686.050305 + Penalty 2543.594019 = -208142.456286 nChanged 38 SP:Iteration 17Q (7009.387155 sec): 3 clusters Score: Raw -210707.931871 + Penalty 2543.594019 = -208164.337852 nChanged 38 SP:Iteration 18Q (7009.429875 sec): 3 clusters Score: Raw -210727.985360 + Penalty 2543.594019 = -208184.391341 nChanged 43 SP:Iteration 19Q (7009.480922 sec): 3 clusters Score: Raw -210750.371836 + Penalty 2543.594019 = -208206.777817 nChanged 31 SP:Iteration 20F (7009.531613 sec): 3 clusters Score: Raw -210769.672110 + Penalty 2543.594019 = -208226.078091 nChanged 29 SP:Iteration 21Q (7009.584827 sec): 3 clusters Score: Raw -210782.744321 + Penalty 2543.594019 = -208239.150302 nChanged 25 SP:Iteration 22Q (7009.631145 sec): 3 clusters Score: Raw -210794.237751 + Penalty 2543.594019 = -208250.643732 nChanged 19 SP:Iteration 23Q (7009.681531 sec): 3 clusters Score: Raw -210802.030183 + Penalty 2543.594019 = -208258.436164 nChanged 16 SP:Iteration 24Q (7009.732884 sec): 3 clusters Score: Raw -210808.101251 + Penalty 2543.594019 = -208264.507232 nChanged 14 SP:Iteration 25Q (7009.783196 sec): 3 clusters Score: Raw -210813.401508 + Penalty 2543.594019 = -208269.807489 nChanged 16 SP:Iteration 26Q (7009.822723 sec): 3 clusters Score: Raw -210819.307011 + Penalty 2543.594019 = -208275.712992 nChanged 20 SP:Iteration 27Q (7009.884786 sec): 3 clusters Score: Raw -210827.737337 + Penalty 2543.594019 = -208284.143318 nChanged 20 SP:Iteration 28Q (7009.936858 sec): 3 clusters Score: Raw -210836.556446 + Penalty 2543.594019 = -208292.962427 nChanged 17 SP:Iteration 29Q (7009.977818 sec): 3 clusters Score: Raw -210844.162761 + Penalty 2543.594019 = -208300.568742 nChanged 20 SP:Iteration 30Q (7010.039868 sec): 3 clusters Score: Raw -210853.460447 + Penalty 2543.594019 = -208309.866428 nChanged 15 SP:Iteration 31Q (7010.092733 sec): 3 clusters Score: Raw -210860.086202 + Penalty 2543.594019 = -208316.492183 nChanged 13 SP:Iteration 32Q (7010.142300 sec): 3 clusters Score: Raw -210865.208842 + Penalty 2543.594019 = -208321.614823 nChanged 13 SP:Iteration 33Q (7010.190166 sec): 3 clusters Score: Raw -210869.851347 + Penalty 2543.594019 = -208326.257328 nChanged 12 SP:Iteration 34Q (7010.228910 sec): 3 clusters Score: Raw -210874.218261 + Penalty 2543.594019 = -208330.624242 nChanged 8 SP:Iteration 35Q (7010.285926 sec): 3 clusters Score: Raw -210877.710493 + Penalty 2543.594019 = -208334.116474 nChanged 9 SP:Iteration 36Q (7010.332567 sec): 3 clusters Score: Raw -210881.274355 + Penalty 2543.594019 = -208337.680336 nChanged 3 SP:Iteration 37Q (7010.382951 sec): 3 clusters Score: Raw -210882.269099 + Penalty 2543.594019 = -208338.675080 nChanged 2 SP:Iteration 38Q (7010.438416 sec): 3 clusters Score: Raw -210883.237377 + Penalty 2543.594019 = -208339.643358 nChanged 2 SP:Iteration 39Q (7010.479585 sec): 3 clusters Score: Raw -210883.844157 + Penalty 2543.594019 = -208340.250138 nChanged 2 SP:Iteration 40F (7010.518852 sec): 3 clusters Score: Raw -210884.884028 + Penalty 2543.594019 = -208341.290009 nChanged 6 SP:Iteration 41Q (7010.552064 sec): 3 clusters Score: Raw -210888.491742 + Penalty 2543.594019 = -208344.897723 nChanged 5 SP:Iteration 42Q (7010.608833 sec): 3 clusters Score: Raw -210890.024817 + Penalty 2543.594019 = -208346.430798 nChanged 2 SP:Iteration 43Q (7010.646633 sec): 3 clusters Score: Raw -210890.575184 + Penalty 2543.594019 = -208346.981165 nChanged 1 SP:Iteration 44Q (7010.688231 sec): 3 clusters Score: Raw -210890.850371 + Penalty 2543.594019 = -208347.256352 nChanged 3 SP:Iteration 45Q (7010.738826 sec): 3 clusters Score: Raw -210891.843448 + Penalty 2543.594019 = -208348.249429 nChanged 2 SP:Iteration 46Q (7010.784302 sec): 3 clusters Score: Raw -210892.629502 + Penalty 2543.594019 = -208349.035483 nChanged 3 SP:Iteration 47Q (7010.836636 sec): 3 clusters Score: Raw -210893.843618 + Penalty 2543.594019 = -208350.249599 nChanged 3 SP:Iteration 48Q (7010.876683 sec): 3 clusters Score: Raw -210894.702361 + Penalty 2543.594019 = -208351.108342 nChanged 3 SP:Iteration 49Q (7010.921638 sec): 3 clusters Score: Raw -210895.571230 + Penalty 2543.594019 = -208351.977211 nChanged 2 SP:Iteration 50Q (7010.975060 sec): 3 clusters Score: Raw -210896.035749 + Penalty 2543.594019 = -208352.441730 nChanged 2 SP:Iteration 51Q (7011.018933 sec): 3 clusters Score: Raw -210896.866044 + Penalty 2543.594019 = -208353.272025 nChanged 0 SP:Iteration 52F (7011.067474 sec): 3 clusters Score: Raw -210896.866044 + Penalty 2543.594019 = -208353.272025 nChanged 0 Trying to split cluster 3 (31569 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7011.128590 sec): 2 clusters Score: Raw -2646682.050865 + Penalty 1683.488772 = -2644998.562092 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7011.234061 sec): 3 clusters Score: Raw -2626945.631223 + Penalty 3366.977544 = -2623578.653679 nChanged 14783 SP:Iteration 1F (7011.335743 sec): 3 clusters Score: Raw -2635585.665745 + Penalty 3366.977544 = -2632218.688201 nChanged 1765 SP:Iteration 2F (7011.426783 sec): 3 clusters Score: Raw -2636473.360896 + Penalty 3366.977544 = -2633106.383351 nChanged 1793 SP:Iteration 3F (7011.521581 sec): 3 clusters Score: Raw -2637477.749623 + Penalty 3366.977544 = -2634110.772079 nChanged 1897 SP:Iteration 4F (7011.630959 sec): 3 clusters Score: Raw -2638655.865288 + Penalty 3366.977544 = -2635288.887744 nChanged 1925 SP:Iteration 5F (7011.728453 sec): 3 clusters Score: Raw -2639991.123435 + Penalty 3366.977544 = -2636624.145891 nChanged 2017 SP:Iteration 6F (7011.825006 sec): 3 clusters Score: Raw -2641443.566419 + Penalty 3366.977544 = -2638076.588875 nChanged 1826 SP:Iteration 7F (7011.926515 sec): 3 clusters Score: Raw -2642644.836950 + Penalty 3366.977544 = -2639277.859406 nChanged 1510 SP:Iteration 8Q (7012.025750 sec): 3 clusters Score: Raw -2643376.213570 + Penalty 3366.977544 = -2640009.236026 nChanged 1060 SP:Iteration 9Q (7012.135833 sec): 3 clusters Score: Raw -2643704.713707 + Penalty 3366.977544 = -2640337.736163 nChanged 630 SP:Iteration 10Q (7012.228005 sec): 3 clusters Score: Raw -2643860.614574 + Penalty 3366.977544 = -2640493.637030 nChanged 465 SP:Iteration 11Q (7012.333426 sec): 3 clusters Score: Raw -2643974.381744 + Penalty 3366.977544 = -2640607.404200 nChanged 411 SP:Iteration 12Q (7012.434658 sec): 3 clusters Score: Raw -2644065.385231 + Penalty 3366.977544 = -2640698.407686 nChanged 366 SP:Iteration 13Q (7012.534171 sec): 3 clusters Score: Raw -2644150.453745 + Penalty 3366.977544 = -2640783.476201 nChanged 376 SP:Iteration 14Q (7012.633978 sec): 3 clusters Score: Raw -2644241.598255 + Penalty 3366.977544 = -2640874.620710 nChanged 335 SP:Iteration 15Q (7012.731776 sec): 3 clusters Score: Raw -2644309.120156 + Penalty 3366.977544 = -2640942.142611 nChanged 307 SP:Iteration 16Q (7012.839240 sec): 3 clusters Score: Raw -2644362.916702 + Penalty 3366.977544 = -2640995.939158 nChanged 279 SP:Iteration 17Q (7012.935268 sec): 3 clusters Score: Raw -2644412.714455 + Penalty 3366.977544 = -2641045.736911 nChanged 267 SP:Iteration 18Q (7013.030062 sec): 3 clusters Score: Raw -2644456.538827 + Penalty 3366.977544 = -2641089.561282 nChanged 257 SP:Iteration 19Q (7013.131282 sec): 3 clusters Score: Raw -2644497.323096 + Penalty 3366.977544 = -2641130.345552 nChanged 256 SP:Iteration 20F (7013.231794 sec): 3 clusters Score: Raw -2644542.022074 + Penalty 3366.977544 = -2641175.044530 nChanged 253 SP:Iteration 21Q (7013.330111 sec): 3 clusters Score: Raw -2644585.349844 + Penalty 3366.977544 = -2641218.372300 nChanged 234 SP:Iteration 22Q (7013.424200 sec): 3 clusters Score: Raw -2644621.573733 + Penalty 3366.977544 = -2641254.596189 nChanged 225 SP:Iteration 23Q (7013.525620 sec): 3 clusters Score: Raw -2644661.016214 + Penalty 3366.977544 = -2641294.038670 nChanged 241 SP:Iteration 24Q (7013.629467 sec): 3 clusters Score: Raw -2644704.416462 + Penalty 3366.977544 = -2641337.438918 nChanged 234 SP:Iteration 25Q (7013.728554 sec): 3 clusters Score: Raw -2644746.070073 + Penalty 3366.977544 = -2641379.092529 nChanged 235 SP:Iteration 26Q (7013.807897 sec): 3 clusters Score: Raw -2644784.213367 + Penalty 3366.977544 = -2641417.235823 nChanged 222 SP:Iteration 27Q (7013.918520 sec): 3 clusters Score: Raw -2644824.015924 + Penalty 3366.977544 = -2641457.038380 nChanged 245 SP:Iteration 28Q (7014.001241 sec): 3 clusters Score: Raw -2644864.416152 + Penalty 3366.977544 = -2641497.438608 nChanged 219 SP:Iteration 29Q (7014.100301 sec): 3 clusters Score: Raw -2644902.886448 + Penalty 3366.977544 = -2641535.908904 nChanged 237 SP:Iteration 30Q (7014.201222 sec): 3 clusters Score: Raw -2644947.371187 + Penalty 3366.977544 = -2641580.393643 nChanged 237 SP:Iteration 31Q (7014.296525 sec): 3 clusters Score: Raw -2644992.761440 + Penalty 3366.977544 = -2641625.783896 nChanged 253 SP:Iteration 32Q (7014.399106 sec): 3 clusters Score: Raw -2645036.572293 + Penalty 3366.977544 = -2641669.594749 nChanged 254 SP:Iteration 33Q (7014.493452 sec): 3 clusters Score: Raw -2645079.408181 + Penalty 3366.977544 = -2641712.430637 nChanged 240 SP:Iteration 34Q (7014.581669 sec): 3 clusters Score: Raw -2645124.128990 + Penalty 3366.977544 = -2641757.151446 nChanged 247 SP:Iteration 35Q (7014.691773 sec): 3 clusters Score: Raw -2645167.526120 + Penalty 3366.977544 = -2641800.548575 nChanged 246 SP:Iteration 36Q (7014.794261 sec): 3 clusters Score: Raw -2645210.470032 + Penalty 3366.977544 = -2641843.492488 nChanged 249 SP:Iteration 37Q (7014.898183 sec): 3 clusters Score: Raw -2645260.077305 + Penalty 3366.977544 = -2641893.099761 nChanged 271 SP:Iteration 38Q (7014.994430 sec): 3 clusters Score: Raw -2645314.244477 + Penalty 3366.977544 = -2641947.266933 nChanged 278 SP:Iteration 39Q (7015.086008 sec): 3 clusters Score: Raw -2645371.654543 + Penalty 3366.977544 = -2642004.676999 nChanged 271 SP:Iteration 40F (7015.197838 sec): 3 clusters Score: Raw -2645429.316791 + Penalty 3366.977544 = -2642062.339247 nChanged 294 SP:Iteration 41Q (7015.285746 sec): 3 clusters Score: Raw -2645495.677492 + Penalty 3366.977544 = -2642128.699947 nChanged 286 SP:Iteration 42Q (7015.380521 sec): 3 clusters Score: Raw -2645560.317946 + Penalty 3366.977544 = -2642193.340402 nChanged 279 SP:Iteration 43Q (7015.484129 sec): 3 clusters Score: Raw -2645620.755947 + Penalty 3366.977544 = -2642253.778403 nChanged 271 SP:Iteration 44Q (7015.577955 sec): 3 clusters Score: Raw -2645680.217318 + Penalty 3366.977544 = -2642313.239774 nChanged 293 SP:Iteration 45Q (7015.671770 sec): 3 clusters Score: Raw -2645748.231134 + Penalty 3366.977544 = -2642381.253589 nChanged 278 SP:Iteration 46Q (7015.755724 sec): 3 clusters Score: Raw -2645811.780414 + Penalty 3366.977544 = -2642444.802869 nChanged 280 SP:Iteration 47Q (7015.852049 sec): 3 clusters Score: Raw -2645881.074140 + Penalty 3366.977544 = -2642514.096596 nChanged 300 SP:Iteration 48Q (7015.952763 sec): 3 clusters Score: Raw -2645963.701222 + Penalty 3366.977544 = -2642596.723677 nChanged 315 SP:Iteration 49Q (7016.054874 sec): 3 clusters Score: Raw -2646057.963177 + Penalty 3366.977544 = -2642690.985632 nChanged 309 SP:Iteration 50Q (7016.146759 sec): 3 clusters Score: Raw -2646156.330233 + Penalty 3366.977544 = -2642789.352689 nChanged 315 SP:Iteration 51Q (7016.247320 sec): 3 clusters Score: Raw -2646263.624938 + Penalty 3366.977544 = -2642896.647394 nChanged 303 SP:Iteration 52Q (7016.344208 sec): 3 clusters Score: Raw -2646369.772447 + Penalty 3366.977544 = -2643002.794902 nChanged 310 SP:Iteration 53Q (7016.444306 sec): 3 clusters Score: Raw -2646473.277467 + Penalty 3366.977544 = -2643106.299923 nChanged 269 SP:Iteration 54Q (7016.541936 sec): 3 clusters Score: Raw -2646555.129308 + Penalty 3366.977544 = -2643188.151764 nChanged 256 SP:Iteration 55Q (7016.642929 sec): 3 clusters Score: Raw -2646624.510532 + Penalty 3366.977544 = -2643257.532987 nChanged 239 SP:Iteration 56Q (7016.735690 sec): 3 clusters Score: Raw -2646682.682506 + Penalty 3366.977544 = -2643315.704962 nChanged 225 SP:Iteration 57Q (7016.843364 sec): 3 clusters Score: Raw -2646731.614001 + Penalty 3366.977544 = -2643364.636457 nChanged 195 SP:Iteration 58Q (7016.947487 sec): 3 clusters Score: Raw -2646769.126428 + Penalty 3366.977544 = -2643402.148884 nChanged 176 SP:Iteration 59Q (7017.033092 sec): 3 clusters Score: Raw -2646799.516025 + Penalty 3366.977544 = -2643432.538480 nChanged 144 SP:Iteration 60F (7017.121043 sec): 3 clusters Score: Raw -2646824.879093 + Penalty 3366.977544 = -2643457.901549 nChanged 149 SP:Iteration 61Q (7017.221984 sec): 3 clusters Score: Raw -2646850.129962 + Penalty 3366.977544 = -2643483.152418 nChanged 146 SP:Iteration 62Q (7017.322749 sec): 3 clusters Score: Raw -2646872.916465 + Penalty 3366.977544 = -2643505.938921 nChanged 147 SP:Iteration 63Q (7017.413198 sec): 3 clusters Score: Raw -2646896.410296 + Penalty 3366.977544 = -2643529.432752 nChanged 144 SP:Iteration 64Q (7017.515259 sec): 3 clusters Score: Raw -2646920.039626 + Penalty 3366.977544 = -2643553.062081 nChanged 147 SP:Iteration 65Q (7017.611489 sec): 3 clusters Score: Raw -2646942.089936 + Penalty 3366.977544 = -2643575.112391 nChanged 136 SP:Iteration 66Q (7017.713422 sec): 3 clusters Score: Raw -2646963.284945 + Penalty 3366.977544 = -2643596.307400 nChanged 113 SP:Iteration 67Q (7017.805864 sec): 3 clusters Score: Raw -2646979.330158 + Penalty 3366.977544 = -2643612.352614 nChanged 100 SP:Iteration 68Q (7017.903256 sec): 3 clusters Score: Raw -2646991.217592 + Penalty 3366.977544 = -2643624.240047 nChanged 78 SP:Iteration 69Q (7017.996955 sec): 3 clusters Score: Raw -2647000.214595 + Penalty 3366.977544 = -2643633.237050 nChanged 90 SP:Iteration 70Q (7018.089229 sec): 3 clusters Score: Raw -2647010.108954 + Penalty 3366.977544 = -2643643.131409 nChanged 80 SP:Iteration 71Q (7018.173168 sec): 3 clusters Score: Raw -2647019.279622 + Penalty 3366.977544 = -2643652.302078 nChanged 79 SP:Iteration 72Q (7018.268403 sec): 3 clusters Score: Raw -2647027.750148 + Penalty 3366.977544 = -2643660.772604 nChanged 77 SP:Iteration 73Q (7018.364766 sec): 3 clusters Score: Raw -2647036.609572 + Penalty 3366.977544 = -2643669.632028 nChanged 75 SP:Iteration 74Q (7018.453506 sec): 3 clusters Score: Raw -2647046.276223 + Penalty 3366.977544 = -2643679.298679 nChanged 83 SP:Iteration 75Q (7018.549359 sec): 3 clusters Score: Raw -2647057.831377 + Penalty 3366.977544 = -2643690.853833 nChanged 82 SP:Iteration 76Q (7018.646034 sec): 3 clusters Score: Raw -2647068.799656 + Penalty 3366.977544 = -2643701.822111 nChanged 76 SP:Iteration 77Q (7018.730070 sec): 3 clusters Score: Raw -2647079.396426 + Penalty 3366.977544 = -2643712.418882 nChanged 79 SP:Iteration 78Q (7018.834758 sec): 3 clusters Score: Raw -2647090.758285 + Penalty 3366.977544 = -2643723.780740 nChanged 66 SP:Iteration 79Q (7018.913444 sec): 3 clusters Score: Raw -2647099.577815 + Penalty 3366.977544 = -2643732.600270 nChanged 75 SP:Iteration 80F (7019.019954 sec): 3 clusters Score: Raw -2647108.885261 + Penalty 3366.977544 = -2643741.907717 nChanged 62 SP:Iteration 81Q (7019.102440 sec): 3 clusters Score: Raw -2647114.810900 + Penalty 3366.977544 = -2643747.833356 nChanged 52 SP:Iteration 82Q (7019.197038 sec): 3 clusters Score: Raw -2647120.244470 + Penalty 3366.977544 = -2643753.266926 nChanged 54 SP:Iteration 83Q (7019.293462 sec): 3 clusters Score: Raw -2647125.359625 + Penalty 3366.977544 = -2643758.382081 nChanged 54 SP:Iteration 84Q (7019.385488 sec): 3 clusters Score: Raw -2647130.560205 + Penalty 3366.977544 = -2643763.582660 nChanged 41 SP:Iteration 85Q (7019.482242 sec): 3 clusters Score: Raw -2647134.235599 + Penalty 3366.977544 = -2643767.258055 nChanged 44 SP:Iteration 86Q (7019.579172 sec): 3 clusters Score: Raw -2647138.113028 + Penalty 3366.977544 = -2643771.135484 nChanged 50 SP:Iteration 87Q (7019.665463 sec): 3 clusters Score: Raw -2647142.637870 + Penalty 3366.977544 = -2643775.660326 nChanged 48 SP:Iteration 88Q (7019.747748 sec): 3 clusters Score: Raw -2647147.422599 + Penalty 3366.977544 = -2643780.445055 nChanged 59 SP:Iteration 89Q (7019.839279 sec): 3 clusters Score: Raw -2647154.474712 + Penalty 3366.977544 = -2643787.497167 nChanged 42 SP:Iteration 90Q (7019.925009 sec): 3 clusters Score: Raw -2647158.341472 + Penalty 3366.977544 = -2643791.363928 nChanged 31 SP:Iteration 91Q (7020.024399 sec): 3 clusters Score: Raw -2647161.113956 + Penalty 3366.977544 = -2643794.136412 nChanged 26 SP:Iteration 92Q (7020.128275 sec): 3 clusters Score: Raw -2647163.168690 + Penalty 3366.977544 = -2643796.191146 nChanged 28 SP:Iteration 93Q (7020.211413 sec): 3 clusters Score: Raw -2647165.024789 + Penalty 3366.977544 = -2643798.047245 nChanged 22 SP:Iteration 94Q (7020.297695 sec): 3 clusters Score: Raw -2647167.105752 + Penalty 3366.977544 = -2643800.128207 nChanged 28 SP:Iteration 95Q (7020.384956 sec): 3 clusters Score: Raw -2647169.063658 + Penalty 3366.977544 = -2643802.086114 nChanged 29 SP:Iteration 96Q (7020.471411 sec): 3 clusters Score: Raw -2647171.726289 + Penalty 3366.977544 = -2643804.748744 nChanged 31 SP:Iteration 97Q (7020.561612 sec): 3 clusters Score: Raw -2647174.609579 + Penalty 3366.977544 = -2643807.632035 nChanged 27 SP:Iteration 98Q (7020.648558 sec): 3 clusters Score: Raw -2647177.056778 + Penalty 3366.977544 = -2643810.079234 nChanged 24 SP:Iteration 99Q (7020.748331 sec): 3 clusters Score: Raw -2647178.932598 + Penalty 3366.977544 = -2643811.955054 nChanged 23 SP:Iteration 100F (7020.834547 sec): 3 clusters Score: Raw -2647180.914317 + Penalty 3366.977544 = -2643813.936773 nChanged 31 SP:Iteration 101Q (7020.936933 sec): 3 clusters Score: Raw -2647183.920450 + Penalty 3366.977544 = -2643816.942906 nChanged 30 SP:Iteration 102Q (7021.028419 sec): 3 clusters Score: Raw -2647186.234802 + Penalty 3366.977544 = -2643819.257257 nChanged 24 SP:Iteration 103Q (7021.121725 sec): 3 clusters Score: Raw -2647188.125222 + Penalty 3366.977544 = -2643821.147677 nChanged 20 SP:Iteration 104Q (7021.216774 sec): 3 clusters Score: Raw -2647189.334503 + Penalty 3366.977544 = -2643822.356958 nChanged 15 SP:Iteration 105Q (7021.301647 sec): 3 clusters Score: Raw -2647190.418479 + Penalty 3366.977544 = -2643823.440934 nChanged 16 SP:Iteration 106Q (7021.402155 sec): 3 clusters Score: Raw -2647191.416457 + Penalty 3366.977544 = -2643824.438913 nChanged 14 SP:Iteration 107Q (7021.491705 sec): 3 clusters Score: Raw -2647192.230581 + Penalty 3366.977544 = -2643825.253036 nChanged 10 SP:Iteration 108Q (7021.597009 sec): 3 clusters Score: Raw -2647192.635849 + Penalty 3366.977544 = -2643825.658305 nChanged 9 SP:Iteration 109Q (7021.689993 sec): 3 clusters Score: Raw -2647192.974826 + Penalty 3366.977544 = -2643825.997282 nChanged 6 SP:Iteration 110Q (7021.769651 sec): 3 clusters Score: Raw -2647193.182366 + Penalty 3366.977544 = -2643826.204822 nChanged 7 SP:Iteration 111Q (7021.864661 sec): 3 clusters Score: Raw -2647193.546946 + Penalty 3366.977544 = -2643826.569401 nChanged 8 SP:Iteration 112Q (7021.962229 sec): 3 clusters Score: Raw -2647193.955609 + Penalty 3366.977544 = -2643826.978064 nChanged 6 SP:Iteration 113Q (7022.053587 sec): 3 clusters Score: Raw -2647194.323850 + Penalty 3366.977544 = -2643827.346306 nChanged 9 SP:Iteration 114Q (7022.147193 sec): 3 clusters Score: Raw -2647194.907651 + Penalty 3366.977544 = -2643827.930106 nChanged 10 SP:Iteration 115Q (7022.236267 sec): 3 clusters Score: Raw -2647195.489383 + Penalty 3366.977544 = -2643828.511839 nChanged 9 SP:Iteration 116Q (7022.326868 sec): 3 clusters Score: Raw -2647195.935756 + Penalty 3366.977544 = -2643828.958212 nChanged 5 SP:Iteration 117Q (7022.427734 sec): 3 clusters Score: Raw -2647196.139417 + Penalty 3366.977544 = -2643829.161872 nChanged 7 SP:Iteration 118Q (7022.523652 sec): 3 clusters Score: Raw -2647196.571566 + Penalty 3366.977544 = -2643829.594021 nChanged 8 SP:Iteration 119Q (7022.619397 sec): 3 clusters Score: Raw -2647197.010135 + Penalty 3366.977544 = -2643830.032591 nChanged 3 SP:Iteration 120F (7022.721242 sec): 3 clusters Score: Raw -2647197.166094 + Penalty 3366.977544 = -2643830.188550 nChanged 2 SP:Iteration 121Q (7022.804044 sec): 3 clusters Score: Raw -2647197.279306 + Penalty 3366.977544 = -2643830.301761 nChanged 3 SP:Iteration 122Q (7022.894152 sec): 3 clusters Score: Raw -2647197.429538 + Penalty 3366.977544 = -2643830.451993 nChanged 2 SP:Iteration 123Q (7022.995872 sec): 3 clusters Score: Raw -2647197.519940 + Penalty 3366.977544 = -2643830.542396 nChanged 0 SP:Iteration 124F (7023.096854 sec): 3 clusters Score: Raw -2647197.519940 + Penalty 3366.977544 = -2643830.542396 nChanged 0 Trying to split cluster 4 (45710 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7023.181517 sec): 2 clusters Score: Raw -3856071.879748 + Penalty 1743.636760 = -3854328.242988 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7023.297340 sec): 3 clusters Score: Raw -3826923.088603 + Penalty 3487.273521 = -3823435.815083 nChanged 21564 SP:Iteration 1F (7023.423569 sec): 3 clusters Score: Raw -3839470.700798 + Penalty 3487.273521 = -3835983.427277 nChanged 2051 SP:Iteration 2Q (7023.546729 sec): 3 clusters Score: Raw -3840131.537060 + Penalty 3487.273521 = -3836644.263539 nChanged 2006 SP:Iteration 3Q (7023.667047 sec): 3 clusters Score: Raw -3840912.065580 + Penalty 3487.273521 = -3837424.792059 nChanged 2174 SP:Iteration 4Q (7023.795871 sec): 3 clusters Score: Raw -3841907.785145 + Penalty 3487.273521 = -3838420.511624 nChanged 2406 SP:Iteration 5F (7023.919657 sec): 3 clusters Score: Raw -3843220.553738 + Penalty 3487.273521 = -3839733.280217 nChanged 2630 SP:Iteration 6F (7024.041985 sec): 3 clusters Score: Raw -3844882.141743 + Penalty 3487.273521 = -3841394.868222 nChanged 2798 SP:Iteration 7F (7024.158651 sec): 3 clusters Score: Raw -3846763.631380 + Penalty 3487.273521 = -3843276.357860 nChanged 2647 SP:Iteration 8F (7024.289565 sec): 3 clusters Score: Raw -3848464.386384 + Penalty 3487.273521 = -3844977.112864 nChanged 2143 SP:Iteration 9Q (7024.414699 sec): 3 clusters Score: Raw -3849479.033275 + Penalty 3487.273521 = -3845991.759754 nChanged 1482 SP:Iteration 10Q (7024.544037 sec): 3 clusters Score: Raw -3849944.911662 + Penalty 3487.273521 = -3846457.638142 nChanged 986 SP:Iteration 11Q (7024.665332 sec): 3 clusters Score: Raw -3850182.778519 + Penalty 3487.273521 = -3846695.504998 nChanged 706 SP:Iteration 12Q (7024.794182 sec): 3 clusters Score: Raw -3850344.530306 + Penalty 3487.273521 = -3846857.256786 nChanged 590 SP:Iteration 13Q (7024.920252 sec): 3 clusters Score: Raw -3850471.988684 + Penalty 3487.273521 = -3846984.715163 nChanged 524 SP:Iteration 14Q (7025.037385 sec): 3 clusters Score: Raw -3850579.129556 + Penalty 3487.273521 = -3847091.856036 nChanged 500 SP:Iteration 15Q (7025.163435 sec): 3 clusters Score: Raw -3850676.890369 + Penalty 3487.273521 = -3847189.616849 nChanged 489 SP:Iteration 16Q (7025.293813 sec): 3 clusters Score: Raw -3850774.342353 + Penalty 3487.273521 = -3847287.068832 nChanged 488 SP:Iteration 17Q (7025.415810 sec): 3 clusters Score: Raw -3850875.636822 + Penalty 3487.273521 = -3847388.363301 nChanged 478 SP:Iteration 18Q (7025.536581 sec): 3 clusters Score: Raw -3850972.577726 + Penalty 3487.273521 = -3847485.304205 nChanged 482 SP:Iteration 19Q (7025.652168 sec): 3 clusters Score: Raw -3851068.713246 + Penalty 3487.273521 = -3847581.439725 nChanged 465 SP:Iteration 20F (7025.775232 sec): 3 clusters Score: Raw -3851165.780703 + Penalty 3487.273521 = -3847678.507182 nChanged 459 SP:Iteration 21Q (7025.898009 sec): 3 clusters Score: Raw -3851266.134348 + Penalty 3487.273521 = -3847778.860827 nChanged 513 SP:Iteration 22Q (7026.031880 sec): 3 clusters Score: Raw -3851382.998327 + Penalty 3487.273521 = -3847895.724807 nChanged 503 SP:Iteration 23Q (7026.149522 sec): 3 clusters Score: Raw -3851494.618240 + Penalty 3487.273521 = -3848007.344719 nChanged 483 SP:Iteration 24Q (7026.279885 sec): 3 clusters Score: Raw -3851591.912365 + Penalty 3487.273521 = -3848104.638844 nChanged 438 SP:Iteration 25Q (7026.403058 sec): 3 clusters Score: Raw -3851674.494892 + Penalty 3487.273521 = -3848187.221371 nChanged 409 SP:Iteration 26Q (7026.515672 sec): 3 clusters Score: Raw -3851748.840801 + Penalty 3487.273521 = -3848261.567280 nChanged 361 SP:Iteration 27Q (7026.632034 sec): 3 clusters Score: Raw -3851812.838363 + Penalty 3487.273521 = -3848325.564842 nChanged 396 SP:Iteration 28Q (7026.756504 sec): 3 clusters Score: Raw -3851886.744447 + Penalty 3487.273521 = -3848399.470926 nChanged 425 SP:Iteration 29Q (7026.875248 sec): 3 clusters Score: Raw -3851969.295098 + Penalty 3487.273521 = -3848482.021577 nChanged 374 SP:Iteration 30Q (7026.995466 sec): 3 clusters Score: Raw -3852041.358774 + Penalty 3487.273521 = -3848554.085254 nChanged 382 SP:Iteration 31Q (7027.127877 sec): 3 clusters Score: Raw -3852112.147805 + Penalty 3487.273521 = -3848624.874284 nChanged 364 SP:Iteration 32Q (7027.244117 sec): 3 clusters Score: Raw -3852174.988645 + Penalty 3487.273521 = -3848687.715125 nChanged 334 SP:Iteration 33Q (7027.372875 sec): 3 clusters Score: Raw -3852233.768650 + Penalty 3487.273521 = -3848746.495130 nChanged 331 SP:Iteration 34Q (7027.496103 sec): 3 clusters Score: Raw -3852292.230708 + Penalty 3487.273521 = -3848804.957187 nChanged 336 SP:Iteration 35Q (7027.616245 sec): 3 clusters Score: Raw -3852352.451465 + Penalty 3487.273521 = -3848865.177945 nChanged 351 SP:Iteration 36Q (7027.737154 sec): 3 clusters Score: Raw -3852417.008413 + Penalty 3487.273521 = -3848929.734892 nChanged 356 SP:Iteration 37Q (7027.844593 sec): 3 clusters Score: Raw -3852481.973257 + Penalty 3487.273521 = -3848994.699737 nChanged 329 SP:Iteration 38Q (7027.972146 sec): 3 clusters Score: Raw -3852539.823049 + Penalty 3487.273521 = -3849052.549528 nChanged 324 SP:Iteration 39Q (7028.085786 sec): 3 clusters Score: Raw -3852594.131425 + Penalty 3487.273521 = -3849106.857904 nChanged 331 SP:Iteration 40F (7028.212195 sec): 3 clusters Score: Raw -3852651.545858 + Penalty 3487.273521 = -3849164.272337 nChanged 307 SP:Iteration 41Q (7028.327207 sec): 3 clusters Score: Raw -3852710.508264 + Penalty 3487.273521 = -3849223.234744 nChanged 358 SP:Iteration 42Q (7028.442112 sec): 3 clusters Score: Raw -3852781.588860 + Penalty 3487.273521 = -3849294.315340 nChanged 383 SP:Iteration 43Q (7028.561439 sec): 3 clusters Score: Raw -3852859.047746 + Penalty 3487.273521 = -3849371.774225 nChanged 387 SP:Iteration 44Q (7028.685075 sec): 3 clusters Score: Raw -3852931.844517 + Penalty 3487.273521 = -3849444.570997 nChanged 374 SP:Iteration 45Q (7028.800480 sec): 3 clusters Score: Raw -3852996.667592 + Penalty 3487.273521 = -3849509.394071 nChanged 355 SP:Iteration 46Q (7028.923885 sec): 3 clusters Score: Raw -3853060.139948 + Penalty 3487.273521 = -3849572.866428 nChanged 355 SP:Iteration 47Q (7029.046882 sec): 3 clusters Score: Raw -3853125.492852 + Penalty 3487.273521 = -3849638.219331 nChanged 368 SP:Iteration 48Q (7029.165931 sec): 3 clusters Score: Raw -3853202.434525 + Penalty 3487.273521 = -3849715.161004 nChanged 395 SP:Iteration 49Q (7029.289461 sec): 3 clusters Score: Raw -3853294.792371 + Penalty 3487.273521 = -3849807.518851 nChanged 412 SP:Iteration 50Q (7029.412672 sec): 3 clusters Score: Raw -3853391.303669 + Penalty 3487.273521 = -3849904.030148 nChanged 386 SP:Iteration 51Q (7029.540272 sec): 3 clusters Score: Raw -3853487.916065 + Penalty 3487.273521 = -3850000.642545 nChanged 398 SP:Iteration 52Q (7029.646061 sec): 3 clusters Score: Raw -3853584.756142 + Penalty 3487.273521 = -3850097.482622 nChanged 412 SP:Iteration 53Q (7029.772442 sec): 3 clusters Score: Raw -3853684.154188 + Penalty 3487.273521 = -3850196.880668 nChanged 421 SP:Iteration 54Q (7029.889994 sec): 3 clusters Score: Raw -3853787.609789 + Penalty 3487.273521 = -3850300.336269 nChanged 426 SP:Iteration 55Q (7030.009976 sec): 3 clusters Score: Raw -3853896.131771 + Penalty 3487.273521 = -3850408.858250 nChanged 421 SP:Iteration 56Q (7030.124803 sec): 3 clusters Score: Raw -3854011.376971 + Penalty 3487.273521 = -3850524.103450 nChanged 421 SP:Iteration 57Q (7030.238099 sec): 3 clusters Score: Raw -3854132.935304 + Penalty 3487.273521 = -3850645.661783 nChanged 401 SP:Iteration 58Q (7030.355112 sec): 3 clusters Score: Raw -3854247.747888 + Penalty 3487.273521 = -3850760.474367 nChanged 381 SP:Iteration 59Q (7030.471663 sec): 3 clusters Score: Raw -3854363.425753 + Penalty 3487.273521 = -3850876.152233 nChanged 369 SP:Iteration 60F (7030.587377 sec): 3 clusters Score: Raw -3854474.829884 + Penalty 3487.273521 = -3850987.556363 nChanged 342 SP:Iteration 61Q (7030.699117 sec): 3 clusters Score: Raw -3854575.764756 + Penalty 3487.273521 = -3851088.491235 nChanged 332 SP:Iteration 62Q (7030.800652 sec): 3 clusters Score: Raw -3854678.281593 + Penalty 3487.273521 = -3851191.008072 nChanged 333 SP:Iteration 63Q (7030.921936 sec): 3 clusters Score: Raw -3854782.180257 + Penalty 3487.273521 = -3851294.906736 nChanged 305 SP:Iteration 64Q (7031.032007 sec): 3 clusters Score: Raw -3854888.246386 + Penalty 3487.273521 = -3851400.972865 nChanged 310 SP:Iteration 65Q (7031.150514 sec): 3 clusters Score: Raw -3854992.702589 + Penalty 3487.273521 = -3851505.429069 nChanged 305 SP:Iteration 66Q (7031.265062 sec): 3 clusters Score: Raw -3855101.381971 + Penalty 3487.273521 = -3851614.108450 nChanged 317 SP:Iteration 67Q (7031.377841 sec): 3 clusters Score: Raw -3855226.614924 + Penalty 3487.273521 = -3851739.341403 nChanged 306 SP:Iteration 68Q (7031.488496 sec): 3 clusters Score: Raw -3855349.539094 + Penalty 3487.273521 = -3851862.265574 nChanged 271 SP:Iteration 69Q (7031.586902 sec): 3 clusters Score: Raw -3855452.016208 + Penalty 3487.273521 = -3851964.742688 nChanged 220 SP:Iteration 70Q (7031.699529 sec): 3 clusters Score: Raw -3855535.889573 + Penalty 3487.273521 = -3852048.616052 nChanged 212 SP:Iteration 71Q (7031.796989 sec): 3 clusters Score: Raw -3855616.688697 + Penalty 3487.273521 = -3852129.415176 nChanged 189 SP:Iteration 72Q (7031.907639 sec): 3 clusters Score: Raw -3855690.689990 + Penalty 3487.273521 = -3852203.416469 nChanged 194 SP:Iteration 73Q (7032.017198 sec): 3 clusters Score: Raw -3855762.496421 + Penalty 3487.273521 = -3852275.222900 nChanged 172 SP:Iteration 74Q (7032.120668 sec): 3 clusters Score: Raw -3855824.683865 + Penalty 3487.273521 = -3852337.410344 nChanged 167 SP:Iteration 75Q (7032.233000 sec): 3 clusters Score: Raw -3855885.997707 + Penalty 3487.273521 = -3852398.724186 nChanged 131 SP:Iteration 76Q (7032.337355 sec): 3 clusters Score: Raw -3855940.166036 + Penalty 3487.273521 = -3852452.892515 nChanged 149 SP:Iteration 77Q (7032.441209 sec): 3 clusters Score: Raw -3856008.016935 + Penalty 3487.273521 = -3852520.743414 nChanged 123 SP:Iteration 78Q (7032.554414 sec): 3 clusters Score: Raw -3856060.425109 + Penalty 3487.273521 = -3852573.151588 nChanged 95 SP:Iteration 79Q (7032.663790 sec): 3 clusters Score: Raw -3856097.813267 + Penalty 3487.273521 = -3852610.539746 nChanged 70 SP:Iteration 80F (7032.782968 sec): 3 clusters Score: Raw -3856119.302785 + Penalty 3487.273521 = -3852632.029264 nChanged 57 SP:Iteration 81Q (7032.904969 sec): 3 clusters Score: Raw -3856135.252229 + Penalty 3487.273521 = -3852647.978708 nChanged 49 SP:Iteration 82Q (7032.981903 sec): 3 clusters Score: Raw -3856148.722046 + Penalty 3487.273521 = -3852661.448525 nChanged 48 SP:Iteration 83Q (7033.091708 sec): 3 clusters Score: Raw -3856164.250437 + Penalty 3487.273521 = -3852676.976917 nChanged 50 SP:Iteration 84Q (7033.191147 sec): 3 clusters Score: Raw -3856180.784872 + Penalty 3487.273521 = -3852693.511351 nChanged 49 SP:Iteration 85Q (7033.302606 sec): 3 clusters Score: Raw -3856198.888487 + Penalty 3487.273521 = -3852711.614966 nChanged 46 SP:Iteration 86Q (7033.400461 sec): 3 clusters Score: Raw -3856212.233497 + Penalty 3487.273521 = -3852724.959977 nChanged 50 SP:Iteration 87Q (7033.490955 sec): 3 clusters Score: Raw -3856229.802907 + Penalty 3487.273521 = -3852742.529387 nChanged 36 SP:Iteration 88Q (7033.604401 sec): 3 clusters Score: Raw -3856246.666141 + Penalty 3487.273521 = -3852759.392621 nChanged 44 SP:Iteration 89Q (7033.707904 sec): 3 clusters Score: Raw -3856264.480502 + Penalty 3487.273521 = -3852777.206982 nChanged 39 SP:Iteration 90Q (7033.808541 sec): 3 clusters Score: Raw -3856284.080173 + Penalty 3487.273521 = -3852796.806652 nChanged 53 SP:Iteration 91Q (7033.925463 sec): 3 clusters Score: Raw -3856311.564428 + Penalty 3487.273521 = -3852824.290908 nChanged 62 SP:Iteration 92Q (7034.029749 sec): 3 clusters Score: Raw -3856341.203697 + Penalty 3487.273521 = -3852853.930176 nChanged 54 SP:Iteration 93Q (7034.132352 sec): 3 clusters Score: Raw -3856364.701322 + Penalty 3487.273521 = -3852877.427801 nChanged 40 SP:Iteration 94Q (7034.235311 sec): 3 clusters Score: Raw -3856379.995198 + Penalty 3487.273521 = -3852892.721677 nChanged 27 SP:Iteration 95Q (7034.337213 sec): 3 clusters Score: Raw -3856390.265752 + Penalty 3487.273521 = -3852902.992231 nChanged 20 SP:Iteration 96Q (7034.445195 sec): 3 clusters Score: Raw -3856398.396158 + Penalty 3487.273521 = -3852911.122638 nChanged 31 SP:Iteration 97Q (7034.539504 sec): 3 clusters Score: Raw -3856411.370310 + Penalty 3487.273521 = -3852924.096790 nChanged 31 SP:Iteration 98Q (7034.642245 sec): 3 clusters Score: Raw -3856426.568518 + Penalty 3487.273521 = -3852939.294997 nChanged 32 SP:Iteration 99Q (7034.741369 sec): 3 clusters Score: Raw -3856444.776350 + Penalty 3487.273521 = -3852957.502829 nChanged 29 SP:Iteration 100F (7034.867969 sec): 3 clusters Score: Raw -3856459.433502 + Penalty 3487.273521 = -3852972.159981 nChanged 24 SP:Iteration 101Q (7034.977021 sec): 3 clusters Score: Raw -3856471.542389 + Penalty 3487.273521 = -3852984.268868 nChanged 27 SP:Iteration 102Q (7035.084783 sec): 3 clusters Score: Raw -3856486.179355 + Penalty 3487.273521 = -3852998.905834 nChanged 25 SP:Iteration 103Q (7035.190273 sec): 3 clusters Score: Raw -3856498.842339 + Penalty 3487.273521 = -3853011.568819 nChanged 17 SP:Iteration 104Q (7035.293318 sec): 3 clusters Score: Raw -3856508.543699 + Penalty 3487.273521 = -3853021.270178 nChanged 15 SP:Iteration 105Q (7035.394635 sec): 3 clusters Score: Raw -3856515.543884 + Penalty 3487.273521 = -3853028.270363 nChanged 13 SP:Iteration 106Q (7035.508122 sec): 3 clusters Score: Raw -3856521.959874 + Penalty 3487.273521 = -3853034.686353 nChanged 12 SP:Iteration 107Q (7035.613845 sec): 3 clusters Score: Raw -3856528.826742 + Penalty 3487.273521 = -3853041.553221 nChanged 12 SP:Iteration 108Q (7035.711058 sec): 3 clusters Score: Raw -3856533.826906 + Penalty 3487.273521 = -3853046.553385 nChanged 10 SP:Iteration 109Q (7035.817161 sec): 3 clusters Score: Raw -3856536.722755 + Penalty 3487.273521 = -3853049.449235 nChanged 6 SP:Iteration 110Q (7035.917140 sec): 3 clusters Score: Raw -3856539.643314 + Penalty 3487.273521 = -3853052.369794 nChanged 4 SP:Iteration 111Q (7036.021455 sec): 3 clusters Score: Raw -3856541.332081 + Penalty 3487.273521 = -3853054.058561 nChanged 5 SP:Iteration 112Q (7036.121915 sec): 3 clusters Score: Raw -3856543.254882 + Penalty 3487.273521 = -3853055.981361 nChanged 6 SP:Iteration 113Q (7036.222588 sec): 3 clusters Score: Raw -3856545.661667 + Penalty 3487.273521 = -3853058.388146 nChanged 3 SP:Iteration 114Q (7036.331376 sec): 3 clusters Score: Raw -3856546.553841 + Penalty 3487.273521 = -3853059.280321 nChanged 0 SP:Iteration 115F (7036.447385 sec): 3 clusters Score: Raw -3856546.553841 + Penalty 3487.273521 = -3853059.280321 nChanged 0 Trying to split cluster 5 (1537 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7036.467561 sec): 2 clusters Score: Raw -90193.751480 + Penalty 1192.358008 = -89001.393472 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7036.518636 sec): 3 clusters Score: Raw -89746.632957 + Penalty 2384.716017 = -87361.916941 nChanged 565 SP:Iteration 1F (7036.563154 sec): 3 clusters Score: Raw -90486.030492 + Penalty 2384.716017 = -88101.314476 nChanged 226 SP:Iteration 2F (7036.613889 sec): 3 clusters Score: Raw -91008.306778 + Penalty 2384.716017 = -88623.590762 nChanged 128 SP:Iteration 3F (7036.653388 sec): 3 clusters Score: Raw -91265.964394 + Penalty 2384.716017 = -88881.248378 nChanged 82 SP:Iteration 4F (7036.699759 sec): 3 clusters Score: Raw -91421.883904 + Penalty 2384.716017 = -89037.167888 nChanged 59 SP:Iteration 5Q (7036.756197 sec): 3 clusters Score: Raw -91525.065539 + Penalty 2384.716017 = -89140.349523 nChanged 41 SP:Iteration 6Q (7036.809101 sec): 3 clusters Score: Raw -91594.730132 + Penalty 2384.716017 = -89210.014116 nChanged 21 SP:Iteration 7Q (7036.848882 sec): 3 clusters Score: Raw -91618.161759 + Penalty 2384.716017 = -89233.445742 nChanged 15 SP:Iteration 8Q (7036.899572 sec): 3 clusters Score: Raw -91628.429777 + Penalty 2384.716017 = -89243.713760 nChanged 8 SP:Iteration 9Q (7036.943067 sec): 3 clusters Score: Raw -91631.594245 + Penalty 2384.716017 = -89246.878228 nChanged 9 SP:Iteration 10Q (7036.990820 sec): 3 clusters Score: Raw -91636.103724 + Penalty 2384.716017 = -89251.387707 nChanged 13 SP:Iteration 11Q (7037.040762 sec): 3 clusters Score: Raw -91644.310488 + Penalty 2384.716017 = -89259.594471 nChanged 9 SP:Iteration 12Q (7037.092997 sec): 3 clusters Score: Raw -91650.328454 + Penalty 2384.716017 = -89265.612438 nChanged 14 SP:Iteration 13Q (7037.157538 sec): 3 clusters Score: Raw -91662.265668 + Penalty 2384.716017 = -89277.549651 nChanged 20 SP:Iteration 14Q (7037.194881 sec): 3 clusters Score: Raw -91678.720040 + Penalty 2384.716017 = -89294.004023 nChanged 23 SP:Iteration 15Q (7037.245116 sec): 3 clusters Score: Raw -91695.458913 + Penalty 2384.716017 = -89310.742896 nChanged 21 SP:Iteration 16Q (7037.289385 sec): 3 clusters Score: Raw -91711.628446 + Penalty 2384.716017 = -89326.912430 nChanged 27 SP:Iteration 17Q (7037.339668 sec): 3 clusters Score: Raw -91732.749205 + Penalty 2384.716017 = -89348.033189 nChanged 24 SP:Iteration 18Q (7037.390173 sec): 3 clusters Score: Raw -91753.561411 + Penalty 2384.716017 = -89368.845395 nChanged 28 SP:Iteration 19Q (7037.440564 sec): 3 clusters Score: Raw -91778.188237 + Penalty 2384.716017 = -89393.472220 nChanged 30 SP:Iteration 20F (7037.491295 sec): 3 clusters Score: Raw -91801.544102 + Penalty 2384.716017 = -89416.828085 nChanged 20 SP:Iteration 21Q (7037.528270 sec): 3 clusters Score: Raw -91818.851601 + Penalty 2384.716017 = -89434.135585 nChanged 14 SP:Iteration 22Q (7037.579003 sec): 3 clusters Score: Raw -91828.211772 + Penalty 2384.716017 = -89443.495755 nChanged 12 SP:Iteration 23Q (7037.623819 sec): 3 clusters Score: Raw -91833.846205 + Penalty 2384.716017 = -89449.130189 nChanged 6 SP:Iteration 24Q (7037.667819 sec): 3 clusters Score: Raw -91836.360066 + Penalty 2384.716017 = -89451.644050 nChanged 2 SP:Iteration 25Q (7037.718129 sec): 3 clusters Score: Raw -91837.407165 + Penalty 2384.716017 = -89452.691148 nChanged 0 SP:Iteration 26F (7037.766390 sec): 3 clusters Score: Raw -91837.407165 + Penalty 2384.716017 = -89452.691148 nChanged 0 Score: Raw -49145713.515023 + Penalty 88911.006508 = -49056802.508515 Splitting cluster 5 changes total score from -49057326.400171 to -49056802.508515 So it's not getting split. Trying to split cluster 6 (558 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7054.609347 sec): 2 clusters Score: Raw -43296.811681 + Penalty 1027.708331 = -42269.103350 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7054.643732 sec): 3 clusters Score: Raw -43220.245517 + Penalty 2055.416663 = -41164.828854 nChanged 127 SP:Iteration 1F (7054.689576 sec): 3 clusters Score: Raw -43382.137870 + Penalty 2055.416663 = -41326.721207 nChanged 29 SP:Iteration 2F (7054.751183 sec): 3 clusters Score: Raw -43437.452843 + Penalty 2055.416663 = -41382.036180 nChanged 22 SP:Iteration 3Q (7054.789279 sec): 3 clusters Score: Raw -43477.262488 + Penalty 2055.416663 = -41421.845826 nChanged 16 SP:Iteration 4Q (7054.848563 sec): 3 clusters Score: Raw -43516.188757 + Penalty 2055.416663 = -41460.772094 nChanged 5 SP:Iteration 5Q (7054.900494 sec): 3 clusters Score: Raw -43523.835479 + Penalty 2055.416663 = -41468.418816 nChanged 6 SP:Iteration 6Q (7054.930175 sec): 3 clusters Score: Raw -43555.873874 + Penalty 2055.416663 = -41500.457212 nChanged 11 SP:Iteration 7Q (7054.979706 sec): 3 clusters Score: Raw -43572.679698 + Penalty 2055.416663 = -41517.263036 nChanged 8 SP:Iteration 8Q (7055.026260 sec): 3 clusters Score: Raw -43585.802518 + Penalty 2055.416663 = -41530.385855 nChanged 6 SP:Iteration 9Q (7055.075776 sec): 3 clusters Score: Raw -43600.471924 + Penalty 2055.416663 = -41545.055261 nChanged 2 SP:Iteration 10Q (7055.121947 sec): 3 clusters Score: Raw -43602.303512 + Penalty 2055.416663 = -41546.886849 nChanged 1 SP:Iteration 11Q (7055.171931 sec): 3 clusters Score: Raw -43604.512865 + Penalty 2055.416663 = -41549.096202 nChanged 3 SP:Iteration 12Q (7055.216890 sec): 3 clusters Score: Raw -43609.345648 + Penalty 2055.416663 = -41553.928985 nChanged 2 SP:Iteration 13Q (7055.245979 sec): 3 clusters Score: Raw -43613.909078 + Penalty 2055.416663 = -41558.492415 nChanged 6 SP:Iteration 14Q (7055.300801 sec): 3 clusters Score: Raw -43624.876524 + Penalty 2055.416663 = -41569.459861 nChanged 1 SP:Iteration 15Q (7055.334584 sec): 3 clusters Score: Raw -43627.262617 + Penalty 2055.416663 = -41571.845954 nChanged 0 SP:Iteration 16F (7055.377324 sec): 3 clusters Score: Raw -43627.262617 + Penalty 2055.416663 = -41571.845954 nChanged 0 Trying to split cluster 7 (12011 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7055.433172 sec): 2 clusters Score: Raw -986695.808950 + Penalty 1526.456454 = -985169.352496 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7055.485618 sec): 3 clusters Score: Raw -979775.616805 + Penalty 3052.912907 = -976722.703898 nChanged 5245 SP:Iteration 1F (7055.547431 sec): 3 clusters Score: Raw -982644.904076 + Penalty 3052.912907 = -979591.991169 nChanged 817 SP:Iteration 2F (7055.607933 sec): 3 clusters Score: Raw -983102.427606 + Penalty 3052.912907 = -980049.514698 nChanged 756 SP:Iteration 3F (7055.676027 sec): 3 clusters Score: Raw -983521.305577 + Penalty 3052.912907 = -980468.392670 nChanged 714 SP:Iteration 4F (7055.744669 sec): 3 clusters Score: Raw -983953.263927 + Penalty 3052.912907 = -980900.351020 nChanged 674 SP:Iteration 5F (7055.812440 sec): 3 clusters Score: Raw -984387.741796 + Penalty 3052.912907 = -981334.828889 nChanged 655 SP:Iteration 6F (7055.881218 sec): 3 clusters Score: Raw -984829.371962 + Penalty 3052.912907 = -981776.459055 nChanged 605 SP:Iteration 7F (7055.948596 sec): 3 clusters Score: Raw -985215.667662 + Penalty 3052.912907 = -982162.754755 nChanged 557 SP:Iteration 8Q (7056.016538 sec): 3 clusters Score: Raw -985584.282217 + Penalty 3052.912907 = -982531.369310 nChanged 470 SP:Iteration 9Q (7056.077590 sec): 3 clusters Score: Raw -985877.476897 + Penalty 3052.912907 = -982824.563990 nChanged 391 SP:Iteration 10Q (7056.137844 sec): 3 clusters Score: Raw -986121.682868 + Penalty 3052.912907 = -983068.769961 nChanged 342 SP:Iteration 11Q (7056.204595 sec): 3 clusters Score: Raw -986322.308982 + Penalty 3052.912907 = -983269.396075 nChanged 289 SP:Iteration 12Q (7056.282427 sec): 3 clusters Score: Raw -986460.107324 + Penalty 3052.912907 = -983407.194417 nChanged 221 SP:Iteration 13Q (7056.336472 sec): 3 clusters Score: Raw -986546.824057 + Penalty 3052.912907 = -983493.911150 nChanged 176 SP:Iteration 14Q (7056.404578 sec): 3 clusters Score: Raw -986614.757139 + Penalty 3052.912907 = -983561.844232 nChanged 166 SP:Iteration 15Q (7056.471021 sec): 3 clusters Score: Raw -986681.434241 + Penalty 3052.912907 = -983628.521334 nChanged 142 SP:Iteration 16Q (7056.541205 sec): 3 clusters Score: Raw -986731.987729 + Penalty 3052.912907 = -983679.074822 nChanged 116 SP:Iteration 17Q (7056.610439 sec): 3 clusters Score: Raw -986763.924654 + Penalty 3052.912907 = -983711.011747 nChanged 106 SP:Iteration 18Q (7056.677577 sec): 3 clusters Score: Raw -986790.982698 + Penalty 3052.912907 = -983738.069791 nChanged 94 SP:Iteration 19Q (7056.758103 sec): 3 clusters Score: Raw -986812.038146 + Penalty 3052.912907 = -983759.125239 nChanged 72 SP:Iteration 20F (7056.827169 sec): 3 clusters Score: Raw -986828.662446 + Penalty 3052.912907 = -983775.749539 nChanged 74 SP:Iteration 21Q (7056.881511 sec): 3 clusters Score: Raw -986846.292954 + Penalty 3052.912907 = -983793.380047 nChanged 62 SP:Iteration 22Q (7056.959994 sec): 3 clusters Score: Raw -986864.849812 + Penalty 3052.912907 = -983811.936905 nChanged 74 SP:Iteration 23Q (7056.985276 sec): 3 clusters Score: Raw -986886.872637 + Penalty 3052.912907 = -983833.959730 nChanged 78 SP:Iteration 24Q (7057.017277 sec): 3 clusters Score: Raw -986907.990882 + Penalty 3052.912907 = -983855.077975 nChanged 64 SP:Iteration 25Q (7057.049107 sec): 3 clusters Score: Raw -986924.701173 + Penalty 3052.912907 = -983871.788266 nChanged 61 SP:Iteration 26Q (7057.080915 sec): 3 clusters Score: Raw -986940.976357 + Penalty 3052.912907 = -983888.063450 nChanged 56 SP:Iteration 27Q (7057.112749 sec): 3 clusters Score: Raw -986957.677900 + Penalty 3052.912907 = -983904.764993 nChanged 64 SP:Iteration 28Q (7057.144411 sec): 3 clusters Score: Raw -986975.130600 + Penalty 3052.912907 = -983922.217693 nChanged 55 SP:Iteration 29Q (7057.222408 sec): 3 clusters Score: Raw -986989.267018 + Penalty 3052.912907 = -983936.354110 nChanged 46 SP:Iteration 30Q (7057.279687 sec): 3 clusters Score: Raw -986998.654256 + Penalty 3052.912907 = -983945.741349 nChanged 46 SP:Iteration 31Q (7057.355817 sec): 3 clusters Score: Raw -987007.794995 + Penalty 3052.912907 = -983954.882088 nChanged 38 SP:Iteration 32Q (7057.408302 sec): 3 clusters Score: Raw -987014.444332 + Penalty 3052.912907 = -983961.531425 nChanged 35 SP:Iteration 33Q (7057.467997 sec): 3 clusters Score: Raw -987021.165586 + Penalty 3052.912907 = -983968.252679 nChanged 30 SP:Iteration 34Q (7057.533685 sec): 3 clusters Score: Raw -987028.384334 + Penalty 3052.912907 = -983975.471427 nChanged 40 SP:Iteration 35Q (7057.595911 sec): 3 clusters Score: Raw -987037.912514 + Penalty 3052.912907 = -983984.999607 nChanged 50 SP:Iteration 36Q (7057.652033 sec): 3 clusters Score: Raw -987046.638193 + Penalty 3052.912907 = -983993.725286 nChanged 34 SP:Iteration 37Q (7057.727113 sec): 3 clusters Score: Raw -987053.226433 + Penalty 3052.912907 = -984000.313526 nChanged 28 SP:Iteration 38Q (7057.789493 sec): 3 clusters Score: Raw -987057.575737 + Penalty 3052.912907 = -984004.662830 nChanged 26 SP:Iteration 39Q (7057.856052 sec): 3 clusters Score: Raw -987061.364710 + Penalty 3052.912907 = -984008.451803 nChanged 21 SP:Iteration 40F (7057.924939 sec): 3 clusters Score: Raw -987064.402434 + Penalty 3052.912907 = -984011.489527 nChanged 23 SP:Iteration 41Q (7057.982972 sec): 3 clusters Score: Raw -987068.021989 + Penalty 3052.912907 = -984015.109082 nChanged 28 SP:Iteration 42Q (7058.051089 sec): 3 clusters Score: Raw -987072.440227 + Penalty 3052.912907 = -984019.527320 nChanged 24 SP:Iteration 43Q (7058.127755 sec): 3 clusters Score: Raw -987076.765533 + Penalty 3052.912907 = -984023.852626 nChanged 26 SP:Iteration 44Q (7058.185007 sec): 3 clusters Score: Raw -987082.417881 + Penalty 3052.912907 = -984029.504974 nChanged 24 SP:Iteration 45Q (7058.248370 sec): 3 clusters Score: Raw -987086.377496 + Penalty 3052.912907 = -984033.464589 nChanged 24 SP:Iteration 46Q (7058.314042 sec): 3 clusters Score: Raw -987090.774467 + Penalty 3052.912907 = -984037.861560 nChanged 29 SP:Iteration 47Q (7058.384507 sec): 3 clusters Score: Raw -987096.387943 + Penalty 3052.912907 = -984043.475036 nChanged 30 SP:Iteration 48Q (7058.442907 sec): 3 clusters Score: Raw -987102.481355 + Penalty 3052.912907 = -984049.568448 nChanged 35 SP:Iteration 49Q (7058.512992 sec): 3 clusters Score: Raw -987109.522968 + Penalty 3052.912907 = -984056.610061 nChanged 35 SP:Iteration 50Q (7058.565563 sec): 3 clusters Score: Raw -987115.524478 + Penalty 3052.912907 = -984062.611571 nChanged 29 SP:Iteration 51Q (7058.628383 sec): 3 clusters Score: Raw -987119.939756 + Penalty 3052.912907 = -984067.026849 nChanged 25 SP:Iteration 52Q (7058.694451 sec): 3 clusters Score: Raw -987125.115662 + Penalty 3052.912907 = -984072.202755 nChanged 38 SP:Iteration 53Q (7058.769442 sec): 3 clusters Score: Raw -987133.544139 + Penalty 3052.912907 = -984080.631232 nChanged 39 SP:Iteration 54Q (7058.825672 sec): 3 clusters Score: Raw -987142.461346 + Penalty 3052.912907 = -984089.548439 nChanged 34 SP:Iteration 55Q (7058.895955 sec): 3 clusters Score: Raw -987150.422303 + Penalty 3052.912907 = -984097.509395 nChanged 32 SP:Iteration 56Q (7058.959792 sec): 3 clusters Score: Raw -987157.199183 + Penalty 3052.912907 = -984104.286276 nChanged 39 SP:Iteration 57Q (7059.015429 sec): 3 clusters Score: Raw -987166.445238 + Penalty 3052.912907 = -984113.532330 nChanged 37 SP:Iteration 58Q (7059.060591 sec): 3 clusters Score: Raw -987174.842072 + Penalty 3052.912907 = -984121.929165 nChanged 43 SP:Iteration 59Q (7059.091047 sec): 3 clusters Score: Raw -987184.134578 + Penalty 3052.912907 = -984131.221671 nChanged 30 SP:Iteration 60F (7059.156019 sec): 3 clusters Score: Raw -987190.524395 + Penalty 3052.912907 = -984137.611488 nChanged 23 SP:Iteration 61Q (7059.220524 sec): 3 clusters Score: Raw -987194.656836 + Penalty 3052.912907 = -984141.743929 nChanged 17 SP:Iteration 62Q (7059.284578 sec): 3 clusters Score: Raw -987196.831194 + Penalty 3052.912907 = -984143.918287 nChanged 13 SP:Iteration 63Q (7059.347581 sec): 3 clusters Score: Raw -987198.571036 + Penalty 3052.912907 = -984145.658129 nChanged 9 SP:Iteration 64Q (7059.408686 sec): 3 clusters Score: Raw -987199.567474 + Penalty 3052.912907 = -984146.654567 nChanged 10 SP:Iteration 65Q (7059.471087 sec): 3 clusters Score: Raw -987201.224931 + Penalty 3052.912907 = -984148.312024 nChanged 9 SP:Iteration 66Q (7059.537883 sec): 3 clusters Score: Raw -987202.459032 + Penalty 3052.912907 = -984149.546125 nChanged 6 SP:Iteration 67Q (7059.597797 sec): 3 clusters Score: Raw -987204.415312 + Penalty 3052.912907 = -984151.502405 nChanged 11 SP:Iteration 68Q (7059.666016 sec): 3 clusters Score: Raw -987206.513860 + Penalty 3052.912907 = -984153.600953 nChanged 12 SP:Iteration 69Q (7059.724559 sec): 3 clusters Score: Raw -987209.178230 + Penalty 3052.912907 = -984156.265322 nChanged 18 SP:Iteration 70Q (7059.797708 sec): 3 clusters Score: Raw -987212.196191 + Penalty 3052.912907 = -984159.283284 nChanged 16 SP:Iteration 71Q (7059.864340 sec): 3 clusters Score: Raw -987214.389959 + Penalty 3052.912907 = -984161.477052 nChanged 10 SP:Iteration 72Q (7059.929349 sec): 3 clusters Score: Raw -987216.106084 + Penalty 3052.912907 = -984163.193177 nChanged 14 SP:Iteration 73Q (7059.994376 sec): 3 clusters Score: Raw -987219.395457 + Penalty 3052.912907 = -984166.482550 nChanged 16 SP:Iteration 74Q (7060.055038 sec): 3 clusters Score: Raw -987221.977432 + Penalty 3052.912907 = -984169.064525 nChanged 21 SP:Iteration 75Q (7060.117412 sec): 3 clusters Score: Raw -987225.900236 + Penalty 3052.912907 = -984172.987329 nChanged 27 SP:Iteration 76Q (7060.178301 sec): 3 clusters Score: Raw -987232.065271 + Penalty 3052.912907 = -984179.152364 nChanged 28 SP:Iteration 77Q (7060.244922 sec): 3 clusters Score: Raw -987237.075974 + Penalty 3052.912907 = -984184.163067 nChanged 25 SP:Iteration 78Q (7060.312565 sec): 3 clusters Score: Raw -987243.645493 + Penalty 3052.912907 = -984190.732586 nChanged 37 SP:Iteration 79Q (7060.379409 sec): 3 clusters Score: Raw -987251.463010 + Penalty 3052.912907 = -984198.550103 nChanged 26 SP:Iteration 80F (7060.446326 sec): 3 clusters Score: Raw -987257.503986 + Penalty 3052.912907 = -984204.591079 nChanged 27 SP:Iteration 81Q (7060.514632 sec): 3 clusters Score: Raw -987263.793817 + Penalty 3052.912907 = -984210.880910 nChanged 29 SP:Iteration 82Q (7060.573083 sec): 3 clusters Score: Raw -987270.963856 + Penalty 3052.912907 = -984218.050949 nChanged 21 SP:Iteration 83Q (7060.638138 sec): 3 clusters Score: Raw -987276.266538 + Penalty 3052.912907 = -984223.353631 nChanged 24 SP:Iteration 84Q (7060.708381 sec): 3 clusters Score: Raw -987280.809659 + Penalty 3052.912907 = -984227.896752 nChanged 17 SP:Iteration 85Q (7060.776902 sec): 3 clusters Score: Raw -987284.185028 + Penalty 3052.912907 = -984231.272121 nChanged 20 SP:Iteration 86Q (7060.839276 sec): 3 clusters Score: Raw -987289.334105 + Penalty 3052.912907 = -984236.421198 nChanged 21 SP:Iteration 87Q (7060.904982 sec): 3 clusters Score: Raw -987294.668219 + Penalty 3052.912907 = -984241.755312 nChanged 23 SP:Iteration 88Q (7060.970859 sec): 3 clusters Score: Raw -987301.206804 + Penalty 3052.912907 = -984248.293897 nChanged 27 SP:Iteration 89Q (7061.037202 sec): 3 clusters Score: Raw -987308.537043 + Penalty 3052.912907 = -984255.624136 nChanged 30 SP:Iteration 90Q (7061.093787 sec): 3 clusters Score: Raw -987317.936648 + Penalty 3052.912907 = -984265.023741 nChanged 38 SP:Iteration 91Q (7061.159247 sec): 3 clusters Score: Raw -987329.263642 + Penalty 3052.912907 = -984276.350735 nChanged 38 SP:Iteration 92Q (7061.219788 sec): 3 clusters Score: Raw -987345.070891 + Penalty 3052.912907 = -984292.157984 nChanged 43 SP:Iteration 93Q (7061.278198 sec): 3 clusters Score: Raw -987367.145913 + Penalty 3052.912907 = -984314.233005 nChanged 50 SP:Iteration 94Q (7061.343472 sec): 3 clusters Score: Raw -987389.067566 + Penalty 3052.912907 = -984336.154659 nChanged 46 SP:Iteration 95Q (7061.398806 sec): 3 clusters Score: Raw -987402.844047 + Penalty 3052.912907 = -984349.931140 nChanged 29 SP:Iteration 96Q (7061.464967 sec): 3 clusters Score: Raw -987411.734343 + Penalty 3052.912907 = -984358.821436 nChanged 23 SP:Iteration 97Q (7061.531052 sec): 3 clusters Score: Raw -987417.225600 + Penalty 3052.912907 = -984364.312692 nChanged 22 SP:Iteration 98Q (7061.586597 sec): 3 clusters Score: Raw -987423.278614 + Penalty 3052.912907 = -984370.365707 nChanged 27 SP:Iteration 99Q (7061.662532 sec): 3 clusters Score: Raw -987432.430049 + Penalty 3052.912907 = -984379.517142 nChanged 24 SP:Iteration 100F (7061.721604 sec): 3 clusters Score: Raw -987438.125331 + Penalty 3052.912907 = -984385.212423 nChanged 13 SP:Iteration 101Q (7061.781818 sec): 3 clusters Score: Raw -987440.979765 + Penalty 3052.912907 = -984388.066858 nChanged 16 SP:Iteration 102Q (7061.848165 sec): 3 clusters Score: Raw -987444.722244 + Penalty 3052.912907 = -984391.809337 nChanged 17 SP:Iteration 103Q (7061.896320 sec): 3 clusters Score: Raw -987448.113233 + Penalty 3052.912907 = -984395.200326 nChanged 16 SP:Iteration 104Q (7061.955029 sec): 3 clusters Score: Raw -987452.194090 + Penalty 3052.912907 = -984399.281183 nChanged 14 SP:Iteration 105Q (7062.014959 sec): 3 clusters Score: Raw -987455.573215 + Penalty 3052.912907 = -984402.660308 nChanged 17 SP:Iteration 106Q (7062.080400 sec): 3 clusters Score: Raw -987459.362714 + Penalty 3052.912907 = -984406.449807 nChanged 10 SP:Iteration 107Q (7062.152321 sec): 3 clusters Score: Raw -987461.425245 + Penalty 3052.912907 = -984408.512338 nChanged 9 SP:Iteration 108Q (7062.203243 sec): 3 clusters Score: Raw -987463.609230 + Penalty 3052.912907 = -984410.696323 nChanged 6 SP:Iteration 109Q (7062.277179 sec): 3 clusters Score: Raw -987464.552617 + Penalty 3052.912907 = -984411.639710 nChanged 6 SP:Iteration 110Q (7062.331776 sec): 3 clusters Score: Raw -987465.659114 + Penalty 3052.912907 = -984412.746207 nChanged 5 SP:Iteration 111Q (7062.396736 sec): 3 clusters Score: Raw -987466.511613 + Penalty 3052.912907 = -984413.598706 nChanged 4 SP:Iteration 112Q (7062.450090 sec): 3 clusters Score: Raw -987467.460433 + Penalty 3052.912907 = -984414.547526 nChanged 7 SP:Iteration 113Q (7062.515185 sec): 3 clusters Score: Raw -987468.432055 + Penalty 3052.912907 = -984415.519148 nChanged 6 SP:Iteration 114Q (7062.580917 sec): 3 clusters Score: Raw -987469.832294 + Penalty 3052.912907 = -984416.919387 nChanged 4 SP:Iteration 115Q (7062.645493 sec): 3 clusters Score: Raw -987470.599222 + Penalty 3052.912907 = -984417.686315 nChanged 2 SP:Iteration 116Q (7062.709344 sec): 3 clusters Score: Raw -987471.403504 + Penalty 3052.912907 = -984418.490597 nChanged 5 SP:Iteration 117Q (7062.769709 sec): 3 clusters Score: Raw -987472.792045 + Penalty 3052.912907 = -984419.879138 nChanged 9 SP:Iteration 118Q (7062.821724 sec): 3 clusters Score: Raw -987474.824526 + Penalty 3052.912907 = -984421.911619 nChanged 6 SP:Iteration 119Q (7062.887347 sec): 3 clusters Score: Raw -987475.957202 + Penalty 3052.912907 = -984423.044295 nChanged 2 SP:Iteration 120F (7062.944820 sec): 3 clusters Score: Raw -987476.805404 + Penalty 3052.912907 = -984423.892497 nChanged 5 SP:Iteration 121Q (7063.017171 sec): 3 clusters Score: Raw -987477.896101 + Penalty 3052.912907 = -984424.983194 nChanged 5 SP:Iteration 122Q (7063.074864 sec): 3 clusters Score: Raw -987478.644807 + Penalty 3052.912907 = -984425.731900 nChanged 3 SP:Iteration 123Q (7063.138667 sec): 3 clusters Score: Raw -987479.237349 + Penalty 3052.912907 = -984426.324442 nChanged 7 SP:Iteration 124Q (7063.194766 sec): 3 clusters Score: Raw -987480.931902 + Penalty 3052.912907 = -984428.018995 nChanged 12 SP:Iteration 125Q (7063.260987 sec): 3 clusters Score: Raw -987483.829303 + Penalty 3052.912907 = -984430.916396 nChanged 10 SP:Iteration 126Q (7063.337554 sec): 3 clusters Score: Raw -987486.043873 + Penalty 3052.912907 = -984433.130966 nChanged 7 SP:Iteration 127Q (7063.404875 sec): 3 clusters Score: Raw -987487.172009 + Penalty 3052.912907 = -984434.259102 nChanged 6 SP:Iteration 128Q (7063.460472 sec): 3 clusters Score: Raw -987488.206080 + Penalty 3052.912907 = -984435.293172 nChanged 2 SP:Iteration 129Q (7063.519342 sec): 3 clusters Score: Raw -987488.591615 + Penalty 3052.912907 = -984435.678708 nChanged 2 SP:Iteration 130Q (7063.588005 sec): 3 clusters Score: Raw -987489.045102 + Penalty 3052.912907 = -984436.132195 nChanged 2 SP:Iteration 131Q (7063.654808 sec): 3 clusters Score: Raw -987489.407204 + Penalty 3052.912907 = -984436.494297 nChanged 0 SP:Iteration 132F (7063.694851 sec): 3 clusters Score: Raw -987489.407204 + Penalty 3052.912907 = -984436.494297 nChanged 0 Trying to split cluster 8 (5329 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7063.737132 sec): 2 clusters Score: Raw -408480.355826 + Penalty 1394.399318 = -407085.956507 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7063.747755 sec): 3 clusters Score: Raw -405667.421580 + Penalty 2788.798637 = -402878.622944 nChanged 2156 SP:Iteration 1F (7063.769574 sec): 3 clusters Score: Raw -406776.045610 + Penalty 2788.798637 = -403987.246974 nChanged 351 SP:Iteration 2F (7063.791278 sec): 3 clusters Score: Raw -406968.025962 + Penalty 2788.798637 = -404179.227325 nChanged 288 SP:Iteration 3F (7063.813004 sec): 3 clusters Score: Raw -407141.195226 + Penalty 2788.798637 = -404352.396589 nChanged 271 SP:Iteration 4F (7063.871333 sec): 3 clusters Score: Raw -407330.636866 + Penalty 2788.798637 = -404541.838229 nChanged 287 SP:Iteration 5F (7063.927599 sec): 3 clusters Score: Raw -407573.767113 + Penalty 2788.798637 = -404784.968476 nChanged 301 SP:Iteration 6F (7063.974619 sec): 3 clusters Score: Raw -407854.660945 + Penalty 2788.798637 = -405065.862308 nChanged 322 SP:Iteration 7F (7064.037294 sec): 3 clusters Score: Raw -408210.492274 + Penalty 2788.798637 = -405421.693637 nChanged 307 SP:Iteration 8F (7064.085630 sec): 3 clusters Score: Raw -408501.885686 + Penalty 2788.798637 = -405713.087050 nChanged 258 SP:Iteration 9Q (7064.148260 sec): 3 clusters Score: Raw -408671.415792 + Penalty 2788.798637 = -405882.617155 nChanged 201 SP:Iteration 10Q (7064.204877 sec): 3 clusters Score: Raw -408795.323838 + Penalty 2788.798637 = -406006.525201 nChanged 150 SP:Iteration 11Q (7064.247338 sec): 3 clusters Score: Raw -408880.853543 + Penalty 2788.798637 = -406092.054906 nChanged 124 SP:Iteration 12Q (7064.301823 sec): 3 clusters Score: Raw -408939.078569 + Penalty 2788.798637 = -406150.279932 nChanged 85 SP:Iteration 13Q (7064.369072 sec): 3 clusters Score: Raw -408971.148188 + Penalty 2788.798637 = -406182.349551 nChanged 61 SP:Iteration 14Q (7064.415727 sec): 3 clusters Score: Raw -408994.361424 + Penalty 2788.798637 = -406205.562787 nChanged 55 SP:Iteration 15Q (7064.473163 sec): 3 clusters Score: Raw -409017.287188 + Penalty 2788.798637 = -406228.488551 nChanged 52 SP:Iteration 16Q (7064.541470 sec): 3 clusters Score: Raw -409043.810930 + Penalty 2788.798637 = -406255.012293 nChanged 55 SP:Iteration 17Q (7064.587224 sec): 3 clusters Score: Raw -409069.279854 + Penalty 2788.798637 = -406280.481217 nChanged 45 SP:Iteration 18Q (7064.643428 sec): 3 clusters Score: Raw -409094.257314 + Penalty 2788.798637 = -406305.458677 nChanged 41 SP:Iteration 19Q (7064.700933 sec): 3 clusters Score: Raw -409116.189940 + Penalty 2788.798637 = -406327.391303 nChanged 38 SP:Iteration 20F (7064.757775 sec): 3 clusters Score: Raw -409131.417605 + Penalty 2788.798637 = -406342.618968 nChanged 23 SP:Iteration 21Q (7064.814613 sec): 3 clusters Score: Raw -409137.299673 + Penalty 2788.798637 = -406348.501036 nChanged 10 SP:Iteration 22Q (7064.881463 sec): 3 clusters Score: Raw -409139.476698 + Penalty 2788.798637 = -406350.678061 nChanged 8 SP:Iteration 23Q (7064.926822 sec): 3 clusters Score: Raw -409142.322392 + Penalty 2788.798637 = -406353.523755 nChanged 12 SP:Iteration 24Q (7064.984191 sec): 3 clusters Score: Raw -409146.107914 + Penalty 2788.798637 = -406357.309277 nChanged 10 SP:Iteration 25Q (7065.049911 sec): 3 clusters Score: Raw -409149.033178 + Penalty 2788.798637 = -406360.234541 nChanged 13 SP:Iteration 26Q (7065.096299 sec): 3 clusters Score: Raw -409152.469838 + Penalty 2788.798637 = -406363.671201 nChanged 10 SP:Iteration 27Q (7065.117485 sec): 3 clusters Score: Raw -409154.695875 + Penalty 2788.798637 = -406365.897239 nChanged 8 SP:Iteration 28Q (7065.175524 sec): 3 clusters Score: Raw -409156.211350 + Penalty 2788.798637 = -406367.412713 nChanged 6 SP:Iteration 29Q (7065.216161 sec): 3 clusters Score: Raw -409157.917344 + Penalty 2788.798637 = -406369.118707 nChanged 4 SP:Iteration 30Q (7065.272895 sec): 3 clusters Score: Raw -409158.668426 + Penalty 2788.798637 = -406369.869789 nChanged 6 SP:Iteration 31Q (7065.330162 sec): 3 clusters Score: Raw -409159.951911 + Penalty 2788.798637 = -406371.153274 nChanged 3 SP:Iteration 32Q (7065.387833 sec): 3 clusters Score: Raw -409160.712755 + Penalty 2788.798637 = -406371.914119 nChanged 5 SP:Iteration 33Q (7065.456529 sec): 3 clusters Score: Raw -409162.499529 + Penalty 2788.798637 = -406373.700892 nChanged 7 SP:Iteration 34Q (7065.501303 sec): 3 clusters Score: Raw -409164.539438 + Penalty 2788.798637 = -406375.740801 nChanged 4 SP:Iteration 35Q (7065.553935 sec): 3 clusters Score: Raw -409165.670221 + Penalty 2788.798637 = -406376.871585 nChanged 6 SP:Iteration 36Q (7065.611400 sec): 3 clusters Score: Raw -409166.682525 + Penalty 2788.798637 = -406377.883888 nChanged 5 SP:Iteration 37Q (7065.662118 sec): 3 clusters Score: Raw -409167.724878 + Penalty 2788.798637 = -406378.926241 nChanged 6 SP:Iteration 38Q (7065.716064 sec): 3 clusters Score: Raw -409169.484867 + Penalty 2788.798637 = -406380.686230 nChanged 5 SP:Iteration 39Q (7065.771853 sec): 3 clusters Score: Raw -409170.616548 + Penalty 2788.798637 = -406381.817911 nChanged 5 SP:Iteration 40F (7065.819359 sec): 3 clusters Score: Raw -409171.869791 + Penalty 2788.798637 = -406383.071154 nChanged 5 SP:Iteration 41Q (7065.878449 sec): 3 clusters Score: Raw -409173.123294 + Penalty 2788.798637 = -406384.324658 nChanged 7 SP:Iteration 42Q (7065.925935 sec): 3 clusters Score: Raw -409174.868005 + Penalty 2788.798637 = -406386.069368 nChanged 8 SP:Iteration 43Q (7065.991284 sec): 3 clusters Score: Raw -409177.508013 + Penalty 2788.798637 = -406388.709377 nChanged 8 SP:Iteration 44Q (7066.036535 sec): 3 clusters Score: Raw -409180.387891 + Penalty 2788.798637 = -406391.589255 nChanged 9 SP:Iteration 45Q (7066.093267 sec): 3 clusters Score: Raw -409182.613071 + Penalty 2788.798637 = -406393.814434 nChanged 12 SP:Iteration 46Q (7066.148824 sec): 3 clusters Score: Raw -409185.362698 + Penalty 2788.798637 = -406396.564061 nChanged 7 SP:Iteration 47Q (7066.205568 sec): 3 clusters Score: Raw -409186.453244 + Penalty 2788.798637 = -406397.654608 nChanged 3 SP:Iteration 48Q (7066.262504 sec): 3 clusters Score: Raw -409186.886744 + Penalty 2788.798637 = -406398.088107 nChanged 1 SP:Iteration 49Q (7066.319300 sec): 3 clusters Score: Raw -409187.028411 + Penalty 2788.798637 = -406398.229774 nChanged 2 SP:Iteration 50Q (7066.376816 sec): 3 clusters Score: Raw -409187.470891 + Penalty 2788.798637 = -406398.672254 nChanged 1 SP:Iteration 51Q (7066.432825 sec): 3 clusters Score: Raw -409187.626825 + Penalty 2788.798637 = -406398.828189 nChanged 2 SP:Iteration 52Q (7066.489367 sec): 3 clusters Score: Raw -409188.017743 + Penalty 2788.798637 = -406399.219106 nChanged 5 SP:Iteration 53Q (7066.546396 sec): 3 clusters Score: Raw -409189.058636 + Penalty 2788.798637 = -406400.259999 nChanged 2 SP:Iteration 54Q (7066.602079 sec): 3 clusters Score: Raw -409189.307829 + Penalty 2788.798637 = -406400.509192 nChanged 2 SP:Iteration 55Q (7066.659070 sec): 3 clusters Score: Raw -409189.495102 + Penalty 2788.798637 = -406400.696466 nChanged 0 SP:Iteration 56F (7066.707261 sec): 3 clusters Score: Raw -409189.495102 + Penalty 2788.798637 = -406400.696466 nChanged 0 Trying to split cluster 9 (2341 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7066.735184 sec): 2 clusters Score: Raw -174111.244905 + Penalty 1260.729188 = -172850.515716 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7066.787517 sec): 3 clusters Score: Raw -173072.540808 + Penalty 2521.458377 = -170551.082431 nChanged 831 SP:Iteration 1F (7066.828371 sec): 3 clusters Score: Raw -173577.901954 + Penalty 2521.458377 = -171056.443577 nChanged 172 SP:Iteration 2F (7066.879939 sec): 3 clusters Score: Raw -173695.040264 + Penalty 2521.458377 = -171173.581888 nChanged 121 SP:Iteration 3F (7066.931859 sec): 3 clusters Score: Raw -173778.760861 + Penalty 2521.458377 = -171257.302484 nChanged 97 SP:Iteration 4Q (7066.983491 sec): 3 clusters Score: Raw -173850.252457 + Penalty 2521.458377 = -171328.794080 nChanged 76 SP:Iteration 5Q (7067.035324 sec): 3 clusters Score: Raw -173901.552866 + Penalty 2521.458377 = -171380.094489 nChanged 69 SP:Iteration 6Q (7067.087169 sec): 3 clusters Score: Raw -173948.893360 + Penalty 2521.458377 = -171427.434983 nChanged 68 SP:Iteration 7Q (7067.138985 sec): 3 clusters Score: Raw -173995.505487 + Penalty 2521.458377 = -171474.047110 nChanged 55 SP:Iteration 8Q (7067.189472 sec): 3 clusters Score: Raw -174029.732937 + Penalty 2521.458377 = -171508.274561 nChanged 62 SP:Iteration 9Q (7067.235363 sec): 3 clusters Score: Raw -174071.732040 + Penalty 2521.458377 = -171550.273663 nChanged 53 SP:Iteration 10Q (7067.281873 sec): 3 clusters Score: Raw -174117.520562 + Penalty 2521.458377 = -171596.062185 nChanged 59 SP:Iteration 11Q (7067.334120 sec): 3 clusters Score: Raw -174172.696579 + Penalty 2521.458377 = -171651.238202 nChanged 74 SP:Iteration 12Q (7067.371074 sec): 3 clusters Score: Raw -174236.970428 + Penalty 2521.458377 = -171715.512051 nChanged 60 SP:Iteration 13Q (7067.431217 sec): 3 clusters Score: Raw -174284.747602 + Penalty 2521.458377 = -171763.289225 nChanged 43 SP:Iteration 14Q (7067.481402 sec): 3 clusters Score: Raw -174311.937286 + Penalty 2521.458377 = -171790.478909 nChanged 36 SP:Iteration 15Q (7067.525856 sec): 3 clusters Score: Raw -174344.849288 + Penalty 2521.458377 = -171823.390911 nChanged 26 SP:Iteration 16Q (7067.568621 sec): 3 clusters Score: Raw -174365.891184 + Penalty 2521.458377 = -171844.432807 nChanged 23 SP:Iteration 17Q (7067.612862 sec): 3 clusters Score: Raw -174383.391693 + Penalty 2521.458377 = -171861.933316 nChanged 20 SP:Iteration 18Q (7067.673569 sec): 3 clusters Score: Raw -174400.541368 + Penalty 2521.458377 = -171879.082991 nChanged 20 SP:Iteration 19Q (7067.713008 sec): 3 clusters Score: Raw -174417.583561 + Penalty 2521.458377 = -171896.125184 nChanged 19 SP:Iteration 20F (7067.763701 sec): 3 clusters Score: Raw -174428.772905 + Penalty 2521.458377 = -171907.314528 nChanged 11 SP:Iteration 21Q (7067.810762 sec): 3 clusters Score: Raw -174438.260213 + Penalty 2521.458377 = -171916.801837 nChanged 10 SP:Iteration 22Q (7067.851542 sec): 3 clusters Score: Raw -174445.099458 + Penalty 2521.458377 = -171923.641082 nChanged 10 SP:Iteration 23Q (7067.901061 sec): 3 clusters Score: Raw -174452.060758 + Penalty 2521.458377 = -171930.602381 nChanged 9 SP:Iteration 24Q (7067.951470 sec): 3 clusters Score: Raw -174460.134422 + Penalty 2521.458377 = -171938.676045 nChanged 8 SP:Iteration 25Q (7067.998597 sec): 3 clusters Score: Raw -174464.087022 + Penalty 2521.458377 = -171942.628645 nChanged 6 SP:Iteration 26Q (7068.050408 sec): 3 clusters Score: Raw -174467.058991 + Penalty 2521.458377 = -171945.600614 nChanged 6 SP:Iteration 27Q (7068.100291 sec): 3 clusters Score: Raw -174469.991448 + Penalty 2521.458377 = -171948.533071 nChanged 4 SP:Iteration 28Q (7068.148612 sec): 3 clusters Score: Raw -174472.079853 + Penalty 2521.458377 = -171950.621476 nChanged 5 SP:Iteration 29Q (7068.209503 sec): 3 clusters Score: Raw -174475.373685 + Penalty 2521.458377 = -171953.915308 nChanged 6 SP:Iteration 30Q (7068.250781 sec): 3 clusters Score: Raw -174478.717220 + Penalty 2521.458377 = -171957.258843 nChanged 5 SP:Iteration 31Q (7068.301165 sec): 3 clusters Score: Raw -174480.607579 + Penalty 2521.458377 = -171959.149202 nChanged 3 SP:Iteration 32Q (7068.353023 sec): 3 clusters Score: Raw -174482.495731 + Penalty 2521.458377 = -171961.037354 nChanged 1 SP:Iteration 33Q (7068.403653 sec): 3 clusters Score: Raw -174483.265690 + Penalty 2521.458377 = -171961.807313 nChanged 1 SP:Iteration 34Q (7068.460982 sec): 3 clusters Score: Raw -174483.624672 + Penalty 2521.458377 = -171962.166295 nChanged 0 SP:Iteration 35F (7068.503844 sec): 3 clusters Score: Raw -174483.624672 + Penalty 2521.458377 = -171962.166295 nChanged 0 Trying to split cluster 10 (23105 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7068.559306 sec): 2 clusters Score: Raw -1909645.956481 + Penalty 1632.768203 = -1908013.188278 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7068.642192 sec): 3 clusters Score: Raw -1895501.547824 + Penalty 3265.536405 = -1892236.011419 nChanged 10616 SP:Iteration 1F (7068.726336 sec): 3 clusters Score: Raw -1901468.271590 + Penalty 3265.536405 = -1898202.735185 nChanged 1230 SP:Iteration 2F (7068.807401 sec): 3 clusters Score: Raw -1901975.032409 + Penalty 3265.536405 = -1898709.496004 nChanged 1236 SP:Iteration 3F (7068.898093 sec): 3 clusters Score: Raw -1902565.733731 + Penalty 3265.536405 = -1899300.197326 nChanged 1265 SP:Iteration 4F (7068.984342 sec): 3 clusters Score: Raw -1903263.903515 + Penalty 3265.536405 = -1899998.367110 nChanged 1408 SP:Iteration 5F (7069.067713 sec): 3 clusters Score: Raw -1904215.729165 + Penalty 3265.536405 = -1900950.192760 nChanged 1520 SP:Iteration 6F (7069.150832 sec): 3 clusters Score: Raw -1905378.406828 + Penalty 3265.536405 = -1902112.870423 nChanged 1484 SP:Iteration 7F (7069.234242 sec): 3 clusters Score: Raw -1906617.425441 + Penalty 3265.536405 = -1903351.889036 nChanged 1275 SP:Iteration 8F (7069.326274 sec): 3 clusters Score: Raw -1907756.279005 + Penalty 3265.536405 = -1904490.742600 nChanged 889 SP:Iteration 9Q (7069.420928 sec): 3 clusters Score: Raw -1908512.961057 + Penalty 3265.536405 = -1905247.424652 nChanged 598 SP:Iteration 10Q (7069.498595 sec): 3 clusters Score: Raw -1908981.182414 + Penalty 3265.536405 = -1905715.646009 nChanged 408 SP:Iteration 11Q (7069.578266 sec): 3 clusters Score: Raw -1909231.852570 + Penalty 3265.536405 = -1905966.316165 nChanged 271 SP:Iteration 12Q (7069.660849 sec): 3 clusters Score: Raw -1909383.607285 + Penalty 3265.536405 = -1906118.070880 nChanged 185 SP:Iteration 13Q (7069.746539 sec): 3 clusters Score: Raw -1909476.306353 + Penalty 3265.536405 = -1906210.769948 nChanged 150 SP:Iteration 14Q (7069.818524 sec): 3 clusters Score: Raw -1909549.830015 + Penalty 3265.536405 = -1906284.293610 nChanged 138 SP:Iteration 15Q (7069.898006 sec): 3 clusters Score: Raw -1909606.633823 + Penalty 3265.536405 = -1906341.097418 nChanged 118 SP:Iteration 16Q (7069.989603 sec): 3 clusters Score: Raw -1909649.988135 + Penalty 3265.536405 = -1906384.451729 nChanged 97 SP:Iteration 17Q (7070.072316 sec): 3 clusters Score: Raw -1909685.498206 + Penalty 3265.536405 = -1906419.961801 nChanged 92 SP:Iteration 18Q (7070.155240 sec): 3 clusters Score: Raw -1909719.127986 + Penalty 3265.536405 = -1906453.591581 nChanged 73 SP:Iteration 19Q (7070.233634 sec): 3 clusters Score: Raw -1909751.899875 + Penalty 3265.536405 = -1906486.363470 nChanged 79 SP:Iteration 20F (7070.320093 sec): 3 clusters Score: Raw -1909782.257153 + Penalty 3265.536405 = -1906516.720748 nChanged 72 SP:Iteration 21Q (7070.389275 sec): 3 clusters Score: Raw -1909807.752755 + Penalty 3265.536405 = -1906542.216350 nChanged 53 SP:Iteration 22Q (7070.466630 sec): 3 clusters Score: Raw -1909826.718269 + Penalty 3265.536405 = -1906561.181864 nChanged 59 SP:Iteration 23Q (7070.557411 sec): 3 clusters Score: Raw -1909846.545978 + Penalty 3265.536405 = -1906581.009573 nChanged 43 SP:Iteration 24Q (7070.631001 sec): 3 clusters Score: Raw -1909860.263380 + Penalty 3265.536405 = -1906594.726975 nChanged 38 SP:Iteration 25Q (7070.700748 sec): 3 clusters Score: Raw -1909873.842491 + Penalty 3265.536405 = -1906608.306086 nChanged 44 SP:Iteration 26Q (7070.774677 sec): 3 clusters Score: Raw -1909888.849036 + Penalty 3265.536405 = -1906623.312631 nChanged 38 SP:Iteration 27Q (7070.857055 sec): 3 clusters Score: Raw -1909902.038818 + Penalty 3265.536405 = -1906636.502413 nChanged 37 SP:Iteration 28Q (7070.941711 sec): 3 clusters Score: Raw -1909914.226436 + Penalty 3265.536405 = -1906648.690031 nChanged 37 SP:Iteration 29Q (7071.025020 sec): 3 clusters Score: Raw -1909928.561054 + Penalty 3265.536405 = -1906663.024649 nChanged 34 SP:Iteration 30Q (7071.101583 sec): 3 clusters Score: Raw -1909943.377012 + Penalty 3265.536405 = -1906677.840607 nChanged 36 SP:Iteration 31Q (7071.179746 sec): 3 clusters Score: Raw -1909958.152692 + Penalty 3265.536405 = -1906692.616287 nChanged 34 SP:Iteration 32Q (7071.254080 sec): 3 clusters Score: Raw -1909971.006392 + Penalty 3265.536405 = -1906705.469987 nChanged 24 SP:Iteration 33Q (7071.335120 sec): 3 clusters Score: Raw -1909979.217681 + Penalty 3265.536405 = -1906713.681275 nChanged 20 SP:Iteration 34Q (7071.406601 sec): 3 clusters Score: Raw -1909986.287164 + Penalty 3265.536405 = -1906720.750759 nChanged 27 SP:Iteration 35Q (7071.481085 sec): 3 clusters Score: Raw -1909995.445446 + Penalty 3265.536405 = -1906729.909041 nChanged 20 SP:Iteration 36Q (7071.566030 sec): 3 clusters Score: Raw -1910001.319100 + Penalty 3265.536405 = -1906735.782695 nChanged 19 SP:Iteration 37Q (7071.628077 sec): 3 clusters Score: Raw -1910008.313521 + Penalty 3265.536405 = -1906742.777116 nChanged 25 SP:Iteration 38Q (7071.708545 sec): 3 clusters Score: Raw -1910019.235952 + Penalty 3265.536405 = -1906753.699547 nChanged 26 SP:Iteration 39Q (7071.779436 sec): 3 clusters Score: Raw -1910029.759521 + Penalty 3265.536405 = -1906764.223116 nChanged 30 SP:Iteration 40F (7071.855132 sec): 3 clusters Score: Raw -1910041.373797 + Penalty 3265.536405 = -1906775.837392 nChanged 22 SP:Iteration 41Q (7071.931527 sec): 3 clusters Score: Raw -1910049.869428 + Penalty 3265.536405 = -1906784.333023 nChanged 15 SP:Iteration 42Q (7072.004163 sec): 3 clusters Score: Raw -1910054.580017 + Penalty 3265.536405 = -1906789.043612 nChanged 14 SP:Iteration 43Q (7072.076420 sec): 3 clusters Score: Raw -1910058.306735 + Penalty 3265.536405 = -1906792.770330 nChanged 10 SP:Iteration 44Q (7072.156578 sec): 3 clusters Score: Raw -1910060.816716 + Penalty 3265.536405 = -1906795.280311 nChanged 7 SP:Iteration 45Q (7072.233903 sec): 3 clusters Score: Raw -1910062.973944 + Penalty 3265.536405 = -1906797.437538 nChanged 10 SP:Iteration 46Q (7072.301589 sec): 3 clusters Score: Raw -1910066.298892 + Penalty 3265.536405 = -1906800.762487 nChanged 14 SP:Iteration 47Q (7072.392087 sec): 3 clusters Score: Raw -1910070.210834 + Penalty 3265.536405 = -1906804.674429 nChanged 10 SP:Iteration 48Q (7072.474299 sec): 3 clusters Score: Raw -1910072.823312 + Penalty 3265.536405 = -1906807.286907 nChanged 8 SP:Iteration 49Q (7072.557378 sec): 3 clusters Score: Raw -1910074.651688 + Penalty 3265.536405 = -1906809.115283 nChanged 9 SP:Iteration 50Q (7072.629438 sec): 3 clusters Score: Raw -1910076.775254 + Penalty 3265.536405 = -1906811.238849 nChanged 2 SP:Iteration 51Q (7072.724119 sec): 3 clusters Score: Raw -1910077.125202 + Penalty 3265.536405 = -1906811.588797 nChanged 2 SP:Iteration 52Q (7072.800029 sec): 3 clusters Score: Raw -1910077.661365 + Penalty 3265.536405 = -1906812.124960 nChanged 3 SP:Iteration 53Q (7072.887926 sec): 3 clusters Score: Raw -1910078.787710 + Penalty 3265.536405 = -1906813.251305 nChanged 2 SP:Iteration 54Q (7072.966735 sec): 3 clusters Score: Raw -1910079.268825 + Penalty 3265.536405 = -1906813.732420 nChanged 1 SP:Iteration 55Q (7073.034298 sec): 3 clusters Score: Raw -1910079.754826 + Penalty 3265.536405 = -1906814.218421 nChanged 2 SP:Iteration 56Q (7073.127332 sec): 3 clusters Score: Raw -1910080.218700 + Penalty 3265.536405 = -1906814.682295 nChanged 3 SP:Iteration 57Q (7073.203010 sec): 3 clusters Score: Raw -1910081.243124 + Penalty 3265.536405 = -1906815.706719 nChanged 3 SP:Iteration 58Q (7073.282673 sec): 3 clusters Score: Raw -1910082.056187 + Penalty 3265.536405 = -1906816.519782 nChanged 4 SP:Iteration 59Q (7073.349504 sec): 3 clusters Score: Raw -1910083.799003 + Penalty 3265.536405 = -1906818.262598 nChanged 3 SP:Iteration 60F (7073.447151 sec): 3 clusters Score: Raw -1910085.376849 + Penalty 3265.536405 = -1906819.840444 nChanged 4 SP:Iteration 61Q (7073.529024 sec): 3 clusters Score: Raw -1910086.826347 + Penalty 3265.536405 = -1906821.289942 nChanged 4 SP:Iteration 62Q (7073.610492 sec): 3 clusters Score: Raw -1910090.222714 + Penalty 3265.536405 = -1906824.686309 nChanged 8 SP:Iteration 63Q (7073.693268 sec): 3 clusters Score: Raw -1910095.767902 + Penalty 3265.536405 = -1906830.231497 nChanged 7 SP:Iteration 64Q (7073.775762 sec): 3 clusters Score: Raw -1910097.804512 + Penalty 3265.536405 = -1906832.268107 nChanged 5 SP:Iteration 65Q (7073.845424 sec): 3 clusters Score: Raw -1910099.469513 + Penalty 3265.536405 = -1906833.933108 nChanged 4 SP:Iteration 66Q (7073.926760 sec): 3 clusters Score: Raw -1910100.761221 + Penalty 3265.536405 = -1906835.224816 nChanged 3 SP:Iteration 67Q (7074.017258 sec): 3 clusters Score: Raw -1910102.909911 + Penalty 3265.536405 = -1906837.373506 nChanged 9 SP:Iteration 68Q (7074.099362 sec): 3 clusters Score: Raw -1910107.997965 + Penalty 3265.536405 = -1906842.461560 nChanged 13 SP:Iteration 69Q (7074.179829 sec): 3 clusters Score: Raw -1910114.243157 + Penalty 3265.536405 = -1906848.706752 nChanged 11 SP:Iteration 70Q (7074.248729 sec): 3 clusters Score: Raw -1910119.057820 + Penalty 3265.536405 = -1906853.521415 nChanged 12 SP:Iteration 71Q (7074.338092 sec): 3 clusters Score: Raw -1910124.365524 + Penalty 3265.536405 = -1906858.829119 nChanged 18 SP:Iteration 72Q (7074.422203 sec): 3 clusters Score: Raw -1910134.293270 + Penalty 3265.536405 = -1906868.756865 nChanged 16 SP:Iteration 73Q (7074.501646 sec): 3 clusters Score: Raw -1910142.156800 + Penalty 3265.536405 = -1906876.620395 nChanged 13 SP:Iteration 74Q (7074.568677 sec): 3 clusters Score: Raw -1910147.916976 + Penalty 3265.536405 = -1906882.380571 nChanged 6 SP:Iteration 75Q (7074.651533 sec): 3 clusters Score: Raw -1910151.294867 + Penalty 3265.536405 = -1906885.758462 nChanged 9 SP:Iteration 76Q (7074.735007 sec): 3 clusters Score: Raw -1910154.147588 + Penalty 3265.536405 = -1906888.611183 nChanged 8 SP:Iteration 77Q (7074.817903 sec): 3 clusters Score: Raw -1910157.303324 + Penalty 3265.536405 = -1906891.766919 nChanged 9 SP:Iteration 78Q (7074.901241 sec): 3 clusters Score: Raw -1910160.164166 + Penalty 3265.536405 = -1906894.627761 nChanged 10 SP:Iteration 79Q (7074.983551 sec): 3 clusters Score: Raw -1910163.389816 + Penalty 3265.536405 = -1906897.853411 nChanged 9 SP:Iteration 80F (7075.075241 sec): 3 clusters Score: Raw -1910167.637533 + Penalty 3265.536405 = -1906902.101127 nChanged 17 SP:Iteration 81Q (7075.160971 sec): 3 clusters Score: Raw -1910174.238801 + Penalty 3265.536405 = -1906908.702396 nChanged 14 SP:Iteration 82Q (7075.241215 sec): 3 clusters Score: Raw -1910180.293452 + Penalty 3265.536405 = -1906914.757047 nChanged 10 SP:Iteration 83Q (7075.321621 sec): 3 clusters Score: Raw -1910185.235119 + Penalty 3265.536405 = -1906919.698714 nChanged 10 SP:Iteration 84Q (7075.398948 sec): 3 clusters Score: Raw -1910191.744850 + Penalty 3265.536405 = -1906926.208445 nChanged 13 SP:Iteration 85Q (7075.477065 sec): 3 clusters Score: Raw -1910198.753223 + Penalty 3265.536405 = -1906933.216818 nChanged 12 SP:Iteration 86Q (7075.553209 sec): 3 clusters Score: Raw -1910202.805667 + Penalty 3265.536405 = -1906937.269262 nChanged 10 SP:Iteration 87Q (7075.618791 sec): 3 clusters Score: Raw -1910206.192633 + Penalty 3265.536405 = -1906940.656228 nChanged 8 SP:Iteration 88Q (7075.692635 sec): 3 clusters Score: Raw -1910210.024566 + Penalty 3265.536405 = -1906944.488161 nChanged 9 SP:Iteration 89Q (7075.769800 sec): 3 clusters Score: Raw -1910213.131239 + Penalty 3265.536405 = -1906947.594834 nChanged 9 SP:Iteration 90Q (7075.846429 sec): 3 clusters Score: Raw -1910216.285734 + Penalty 3265.536405 = -1906950.749329 nChanged 10 SP:Iteration 91Q (7075.929640 sec): 3 clusters Score: Raw -1910219.403939 + Penalty 3265.536405 = -1906953.867534 nChanged 6 SP:Iteration 92Q (7076.015591 sec): 3 clusters Score: Raw -1910222.215227 + Penalty 3265.536405 = -1906956.678822 nChanged 4 SP:Iteration 93Q (7076.094741 sec): 3 clusters Score: Raw -1910223.579508 + Penalty 3265.536405 = -1906958.043103 nChanged 4 SP:Iteration 94Q (7076.166655 sec): 3 clusters Score: Raw -1910224.760304 + Penalty 3265.536405 = -1906959.223899 nChanged 3 SP:Iteration 95Q (7076.240211 sec): 3 clusters Score: Raw -1910225.744038 + Penalty 3265.536405 = -1906960.207633 nChanged 2 SP:Iteration 96Q (7076.316798 sec): 3 clusters Score: Raw -1910226.446898 + Penalty 3265.536405 = -1906960.910493 nChanged 1 SP:Iteration 97Q (7076.385926 sec): 3 clusters Score: Raw -1910226.732080 + Penalty 3265.536405 = -1906961.195675 nChanged 2 SP:Iteration 98Q (7076.451472 sec): 3 clusters Score: Raw -1910227.235453 + Penalty 3265.536405 = -1906961.699048 nChanged 0 SP:Iteration 99F (7076.531161 sec): 3 clusters Score: Raw -1910227.235453 + Penalty 3265.536405 = -1906961.699048 nChanged 0 Trying to split cluster 11 (2461 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7076.557949 sec): 2 clusters Score: Raw -195834.969212 + Penalty 1268.852496 = -194566.116716 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7076.605487 sec): 3 clusters Score: Raw -194740.091159 + Penalty 2537.704991 = -192202.386168 nChanged 908 SP:Iteration 1F (7076.644047 sec): 3 clusters Score: Raw -195273.739605 + Penalty 2537.704991 = -192736.034613 nChanged 167 SP:Iteration 2F (7076.698110 sec): 3 clusters Score: Raw -195372.377967 + Penalty 2537.704991 = -192834.672976 nChanged 105 SP:Iteration 3Q (7076.731970 sec): 3 clusters Score: Raw -195431.530778 + Penalty 2537.704991 = -192893.825786 nChanged 86 SP:Iteration 4Q (7076.782733 sec): 3 clusters Score: Raw -195480.930685 + Penalty 2537.704991 = -192943.225693 nChanged 72 SP:Iteration 5Q (7076.820973 sec): 3 clusters Score: Raw -195525.017649 + Penalty 2537.704991 = -192987.312657 nChanged 81 SP:Iteration 6Q (7076.866639 sec): 3 clusters Score: Raw -195568.781289 + Penalty 2537.704991 = -193031.076298 nChanged 74 SP:Iteration 7Q (7076.884142 sec): 3 clusters Score: Raw -195613.025339 + Penalty 2537.704991 = -193075.320347 nChanged 64 SP:Iteration 8Q (7076.896752 sec): 3 clusters Score: Raw -195657.203148 + Penalty 2537.704991 = -193119.498157 nChanged 65 SP:Iteration 9Q (7076.909210 sec): 3 clusters Score: Raw -195701.467533 + Penalty 2537.704991 = -193163.762542 nChanged 63 SP:Iteration 10Q (7076.921943 sec): 3 clusters Score: Raw -195744.758987 + Penalty 2537.704991 = -193207.053995 nChanged 61 SP:Iteration 11Q (7076.934500 sec): 3 clusters Score: Raw -195783.193429 + Penalty 2537.704991 = -193245.488438 nChanged 48 SP:Iteration 12Q (7076.947072 sec): 3 clusters Score: Raw -195810.741497 + Penalty 2537.704991 = -193273.036506 nChanged 39 SP:Iteration 13Q (7076.986299 sec): 3 clusters Score: Raw -195835.191814 + Penalty 2537.704991 = -193297.486823 nChanged 32 SP:Iteration 14Q (7077.009440 sec): 3 clusters Score: Raw -195855.698036 + Penalty 2537.704991 = -193317.993044 nChanged 24 SP:Iteration 15Q (7077.047425 sec): 3 clusters Score: Raw -195871.588892 + Penalty 2537.704991 = -193333.883901 nChanged 23 SP:Iteration 16Q (7077.084688 sec): 3 clusters Score: Raw -195888.532473 + Penalty 2537.704991 = -193350.827482 nChanged 15 SP:Iteration 17Q (7077.131255 sec): 3 clusters Score: Raw -195898.006266 + Penalty 2537.704991 = -193360.301274 nChanged 11 SP:Iteration 18Q (7077.179577 sec): 3 clusters Score: Raw -195908.650486 + Penalty 2537.704991 = -193370.945495 nChanged 13 SP:Iteration 19Q (7077.212688 sec): 3 clusters Score: Raw -195919.254258 + Penalty 2537.704991 = -193381.549267 nChanged 11 SP:Iteration 20F (7077.255778 sec): 3 clusters Score: Raw -195927.593429 + Penalty 2537.704991 = -193389.888438 nChanged 7 SP:Iteration 21Q (7077.293571 sec): 3 clusters Score: Raw -195932.950737 + Penalty 2537.704991 = -193395.245745 nChanged 11 SP:Iteration 22Q (7077.333932 sec): 3 clusters Score: Raw -195940.025149 + Penalty 2537.704991 = -193402.320157 nChanged 3 SP:Iteration 23Q (7077.375845 sec): 3 clusters Score: Raw -195941.776955 + Penalty 2537.704991 = -193404.071963 nChanged 3 SP:Iteration 24Q (7077.418903 sec): 3 clusters Score: Raw -195943.153690 + Penalty 2537.704991 = -193405.448698 nChanged 2 SP:Iteration 25Q (7077.462970 sec): 3 clusters Score: Raw -195944.861471 + Penalty 2537.704991 = -193407.156480 nChanged 3 SP:Iteration 26Q (7077.502808 sec): 3 clusters Score: Raw -195946.110068 + Penalty 2537.704991 = -193408.405077 nChanged 3 SP:Iteration 27Q (7077.544623 sec): 3 clusters Score: Raw -195947.275725 + Penalty 2537.704991 = -193409.570734 nChanged 3 SP:Iteration 28Q (7077.590033 sec): 3 clusters Score: Raw -195949.582742 + Penalty 2537.704991 = -193411.877750 nChanged 4 SP:Iteration 29Q (7077.640092 sec): 3 clusters Score: Raw -195953.542757 + Penalty 2537.704991 = -193415.837765 nChanged 5 SP:Iteration 30Q (7077.683233 sec): 3 clusters Score: Raw -195958.936608 + Penalty 2537.704991 = -193421.231616 nChanged 10 SP:Iteration 31Q (7077.719931 sec): 3 clusters Score: Raw -195966.575802 + Penalty 2537.704991 = -193428.870811 nChanged 6 SP:Iteration 32Q (7077.759457 sec): 3 clusters Score: Raw -195969.893721 + Penalty 2537.704991 = -193432.188729 nChanged 4 SP:Iteration 33Q (7077.800497 sec): 3 clusters Score: Raw -195972.483203 + Penalty 2537.704991 = -193434.778211 nChanged 4 SP:Iteration 34Q (7077.835964 sec): 3 clusters Score: Raw -195974.455953 + Penalty 2537.704991 = -193436.750961 nChanged 3 SP:Iteration 35Q (7077.855272 sec): 3 clusters Score: Raw -195975.546596 + Penalty 2537.704991 = -193437.841604 nChanged 0 SP:Iteration 36F (7077.868102 sec): 3 clusters Score: Raw -195975.546596 + Penalty 2537.704991 = -193437.841604 nChanged 0 Trying to split cluster 12 (66734 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7077.976220 sec): 2 clusters Score: Raw -5242524.111818 + Penalty 1805.126350 = -5240718.985467 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7078.109175 sec): 3 clusters Score: Raw -5199825.084568 + Penalty 3610.252700 = -5196214.831868 nChanged 31601 SP:Iteration 1F (7078.237682 sec): 3 clusters Score: Raw -5218483.297341 + Penalty 3610.252700 = -5214873.044640 nChanged 3282 SP:Iteration 2Q (7078.373735 sec): 3 clusters Score: Raw -5219745.568691 + Penalty 3610.252700 = -5216135.315991 nChanged 3770 SP:Iteration 3F (7078.520709 sec): 3 clusters Score: Raw -5221623.559680 + Penalty 3610.252700 = -5218013.306980 nChanged 4617 SP:Iteration 4F (7078.669901 sec): 3 clusters Score: Raw -5224537.449776 + Penalty 3610.252700 = -5220927.197076 nChanged 5194 SP:Iteration 5F (7078.826978 sec): 3 clusters Score: Raw -5228399.648176 + Penalty 3610.252700 = -5224789.395476 nChanged 5190 SP:Iteration 6F (7078.977318 sec): 3 clusters Score: Raw -5232857.806443 + Penalty 3610.252700 = -5229247.553743 nChanged 4492 SP:Iteration 7F (7079.134338 sec): 3 clusters Score: Raw -5236916.634842 + Penalty 3610.252700 = -5233306.382141 nChanged 3233 SP:Iteration 8Q (7079.286035 sec): 3 clusters Score: Raw -5239805.506516 + Penalty 3610.252700 = -5236195.253815 nChanged 1848 SP:Iteration 9Q (7079.439651 sec): 3 clusters Score: Raw -5241393.560849 + Penalty 3610.252700 = -5237783.308148 nChanged 942 SP:Iteration 10Q (7079.565442 sec): 3 clusters Score: Raw -5242156.817195 + Penalty 3610.252700 = -5238546.564495 nChanged 425 SP:Iteration 11Q (7079.705010 sec): 3 clusters Score: Raw -5242484.962907 + Penalty 3610.252700 = -5238874.710207 nChanged 200 SP:Iteration 12Q (7079.841873 sec): 3 clusters Score: Raw -5242630.397841 + Penalty 3610.252700 = -5239020.145141 nChanged 108 SP:Iteration 13Q (7079.972721 sec): 3 clusters Score: Raw -5242712.238341 + Penalty 3610.252700 = -5239101.985641 nChanged 64 SP:Iteration 14Q (7080.107873 sec): 3 clusters Score: Raw -5242763.525624 + Penalty 3610.252700 = -5239153.272924 nChanged 34 SP:Iteration 15Q (7080.234516 sec): 3 clusters Score: Raw -5242799.656192 + Penalty 3610.252700 = -5239189.403492 nChanged 33 SP:Iteration 16Q (7080.365537 sec): 3 clusters Score: Raw -5242833.676766 + Penalty 3610.252700 = -5239223.424065 nChanged 28 SP:Iteration 17Q (7080.503055 sec): 3 clusters Score: Raw -5242856.749158 + Penalty 3610.252700 = -5239246.496457 nChanged 19 SP:Iteration 18Q (7080.610548 sec): 3 clusters Score: Raw -5242876.662680 + Penalty 3610.252700 = -5239266.409980 nChanged 15 SP:Iteration 19Q (7080.710026 sec): 3 clusters Score: Raw -5242893.955255 + Penalty 3610.252700 = -5239283.702555 nChanged 12 SP:Iteration 20F (7080.876123 sec): 3 clusters Score: Raw -5242904.012776 + Penalty 3610.252700 = -5239293.760076 nChanged 8 SP:Iteration 21Q (7081.023653 sec): 3 clusters Score: Raw -5242909.140180 + Penalty 3610.252700 = -5239298.887480 nChanged 10 SP:Iteration 22Q (7081.158567 sec): 3 clusters Score: Raw -5242915.052781 + Penalty 3610.252700 = -5239304.800080 nChanged 4 SP:Iteration 23Q (7081.293201 sec): 3 clusters Score: Raw -5242917.321754 + Penalty 3610.252700 = -5239307.069054 nChanged 2 SP:Iteration 24Q (7081.413350 sec): 3 clusters Score: Raw -5242918.475853 + Penalty 3610.252700 = -5239308.223153 nChanged 1 SP:Iteration 25Q (7081.536119 sec): 3 clusters Score: Raw -5242918.700743 + Penalty 3610.252700 = -5239308.448043 nChanged 0 SP:Iteration 26F (7081.691462 sec): 3 clusters Score: Raw -5242918.700743 + Penalty 3610.252700 = -5239308.448043 nChanged 0 Trying to split cluster 13 (24207 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7081.746791 sec): 2 clusters Score: Raw -2022787.984875 + Penalty 1640.339533 = -2021147.645342 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7081.835107 sec): 3 clusters Score: Raw -2008096.721102 + Penalty 3280.679066 = -2004816.042035 nChanged 10963 SP:Iteration 1F (7081.926064 sec): 3 clusters Score: Raw -2014181.761960 + Penalty 3280.679066 = -2010901.082894 nChanged 1182 SP:Iteration 2Q (7082.004053 sec): 3 clusters Score: Raw -2014594.849666 + Penalty 3280.679066 = -2011314.170600 nChanged 1112 SP:Iteration 3Q (7082.082821 sec): 3 clusters Score: Raw -2014978.595502 + Penalty 3280.679066 = -2011697.916436 nChanged 1050 SP:Iteration 4Q (7082.159637 sec): 3 clusters Score: Raw -2015405.810254 + Penalty 3280.679066 = -2012125.131188 nChanged 1153 SP:Iteration 5Q (7082.212165 sec): 3 clusters Score: Raw -2015896.532721 + Penalty 3280.679066 = -2012615.853655 nChanged 1221 SP:Iteration 6F (7082.291781 sec): 3 clusters Score: Raw -2016503.891952 + Penalty 3280.679066 = -2013223.212886 nChanged 1304 SP:Iteration 7F (7082.367825 sec): 3 clusters Score: Raw -2017197.606204 + Penalty 3280.679066 = -2013916.927138 nChanged 1327 SP:Iteration 8F (7082.442916 sec): 3 clusters Score: Raw -2017994.880126 + Penalty 3280.679066 = -2014714.201060 nChanged 1373 SP:Iteration 9F (7082.527005 sec): 3 clusters Score: Raw -2018947.803600 + Penalty 3280.679066 = -2015667.124534 nChanged 1296 SP:Iteration 10F (7082.618928 sec): 3 clusters Score: Raw -2019906.020157 + Penalty 3280.679066 = -2016625.341091 nChanged 1091 SP:Iteration 11Q (7082.702835 sec): 3 clusters Score: Raw -2020697.010543 + Penalty 3280.679066 = -2017416.331477 nChanged 855 SP:Iteration 12Q (7082.782157 sec): 3 clusters Score: Raw -2021279.265966 + Penalty 3280.679066 = -2017998.586900 nChanged 644 SP:Iteration 13Q (7082.862781 sec): 3 clusters Score: Raw -2021715.416534 + Penalty 3280.679066 = -2018434.737467 nChanged 530 SP:Iteration 14Q (7082.923178 sec): 3 clusters Score: Raw -2022012.808237 + Penalty 3280.679066 = -2018732.129171 nChanged 382 SP:Iteration 15Q (7082.972760 sec): 3 clusters Score: Raw -2022192.192188 + Penalty 3280.679066 = -2018911.513122 nChanged 264 SP:Iteration 16Q (7083.060096 sec): 3 clusters Score: Raw -2022304.254258 + Penalty 3280.679066 = -2019023.575192 nChanged 207 SP:Iteration 17Q (7083.145911 sec): 3 clusters Score: Raw -2022371.027809 + Penalty 3280.679066 = -2019090.348743 nChanged 157 SP:Iteration 18Q (7083.221732 sec): 3 clusters Score: Raw -2022415.586171 + Penalty 3280.679066 = -2019134.907105 nChanged 114 SP:Iteration 19Q (7083.297661 sec): 3 clusters Score: Raw -2022445.788327 + Penalty 3280.679066 = -2019165.109261 nChanged 104 SP:Iteration 20F (7083.378177 sec): 3 clusters Score: Raw -2022471.411406 + Penalty 3280.679066 = -2019190.732340 nChanged 98 SP:Iteration 21Q (7083.452743 sec): 3 clusters Score: Raw -2022496.351348 + Penalty 3280.679066 = -2019215.672282 nChanged 88 SP:Iteration 22Q (7083.521682 sec): 3 clusters Score: Raw -2022515.110637 + Penalty 3280.679066 = -2019234.431571 nChanged 81 SP:Iteration 23Q (7083.601620 sec): 3 clusters Score: Raw -2022533.119249 + Penalty 3280.679066 = -2019252.440182 nChanged 68 SP:Iteration 24Q (7083.687416 sec): 3 clusters Score: Raw -2022547.371552 + Penalty 3280.679066 = -2019266.692486 nChanged 68 SP:Iteration 25Q (7083.775193 sec): 3 clusters Score: Raw -2022562.615322 + Penalty 3280.679066 = -2019281.936255 nChanged 60 SP:Iteration 26Q (7083.846560 sec): 3 clusters Score: Raw -2022573.788298 + Penalty 3280.679066 = -2019293.109232 nChanged 57 SP:Iteration 27Q (7083.923750 sec): 3 clusters Score: Raw -2022586.903053 + Penalty 3280.679066 = -2019306.223987 nChanged 75 SP:Iteration 28Q (7083.970742 sec): 3 clusters Score: Raw -2022604.721000 + Penalty 3280.679066 = -2019324.041934 nChanged 75 SP:Iteration 29Q (7084.017064 sec): 3 clusters Score: Raw -2022626.065907 + Penalty 3280.679066 = -2019345.386841 nChanged 80 SP:Iteration 30Q (7084.092246 sec): 3 clusters Score: Raw -2022646.541226 + Penalty 3280.679066 = -2019365.862159 nChanged 76 SP:Iteration 31Q (7084.145127 sec): 3 clusters Score: Raw -2022666.687340 + Penalty 3280.679066 = -2019386.008274 nChanged 83 SP:Iteration 32Q (7084.220178 sec): 3 clusters Score: Raw -2022687.437895 + Penalty 3280.679066 = -2019406.758829 nChanged 73 SP:Iteration 33Q (7084.304459 sec): 3 clusters Score: Raw -2022701.810027 + Penalty 3280.679066 = -2019421.130961 nChanged 65 SP:Iteration 34Q (7084.375882 sec): 3 clusters Score: Raw -2022714.562446 + Penalty 3280.679066 = -2019433.883380 nChanged 59 SP:Iteration 35Q (7084.452125 sec): 3 clusters Score: Raw -2022725.981487 + Penalty 3280.679066 = -2019445.302421 nChanged 58 SP:Iteration 36Q (7084.533533 sec): 3 clusters Score: Raw -2022738.675214 + Penalty 3280.679066 = -2019457.996148 nChanged 57 SP:Iteration 37Q (7084.604155 sec): 3 clusters Score: Raw -2022751.759250 + Penalty 3280.679066 = -2019471.080184 nChanged 58 SP:Iteration 38Q (7084.684976 sec): 3 clusters Score: Raw -2022765.324897 + Penalty 3280.679066 = -2019484.645831 nChanged 48 SP:Iteration 39Q (7084.764624 sec): 3 clusters Score: Raw -2022774.726444 + Penalty 3280.679066 = -2019494.047378 nChanged 51 SP:Iteration 40F (7084.848418 sec): 3 clusters Score: Raw -2022784.948443 + Penalty 3280.679066 = -2019504.269377 nChanged 49 SP:Iteration 41Q (7084.922509 sec): 3 clusters Score: Raw -2022794.812688 + Penalty 3280.679066 = -2019514.133622 nChanged 49 SP:Iteration 42Q (7084.993657 sec): 3 clusters Score: Raw -2022807.018634 + Penalty 3280.679066 = -2019526.339568 nChanged 46 SP:Iteration 43Q (7085.050593 sec): 3 clusters Score: Raw -2022815.025309 + Penalty 3280.679066 = -2019534.346242 nChanged 39 SP:Iteration 44Q (7085.121248 sec): 3 clusters Score: Raw -2022822.096209 + Penalty 3280.679066 = -2019541.417143 nChanged 38 SP:Iteration 45Q (7085.199327 sec): 3 clusters Score: Raw -2022828.578204 + Penalty 3280.679066 = -2019547.899138 nChanged 34 SP:Iteration 46Q (7085.282722 sec): 3 clusters Score: Raw -2022835.316693 + Penalty 3280.679066 = -2019554.637627 nChanged 32 SP:Iteration 47Q (7085.366020 sec): 3 clusters Score: Raw -2022843.149200 + Penalty 3280.679066 = -2019562.470134 nChanged 39 SP:Iteration 48Q (7085.428766 sec): 3 clusters Score: Raw -2022851.379499 + Penalty 3280.679066 = -2019570.700433 nChanged 33 SP:Iteration 49Q (7085.518238 sec): 3 clusters Score: Raw -2022857.023524 + Penalty 3280.679066 = -2019576.344458 nChanged 32 SP:Iteration 50Q (7085.589363 sec): 3 clusters Score: Raw -2022863.648133 + Penalty 3280.679066 = -2019582.969067 nChanged 31 SP:Iteration 51Q (7085.668566 sec): 3 clusters Score: Raw -2022868.562849 + Penalty 3280.679066 = -2019587.883783 nChanged 25 SP:Iteration 52Q (7085.747523 sec): 3 clusters Score: Raw -2022873.348754 + Penalty 3280.679066 = -2019592.669688 nChanged 23 SP:Iteration 53Q (7085.820019 sec): 3 clusters Score: Raw -2022877.193824 + Penalty 3280.679066 = -2019596.514758 nChanged 21 SP:Iteration 54Q (7085.901008 sec): 3 clusters Score: Raw -2022880.666121 + Penalty 3280.679066 = -2019599.987055 nChanged 18 SP:Iteration 55Q (7085.967737 sec): 3 clusters Score: Raw -2022884.522632 + Penalty 3280.679066 = -2019603.843566 nChanged 22 SP:Iteration 56Q (7086.049756 sec): 3 clusters Score: Raw -2022888.483009 + Penalty 3280.679066 = -2019607.803943 nChanged 21 SP:Iteration 57Q (7086.130212 sec): 3 clusters Score: Raw -2022893.139844 + Penalty 3280.679066 = -2019612.460778 nChanged 22 SP:Iteration 58Q (7086.195284 sec): 3 clusters Score: Raw -2022897.530800 + Penalty 3280.679066 = -2019616.851734 nChanged 24 SP:Iteration 59Q (7086.273762 sec): 3 clusters Score: Raw -2022902.218849 + Penalty 3280.679066 = -2019621.539783 nChanged 26 SP:Iteration 60F (7086.354196 sec): 3 clusters Score: Raw -2022907.528161 + Penalty 3280.679066 = -2019626.849095 nChanged 22 SP:Iteration 61Q (7086.435374 sec): 3 clusters Score: Raw -2022912.379717 + Penalty 3280.679066 = -2019631.700650 nChanged 23 SP:Iteration 62Q (7086.509541 sec): 3 clusters Score: Raw -2022917.547680 + Penalty 3280.679066 = -2019636.868614 nChanged 26 SP:Iteration 63Q (7086.595839 sec): 3 clusters Score: Raw -2022922.018105 + Penalty 3280.679066 = -2019641.339039 nChanged 25 SP:Iteration 64Q (7086.669871 sec): 3 clusters Score: Raw -2022926.382455 + Penalty 3280.679066 = -2019645.703389 nChanged 23 SP:Iteration 65Q (7086.747865 sec): 3 clusters Score: Raw -2022931.731276 + Penalty 3280.679066 = -2019651.052210 nChanged 23 SP:Iteration 66Q (7086.821447 sec): 3 clusters Score: Raw -2022936.390308 + Penalty 3280.679066 = -2019655.711242 nChanged 16 SP:Iteration 67Q (7086.896262 sec): 3 clusters Score: Raw -2022939.172079 + Penalty 3280.679066 = -2019658.493013 nChanged 14 SP:Iteration 68Q (7086.978018 sec): 3 clusters Score: Raw -2022941.242411 + Penalty 3280.679066 = -2019660.563344 nChanged 10 SP:Iteration 69Q (7087.044942 sec): 3 clusters Score: Raw -2022942.340789 + Penalty 3280.679066 = -2019661.661723 nChanged 10 SP:Iteration 70Q (7087.117284 sec): 3 clusters Score: Raw -2022943.665361 + Penalty 3280.679066 = -2019662.986295 nChanged 11 SP:Iteration 71Q (7087.188549 sec): 3 clusters Score: Raw -2022944.982979 + Penalty 3280.679066 = -2019664.303913 nChanged 9 SP:Iteration 72Q (7087.268526 sec): 3 clusters Score: Raw -2022946.187739 + Penalty 3280.679066 = -2019665.508673 nChanged 9 SP:Iteration 73Q (7087.347421 sec): 3 clusters Score: Raw -2022947.298920 + Penalty 3280.679066 = -2019666.619854 nChanged 10 SP:Iteration 74Q (7087.425806 sec): 3 clusters Score: Raw -2022948.584904 + Penalty 3280.679066 = -2019667.905838 nChanged 15 SP:Iteration 75Q (7087.492479 sec): 3 clusters Score: Raw -2022950.448160 + Penalty 3280.679066 = -2019669.769094 nChanged 8 SP:Iteration 76Q (7087.569772 sec): 3 clusters Score: Raw -2022951.505760 + Penalty 3280.679066 = -2019670.826694 nChanged 5 SP:Iteration 77Q (7087.646884 sec): 3 clusters Score: Raw -2022952.181334 + Penalty 3280.679066 = -2019671.502267 nChanged 8 SP:Iteration 78Q (7087.719289 sec): 3 clusters Score: Raw -2022954.306818 + Penalty 3280.679066 = -2019673.627752 nChanged 6 SP:Iteration 79Q (7087.763005 sec): 3 clusters Score: Raw -2022955.519772 + Penalty 3280.679066 = -2019674.840706 nChanged 8 SP:Iteration 80F (7087.813094 sec): 3 clusters Score: Raw -2022956.880746 + Penalty 3280.679066 = -2019676.201680 nChanged 12 SP:Iteration 81Q (7087.866793 sec): 3 clusters Score: Raw -2022958.518062 + Penalty 3280.679066 = -2019677.838996 nChanged 8 SP:Iteration 82Q (7087.911931 sec): 3 clusters Score: Raw -2022959.773378 + Penalty 3280.679066 = -2019679.094311 nChanged 8 SP:Iteration 83Q (7087.960745 sec): 3 clusters Score: Raw -2022961.235759 + Penalty 3280.679066 = -2019680.556693 nChanged 12 SP:Iteration 84Q (7088.017119 sec): 3 clusters Score: Raw -2022963.360505 + Penalty 3280.679066 = -2019682.681439 nChanged 11 SP:Iteration 85Q (7088.094525 sec): 3 clusters Score: Raw -2022964.635958 + Penalty 3280.679066 = -2019683.956892 nChanged 6 SP:Iteration 86Q (7088.175792 sec): 3 clusters Score: Raw -2022965.360355 + Penalty 3280.679066 = -2019684.681289 nChanged 7 SP:Iteration 87Q (7088.258027 sec): 3 clusters Score: Raw -2022965.968657 + Penalty 3280.679066 = -2019685.289591 nChanged 6 SP:Iteration 88Q (7088.332425 sec): 3 clusters Score: Raw -2022966.370444 + Penalty 3280.679066 = -2019685.691377 nChanged 6 SP:Iteration 89Q (7088.401243 sec): 3 clusters Score: Raw -2022966.977366 + Penalty 3280.679066 = -2019686.298300 nChanged 7 SP:Iteration 90Q (7088.474988 sec): 3 clusters Score: Raw -2022967.954800 + Penalty 3280.679066 = -2019687.275734 nChanged 5 SP:Iteration 91Q (7088.548020 sec): 3 clusters Score: Raw -2022968.559733 + Penalty 3280.679066 = -2019687.880667 nChanged 5 SP:Iteration 92Q (7088.597477 sec): 3 clusters Score: Raw -2022969.791499 + Penalty 3280.679066 = -2019689.112433 nChanged 6 SP:Iteration 93Q (7088.682891 sec): 3 clusters Score: Raw -2022970.751234 + Penalty 3280.679066 = -2019690.072168 nChanged 7 SP:Iteration 94Q (7088.750266 sec): 3 clusters Score: Raw -2022971.688253 + Penalty 3280.679066 = -2019691.009187 nChanged 8 SP:Iteration 95Q (7088.835089 sec): 3 clusters Score: Raw -2022973.010072 + Penalty 3280.679066 = -2019692.331006 nChanged 8 SP:Iteration 96Q (7088.912179 sec): 3 clusters Score: Raw -2022975.069176 + Penalty 3280.679066 = -2019694.390110 nChanged 13 SP:Iteration 97Q (7088.976544 sec): 3 clusters Score: Raw -2022978.374406 + Penalty 3280.679066 = -2019697.695340 nChanged 18 SP:Iteration 98Q (7089.050883 sec): 3 clusters Score: Raw -2022982.752384 + Penalty 3280.679066 = -2019702.073318 nChanged 17 SP:Iteration 99Q (7089.124613 sec): 3 clusters Score: Raw -2022985.658549 + Penalty 3280.679066 = -2019704.979483 nChanged 12 SP:Iteration 100F (7089.209274 sec): 3 clusters Score: Raw -2022987.816054 + Penalty 3280.679066 = -2019707.136988 nChanged 11 SP:Iteration 101Q (7089.286508 sec): 3 clusters Score: Raw -2022990.247636 + Penalty 3280.679066 = -2019709.568570 nChanged 7 SP:Iteration 102Q (7089.359873 sec): 3 clusters Score: Raw -2022991.988134 + Penalty 3280.679066 = -2019711.309068 nChanged 13 SP:Iteration 103Q (7089.441397 sec): 3 clusters Score: Raw -2022994.489244 + Penalty 3280.679066 = -2019713.810178 nChanged 7 SP:Iteration 104Q (7089.515471 sec): 3 clusters Score: Raw -2022995.843598 + Penalty 3280.679066 = -2019715.164532 nChanged 10 SP:Iteration 105Q (7089.598933 sec): 3 clusters Score: Raw -2022997.863819 + Penalty 3280.679066 = -2019717.184753 nChanged 8 SP:Iteration 106Q (7089.668335 sec): 3 clusters Score: Raw -2022999.613157 + Penalty 3280.679066 = -2019718.934091 nChanged 13 SP:Iteration 107Q (7089.744835 sec): 3 clusters Score: Raw -2023001.874744 + Penalty 3280.679066 = -2019721.195677 nChanged 12 SP:Iteration 108Q (7089.826130 sec): 3 clusters Score: Raw -2023004.196916 + Penalty 3280.679066 = -2019723.517850 nChanged 10 SP:Iteration 109Q (7089.906776 sec): 3 clusters Score: Raw -2023005.956936 + Penalty 3280.679066 = -2019725.277870 nChanged 7 SP:Iteration 110Q (7089.992587 sec): 3 clusters Score: Raw -2023007.112475 + Penalty 3280.679066 = -2019726.433409 nChanged 7 SP:Iteration 111Q (7090.034729 sec): 3 clusters Score: Raw -2023007.969921 + Penalty 3280.679066 = -2019727.290855 nChanged 3 SP:Iteration 112Q (7090.112817 sec): 3 clusters Score: Raw -2023008.591074 + Penalty 3280.679066 = -2019727.912008 nChanged 9 SP:Iteration 113Q (7090.190664 sec): 3 clusters Score: Raw -2023010.786269 + Penalty 3280.679066 = -2019730.107202 nChanged 8 SP:Iteration 114Q (7090.268465 sec): 3 clusters Score: Raw -2023012.985214 + Penalty 3280.679066 = -2019732.306148 nChanged 14 SP:Iteration 115Q (7090.333761 sec): 3 clusters Score: Raw -2023017.092546 + Penalty 3280.679066 = -2019736.413480 nChanged 11 SP:Iteration 116Q (7090.408802 sec): 3 clusters Score: Raw -2023021.654852 + Penalty 3280.679066 = -2019740.975786 nChanged 14 SP:Iteration 117Q (7090.489500 sec): 3 clusters Score: Raw -2023025.854529 + Penalty 3280.679066 = -2019745.175463 nChanged 13 SP:Iteration 118Q (7090.572969 sec): 3 clusters Score: Raw -2023030.318589 + Penalty 3280.679066 = -2019749.639523 nChanged 9 SP:Iteration 119Q (7090.642842 sec): 3 clusters Score: Raw -2023032.769156 + Penalty 3280.679066 = -2019752.090090 nChanged 7 SP:Iteration 120F (7090.719946 sec): 3 clusters Score: Raw -2023035.031949 + Penalty 3280.679066 = -2019754.352883 nChanged 10 SP:Iteration 121Q (7090.790779 sec): 3 clusters Score: Raw -2023038.256915 + Penalty 3280.679066 = -2019757.577849 nChanged 9 SP:Iteration 122Q (7090.875677 sec): 3 clusters Score: Raw -2023041.391237 + Penalty 3280.679066 = -2019760.712170 nChanged 8 SP:Iteration 123Q (7090.951470 sec): 3 clusters Score: Raw -2023044.096084 + Penalty 3280.679066 = -2019763.417018 nChanged 13 SP:Iteration 124Q (7091.028452 sec): 3 clusters Score: Raw -2023046.979026 + Penalty 3280.679066 = -2019766.299960 nChanged 5 SP:Iteration 125Q (7091.099607 sec): 3 clusters Score: Raw -2023048.246020 + Penalty 3280.679066 = -2019767.566954 nChanged 7 SP:Iteration 126Q (7091.146414 sec): 3 clusters Score: Raw -2023050.970573 + Penalty 3280.679066 = -2019770.291507 nChanged 11 SP:Iteration 127Q (7091.225281 sec): 3 clusters Score: Raw -2023054.579563 + Penalty 3280.679066 = -2019773.900497 nChanged 11 SP:Iteration 128Q (7091.306351 sec): 3 clusters Score: Raw -2023058.020323 + Penalty 3280.679066 = -2019777.341257 nChanged 10 SP:Iteration 129Q (7091.391180 sec): 3 clusters Score: Raw -2023060.263611 + Penalty 3280.679066 = -2019779.584545 nChanged 5 SP:Iteration 130Q (7091.471641 sec): 3 clusters Score: Raw -2023061.818097 + Penalty 3280.679066 = -2019781.139031 nChanged 9 SP:Iteration 131Q (7091.554493 sec): 3 clusters Score: Raw -2023065.128302 + Penalty 3280.679066 = -2019784.449236 nChanged 13 SP:Iteration 132Q (7091.600411 sec): 3 clusters Score: Raw -2023069.349656 + Penalty 3280.679066 = -2019788.670590 nChanged 10 SP:Iteration 133Q (7091.647265 sec): 3 clusters Score: Raw -2023072.859110 + Penalty 3280.679066 = -2019792.180044 nChanged 12 SP:Iteration 134Q (7091.706391 sec): 3 clusters Score: Raw -2023076.289023 + Penalty 3280.679066 = -2019795.609957 nChanged 6 SP:Iteration 135Q (7091.786781 sec): 3 clusters Score: Raw -2023077.677969 + Penalty 3280.679066 = -2019796.998903 nChanged 9 SP:Iteration 136Q (7091.868722 sec): 3 clusters Score: Raw -2023080.141342 + Penalty 3280.679066 = -2019799.462276 nChanged 10 SP:Iteration 137Q (7091.943284 sec): 3 clusters Score: Raw -2023082.951746 + Penalty 3280.679066 = -2019802.272680 nChanged 9 SP:Iteration 138Q (7092.019648 sec): 3 clusters Score: Raw -2023086.059575 + Penalty 3280.679066 = -2019805.380509 nChanged 11 SP:Iteration 139Q (7092.100691 sec): 3 clusters Score: Raw -2023089.713125 + Penalty 3280.679066 = -2019809.034059 nChanged 8 SP:Iteration 140F (7092.184945 sec): 3 clusters Score: Raw -2023091.690848 + Penalty 3280.679066 = -2019811.011782 nChanged 5 SP:Iteration 141Q (7092.260560 sec): 3 clusters Score: Raw -2023093.249627 + Penalty 3280.679066 = -2019812.570561 nChanged 5 SP:Iteration 142Q (7092.347942 sec): 3 clusters Score: Raw -2023094.321081 + Penalty 3280.679066 = -2019813.642015 nChanged 4 SP:Iteration 143Q (7092.390139 sec): 3 clusters Score: Raw -2023095.411187 + Penalty 3280.679066 = -2019814.732120 nChanged 5 SP:Iteration 144Q (7092.470865 sec): 3 clusters Score: Raw -2023096.321034 + Penalty 3280.679066 = -2019815.641968 nChanged 2 SP:Iteration 145Q (7092.547436 sec): 3 clusters Score: Raw -2023096.715049 + Penalty 3280.679066 = -2019816.035983 nChanged 2 SP:Iteration 146Q (7092.616893 sec): 3 clusters Score: Raw -2023097.095401 + Penalty 3280.679066 = -2019816.416335 nChanged 1 SP:Iteration 147Q (7092.697652 sec): 3 clusters Score: Raw -2023097.395965 + Penalty 3280.679066 = -2019816.716899 nChanged 2 SP:Iteration 148Q (7092.772928 sec): 3 clusters Score: Raw -2023098.156026 + Penalty 3280.679066 = -2019817.476959 nChanged 3 SP:Iteration 149Q (7092.852727 sec): 3 clusters Score: Raw -2023098.931700 + Penalty 3280.679066 = -2019818.252633 nChanged 3 SP:Iteration 150Q (7092.922086 sec): 3 clusters Score: Raw -2023099.528562 + Penalty 3280.679066 = -2019818.849496 nChanged 1 SP:Iteration 151Q (7092.989822 sec): 3 clusters Score: Raw -2023099.792619 + Penalty 3280.679066 = -2019819.113553 nChanged 0 SP:Iteration 152F (7093.051389 sec): 3 clusters Score: Raw -2023099.792619 + Penalty 3280.679066 = -2019819.113553 nChanged 0 Trying to split cluster 14 (24078 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7093.104156 sec): 2 clusters Score: Raw -2038289.140520 + Penalty 1639.471249 = -2036649.669271 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7093.190712 sec): 3 clusters Score: Raw -2023635.379872 + Penalty 3278.942498 = -2020356.437374 nChanged 10974 SP:Iteration 1F (7093.276607 sec): 3 clusters Score: Raw -2030003.501644 + Penalty 3278.942498 = -2026724.559146 nChanged 1399 SP:Iteration 2F (7093.327418 sec): 3 clusters Score: Raw -2030709.378973 + Penalty 3278.942498 = -2027430.436475 nChanged 1421 SP:Iteration 3F (7093.386758 sec): 3 clusters Score: Raw -2031506.485216 + Penalty 3278.942498 = -2028227.542718 nChanged 1506 SP:Iteration 4F (7093.475675 sec): 3 clusters Score: Raw -2032408.311547 + Penalty 3278.942498 = -2029129.369049 nChanged 1549 SP:Iteration 5F (7093.536217 sec): 3 clusters Score: Raw -2033382.937342 + Penalty 3278.942498 = -2030103.994844 nChanged 1470 SP:Iteration 6F (7093.620853 sec): 3 clusters Score: Raw -2034269.984514 + Penalty 3278.942498 = -2030991.042017 nChanged 1303 SP:Iteration 7F (7093.675825 sec): 3 clusters Score: Raw -2035014.785384 + Penalty 3278.942498 = -2031735.842886 nChanged 1146 SP:Iteration 8Q (7093.758506 sec): 3 clusters Score: Raw -2035667.537132 + Penalty 3278.942498 = -2032388.594634 nChanged 961 SP:Iteration 9Q (7093.831623 sec): 3 clusters Score: Raw -2036243.056527 + Penalty 3278.942498 = -2032964.114029 nChanged 801 SP:Iteration 10Q (7093.882417 sec): 3 clusters Score: Raw -2036705.128689 + Penalty 3278.942498 = -2033426.186191 nChanged 684 SP:Iteration 11Q (7093.964588 sec): 3 clusters Score: Raw -2037070.567991 + Penalty 3278.942498 = -2033791.625493 nChanged 572 SP:Iteration 12Q (7094.054075 sec): 3 clusters Score: Raw -2037339.294514 + Penalty 3278.942498 = -2034060.352016 nChanged 459 SP:Iteration 13Q (7094.138404 sec): 3 clusters Score: Raw -2037522.276918 + Penalty 3278.942498 = -2034243.334421 nChanged 404 SP:Iteration 14Q (7094.229098 sec): 3 clusters Score: Raw -2037669.884552 + Penalty 3278.942498 = -2034390.942054 nChanged 361 SP:Iteration 15Q (7094.288572 sec): 3 clusters Score: Raw -2037794.236120 + Penalty 3278.942498 = -2034515.293622 nChanged 310 SP:Iteration 16Q (7094.336821 sec): 3 clusters Score: Raw -2037898.126329 + Penalty 3278.942498 = -2034619.183831 nChanged 307 SP:Iteration 17Q (7094.385034 sec): 3 clusters Score: Raw -2037998.797714 + Penalty 3278.942498 = -2034719.855217 nChanged 277 SP:Iteration 18Q (7094.458647 sec): 3 clusters Score: Raw -2038083.343719 + Penalty 3278.942498 = -2034804.401222 nChanged 236 SP:Iteration 19Q (7094.542753 sec): 3 clusters Score: Raw -2038154.799552 + Penalty 3278.942498 = -2034875.857054 nChanged 207 SP:Iteration 20F (7094.627150 sec): 3 clusters Score: Raw -2038217.950435 + Penalty 3278.942498 = -2034939.007937 nChanged 202 SP:Iteration 21Q (7094.711268 sec): 3 clusters Score: Raw -2038273.783689 + Penalty 3278.942498 = -2034994.841191 nChanged 194 SP:Iteration 22Q (7094.789349 sec): 3 clusters Score: Raw -2038326.469525 + Penalty 3278.942498 = -2035047.527027 nChanged 182 SP:Iteration 23Q (7094.836186 sec): 3 clusters Score: Raw -2038376.104503 + Penalty 3278.942498 = -2035097.162005 nChanged 176 SP:Iteration 24Q (7094.920936 sec): 3 clusters Score: Raw -2038421.900986 + Penalty 3278.942498 = -2035142.958489 nChanged 140 SP:Iteration 25Q (7094.985920 sec): 3 clusters Score: Raw -2038456.484967 + Penalty 3278.942498 = -2035177.542469 nChanged 124 SP:Iteration 26Q (7095.064488 sec): 3 clusters Score: Raw -2038483.730903 + Penalty 3278.942498 = -2035204.788405 nChanged 117 SP:Iteration 27Q (7095.143809 sec): 3 clusters Score: Raw -2038507.673747 + Penalty 3278.942498 = -2035228.731249 nChanged 103 SP:Iteration 28Q (7095.212676 sec): 3 clusters Score: Raw -2038529.356261 + Penalty 3278.942498 = -2035250.413763 nChanged 106 SP:Iteration 29Q (7095.300818 sec): 3 clusters Score: Raw -2038552.503486 + Penalty 3278.942498 = -2035273.560988 nChanged 102 SP:Iteration 30Q (7095.374094 sec): 3 clusters Score: Raw -2038574.931971 + Penalty 3278.942498 = -2035295.989473 nChanged 89 SP:Iteration 31Q (7095.430748 sec): 3 clusters Score: Raw -2038596.547339 + Penalty 3278.942498 = -2035317.604842 nChanged 87 SP:Iteration 32Q (7095.507423 sec): 3 clusters Score: Raw -2038613.369807 + Penalty 3278.942498 = -2035334.427309 nChanged 71 SP:Iteration 33Q (7095.592191 sec): 3 clusters Score: Raw -2038627.974638 + Penalty 3278.942498 = -2035349.032140 nChanged 66 SP:Iteration 34Q (7095.664847 sec): 3 clusters Score: Raw -2038641.639278 + Penalty 3278.942498 = -2035362.696780 nChanged 59 SP:Iteration 35Q (7095.733982 sec): 3 clusters Score: Raw -2038651.887395 + Penalty 3278.942498 = -2035372.944897 nChanged 48 SP:Iteration 36Q (7095.819229 sec): 3 clusters Score: Raw -2038661.972677 + Penalty 3278.942498 = -2035383.030179 nChanged 54 SP:Iteration 37Q (7095.892517 sec): 3 clusters Score: Raw -2038671.605346 + Penalty 3278.942498 = -2035392.662848 nChanged 44 SP:Iteration 38Q (7095.964432 sec): 3 clusters Score: Raw -2038679.778405 + Penalty 3278.942498 = -2035400.835908 nChanged 50 SP:Iteration 39Q (7096.023406 sec): 3 clusters Score: Raw -2038689.426075 + Penalty 3278.942498 = -2035410.483577 nChanged 55 SP:Iteration 40F (7096.104896 sec): 3 clusters Score: Raw -2038701.329383 + Penalty 3278.942498 = -2035422.386885 nChanged 56 SP:Iteration 41Q (7096.177084 sec): 3 clusters Score: Raw -2038710.909753 + Penalty 3278.942498 = -2035431.967255 nChanged 46 SP:Iteration 42Q (7096.243304 sec): 3 clusters Score: Raw -2038719.644385 + Penalty 3278.942498 = -2035440.701887 nChanged 41 SP:Iteration 43Q (7096.311313 sec): 3 clusters Score: Raw -2038727.159837 + Penalty 3278.942498 = -2035448.217339 nChanged 43 SP:Iteration 44Q (7096.387696 sec): 3 clusters Score: Raw -2038735.947025 + Penalty 3278.942498 = -2035457.004527 nChanged 50 SP:Iteration 45Q (7096.467967 sec): 3 clusters Score: Raw -2038745.854336 + Penalty 3278.942498 = -2035466.911838 nChanged 37 SP:Iteration 46Q (7096.546979 sec): 3 clusters Score: Raw -2038752.909455 + Penalty 3278.942498 = -2035473.966957 nChanged 29 SP:Iteration 47Q (7096.632203 sec): 3 clusters Score: Raw -2038758.729756 + Penalty 3278.942498 = -2035479.787258 nChanged 29 SP:Iteration 48Q (7096.696685 sec): 3 clusters Score: Raw -2038764.405794 + Penalty 3278.942498 = -2035485.463296 nChanged 27 SP:Iteration 49Q (7096.771119 sec): 3 clusters Score: Raw -2038769.537027 + Penalty 3278.942498 = -2035490.594529 nChanged 29 SP:Iteration 50Q (7096.852020 sec): 3 clusters Score: Raw -2038774.409975 + Penalty 3278.942498 = -2035495.467477 nChanged 31 SP:Iteration 51Q (7096.931537 sec): 3 clusters Score: Raw -2038780.208432 + Penalty 3278.942498 = -2035501.265935 nChanged 25 SP:Iteration 52Q (7096.997277 sec): 3 clusters Score: Raw -2038784.761615 + Penalty 3278.942498 = -2035505.819117 nChanged 31 SP:Iteration 53Q (7097.070153 sec): 3 clusters Score: Raw -2038789.490534 + Penalty 3278.942498 = -2035510.548036 nChanged 27 SP:Iteration 54Q (7097.149979 sec): 3 clusters Score: Raw -2038793.765671 + Penalty 3278.942498 = -2035514.823173 nChanged 19 SP:Iteration 55Q (7097.223400 sec): 3 clusters Score: Raw -2038796.834959 + Penalty 3278.942498 = -2035517.892461 nChanged 20 SP:Iteration 56Q (7097.309470 sec): 3 clusters Score: Raw -2038800.926704 + Penalty 3278.942498 = -2035521.984206 nChanged 28 SP:Iteration 57Q (7097.377259 sec): 3 clusters Score: Raw -2038806.843140 + Penalty 3278.942498 = -2035527.900642 nChanged 31 SP:Iteration 58Q (7097.459770 sec): 3 clusters Score: Raw -2038814.593736 + Penalty 3278.942498 = -2035535.651238 nChanged 39 SP:Iteration 59Q (7097.527482 sec): 3 clusters Score: Raw -2038822.830866 + Penalty 3278.942498 = -2035543.888368 nChanged 33 SP:Iteration 60F (7097.604511 sec): 3 clusters Score: Raw -2038831.231326 + Penalty 3278.942498 = -2035552.288828 nChanged 40 SP:Iteration 61Q (7097.682639 sec): 3 clusters Score: Raw -2038841.689648 + Penalty 3278.942498 = -2035562.747150 nChanged 39 SP:Iteration 62Q (7097.756802 sec): 3 clusters Score: Raw -2038851.041942 + Penalty 3278.942498 = -2035572.099444 nChanged 29 SP:Iteration 63Q (7097.825109 sec): 3 clusters Score: Raw -2038857.077137 + Penalty 3278.942498 = -2035578.134640 nChanged 28 SP:Iteration 64Q (7097.891281 sec): 3 clusters Score: Raw -2038863.017648 + Penalty 3278.942498 = -2035584.075151 nChanged 29 SP:Iteration 65Q (7097.961846 sec): 3 clusters Score: Raw -2038868.968691 + Penalty 3278.942498 = -2035590.026193 nChanged 25 SP:Iteration 66Q (7098.040408 sec): 3 clusters Score: Raw -2038874.050301 + Penalty 3278.942498 = -2035595.107803 nChanged 19 SP:Iteration 67Q (7098.111048 sec): 3 clusters Score: Raw -2038878.038705 + Penalty 3278.942498 = -2035599.096207 nChanged 22 SP:Iteration 68Q (7098.187348 sec): 3 clusters Score: Raw -2038882.616303 + Penalty 3278.942498 = -2035603.673805 nChanged 18 SP:Iteration 69Q (7098.260834 sec): 3 clusters Score: Raw -2038886.217265 + Penalty 3278.942498 = -2035607.274767 nChanged 20 SP:Iteration 70Q (7098.343453 sec): 3 clusters Score: Raw -2038891.099832 + Penalty 3278.942498 = -2035612.157334 nChanged 20 SP:Iteration 71Q (7098.410607 sec): 3 clusters Score: Raw -2038895.667515 + Penalty 3278.942498 = -2035616.725017 nChanged 21 SP:Iteration 72Q (7098.480553 sec): 3 clusters Score: Raw -2038899.198255 + Penalty 3278.942498 = -2035620.255757 nChanged 16 SP:Iteration 73Q (7098.559900 sec): 3 clusters Score: Raw -2038901.315441 + Penalty 3278.942498 = -2035622.372943 nChanged 14 SP:Iteration 74Q (7098.638744 sec): 3 clusters Score: Raw -2038903.745081 + Penalty 3278.942498 = -2035624.802583 nChanged 15 SP:Iteration 75Q (7098.710523 sec): 3 clusters Score: Raw -2038907.930762 + Penalty 3278.942498 = -2035628.988264 nChanged 13 SP:Iteration 76Q (7098.791593 sec): 3 clusters Score: Raw -2038910.753249 + Penalty 3278.942498 = -2035631.810751 nChanged 14 SP:Iteration 77Q (7098.871018 sec): 3 clusters Score: Raw -2038914.642739 + Penalty 3278.942498 = -2035635.700241 nChanged 17 SP:Iteration 78Q (7098.939571 sec): 3 clusters Score: Raw -2038918.140781 + Penalty 3278.942498 = -2035639.198283 nChanged 21 SP:Iteration 79Q (7099.013205 sec): 3 clusters Score: Raw -2038921.800199 + Penalty 3278.942498 = -2035642.857701 nChanged 13 SP:Iteration 80F (7099.093308 sec): 3 clusters Score: Raw -2038923.950153 + Penalty 3278.942498 = -2035645.007656 nChanged 10 SP:Iteration 81Q (7099.163736 sec): 3 clusters Score: Raw -2038925.883382 + Penalty 3278.942498 = -2035646.940884 nChanged 11 SP:Iteration 82Q (7099.233439 sec): 3 clusters Score: Raw -2038927.727282 + Penalty 3278.942498 = -2035648.784784 nChanged 9 SP:Iteration 83Q (7099.310186 sec): 3 clusters Score: Raw -2038929.133654 + Penalty 3278.942498 = -2035650.191157 nChanged 5 SP:Iteration 84Q (7099.384093 sec): 3 clusters Score: Raw -2038930.028716 + Penalty 3278.942498 = -2035651.086218 nChanged 5 SP:Iteration 85Q (7099.458454 sec): 3 clusters Score: Raw -2038931.188299 + Penalty 3278.942498 = -2035652.245802 nChanged 9 SP:Iteration 86Q (7099.535124 sec): 3 clusters Score: Raw -2038933.250619 + Penalty 3278.942498 = -2035654.308121 nChanged 11 SP:Iteration 87Q (7099.615862 sec): 3 clusters Score: Raw -2038934.971131 + Penalty 3278.942498 = -2035656.028633 nChanged 3 SP:Iteration 88Q (7099.698070 sec): 3 clusters Score: Raw -2038935.292113 + Penalty 3278.942498 = -2035656.349616 nChanged 2 SP:Iteration 89Q (7099.771920 sec): 3 clusters Score: Raw -2038935.502834 + Penalty 3278.942498 = -2035656.560336 nChanged 0 SP:Iteration 90F (7099.827272 sec): 3 clusters Score: Raw -2038935.502834 + Penalty 3278.942498 = -2035656.560336 nChanged 0 Trying to split cluster 15 (2896 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7099.862131 sec): 2 clusters Score: Raw -232347.310950 + Penalty 1295.301435 = -231052.009515 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7099.903462 sec): 3 clusters Score: Raw -230950.880394 + Penalty 2590.602870 = -228360.277524 nChanged 1086 SP:Iteration 1F (7099.945209 sec): 3 clusters Score: Raw -231577.585118 + Penalty 2590.602870 = -228986.982248 nChanged 221 SP:Iteration 2F (7099.984840 sec): 3 clusters Score: Raw -231713.789936 + Penalty 2590.602870 = -229123.187066 nChanged 132 SP:Iteration 3Q (7100.027699 sec): 3 clusters Score: Raw -231796.970241 + Penalty 2590.602870 = -229206.367371 nChanged 107 SP:Iteration 4Q (7100.080440 sec): 3 clusters Score: Raw -231856.158753 + Penalty 2590.602870 = -229265.555884 nChanged 87 SP:Iteration 5Q (7100.122701 sec): 3 clusters Score: Raw -231902.286712 + Penalty 2590.602870 = -229311.683842 nChanged 71 SP:Iteration 6Q (7100.165983 sec): 3 clusters Score: Raw -231939.437891 + Penalty 2590.602870 = -229348.835021 nChanged 58 SP:Iteration 7Q (7100.207569 sec): 3 clusters Score: Raw -231964.515793 + Penalty 2590.602870 = -229373.912923 nChanged 48 SP:Iteration 8Q (7100.259846 sec): 3 clusters Score: Raw -231986.583645 + Penalty 2590.602870 = -229395.980775 nChanged 41 SP:Iteration 9Q (7100.305787 sec): 3 clusters Score: Raw -232004.595900 + Penalty 2590.602870 = -229413.993030 nChanged 34 SP:Iteration 10Q (7100.357362 sec): 3 clusters Score: Raw -232019.696697 + Penalty 2590.602870 = -229429.093827 nChanged 37 SP:Iteration 11Q (7100.398756 sec): 3 clusters Score: Raw -232035.977302 + Penalty 2590.602870 = -229445.374433 nChanged 26 SP:Iteration 12Q (7100.437699 sec): 3 clusters Score: Raw -232045.359463 + Penalty 2590.602870 = -229454.756593 nChanged 30 SP:Iteration 13Q (7100.489131 sec): 3 clusters Score: Raw -232060.921986 + Penalty 2590.602870 = -229470.319117 nChanged 38 SP:Iteration 14Q (7100.535789 sec): 3 clusters Score: Raw -232078.042792 + Penalty 2590.602870 = -229487.439922 nChanged 35 SP:Iteration 15Q (7100.586417 sec): 3 clusters Score: Raw -232095.414416 + Penalty 2590.602870 = -229504.811546 nChanged 28 SP:Iteration 16Q (7100.617577 sec): 3 clusters Score: Raw -232111.309284 + Penalty 2590.602870 = -229520.706414 nChanged 27 SP:Iteration 17Q (7100.649567 sec): 3 clusters Score: Raw -232127.957457 + Penalty 2590.602870 = -229537.354587 nChanged 27 SP:Iteration 18Q (7100.698069 sec): 3 clusters Score: Raw -232138.811250 + Penalty 2590.602870 = -229548.208380 nChanged 18 SP:Iteration 19Q (7100.737299 sec): 3 clusters Score: Raw -232144.825072 + Penalty 2590.602870 = -229554.222203 nChanged 15 SP:Iteration 20F (7100.780372 sec): 3 clusters Score: Raw -232150.152642 + Penalty 2590.602870 = -229559.549772 nChanged 14 SP:Iteration 21Q (7100.819998 sec): 3 clusters Score: Raw -232154.825999 + Penalty 2590.602870 = -229564.223129 nChanged 16 SP:Iteration 22Q (7100.868703 sec): 3 clusters Score: Raw -232162.368506 + Penalty 2590.602870 = -229571.765636 nChanged 14 SP:Iteration 23Q (7100.906178 sec): 3 clusters Score: Raw -232169.581757 + Penalty 2590.602870 = -229578.978888 nChanged 19 SP:Iteration 24Q (7100.955330 sec): 3 clusters Score: Raw -232178.935366 + Penalty 2590.602870 = -229588.332496 nChanged 21 SP:Iteration 25Q (7100.997069 sec): 3 clusters Score: Raw -232187.760061 + Penalty 2590.602870 = -229597.157191 nChanged 19 SP:Iteration 26Q (7101.047027 sec): 3 clusters Score: Raw -232196.038747 + Penalty 2590.602870 = -229605.435877 nChanged 18 SP:Iteration 27Q (7101.096765 sec): 3 clusters Score: Raw -232202.414629 + Penalty 2590.602870 = -229611.811759 nChanged 12 SP:Iteration 28Q (7101.142904 sec): 3 clusters Score: Raw -232206.844804 + Penalty 2590.602870 = -229616.241934 nChanged 11 SP:Iteration 29Q (7101.178301 sec): 3 clusters Score: Raw -232210.533036 + Penalty 2590.602870 = -229619.930166 nChanged 11 SP:Iteration 30Q (7101.218497 sec): 3 clusters Score: Raw -232214.928234 + Penalty 2590.602870 = -229624.325364 nChanged 13 SP:Iteration 31Q (7101.265047 sec): 3 clusters Score: Raw -232220.452553 + Penalty 2590.602870 = -229629.849683 nChanged 14 SP:Iteration 32Q (7101.313782 sec): 3 clusters Score: Raw -232227.320634 + Penalty 2590.602870 = -229636.717764 nChanged 12 SP:Iteration 33Q (7101.355144 sec): 3 clusters Score: Raw -232232.279031 + Penalty 2590.602870 = -229641.676161 nChanged 14 SP:Iteration 34Q (7101.400730 sec): 3 clusters Score: Raw -232237.238619 + Penalty 2590.602870 = -229646.635749 nChanged 13 SP:Iteration 35Q (7101.453031 sec): 3 clusters Score: Raw -232243.841529 + Penalty 2590.602870 = -229653.238659 nChanged 12 SP:Iteration 36Q (7101.488421 sec): 3 clusters Score: Raw -232250.140488 + Penalty 2590.602870 = -229659.537618 nChanged 24 SP:Iteration 37Q (7101.540439 sec): 3 clusters Score: Raw -232261.583993 + Penalty 2590.602870 = -229670.981123 nChanged 16 SP:Iteration 38Q (7101.583060 sec): 3 clusters Score: Raw -232272.582288 + Penalty 2590.602870 = -229681.979418 nChanged 20 SP:Iteration 39Q (7101.624823 sec): 3 clusters Score: Raw -232284.579017 + Penalty 2590.602870 = -229693.976148 nChanged 21 SP:Iteration 40F (7101.674134 sec): 3 clusters Score: Raw -232295.563692 + Penalty 2590.602870 = -229704.960822 nChanged 19 SP:Iteration 41Q (7101.704448 sec): 3 clusters Score: Raw -232306.624138 + Penalty 2590.602870 = -229716.021268 nChanged 16 SP:Iteration 42Q (7101.760462 sec): 3 clusters Score: Raw -232315.881902 + Penalty 2590.602870 = -229725.279032 nChanged 21 SP:Iteration 43Q (7101.799249 sec): 3 clusters Score: Raw -232327.483962 + Penalty 2590.602870 = -229736.881092 nChanged 16 SP:Iteration 44Q (7101.848889 sec): 3 clusters Score: Raw -232335.027074 + Penalty 2590.602870 = -229744.424204 nChanged 13 SP:Iteration 45Q (7101.894711 sec): 3 clusters Score: Raw -232342.455589 + Penalty 2590.602870 = -229751.852720 nChanged 10 SP:Iteration 46Q (7101.931014 sec): 3 clusters Score: Raw -232351.214865 + Penalty 2590.602870 = -229760.611995 nChanged 21 SP:Iteration 47Q (7101.964019 sec): 3 clusters Score: Raw -232362.015690 + Penalty 2590.602870 = -229771.412821 nChanged 13 SP:Iteration 48Q (7101.997304 sec): 3 clusters Score: Raw -232368.974316 + Penalty 2590.602870 = -229778.371447 nChanged 12 SP:Iteration 49Q (7102.021627 sec): 3 clusters Score: Raw -232374.751541 + Penalty 2590.602870 = -229784.148671 nChanged 12 SP:Iteration 50Q (7102.035821 sec): 3 clusters Score: Raw -232380.334273 + Penalty 2590.602870 = -229789.731403 nChanged 8 SP:Iteration 51Q (7102.049565 sec): 3 clusters Score: Raw -232384.662776 + Penalty 2590.602870 = -229794.059906 nChanged 8 SP:Iteration 52Q (7102.063410 sec): 3 clusters Score: Raw -232389.022969 + Penalty 2590.602870 = -229798.420099 nChanged 6 SP:Iteration 53Q (7102.077215 sec): 3 clusters Score: Raw -232393.115505 + Penalty 2590.602870 = -229802.512635 nChanged 10 SP:Iteration 54Q (7102.090897 sec): 3 clusters Score: Raw -232398.383624 + Penalty 2590.602870 = -229807.780755 nChanged 12 SP:Iteration 55Q (7102.104675 sec): 3 clusters Score: Raw -232404.801099 + Penalty 2590.602870 = -229814.198229 nChanged 7 SP:Iteration 56Q (7102.155587 sec): 3 clusters Score: Raw -232408.793852 + Penalty 2590.602870 = -229818.190982 nChanged 4 SP:Iteration 57Q (7102.196045 sec): 3 clusters Score: Raw -232411.211506 + Penalty 2590.602870 = -229820.608637 nChanged 4 SP:Iteration 58Q (7102.247703 sec): 3 clusters Score: Raw -232413.585456 + Penalty 2590.602870 = -229822.982586 nChanged 2 SP:Iteration 59Q (7102.287352 sec): 3 clusters Score: Raw -232414.969779 + Penalty 2590.602870 = -229824.366909 nChanged 2 SP:Iteration 60F (7102.334599 sec): 3 clusters Score: Raw -232415.528262 + Penalty 2590.602870 = -229824.925392 nChanged 2 SP:Iteration 61Q (7102.386789 sec): 3 clusters Score: Raw -232415.980570 + Penalty 2590.602870 = -229825.377701 nChanged 1 SP:Iteration 62Q (7102.433791 sec): 3 clusters Score: Raw -232416.476620 + Penalty 2590.602870 = -229825.873750 nChanged 2 SP:Iteration 63Q (7102.471889 sec): 3 clusters Score: Raw -232416.891998 + Penalty 2590.602870 = -229826.289129 nChanged 1 SP:Iteration 64Q (7102.511917 sec): 3 clusters Score: Raw -232417.412915 + Penalty 2590.602870 = -229826.810045 nChanged 1 SP:Iteration 65Q (7102.540233 sec): 3 clusters Score: Raw -232418.019767 + Penalty 2590.602870 = -229827.416897 nChanged 1 SP:Iteration 66Q (7102.585380 sec): 3 clusters Score: Raw -232418.371053 + Penalty 2590.602870 = -229827.768183 nChanged 1 SP:Iteration 67Q (7102.632250 sec): 3 clusters Score: Raw -232418.610444 + Penalty 2590.602870 = -229828.007574 nChanged 0 SP:Iteration 68F (7102.669126 sec): 3 clusters Score: Raw -232418.610444 + Penalty 2590.602870 = -229828.007574 nChanged 0 Trying to split cluster 16 (17195 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7102.712091 sec): 2 clusters Score: Raw -1291032.557895 + Penalty 1584.760762 = -1289447.797132 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7102.785476 sec): 3 clusters Score: Raw -1280806.478316 + Penalty 3169.521525 = -1277636.956791 nChanged 7669 SP:Iteration 1F (7102.831595 sec): 3 clusters Score: Raw -1285106.903179 + Penalty 3169.521525 = -1281937.381654 nChanged 1152 SP:Iteration 2F (7102.907378 sec): 3 clusters Score: Raw -1285726.277331 + Penalty 3169.521525 = -1282556.755806 nChanged 1070 SP:Iteration 3F (7102.973264 sec): 3 clusters Score: Raw -1286369.276433 + Penalty 3169.521525 = -1283199.754908 nChanged 1047 SP:Iteration 4F (7103.052185 sec): 3 clusters Score: Raw -1287071.734065 + Penalty 3169.521525 = -1283902.212541 nChanged 1038 SP:Iteration 5F (7103.118016 sec): 3 clusters Score: Raw -1287841.396235 + Penalty 3169.521525 = -1284671.874710 nChanged 1008 SP:Iteration 6F (7103.192772 sec): 3 clusters Score: Raw -1288571.521331 + Penalty 3169.521525 = -1285401.999806 nChanged 832 SP:Iteration 7Q (7103.271572 sec): 3 clusters Score: Raw -1289093.091204 + Penalty 3169.521525 = -1285923.569679 nChanged 702 SP:Iteration 8Q (7103.336837 sec): 3 clusters Score: Raw -1289463.119378 + Penalty 3169.521525 = -1286293.597853 nChanged 526 SP:Iteration 9Q (7103.402675 sec): 3 clusters Score: Raw -1289675.454875 + Penalty 3169.521525 = -1286505.933350 nChanged 364 SP:Iteration 10Q (7103.481910 sec): 3 clusters Score: Raw -1289788.041565 + Penalty 3169.521525 = -1286618.520040 nChanged 273 SP:Iteration 11Q (7103.550114 sec): 3 clusters Score: Raw -1289866.445169 + Penalty 3169.521525 = -1286696.923644 nChanged 216 SP:Iteration 12Q (7103.614372 sec): 3 clusters Score: Raw -1289928.019507 + Penalty 3169.521525 = -1286758.497982 nChanged 185 SP:Iteration 13Q (7103.683989 sec): 3 clusters Score: Raw -1289981.373621 + Penalty 3169.521525 = -1286811.852096 nChanged 179 SP:Iteration 14Q (7103.751671 sec): 3 clusters Score: Raw -1290031.581549 + Penalty 3169.521525 = -1286862.060024 nChanged 173 SP:Iteration 15Q (7103.813665 sec): 3 clusters Score: Raw -1290072.665446 + Penalty 3169.521525 = -1286903.143921 nChanged 149 SP:Iteration 16Q (7103.885098 sec): 3 clusters Score: Raw -1290105.815835 + Penalty 3169.521525 = -1286936.294310 nChanged 146 SP:Iteration 17Q (7103.945635 sec): 3 clusters Score: Raw -1290140.608138 + Penalty 3169.521525 = -1286971.086613 nChanged 150 SP:Iteration 18Q (7104.016018 sec): 3 clusters Score: Raw -1290180.693664 + Penalty 3169.521525 = -1287011.172139 nChanged 168 SP:Iteration 19Q (7104.087116 sec): 3 clusters Score: Raw -1290237.345179 + Penalty 3169.521525 = -1287067.823654 nChanged 190 SP:Iteration 20F (7104.168847 sec): 3 clusters Score: Raw -1290299.589804 + Penalty 3169.521525 = -1287130.068279 nChanged 179 SP:Iteration 21Q (7104.237973 sec): 3 clusters Score: Raw -1290349.023198 + Penalty 3169.521525 = -1287179.501673 nChanged 161 SP:Iteration 22Q (7104.293731 sec): 3 clusters Score: Raw -1290391.486329 + Penalty 3169.521525 = -1287221.964804 nChanged 129 SP:Iteration 23Q (7104.367745 sec): 3 clusters Score: Raw -1290430.059245 + Penalty 3169.521525 = -1287260.537720 nChanged 136 SP:Iteration 24Q (7104.431479 sec): 3 clusters Score: Raw -1290465.963297 + Penalty 3169.521525 = -1287296.441772 nChanged 119 SP:Iteration 25Q (7104.513831 sec): 3 clusters Score: Raw -1290496.702167 + Penalty 3169.521525 = -1287327.180642 nChanged 119 SP:Iteration 26Q (7104.584544 sec): 3 clusters Score: Raw -1290528.315885 + Penalty 3169.521525 = -1287358.794360 nChanged 136 SP:Iteration 27Q (7104.645618 sec): 3 clusters Score: Raw -1290563.276784 + Penalty 3169.521525 = -1287393.755259 nChanged 132 SP:Iteration 28Q (7104.707840 sec): 3 clusters Score: Raw -1290599.095527 + Penalty 3169.521525 = -1287429.574002 nChanged 133 SP:Iteration 29Q (7104.774874 sec): 3 clusters Score: Raw -1290633.617472 + Penalty 3169.521525 = -1287464.095947 nChanged 121 SP:Iteration 30Q (7104.844950 sec): 3 clusters Score: Raw -1290666.999994 + Penalty 3169.521525 = -1287497.478469 nChanged 115 SP:Iteration 31Q (7104.912002 sec): 3 clusters Score: Raw -1290700.595693 + Penalty 3169.521525 = -1287531.074168 nChanged 118 SP:Iteration 32Q (7104.970861 sec): 3 clusters Score: Raw -1290731.758649 + Penalty 3169.521525 = -1287562.237124 nChanged 98 SP:Iteration 33Q (7105.030975 sec): 3 clusters Score: Raw -1290758.068103 + Penalty 3169.521525 = -1287588.546578 nChanged 103 SP:Iteration 34Q (7105.103286 sec): 3 clusters Score: Raw -1290786.701496 + Penalty 3169.521525 = -1287617.179971 nChanged 99 SP:Iteration 35Q (7105.159537 sec): 3 clusters Score: Raw -1290814.082431 + Penalty 3169.521525 = -1287644.560906 nChanged 95 SP:Iteration 36Q (7105.230293 sec): 3 clusters Score: Raw -1290838.676257 + Penalty 3169.521525 = -1287669.154733 nChanged 84 SP:Iteration 37Q (7105.279368 sec): 3 clusters Score: Raw -1290860.128917 + Penalty 3169.521525 = -1287690.607392 nChanged 76 SP:Iteration 38Q (7105.314101 sec): 3 clusters Score: Raw -1290884.799755 + Penalty 3169.521525 = -1287715.278230 nChanged 90 SP:Iteration 39Q (7105.374646 sec): 3 clusters Score: Raw -1290911.877897 + Penalty 3169.521525 = -1287742.356372 nChanged 87 SP:Iteration 40F (7105.445937 sec): 3 clusters Score: Raw -1290935.780391 + Penalty 3169.521525 = -1287766.258866 nChanged 77 SP:Iteration 41Q (7105.516470 sec): 3 clusters Score: Raw -1290958.070996 + Penalty 3169.521525 = -1287788.549471 nChanged 64 SP:Iteration 42Q (7105.578784 sec): 3 clusters Score: Raw -1290978.130029 + Penalty 3169.521525 = -1287808.608504 nChanged 55 SP:Iteration 43Q (7105.648018 sec): 3 clusters Score: Raw -1290992.819542 + Penalty 3169.521525 = -1287823.298017 nChanged 58 SP:Iteration 44Q (7105.717599 sec): 3 clusters Score: Raw -1291005.350723 + Penalty 3169.521525 = -1287835.829198 nChanged 61 SP:Iteration 45Q (7105.770740 sec): 3 clusters Score: Raw -1291017.771557 + Penalty 3169.521525 = -1287848.250032 nChanged 50 SP:Iteration 46Q (7105.835598 sec): 3 clusters Score: Raw -1291031.554391 + Penalty 3169.521525 = -1287862.032866 nChanged 62 SP:Iteration 47Q (7105.908081 sec): 3 clusters Score: Raw -1291047.474063 + Penalty 3169.521525 = -1287877.952538 nChanged 54 SP:Iteration 48Q (7105.989814 sec): 3 clusters Score: Raw -1291061.310244 + Penalty 3169.521525 = -1287891.788719 nChanged 58 SP:Iteration 49Q (7106.043846 sec): 3 clusters Score: Raw -1291080.941883 + Penalty 3169.521525 = -1287911.420358 nChanged 67 SP:Iteration 50Q (7106.111652 sec): 3 clusters Score: Raw -1291102.223173 + Penalty 3169.521525 = -1287932.701648 nChanged 56 SP:Iteration 51Q (7106.178377 sec): 3 clusters Score: Raw -1291118.340006 + Penalty 3169.521525 = -1287948.818481 nChanged 50 SP:Iteration 52Q (7106.247981 sec): 3 clusters Score: Raw -1291135.440667 + Penalty 3169.521525 = -1287965.919142 nChanged 59 SP:Iteration 53Q (7106.312784 sec): 3 clusters Score: Raw -1291156.461046 + Penalty 3169.521525 = -1287986.939521 nChanged 54 SP:Iteration 54Q (7106.375250 sec): 3 clusters Score: Raw -1291175.600729 + Penalty 3169.521525 = -1288006.079204 nChanged 54 SP:Iteration 55Q (7106.436857 sec): 3 clusters Score: Raw -1291193.162954 + Penalty 3169.521525 = -1288023.641429 nChanged 39 SP:Iteration 56Q (7106.497086 sec): 3 clusters Score: Raw -1291205.130523 + Penalty 3169.521525 = -1288035.608998 nChanged 30 SP:Iteration 57Q (7106.556585 sec): 3 clusters Score: Raw -1291215.426088 + Penalty 3169.521525 = -1288045.904563 nChanged 27 SP:Iteration 58Q (7106.627004 sec): 3 clusters Score: Raw -1291224.599363 + Penalty 3169.521525 = -1288055.077838 nChanged 43 SP:Iteration 59Q (7106.695048 sec): 3 clusters Score: Raw -1291239.696506 + Penalty 3169.521525 = -1288070.174981 nChanged 35 SP:Iteration 60F (7106.756459 sec): 3 clusters Score: Raw -1291250.688549 + Penalty 3169.521525 = -1288081.167024 nChanged 40 SP:Iteration 61Q (7106.824855 sec): 3 clusters Score: Raw -1291267.774269 + Penalty 3169.521525 = -1288098.252744 nChanged 32 SP:Iteration 62Q (7106.892423 sec): 3 clusters Score: Raw -1291278.286928 + Penalty 3169.521525 = -1288108.765403 nChanged 29 SP:Iteration 63Q (7106.960926 sec): 3 clusters Score: Raw -1291289.960242 + Penalty 3169.521525 = -1288120.438717 nChanged 32 SP:Iteration 64Q (7107.027245 sec): 3 clusters Score: Raw -1291299.230614 + Penalty 3169.521525 = -1288129.709089 nChanged 29 SP:Iteration 65Q (7107.074483 sec): 3 clusters Score: Raw -1291312.851965 + Penalty 3169.521525 = -1288143.330440 nChanged 44 SP:Iteration 66Q (7107.141187 sec): 3 clusters Score: Raw -1291332.231750 + Penalty 3169.521525 = -1288162.710225 nChanged 37 SP:Iteration 67Q (7107.214673 sec): 3 clusters Score: Raw -1291348.631204 + Penalty 3169.521525 = -1288179.109679 nChanged 31 SP:Iteration 68Q (7107.268532 sec): 3 clusters Score: Raw -1291364.001037 + Penalty 3169.521525 = -1288194.479512 nChanged 32 SP:Iteration 69Q (7107.308542 sec): 3 clusters Score: Raw -1291380.951036 + Penalty 3169.521525 = -1288211.429511 nChanged 31 SP:Iteration 70Q (7107.377193 sec): 3 clusters Score: Raw -1291399.388570 + Penalty 3169.521525 = -1288229.867045 nChanged 27 SP:Iteration 71Q (7107.455837 sec): 3 clusters Score: Raw -1291421.845405 + Penalty 3169.521525 = -1288252.323880 nChanged 42 SP:Iteration 72Q (7107.512736 sec): 3 clusters Score: Raw -1291446.963637 + Penalty 3169.521525 = -1288277.442112 nChanged 34 SP:Iteration 73Q (7107.580283 sec): 3 clusters Score: Raw -1291469.602142 + Penalty 3169.521525 = -1288300.080617 nChanged 44 SP:Iteration 74Q (7107.639269 sec): 3 clusters Score: Raw -1291494.373289 + Penalty 3169.521525 = -1288324.851764 nChanged 40 SP:Iteration 75Q (7107.700835 sec): 3 clusters Score: Raw -1291518.926010 + Penalty 3169.521525 = -1288349.404486 nChanged 40 SP:Iteration 76Q (7107.765637 sec): 3 clusters Score: Raw -1291545.225299 + Penalty 3169.521525 = -1288375.703774 nChanged 40 SP:Iteration 77Q (7107.835836 sec): 3 clusters Score: Raw -1291567.231631 + Penalty 3169.521525 = -1288397.710106 nChanged 32 SP:Iteration 78Q (7107.898266 sec): 3 clusters Score: Raw -1291584.944890 + Penalty 3169.521525 = -1288415.423365 nChanged 28 SP:Iteration 79Q (7107.959985 sec): 3 clusters Score: Raw -1291604.861221 + Penalty 3169.521525 = -1288435.339696 nChanged 39 SP:Iteration 80F (7108.034577 sec): 3 clusters Score: Raw -1291631.620460 + Penalty 3169.521525 = -1288462.098935 nChanged 41 SP:Iteration 81Q (7108.095446 sec): 3 clusters Score: Raw -1291661.281460 + Penalty 3169.521525 = -1288491.759935 nChanged 46 SP:Iteration 82Q (7108.163405 sec): 3 clusters Score: Raw -1291686.300015 + Penalty 3169.521525 = -1288516.778490 nChanged 39 SP:Iteration 83Q (7108.237066 sec): 3 clusters Score: Raw -1291707.540878 + Penalty 3169.521525 = -1288538.019353 nChanged 32 SP:Iteration 84Q (7108.301536 sec): 3 clusters Score: Raw -1291722.336654 + Penalty 3169.521525 = -1288552.815129 nChanged 24 SP:Iteration 85Q (7108.366558 sec): 3 clusters Score: Raw -1291737.425761 + Penalty 3169.521525 = -1288567.904236 nChanged 34 SP:Iteration 86Q (7108.434712 sec): 3 clusters Score: Raw -1291754.939858 + Penalty 3169.521525 = -1288585.418333 nChanged 30 SP:Iteration 87Q (7108.496515 sec): 3 clusters Score: Raw -1291768.307037 + Penalty 3169.521525 = -1288598.785512 nChanged 21 SP:Iteration 88Q (7108.546658 sec): 3 clusters Score: Raw -1291782.085527 + Penalty 3169.521525 = -1288612.564002 nChanged 20 SP:Iteration 89Q (7108.590250 sec): 3 clusters Score: Raw -1291793.360830 + Penalty 3169.521525 = -1288623.839306 nChanged 13 SP:Iteration 90Q (7108.652921 sec): 3 clusters Score: Raw -1291799.937867 + Penalty 3169.521525 = -1288630.416342 nChanged 16 SP:Iteration 91Q (7108.709047 sec): 3 clusters Score: Raw -1291808.625282 + Penalty 3169.521525 = -1288639.103757 nChanged 22 SP:Iteration 92Q (7108.765461 sec): 3 clusters Score: Raw -1291822.194051 + Penalty 3169.521525 = -1288652.672526 nChanged 17 SP:Iteration 93Q (7108.837359 sec): 3 clusters Score: Raw -1291832.182882 + Penalty 3169.521525 = -1288662.661357 nChanged 21 SP:Iteration 94Q (7108.910949 sec): 3 clusters Score: Raw -1291844.408584 + Penalty 3169.521525 = -1288674.887059 nChanged 20 SP:Iteration 95Q (7108.968602 sec): 3 clusters Score: Raw -1291857.260839 + Penalty 3169.521525 = -1288687.739314 nChanged 18 SP:Iteration 96Q (7109.027108 sec): 3 clusters Score: Raw -1291864.880570 + Penalty 3169.521525 = -1288695.359045 nChanged 10 SP:Iteration 97Q (7109.094787 sec): 3 clusters Score: Raw -1291867.858230 + Penalty 3169.521525 = -1288698.336705 nChanged 5 SP:Iteration 98Q (7109.156203 sec): 3 clusters Score: Raw -1291869.369386 + Penalty 3169.521525 = -1288699.847861 nChanged 5 SP:Iteration 99Q (7109.213027 sec): 3 clusters Score: Raw -1291870.652185 + Penalty 3169.521525 = -1288701.130660 nChanged 6 SP:Iteration 100F (7109.291979 sec): 3 clusters Score: Raw -1291884.395576 + Penalty 3169.521525 = -1288714.874052 nChanged 10 SP:Iteration 101Q (7109.352868 sec): 3 clusters Score: Raw -1291892.477741 + Penalty 3169.521525 = -1288722.956217 nChanged 15 SP:Iteration 102Q (7109.417855 sec): 3 clusters Score: Raw -1291902.967242 + Penalty 3169.521525 = -1288733.445717 nChanged 21 SP:Iteration 103Q (7109.473392 sec): 3 clusters Score: Raw -1291918.797117 + Penalty 3169.521525 = -1288749.275592 nChanged 20 SP:Iteration 104Q (7109.535028 sec): 3 clusters Score: Raw -1291932.834775 + Penalty 3169.521525 = -1288763.313250 nChanged 21 SP:Iteration 105Q (7109.598508 sec): 3 clusters Score: Raw -1291946.661014 + Penalty 3169.521525 = -1288777.139489 nChanged 24 SP:Iteration 106Q (7109.662969 sec): 3 clusters Score: Raw -1291962.251226 + Penalty 3169.521525 = -1288792.729702 nChanged 35 SP:Iteration 107Q (7109.718889 sec): 3 clusters Score: Raw -1291980.262774 + Penalty 3169.521525 = -1288810.741250 nChanged 31 SP:Iteration 108Q (7109.787013 sec): 3 clusters Score: Raw -1291995.080539 + Penalty 3169.521525 = -1288825.559014 nChanged 23 SP:Iteration 109Q (7109.837687 sec): 3 clusters Score: Raw -1292005.133514 + Penalty 3169.521525 = -1288835.611989 nChanged 27 SP:Iteration 110Q (7109.907321 sec): 3 clusters Score: Raw -1292015.705401 + Penalty 3169.521525 = -1288846.183876 nChanged 24 SP:Iteration 111Q (7109.973686 sec): 3 clusters Score: Raw -1292026.755679 + Penalty 3169.521525 = -1288857.234154 nChanged 32 SP:Iteration 112Q (7110.042374 sec): 3 clusters Score: Raw -1292043.350394 + Penalty 3169.521525 = -1288873.828870 nChanged 38 SP:Iteration 113Q (7110.105658 sec): 3 clusters Score: Raw -1292057.805626 + Penalty 3169.521525 = -1288888.284101 nChanged 24 SP:Iteration 114Q (7110.158281 sec): 3 clusters Score: Raw -1292067.018961 + Penalty 3169.521525 = -1288897.497437 nChanged 23 SP:Iteration 115Q (7110.219220 sec): 3 clusters Score: Raw -1292074.680257 + Penalty 3169.521525 = -1288905.158732 nChanged 18 SP:Iteration 116Q (7110.288687 sec): 3 clusters Score: Raw -1292079.309246 + Penalty 3169.521525 = -1288909.787721 nChanged 14 SP:Iteration 117Q (7110.355761 sec): 3 clusters Score: Raw -1292081.856009 + Penalty 3169.521525 = -1288912.334484 nChanged 3 SP:Iteration 118Q (7110.412204 sec): 3 clusters Score: Raw -1292082.378695 + Penalty 3169.521525 = -1288912.857170 nChanged 4 SP:Iteration 119Q (7110.472712 sec): 3 clusters Score: Raw -1292083.275766 + Penalty 3169.521525 = -1288913.754241 nChanged 3 SP:Iteration 120F (7110.538889 sec): 3 clusters Score: Raw -1292098.351882 + Penalty 3169.521525 = -1288928.830357 nChanged 11 SP:Iteration 121Q (7110.604116 sec): 3 clusters Score: Raw -1292107.223228 + Penalty 3169.521525 = -1288937.701703 nChanged 14 SP:Iteration 122Q (7110.673247 sec): 3 clusters Score: Raw -1292114.030877 + Penalty 3169.521525 = -1288944.509353 nChanged 14 SP:Iteration 123Q (7110.734038 sec): 3 clusters Score: Raw -1292118.972348 + Penalty 3169.521525 = -1288949.450823 nChanged 18 SP:Iteration 124Q (7110.800807 sec): 3 clusters Score: Raw -1292126.258111 + Penalty 3169.521525 = -1288956.736586 nChanged 19 SP:Iteration 125Q (7110.868837 sec): 3 clusters Score: Raw -1292134.329318 + Penalty 3169.521525 = -1288964.807793 nChanged 23 SP:Iteration 126Q (7110.944895 sec): 3 clusters Score: Raw -1292144.748441 + Penalty 3169.521525 = -1288975.226916 nChanged 22 SP:Iteration 127Q (7110.996965 sec): 3 clusters Score: Raw -1292153.427776 + Penalty 3169.521525 = -1288983.906251 nChanged 22 SP:Iteration 128Q (7111.034162 sec): 3 clusters Score: Raw -1292161.625821 + Penalty 3169.521525 = -1288992.104296 nChanged 16 SP:Iteration 129Q (7111.067740 sec): 3 clusters Score: Raw -1292166.755939 + Penalty 3169.521525 = -1288997.234414 nChanged 18 SP:Iteration 130Q (7111.139712 sec): 3 clusters Score: Raw -1292172.464236 + Penalty 3169.521525 = -1289002.942711 nChanged 13 SP:Iteration 131Q (7111.188356 sec): 3 clusters Score: Raw -1292175.496926 + Penalty 3169.521525 = -1289005.975401 nChanged 6 SP:Iteration 132Q (7111.249042 sec): 3 clusters Score: Raw -1292176.419634 + Penalty 3169.521525 = -1289006.898109 nChanged 3 SP:Iteration 133Q (7111.312801 sec): 3 clusters Score: Raw -1292176.795503 + Penalty 3169.521525 = -1289007.273978 nChanged 1 SP:Iteration 134Q (7111.384458 sec): 3 clusters Score: Raw -1292176.913759 + Penalty 3169.521525 = -1289007.392234 nChanged 1 SP:Iteration 135Q (7111.447151 sec): 3 clusters Score: Raw -1292177.329164 + Penalty 3169.521525 = -1289007.807639 nChanged 3 SP:Iteration 136Q (7111.499418 sec): 3 clusters Score: Raw -1292178.355328 + Penalty 3169.521525 = -1289008.833803 nChanged 1 SP:Iteration 137Q (7111.566165 sec): 3 clusters Score: Raw -1292178.479119 + Penalty 3169.521525 = -1289008.957594 nChanged 1 SP:Iteration 138Q (7111.637354 sec): 3 clusters Score: Raw -1292178.698056 + Penalty 3169.521525 = -1289009.176531 nChanged 2 SP:Iteration 139Q (7111.705830 sec): 3 clusters Score: Raw -1292179.206928 + Penalty 3169.521525 = -1289009.685403 nChanged 1 SP:Iteration 140F (7111.775716 sec): 3 clusters Score: Raw -1292179.415872 + Penalty 3169.521525 = -1289009.894347 nChanged 2 SP:Iteration 141Q (7111.853237 sec): 3 clusters Score: Raw -1292179.712711 + Penalty 3169.521525 = -1289010.191186 nChanged 2 SP:Iteration 142Q (7111.908430 sec): 3 clusters Score: Raw -1292180.129523 + Penalty 3169.521525 = -1289010.607998 nChanged 2 SP:Iteration 143Q (7111.978221 sec): 3 clusters Score: Raw -1292180.896220 + Penalty 3169.521525 = -1289011.374695 nChanged 1 SP:Iteration 144Q (7112.026922 sec): 3 clusters Score: Raw -1292181.186096 + Penalty 3169.521525 = -1289011.664571 nChanged 1 SP:Iteration 145Q (7112.099760 sec): 3 clusters Score: Raw -1292181.360788 + Penalty 3169.521525 = -1289011.839263 nChanged 1 SP:Iteration 146Q (7112.166296 sec): 3 clusters Score: Raw -1292181.629008 + Penalty 3169.521525 = -1289012.107483 nChanged 0 SP:Iteration 147F (7112.233207 sec): 3 clusters Score: Raw -1292181.629008 + Penalty 3169.521525 = -1289012.107483 nChanged 0 Trying to split cluster 17 (34996 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7112.297135 sec): 2 clusters Score: Raw -2909045.690449 + Penalty 1700.235720 = -2907345.454729 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7112.394478 sec): 3 clusters Score: Raw -2887291.100923 + Penalty 3400.471441 = -2883890.629483 nChanged 16200 SP:Iteration 1F (7112.495034 sec): 3 clusters Score: Raw -2896286.984080 + Penalty 3400.471441 = -2892886.512640 nChanged 1493 SP:Iteration 2Q (7112.604632 sec): 3 clusters Score: Raw -2896715.550001 + Penalty 3400.471441 = -2893315.078560 nChanged 1435 SP:Iteration 3Q (7112.704370 sec): 3 clusters Score: Raw -2897160.515522 + Penalty 3400.471441 = -2893760.044081 nChanged 1536 SP:Iteration 4Q (7112.810027 sec): 3 clusters Score: Raw -2897775.137621 + Penalty 3400.471441 = -2894374.666180 nChanged 1880 SP:Iteration 5F (7112.876483 sec): 3 clusters Score: Raw -2898714.663124 + Penalty 3400.471441 = -2895314.191684 nChanged 2306 SP:Iteration 6F (7112.953627 sec): 3 clusters Score: Raw -2900114.088865 + Penalty 3400.471441 = -2896713.617425 nChanged 2494 SP:Iteration 7F (7113.028343 sec): 3 clusters Score: Raw -2901811.350688 + Penalty 3400.471441 = -2898410.879247 nChanged 2448 SP:Iteration 8F (7113.135949 sec): 3 clusters Score: Raw -2903603.338914 + Penalty 3400.471441 = -2900202.867473 nChanged 2095 SP:Iteration 9F (7113.227092 sec): 3 clusters Score: Raw -2905205.979024 + Penalty 3400.471441 = -2901805.507584 nChanged 1686 SP:Iteration 10Q (7113.329573 sec): 3 clusters Score: Raw -2906598.145372 + Penalty 3400.471441 = -2903197.673932 nChanged 1227 SP:Iteration 11Q (7113.426333 sec): 3 clusters Score: Raw -2907669.185986 + Penalty 3400.471441 = -2904268.714545 nChanged 819 SP:Iteration 12Q (7113.533200 sec): 3 clusters Score: Raw -2908382.683844 + Penalty 3400.471441 = -2904982.212404 nChanged 484 SP:Iteration 13Q (7113.627770 sec): 3 clusters Score: Raw -2908776.756246 + Penalty 3400.471441 = -2905376.284805 nChanged 262 SP:Iteration 14Q (7113.722648 sec): 3 clusters Score: Raw -2909001.523944 + Penalty 3400.471441 = -2905601.052503 nChanged 171 SP:Iteration 15Q (7113.816162 sec): 3 clusters Score: Raw -2909145.421797 + Penalty 3400.471441 = -2905744.950356 nChanged 127 SP:Iteration 16Q (7113.900007 sec): 3 clusters Score: Raw -2909259.817870 + Penalty 3400.471441 = -2905859.346429 nChanged 86 SP:Iteration 17Q (7113.992230 sec): 3 clusters Score: Raw -2909325.014406 + Penalty 3400.471441 = -2905924.542965 nChanged 56 SP:Iteration 18Q (7114.073306 sec): 3 clusters Score: Raw -2909363.609673 + Penalty 3400.471441 = -2905963.138232 nChanged 35 SP:Iteration 19Q (7114.161822 sec): 3 clusters Score: Raw -2909386.044686 + Penalty 3400.471441 = -2905985.573245 nChanged 24 SP:Iteration 20F (7114.250523 sec): 3 clusters Score: Raw -2909399.067213 + Penalty 3400.471441 = -2905998.595773 nChanged 16 SP:Iteration 21Q (7114.342032 sec): 3 clusters Score: Raw -2909407.434012 + Penalty 3400.471441 = -2906006.962571 nChanged 13 SP:Iteration 22Q (7114.424347 sec): 3 clusters Score: Raw -2909413.888294 + Penalty 3400.471441 = -2906013.416853 nChanged 11 SP:Iteration 23Q (7114.517652 sec): 3 clusters Score: Raw -2909420.898679 + Penalty 3400.471441 = -2906020.427239 nChanged 11 SP:Iteration 24Q (7114.604218 sec): 3 clusters Score: Raw -2909428.247069 + Penalty 3400.471441 = -2906027.775629 nChanged 12 SP:Iteration 25Q (7114.675651 sec): 3 clusters Score: Raw -2909434.851201 + Penalty 3400.471441 = -2906034.379760 nChanged 12 SP:Iteration 26Q (7114.773083 sec): 3 clusters Score: Raw -2909442.692851 + Penalty 3400.471441 = -2906042.221411 nChanged 10 SP:Iteration 27Q (7114.857525 sec): 3 clusters Score: Raw -2909447.545400 + Penalty 3400.471441 = -2906047.073960 nChanged 11 SP:Iteration 28Q (7114.955311 sec): 3 clusters Score: Raw -2909454.619692 + Penalty 3400.471441 = -2906054.148251 nChanged 11 SP:Iteration 29Q (7115.033717 sec): 3 clusters Score: Raw -2909459.047178 + Penalty 3400.471441 = -2906058.575738 nChanged 9 SP:Iteration 30Q (7115.117013 sec): 3 clusters Score: Raw -2909465.428787 + Penalty 3400.471441 = -2906064.957346 nChanged 11 SP:Iteration 31Q (7115.193865 sec): 3 clusters Score: Raw -2909474.953328 + Penalty 3400.471441 = -2906074.481888 nChanged 11 SP:Iteration 32Q (7115.270924 sec): 3 clusters Score: Raw -2909486.333291 + Penalty 3400.471441 = -2906085.861851 nChanged 13 SP:Iteration 33Q (7115.372295 sec): 3 clusters Score: Raw -2909495.690973 + Penalty 3400.471441 = -2906095.219532 nChanged 14 SP:Iteration 34Q (7115.461908 sec): 3 clusters Score: Raw -2909507.507894 + Penalty 3400.471441 = -2906107.036453 nChanged 16 SP:Iteration 35Q (7115.540773 sec): 3 clusters Score: Raw -2909518.665297 + Penalty 3400.471441 = -2906118.193857 nChanged 14 SP:Iteration 36Q (7115.630169 sec): 3 clusters Score: Raw -2909529.770170 + Penalty 3400.471441 = -2906129.298729 nChanged 8 SP:Iteration 37Q (7115.722975 sec): 3 clusters Score: Raw -2909534.498193 + Penalty 3400.471441 = -2906134.026752 nChanged 7 SP:Iteration 38Q (7115.818504 sec): 3 clusters Score: Raw -2909538.965062 + Penalty 3400.471441 = -2906138.493621 nChanged 7 SP:Iteration 39Q (7115.893066 sec): 3 clusters Score: Raw -2909543.500294 + Penalty 3400.471441 = -2906143.028853 nChanged 6 SP:Iteration 40F (7115.996528 sec): 3 clusters Score: Raw -2909547.332856 + Penalty 3400.471441 = -2906146.861415 nChanged 11 SP:Iteration 41Q (7116.065631 sec): 3 clusters Score: Raw -2909554.783843 + Penalty 3400.471441 = -2906154.312402 nChanged 10 SP:Iteration 42Q (7116.162413 sec): 3 clusters Score: Raw -2909561.115129 + Penalty 3400.471441 = -2906160.643689 nChanged 10 SP:Iteration 43Q (7116.241154 sec): 3 clusters Score: Raw -2909567.324134 + Penalty 3400.471441 = -2906166.852693 nChanged 7 SP:Iteration 44Q (7116.332137 sec): 3 clusters Score: Raw -2909570.889769 + Penalty 3400.471441 = -2906170.418328 nChanged 3 SP:Iteration 45Q (7116.412317 sec): 3 clusters Score: Raw -2909572.517202 + Penalty 3400.471441 = -2906172.045761 nChanged 3 SP:Iteration 46Q (7116.480969 sec): 3 clusters Score: Raw -2909573.917330 + Penalty 3400.471441 = -2906173.445889 nChanged 3 SP:Iteration 47Q (7116.567717 sec): 3 clusters Score: Raw -2909575.390471 + Penalty 3400.471441 = -2906174.919030 nChanged 4 SP:Iteration 48Q (7116.661265 sec): 3 clusters Score: Raw -2909577.144383 + Penalty 3400.471441 = -2906176.672943 nChanged 2 SP:Iteration 49Q (7116.749391 sec): 3 clusters Score: Raw -2909578.182801 + Penalty 3400.471441 = -2906177.711361 nChanged 1 SP:Iteration 50Q (7116.847503 sec): 3 clusters Score: Raw -2909578.650595 + Penalty 3400.471441 = -2906178.179154 nChanged 1 SP:Iteration 51Q (7116.928476 sec): 3 clusters Score: Raw -2909578.777776 + Penalty 3400.471441 = -2906178.306335 nChanged 0 SP:Iteration 52F (7117.027814 sec): 3 clusters Score: Raw -2909578.777776 + Penalty 3400.471441 = -2906178.306335 nChanged 0 Trying to split cluster 18 (2332 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7117.054099 sec): 2 clusters Score: Raw -178560.840740 + Penalty 1260.103251 = -177300.737489 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7117.091924 sec): 3 clusters Score: Raw -177564.528452 + Penalty 2520.206503 = -175044.321949 nChanged 833 SP:Iteration 1F (7117.124896 sec): 3 clusters Score: Raw -178277.662559 + Penalty 2520.206503 = -175757.456056 nChanged 264 SP:Iteration 2F (7117.164438 sec): 3 clusters Score: Raw -178688.368049 + Penalty 2520.206503 = -176168.161546 nChanged 247 SP:Iteration 3F (7117.207565 sec): 3 clusters Score: Raw -179173.798372 + Penalty 2520.206503 = -176653.591869 nChanged 197 SP:Iteration 4F (7117.261569 sec): 3 clusters Score: Raw -179561.337528 + Penalty 2520.206503 = -177041.131025 nChanged 159 SP:Iteration 5F (7117.305449 sec): 3 clusters Score: Raw -179777.233682 + Penalty 2520.206503 = -177257.027179 nChanged 91 SP:Iteration 6Q (7117.341808 sec): 3 clusters Score: Raw -179884.405391 + Penalty 2520.206503 = -177364.198888 nChanged 57 SP:Iteration 7Q (7117.384376 sec): 3 clusters Score: Raw -179941.764643 + Penalty 2520.206503 = -177421.558140 nChanged 33 SP:Iteration 8Q (7117.429977 sec): 3 clusters Score: Raw -179970.949221 + Penalty 2520.206503 = -177450.742718 nChanged 31 SP:Iteration 9Q (7117.488173 sec): 3 clusters Score: Raw -180000.693455 + Penalty 2520.206503 = -177480.486952 nChanged 34 SP:Iteration 10Q (7117.517215 sec): 3 clusters Score: Raw -180038.562666 + Penalty 2520.206503 = -177518.356163 nChanged 38 SP:Iteration 11Q (7117.566217 sec): 3 clusters Score: Raw -180095.633679 + Penalty 2520.206503 = -177575.427176 nChanged 52 SP:Iteration 12Q (7117.613927 sec): 3 clusters Score: Raw -180198.251780 + Penalty 2520.206503 = -177678.045277 nChanged 53 SP:Iteration 13Q (7117.659743 sec): 3 clusters Score: Raw -180337.153596 + Penalty 2520.206503 = -177816.947093 nChanged 33 SP:Iteration 14Q (7117.706451 sec): 3 clusters Score: Raw -180390.972829 + Penalty 2520.206503 = -177870.766327 nChanged 18 SP:Iteration 15Q (7117.744298 sec): 3 clusters Score: Raw -180402.857583 + Penalty 2520.206503 = -177882.651080 nChanged 8 SP:Iteration 16Q (7117.784136 sec): 3 clusters Score: Raw -180407.331616 + Penalty 2520.206503 = -177887.125113 nChanged 4 SP:Iteration 17Q (7117.832365 sec): 3 clusters Score: Raw -180409.409956 + Penalty 2520.206503 = -177889.203453 nChanged 3 SP:Iteration 18Q (7117.867470 sec): 3 clusters Score: Raw -180410.377469 + Penalty 2520.206503 = -177890.170966 nChanged 2 SP:Iteration 19Q (7117.912020 sec): 3 clusters Score: Raw -180411.662430 + Penalty 2520.206503 = -177891.455927 nChanged 2 SP:Iteration 20F (7117.951830 sec): 3 clusters Score: Raw -180412.836026 + Penalty 2520.206503 = -177892.629524 nChanged 2 SP:Iteration 21Q (7117.991819 sec): 3 clusters Score: Raw -180413.262679 + Penalty 2520.206503 = -177893.056176 nChanged 0 SP:Iteration 22F (7118.033258 sec): 3 clusters Score: Raw -180413.262679 + Penalty 2520.206503 = -177893.056176 nChanged 0 Score: Raw -49145922.281277 + Penalty 88911.006508 = -49057011.274769 Splitting cluster 18 changes total score from -49057326.400171 to -49057011.274769 So it's not getting split. Trying to split cluster 19 (4611 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7134.774217 sec): 2 clusters Score: Raw -354032.983956 + Penalty 1370.882505 = -352662.101450 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7134.825405 sec): 3 clusters Score: Raw -351627.672228 + Penalty 2741.765010 = -348885.907217 nChanged 1869 SP:Iteration 1F (7134.866721 sec): 3 clusters Score: Raw -352761.423456 + Penalty 2741.765010 = -350019.658446 nChanged 332 SP:Iteration 2F (7134.920013 sec): 3 clusters Score: Raw -352958.950316 + Penalty 2741.765010 = -350217.185306 nChanged 256 SP:Iteration 3F (7134.976235 sec): 3 clusters Score: Raw -353099.374366 + Penalty 2741.765010 = -350357.609355 nChanged 204 SP:Iteration 4Q (7135.017334 sec): 3 clusters Score: Raw -353207.100994 + Penalty 2741.765010 = -350465.335984 nChanged 162 SP:Iteration 5Q (7135.056343 sec): 3 clusters Score: Raw -353293.687878 + Penalty 2741.765010 = -350551.922867 nChanged 154 SP:Iteration 6Q (7135.099781 sec): 3 clusters Score: Raw -353390.558675 + Penalty 2741.765010 = -350648.793665 nChanged 168 SP:Iteration 7Q (7135.150387 sec): 3 clusters Score: Raw -353503.349005 + Penalty 2741.765010 = -350761.583995 nChanged 163 SP:Iteration 8Q (7135.196266 sec): 3 clusters Score: Raw -353603.953367 + Penalty 2741.765010 = -350862.188356 nChanged 158 SP:Iteration 9Q (7135.237687 sec): 3 clusters Score: Raw -353706.377613 + Penalty 2741.765010 = -350964.612602 nChanged 152 SP:Iteration 10Q (7135.287211 sec): 3 clusters Score: Raw -353820.334825 + Penalty 2741.765010 = -351078.569815 nChanged 158 SP:Iteration 11Q (7135.340809 sec): 3 clusters Score: Raw -353920.736311 + Penalty 2741.765010 = -351178.971300 nChanged 125 SP:Iteration 12Q (7135.386256 sec): 3 clusters Score: Raw -353985.730087 + Penalty 2741.765010 = -351243.965076 nChanged 123 SP:Iteration 13Q (7135.447201 sec): 3 clusters Score: Raw -354064.464293 + Penalty 2741.765010 = -351322.699282 nChanged 122 SP:Iteration 14Q (7135.477699 sec): 3 clusters Score: Raw -354130.976300 + Penalty 2741.765010 = -351389.211290 nChanged 106 SP:Iteration 15Q (7135.528100 sec): 3 clusters Score: Raw -354189.208602 + Penalty 2741.765010 = -351447.443591 nChanged 85 SP:Iteration 16Q (7135.585045 sec): 3 clusters Score: Raw -354225.126249 + Penalty 2741.765010 = -351483.361238 nChanged 67 SP:Iteration 17Q (7135.622635 sec): 3 clusters Score: Raw -354255.102020 + Penalty 2741.765010 = -351513.337009 nChanged 57 SP:Iteration 18Q (7135.666286 sec): 3 clusters Score: Raw -354276.825089 + Penalty 2741.765010 = -351535.060078 nChanged 49 SP:Iteration 19Q (7135.711500 sec): 3 clusters Score: Raw -354297.530975 + Penalty 2741.765010 = -351555.765964 nChanged 40 SP:Iteration 20F (7135.759228 sec): 3 clusters Score: Raw -354311.632065 + Penalty 2741.765010 = -351569.867055 nChanged 35 SP:Iteration 21Q (7135.812946 sec): 3 clusters Score: Raw -354323.865735 + Penalty 2741.765010 = -351582.100724 nChanged 27 SP:Iteration 22Q (7135.862326 sec): 3 clusters Score: Raw -354332.019462 + Penalty 2741.765010 = -351590.254451 nChanged 20 SP:Iteration 23Q (7135.904234 sec): 3 clusters Score: Raw -354337.881413 + Penalty 2741.765010 = -351596.116403 nChanged 18 SP:Iteration 24Q (7135.960038 sec): 3 clusters Score: Raw -354344.202035 + Penalty 2741.765010 = -351602.437025 nChanged 18 SP:Iteration 25Q (7135.999991 sec): 3 clusters Score: Raw -354348.030498 + Penalty 2741.765010 = -351606.265487 nChanged 15 SP:Iteration 26Q (7136.056811 sec): 3 clusters Score: Raw -354352.271742 + Penalty 2741.765010 = -351610.506731 nChanged 14 SP:Iteration 27Q (7136.102175 sec): 3 clusters Score: Raw -354355.900861 + Penalty 2741.765010 = -351614.135850 nChanged 17 SP:Iteration 28Q (7136.157911 sec): 3 clusters Score: Raw -354360.352197 + Penalty 2741.765010 = -351618.587187 nChanged 15 SP:Iteration 29Q (7136.200675 sec): 3 clusters Score: Raw -354365.742935 + Penalty 2741.765010 = -351623.977925 nChanged 22 SP:Iteration 30Q (7136.245015 sec): 3 clusters Score: Raw -354372.241051 + Penalty 2741.765010 = -351630.476041 nChanged 19 SP:Iteration 31Q (7136.303909 sec): 3 clusters Score: Raw -354378.207434 + Penalty 2741.765010 = -351636.442424 nChanged 26 SP:Iteration 32Q (7136.338370 sec): 3 clusters Score: Raw -354386.262502 + Penalty 2741.765010 = -351644.497491 nChanged 17 SP:Iteration 33Q (7136.394796 sec): 3 clusters Score: Raw -354393.157322 + Penalty 2741.765010 = -351651.392311 nChanged 19 SP:Iteration 34Q (7136.448620 sec): 3 clusters Score: Raw -354402.210666 + Penalty 2741.765010 = -351660.445656 nChanged 22 SP:Iteration 35Q (7136.495867 sec): 3 clusters Score: Raw -354410.375666 + Penalty 2741.765010 = -351668.610656 nChanged 16 SP:Iteration 36Q (7136.530500 sec): 3 clusters Score: Raw -354415.426863 + Penalty 2741.765010 = -351673.661853 nChanged 13 SP:Iteration 37Q (7136.580928 sec): 3 clusters Score: Raw -354419.061263 + Penalty 2741.765010 = -351677.296252 nChanged 16 SP:Iteration 38Q (7136.632858 sec): 3 clusters Score: Raw -354424.140727 + Penalty 2741.765010 = -351682.375716 nChanged 13 SP:Iteration 39Q (7136.671756 sec): 3 clusters Score: Raw -354428.504491 + Penalty 2741.765010 = -351686.739480 nChanged 14 SP:Iteration 40F (7136.717171 sec): 3 clusters Score: Raw -354431.473203 + Penalty 2741.765010 = -351689.708193 nChanged 8 SP:Iteration 41Q (7136.767648 sec): 3 clusters Score: Raw -354434.368877 + Penalty 2741.765010 = -351692.603867 nChanged 6 SP:Iteration 42Q (7136.805245 sec): 3 clusters Score: Raw -354435.865901 + Penalty 2741.765010 = -351694.100890 nChanged 4 SP:Iteration 43Q (7136.861959 sec): 3 clusters Score: Raw -354436.387207 + Penalty 2741.765010 = -351694.622197 nChanged 7 SP:Iteration 44Q (7136.904725 sec): 3 clusters Score: Raw -354438.443395 + Penalty 2741.765010 = -351696.678384 nChanged 10 SP:Iteration 45Q (7136.948725 sec): 3 clusters Score: Raw -354441.096999 + Penalty 2741.765010 = -351699.331988 nChanged 10 SP:Iteration 46Q (7136.996730 sec): 3 clusters Score: Raw -354443.889813 + Penalty 2741.765010 = -351702.124803 nChanged 14 SP:Iteration 47Q (7137.040357 sec): 3 clusters Score: Raw -354449.546263 + Penalty 2741.765010 = -351707.781253 nChanged 16 SP:Iteration 48Q (7137.062780 sec): 3 clusters Score: Raw -354453.919935 + Penalty 2741.765010 = -351712.154924 nChanged 10 SP:Iteration 49Q (7137.118437 sec): 3 clusters Score: Raw -354457.924316 + Penalty 2741.765010 = -351716.159305 nChanged 7 SP:Iteration 50Q (7137.176934 sec): 3 clusters Score: Raw -354460.154123 + Penalty 2741.765010 = -351718.389112 nChanged 8 SP:Iteration 51Q (7137.218337 sec): 3 clusters Score: Raw -354463.734946 + Penalty 2741.765010 = -351721.969935 nChanged 12 SP:Iteration 52Q (7137.276788 sec): 3 clusters Score: Raw -354467.401283 + Penalty 2741.765010 = -351725.636273 nChanged 9 SP:Iteration 53Q (7137.323211 sec): 3 clusters Score: Raw -354469.972102 + Penalty 2741.765010 = -351728.207091 nChanged 12 SP:Iteration 54Q (7137.361641 sec): 3 clusters Score: Raw -354473.116476 + Penalty 2741.765010 = -351731.351466 nChanged 14 SP:Iteration 55Q (7137.410574 sec): 3 clusters Score: Raw -354478.102105 + Penalty 2741.765010 = -351736.337095 nChanged 13 SP:Iteration 56Q (7137.451443 sec): 3 clusters Score: Raw -354482.159095 + Penalty 2741.765010 = -351740.394084 nChanged 16 SP:Iteration 57Q (7137.500202 sec): 3 clusters Score: Raw -354487.004468 + Penalty 2741.765010 = -351745.239457 nChanged 17 SP:Iteration 58Q (7137.557229 sec): 3 clusters Score: Raw -354493.245713 + Penalty 2741.765010 = -351751.480703 nChanged 17 SP:Iteration 59Q (7137.595577 sec): 3 clusters Score: Raw -354499.460376 + Penalty 2741.765010 = -351757.695365 nChanged 13 SP:Iteration 60F (7137.636483 sec): 3 clusters Score: Raw -354506.311034 + Penalty 2741.765010 = -351764.546023 nChanged 18 SP:Iteration 61Q (7137.685296 sec): 3 clusters Score: Raw -354516.159932 + Penalty 2741.765010 = -351774.394922 nChanged 20 SP:Iteration 62Q (7137.732711 sec): 3 clusters Score: Raw -354524.373935 + Penalty 2741.765010 = -351782.608925 nChanged 11 SP:Iteration 63Q (7137.768968 sec): 3 clusters Score: Raw -354527.288006 + Penalty 2741.765010 = -351785.522995 nChanged 7 SP:Iteration 64Q (7137.819954 sec): 3 clusters Score: Raw -354530.030363 + Penalty 2741.765010 = -351788.265352 nChanged 11 SP:Iteration 65Q (7137.869264 sec): 3 clusters Score: Raw -354533.182647 + Penalty 2741.765010 = -351791.417636 nChanged 3 SP:Iteration 66Q (7137.921743 sec): 3 clusters Score: Raw -354535.066419 + Penalty 2741.765010 = -351793.301408 nChanged 2 SP:Iteration 67Q (7137.970149 sec): 3 clusters Score: Raw -354536.944990 + Penalty 2741.765010 = -351795.179980 nChanged 1 SP:Iteration 68Q (7138.012452 sec): 3 clusters Score: Raw -354537.104377 + Penalty 2741.765010 = -351795.339366 nChanged 0 SP:Iteration 69F (7138.053554 sec): 3 clusters Score: Raw -354537.104377 + Penalty 2741.765010 = -351795.339366 nChanged 0 Trying to split cluster 20 (2293 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7138.078772 sec): 2 clusters Score: Raw -183515.842610 + Penalty 1257.362646 = -182258.479964 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7138.118957 sec): 3 clusters Score: Raw -182464.180343 + Penalty 2514.725292 = -179949.455051 nChanged 838 SP:Iteration 1F (7138.165407 sec): 3 clusters Score: Raw -182948.338556 + Penalty 2514.725292 = -180433.613265 nChanged 170 SP:Iteration 2F (7138.202952 sec): 3 clusters Score: Raw -183053.194496 + Penalty 2514.725292 = -180538.469204 nChanged 109 SP:Iteration 3Q (7138.245323 sec): 3 clusters Score: Raw -183125.259224 + Penalty 2514.725292 = -180610.533932 nChanged 90 SP:Iteration 4Q (7138.265045 sec): 3 clusters Score: Raw -183179.594091 + Penalty 2514.725292 = -180664.868799 nChanged 64 SP:Iteration 5Q (7138.276879 sec): 3 clusters Score: Raw -183218.323455 + Penalty 2514.725292 = -180703.598163 nChanged 66 SP:Iteration 6Q (7138.288630 sec): 3 clusters Score: Raw -183260.972113 + Penalty 2514.725292 = -180746.246821 nChanged 50 SP:Iteration 7Q (7138.300357 sec): 3 clusters Score: Raw -183290.239996 + Penalty 2514.725292 = -180775.514704 nChanged 41 SP:Iteration 8Q (7138.347301 sec): 3 clusters Score: Raw -183310.130390 + Penalty 2514.725292 = -180795.405098 nChanged 34 SP:Iteration 9Q (7138.399626 sec): 3 clusters Score: Raw -183327.695063 + Penalty 2514.725292 = -180812.969771 nChanged 34 SP:Iteration 10Q (7138.435195 sec): 3 clusters Score: Raw -183345.669118 + Penalty 2514.725292 = -180830.943826 nChanged 38 SP:Iteration 11Q (7138.482870 sec): 3 clusters Score: Raw -183361.448178 + Penalty 2514.725292 = -180846.722886 nChanged 33 SP:Iteration 12Q (7138.522348 sec): 3 clusters Score: Raw -183375.679405 + Penalty 2514.725292 = -180860.954113 nChanged 33 SP:Iteration 13Q (7138.568479 sec): 3 clusters Score: Raw -183389.411607 + Penalty 2514.725292 = -180874.686315 nChanged 28 SP:Iteration 14Q (7138.606913 sec): 3 clusters Score: Raw -183402.645488 + Penalty 2514.725292 = -180887.920196 nChanged 25 SP:Iteration 15Q (7138.667124 sec): 3 clusters Score: Raw -183413.393303 + Penalty 2514.725292 = -180898.668011 nChanged 20 SP:Iteration 16Q (7138.704246 sec): 3 clusters Score: Raw -183421.708478 + Penalty 2514.725292 = -180906.983186 nChanged 16 SP:Iteration 17Q (7138.752722 sec): 3 clusters Score: Raw -183427.544350 + Penalty 2514.725292 = -180912.819058 nChanged 13 SP:Iteration 18Q (7138.788803 sec): 3 clusters Score: Raw -183433.813491 + Penalty 2514.725292 = -180919.088199 nChanged 17 SP:Iteration 19Q (7138.824384 sec): 3 clusters Score: Raw -183442.271546 + Penalty 2514.725292 = -180927.546254 nChanged 17 SP:Iteration 20F (7138.867911 sec): 3 clusters Score: Raw -183451.587632 + Penalty 2514.725292 = -180936.862340 nChanged 24 SP:Iteration 21Q (7138.915410 sec): 3 clusters Score: Raw -183462.936415 + Penalty 2514.725292 = -180948.211123 nChanged 21 SP:Iteration 22Q (7138.958679 sec): 3 clusters Score: Raw -183473.385536 + Penalty 2514.725292 = -180958.660244 nChanged 21 SP:Iteration 23Q (7138.997532 sec): 3 clusters Score: Raw -183482.637112 + Penalty 2514.725292 = -180967.911820 nChanged 20 SP:Iteration 24Q (7139.032553 sec): 3 clusters Score: Raw -183490.343940 + Penalty 2514.725292 = -180975.618648 nChanged 20 SP:Iteration 25Q (7139.094288 sec): 3 clusters Score: Raw -183497.095025 + Penalty 2514.725292 = -180982.369733 nChanged 14 SP:Iteration 26Q (7139.137511 sec): 3 clusters Score: Raw -183502.594690 + Penalty 2514.725292 = -180987.869398 nChanged 11 SP:Iteration 27Q (7139.179606 sec): 3 clusters Score: Raw -183508.791814 + Penalty 2514.725292 = -180994.066522 nChanged 14 SP:Iteration 28Q (7139.224892 sec): 3 clusters Score: Raw -183514.482974 + Penalty 2514.725292 = -180999.757682 nChanged 12 SP:Iteration 29Q (7139.268848 sec): 3 clusters Score: Raw -183519.461697 + Penalty 2514.725292 = -181004.736405 nChanged 14 SP:Iteration 30Q (7139.313695 sec): 3 clusters Score: Raw -183527.929647 + Penalty 2514.725292 = -181013.204355 nChanged 22 SP:Iteration 31Q (7139.355771 sec): 3 clusters Score: Raw -183540.129067 + Penalty 2514.725292 = -181025.403775 nChanged 14 SP:Iteration 32Q (7139.405088 sec): 3 clusters Score: Raw -183545.618979 + Penalty 2514.725292 = -181030.893687 nChanged 13 SP:Iteration 33Q (7139.450741 sec): 3 clusters Score: Raw -183553.252611 + Penalty 2514.725292 = -181038.527319 nChanged 16 SP:Iteration 34Q (7139.493142 sec): 3 clusters Score: Raw -183561.170970 + Penalty 2514.725292 = -181046.445678 nChanged 16 SP:Iteration 35Q (7139.537430 sec): 3 clusters Score: Raw -183569.300276 + Penalty 2514.725292 = -181054.574984 nChanged 17 SP:Iteration 36Q (7139.591319 sec): 3 clusters Score: Raw -183578.139562 + Penalty 2514.725292 = -181063.414270 nChanged 19 SP:Iteration 37Q (7139.633124 sec): 3 clusters Score: Raw -183589.806161 + Penalty 2514.725292 = -181075.080869 nChanged 21 SP:Iteration 38Q (7139.676059 sec): 3 clusters Score: Raw -183602.800073 + Penalty 2514.725292 = -181088.074781 nChanged 20 SP:Iteration 39Q (7139.725013 sec): 3 clusters Score: Raw -183613.931043 + Penalty 2514.725292 = -181099.205751 nChanged 12 SP:Iteration 40F (7139.766878 sec): 3 clusters Score: Raw -183618.543440 + Penalty 2514.725292 = -181103.818148 nChanged 14 SP:Iteration 41Q (7139.805645 sec): 3 clusters Score: Raw -183626.138143 + Penalty 2514.725292 = -181111.412851 nChanged 18 SP:Iteration 42Q (7139.852675 sec): 3 clusters Score: Raw -183636.403966 + Penalty 2514.725292 = -181121.678674 nChanged 16 SP:Iteration 43Q (7139.891554 sec): 3 clusters Score: Raw -183645.433383 + Penalty 2514.725292 = -181130.708091 nChanged 14 SP:Iteration 44Q (7139.934368 sec): 3 clusters Score: Raw -183653.368573 + Penalty 2514.725292 = -181138.643281 nChanged 7 SP:Iteration 45Q (7139.975449 sec): 3 clusters Score: Raw -183657.531024 + Penalty 2514.725292 = -181142.805732 nChanged 6 SP:Iteration 46Q (7140.022257 sec): 3 clusters Score: Raw -183660.475787 + Penalty 2514.725292 = -181145.750495 nChanged 5 SP:Iteration 47Q (7140.073261 sec): 3 clusters Score: Raw -183662.508477 + Penalty 2514.725292 = -181147.783185 nChanged 2 SP:Iteration 48Q (7140.088165 sec): 3 clusters Score: Raw -183663.202342 + Penalty 2514.725292 = -181148.477050 nChanged 1 SP:Iteration 49Q (7140.099736 sec): 3 clusters Score: Raw -183663.607181 + Penalty 2514.725292 = -181148.881889 nChanged 0 SP:Iteration 50F (7140.111408 sec): 3 clusters Score: Raw -183663.607181 + Penalty 2514.725292 = -181148.881889 nChanged 0 Trying to split cluster 21 (48858 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7140.197699 sec): 2 clusters Score: Raw -3989187.037928 + Penalty 1754.459429 = -3987432.578499 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7140.317980 sec): 3 clusters Score: Raw -3958356.703014 + Penalty 3508.918858 = -3954847.784155 nChanged 22916 SP:Iteration 1F (7140.449023 sec): 3 clusters Score: Raw -3971314.744373 + Penalty 3508.918858 = -3967805.825515 nChanged 2046 SP:Iteration 2Q (7140.582767 sec): 3 clusters Score: Raw -3972007.653990 + Penalty 3508.918858 = -3968498.735131 nChanged 2104 SP:Iteration 3Q (7140.714819 sec): 3 clusters Score: Raw -3972865.099127 + Penalty 3508.918858 = -3969356.180269 nChanged 2341 SP:Iteration 4Q (7140.843502 sec): 3 clusters Score: Raw -3973993.251049 + Penalty 3508.918858 = -3970484.332190 nChanged 2689 SP:Iteration 5F (7140.969460 sec): 3 clusters Score: Raw -3975499.785935 + Penalty 3508.918858 = -3971990.867077 nChanged 2844 SP:Iteration 6F (7141.084132 sec): 3 clusters Score: Raw -3977302.915422 + Penalty 3508.918858 = -3973793.996564 nChanged 2919 SP:Iteration 7F (7141.192009 sec): 3 clusters Score: Raw -3979239.392896 + Penalty 3508.918858 = -3975730.474038 nChanged 2802 SP:Iteration 8F (7141.318752 sec): 3 clusters Score: Raw -3981179.863447 + Penalty 3508.918858 = -3977670.944589 nChanged 2567 SP:Iteration 9F (7141.415560 sec): 3 clusters Score: Raw -3982895.558417 + Penalty 3508.918858 = -3979386.639559 nChanged 2085 SP:Iteration 10Q (7141.539255 sec): 3 clusters Score: Raw -3984225.388237 + Penalty 3508.918858 = -3980716.469379 nChanged 1651 SP:Iteration 11Q (7141.655336 sec): 3 clusters Score: Raw -3985149.697333 + Penalty 3508.918858 = -3981640.778474 nChanged 1261 SP:Iteration 12Q (7141.769514 sec): 3 clusters Score: Raw -3985780.229507 + Penalty 3508.918858 = -3982271.310649 nChanged 1027 SP:Iteration 13Q (7141.884461 sec): 3 clusters Score: Raw -3986262.758422 + Penalty 3508.918858 = -3982753.839564 nChanged 904 SP:Iteration 14Q (7142.002881 sec): 3 clusters Score: Raw -3986706.692681 + Penalty 3508.918858 = -3983197.773822 nChanged 852 SP:Iteration 15Q (7142.128173 sec): 3 clusters Score: Raw -3987121.987506 + Penalty 3508.918858 = -3983613.068647 nChanged 787 SP:Iteration 16Q (7142.248843 sec): 3 clusters Score: Raw -3987490.944756 + Penalty 3508.918858 = -3983982.025898 nChanged 736 SP:Iteration 17Q (7142.370018 sec): 3 clusters Score: Raw -3987814.772310 + Penalty 3508.918858 = -3984305.853451 nChanged 662 SP:Iteration 18Q (7142.484506 sec): 3 clusters Score: Raw -3988083.264486 + Penalty 3508.918858 = -3984574.345627 nChanged 598 SP:Iteration 19Q (7142.588402 sec): 3 clusters Score: Raw -3988341.646958 + Penalty 3508.918858 = -3984832.728099 nChanged 564 SP:Iteration 20F (7142.703609 sec): 3 clusters Score: Raw -3988576.992110 + Penalty 3508.918858 = -3985068.073252 nChanged 532 SP:Iteration 21Q (7142.820337 sec): 3 clusters Score: Raw -3988790.513431 + Penalty 3508.918858 = -3985281.594573 nChanged 473 SP:Iteration 22Q (7142.944904 sec): 3 clusters Score: Raw -3988987.512302 + Penalty 3508.918858 = -3985478.593443 nChanged 413 SP:Iteration 23Q (7143.045971 sec): 3 clusters Score: Raw -3989159.952957 + Penalty 3508.918858 = -3985651.034099 nChanged 376 SP:Iteration 24Q (7143.155157 sec): 3 clusters Score: Raw -3989315.407729 + Penalty 3508.918858 = -3985806.488871 nChanged 343 SP:Iteration 25Q (7143.269208 sec): 3 clusters Score: Raw -3989463.096483 + Penalty 3508.918858 = -3985954.177625 nChanged 300 SP:Iteration 26Q (7143.367766 sec): 3 clusters Score: Raw -3989584.780386 + Penalty 3508.918858 = -3986075.861528 nChanged 282 SP:Iteration 27Q (7143.475838 sec): 3 clusters Score: Raw -3989702.726731 + Penalty 3508.918858 = -3986193.807873 nChanged 246 SP:Iteration 28Q (7143.582885 sec): 3 clusters Score: Raw -3989803.503279 + Penalty 3508.918858 = -3986294.584421 nChanged 217 SP:Iteration 29Q (7143.692571 sec): 3 clusters Score: Raw -3989898.162300 + Penalty 3508.918858 = -3986389.243441 nChanged 208 SP:Iteration 30Q (7143.799721 sec): 3 clusters Score: Raw -3989984.504746 + Penalty 3508.918858 = -3986475.585888 nChanged 182 SP:Iteration 31Q (7143.910494 sec): 3 clusters Score: Raw -3990048.338298 + Penalty 3508.918858 = -3986539.419439 nChanged 155 SP:Iteration 32Q (7144.021901 sec): 3 clusters Score: Raw -3990098.512321 + Penalty 3508.918858 = -3986589.593462 nChanged 130 SP:Iteration 33Q (7144.138357 sec): 3 clusters Score: Raw -3990136.236012 + Penalty 3508.918858 = -3986627.317153 nChanged 93 SP:Iteration 34Q (7144.254137 sec): 3 clusters Score: Raw -3990164.630609 + Penalty 3508.918858 = -3986655.711751 nChanged 106 SP:Iteration 35Q (7144.337916 sec): 3 clusters Score: Raw -3990198.008992 + Penalty 3508.918858 = -3986689.090134 nChanged 101 SP:Iteration 36Q (7144.418267 sec): 3 clusters Score: Raw -3990223.212552 + Penalty 3508.918858 = -3986714.293693 nChanged 81 SP:Iteration 37Q (7144.523305 sec): 3 clusters Score: Raw -3990243.991870 + Penalty 3508.918858 = -3986735.073012 nChanged 79 SP:Iteration 38Q (7144.643763 sec): 3 clusters Score: Raw -3990263.442021 + Penalty 3508.918858 = -3986754.523163 nChanged 55 SP:Iteration 39Q (7144.758136 sec): 3 clusters Score: Raw -3990277.667840 + Penalty 3508.918858 = -3986768.748982 nChanged 52 SP:Iteration 40F (7144.889757 sec): 3 clusters Score: Raw -3990288.774866 + Penalty 3508.918858 = -3986779.856008 nChanged 49 SP:Iteration 41Q (7144.995931 sec): 3 clusters Score: Raw -3990298.943455 + Penalty 3508.918858 = -3986790.024597 nChanged 44 SP:Iteration 42Q (7145.121265 sec): 3 clusters Score: Raw -3990305.315643 + Penalty 3508.918858 = -3986796.396785 nChanged 38 SP:Iteration 43Q (7145.222327 sec): 3 clusters Score: Raw -3990311.578653 + Penalty 3508.918858 = -3986802.659795 nChanged 37 SP:Iteration 44Q (7145.342798 sec): 3 clusters Score: Raw -3990315.925401 + Penalty 3508.918858 = -3986807.006542 nChanged 26 SP:Iteration 45Q (7145.451874 sec): 3 clusters Score: Raw -3990319.091630 + Penalty 3508.918858 = -3986810.172772 nChanged 16 SP:Iteration 46Q (7145.570715 sec): 3 clusters Score: Raw -3990321.308446 + Penalty 3508.918858 = -3986812.389587 nChanged 12 SP:Iteration 47Q (7145.673442 sec): 3 clusters Score: Raw -3990322.586229 + Penalty 3508.918858 = -3986813.667370 nChanged 8 SP:Iteration 48Q (7145.781019 sec): 3 clusters Score: Raw -3990323.724463 + Penalty 3508.918858 = -3986814.805605 nChanged 8 SP:Iteration 49Q (7145.887085 sec): 3 clusters Score: Raw -3990324.479632 + Penalty 3508.918858 = -3986815.560773 nChanged 6 SP:Iteration 50Q (7146.004005 sec): 3 clusters Score: Raw -3990324.991574 + Penalty 3508.918858 = -3986816.072715 nChanged 7 SP:Iteration 51Q (7146.117944 sec): 3 clusters Score: Raw -3990325.546657 + Penalty 3508.918858 = -3986816.627798 nChanged 6 SP:Iteration 52Q (7146.212989 sec): 3 clusters Score: Raw -3990326.331190 + Penalty 3508.918858 = -3986817.412332 nChanged 6 SP:Iteration 53Q (7146.325179 sec): 3 clusters Score: Raw -3990326.991975 + Penalty 3508.918858 = -3986818.073116 nChanged 11 SP:Iteration 54Q (7146.428693 sec): 3 clusters Score: Raw -3990328.501645 + Penalty 3508.918858 = -3986819.582787 nChanged 5 SP:Iteration 55Q (7146.533439 sec): 3 clusters Score: Raw -3990328.861991 + Penalty 3508.918858 = -3986819.943132 nChanged 3 SP:Iteration 56Q (7146.613481 sec): 3 clusters Score: Raw -3990329.124732 + Penalty 3508.918858 = -3986820.205873 nChanged 0 SP:Iteration 57F (7146.730781 sec): 3 clusters Score: Raw -3990329.124732 + Penalty 3508.918858 = -3986820.205873 nChanged 0 Trying to split cluster 22 (2721 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7146.758214 sec): 2 clusters Score: Raw -182677.808631 + Penalty 1285.172645 = -181392.635986 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7146.812956 sec): 3 clusters Score: Raw -181406.697049 + Penalty 2570.345290 = -178836.351759 nChanged 1034 SP:Iteration 1F (7146.850506 sec): 3 clusters Score: Raw -182149.294971 + Penalty 2570.345290 = -179578.949681 nChanged 256 SP:Iteration 2F (7146.889791 sec): 3 clusters Score: Raw -182367.648813 + Penalty 2570.345290 = -179797.303522 nChanged 187 SP:Iteration 3F (7146.928669 sec): 3 clusters Score: Raw -182546.110354 + Penalty 2570.345290 = -179975.765064 nChanged 156 SP:Iteration 4F (7146.979837 sec): 3 clusters Score: Raw -182693.987010 + Penalty 2570.345290 = -180123.641720 nChanged 123 SP:Iteration 5Q (7147.014679 sec): 3 clusters Score: Raw -182805.787800 + Penalty 2570.345290 = -180235.442510 nChanged 105 SP:Iteration 6Q (7147.060348 sec): 3 clusters Score: Raw -182891.086775 + Penalty 2570.345290 = -180320.741484 nChanged 80 SP:Iteration 7Q (7147.108056 sec): 3 clusters Score: Raw -182953.615219 + Penalty 2570.345290 = -180383.269929 nChanged 68 SP:Iteration 8Q (7147.150498 sec): 3 clusters Score: Raw -182999.585280 + Penalty 2570.345290 = -180429.239990 nChanged 53 SP:Iteration 9Q (7147.192774 sec): 3 clusters Score: Raw -183029.821525 + Penalty 2570.345290 = -180459.476235 nChanged 42 SP:Iteration 10Q (7147.223364 sec): 3 clusters Score: Raw -183053.587791 + Penalty 2570.345290 = -180483.242500 nChanged 39 SP:Iteration 11Q (7147.268333 sec): 3 clusters Score: Raw -183073.843804 + Penalty 2570.345290 = -180503.498514 nChanged 32 SP:Iteration 12Q (7147.309964 sec): 3 clusters Score: Raw -183090.738015 + Penalty 2570.345290 = -180520.392724 nChanged 22 SP:Iteration 13Q (7147.370149 sec): 3 clusters Score: Raw -183103.552873 + Penalty 2570.345290 = -180533.207583 nChanged 23 SP:Iteration 14Q (7147.410248 sec): 3 clusters Score: Raw -183116.467676 + Penalty 2570.345290 = -180546.122386 nChanged 24 SP:Iteration 15Q (7147.445422 sec): 3 clusters Score: Raw -183130.162147 + Penalty 2570.345290 = -180559.816857 nChanged 30 SP:Iteration 16Q (7147.481965 sec): 3 clusters Score: Raw -183149.217887 + Penalty 2570.345290 = -180578.872597 nChanged 35 SP:Iteration 17Q (7147.511185 sec): 3 clusters Score: Raw -183169.834715 + Penalty 2570.345290 = -180599.489425 nChanged 27 SP:Iteration 18Q (7147.548199 sec): 3 clusters Score: Raw -183182.069105 + Penalty 2570.345290 = -180611.723815 nChanged 18 SP:Iteration 19Q (7147.602174 sec): 3 clusters Score: Raw -183195.821816 + Penalty 2570.345290 = -180625.476525 nChanged 20 SP:Iteration 20F (7147.635236 sec): 3 clusters Score: Raw -183205.817679 + Penalty 2570.345290 = -180635.472389 nChanged 18 SP:Iteration 21Q (7147.676247 sec): 3 clusters Score: Raw -183215.064750 + Penalty 2570.345290 = -180644.719460 nChanged 15 SP:Iteration 22Q (7147.725243 sec): 3 clusters Score: Raw -183223.600226 + Penalty 2570.345290 = -180653.254936 nChanged 17 SP:Iteration 23Q (7147.772460 sec): 3 clusters Score: Raw -183232.471483 + Penalty 2570.345290 = -180662.126193 nChanged 12 SP:Iteration 24Q (7147.819667 sec): 3 clusters Score: Raw -183238.052299 + Penalty 2570.345290 = -180667.707009 nChanged 9 SP:Iteration 25Q (7147.882164 sec): 3 clusters Score: Raw -183242.510852 + Penalty 2570.345290 = -180672.165562 nChanged 9 SP:Iteration 26Q (7147.920257 sec): 3 clusters Score: Raw -183247.758722 + Penalty 2570.345290 = -180677.413432 nChanged 14 SP:Iteration 27Q (7147.972073 sec): 3 clusters Score: Raw -183254.013889 + Penalty 2570.345290 = -180683.668599 nChanged 15 SP:Iteration 28Q (7148.012249 sec): 3 clusters Score: Raw -183260.079632 + Penalty 2570.345290 = -180689.734342 nChanged 10 SP:Iteration 29Q (7148.063724 sec): 3 clusters Score: Raw -183264.908635 + Penalty 2570.345290 = -180694.563344 nChanged 9 SP:Iteration 30Q (7148.107678 sec): 3 clusters Score: Raw -183267.592913 + Penalty 2570.345290 = -180697.247623 nChanged 6 SP:Iteration 31Q (7148.144862 sec): 3 clusters Score: Raw -183269.855432 + Penalty 2570.345290 = -180699.510142 nChanged 4 SP:Iteration 32Q (7148.185790 sec): 3 clusters Score: Raw -183271.607958 + Penalty 2570.345290 = -180701.262668 nChanged 7 SP:Iteration 33Q (7148.219403 sec): 3 clusters Score: Raw -183274.008747 + Penalty 2570.345290 = -180703.663457 nChanged 5 SP:Iteration 34Q (7148.262914 sec): 3 clusters Score: Raw -183276.152603 + Penalty 2570.345290 = -180705.807313 nChanged 8 SP:Iteration 35Q (7148.301996 sec): 3 clusters Score: Raw -183279.907678 + Penalty 2570.345290 = -180709.562388 nChanged 8 SP:Iteration 36Q (7148.344268 sec): 3 clusters Score: Raw -183283.560113 + Penalty 2570.345290 = -180713.214823 nChanged 11 SP:Iteration 37Q (7148.393146 sec): 3 clusters Score: Raw -183288.252729 + Penalty 2570.345290 = -180717.907439 nChanged 9 SP:Iteration 38Q (7148.428487 sec): 3 clusters Score: Raw -183291.114767 + Penalty 2570.345290 = -180720.769477 nChanged 1 SP:Iteration 39Q (7148.466177 sec): 3 clusters Score: Raw -183291.485172 + Penalty 2570.345290 = -180721.139882 nChanged 1 SP:Iteration 40F (7148.511295 sec): 3 clusters Score: Raw -183291.739458 + Penalty 2570.345290 = -180721.394168 nChanged 1 SP:Iteration 41Q (7148.566302 sec): 3 clusters Score: Raw -183292.075028 + Penalty 2570.345290 = -180721.729738 nChanged 1 SP:Iteration 42Q (7148.599533 sec): 3 clusters Score: Raw -183292.573339 + Penalty 2570.345290 = -180722.228049 nChanged 2 SP:Iteration 43Q (7148.643111 sec): 3 clusters Score: Raw -183293.302729 + Penalty 2570.345290 = -180722.957439 nChanged 1 SP:Iteration 44Q (7148.696098 sec): 3 clusters Score: Raw -183293.508089 + Penalty 2570.345290 = -180723.162799 nChanged 1 SP:Iteration 45Q (7148.745862 sec): 3 clusters Score: Raw -183293.666998 + Penalty 2570.345290 = -180723.321707 nChanged 0 SP:Iteration 46F (7148.797933 sec): 3 clusters Score: Raw -183293.666998 + Penalty 2570.345290 = -180723.321707 nChanged 0 Trying to split cluster 23 (3893 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7148.831554 sec): 2 clusters Score: Raw -292905.094788 + Penalty 1343.376994 = -291561.717794 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7148.874359 sec): 3 clusters Score: Raw -291009.128996 + Penalty 2686.753988 = -288322.375008 nChanged 1511 SP:Iteration 1F (7148.925095 sec): 3 clusters Score: Raw -292061.909880 + Penalty 2686.753988 = -289375.155892 nChanged 355 SP:Iteration 2F (7148.974518 sec): 3 clusters Score: Raw -292340.690236 + Penalty 2686.753988 = -289653.936248 nChanged 270 SP:Iteration 3F (7149.027021 sec): 3 clusters Score: Raw -292585.509639 + Penalty 2686.753988 = -289898.755651 nChanged 236 SP:Iteration 4F (7149.074554 sec): 3 clusters Score: Raw -292795.868876 + Penalty 2686.753988 = -290109.114888 nChanged 165 SP:Iteration 5Q (7149.139804 sec): 3 clusters Score: Raw -292938.653787 + Penalty 2686.753988 = -290251.899799 nChanged 147 SP:Iteration 6Q (7149.173114 sec): 3 clusters Score: Raw -293051.265626 + Penalty 2686.753988 = -290364.511638 nChanged 113 SP:Iteration 7Q (7149.225113 sec): 3 clusters Score: Raw -293113.646985 + Penalty 2686.753988 = -290426.892997 nChanged 84 SP:Iteration 8Q (7149.285981 sec): 3 clusters Score: Raw -293153.301044 + Penalty 2686.753988 = -290466.547056 nChanged 54 SP:Iteration 9Q (7149.324334 sec): 3 clusters Score: Raw -293179.576509 + Penalty 2686.753988 = -290492.822521 nChanged 45 SP:Iteration 10Q (7149.377016 sec): 3 clusters Score: Raw -293202.443367 + Penalty 2686.753988 = -290515.689379 nChanged 40 SP:Iteration 11Q (7149.430868 sec): 3 clusters Score: Raw -293226.601835 + Penalty 2686.753988 = -290539.847847 nChanged 33 SP:Iteration 12Q (7149.485299 sec): 3 clusters Score: Raw -293244.297585 + Penalty 2686.753988 = -290557.543597 nChanged 38 SP:Iteration 13Q (7149.536293 sec): 3 clusters Score: Raw -293261.967590 + Penalty 2686.753988 = -290575.213602 nChanged 33 SP:Iteration 14Q (7149.579096 sec): 3 clusters Score: Raw -293275.108171 + Penalty 2686.753988 = -290588.354183 nChanged 25 SP:Iteration 15Q (7149.632928 sec): 3 clusters Score: Raw -293288.213727 + Penalty 2686.753988 = -290601.459739 nChanged 29 SP:Iteration 16Q (7149.686769 sec): 3 clusters Score: Raw -293304.930269 + Penalty 2686.753988 = -290618.176281 nChanged 28 SP:Iteration 17Q (7149.736179 sec): 3 clusters Score: Raw -293320.834986 + Penalty 2686.753988 = -290634.080998 nChanged 25 SP:Iteration 18Q (7149.796640 sec): 3 clusters Score: Raw -293336.721817 + Penalty 2686.753988 = -290649.967829 nChanged 27 SP:Iteration 19Q (7149.843784 sec): 3 clusters Score: Raw -293354.753700 + Penalty 2686.753988 = -290667.999713 nChanged 32 SP:Iteration 20F (7149.897874 sec): 3 clusters Score: Raw -293371.084620 + Penalty 2686.753988 = -290684.330632 nChanged 33 SP:Iteration 21Q (7149.952498 sec): 3 clusters Score: Raw -293393.336036 + Penalty 2686.753988 = -290706.582048 nChanged 40 SP:Iteration 22Q (7149.990427 sec): 3 clusters Score: Raw -293417.651338 + Penalty 2686.753988 = -290730.897350 nChanged 32 SP:Iteration 23Q (7150.036819 sec): 3 clusters Score: Raw -293434.322285 + Penalty 2686.753988 = -290747.568297 nChanged 33 SP:Iteration 24Q (7150.087672 sec): 3 clusters Score: Raw -293448.846031 + Penalty 2686.753988 = -290762.092043 nChanged 25 SP:Iteration 25Q (7150.124890 sec): 3 clusters Score: Raw -293460.999714 + Penalty 2686.753988 = -290774.245726 nChanged 19 SP:Iteration 26Q (7150.191469 sec): 3 clusters Score: Raw -293467.907257 + Penalty 2686.753988 = -290781.153269 nChanged 17 SP:Iteration 27Q (7150.234442 sec): 3 clusters Score: Raw -293474.656233 + Penalty 2686.753988 = -290787.902245 nChanged 14 SP:Iteration 28Q (7150.281871 sec): 3 clusters Score: Raw -293479.824392 + Penalty 2686.753988 = -290793.070404 nChanged 8 SP:Iteration 29Q (7150.329045 sec): 3 clusters Score: Raw -293482.317434 + Penalty 2686.753988 = -290795.563446 nChanged 6 SP:Iteration 30Q (7150.372020 sec): 3 clusters Score: Raw -293484.034542 + Penalty 2686.753988 = -290797.280554 nChanged 3 SP:Iteration 31Q (7150.416958 sec): 3 clusters Score: Raw -293484.494593 + Penalty 2686.753988 = -290797.740605 nChanged 2 SP:Iteration 32Q (7150.458370 sec): 3 clusters Score: Raw -293485.035260 + Penalty 2686.753988 = -290798.281272 nChanged 2 SP:Iteration 33Q (7150.510941 sec): 3 clusters Score: Raw -293485.489639 + Penalty 2686.753988 = -290798.735651 nChanged 1 SP:Iteration 34Q (7150.552489 sec): 3 clusters Score: Raw -293485.648281 + Penalty 2686.753988 = -290798.894293 nChanged 3 SP:Iteration 35Q (7150.606895 sec): 3 clusters Score: Raw -293486.759392 + Penalty 2686.753988 = -290800.005404 nChanged 2 SP:Iteration 36Q (7150.652904 sec): 3 clusters Score: Raw -293487.217432 + Penalty 2686.753988 = -290800.463444 nChanged 5 SP:Iteration 37Q (7150.701808 sec): 3 clusters Score: Raw -293488.276009 + Penalty 2686.753988 = -290801.522021 nChanged 2 SP:Iteration 38Q (7150.748603 sec): 3 clusters Score: Raw -293488.558620 + Penalty 2686.753988 = -290801.804632 nChanged 0 SP:Iteration 39F (7150.794926 sec): 3 clusters Score: Raw -293488.558620 + Penalty 2686.753988 = -290801.804632 nChanged 0 Trying to split cluster 24 (8750 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7150.831113 sec): 2 clusters Score: Raw -713610.786024 + Penalty 1474.981459 = -712135.804565 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7150.890306 sec): 3 clusters Score: Raw -708742.693370 + Penalty 2949.962918 = -705792.730452 nChanged 3769 SP:Iteration 1F (7150.948002 sec): 3 clusters Score: Raw -710783.822940 + Penalty 2949.962918 = -707833.860022 nChanged 606 SP:Iteration 2F (7151.001023 sec): 3 clusters Score: Raw -711086.383052 + Penalty 2949.962918 = -708136.420134 nChanged 474 SP:Iteration 3F (7151.060980 sec): 3 clusters Score: Raw -711324.175036 + Penalty 2949.962918 = -708374.212118 nChanged 431 SP:Iteration 4Q (7151.108957 sec): 3 clusters Score: Raw -711550.463838 + Penalty 2949.962918 = -708600.500920 nChanged 417 SP:Iteration 5Q (7151.165982 sec): 3 clusters Score: Raw -711756.258005 + Penalty 2949.962918 = -708806.295087 nChanged 368 SP:Iteration 6Q (7151.229737 sec): 3 clusters Score: Raw -711948.670289 + Penalty 2949.962918 = -708998.707371 nChanged 363 SP:Iteration 7Q (7151.282835 sec): 3 clusters Score: Raw -712163.372580 + Penalty 2949.962918 = -709213.409662 nChanged 335 SP:Iteration 8Q (7151.339495 sec): 3 clusters Score: Raw -712352.055219 + Penalty 2949.962918 = -709402.092301 nChanged 310 SP:Iteration 9Q (7151.396479 sec): 3 clusters Score: Raw -712533.920083 + Penalty 2949.962918 = -709583.957165 nChanged 290 SP:Iteration 10Q (7151.457303 sec): 3 clusters Score: Raw -712700.638198 + Penalty 2949.962918 = -709750.675280 nChanged 295 SP:Iteration 11Q (7151.513782 sec): 3 clusters Score: Raw -712885.711363 + Penalty 2949.962918 = -709935.748445 nChanged 273 SP:Iteration 12Q (7151.559768 sec): 3 clusters Score: Raw -713063.506844 + Penalty 2949.962918 = -710113.543926 nChanged 236 SP:Iteration 13Q (7151.622359 sec): 3 clusters Score: Raw -713206.070559 + Penalty 2949.962918 = -710256.107641 nChanged 193 SP:Iteration 14Q (7151.684775 sec): 3 clusters Score: Raw -713325.701702 + Penalty 2949.962918 = -710375.738784 nChanged 159 SP:Iteration 15Q (7151.737795 sec): 3 clusters Score: Raw -713416.575405 + Penalty 2949.962918 = -710466.612486 nChanged 124 SP:Iteration 16Q (7151.797585 sec): 3 clusters Score: Raw -713479.246543 + Penalty 2949.962918 = -710529.283624 nChanged 105 SP:Iteration 17Q (7151.856779 sec): 3 clusters Score: Raw -713529.860521 + Penalty 2949.962918 = -710579.897602 nChanged 97 SP:Iteration 18Q (7151.909184 sec): 3 clusters Score: Raw -713581.321347 + Penalty 2949.962918 = -710631.358428 nChanged 95 SP:Iteration 19Q (7151.970811 sec): 3 clusters Score: Raw -713632.814131 + Penalty 2949.962918 = -710682.851213 nChanged 72 SP:Iteration 20F (7152.029174 sec): 3 clusters Score: Raw -713673.094887 + Penalty 2949.962918 = -710723.131968 nChanged 75 SP:Iteration 21Q (7152.090900 sec): 3 clusters Score: Raw -713712.103322 + Penalty 2949.962918 = -710762.140403 nChanged 72 SP:Iteration 22Q (7152.153556 sec): 3 clusters Score: Raw -713750.738523 + Penalty 2949.962918 = -710800.775605 nChanged 64 SP:Iteration 23Q (7152.214429 sec): 3 clusters Score: Raw -713785.484068 + Penalty 2949.962918 = -710835.521150 nChanged 62 SP:Iteration 24Q (7152.267388 sec): 3 clusters Score: Raw -713822.845406 + Penalty 2949.962918 = -710872.882488 nChanged 54 SP:Iteration 25Q (7152.328111 sec): 3 clusters Score: Raw -713849.328086 + Penalty 2949.962918 = -710899.365168 nChanged 44 SP:Iteration 26Q (7152.371485 sec): 3 clusters Score: Raw -713873.854919 + Penalty 2949.962918 = -710923.892001 nChanged 42 SP:Iteration 27Q (7152.431466 sec): 3 clusters Score: Raw -713894.327584 + Penalty 2949.962918 = -710944.364666 nChanged 43 SP:Iteration 28Q (7152.492372 sec): 3 clusters Score: Raw -713913.121385 + Penalty 2949.962918 = -710963.158467 nChanged 30 SP:Iteration 29Q (7152.542098 sec): 3 clusters Score: Raw -713924.813258 + Penalty 2949.962918 = -710974.850340 nChanged 21 SP:Iteration 30Q (7152.603029 sec): 3 clusters Score: Raw -713934.343370 + Penalty 2949.962918 = -710984.380452 nChanged 28 SP:Iteration 31Q (7152.635172 sec): 3 clusters Score: Raw -713947.100492 + Penalty 2949.962918 = -710997.137574 nChanged 30 SP:Iteration 32Q (7152.696599 sec): 3 clusters Score: Raw -713959.671821 + Penalty 2949.962918 = -711009.708903 nChanged 20 SP:Iteration 33Q (7152.757357 sec): 3 clusters Score: Raw -713967.518162 + Penalty 2949.962918 = -711017.555243 nChanged 10 SP:Iteration 34Q (7152.816877 sec): 3 clusters Score: Raw -713971.574039 + Penalty 2949.962918 = -711021.611121 nChanged 12 SP:Iteration 35Q (7152.878702 sec): 3 clusters Score: Raw -713977.903264 + Penalty 2949.962918 = -711027.940346 nChanged 12 SP:Iteration 36Q (7152.935262 sec): 3 clusters Score: Raw -713982.322113 + Penalty 2949.962918 = -711032.359195 nChanged 12 SP:Iteration 37Q (7152.989177 sec): 3 clusters Score: Raw -713985.982979 + Penalty 2949.962918 = -711036.020060 nChanged 12 SP:Iteration 38Q (7153.044131 sec): 3 clusters Score: Raw -713989.158112 + Penalty 2949.962918 = -711039.195194 nChanged 8 SP:Iteration 39Q (7153.088812 sec): 3 clusters Score: Raw -713991.429233 + Penalty 2949.962918 = -711041.466314 nChanged 7 SP:Iteration 40F (7153.136148 sec): 3 clusters Score: Raw -713994.129323 + Penalty 2949.962918 = -711044.166405 nChanged 11 SP:Iteration 41Q (7153.195450 sec): 3 clusters Score: Raw -714000.035489 + Penalty 2949.962918 = -711050.072571 nChanged 13 SP:Iteration 42Q (7153.239553 sec): 3 clusters Score: Raw -714006.939867 + Penalty 2949.962918 = -711056.976949 nChanged 15 SP:Iteration 43Q (7153.286841 sec): 3 clusters Score: Raw -714015.129120 + Penalty 2949.962918 = -711065.166202 nChanged 13 SP:Iteration 44Q (7153.346795 sec): 3 clusters Score: Raw -714020.468510 + Penalty 2949.962918 = -711070.505592 nChanged 7 SP:Iteration 45Q (7153.404829 sec): 3 clusters Score: Raw -714024.999808 + Penalty 2949.962918 = -711075.036890 nChanged 8 SP:Iteration 46Q (7153.465257 sec): 3 clusters Score: Raw -714028.455747 + Penalty 2949.962918 = -711078.492828 nChanged 6 SP:Iteration 47Q (7153.526664 sec): 3 clusters Score: Raw -714030.864982 + Penalty 2949.962918 = -711080.902064 nChanged 7 SP:Iteration 48Q (7153.579585 sec): 3 clusters Score: Raw -714032.850184 + Penalty 2949.962918 = -711082.887265 nChanged 7 SP:Iteration 49Q (7153.634753 sec): 3 clusters Score: Raw -714035.121281 + Penalty 2949.962918 = -711085.158362 nChanged 5 SP:Iteration 50Q (7153.701145 sec): 3 clusters Score: Raw -714037.605489 + Penalty 2949.962918 = -711087.642570 nChanged 7 SP:Iteration 51Q (7153.756455 sec): 3 clusters Score: Raw -714039.784614 + Penalty 2949.962918 = -711089.821695 nChanged 1 SP:Iteration 52Q (7153.828652 sec): 3 clusters Score: Raw -714039.855945 + Penalty 2949.962918 = -711089.893026 nChanged 1 SP:Iteration 53Q (7153.873251 sec): 3 clusters Score: Raw -714040.295127 + Penalty 2949.962918 = -711090.332209 nChanged 2 SP:Iteration 54Q (7153.931079 sec): 3 clusters Score: Raw -714041.510308 + Penalty 2949.962918 = -711091.547390 nChanged 3 SP:Iteration 55Q (7153.993090 sec): 3 clusters Score: Raw -714043.702071 + Penalty 2949.962918 = -711093.739153 nChanged 7 SP:Iteration 56Q (7154.054846 sec): 3 clusters Score: Raw -714045.302182 + Penalty 2949.962918 = -711095.339264 nChanged 4 SP:Iteration 57Q (7154.109134 sec): 3 clusters Score: Raw -714046.955161 + Penalty 2949.962918 = -711096.992243 nChanged 6 SP:Iteration 58Q (7154.165971 sec): 3 clusters Score: Raw -714048.780814 + Penalty 2949.962918 = -711098.817896 nChanged 5 SP:Iteration 59Q (7154.222096 sec): 3 clusters Score: Raw -714052.412623 + Penalty 2949.962918 = -711102.449705 nChanged 12 SP:Iteration 60F (7154.273157 sec): 3 clusters Score: Raw -714057.552481 + Penalty 2949.962918 = -711107.589563 nChanged 11 SP:Iteration 61Q (7154.333111 sec): 3 clusters Score: Raw -714063.077295 + Penalty 2949.962918 = -711113.114377 nChanged 11 SP:Iteration 62Q (7154.390684 sec): 3 clusters Score: Raw -714068.797326 + Penalty 2949.962918 = -711118.834407 nChanged 9 SP:Iteration 63Q (7154.442542 sec): 3 clusters Score: Raw -714072.381313 + Penalty 2949.962918 = -711122.418395 nChanged 3 SP:Iteration 64Q (7154.500140 sec): 3 clusters Score: Raw -714073.464603 + Penalty 2949.962918 = -711123.501684 nChanged 3 SP:Iteration 65Q (7154.553591 sec): 3 clusters Score: Raw -714074.740406 + Penalty 2949.962918 = -711124.777488 nChanged 5 SP:Iteration 66Q (7154.607761 sec): 3 clusters Score: Raw -714075.886539 + Penalty 2949.962918 = -711125.923621 nChanged 5 SP:Iteration 67Q (7154.671926 sec): 3 clusters Score: Raw -714077.523100 + Penalty 2949.962918 = -711127.560182 nChanged 1 SP:Iteration 68Q (7154.717629 sec): 3 clusters Score: Raw -714078.347712 + Penalty 2949.962918 = -711128.384794 nChanged 3 SP:Iteration 69Q (7154.775845 sec): 3 clusters Score: Raw -714079.372722 + Penalty 2949.962918 = -711129.409804 nChanged 2 SP:Iteration 70Q (7154.826888 sec): 3 clusters Score: Raw -714080.072652 + Penalty 2949.962918 = -711130.109734 nChanged 3 SP:Iteration 71Q (7154.882978 sec): 3 clusters Score: Raw -714081.341912 + Penalty 2949.962918 = -711131.378993 nChanged 3 SP:Iteration 72Q (7154.932779 sec): 3 clusters Score: Raw -714082.976274 + Penalty 2949.962918 = -711133.013356 nChanged 3 SP:Iteration 73Q (7155.003944 sec): 3 clusters Score: Raw -714083.948108 + Penalty 2949.962918 = -711133.985190 nChanged 5 SP:Iteration 74Q (7155.052769 sec): 3 clusters Score: Raw -714085.738520 + Penalty 2949.962918 = -711135.775602 nChanged 3 SP:Iteration 75Q (7155.093207 sec): 3 clusters Score: Raw -714086.836545 + Penalty 2949.962918 = -711136.873627 nChanged 2 SP:Iteration 76Q (7155.153264 sec): 3 clusters Score: Raw -714087.810542 + Penalty 2949.962918 = -711137.847624 nChanged 5 SP:Iteration 77Q (7155.214605 sec): 3 clusters Score: Raw -714089.553230 + Penalty 2949.962918 = -711139.590312 nChanged 2 SP:Iteration 78Q (7155.261871 sec): 3 clusters Score: Raw -714090.271623 + Penalty 2949.962918 = -711140.308705 nChanged 3 SP:Iteration 79Q (7155.314795 sec): 3 clusters Score: Raw -714091.484638 + Penalty 2949.962918 = -711141.521720 nChanged 2 SP:Iteration 80F (7155.389302 sec): 3 clusters Score: Raw -714092.042709 + Penalty 2949.962918 = -711142.079791 nChanged 3 SP:Iteration 81Q (7155.432005 sec): 3 clusters Score: Raw -714093.422293 + Penalty 2949.962918 = -711143.459375 nChanged 1 SP:Iteration 82Q (7155.485714 sec): 3 clusters Score: Raw -714094.050956 + Penalty 2949.962918 = -711144.088038 nChanged 2 SP:Iteration 83Q (7155.548445 sec): 3 clusters Score: Raw -714094.548825 + Penalty 2949.962918 = -711144.585907 nChanged 1 SP:Iteration 84Q (7155.596583 sec): 3 clusters Score: Raw -714095.307947 + Penalty 2949.962918 = -711145.345029 nChanged 1 SP:Iteration 85Q (7155.655653 sec): 3 clusters Score: Raw -714095.957431 + Penalty 2949.962918 = -711145.994513 nChanged 1 SP:Iteration 86Q (7155.712905 sec): 3 clusters Score: Raw -714096.324834 + Penalty 2949.962918 = -711146.361915 nChanged 1 SP:Iteration 87Q (7155.761107 sec): 3 clusters Score: Raw -714096.648709 + Penalty 2949.962918 = -711146.685791 nChanged 1 SP:Iteration 88Q (7155.820794 sec): 3 clusters Score: Raw -714096.982802 + Penalty 2949.962918 = -711147.019883 nChanged 2 SP:Iteration 89Q (7155.876678 sec): 3 clusters Score: Raw -714098.357576 + Penalty 2949.962918 = -711148.394657 nChanged 3 SP:Iteration 90Q (7155.930207 sec): 3 clusters Score: Raw -714099.629761 + Penalty 2949.962918 = -711149.666842 nChanged 2 SP:Iteration 91Q (7155.978915 sec): 3 clusters Score: Raw -714100.555049 + Penalty 2949.962918 = -711150.592131 nChanged 3 SP:Iteration 92Q (7156.030984 sec): 3 clusters Score: Raw -714101.559481 + Penalty 2949.962918 = -711151.596563 nChanged 4 SP:Iteration 93Q (7156.089333 sec): 3 clusters Score: Raw -714103.439131 + Penalty 2949.962918 = -711153.476213 nChanged 0 SP:Iteration 94F (7156.152966 sec): 3 clusters Score: Raw -714103.439131 + Penalty 2949.962918 = -711153.476213 nChanged 0 Trying to split cluster 25 (112745 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7156.311495 sec): 2 clusters Score: Raw -9368693.727582 + Penalty 1890.343635 = -9366803.383946 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7156.539994 sec): 3 clusters Score: Raw -9295062.351456 + Penalty 3780.687271 = -9291281.664185 nChanged 54049 SP:Iteration 1F (7156.760902 sec): 3 clusters Score: Raw -9327226.876681 + Penalty 3780.687271 = -9323446.189410 nChanged 4025 SP:Iteration 2Q (7156.966381 sec): 3 clusters Score: Raw -9328562.108085 + Penalty 3780.687271 = -9324781.420815 nChanged 4797 SP:Iteration 3Q (7157.202265 sec): 3 clusters Score: Raw -9330589.630905 + Penalty 3780.687271 = -9326808.943634 nChanged 5699 SP:Iteration 4F (7157.415173 sec): 3 clusters Score: Raw -9333684.664928 + Penalty 3780.687271 = -9329903.977657 nChanged 6864 SP:Iteration 5F (7157.637221 sec): 3 clusters Score: Raw -9338269.733517 + Penalty 3780.687271 = -9334489.046246 nChanged 7704 SP:Iteration 6F (7157.864809 sec): 3 clusters Score: Raw -9344220.305244 + Penalty 3780.687271 = -9340439.617973 nChanged 7818 SP:Iteration 7F (7158.098507 sec): 3 clusters Score: Raw -9350976.740772 + Penalty 3780.687271 = -9347196.053501 nChanged 6968 SP:Iteration 8F (7158.331887 sec): 3 clusters Score: Raw -9357200.151541 + Penalty 3780.687271 = -9353419.464270 nChanged 5285 SP:Iteration 9Q (7158.555539 sec): 3 clusters Score: Raw -9361931.668513 + Penalty 3780.687271 = -9358150.981242 nChanged 3444 SP:Iteration 10Q (7158.768557 sec): 3 clusters Score: Raw -9364890.471116 + Penalty 3780.687271 = -9361109.783845 nChanged 2144 SP:Iteration 11Q (7158.959799 sec): 3 clusters Score: Raw -9366700.627095 + Penalty 3780.687271 = -9362919.939824 nChanged 1341 SP:Iteration 12Q (7159.161952 sec): 3 clusters Score: Raw -9367789.213346 + Penalty 3780.687271 = -9364008.526075 nChanged 871 SP:Iteration 13Q (7159.372622 sec): 3 clusters Score: Raw -9368471.285264 + Penalty 3780.687271 = -9364690.597993 nChanged 575 SP:Iteration 14Q (7159.567947 sec): 3 clusters Score: Raw -9368874.876235 + Penalty 3780.687271 = -9365094.188964 nChanged 403 SP:Iteration 15Q (7159.741889 sec): 3 clusters Score: Raw -9369122.365196 + Penalty 3780.687271 = -9365341.677925 nChanged 276 SP:Iteration 16Q (7159.940306 sec): 3 clusters Score: Raw -9369262.456702 + Penalty 3780.687271 = -9365481.769431 nChanged 208 SP:Iteration 17Q (7160.146994 sec): 3 clusters Score: Raw -9369355.982399 + Penalty 3780.687271 = -9365575.295128 nChanged 160 SP:Iteration 18Q (7160.321124 sec): 3 clusters Score: Raw -9369425.073293 + Penalty 3780.687271 = -9365644.386022 nChanged 124 SP:Iteration 19Q (7160.520839 sec): 3 clusters Score: Raw -9369476.224080 + Penalty 3780.687271 = -9365695.536809 nChanged 97 SP:Iteration 20F (7160.759968 sec): 3 clusters Score: Raw -9369511.469739 + Penalty 3780.687271 = -9365730.782469 nChanged 76 SP:Iteration 21Q (7160.941844 sec): 3 clusters Score: Raw -9369537.603094 + Penalty 3780.687271 = -9365756.915823 nChanged 73 SP:Iteration 22Q (7161.116046 sec): 3 clusters Score: Raw -9369563.386472 + Penalty 3780.687271 = -9365782.699201 nChanged 54 SP:Iteration 23Q (7161.307143 sec): 3 clusters Score: Raw -9369583.891680 + Penalty 3780.687271 = -9365803.204409 nChanged 58 SP:Iteration 24Q (7161.490908 sec): 3 clusters Score: Raw -9369600.112011 + Penalty 3780.687271 = -9365819.424740 nChanged 34 SP:Iteration 25Q (7161.689532 sec): 3 clusters Score: Raw -9369609.087153 + Penalty 3780.687271 = -9365828.399882 nChanged 30 SP:Iteration 26Q (7161.893063 sec): 3 clusters Score: Raw -9369617.387864 + Penalty 3780.687271 = -9365836.700593 nChanged 21 SP:Iteration 27Q (7162.080208 sec): 3 clusters Score: Raw -9369623.081550 + Penalty 3780.687271 = -9365842.394279 nChanged 20 SP:Iteration 28Q (7162.279923 sec): 3 clusters Score: Raw -9369626.957738 + Penalty 3780.687271 = -9365846.270468 nChanged 19 SP:Iteration 29Q (7162.466884 sec): 3 clusters Score: Raw -9369630.878052 + Penalty 3780.687271 = -9365850.190781 nChanged 19 SP:Iteration 30Q (7162.664212 sec): 3 clusters Score: Raw -9369635.223104 + Penalty 3780.687271 = -9365854.535833 nChanged 14 SP:Iteration 31Q (7162.861155 sec): 3 clusters Score: Raw -9369638.373931 + Penalty 3780.687271 = -9365857.686660 nChanged 19 SP:Iteration 32Q (7163.047587 sec): 3 clusters Score: Raw -9369642.538162 + Penalty 3780.687271 = -9365861.850891 nChanged 23 SP:Iteration 33Q (7163.224739 sec): 3 clusters Score: Raw -9369647.303171 + Penalty 3780.687271 = -9365866.615900 nChanged 22 SP:Iteration 34Q (7163.428326 sec): 3 clusters Score: Raw -9369652.025696 + Penalty 3780.687271 = -9365871.338425 nChanged 15 SP:Iteration 35Q (7163.618201 sec): 3 clusters Score: Raw -9369654.983051 + Penalty 3780.687271 = -9365874.295780 nChanged 15 SP:Iteration 36Q (7163.803456 sec): 3 clusters Score: Raw -9369657.699919 + Penalty 3780.687271 = -9365877.012648 nChanged 12 SP:Iteration 37Q (7164.004033 sec): 3 clusters Score: Raw -9369659.690472 + Penalty 3780.687271 = -9365879.003201 nChanged 15 SP:Iteration 38Q (7164.197491 sec): 3 clusters Score: Raw -9369661.753279 + Penalty 3780.687271 = -9365881.066008 nChanged 16 SP:Iteration 39Q (7164.398337 sec): 3 clusters Score: Raw -9369664.913588 + Penalty 3780.687271 = -9365884.226317 nChanged 10 SP:Iteration 40F (7164.624711 sec): 3 clusters Score: Raw -9369666.476802 + Penalty 3780.687271 = -9365885.789531 nChanged 9 SP:Iteration 41Q (7164.832719 sec): 3 clusters Score: Raw -9369669.404134 + Penalty 3780.687271 = -9365888.716864 nChanged 11 SP:Iteration 42Q (7165.026375 sec): 3 clusters Score: Raw -9369671.872198 + Penalty 3780.687271 = -9365891.184927 nChanged 8 SP:Iteration 43Q (7165.212525 sec): 3 clusters Score: Raw -9369673.182657 + Penalty 3780.687271 = -9365892.495386 nChanged 3 SP:Iteration 44Q (7165.408257 sec): 3 clusters Score: Raw -9369673.636929 + Penalty 3780.687271 = -9365892.949658 nChanged 3 SP:Iteration 45Q (7165.606986 sec): 3 clusters Score: Raw -9369673.959292 + Penalty 3780.687271 = -9365893.272021 nChanged 3 SP:Iteration 46Q (7165.793920 sec): 3 clusters Score: Raw -9369674.355035 + Penalty 3780.687271 = -9365893.667764 nChanged 4 SP:Iteration 47Q (7165.991033 sec): 3 clusters Score: Raw -9369675.498461 + Penalty 3780.687271 = -9365894.811191 nChanged 8 SP:Iteration 48Q (7166.183004 sec): 3 clusters Score: Raw -9369677.579123 + Penalty 3780.687271 = -9365896.891852 nChanged 7 SP:Iteration 49Q (7166.387515 sec): 3 clusters Score: Raw -9369679.608325 + Penalty 3780.687271 = -9365898.921054 nChanged 9 SP:Iteration 50Q (7166.590933 sec): 3 clusters Score: Raw -9369681.178327 + Penalty 3780.687271 = -9365900.491056 nChanged 7 SP:Iteration 51Q (7166.789196 sec): 3 clusters Score: Raw -9369682.635376 + Penalty 3780.687271 = -9365901.948105 nChanged 8 SP:Iteration 52Q (7166.991777 sec): 3 clusters Score: Raw -9369683.958242 + Penalty 3780.687271 = -9365903.270971 nChanged 7 SP:Iteration 53Q (7167.181914 sec): 3 clusters Score: Raw -9369684.851884 + Penalty 3780.687271 = -9365904.164613 nChanged 5 SP:Iteration 54Q (7167.369822 sec): 3 clusters Score: Raw -9369686.008186 + Penalty 3780.687271 = -9365905.320915 nChanged 8 SP:Iteration 55Q (7167.572147 sec): 3 clusters Score: Raw -9369687.212764 + Penalty 3780.687271 = -9365906.525493 nChanged 8 SP:Iteration 56Q (7167.771539 sec): 3 clusters Score: Raw -9369688.370976 + Penalty 3780.687271 = -9365907.683705 nChanged 4 SP:Iteration 57Q (7167.939810 sec): 3 clusters Score: Raw -9369689.068748 + Penalty 3780.687271 = -9365908.381477 nChanged 6 SP:Iteration 58Q (7168.142414 sec): 3 clusters Score: Raw -9369689.709771 + Penalty 3780.687271 = -9365909.022500 nChanged 4 SP:Iteration 59Q (7168.344655 sec): 3 clusters Score: Raw -9369690.244249 + Penalty 3780.687271 = -9365909.556978 nChanged 5 SP:Iteration 60F (7168.554583 sec): 3 clusters Score: Raw -9369691.137876 + Penalty 3780.687271 = -9365910.450605 nChanged 6 SP:Iteration 61Q (7168.720186 sec): 3 clusters Score: Raw -9369692.040710 + Penalty 3780.687271 = -9365911.353439 nChanged 5 SP:Iteration 62Q (7168.882402 sec): 3 clusters Score: Raw -9369692.704202 + Penalty 3780.687271 = -9365912.016931 nChanged 3 SP:Iteration 63Q (7169.046997 sec): 3 clusters Score: Raw -9369693.202295 + Penalty 3780.687271 = -9365912.515024 nChanged 1 SP:Iteration 64Q (7169.249571 sec): 3 clusters Score: Raw -9369693.309575 + Penalty 3780.687271 = -9365912.622305 nChanged 0 SP:Iteration 65F (7169.485057 sec): 3 clusters Score: Raw -9369693.309575 + Penalty 3780.687271 = -9365912.622305 nChanged 0 Trying to split cluster 26 (862 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7169.506877 sec): 2 clusters Score: Raw -59178.546070 + Penalty 1098.378981 = -58080.167089 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7169.546888 sec): 3 clusters Score: Raw -59000.470575 + Penalty 2196.757963 = -56803.712612 nChanged 246 SP:Iteration 1F (7169.594373 sec): 3 clusters Score: Raw -59257.279950 + Penalty 2196.757963 = -57060.521987 nChanged 69 SP:Iteration 2F (7169.645162 sec): 3 clusters Score: Raw -59342.821368 + Penalty 2196.757963 = -57146.063405 nChanged 38 SP:Iteration 3Q (7169.694805 sec): 3 clusters Score: Raw -59389.211658 + Penalty 2196.757963 = -57192.453695 nChanged 33 SP:Iteration 4Q (7169.745574 sec): 3 clusters Score: Raw -59448.877255 + Penalty 2196.757963 = -57252.119292 nChanged 38 SP:Iteration 5Q (7169.792073 sec): 3 clusters Score: Raw -59515.794826 + Penalty 2196.757963 = -57319.036863 nChanged 22 SP:Iteration 6Q (7169.836295 sec): 3 clusters Score: Raw -59554.363260 + Penalty 2196.757963 = -57357.605297 nChanged 19 SP:Iteration 7Q (7169.877750 sec): 3 clusters Score: Raw -59576.708040 + Penalty 2196.757963 = -57379.950077 nChanged 12 SP:Iteration 8Q (7169.920050 sec): 3 clusters Score: Raw -59589.020887 + Penalty 2196.757963 = -57392.262924 nChanged 4 SP:Iteration 9Q (7169.981693 sec): 3 clusters Score: Raw -59591.247986 + Penalty 2196.757963 = -57394.490023 nChanged 1 SP:Iteration 10Q (7170.019612 sec): 3 clusters Score: Raw -59591.611700 + Penalty 2196.757963 = -57394.853737 nChanged 0 SP:Iteration 11F (7170.057859 sec): 3 clusters Score: Raw -59591.611700 + Penalty 2196.757963 = -57394.853737 nChanged 0 Trying to split cluster 27 (5442 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7170.098692 sec): 2 clusters Score: Raw -457299.379715 + Penalty 1397.809062 = -455901.570653 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7170.142064 sec): 3 clusters Score: Raw -454473.564526 + Penalty 2795.618124 = -451677.946402 nChanged 2170 SP:Iteration 1F (7170.194997 sec): 3 clusters Score: Raw -455696.083540 + Penalty 2795.618124 = -452900.465416 nChanged 371 SP:Iteration 2F (7170.252109 sec): 3 clusters Score: Raw -455877.206579 + Penalty 2795.618124 = -453081.588455 nChanged 277 SP:Iteration 3F (7170.309625 sec): 3 clusters Score: Raw -456013.459920 + Penalty 2795.618124 = -453217.841796 nChanged 250 SP:Iteration 4Q (7170.368750 sec): 3 clusters Score: Raw -456155.041953 + Penalty 2795.618124 = -453359.423830 nChanged 241 SP:Iteration 5Q (7170.432283 sec): 3 clusters Score: Raw -456303.893452 + Penalty 2795.618124 = -453508.275328 nChanged 231 SP:Iteration 6Q (7170.491973 sec): 3 clusters Score: Raw -456434.276331 + Penalty 2795.618124 = -453638.658208 nChanged 216 SP:Iteration 7Q (7170.518622 sec): 3 clusters Score: Raw -456561.250552 + Penalty 2795.618124 = -453765.632428 nChanged 216 SP:Iteration 8Q (7170.570774 sec): 3 clusters Score: Raw -456696.851480 + Penalty 2795.618124 = -453901.233356 nChanged 202 SP:Iteration 9Q (7170.625441 sec): 3 clusters Score: Raw -456826.285890 + Penalty 2795.618124 = -454030.667766 nChanged 184 SP:Iteration 10Q (7170.682223 sec): 3 clusters Score: Raw -456939.151781 + Penalty 2795.618124 = -454143.533658 nChanged 152 SP:Iteration 11Q (7170.728094 sec): 3 clusters Score: Raw -457037.731396 + Penalty 2795.618124 = -454242.113272 nChanged 143 SP:Iteration 12Q (7170.775915 sec): 3 clusters Score: Raw -457125.713495 + Penalty 2795.618124 = -454330.095371 nChanged 120 SP:Iteration 13Q (7170.824510 sec): 3 clusters Score: Raw -457201.728453 + Penalty 2795.618124 = -454406.110329 nChanged 112 SP:Iteration 14Q (7170.870007 sec): 3 clusters Score: Raw -457268.506549 + Penalty 2795.618124 = -454472.888425 nChanged 76 SP:Iteration 15Q (7170.925794 sec): 3 clusters Score: Raw -457308.543320 + Penalty 2795.618124 = -454512.925196 nChanged 66 SP:Iteration 16Q (7170.983001 sec): 3 clusters Score: Raw -457343.510430 + Penalty 2795.618124 = -454547.892306 nChanged 35 SP:Iteration 17Q (7171.041911 sec): 3 clusters Score: Raw -457360.054640 + Penalty 2795.618124 = -454564.436516 nChanged 40 SP:Iteration 18Q (7171.085815 sec): 3 clusters Score: Raw -457375.239834 + Penalty 2795.618124 = -454579.621710 nChanged 27 SP:Iteration 19Q (7171.138226 sec): 3 clusters Score: Raw -457383.409560 + Penalty 2795.618124 = -454587.791436 nChanged 26 SP:Iteration 20F (7171.187853 sec): 3 clusters Score: Raw -457393.363111 + Penalty 2795.618124 = -454597.744987 nChanged 25 SP:Iteration 21Q (7171.237520 sec): 3 clusters Score: Raw -457404.550978 + Penalty 2795.618124 = -454608.932854 nChanged 29 SP:Iteration 22Q (7171.290588 sec): 3 clusters Score: Raw -457415.791304 + Penalty 2795.618124 = -454620.173180 nChanged 21 SP:Iteration 23Q (7171.347897 sec): 3 clusters Score: Raw -457423.804916 + Penalty 2795.618124 = -454628.186792 nChanged 17 SP:Iteration 24Q (7171.392981 sec): 3 clusters Score: Raw -457429.212736 + Penalty 2795.618124 = -454633.594612 nChanged 12 SP:Iteration 25Q (7171.449809 sec): 3 clusters Score: Raw -457434.022827 + Penalty 2795.618124 = -454638.404703 nChanged 12 SP:Iteration 26Q (7171.499126 sec): 3 clusters Score: Raw -457437.244070 + Penalty 2795.618124 = -454641.625946 nChanged 7 SP:Iteration 27Q (7171.544423 sec): 3 clusters Score: Raw -457439.695991 + Penalty 2795.618124 = -454644.077868 nChanged 10 SP:Iteration 28Q (7171.600614 sec): 3 clusters Score: Raw -457442.740749 + Penalty 2795.618124 = -454647.122626 nChanged 12 SP:Iteration 29Q (7171.649304 sec): 3 clusters Score: Raw -457446.401931 + Penalty 2795.618124 = -454650.783807 nChanged 6 SP:Iteration 30Q (7171.702631 sec): 3 clusters Score: Raw -457449.648038 + Penalty 2795.618124 = -454654.029914 nChanged 5 SP:Iteration 31Q (7171.758922 sec): 3 clusters Score: Raw -457451.245609 + Penalty 2795.618124 = -454655.627485 nChanged 7 SP:Iteration 32Q (7171.804899 sec): 3 clusters Score: Raw -457452.422376 + Penalty 2795.618124 = -454656.804252 nChanged 4 SP:Iteration 33Q (7171.851274 sec): 3 clusters Score: Raw -457453.695612 + Penalty 2795.618124 = -454658.077488 nChanged 3 SP:Iteration 34Q (7171.908748 sec): 3 clusters Score: Raw -457454.091348 + Penalty 2795.618124 = -454658.473225 nChanged 0 SP:Iteration 35F (7171.967262 sec): 3 clusters Score: Raw -457454.091348 + Penalty 2795.618124 = -454658.473225 nChanged 0 Trying to split cluster 28 (9946 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7172.007282 sec): 2 clusters Score: Raw -778605.520986 + Penalty 1495.800433 = -777109.720554 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7172.036529 sec): 3 clusters Score: Raw -772940.687113 + Penalty 2991.600865 = -769949.086247 nChanged 4307 SP:Iteration 1F (7172.105501 sec): 3 clusters Score: Raw -775394.517930 + Penalty 2991.600865 = -772402.917065 nChanged 640 SP:Iteration 2F (7172.166339 sec): 3 clusters Score: Raw -775761.989727 + Penalty 2991.600865 = -772770.388861 nChanged 594 SP:Iteration 3F (7172.230971 sec): 3 clusters Score: Raw -776107.775165 + Penalty 2991.600865 = -773116.174300 nChanged 550 SP:Iteration 4F (7172.299161 sec): 3 clusters Score: Raw -776409.346419 + Penalty 2991.600865 = -773417.745554 nChanged 517 SP:Iteration 5F (7172.357122 sec): 3 clusters Score: Raw -776698.574338 + Penalty 2991.600865 = -773706.973473 nChanged 473 SP:Iteration 6Q (7172.421715 sec): 3 clusters Score: Raw -776981.040810 + Penalty 2991.600865 = -773989.439945 nChanged 473 SP:Iteration 7Q (7172.488099 sec): 3 clusters Score: Raw -777285.615541 + Penalty 2991.600865 = -774294.014676 nChanged 483 SP:Iteration 8Q (7172.557892 sec): 3 clusters Score: Raw -777631.870123 + Penalty 2991.600865 = -774640.269258 nChanged 481 SP:Iteration 9Q (7172.612364 sec): 3 clusters Score: Raw -777975.633897 + Penalty 2991.600865 = -774984.033032 nChanged 446 SP:Iteration 10Q (7172.677013 sec): 3 clusters Score: Raw -778323.480205 + Penalty 2991.600865 = -775331.879340 nChanged 400 SP:Iteration 11Q (7172.730300 sec): 3 clusters Score: Raw -778586.909385 + Penalty 2991.600865 = -775595.308520 nChanged 311 SP:Iteration 12Q (7172.793259 sec): 3 clusters Score: Raw -778753.332468 + Penalty 2991.600865 = -775761.731603 nChanged 224 SP:Iteration 13Q (7172.857933 sec): 3 clusters Score: Raw -778874.785766 + Penalty 2991.600865 = -775883.184900 nChanged 179 SP:Iteration 14Q (7172.922777 sec): 3 clusters Score: Raw -778965.297672 + Penalty 2991.600865 = -775973.696806 nChanged 128 SP:Iteration 15Q (7172.974362 sec): 3 clusters Score: Raw -779011.442950 + Penalty 2991.600865 = -776019.842085 nChanged 103 SP:Iteration 16Q (7173.033200 sec): 3 clusters Score: Raw -779046.235172 + Penalty 2991.600865 = -776054.634307 nChanged 89 SP:Iteration 17Q (7173.090662 sec): 3 clusters Score: Raw -779067.427580 + Penalty 2991.600865 = -776075.826715 nChanged 67 SP:Iteration 18Q (7173.154606 sec): 3 clusters Score: Raw -779084.484385 + Penalty 2991.600865 = -776092.883520 nChanged 50 SP:Iteration 19Q (7173.220610 sec): 3 clusters Score: Raw -779099.748017 + Penalty 2991.600865 = -776108.147152 nChanged 57 SP:Iteration 20F (7173.286309 sec): 3 clusters Score: Raw -779114.654758 + Penalty 2991.600865 = -776123.053893 nChanged 51 SP:Iteration 21Q (7173.348708 sec): 3 clusters Score: Raw -779124.463067 + Penalty 2991.600865 = -776132.862202 nChanged 37 SP:Iteration 22Q (7173.410008 sec): 3 clusters Score: Raw -779131.656025 + Penalty 2991.600865 = -776140.055160 nChanged 35 SP:Iteration 23Q (7173.462921 sec): 3 clusters Score: Raw -779137.613816 + Penalty 2991.600865 = -776146.012951 nChanged 31 SP:Iteration 24Q (7173.525383 sec): 3 clusters Score: Raw -779142.149418 + Penalty 2991.600865 = -776150.548553 nChanged 24 SP:Iteration 25Q (7173.583825 sec): 3 clusters Score: Raw -779148.013684 + Penalty 2991.600865 = -776156.412819 nChanged 34 SP:Iteration 26Q (7173.645846 sec): 3 clusters Score: Raw -779155.083168 + Penalty 2991.600865 = -776163.482303 nChanged 27 SP:Iteration 27Q (7173.704352 sec): 3 clusters Score: Raw -779161.457803 + Penalty 2991.600865 = -776169.856937 nChanged 28 SP:Iteration 28Q (7173.767005 sec): 3 clusters Score: Raw -779166.927738 + Penalty 2991.600865 = -776175.326872 nChanged 32 SP:Iteration 29Q (7173.818914 sec): 3 clusters Score: Raw -779173.197312 + Penalty 2991.600865 = -776181.596447 nChanged 29 SP:Iteration 30Q (7173.862612 sec): 3 clusters Score: Raw -779181.441341 + Penalty 2991.600865 = -776189.840475 nChanged 41 SP:Iteration 31Q (7173.930531 sec): 3 clusters Score: Raw -779195.386374 + Penalty 2991.600865 = -776203.785508 nChanged 46 SP:Iteration 32Q (7173.993771 sec): 3 clusters Score: Raw -779207.564695 + Penalty 2991.600865 = -776215.963830 nChanged 50 SP:Iteration 33Q (7174.069406 sec): 3 clusters Score: Raw -779220.030249 + Penalty 2991.600865 = -776228.429384 nChanged 41 SP:Iteration 34Q (7174.121104 sec): 3 clusters Score: Raw -779231.543332 + Penalty 2991.600865 = -776239.942467 nChanged 39 SP:Iteration 35Q (7174.173298 sec): 3 clusters Score: Raw -779243.022642 + Penalty 2991.600865 = -776251.421777 nChanged 39 SP:Iteration 36Q (7174.231852 sec): 3 clusters Score: Raw -779253.739161 + Penalty 2991.600865 = -776262.138296 nChanged 33 SP:Iteration 37Q (7174.289170 sec): 3 clusters Score: Raw -779261.246336 + Penalty 2991.600865 = -776269.645471 nChanged 33 SP:Iteration 38Q (7174.348217 sec): 3 clusters Score: Raw -779267.322971 + Penalty 2991.600865 = -776275.722105 nChanged 27 SP:Iteration 39Q (7174.404975 sec): 3 clusters Score: Raw -779273.832932 + Penalty 2991.600865 = -776282.232067 nChanged 36 SP:Iteration 40F (7174.471390 sec): 3 clusters Score: Raw -779282.678372 + Penalty 2991.600865 = -776291.077507 nChanged 41 SP:Iteration 41Q (7174.538003 sec): 3 clusters Score: Raw -779294.987812 + Penalty 2991.600865 = -776303.386947 nChanged 43 SP:Iteration 42Q (7174.596576 sec): 3 clusters Score: Raw -779308.315672 + Penalty 2991.600865 = -776316.714806 nChanged 43 SP:Iteration 43Q (7174.658436 sec): 3 clusters Score: Raw -779319.883854 + Penalty 2991.600865 = -776328.282988 nChanged 42 SP:Iteration 44Q (7174.722640 sec): 3 clusters Score: Raw -779328.715128 + Penalty 2991.600865 = -776337.114263 nChanged 26 SP:Iteration 45Q (7174.781603 sec): 3 clusters Score: Raw -779333.716065 + Penalty 2991.600865 = -776342.115200 nChanged 21 SP:Iteration 46Q (7174.844516 sec): 3 clusters Score: Raw -779337.896049 + Penalty 2991.600865 = -776346.295184 nChanged 18 SP:Iteration 47Q (7174.908075 sec): 3 clusters Score: Raw -779340.352341 + Penalty 2991.600865 = -776348.751475 nChanged 16 SP:Iteration 48Q (7174.977379 sec): 3 clusters Score: Raw -779343.629094 + Penalty 2991.600865 = -776352.028228 nChanged 28 SP:Iteration 49Q (7175.031735 sec): 3 clusters Score: Raw -779349.007857 + Penalty 2991.600865 = -776357.406991 nChanged 27 SP:Iteration 50Q (7175.084969 sec): 3 clusters Score: Raw -779354.400094 + Penalty 2991.600865 = -776362.799228 nChanged 26 SP:Iteration 51Q (7175.144156 sec): 3 clusters Score: Raw -779360.430656 + Penalty 2991.600865 = -776368.829791 nChanged 26 SP:Iteration 52Q (7175.203746 sec): 3 clusters Score: Raw -779366.640742 + Penalty 2991.600865 = -776375.039876 nChanged 26 SP:Iteration 53Q (7175.268572 sec): 3 clusters Score: Raw -779371.702942 + Penalty 2991.600865 = -776380.102077 nChanged 20 SP:Iteration 54Q (7175.340968 sec): 3 clusters Score: Raw -779375.989531 + Penalty 2991.600865 = -776384.388665 nChanged 20 SP:Iteration 55Q (7175.386664 sec): 3 clusters Score: Raw -779380.338544 + Penalty 2991.600865 = -776388.737679 nChanged 23 SP:Iteration 56Q (7175.446271 sec): 3 clusters Score: Raw -779385.655634 + Penalty 2991.600865 = -776394.054769 nChanged 25 SP:Iteration 57Q (7175.502783 sec): 3 clusters Score: Raw -779390.302188 + Penalty 2991.600865 = -776398.701322 nChanged 17 SP:Iteration 58Q (7175.566166 sec): 3 clusters Score: Raw -779393.207110 + Penalty 2991.600865 = -776401.606245 nChanged 11 SP:Iteration 59Q (7175.632673 sec): 3 clusters Score: Raw -779396.126402 + Penalty 2991.600865 = -776404.525536 nChanged 8 SP:Iteration 60F (7175.692289 sec): 3 clusters Score: Raw -779397.710393 + Penalty 2991.600865 = -776406.109528 nChanged 9 SP:Iteration 61Q (7175.750700 sec): 3 clusters Score: Raw -779399.090468 + Penalty 2991.600865 = -776407.489602 nChanged 13 SP:Iteration 62Q (7175.809265 sec): 3 clusters Score: Raw -779401.970654 + Penalty 2991.600865 = -776410.369788 nChanged 12 SP:Iteration 63Q (7175.865717 sec): 3 clusters Score: Raw -779403.644450 + Penalty 2991.600865 = -776412.043585 nChanged 10 SP:Iteration 64Q (7175.894683 sec): 3 clusters Score: Raw -779405.216734 + Penalty 2991.600865 = -776413.615869 nChanged 16 SP:Iteration 65Q (7175.953526 sec): 3 clusters Score: Raw -779408.801573 + Penalty 2991.600865 = -776417.200708 nChanged 15 SP:Iteration 66Q (7176.011027 sec): 3 clusters Score: Raw -779411.688888 + Penalty 2991.600865 = -776420.088023 nChanged 12 SP:Iteration 67Q (7176.075309 sec): 3 clusters Score: Raw -779413.823966 + Penalty 2991.600865 = -776422.223100 nChanged 10 SP:Iteration 68Q (7176.136098 sec): 3 clusters Score: Raw -779415.209648 + Penalty 2991.600865 = -776423.608782 nChanged 3 SP:Iteration 69Q (7176.200013 sec): 3 clusters Score: Raw -779415.786253 + Penalty 2991.600865 = -776424.185387 nChanged 4 SP:Iteration 70Q (7176.263962 sec): 3 clusters Score: Raw -779416.483249 + Penalty 2991.600865 = -776424.882384 nChanged 1 SP:Iteration 71Q (7176.326959 sec): 3 clusters Score: Raw -779416.572625 + Penalty 2991.600865 = -776424.971759 nChanged 0 SP:Iteration 72F (7176.382329 sec): 3 clusters Score: Raw -779416.572625 + Penalty 2991.600865 = -776424.971759 nChanged 0 Trying to split cluster 29 (9323 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7176.423000 sec): 2 clusters Score: Raw -687501.193126 + Penalty 1485.288958 = -686015.904167 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7176.473368 sec): 3 clusters Score: Raw -682277.892790 + Penalty 2970.577917 = -679307.314873 nChanged 4004 SP:Iteration 1F (7176.520795 sec): 3 clusters Score: Raw -684588.469176 + Penalty 2970.577917 = -681617.891259 nChanged 699 SP:Iteration 2F (7176.578878 sec): 3 clusters Score: Raw -684967.989777 + Penalty 2970.577917 = -681997.411860 nChanged 581 SP:Iteration 3F (7176.653366 sec): 3 clusters Score: Raw -685277.273025 + Penalty 2970.577917 = -682306.695108 nChanged 508 SP:Iteration 4F (7176.697874 sec): 3 clusters Score: Raw -685538.667749 + Penalty 2970.577917 = -682568.089832 nChanged 433 SP:Iteration 5Q (7176.754902 sec): 3 clusters Score: Raw -685782.130297 + Penalty 2970.577917 = -682811.552380 nChanged 410 SP:Iteration 6Q (7176.813674 sec): 3 clusters Score: Raw -686003.313722 + Penalty 2970.577917 = -683032.735805 nChanged 373 SP:Iteration 7Q (7176.877204 sec): 3 clusters Score: Raw -686198.893380 + Penalty 2970.577917 = -683228.315463 nChanged 356 SP:Iteration 8Q (7176.940632 sec): 3 clusters Score: Raw -686381.469496 + Penalty 2970.577917 = -683410.891579 nChanged 325 SP:Iteration 9Q (7176.991258 sec): 3 clusters Score: Raw -686568.287671 + Penalty 2970.577917 = -683597.709755 nChanged 310 SP:Iteration 10Q (7177.055403 sec): 3 clusters Score: Raw -686747.659534 + Penalty 2970.577917 = -683777.081617 nChanged 279 SP:Iteration 11Q (7177.120325 sec): 3 clusters Score: Raw -686909.578304 + Penalty 2970.577917 = -683939.000387 nChanged 261 SP:Iteration 12Q (7177.183427 sec): 3 clusters Score: Raw -687058.778335 + Penalty 2970.577917 = -684088.200418 nChanged 245 SP:Iteration 13Q (7177.229269 sec): 3 clusters Score: Raw -687190.017568 + Penalty 2970.577917 = -684219.439651 nChanged 200 SP:Iteration 14Q (7177.293518 sec): 3 clusters Score: Raw -687285.125546 + Penalty 2970.577917 = -684314.547629 nChanged 162 SP:Iteration 15Q (7177.356435 sec): 3 clusters Score: Raw -687359.582611 + Penalty 2970.577917 = -684389.004694 nChanged 149 SP:Iteration 16Q (7177.413174 sec): 3 clusters Score: Raw -687423.651113 + Penalty 2970.577917 = -684453.073196 nChanged 133 SP:Iteration 17Q (7177.483312 sec): 3 clusters Score: Raw -687483.305355 + Penalty 2970.577917 = -684512.727438 nChanged 133 SP:Iteration 18Q (7177.534534 sec): 3 clusters Score: Raw -687556.136673 + Penalty 2970.577917 = -684585.558757 nChanged 129 SP:Iteration 19Q (7177.594786 sec): 3 clusters Score: Raw -687631.624074 + Penalty 2970.577917 = -684661.046157 nChanged 126 SP:Iteration 20F (7177.669811 sec): 3 clusters Score: Raw -687705.175478 + Penalty 2970.577917 = -684734.597561 nChanged 109 SP:Iteration 21Q (7177.720629 sec): 3 clusters Score: Raw -687771.144198 + Penalty 2970.577917 = -684800.566281 nChanged 90 SP:Iteration 22Q (7177.794182 sec): 3 clusters Score: Raw -687820.466235 + Penalty 2970.577917 = -684849.888318 nChanged 81 SP:Iteration 23Q (7177.838368 sec): 3 clusters Score: Raw -687870.558278 + Penalty 2970.577917 = -684899.980361 nChanged 70 SP:Iteration 24Q (7177.899390 sec): 3 clusters Score: Raw -687913.565359 + Penalty 2970.577917 = -684942.987442 nChanged 52 SP:Iteration 25Q (7177.959993 sec): 3 clusters Score: Raw -687938.434762 + Penalty 2970.577917 = -684967.856845 nChanged 40 SP:Iteration 26Q (7178.022364 sec): 3 clusters Score: Raw -687956.419382 + Penalty 2970.577917 = -684985.841466 nChanged 29 SP:Iteration 27Q (7178.086574 sec): 3 clusters Score: Raw -687966.545501 + Penalty 2970.577917 = -684995.967584 nChanged 17 SP:Iteration 28Q (7178.146651 sec): 3 clusters Score: Raw -687972.868407 + Penalty 2970.577917 = -685002.290490 nChanged 15 SP:Iteration 29Q (7178.206133 sec): 3 clusters Score: Raw -687979.007618 + Penalty 2970.577917 = -685008.429701 nChanged 14 SP:Iteration 30Q (7178.263224 sec): 3 clusters Score: Raw -687984.279394 + Penalty 2970.577917 = -685013.701478 nChanged 9 SP:Iteration 31Q (7178.321138 sec): 3 clusters Score: Raw -687987.424556 + Penalty 2970.577917 = -685016.846639 nChanged 13 SP:Iteration 32Q (7178.381503 sec): 3 clusters Score: Raw -687992.159560 + Penalty 2970.577917 = -685021.581643 nChanged 14 SP:Iteration 33Q (7178.442540 sec): 3 clusters Score: Raw -687998.414537 + Penalty 2970.577917 = -685027.836620 nChanged 15 SP:Iteration 34Q (7178.504201 sec): 3 clusters Score: Raw -688003.224708 + Penalty 2970.577917 = -685032.646791 nChanged 11 SP:Iteration 35Q (7178.562951 sec): 3 clusters Score: Raw -688006.213083 + Penalty 2970.577917 = -685035.635167 nChanged 4 SP:Iteration 36Q (7178.612427 sec): 3 clusters Score: Raw -688007.712104 + Penalty 2970.577917 = -685037.134187 nChanged 6 SP:Iteration 37Q (7178.682060 sec): 3 clusters Score: Raw -688009.590777 + Penalty 2970.577917 = -685039.012860 nChanged 5 SP:Iteration 38Q (7178.738631 sec): 3 clusters Score: Raw -688010.891497 + Penalty 2970.577917 = -685040.313580 nChanged 3 SP:Iteration 39Q (7178.796817 sec): 3 clusters Score: Raw -688011.694509 + Penalty 2970.577917 = -685041.116592 nChanged 2 SP:Iteration 40F (7178.858249 sec): 3 clusters Score: Raw -688012.123919 + Penalty 2970.577917 = -685041.546002 nChanged 1 SP:Iteration 41Q (7178.909130 sec): 3 clusters Score: Raw -688012.455577 + Penalty 2970.577917 = -685041.877660 nChanged 3 SP:Iteration 42Q (7178.980483 sec): 3 clusters Score: Raw -688013.582194 + Penalty 2970.577917 = -685043.004277 nChanged 1 SP:Iteration 43Q (7179.029985 sec): 3 clusters Score: Raw -688013.969445 + Penalty 2970.577917 = -685043.391528 nChanged 1 SP:Iteration 44Q (7179.091398 sec): 3 clusters Score: Raw -688014.050304 + Penalty 2970.577917 = -685043.472387 nChanged 0 SP:Iteration 45F (7179.157233 sec): 3 clusters Score: Raw -688014.050304 + Penalty 2970.577917 = -685043.472387 nChanged 0 Trying to split cluster 30 (8597 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7179.183730 sec): 2 clusters Score: Raw -675820.890809 + Penalty 1472.114895 = -674348.775914 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7179.248744 sec): 3 clusters Score: Raw -670988.793068 + Penalty 2944.229790 = -668044.563278 nChanged 3663 SP:Iteration 1F (7179.294550 sec): 3 clusters Score: Raw -673163.030947 + Penalty 2944.229790 = -670218.801157 nChanged 683 SP:Iteration 2F (7179.347065 sec): 3 clusters Score: Raw -673655.367104 + Penalty 2944.229790 = -670711.137314 nChanged 633 SP:Iteration 3F (7179.399972 sec): 3 clusters Score: Raw -674217.164393 + Penalty 2944.229790 = -671272.934603 nChanged 631 SP:Iteration 4F (7179.456780 sec): 3 clusters Score: Raw -674788.473148 + Penalty 2944.229790 = -671844.243358 nChanged 557 SP:Iteration 5F (7179.506720 sec): 3 clusters Score: Raw -675373.178522 + Penalty 2944.229790 = -672428.948732 nChanged 551 SP:Iteration 6F (7179.559500 sec): 3 clusters Score: Raw -675835.034757 + Penalty 2944.229790 = -672890.804967 nChanged 409 SP:Iteration 7Q (7179.620590 sec): 3 clusters Score: Raw -676142.162208 + Penalty 2944.229790 = -673197.932418 nChanged 307 SP:Iteration 8Q (7179.678518 sec): 3 clusters Score: Raw -676351.085086 + Penalty 2944.229790 = -673406.855297 nChanged 238 SP:Iteration 9Q (7179.730123 sec): 3 clusters Score: Raw -676486.204577 + Penalty 2944.229790 = -673541.974787 nChanged 193 SP:Iteration 10Q (7179.791097 sec): 3 clusters Score: Raw -676589.534881 + Penalty 2944.229790 = -673645.305091 nChanged 180 SP:Iteration 11Q (7179.846785 sec): 3 clusters Score: Raw -676680.364660 + Penalty 2944.229790 = -673736.134870 nChanged 158 SP:Iteration 12Q (7179.900155 sec): 3 clusters Score: Raw -676748.063753 + Penalty 2944.229790 = -673803.833963 nChanged 130 SP:Iteration 13Q (7179.952276 sec): 3 clusters Score: Raw -676809.884909 + Penalty 2944.229790 = -673865.655119 nChanged 117 SP:Iteration 14Q (7180.000541 sec): 3 clusters Score: Raw -676859.092861 + Penalty 2944.229790 = -673914.863071 nChanged 83 SP:Iteration 15Q (7180.050160 sec): 3 clusters Score: Raw -676888.583363 + Penalty 2944.229790 = -673944.353573 nChanged 69 SP:Iteration 16Q (7180.105124 sec): 3 clusters Score: Raw -676914.977977 + Penalty 2944.229790 = -673970.748187 nChanged 72 SP:Iteration 17Q (7180.156908 sec): 3 clusters Score: Raw -676943.933801 + Penalty 2944.229790 = -673999.704011 nChanged 66 SP:Iteration 18Q (7180.212579 sec): 3 clusters Score: Raw -676964.552673 + Penalty 2944.229790 = -674020.322883 nChanged 62 SP:Iteration 19Q (7180.277117 sec): 3 clusters Score: Raw -676983.757279 + Penalty 2944.229790 = -674039.527489 nChanged 48 SP:Iteration 20F (7180.304749 sec): 3 clusters Score: Raw -676998.915988 + Penalty 2944.229790 = -674054.686198 nChanged 42 SP:Iteration 21Q (7180.355516 sec): 3 clusters Score: Raw -677008.827895 + Penalty 2944.229790 = -674064.598105 nChanged 30 SP:Iteration 22Q (7180.418485 sec): 3 clusters Score: Raw -677017.662817 + Penalty 2944.229790 = -674073.433027 nChanged 32 SP:Iteration 23Q (7180.463492 sec): 3 clusters Score: Raw -677026.352696 + Penalty 2944.229790 = -674082.122906 nChanged 32 SP:Iteration 24Q (7180.521264 sec): 3 clusters Score: Raw -677035.070509 + Penalty 2944.229790 = -674090.840719 nChanged 33 SP:Iteration 25Q (7180.583003 sec): 3 clusters Score: Raw -677044.656217 + Penalty 2944.229790 = -674100.426427 nChanged 38 SP:Iteration 26Q (7180.634216 sec): 3 clusters Score: Raw -677051.861089 + Penalty 2944.229790 = -674107.631300 nChanged 26 SP:Iteration 27Q (7180.693698 sec): 3 clusters Score: Raw -677058.536591 + Penalty 2944.229790 = -674114.306801 nChanged 32 SP:Iteration 28Q (7180.745879 sec): 3 clusters Score: Raw -677068.311949 + Penalty 2944.229790 = -674124.082159 nChanged 46 SP:Iteration 29Q (7180.804131 sec): 3 clusters Score: Raw -677082.215515 + Penalty 2944.229790 = -674137.985725 nChanged 50 SP:Iteration 30Q (7180.856709 sec): 3 clusters Score: Raw -677098.866662 + Penalty 2944.229790 = -674154.636873 nChanged 53 SP:Iteration 31Q (7180.916273 sec): 3 clusters Score: Raw -677115.420702 + Penalty 2944.229790 = -674171.190912 nChanged 50 SP:Iteration 32Q (7180.959817 sec): 3 clusters Score: Raw -677131.119337 + Penalty 2944.229790 = -674186.889547 nChanged 52 SP:Iteration 33Q (7181.008107 sec): 3 clusters Score: Raw -677144.177694 + Penalty 2944.229790 = -674199.947904 nChanged 34 SP:Iteration 34Q (7181.064433 sec): 3 clusters Score: Raw -677151.075209 + Penalty 2944.229790 = -674206.845419 nChanged 15 SP:Iteration 35Q (7181.113392 sec): 3 clusters Score: Raw -677155.003080 + Penalty 2944.229790 = -674210.773290 nChanged 20 SP:Iteration 36Q (7181.175272 sec): 3 clusters Score: Raw -677159.167819 + Penalty 2944.229790 = -674214.938029 nChanged 13 SP:Iteration 37Q (7181.221321 sec): 3 clusters Score: Raw -677162.550423 + Penalty 2944.229790 = -674218.320634 nChanged 21 SP:Iteration 38Q (7181.280726 sec): 3 clusters Score: Raw -677166.572518 + Penalty 2944.229790 = -674222.342728 nChanged 21 SP:Iteration 39Q (7181.338831 sec): 3 clusters Score: Raw -677171.324913 + Penalty 2944.229790 = -674227.095123 nChanged 15 SP:Iteration 40F (7181.383641 sec): 3 clusters Score: Raw -677175.206680 + Penalty 2944.229790 = -674230.976890 nChanged 21 SP:Iteration 41Q (7181.446535 sec): 3 clusters Score: Raw -677180.478153 + Penalty 2944.229790 = -674236.248363 nChanged 23 SP:Iteration 42Q (7181.481924 sec): 3 clusters Score: Raw -677184.277282 + Penalty 2944.229790 = -674240.047492 nChanged 16 SP:Iteration 43Q (7181.536087 sec): 3 clusters Score: Raw -677187.257608 + Penalty 2944.229790 = -674243.027818 nChanged 16 SP:Iteration 44Q (7181.588511 sec): 3 clusters Score: Raw -677190.065687 + Penalty 2944.229790 = -674245.835897 nChanged 16 SP:Iteration 45Q (7181.648938 sec): 3 clusters Score: Raw -677193.578578 + Penalty 2944.229790 = -674249.348788 nChanged 11 SP:Iteration 46Q (7181.680865 sec): 3 clusters Score: Raw -677195.776079 + Penalty 2944.229790 = -674251.546289 nChanged 8 SP:Iteration 47Q (7181.709904 sec): 3 clusters Score: Raw -677196.723985 + Penalty 2944.229790 = -674252.494195 nChanged 6 SP:Iteration 48Q (7181.768405 sec): 3 clusters Score: Raw -677197.632235 + Penalty 2944.229790 = -674253.402445 nChanged 4 SP:Iteration 49Q (7181.808472 sec): 3 clusters Score: Raw -677198.164660 + Penalty 2944.229790 = -674253.934871 nChanged 6 SP:Iteration 50Q (7181.867474 sec): 3 clusters Score: Raw -677199.620355 + Penalty 2944.229790 = -674255.390565 nChanged 5 SP:Iteration 51Q (7181.918002 sec): 3 clusters Score: Raw -677200.173782 + Penalty 2944.229790 = -674255.943992 nChanged 5 SP:Iteration 52Q (7181.982301 sec): 3 clusters Score: Raw -677200.814652 + Penalty 2944.229790 = -674256.584862 nChanged 3 SP:Iteration 53Q (7182.043115 sec): 3 clusters Score: Raw -677201.503059 + Penalty 2944.229790 = -674257.273269 nChanged 4 SP:Iteration 54Q (7182.086684 sec): 3 clusters Score: Raw -677202.204653 + Penalty 2944.229790 = -674257.974863 nChanged 3 SP:Iteration 55Q (7182.156901 sec): 3 clusters Score: Raw -677202.385507 + Penalty 2944.229790 = -674258.155717 nChanged 3 SP:Iteration 56Q (7182.203908 sec): 3 clusters Score: Raw -677202.671223 + Penalty 2944.229790 = -674258.441433 nChanged 1 SP:Iteration 57Q (7182.264587 sec): 3 clusters Score: Raw -677202.746542 + Penalty 2944.229790 = -674258.516752 nChanged 1 SP:Iteration 58Q (7182.321371 sec): 3 clusters Score: Raw -677202.803143 + Penalty 2944.229790 = -674258.573353 nChanged 0 SP:Iteration 59F (7182.380731 sec): 3 clusters Score: Raw -677202.803143 + Penalty 2944.229790 = -674258.573353 nChanged 0 Trying to split cluster 31 (2676 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7182.404769 sec): 2 clusters Score: Raw -215948.701401 + Penalty 1282.462743 = -214666.238658 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7182.443645 sec): 3 clusters Score: Raw -214723.637476 + Penalty 2564.925487 = -212158.711989 nChanged 994 SP:Iteration 1F (7182.497496 sec): 3 clusters Score: Raw -215417.937671 + Penalty 2564.925487 = -212853.012184 nChanged 244 SP:Iteration 2F (7182.542495 sec): 3 clusters Score: Raw -215634.231718 + Penalty 2564.925487 = -213069.306232 nChanged 157 SP:Iteration 3F (7182.589423 sec): 3 clusters Score: Raw -215759.452944 + Penalty 2564.925487 = -213194.527457 nChanged 101 SP:Iteration 4Q (7182.629330 sec): 3 clusters Score: Raw -215840.955321 + Penalty 2564.925487 = -213276.029834 nChanged 83 SP:Iteration 5Q (7182.642927 sec): 3 clusters Score: Raw -215918.005571 + Penalty 2564.925487 = -213353.080084 nChanged 105 SP:Iteration 6Q (7182.656066 sec): 3 clusters Score: Raw -216019.841432 + Penalty 2564.925487 = -213454.915945 nChanged 113 SP:Iteration 7Q (7182.669209 sec): 3 clusters Score: Raw -216134.607633 + Penalty 2564.925487 = -213569.682146 nChanged 109 SP:Iteration 8Q (7182.682279 sec): 3 clusters Score: Raw -216224.196922 + Penalty 2564.925487 = -213659.271435 nChanged 98 SP:Iteration 9Q (7182.707366 sec): 3 clusters Score: Raw -216321.285992 + Penalty 2564.925487 = -213756.360505 nChanged 93 SP:Iteration 10Q (7182.747315 sec): 3 clusters Score: Raw -216428.994537 + Penalty 2564.925487 = -213864.069051 nChanged 101 SP:Iteration 11Q (7182.793771 sec): 3 clusters Score: Raw -216536.202021 + Penalty 2564.925487 = -213971.276534 nChanged 94 SP:Iteration 12Q (7182.840920 sec): 3 clusters Score: Raw -216667.688978 + Penalty 2564.925487 = -214102.763491 nChanged 108 SP:Iteration 13Q (7182.895519 sec): 3 clusters Score: Raw -216818.613287 + Penalty 2564.925487 = -214253.687801 nChanged 105 SP:Iteration 14Q (7182.933240 sec): 3 clusters Score: Raw -217010.835476 + Penalty 2564.925487 = -214445.909989 nChanged 105 SP:Iteration 15Q (7182.972365 sec): 3 clusters Score: Raw -217303.092154 + Penalty 2564.925487 = -214738.166668 nChanged 99 SP:Iteration 16Q (7183.005830 sec): 3 clusters Score: Raw -217544.014413 + Penalty 2564.925487 = -214979.088926 nChanged 69 SP:Iteration 17Q (7183.046182 sec): 3 clusters Score: Raw -217671.749694 + Penalty 2564.925487 = -215106.824207 nChanged 44 SP:Iteration 18Q (7183.084152 sec): 3 clusters Score: Raw -217717.085944 + Penalty 2564.925487 = -215152.160457 nChanged 25 SP:Iteration 19Q (7183.124428 sec): 3 clusters Score: Raw -217735.913432 + Penalty 2564.925487 = -215170.987945 nChanged 16 SP:Iteration 20F (7183.165813 sec): 3 clusters Score: Raw -217746.219319 + Penalty 2564.925487 = -215181.293833 nChanged 12 SP:Iteration 21Q (7183.202146 sec): 3 clusters Score: Raw -217756.067362 + Penalty 2564.925487 = -215191.141875 nChanged 14 SP:Iteration 22Q (7183.258982 sec): 3 clusters Score: Raw -217769.803187 + Penalty 2564.925487 = -215204.877700 nChanged 14 SP:Iteration 23Q (7183.294358 sec): 3 clusters Score: Raw -217779.462479 + Penalty 2564.925487 = -215214.536993 nChanged 6 SP:Iteration 24Q (7183.330423 sec): 3 clusters Score: Raw -217783.972734 + Penalty 2564.925487 = -215219.047247 nChanged 5 SP:Iteration 25Q (7183.350298 sec): 3 clusters Score: Raw -217786.661476 + Penalty 2564.925487 = -215221.735989 nChanged 0 SP:Iteration 26F (7183.363583 sec): 3 clusters Score: Raw -217786.661476 + Penalty 2564.925487 = -215221.735989 nChanged 0 Score: Raw -49145907.819412 + Penalty 88911.006508 = -49056996.812904 Splitting cluster 31 changes total score from -49057326.400171 to -49056996.812904 So it's not getting split. Trying to split cluster 32 (1511 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7199.198782 sec): 2 clusters Score: Raw -116134.748225 + Penalty 1189.585631 = -114945.162594 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7199.237227 sec): 3 clusters Score: Raw -115549.749229 + Penalty 2379.171263 = -113170.577966 nChanged 510 SP:Iteration 1F (7199.284003 sec): 3 clusters Score: Raw -115991.056889 + Penalty 2379.171263 = -113611.885627 nChanged 125 SP:Iteration 2F (7199.325981 sec): 3 clusters Score: Raw -116136.221414 + Penalty 2379.171263 = -113757.050151 nChanged 97 SP:Iteration 3F (7199.371242 sec): 3 clusters Score: Raw -116289.413664 + Penalty 2379.171263 = -113910.242401 nChanged 93 SP:Iteration 4F (7199.410283 sec): 3 clusters Score: Raw -116408.129515 + Penalty 2379.171263 = -114028.958252 nChanged 69 SP:Iteration 5Q (7199.452572 sec): 3 clusters Score: Raw -116489.544764 + Penalty 2379.171263 = -114110.373501 nChanged 47 SP:Iteration 6Q (7199.497887 sec): 3 clusters Score: Raw -116541.706196 + Penalty 2379.171263 = -114162.534933 nChanged 36 SP:Iteration 7Q (7199.538341 sec): 3 clusters Score: Raw -116573.808446 + Penalty 2379.171263 = -114194.637183 nChanged 29 SP:Iteration 8Q (7199.573358 sec): 3 clusters Score: Raw -116609.211829 + Penalty 2379.171263 = -114230.040566 nChanged 27 SP:Iteration 9Q (7199.619317 sec): 3 clusters Score: Raw -116632.739055 + Penalty 2379.171263 = -114253.567792 nChanged 20 SP:Iteration 10Q (7199.673504 sec): 3 clusters Score: Raw -116655.847526 + Penalty 2379.171263 = -114276.676263 nChanged 19 SP:Iteration 11Q (7199.706911 sec): 3 clusters Score: Raw -116673.855641 + Penalty 2379.171263 = -114294.684378 nChanged 21 SP:Iteration 12Q (7199.753955 sec): 3 clusters Score: Raw -116692.333043 + Penalty 2379.171263 = -114313.161780 nChanged 7 SP:Iteration 13Q (7199.793782 sec): 3 clusters Score: Raw -116697.190011 + Penalty 2379.171263 = -114318.018748 nChanged 7 SP:Iteration 14Q (7199.826473 sec): 3 clusters Score: Raw -116702.080463 + Penalty 2379.171263 = -114322.909201 nChanged 7 SP:Iteration 15Q (7199.873974 sec): 3 clusters Score: Raw -116708.259406 + Penalty 2379.171263 = -114329.088143 nChanged 6 SP:Iteration 16Q (7199.916714 sec): 3 clusters Score: Raw -116715.121553 + Penalty 2379.171263 = -114335.950290 nChanged 9 SP:Iteration 17Q (7199.944544 sec): 3 clusters Score: Raw -116725.522922 + Penalty 2379.171263 = -114346.351659 nChanged 7 SP:Iteration 18Q (7199.952387 sec): 3 clusters Score: Raw -116733.096841 + Penalty 2379.171263 = -114353.925578 nChanged 13 SP:Iteration 19Q (7199.960045 sec): 3 clusters Score: Raw -116742.662410 + Penalty 2379.171263 = -114363.491147 nChanged 10 SP:Iteration 20F (7199.967878 sec): 3 clusters Score: Raw -116750.848745 + Penalty 2379.171263 = -114371.677482 nChanged 7 SP:Iteration 21Q (7199.975505 sec): 3 clusters Score: Raw -116756.503735 + Penalty 2379.171263 = -114377.332473 nChanged 8 SP:Iteration 22Q (7199.985093 sec): 3 clusters Score: Raw -116763.668123 + Penalty 2379.171263 = -114384.496860 nChanged 9 SP:Iteration 23Q (7199.992789 sec): 3 clusters Score: Raw -116774.073456 + Penalty 2379.171263 = -114394.902194 nChanged 6 SP:Iteration 24Q (7200.000388 sec): 3 clusters Score: Raw -116777.566534 + Penalty 2379.171263 = -114398.395271 nChanged 1 SP:Iteration 25Q (7200.007992 sec): 3 clusters Score: Raw -116778.227483 + Penalty 2379.171263 = -114399.056220 nChanged 1 SP:Iteration 26Q (7200.023184 sec): 3 clusters Score: Raw -116778.728211 + Penalty 2379.171263 = -114399.556949 nChanged 0 SP:Iteration 27F (7200.031114 sec): 3 clusters Score: Raw -116778.728211 + Penalty 2379.171263 = -114399.556949 nChanged 0 Trying to split cluster 33 (19921 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7200.078178 sec): 2 clusters Score: Raw -1674431.912384 + Penalty 1608.673581 = -1672823.238803 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7200.158756 sec): 3 clusters Score: Raw -1662389.515025 + Penalty 3217.347162 = -1659172.167863 nChanged 9066 SP:Iteration 1F (7200.228039 sec): 3 clusters Score: Raw -1667389.762430 + Penalty 3217.347162 = -1664172.415267 nChanged 1102 SP:Iteration 2F (7200.311465 sec): 3 clusters Score: Raw -1667828.798181 + Penalty 3217.347162 = -1664611.451019 nChanged 1063 SP:Iteration 3F (7200.378776 sec): 3 clusters Score: Raw -1668303.923895 + Penalty 3217.347162 = -1665086.576732 nChanged 1142 SP:Iteration 4F (7200.457183 sec): 3 clusters Score: Raw -1668916.207886 + Penalty 3217.347162 = -1665698.860724 nChanged 1282 SP:Iteration 5F (7200.539188 sec): 3 clusters Score: Raw -1669778.997764 + Penalty 3217.347162 = -1666561.650602 nChanged 1423 SP:Iteration 6F (7200.612755 sec): 3 clusters Score: Raw -1670894.282426 + Penalty 3217.347162 = -1667676.935264 nChanged 1341 SP:Iteration 7F (7200.688102 sec): 3 clusters Score: Raw -1672009.843509 + Penalty 3217.347162 = -1668792.496347 nChanged 1166 SP:Iteration 8F (7200.769702 sec): 3 clusters Score: Raw -1672921.710611 + Penalty 3217.347162 = -1669704.363448 nChanged 838 SP:Iteration 9Q (7200.841349 sec): 3 clusters Score: Raw -1673511.271680 + Penalty 3217.347162 = -1670293.924518 nChanged 542 SP:Iteration 10Q (7200.919955 sec): 3 clusters Score: Raw -1673871.523894 + Penalty 3217.347162 = -1670654.176732 nChanged 382 SP:Iteration 11Q (7201.006285 sec): 3 clusters Score: Raw -1674137.312696 + Penalty 3217.347162 = -1670919.965533 nChanged 267 SP:Iteration 12Q (7201.080819 sec): 3 clusters Score: Raw -1674351.733609 + Penalty 3217.347162 = -1671134.386446 nChanged 215 SP:Iteration 13Q (7201.160580 sec): 3 clusters Score: Raw -1674544.276753 + Penalty 3217.347162 = -1671326.929591 nChanged 165 SP:Iteration 14Q (7201.246653 sec): 3 clusters Score: Raw -1674683.055879 + Penalty 3217.347162 = -1671465.708717 nChanged 154 SP:Iteration 15Q (7201.308041 sec): 3 clusters Score: Raw -1674777.744010 + Penalty 3217.347162 = -1671560.396847 nChanged 110 SP:Iteration 16Q (7201.392230 sec): 3 clusters Score: Raw -1674848.592222 + Penalty 3217.347162 = -1671631.245059 nChanged 95 SP:Iteration 17Q (7201.473561 sec): 3 clusters Score: Raw -1674897.590290 + Penalty 3217.347162 = -1671680.243128 nChanged 78 SP:Iteration 18Q (7201.537743 sec): 3 clusters Score: Raw -1674940.148458 + Penalty 3217.347162 = -1671722.801295 nChanged 62 SP:Iteration 19Q (7201.612621 sec): 3 clusters Score: Raw -1674966.342069 + Penalty 3217.347162 = -1671748.994906 nChanged 47 SP:Iteration 20F (7201.692733 sec): 3 clusters Score: Raw -1674980.609993 + Penalty 3217.347162 = -1671763.262831 nChanged 30 SP:Iteration 21Q (7201.756183 sec): 3 clusters Score: Raw -1674988.081340 + Penalty 3217.347162 = -1671770.734177 nChanged 29 SP:Iteration 22Q (7201.836869 sec): 3 clusters Score: Raw -1674996.145880 + Penalty 3217.347162 = -1671778.798717 nChanged 20 SP:Iteration 23Q (7201.915196 sec): 3 clusters Score: Raw -1675000.316972 + Penalty 3217.347162 = -1671782.969810 nChanged 17 SP:Iteration 24Q (7201.981956 sec): 3 clusters Score: Raw -1675003.339234 + Penalty 3217.347162 = -1671785.992071 nChanged 15 SP:Iteration 25Q (7202.065926 sec): 3 clusters Score: Raw -1675005.925980 + Penalty 3217.347162 = -1671788.578817 nChanged 13 SP:Iteration 26Q (7202.132367 sec): 3 clusters Score: Raw -1675008.501668 + Penalty 3217.347162 = -1671791.154506 nChanged 12 SP:Iteration 27Q (7202.208574 sec): 3 clusters Score: Raw -1675010.762777 + Penalty 3217.347162 = -1671793.415614 nChanged 10 SP:Iteration 28Q (7202.286743 sec): 3 clusters Score: Raw -1675012.686761 + Penalty 3217.347162 = -1671795.339599 nChanged 11 SP:Iteration 29Q (7202.353021 sec): 3 clusters Score: Raw -1675014.616061 + Penalty 3217.347162 = -1671797.268899 nChanged 7 SP:Iteration 30Q (7202.427566 sec): 3 clusters Score: Raw -1675015.817135 + Penalty 3217.347162 = -1671798.469972 nChanged 8 SP:Iteration 31Q (7202.503015 sec): 3 clusters Score: Raw -1675017.304084 + Penalty 3217.347162 = -1671799.956922 nChanged 3 SP:Iteration 32Q (7202.574450 sec): 3 clusters Score: Raw -1675018.130919 + Penalty 3217.347162 = -1671800.783757 nChanged 6 SP:Iteration 33Q (7202.648218 sec): 3 clusters Score: Raw -1675019.047655 + Penalty 3217.347162 = -1671801.700493 nChanged 5 SP:Iteration 34Q (7202.732675 sec): 3 clusters Score: Raw -1675020.158473 + Penalty 3217.347162 = -1671802.811311 nChanged 7 SP:Iteration 35Q (7202.796918 sec): 3 clusters Score: Raw -1675021.815078 + Penalty 3217.347162 = -1671804.467916 nChanged 5 SP:Iteration 36Q (7202.880555 sec): 3 clusters Score: Raw -1675023.206952 + Penalty 3217.347162 = -1671805.859789 nChanged 8 SP:Iteration 37Q (7202.959780 sec): 3 clusters Score: Raw -1675024.170958 + Penalty 3217.347162 = -1671806.823796 nChanged 7 SP:Iteration 38Q (7203.036939 sec): 3 clusters Score: Raw -1675025.684063 + Penalty 3217.347162 = -1671808.336901 nChanged 6 SP:Iteration 39Q (7203.103971 sec): 3 clusters Score: Raw -1675027.006142 + Penalty 3217.347162 = -1671809.658980 nChanged 6 SP:Iteration 40F (7203.188203 sec): 3 clusters Score: Raw -1675028.411476 + Penalty 3217.347162 = -1671811.064314 nChanged 4 SP:Iteration 41Q (7203.265357 sec): 3 clusters Score: Raw -1675029.216034 + Penalty 3217.347162 = -1671811.868871 nChanged 3 SP:Iteration 42Q (7203.312710 sec): 3 clusters Score: Raw -1675029.503028 + Penalty 3217.347162 = -1671812.155866 nChanged 2 SP:Iteration 43Q (7203.394021 sec): 3 clusters Score: Raw -1675029.753082 + Penalty 3217.347162 = -1671812.405920 nChanged 0 SP:Iteration 44F (7203.471042 sec): 3 clusters Score: Raw -1675029.753082 + Penalty 3217.347162 = -1671812.405920 nChanged 0 Trying to split cluster 34 (4127 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7203.510831 sec): 2 clusters Score: Raw -298080.330345 + Penalty 1352.862230 = -296727.468115 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7203.565904 sec): 3 clusters Score: Raw -296048.275713 + Penalty 2705.724460 = -293342.551253 nChanged 1615 SP:Iteration 1F (7203.609631 sec): 3 clusters Score: Raw -296992.134234 + Penalty 2705.724460 = -294286.409774 nChanged 319 SP:Iteration 2F (7203.671175 sec): 3 clusters Score: Raw -297168.257608 + Penalty 2705.724460 = -294462.533148 nChanged 211 SP:Iteration 3F (7203.717793 sec): 3 clusters Score: Raw -297305.389539 + Penalty 2705.724460 = -294599.665079 nChanged 188 SP:Iteration 4Q (7203.772624 sec): 3 clusters Score: Raw -297420.448459 + Penalty 2705.724460 = -294714.723999 nChanged 180 SP:Iteration 5Q (7203.834757 sec): 3 clusters Score: Raw -297520.525164 + Penalty 2705.724460 = -294814.800705 nChanged 137 SP:Iteration 6Q (7203.891334 sec): 3 clusters Score: Raw -297591.730906 + Penalty 2705.724460 = -294886.006446 nChanged 120 SP:Iteration 7Q (7203.947277 sec): 3 clusters Score: Raw -297658.288439 + Penalty 2705.724460 = -294952.563979 nChanged 136 SP:Iteration 8Q (7203.990739 sec): 3 clusters Score: Raw -297735.191833 + Penalty 2705.724460 = -295029.467374 nChanged 134 SP:Iteration 9Q (7204.046115 sec): 3 clusters Score: Raw -297826.708691 + Penalty 2705.724460 = -295120.984232 nChanged 141 SP:Iteration 10Q (7204.091451 sec): 3 clusters Score: Raw -297912.138070 + Penalty 2705.724460 = -295206.413610 nChanged 152 SP:Iteration 11Q (7204.146066 sec): 3 clusters Score: Raw -297999.762264 + Penalty 2705.724460 = -295294.037804 nChanged 118 SP:Iteration 12Q (7204.213444 sec): 3 clusters Score: Raw -298072.480648 + Penalty 2705.724460 = -295366.756188 nChanged 109 SP:Iteration 13Q (7204.266326 sec): 3 clusters Score: Raw -298149.167123 + Penalty 2705.724460 = -295443.442663 nChanged 85 SP:Iteration 14Q (7204.311829 sec): 3 clusters Score: Raw -298197.742619 + Penalty 2705.724460 = -295492.018160 nChanged 91 SP:Iteration 15Q (7204.374473 sec): 3 clusters Score: Raw -298259.198440 + Penalty 2705.724460 = -295553.473981 nChanged 87 SP:Iteration 16Q (7204.427926 sec): 3 clusters Score: Raw -298315.955892 + Penalty 2705.724460 = -295610.231432 nChanged 103 SP:Iteration 17Q (7204.471152 sec): 3 clusters Score: Raw -298385.071352 + Penalty 2705.724460 = -295679.346893 nChanged 87 SP:Iteration 18Q (7204.534888 sec): 3 clusters Score: Raw -298442.343587 + Penalty 2705.724460 = -295736.619127 nChanged 81 SP:Iteration 19Q (7204.592090 sec): 3 clusters Score: Raw -298486.188399 + Penalty 2705.724460 = -295780.463939 nChanged 60 SP:Iteration 20F (7204.634792 sec): 3 clusters Score: Raw -298519.323620 + Penalty 2705.724460 = -295813.599161 nChanged 52 SP:Iteration 21Q (7204.697750 sec): 3 clusters Score: Raw -298547.204106 + Penalty 2705.724460 = -295841.479646 nChanged 42 SP:Iteration 22Q (7204.754908 sec): 3 clusters Score: Raw -298569.947018 + Penalty 2705.724460 = -295864.222558 nChanged 46 SP:Iteration 23Q (7204.809444 sec): 3 clusters Score: Raw -298589.005615 + Penalty 2705.724460 = -295883.281156 nChanged 33 SP:Iteration 24Q (7204.853375 sec): 3 clusters Score: Raw -298605.060521 + Penalty 2705.724460 = -295899.336061 nChanged 42 SP:Iteration 25Q (7204.920051 sec): 3 clusters Score: Raw -298623.293237 + Penalty 2705.724460 = -295917.568778 nChanged 29 SP:Iteration 26Q (7204.964043 sec): 3 clusters Score: Raw -298631.878338 + Penalty 2705.724460 = -295926.153879 nChanged 27 SP:Iteration 27Q (7205.008061 sec): 3 clusters Score: Raw -298639.471394 + Penalty 2705.724460 = -295933.746935 nChanged 18 SP:Iteration 28Q (7205.076329 sec): 3 clusters Score: Raw -298646.777737 + Penalty 2705.724460 = -295941.053277 nChanged 19 SP:Iteration 29Q (7205.120387 sec): 3 clusters Score: Raw -298652.280410 + Penalty 2705.724460 = -295946.555950 nChanged 13 SP:Iteration 30Q (7205.182960 sec): 3 clusters Score: Raw -298655.002776 + Penalty 2705.724460 = -295949.278317 nChanged 4 SP:Iteration 31Q (7205.232468 sec): 3 clusters Score: Raw -298655.539758 + Penalty 2705.724460 = -295949.815299 nChanged 2 SP:Iteration 32Q (7205.292373 sec): 3 clusters Score: Raw -298656.025934 + Penalty 2705.724460 = -295950.301475 nChanged 3 SP:Iteration 33Q (7205.342726 sec): 3 clusters Score: Raw -298656.777886 + Penalty 2705.724460 = -295951.053426 nChanged 5 SP:Iteration 34Q (7205.387266 sec): 3 clusters Score: Raw -298658.474289 + Penalty 2705.724460 = -295952.749830 nChanged 4 SP:Iteration 35Q (7205.454205 sec): 3 clusters Score: Raw -298659.658653 + Penalty 2705.724460 = -295953.934193 nChanged 3 SP:Iteration 36Q (7205.507001 sec): 3 clusters Score: Raw -298660.144155 + Penalty 2705.724460 = -295954.419696 nChanged 3 SP:Iteration 37Q (7205.563273 sec): 3 clusters Score: Raw -298660.678646 + Penalty 2705.724460 = -295954.954186 nChanged 4 SP:Iteration 38Q (7205.618364 sec): 3 clusters Score: Raw -298661.756956 + Penalty 2705.724460 = -295956.032496 nChanged 3 SP:Iteration 39Q (7205.674021 sec): 3 clusters Score: Raw -298662.443776 + Penalty 2705.724460 = -295956.719316 nChanged 2 SP:Iteration 40F (7205.726227 sec): 3 clusters Score: Raw -298663.139085 + Penalty 2705.724460 = -295957.414625 nChanged 5 SP:Iteration 41Q (7205.782450 sec): 3 clusters Score: Raw -298664.478152 + Penalty 2705.724460 = -295958.753692 nChanged 5 SP:Iteration 42Q (7205.840159 sec): 3 clusters Score: Raw -298665.050568 + Penalty 2705.724460 = -295959.326108 nChanged 0 SP:Iteration 43F (7205.885015 sec): 3 clusters Score: Raw -298665.050568 + Penalty 2705.724460 = -295959.326108 nChanged 0 Trying to split cluster 35 (3062 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7205.922630 sec): 2 clusters Score: Raw -237292.055939 + Penalty 1304.358831 = -235987.697107 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7205.963825 sec): 3 clusters Score: Raw -235845.600531 + Penalty 2608.717662 = -233236.882868 nChanged 1196 SP:Iteration 1F (7206.016459 sec): 3 clusters Score: Raw -236607.027481 + Penalty 2608.717662 = -233998.309819 nChanged 313 SP:Iteration 2F (7206.061793 sec): 3 clusters Score: Raw -236926.314944 + Penalty 2608.717662 = -234317.597282 nChanged 248 SP:Iteration 3F (7206.115494 sec): 3 clusters Score: Raw -237276.865272 + Penalty 2608.717662 = -234668.147610 nChanged 273 SP:Iteration 4F (7206.142370 sec): 3 clusters Score: Raw -237797.296519 + Penalty 2608.717662 = -235188.578856 nChanged 280 SP:Iteration 5F (7206.158187 sec): 3 clusters Score: Raw -238331.271829 + Penalty 2608.717662 = -235722.554166 nChanged 220 SP:Iteration 6F (7206.173314 sec): 3 clusters Score: Raw -238672.245410 + Penalty 2608.717662 = -236063.527747 nChanged 154 SP:Iteration 7F (7206.188425 sec): 3 clusters Score: Raw -238878.483790 + Penalty 2608.717662 = -236269.766128 nChanged 96 SP:Iteration 8Q (7206.203349 sec): 3 clusters Score: Raw -238976.254757 + Penalty 2608.717662 = -236367.537095 nChanged 52 SP:Iteration 9Q (7206.233599 sec): 3 clusters Score: Raw -239014.374725 + Penalty 2608.717662 = -236405.657062 nChanged 34 SP:Iteration 10Q (7206.249001 sec): 3 clusters Score: Raw -239039.245923 + Penalty 2608.717662 = -236430.528260 nChanged 25 SP:Iteration 11Q (7206.263874 sec): 3 clusters Score: Raw -239055.559274 + Penalty 2608.717662 = -236446.841611 nChanged 12 SP:Iteration 12Q (7206.290845 sec): 3 clusters Score: Raw -239061.798313 + Penalty 2608.717662 = -236453.080651 nChanged 9 SP:Iteration 13Q (7206.313775 sec): 3 clusters Score: Raw -239066.769732 + Penalty 2608.717662 = -236458.052070 nChanged 5 SP:Iteration 14Q (7206.328987 sec): 3 clusters Score: Raw -239068.589300 + Penalty 2608.717662 = -236459.871638 nChanged 1 SP:Iteration 15Q (7206.343803 sec): 3 clusters Score: Raw -239068.758151 + Penalty 2608.717662 = -236460.040489 nChanged 1 SP:Iteration 16Q (7206.358597 sec): 3 clusters Score: Raw -239069.064792 + Penalty 2608.717662 = -236460.347130 nChanged 0 SP:Iteration 17F (7206.373671 sec): 3 clusters Score: Raw -239069.064792 + Penalty 2608.717662 = -236460.347130 nChanged 0 Score: Raw -49145846.868191 + Penalty 88911.006508 = -49056935.861683 Splitting cluster 35 changes total score from -49057326.400171 to -49056935.861683 So it's not getting split. Trying to split cluster 36 (1127 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7223.272715 sec): 2 clusters Score: Raw -84267.431916 + Penalty 1141.938609 = -83125.493308 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7223.307708 sec): 3 clusters Score: Raw -83922.288890 + Penalty 2283.877217 = -81638.411673 nChanged 363 SP:Iteration 1F (7223.348932 sec): 3 clusters Score: Raw -84318.423718 + Penalty 2283.877217 = -82034.546501 nChanged 99 SP:Iteration 2F (7223.381665 sec): 3 clusters Score: Raw -84489.417014 + Penalty 2283.877217 = -82205.539797 nChanged 78 SP:Iteration 3F (7223.425685 sec): 3 clusters Score: Raw -84654.181796 + Penalty 2283.877217 = -82370.304579 nChanged 62 SP:Iteration 4F (7223.470237 sec): 3 clusters Score: Raw -84767.398681 + Penalty 2283.877217 = -82483.521464 nChanged 33 SP:Iteration 5Q (7223.515902 sec): 3 clusters Score: Raw -84823.798566 + Penalty 2283.877217 = -82539.921349 nChanged 31 SP:Iteration 6Q (7223.560322 sec): 3 clusters Score: Raw -84873.311012 + Penalty 2283.877217 = -82589.433795 nChanged 28 SP:Iteration 7Q (7223.598932 sec): 3 clusters Score: Raw -84922.481128 + Penalty 2283.877217 = -82638.603911 nChanged 23 SP:Iteration 8Q (7223.644552 sec): 3 clusters Score: Raw -84958.632683 + Penalty 2283.877217 = -82674.755466 nChanged 23 SP:Iteration 9Q (7223.682002 sec): 3 clusters Score: Raw -84986.361918 + Penalty 2283.877217 = -82702.484701 nChanged 9 SP:Iteration 10Q (7223.715497 sec): 3 clusters Score: Raw -84995.924039 + Penalty 2283.877217 = -82712.046822 nChanged 6 SP:Iteration 11Q (7223.751154 sec): 3 clusters Score: Raw -85002.216967 + Penalty 2283.877217 = -82718.339750 nChanged 4 SP:Iteration 12Q (7223.783736 sec): 3 clusters Score: Raw -85005.822844 + Penalty 2283.877217 = -82721.945627 nChanged 1 SP:Iteration 13Q (7223.821694 sec): 3 clusters Score: Raw -85007.299816 + Penalty 2283.877217 = -82723.422599 nChanged 0 SP:Iteration 14F (7223.860173 sec): 3 clusters Score: Raw -85007.299816 + Penalty 2283.877217 = -82723.422599 nChanged 0 Trying to split cluster 37 (5582 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7223.894558 sec): 2 clusters Score: Raw -457342.406722 + Penalty 1401.936642 = -455940.470080 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7223.944327 sec): 3 clusters Score: Raw -454405.798587 + Penalty 2803.873285 = -451601.925302 nChanged 2252 SP:Iteration 1F (7223.982212 sec): 3 clusters Score: Raw -455710.873086 + Penalty 2803.873285 = -452906.999801 nChanged 431 SP:Iteration 2F (7224.040936 sec): 3 clusters Score: Raw -456028.001632 + Penalty 2803.873285 = -453224.128348 nChanged 351 SP:Iteration 3F (7224.091418 sec): 3 clusters Score: Raw -456346.335075 + Penalty 2803.873285 = -453542.461790 nChanged 364 SP:Iteration 4F (7224.131104 sec): 3 clusters Score: Raw -456758.712291 + Penalty 2803.873285 = -453954.839007 nChanged 393 SP:Iteration 5F (7224.182281 sec): 3 clusters Score: Raw -457177.047367 + Penalty 2803.873285 = -454373.174083 nChanged 368 SP:Iteration 6F (7224.233186 sec): 3 clusters Score: Raw -457528.479123 + Penalty 2803.873285 = -454724.605838 nChanged 311 SP:Iteration 7F (7224.286793 sec): 3 clusters Score: Raw -457781.606258 + Penalty 2803.873285 = -454977.732973 nChanged 246 SP:Iteration 8Q (7224.332250 sec): 3 clusters Score: Raw -457936.992091 + Penalty 2803.873285 = -455133.118806 nChanged 171 SP:Iteration 9Q (7224.384269 sec): 3 clusters Score: Raw -458032.406001 + Penalty 2803.873285 = -455228.532717 nChanged 119 SP:Iteration 10Q (7224.441218 sec): 3 clusters Score: Raw -458092.494619 + Penalty 2803.873285 = -455288.621335 nChanged 98 SP:Iteration 11Q (7224.483742 sec): 3 clusters Score: Raw -458131.696648 + Penalty 2803.873285 = -455327.823364 nChanged 50 SP:Iteration 12Q (7224.551719 sec): 3 clusters Score: Raw -458147.825539 + Penalty 2803.873285 = -455343.952254 nChanged 36 SP:Iteration 13Q (7224.595926 sec): 3 clusters Score: Raw -458158.200293 + Penalty 2803.873285 = -455354.327008 nChanged 29 SP:Iteration 14Q (7224.640877 sec): 3 clusters Score: Raw -458165.041454 + Penalty 2803.873285 = -455361.168169 nChanged 21 SP:Iteration 15Q (7224.695359 sec): 3 clusters Score: Raw -458170.092070 + Penalty 2803.873285 = -455366.218785 nChanged 18 SP:Iteration 16Q (7224.751765 sec): 3 clusters Score: Raw -458174.069934 + Penalty 2803.873285 = -455370.196650 nChanged 12 SP:Iteration 17Q (7224.788461 sec): 3 clusters Score: Raw -458177.503912 + Penalty 2803.873285 = -455373.630627 nChanged 15 SP:Iteration 18Q (7224.839717 sec): 3 clusters Score: Raw -458182.011572 + Penalty 2803.873285 = -455378.138287 nChanged 13 SP:Iteration 19Q (7224.885079 sec): 3 clusters Score: Raw -458185.373622 + Penalty 2803.873285 = -455381.500337 nChanged 10 SP:Iteration 20F (7224.929311 sec): 3 clusters Score: Raw -458187.211606 + Penalty 2803.873285 = -455383.338321 nChanged 8 SP:Iteration 21Q (7224.974958 sec): 3 clusters Score: Raw -458189.215690 + Penalty 2803.873285 = -455385.342406 nChanged 10 SP:Iteration 22Q (7225.027438 sec): 3 clusters Score: Raw -458190.956100 + Penalty 2803.873285 = -455387.082815 nChanged 6 SP:Iteration 23Q (7225.069461 sec): 3 clusters Score: Raw -458192.340358 + Penalty 2803.873285 = -455388.467074 nChanged 2 SP:Iteration 24Q (7225.125192 sec): 3 clusters Score: Raw -458193.223879 + Penalty 2803.873285 = -455389.350595 nChanged 4 SP:Iteration 25Q (7225.168711 sec): 3 clusters Score: Raw -458194.236842 + Penalty 2803.873285 = -455390.363558 nChanged 5 SP:Iteration 26Q (7225.225388 sec): 3 clusters Score: Raw -458195.588820 + Penalty 2803.873285 = -455391.715535 nChanged 3 SP:Iteration 27Q (7225.286169 sec): 3 clusters Score: Raw -458196.070463 + Penalty 2803.873285 = -455392.197178 nChanged 2 SP:Iteration 28Q (7225.335042 sec): 3 clusters Score: Raw -458196.256676 + Penalty 2803.873285 = -455392.383392 nChanged 1 SP:Iteration 29Q (7225.392098 sec): 3 clusters Score: Raw -458196.359115 + Penalty 2803.873285 = -455392.485830 nChanged 0 SP:Iteration 30F (7225.450193 sec): 3 clusters Score: Raw -458196.359115 + Penalty 2803.873285 = -455392.485830 nChanged 0 Trying to split cluster 38 (38117 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7225.519789 sec): 2 clusters Score: Raw -3186112.359736 + Penalty 1714.117544 = -3184398.242192 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7225.641540 sec): 3 clusters Score: Raw -3162168.588597 + Penalty 3428.235088 = -3158740.353509 nChanged 17837 SP:Iteration 1F (7225.746130 sec): 3 clusters Score: Raw -3172246.489683 + Penalty 3428.235088 = -3168818.254594 nChanged 1663 SP:Iteration 2Q (7225.865984 sec): 3 clusters Score: Raw -3172777.427744 + Penalty 3428.235088 = -3169349.192656 nChanged 1611 SP:Iteration 3Q (7225.982658 sec): 3 clusters Score: Raw -3173354.567739 + Penalty 3428.235088 = -3169926.332651 nChanged 1746 SP:Iteration 4Q (7226.095294 sec): 3 clusters Score: Raw -3174062.301049 + Penalty 3428.235088 = -3170634.065960 nChanged 1966 SP:Iteration 5F (7226.208613 sec): 3 clusters Score: Raw -3175041.237625 + Penalty 3428.235088 = -3171613.002537 nChanged 2252 SP:Iteration 6F (7226.320977 sec): 3 clusters Score: Raw -3176480.594351 + Penalty 3428.235088 = -3173052.359263 nChanged 2396 SP:Iteration 7F (7226.428725 sec): 3 clusters Score: Raw -3178324.022544 + Penalty 3428.235088 = -3174895.787456 nChanged 2382 SP:Iteration 8F (7226.539030 sec): 3 clusters Score: Raw -3180197.089715 + Penalty 3428.235088 = -3176768.854627 nChanged 2053 SP:Iteration 9F (7226.645128 sec): 3 clusters Score: Raw -3181629.454012 + Penalty 3428.235088 = -3178201.218924 nChanged 1595 SP:Iteration 10Q (7226.757191 sec): 3 clusters Score: Raw -3182454.753770 + Penalty 3428.235088 = -3179026.518682 nChanged 1081 SP:Iteration 11Q (7226.868006 sec): 3 clusters Score: Raw -3182856.076009 + Penalty 3428.235088 = -3179427.840921 nChanged 763 SP:Iteration 12Q (7226.982084 sec): 3 clusters Score: Raw -3183126.791738 + Penalty 3428.235088 = -3179698.556650 nChanged 616 SP:Iteration 13Q (7227.104291 sec): 3 clusters Score: Raw -3183329.354069 + Penalty 3428.235088 = -3179901.118981 nChanged 545 SP:Iteration 14Q (7227.221056 sec): 3 clusters Score: Raw -3183504.539537 + Penalty 3428.235088 = -3180076.304449 nChanged 529 SP:Iteration 15Q (7227.333283 sec): 3 clusters Score: Raw -3183678.712497 + Penalty 3428.235088 = -3180250.477409 nChanged 519 SP:Iteration 16Q (7227.448196 sec): 3 clusters Score: Raw -3183854.960034 + Penalty 3428.235088 = -3180426.724946 nChanged 486 SP:Iteration 17Q (7227.549316 sec): 3 clusters Score: Raw -3184031.396860 + Penalty 3428.235088 = -3180603.161772 nChanged 492 SP:Iteration 18Q (7227.665993 sec): 3 clusters Score: Raw -3184232.758044 + Penalty 3428.235088 = -3180804.522956 nChanged 520 SP:Iteration 19Q (7227.775920 sec): 3 clusters Score: Raw -3184464.754476 + Penalty 3428.235088 = -3181036.519388 nChanged 506 SP:Iteration 20F (7227.882360 sec): 3 clusters Score: Raw -3184697.109959 + Penalty 3428.235088 = -3181268.874871 nChanged 494 SP:Iteration 21Q (7227.989301 sec): 3 clusters Score: Raw -3184924.420271 + Penalty 3428.235088 = -3181496.185183 nChanged 444 SP:Iteration 22Q (7228.108067 sec): 3 clusters Score: Raw -3185138.054980 + Penalty 3428.235088 = -3181709.819892 nChanged 413 SP:Iteration 23Q (7228.220651 sec): 3 clusters Score: Raw -3185340.717361 + Penalty 3428.235088 = -3181912.482273 nChanged 419 SP:Iteration 24Q (7228.321030 sec): 3 clusters Score: Raw -3185544.762170 + Penalty 3428.235088 = -3182116.527082 nChanged 386 SP:Iteration 25Q (7228.433168 sec): 3 clusters Score: Raw -3185703.924068 + Penalty 3428.235088 = -3182275.688980 nChanged 318 SP:Iteration 26Q (7228.544950 sec): 3 clusters Score: Raw -3185829.911940 + Penalty 3428.235088 = -3182401.676852 nChanged 292 SP:Iteration 27Q (7228.657996 sec): 3 clusters Score: Raw -3185937.489756 + Penalty 3428.235088 = -3182509.254668 nChanged 243 SP:Iteration 28Q (7228.766382 sec): 3 clusters Score: Raw -3186013.453813 + Penalty 3428.235088 = -3182585.218725 nChanged 201 SP:Iteration 29Q (7228.864062 sec): 3 clusters Score: Raw -3186075.182419 + Penalty 3428.235088 = -3182646.947330 nChanged 185 SP:Iteration 30Q (7228.963093 sec): 3 clusters Score: Raw -3186128.524204 + Penalty 3428.235088 = -3182700.289116 nChanged 160 SP:Iteration 31Q (7229.075486 sec): 3 clusters Score: Raw -3186166.675687 + Penalty 3428.235088 = -3182738.440599 nChanged 130 SP:Iteration 32Q (7229.166400 sec): 3 clusters Score: Raw -3186194.869723 + Penalty 3428.235088 = -3182766.634635 nChanged 123 SP:Iteration 33Q (7229.267896 sec): 3 clusters Score: Raw -3186222.403396 + Penalty 3428.235088 = -3182794.168308 nChanged 114 SP:Iteration 34Q (7229.382957 sec): 3 clusters Score: Raw -3186247.166842 + Penalty 3428.235088 = -3182818.931754 nChanged 110 SP:Iteration 35Q (7229.485880 sec): 3 clusters Score: Raw -3186268.345246 + Penalty 3428.235088 = -3182840.110158 nChanged 93 SP:Iteration 36Q (7229.593437 sec): 3 clusters Score: Raw -3186282.276549 + Penalty 3428.235088 = -3182854.041461 nChanged 62 SP:Iteration 37Q (7229.704158 sec): 3 clusters Score: Raw -3186291.280563 + Penalty 3428.235088 = -3182863.045475 nChanged 62 SP:Iteration 38Q (7229.802645 sec): 3 clusters Score: Raw -3186299.367333 + Penalty 3428.235088 = -3182871.132245 nChanged 52 SP:Iteration 39Q (7229.910423 sec): 3 clusters Score: Raw -3186305.807607 + Penalty 3428.235088 = -3182877.572519 nChanged 48 SP:Iteration 40F (7230.033017 sec): 3 clusters Score: Raw -3186310.743462 + Penalty 3428.235088 = -3182882.508374 nChanged 46 SP:Iteration 41Q (7230.139754 sec): 3 clusters Score: Raw -3186315.639965 + Penalty 3428.235088 = -3182887.404876 nChanged 39 SP:Iteration 42Q (7230.240990 sec): 3 clusters Score: Raw -3186320.046599 + Penalty 3428.235088 = -3182891.811511 nChanged 37 SP:Iteration 43Q (7230.351933 sec): 3 clusters Score: Raw -3186323.755132 + Penalty 3428.235088 = -3182895.520044 nChanged 32 SP:Iteration 44Q (7230.458129 sec): 3 clusters Score: Raw -3186326.867335 + Penalty 3428.235088 = -3182898.632247 nChanged 27 SP:Iteration 45Q (7230.563813 sec): 3 clusters Score: Raw -3186329.438952 + Penalty 3428.235088 = -3182901.203864 nChanged 25 SP:Iteration 46Q (7230.669320 sec): 3 clusters Score: Raw -3186331.723153 + Penalty 3428.235088 = -3182903.488065 nChanged 28 SP:Iteration 47Q (7230.772522 sec): 3 clusters Score: Raw -3186334.087398 + Penalty 3428.235088 = -3182905.852310 nChanged 16 SP:Iteration 48Q (7230.866672 sec): 3 clusters Score: Raw -3186335.308681 + Penalty 3428.235088 = -3182907.073593 nChanged 13 SP:Iteration 49Q (7230.965797 sec): 3 clusters Score: Raw -3186336.643651 + Penalty 3428.235088 = -3182908.408563 nChanged 19 SP:Iteration 50Q (7231.075786 sec): 3 clusters Score: Raw -3186338.650727 + Penalty 3428.235088 = -3182910.415639 nChanged 20 SP:Iteration 51Q (7231.181208 sec): 3 clusters Score: Raw -3186340.445667 + Penalty 3428.235088 = -3182912.210579 nChanged 19 SP:Iteration 52Q (7231.274117 sec): 3 clusters Score: Raw -3186342.145833 + Penalty 3428.235088 = -3182913.910745 nChanged 19 SP:Iteration 53Q (7231.343302 sec): 3 clusters Score: Raw -3186344.242587 + Penalty 3428.235088 = -3182916.007499 nChanged 21 SP:Iteration 54Q (7231.410681 sec): 3 clusters Score: Raw -3186346.151718 + Penalty 3428.235088 = -3182917.916630 nChanged 17 SP:Iteration 55Q (7231.519152 sec): 3 clusters Score: Raw -3186347.584317 + Penalty 3428.235088 = -3182919.349229 nChanged 20 SP:Iteration 56Q (7231.613528 sec): 3 clusters Score: Raw -3186349.318267 + Penalty 3428.235088 = -3182921.083179 nChanged 13 SP:Iteration 57Q (7231.717499 sec): 3 clusters Score: Raw -3186350.193988 + Penalty 3428.235088 = -3182921.958899 nChanged 14 SP:Iteration 58Q (7231.835609 sec): 3 clusters Score: Raw -3186351.679896 + Penalty 3428.235088 = -3182923.444808 nChanged 19 SP:Iteration 59Q (7231.937932 sec): 3 clusters Score: Raw -3186353.592522 + Penalty 3428.235088 = -3182925.357434 nChanged 23 SP:Iteration 60F (7232.042168 sec): 3 clusters Score: Raw -3186355.688272 + Penalty 3428.235088 = -3182927.453184 nChanged 18 SP:Iteration 61Q (7232.137840 sec): 3 clusters Score: Raw -3186357.358104 + Penalty 3428.235088 = -3182929.123016 nChanged 28 SP:Iteration 62Q (7232.252844 sec): 3 clusters Score: Raw -3186360.766520 + Penalty 3428.235088 = -3182932.531432 nChanged 26 SP:Iteration 63Q (7232.343938 sec): 3 clusters Score: Raw -3186364.675290 + Penalty 3428.235088 = -3182936.440202 nChanged 35 SP:Iteration 64Q (7232.460033 sec): 3 clusters Score: Raw -3186368.997087 + Penalty 3428.235088 = -3182940.761998 nChanged 33 SP:Iteration 65Q (7232.555961 sec): 3 clusters Score: Raw -3186372.969341 + Penalty 3428.235088 = -3182944.734253 nChanged 35 SP:Iteration 66Q (7232.654901 sec): 3 clusters Score: Raw -3186376.345328 + Penalty 3428.235088 = -3182948.110240 nChanged 30 SP:Iteration 67Q (7232.764810 sec): 3 clusters Score: Raw -3186378.995536 + Penalty 3428.235088 = -3182950.760447 nChanged 19 SP:Iteration 68Q (7232.858885 sec): 3 clusters Score: Raw -3186380.490743 + Penalty 3428.235088 = -3182952.255655 nChanged 16 SP:Iteration 69Q (7232.956377 sec): 3 clusters Score: Raw -3186381.714327 + Penalty 3428.235088 = -3182953.479239 nChanged 13 SP:Iteration 70Q (7233.063488 sec): 3 clusters Score: Raw -3186382.754664 + Penalty 3428.235088 = -3182954.519576 nChanged 13 SP:Iteration 71Q (7233.178516 sec): 3 clusters Score: Raw -3186383.486679 + Penalty 3428.235088 = -3182955.251591 nChanged 8 SP:Iteration 72Q (7233.278027 sec): 3 clusters Score: Raw -3186384.016972 + Penalty 3428.235088 = -3182955.781884 nChanged 12 SP:Iteration 73Q (7233.363880 sec): 3 clusters Score: Raw -3186385.229088 + Penalty 3428.235088 = -3182956.994000 nChanged 13 SP:Iteration 74Q (7233.464377 sec): 3 clusters Score: Raw -3186386.147335 + Penalty 3428.235088 = -3182957.912246 nChanged 12 SP:Iteration 75Q (7233.561410 sec): 3 clusters Score: Raw -3186386.978557 + Penalty 3428.235088 = -3182958.743469 nChanged 13 SP:Iteration 76Q (7233.653093 sec): 3 clusters Score: Raw -3186387.825176 + Penalty 3428.235088 = -3182959.590088 nChanged 10 SP:Iteration 77Q (7233.754941 sec): 3 clusters Score: Raw -3186388.608723 + Penalty 3428.235088 = -3182960.373634 nChanged 8 SP:Iteration 78Q (7233.839987 sec): 3 clusters Score: Raw -3186389.293559 + Penalty 3428.235088 = -3182961.058471 nChanged 10 SP:Iteration 79Q (7233.942960 sec): 3 clusters Score: Raw -3186389.786924 + Penalty 3428.235088 = -3182961.551836 nChanged 9 SP:Iteration 80F (7234.055379 sec): 3 clusters Score: Raw -3186390.426435 + Penalty 3428.235088 = -3182962.191347 nChanged 6 SP:Iteration 81Q (7234.138582 sec): 3 clusters Score: Raw -3186391.117574 + Penalty 3428.235088 = -3182962.882486 nChanged 7 SP:Iteration 82Q (7234.235281 sec): 3 clusters Score: Raw -3186391.592650 + Penalty 3428.235088 = -3182963.357562 nChanged 3 SP:Iteration 83Q (7234.330200 sec): 3 clusters Score: Raw -3186391.773003 + Penalty 3428.235088 = -3182963.537915 nChanged 2 SP:Iteration 84Q (7234.435542 sec): 3 clusters Score: Raw -3186391.929577 + Penalty 3428.235088 = -3182963.694489 nChanged 2 SP:Iteration 85Q (7234.520826 sec): 3 clusters Score: Raw -3186392.133912 + Penalty 3428.235088 = -3182963.898824 nChanged 4 SP:Iteration 86Q (7234.612268 sec): 3 clusters Score: Raw -3186392.800215 + Penalty 3428.235088 = -3182964.565127 nChanged 9 SP:Iteration 87Q (7234.710181 sec): 3 clusters Score: Raw -3186393.716640 + Penalty 3428.235088 = -3182965.481552 nChanged 11 SP:Iteration 88Q (7234.791326 sec): 3 clusters Score: Raw -3186394.670087 + Penalty 3428.235088 = -3182966.434999 nChanged 9 SP:Iteration 89Q (7234.892432 sec): 3 clusters Score: Raw -3186395.387169 + Penalty 3428.235088 = -3182967.152081 nChanged 9 SP:Iteration 90Q (7234.984116 sec): 3 clusters Score: Raw -3186396.171210 + Penalty 3428.235088 = -3182967.936122 nChanged 4 SP:Iteration 91Q (7235.082945 sec): 3 clusters Score: Raw -3186396.553578 + Penalty 3428.235088 = -3182968.318490 nChanged 6 SP:Iteration 92Q (7235.185441 sec): 3 clusters Score: Raw -3186397.073452 + Penalty 3428.235088 = -3182968.838364 nChanged 7 SP:Iteration 93Q (7235.278858 sec): 3 clusters Score: Raw -3186397.434071 + Penalty 3428.235088 = -3182969.198983 nChanged 3 SP:Iteration 94Q (7235.378756 sec): 3 clusters Score: Raw -3186397.627229 + Penalty 3428.235088 = -3182969.392140 nChanged 4 SP:Iteration 95Q (7235.474065 sec): 3 clusters Score: Raw -3186397.983535 + Penalty 3428.235088 = -3182969.748447 nChanged 9 SP:Iteration 96Q (7235.563469 sec): 3 clusters Score: Raw -3186398.572821 + Penalty 3428.235088 = -3182970.337733 nChanged 9 SP:Iteration 97Q (7235.647617 sec): 3 clusters Score: Raw -3186399.387697 + Penalty 3428.235088 = -3182971.152609 nChanged 11 SP:Iteration 98Q (7235.757184 sec): 3 clusters Score: Raw -3186400.327913 + Penalty 3428.235088 = -3182972.092824 nChanged 5 SP:Iteration 99Q (7235.855982 sec): 3 clusters Score: Raw -3186400.640953 + Penalty 3428.235088 = -3182972.405865 nChanged 5 SP:Iteration 100F (7235.962459 sec): 3 clusters Score: Raw -3186401.214362 + Penalty 3428.235088 = -3182972.979274 nChanged 4 SP:Iteration 101Q (7236.059982 sec): 3 clusters Score: Raw -3186401.608743 + Penalty 3428.235088 = -3182973.373655 nChanged 4 SP:Iteration 102Q (7236.139179 sec): 3 clusters Score: Raw -3186401.825357 + Penalty 3428.235088 = -3182973.590269 nChanged 2 SP:Iteration 103Q (7236.249362 sec): 3 clusters Score: Raw -3186402.017257 + Penalty 3428.235088 = -3182973.782169 nChanged 4 SP:Iteration 104Q (7236.347803 sec): 3 clusters Score: Raw -3186402.359163 + Penalty 3428.235088 = -3182974.124074 nChanged 3 SP:Iteration 105Q (7236.440918 sec): 3 clusters Score: Raw -3186402.625007 + Penalty 3428.235088 = -3182974.389919 nChanged 5 SP:Iteration 106Q (7236.539376 sec): 3 clusters Score: Raw -3186403.057610 + Penalty 3428.235088 = -3182974.822522 nChanged 2 SP:Iteration 107Q (7236.634542 sec): 3 clusters Score: Raw -3186403.236599 + Penalty 3428.235088 = -3182975.001511 nChanged 5 SP:Iteration 108Q (7236.738054 sec): 3 clusters Score: Raw -3186403.681636 + Penalty 3428.235088 = -3182975.446548 nChanged 4 SP:Iteration 109Q (7236.820173 sec): 3 clusters Score: Raw -3186403.993442 + Penalty 3428.235088 = -3182975.758353 nChanged 6 SP:Iteration 110Q (7236.924673 sec): 3 clusters Score: Raw -3186404.367388 + Penalty 3428.235088 = -3182976.132300 nChanged 7 SP:Iteration 111Q (7237.023254 sec): 3 clusters Score: Raw -3186404.884859 + Penalty 3428.235088 = -3182976.649771 nChanged 4 SP:Iteration 112Q (7237.123591 sec): 3 clusters Score: Raw -3186405.089916 + Penalty 3428.235088 = -3182976.854827 nChanged 3 SP:Iteration 113Q (7237.221786 sec): 3 clusters Score: Raw -3186405.317348 + Penalty 3428.235088 = -3182977.082260 nChanged 3 SP:Iteration 114Q (7237.306181 sec): 3 clusters Score: Raw -3186405.505235 + Penalty 3428.235088 = -3182977.270147 nChanged 2 SP:Iteration 115Q (7237.411053 sec): 3 clusters Score: Raw -3186405.601392 + Penalty 3428.235088 = -3182977.366304 nChanged 1 SP:Iteration 116Q (7237.497189 sec): 3 clusters Score: Raw -3186405.700218 + Penalty 3428.235088 = -3182977.465130 nChanged 0 SP:Iteration 117F (7237.579550 sec): 3 clusters Score: Raw -3186405.700218 + Penalty 3428.235088 = -3182977.465130 nChanged 0 Trying to split cluster 39 (16117 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7237.613192 sec): 2 clusters Score: Raw -1352834.111081 + Penalty 1574.239858 = -1351259.871223 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7237.692641 sec): 3 clusters Score: Raw -1343310.116723 + Penalty 3148.479716 = -1340161.637008 nChanged 7177 SP:Iteration 1F (7237.767958 sec): 3 clusters Score: Raw -1347289.552373 + Penalty 3148.479716 = -1344141.072657 nChanged 912 SP:Iteration 2F (7237.835219 sec): 3 clusters Score: Raw -1347725.645661 + Penalty 3148.479716 = -1344577.165945 nChanged 841 SP:Iteration 3F (7237.915534 sec): 3 clusters Score: Raw -1348128.135402 + Penalty 3148.479716 = -1344979.655686 nChanged 768 SP:Iteration 4Q (7237.979107 sec): 3 clusters Score: Raw -1348510.817997 + Penalty 3148.479716 = -1345362.338281 nChanged 749 SP:Iteration 5Q (7238.052863 sec): 3 clusters Score: Raw -1348908.241462 + Penalty 3148.479716 = -1345759.761746 nChanged 768 SP:Iteration 6Q (7238.120408 sec): 3 clusters Score: Raw -1349344.385403 + Penalty 3148.479716 = -1346195.905687 nChanged 796 SP:Iteration 7Q (7238.199824 sec): 3 clusters Score: Raw -1349855.605968 + Penalty 3148.479716 = -1346707.126253 nChanged 810 SP:Iteration 8F (7238.275415 sec): 3 clusters Score: Raw -1350405.292972 + Penalty 3148.479716 = -1347256.813256 nChanged 794 SP:Iteration 9Q (7238.346769 sec): 3 clusters Score: Raw -1350949.874014 + Penalty 3148.479716 = -1347801.394298 nChanged 736 SP:Iteration 10Q (7238.425280 sec): 3 clusters Score: Raw -1351478.979226 + Penalty 3148.479716 = -1348330.499510 nChanged 644 SP:Iteration 11Q (7238.488642 sec): 3 clusters Score: Raw -1351963.585946 + Penalty 3148.479716 = -1348815.106230 nChanged 528 SP:Iteration 12Q (7238.562974 sec): 3 clusters Score: Raw -1352353.433992 + Penalty 3148.479716 = -1349204.954277 nChanged 350 SP:Iteration 13Q (7238.634025 sec): 3 clusters Score: Raw -1352601.003647 + Penalty 3148.479716 = -1349452.523932 nChanged 237 SP:Iteration 14Q (7238.709021 sec): 3 clusters Score: Raw -1352779.171558 + Penalty 3148.479716 = -1349630.691842 nChanged 144 SP:Iteration 15Q (7238.781236 sec): 3 clusters Score: Raw -1352875.359935 + Penalty 3148.479716 = -1349726.880219 nChanged 80 SP:Iteration 16Q (7238.855642 sec): 3 clusters Score: Raw -1352928.452204 + Penalty 3148.479716 = -1349779.972489 nChanged 51 SP:Iteration 17Q (7238.925320 sec): 3 clusters Score: Raw -1352968.010777 + Penalty 3148.479716 = -1349819.531061 nChanged 39 SP:Iteration 18Q (7238.998133 sec): 3 clusters Score: Raw -1352992.562340 + Penalty 3148.479716 = -1349844.082625 nChanged 20 SP:Iteration 19Q (7239.067054 sec): 3 clusters Score: Raw -1353003.520025 + Penalty 3148.479716 = -1349855.040309 nChanged 16 SP:Iteration 20F (7239.136436 sec): 3 clusters Score: Raw -1353013.697057 + Penalty 3148.479716 = -1349865.217341 nChanged 9 SP:Iteration 21Q (7239.211557 sec): 3 clusters Score: Raw -1353022.160332 + Penalty 3148.479716 = -1349873.680617 nChanged 9 SP:Iteration 22Q (7239.272551 sec): 3 clusters Score: Raw -1353029.105053 + Penalty 3148.479716 = -1349880.625338 nChanged 5 SP:Iteration 23Q (7239.341737 sec): 3 clusters Score: Raw -1353031.888740 + Penalty 3148.479716 = -1349883.409024 nChanged 5 SP:Iteration 24Q (7239.410558 sec): 3 clusters Score: Raw -1353033.795044 + Penalty 3148.479716 = -1349885.315328 nChanged 2 SP:Iteration 25Q (7239.490317 sec): 3 clusters Score: Raw -1353035.554921 + Penalty 3148.479716 = -1349887.075205 nChanged 2 SP:Iteration 26Q (7239.552847 sec): 3 clusters Score: Raw -1353036.632053 + Penalty 3148.479716 = -1349888.152337 nChanged 2 SP:Iteration 27Q (7239.616516 sec): 3 clusters Score: Raw -1353039.015358 + Penalty 3148.479716 = -1349890.535642 nChanged 3 SP:Iteration 28Q (7239.677469 sec): 3 clusters Score: Raw -1353040.540964 + Penalty 3148.479716 = -1349892.061249 nChanged 0 SP:Iteration 29F (7239.754509 sec): 3 clusters Score: Raw -1353040.540964 + Penalty 3148.479716 = -1349892.061249 nChanged 0 Trying to split cluster 40 (8808 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7239.785645 sec): 2 clusters Score: Raw -724628.058550 + Penalty 1476.055048 = -723152.003502 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7239.849783 sec): 3 clusters Score: Raw -719677.678579 + Penalty 2952.110095 = -716725.568484 nChanged 3821 SP:Iteration 1F (7239.913137 sec): 3 clusters Score: Raw -721835.434007 + Penalty 2952.110095 = -718883.323912 nChanged 558 SP:Iteration 2F (7239.960513 sec): 3 clusters Score: Raw -722118.019773 + Penalty 2952.110095 = -719165.909678 nChanged 474 SP:Iteration 3F (7240.025426 sec): 3 clusters Score: Raw -722357.326482 + Penalty 2952.110095 = -719405.216387 nChanged 458 SP:Iteration 4F (7240.087722 sec): 3 clusters Score: Raw -722589.905093 + Penalty 2952.110095 = -719637.794997 nChanged 417 SP:Iteration 5Q (7240.151179 sec): 3 clusters Score: Raw -722855.498686 + Penalty 2952.110095 = -719903.388591 nChanged 468 SP:Iteration 6F (7240.212571 sec): 3 clusters Score: Raw -723220.721660 + Penalty 2952.110095 = -720268.611565 nChanged 480 SP:Iteration 7F (7240.265144 sec): 3 clusters Score: Raw -723614.343138 + Penalty 2952.110095 = -720662.233042 nChanged 517 SP:Iteration 8F (7240.330930 sec): 3 clusters Score: Raw -724042.045060 + Penalty 2952.110095 = -721089.934965 nChanged 491 SP:Iteration 9F (7240.392278 sec): 3 clusters Score: Raw -724394.186890 + Penalty 2952.110095 = -721442.076795 nChanged 385 SP:Iteration 10Q (7240.454896 sec): 3 clusters Score: Raw -724637.679755 + Penalty 2952.110095 = -721685.569660 nChanged 318 SP:Iteration 11Q (7240.517737 sec): 3 clusters Score: Raw -724804.683145 + Penalty 2952.110095 = -721852.573049 nChanged 241 SP:Iteration 12Q (7240.570930 sec): 3 clusters Score: Raw -724935.954598 + Penalty 2952.110095 = -721983.844502 nChanged 190 SP:Iteration 13Q (7240.625889 sec): 3 clusters Score: Raw -725024.785724 + Penalty 2952.110095 = -722072.675628 nChanged 147 SP:Iteration 14Q (7240.686535 sec): 3 clusters Score: Raw -725088.805151 + Penalty 2952.110095 = -722136.695055 nChanged 103 SP:Iteration 15Q (7240.735835 sec): 3 clusters Score: Raw -725130.919790 + Penalty 2952.110095 = -722178.809695 nChanged 86 SP:Iteration 16Q (7240.797879 sec): 3 clusters Score: Raw -725163.701372 + Penalty 2952.110095 = -722211.591276 nChanged 75 SP:Iteration 17Q (7240.872354 sec): 3 clusters Score: Raw -725194.404589 + Penalty 2952.110095 = -722242.294494 nChanged 71 SP:Iteration 18Q (7240.929195 sec): 3 clusters Score: Raw -725216.312173 + Penalty 2952.110095 = -722264.202078 nChanged 56 SP:Iteration 19Q (7240.983398 sec): 3 clusters Score: Raw -725233.649446 + Penalty 2952.110095 = -722281.539350 nChanged 59 SP:Iteration 20F (7241.045477 sec): 3 clusters Score: Raw -725254.367792 + Penalty 2952.110095 = -722302.257696 nChanged 53 SP:Iteration 21Q (7241.107384 sec): 3 clusters Score: Raw -725267.784785 + Penalty 2952.110095 = -722315.674689 nChanged 53 SP:Iteration 22Q (7241.171501 sec): 3 clusters Score: Raw -725284.261143 + Penalty 2952.110095 = -722332.151048 nChanged 41 SP:Iteration 23Q (7241.226556 sec): 3 clusters Score: Raw -725294.580931 + Penalty 2952.110095 = -722342.470835 nChanged 35 SP:Iteration 24Q (7241.301454 sec): 3 clusters Score: Raw -725302.810501 + Penalty 2952.110095 = -722350.700405 nChanged 34 SP:Iteration 25Q (7241.352892 sec): 3 clusters Score: Raw -725310.273673 + Penalty 2952.110095 = -722358.163577 nChanged 24 SP:Iteration 26Q (7241.416476 sec): 3 clusters Score: Raw -725315.002934 + Penalty 2952.110095 = -722362.892838 nChanged 23 SP:Iteration 27Q (7241.480553 sec): 3 clusters Score: Raw -725320.660366 + Penalty 2952.110095 = -722368.550271 nChanged 18 SP:Iteration 28Q (7241.533137 sec): 3 clusters Score: Raw -725323.697077 + Penalty 2952.110095 = -722371.586982 nChanged 13 SP:Iteration 29Q (7241.600335 sec): 3 clusters Score: Raw -725325.114908 + Penalty 2952.110095 = -722373.004813 nChanged 7 SP:Iteration 30Q (7241.660864 sec): 3 clusters Score: Raw -725325.979213 + Penalty 2952.110095 = -722373.869118 nChanged 3 SP:Iteration 31Q (7241.721802 sec): 3 clusters Score: Raw -725326.386158 + Penalty 2952.110095 = -722374.276063 nChanged 1 SP:Iteration 32Q (7241.777331 sec): 3 clusters Score: Raw -725326.524249 + Penalty 2952.110095 = -722374.414154 nChanged 2 SP:Iteration 33Q (7241.838994 sec): 3 clusters Score: Raw -725326.962724 + Penalty 2952.110095 = -722374.852628 nChanged 4 SP:Iteration 34Q (7241.892717 sec): 3 clusters Score: Raw -725327.215296 + Penalty 2952.110095 = -722375.105200 nChanged 5 SP:Iteration 35Q (7241.955672 sec): 3 clusters Score: Raw -725327.668631 + Penalty 2952.110095 = -722375.558536 nChanged 2 SP:Iteration 36Q (7242.012813 sec): 3 clusters Score: Raw -725327.938719 + Penalty 2952.110095 = -722375.828623 nChanged 3 SP:Iteration 37Q (7242.074168 sec): 3 clusters Score: Raw -725328.715022 + Penalty 2952.110095 = -722376.604926 nChanged 8 SP:Iteration 38Q (7242.137838 sec): 3 clusters Score: Raw -725329.867966 + Penalty 2952.110095 = -722377.757870 nChanged 4 SP:Iteration 39Q (7242.188575 sec): 3 clusters Score: Raw -725330.361132 + Penalty 2952.110095 = -722378.251037 nChanged 1 SP:Iteration 40F (7242.247204 sec): 3 clusters Score: Raw -725330.433398 + Penalty 2952.110095 = -722378.323303 nChanged 1 SP:Iteration 41Q (7242.305080 sec): 3 clusters Score: Raw -725330.494743 + Penalty 2952.110095 = -722378.384647 nChanged 2 SP:Iteration 42Q (7242.367657 sec): 3 clusters Score: Raw -725330.695438 + Penalty 2952.110095 = -722378.585343 nChanged 3 SP:Iteration 43Q (7242.430968 sec): 3 clusters Score: Raw -725331.075925 + Penalty 2952.110095 = -722378.965829 nChanged 4 SP:Iteration 44Q (7242.455852 sec): 3 clusters Score: Raw -725331.496795 + Penalty 2952.110095 = -722379.386699 nChanged 1 SP:Iteration 45Q (7242.518140 sec): 3 clusters Score: Raw -725331.538670 + Penalty 2952.110095 = -722379.428575 nChanged 0 SP:Iteration 46F (7242.575580 sec): 3 clusters Score: Raw -725331.538670 + Penalty 2952.110095 = -722379.428575 nChanged 0 Iteration 339Q (7249.694252 sec): 41 clusters Score: Raw -49144070.016536 + Penalty 86742.445374 = -49057327.571162 nChanged 40 Iteration 340F (7266.265994 sec): 41 clusters Score: Raw -49144071.000721 + Penalty 86742.445374 = -49057328.555348 nChanged 30 Iteration 341Q (7272.987576 sec): 41 clusters Score: Raw -49144071.631359 + Penalty 86742.445374 = -49057329.185985 nChanged 24 Iteration 342Q (7279.594206 sec): 41 clusters Score: Raw -49144072.459600 + Penalty 86742.445374 = -49057330.014226 nChanged 16 Iteration 343Q (7286.524520 sec): 41 clusters Score: Raw -49144072.757045 + Penalty 86742.445374 = -49057330.311671 nChanged 17 Iteration 344Q (7293.719597 sec): 41 clusters Score: Raw -49144073.029419 + Penalty 86742.445374 = -49057330.584045 nChanged 11 Iteration 345Q (7300.807091 sec): 41 clusters Score: Raw -49144073.185147 + Penalty 86742.445374 = -49057330.739773 nChanged 9 Iteration 346Q (7307.850489 sec): 41 clusters Score: Raw -49144073.316184 + Penalty 86742.445374 = -49057330.870810 nChanged 11 Iteration 347Q (7314.883466 sec): 41 clusters Score: Raw -49144073.702064 + Penalty 86742.445374 = -49057331.256690 nChanged 10 Iteration 348Q (7321.794480 sec): 41 clusters Score: Raw -49144074.000008 + Penalty 86742.445374 = -49057331.554634 nChanged 11 Iteration 349Q (7328.376898 sec): 41 clusters Score: Raw -49144074.326243 + Penalty 86742.445374 = -49057331.880869 nChanged 17 Iteration 350Q (7335.175287 sec): 41 clusters Score: Raw -49144074.762387 + Penalty 86742.445374 = -49057332.317014 nChanged 15 Iteration 351Q (7341.971728 sec): 41 clusters Score: Raw -49144075.097764 + Penalty 86742.445374 = -49057332.652390 nChanged 23 Iteration 352Q (7348.809705 sec): 41 clusters Score: Raw -49144075.658655 + Penalty 86742.445374 = -49057333.213281 nChanged 23 Iteration 353Q (7355.666053 sec): 41 clusters Score: Raw -49144076.387859 + Penalty 86742.445374 = -49057333.942485 nChanged 32 Iteration 354Q (7362.247227 sec): 41 clusters Score: Raw -49144077.259262 + Penalty 86742.445374 = -49057334.813888 nChanged 33 Iteration 355Q (7369.106629 sec): 41 clusters Score: Raw -49144078.395882 + Penalty 86742.445374 = -49057335.950508 nChanged 32 Iteration 356Q (7376.070018 sec): 41 clusters Score: Raw -49144079.236467 + Penalty 86742.445374 = -49057336.791093 nChanged 30 Iteration 357Q (7382.965315 sec): 41 clusters Score: Raw -49144080.299383 + Penalty 86742.445374 = -49057337.854009 nChanged 34 Iteration 358Q (7389.696941 sec): 41 clusters Score: Raw -49144081.742406 + Penalty 86742.445374 = -49057339.297032 nChanged 32 Iteration 359Q (7396.551105 sec): 41 clusters Score: Raw -49144082.549137 + Penalty 86742.445374 = -49057340.103763 nChanged 16 Iteration 360F (7412.817197 sec): 41 clusters Score: Raw -49144083.104442 + Penalty 86742.445374 = -49057340.659069 nChanged 15 Iteration 361Q (7419.696798 sec): 41 clusters Score: Raw -49144083.360569 + Penalty 86742.445374 = -49057340.915195 nChanged 15 Iteration 362Q (7426.576366 sec): 41 clusters Score: Raw -49144083.668941 + Penalty 86742.445374 = -49057341.223567 nChanged 18 Iteration 363Q (7433.505343 sec): 41 clusters Score: Raw -49144084.132501 + Penalty 86742.445374 = -49057341.687127 nChanged 25 Iteration 364Q (7440.386853 sec): 41 clusters Score: Raw -49144084.832209 + Penalty 86742.445374 = -49057342.386836 nChanged 19 Iteration 365Q (7447.210330 sec): 41 clusters Score: Raw -49144085.474474 + Penalty 86742.445374 = -49057343.029100 nChanged 15 Iteration 366Q (7454.014646 sec): 41 clusters Score: Raw -49144086.100941 + Penalty 86742.445374 = -49057343.655567 nChanged 13 Iteration 367Q (7460.792437 sec): 41 clusters Score: Raw -49144086.557502 + Penalty 86742.445374 = -49057344.112129 nChanged 12 Iteration 368Q (7467.540722 sec): 41 clusters Score: Raw -49144086.762235 + Penalty 86742.445374 = -49057344.316862 nChanged 11 Iteration 369Q (7474.627258 sec): 41 clusters Score: Raw -49144086.972118 + Penalty 86742.445374 = -49057344.526744 nChanged 9 Iteration 370Q (7481.699569 sec): 41 clusters Score: Raw -49144087.094612 + Penalty 86742.445374 = -49057344.649239 nChanged 6 Iteration 371Q (7488.613868 sec): 41 clusters Score: Raw -49144087.191889 + Penalty 86742.445374 = -49057344.746515 nChanged 9 Iteration 372Q (7495.495612 sec): 41 clusters Score: Raw -49144087.476696 + Penalty 86742.445374 = -49057345.031323 nChanged 8 Iteration 373Q (7502.276248 sec): 41 clusters Score: Raw -49144087.633957 + Penalty 86742.445374 = -49057345.188584 nChanged 8 Iteration 374Q (7509.133798 sec): 41 clusters Score: Raw -49144087.768306 + Penalty 86742.445374 = -49057345.322932 nChanged 9 Iteration 375Q (7515.968712 sec): 41 clusters Score: Raw -49144088.082334 + Penalty 86742.445374 = -49057345.636960 nChanged 13 Iteration 376Q (7522.932196 sec): 41 clusters Score: Raw -49144088.535781 + Penalty 86742.445374 = -49057346.090407 nChanged 14 Iteration 377Q (7529.763194 sec): 41 clusters Score: Raw -49144088.805038 + Penalty 86742.445374 = -49057346.359664 nChanged 14 Iteration 378Q (7536.598505 sec): 41 clusters Score: Raw -49144089.067450 + Penalty 86742.445374 = -49057346.622076 nChanged 17 Writing temp clu file Because OldScore, -49057346.359664, is greater than current (better) Score,-49057346.622076 Compute initial score before splitting: Score: Raw -49144089.067450 + Penalty 86742.445374 = -49057346.622076 Trying to split cluster 1 (6012 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7536.796722 sec): 2 clusters Score: Raw -499158.502279 + Penalty 1413.995822 = -497744.506457 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7536.867974 sec): 3 clusters Score: Raw -495924.038035 + Penalty 2827.991644 = -493096.046391 nChanged 2488 SP:Iteration 1F (7536.912449 sec): 3 clusters Score: Raw -497311.193861 + Penalty 2827.991644 = -494483.202217 nChanged 414 SP:Iteration 2F (7536.957862 sec): 3 clusters Score: Raw -497506.808965 + Penalty 2827.991644 = -494678.817321 nChanged 308 SP:Iteration 3F (7537.005129 sec): 3 clusters Score: Raw -497637.263392 + Penalty 2827.991644 = -494809.271748 nChanged 239 SP:Iteration 4Q (7537.062893 sec): 3 clusters Score: Raw -497735.214729 + Penalty 2827.991644 = -494907.223085 nChanged 218 SP:Iteration 5Q (7537.114738 sec): 3 clusters Score: Raw -497834.505418 + Penalty 2827.991644 = -495006.513773 nChanged 201 SP:Iteration 6Q (7537.173552 sec): 3 clusters Score: Raw -497928.788972 + Penalty 2827.991644 = -495100.797328 nChanged 196 SP:Iteration 7Q (7537.235222 sec): 3 clusters Score: Raw -498025.719455 + Penalty 2827.991644 = -495197.727811 nChanged 185 SP:Iteration 8Q (7537.265828 sec): 3 clusters Score: Raw -498124.433576 + Penalty 2827.991644 = -495296.441932 nChanged 176 SP:Iteration 9Q (7537.325663 sec): 3 clusters Score: Raw -498214.941760 + Penalty 2827.991644 = -495386.950116 nChanged 169 SP:Iteration 10Q (7537.385375 sec): 3 clusters Score: Raw -498299.383999 + Penalty 2827.991644 = -495471.392355 nChanged 164 SP:Iteration 11Q (7537.444066 sec): 3 clusters Score: Raw -498384.372411 + Penalty 2827.991644 = -495556.380767 nChanged 168 SP:Iteration 12Q (7537.498767 sec): 3 clusters Score: Raw -498480.185585 + Penalty 2827.991644 = -495652.193941 nChanged 160 SP:Iteration 13Q (7537.557430 sec): 3 clusters Score: Raw -498568.062574 + Penalty 2827.991644 = -495740.070930 nChanged 147 SP:Iteration 14Q (7537.602539 sec): 3 clusters Score: Raw -498640.027643 + Penalty 2827.991644 = -495812.035999 nChanged 138 SP:Iteration 15Q (7537.656829 sec): 3 clusters Score: Raw -498708.798587 + Penalty 2827.991644 = -495880.806943 nChanged 113 SP:Iteration 16Q (7537.715804 sec): 3 clusters Score: Raw -498766.545463 + Penalty 2827.991644 = -495938.553819 nChanged 116 SP:Iteration 17Q (7537.783417 sec): 3 clusters Score: Raw -498827.388863 + Penalty 2827.991644 = -495999.397219 nChanged 110 SP:Iteration 18Q (7537.819506 sec): 3 clusters Score: Raw -498885.629240 + Penalty 2827.991644 = -496057.637596 nChanged 97 SP:Iteration 19Q (7537.873055 sec): 3 clusters Score: Raw -498933.938480 + Penalty 2827.991644 = -496105.946836 nChanged 96 SP:Iteration 20F (7537.926384 sec): 3 clusters Score: Raw -498984.373393 + Penalty 2827.991644 = -496156.381749 nChanged 87 SP:Iteration 21Q (7537.980358 sec): 3 clusters Score: Raw -499036.002689 + Penalty 2827.991644 = -496208.011045 nChanged 91 SP:Iteration 22Q (7538.026623 sec): 3 clusters Score: Raw -499084.932326 + Penalty 2827.991644 = -496256.940682 nChanged 68 SP:Iteration 23Q (7538.076610 sec): 3 clusters Score: Raw -499113.508665 + Penalty 2827.991644 = -496285.517021 nChanged 54 SP:Iteration 24Q (7538.133383 sec): 3 clusters Score: Raw -499137.582042 + Penalty 2827.991644 = -496309.590398 nChanged 39 SP:Iteration 25Q (7538.191042 sec): 3 clusters Score: Raw -499153.028135 + Penalty 2827.991644 = -496325.036491 nChanged 27 SP:Iteration 26Q (7538.259752 sec): 3 clusters Score: Raw -499163.731388 + Penalty 2827.991644 = -496335.739744 nChanged 30 SP:Iteration 27Q (7538.297863 sec): 3 clusters Score: Raw -499177.768239 + Penalty 2827.991644 = -496349.776595 nChanged 31 SP:Iteration 28Q (7538.354643 sec): 3 clusters Score: Raw -499189.483097 + Penalty 2827.991644 = -496361.491453 nChanged 21 SP:Iteration 29Q (7538.412158 sec): 3 clusters Score: Raw -499198.180603 + Penalty 2827.991644 = -496370.188959 nChanged 15 SP:Iteration 30Q (7538.457340 sec): 3 clusters Score: Raw -499204.106178 + Penalty 2827.991644 = -496376.114534 nChanged 21 SP:Iteration 31Q (7538.513848 sec): 3 clusters Score: Raw -499210.890857 + Penalty 2827.991644 = -496382.899213 nChanged 15 SP:Iteration 32Q (7538.562882 sec): 3 clusters Score: Raw -499214.993690 + Penalty 2827.991644 = -496387.002046 nChanged 17 SP:Iteration 33Q (7538.619237 sec): 3 clusters Score: Raw -499222.108805 + Penalty 2827.991644 = -496394.117161 nChanged 19 SP:Iteration 34Q (7538.686407 sec): 3 clusters Score: Raw -499229.548312 + Penalty 2827.991644 = -496401.556668 nChanged 27 SP:Iteration 35Q (7538.730180 sec): 3 clusters Score: Raw -499241.756404 + Penalty 2827.991644 = -496413.764760 nChanged 28 SP:Iteration 36Q (7538.783053 sec): 3 clusters Score: Raw -499256.188438 + Penalty 2827.991644 = -496428.196794 nChanged 22 SP:Iteration 37Q (7538.836023 sec): 3 clusters Score: Raw -499267.305276 + Penalty 2827.991644 = -496439.313632 nChanged 20 SP:Iteration 38Q (7538.888081 sec): 3 clusters Score: Raw -499276.768074 + Penalty 2827.991644 = -496448.776430 nChanged 13 SP:Iteration 39Q (7538.930794 sec): 3 clusters Score: Raw -499282.448034 + Penalty 2827.991644 = -496454.456390 nChanged 11 SP:Iteration 40F (7538.987481 sec): 3 clusters Score: Raw -499287.712664 + Penalty 2827.991644 = -496459.721020 nChanged 13 SP:Iteration 41Q (7539.031246 sec): 3 clusters Score: Raw -499292.455267 + Penalty 2827.991644 = -496464.463623 nChanged 9 SP:Iteration 42Q (7539.088841 sec): 3 clusters Score: Raw -499296.825278 + Penalty 2827.991644 = -496468.833634 nChanged 10 SP:Iteration 43Q (7539.142867 sec): 3 clusters Score: Raw -499301.695344 + Penalty 2827.991644 = -496473.703700 nChanged 16 SP:Iteration 44Q (7539.194617 sec): 3 clusters Score: Raw -499310.993474 + Penalty 2827.991644 = -496483.001829 nChanged 15 SP:Iteration 45Q (7539.263318 sec): 3 clusters Score: Raw -499318.791222 + Penalty 2827.991644 = -496490.799578 nChanged 13 SP:Iteration 46Q (7539.298791 sec): 3 clusters Score: Raw -499327.096707 + Penalty 2827.991644 = -496499.105063 nChanged 23 SP:Iteration 47Q (7539.355254 sec): 3 clusters Score: Raw -499339.069763 + Penalty 2827.991644 = -496511.078119 nChanged 22 SP:Iteration 48Q (7539.399984 sec): 3 clusters Score: Raw -499354.273810 + Penalty 2827.991644 = -496526.282166 nChanged 20 SP:Iteration 49Q (7539.457240 sec): 3 clusters Score: Raw -499364.745555 + Penalty 2827.991644 = -496536.753911 nChanged 10 SP:Iteration 50Q (7539.510143 sec): 3 clusters Score: Raw -499372.204070 + Penalty 2827.991644 = -496544.212426 nChanged 9 SP:Iteration 51Q (7539.562011 sec): 3 clusters Score: Raw -499378.541532 + Penalty 2827.991644 = -496550.549888 nChanged 10 SP:Iteration 52Q (7539.606747 sec): 3 clusters Score: Raw -499384.257795 + Penalty 2827.991644 = -496556.266151 nChanged 5 SP:Iteration 53Q (7539.663342 sec): 3 clusters Score: Raw -499387.256048 + Penalty 2827.991644 = -496559.264404 nChanged 5 SP:Iteration 54Q (7539.719743 sec): 3 clusters Score: Raw -499390.515673 + Penalty 2827.991644 = -496562.524029 nChanged 5 SP:Iteration 55Q (7539.773333 sec): 3 clusters Score: Raw -499392.945988 + Penalty 2827.991644 = -496564.954344 nChanged 6 SP:Iteration 56Q (7539.821800 sec): 3 clusters Score: Raw -499394.839934 + Penalty 2827.991644 = -496566.848290 nChanged 3 SP:Iteration 57Q (7539.880740 sec): 3 clusters Score: Raw -499395.748137 + Penalty 2827.991644 = -496567.756493 nChanged 3 SP:Iteration 58Q (7539.937135 sec): 3 clusters Score: Raw -499397.099139 + Penalty 2827.991644 = -496569.107495 nChanged 1 SP:Iteration 59Q (7539.994648 sec): 3 clusters Score: Raw -499397.363611 + Penalty 2827.991644 = -496569.371967 nChanged 0 SP:Iteration 60F (7540.047156 sec): 3 clusters Score: Raw -499397.363611 + Penalty 2827.991644 = -496569.371967 nChanged 0 Trying to split cluster 2 (2506 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7540.075720 sec): 2 clusters Score: Raw -210777.936912 + Penalty 1271.797010 = -209506.139902 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7540.133724 sec): 3 clusters Score: Raw -209675.586785 + Penalty 2543.594019 = -207131.992765 nChanged 915 SP:Iteration 1F (7540.177718 sec): 3 clusters Score: Raw -210224.379761 + Penalty 2543.594019 = -207680.785742 nChanged 202 SP:Iteration 2F (7540.213042 sec): 3 clusters Score: Raw -210367.407885 + Penalty 2543.594019 = -207823.813866 nChanged 137 SP:Iteration 3F (7540.266572 sec): 3 clusters Score: Raw -210459.609499 + Penalty 2543.594019 = -207916.015480 nChanged 107 SP:Iteration 4Q (7540.306958 sec): 3 clusters Score: Raw -210540.897404 + Penalty 2543.594019 = -207997.303385 nChanged 94 SP:Iteration 5Q (7540.358639 sec): 3 clusters Score: Raw -210605.432779 + Penalty 2543.594019 = -208061.838760 nChanged 102 SP:Iteration 6Q (7540.410370 sec): 3 clusters Score: Raw -210676.239987 + Penalty 2543.594019 = -208132.645968 nChanged 65 SP:Iteration 7Q (7540.462229 sec): 3 clusters Score: Raw -210716.259930 + Penalty 2543.594019 = -208172.665911 nChanged 58 SP:Iteration 8Q (7540.520037 sec): 3 clusters Score: Raw -210751.280093 + Penalty 2543.594019 = -208207.686074 nChanged 47 SP:Iteration 9Q (7540.567661 sec): 3 clusters Score: Raw -210775.377360 + Penalty 2543.594019 = -208231.783341 nChanged 29 SP:Iteration 10Q (7540.618415 sec): 3 clusters Score: Raw -210792.074892 + Penalty 2543.594019 = -208248.480873 nChanged 31 SP:Iteration 11Q (7540.659497 sec): 3 clusters Score: Raw -210806.487588 + Penalty 2543.594019 = -208262.893569 nChanged 24 SP:Iteration 12Q (7540.711228 sec): 3 clusters Score: Raw -210822.587432 + Penalty 2543.594019 = -208278.993413 nChanged 21 SP:Iteration 13Q (7540.775154 sec): 3 clusters Score: Raw -210831.374217 + Penalty 2543.594019 = -208287.780198 nChanged 14 SP:Iteration 14Q (7540.816482 sec): 3 clusters Score: Raw -210837.648508 + Penalty 2543.594019 = -208294.054489 nChanged 9 SP:Iteration 15Q (7540.867127 sec): 3 clusters Score: Raw -210840.731946 + Penalty 2543.594019 = -208297.137927 nChanged 7 SP:Iteration 16Q (7540.905347 sec): 3 clusters Score: Raw -210844.235741 + Penalty 2543.594019 = -208300.641722 nChanged 10 SP:Iteration 17Q (7540.942651 sec): 3 clusters Score: Raw -210847.342071 + Penalty 2543.594019 = -208303.748052 nChanged 1 SP:Iteration 18Q (7540.995415 sec): 3 clusters Score: Raw -210847.773481 + Penalty 2543.594019 = -208304.179462 nChanged 2 SP:Iteration 19Q (7541.047188 sec): 3 clusters Score: Raw -210848.140697 + Penalty 2543.594019 = -208304.546678 nChanged 2 SP:Iteration 20F (7541.099311 sec): 3 clusters Score: Raw -210849.281560 + Penalty 2543.594019 = -208305.687541 nChanged 3 SP:Iteration 21Q (7541.143925 sec): 3 clusters Score: Raw -210850.603217 + Penalty 2543.594019 = -208307.009198 nChanged 4 SP:Iteration 22Q (7541.190586 sec): 3 clusters Score: Raw -210852.708886 + Penalty 2543.594019 = -208309.114867 nChanged 5 SP:Iteration 23Q (7541.242574 sec): 3 clusters Score: Raw -210854.721754 + Penalty 2543.594019 = -208311.127735 nChanged 7 SP:Iteration 24Q (7541.290137 sec): 3 clusters Score: Raw -210857.023767 + Penalty 2543.594019 = -208313.429748 nChanged 5 SP:Iteration 25Q (7541.339989 sec): 3 clusters Score: Raw -210860.640146 + Penalty 2543.594019 = -208317.046127 nChanged 7 SP:Iteration 26Q (7541.391847 sec): 3 clusters Score: Raw -210864.200017 + Penalty 2543.594019 = -208320.605998 nChanged 6 SP:Iteration 27Q (7541.442307 sec): 3 clusters Score: Raw -210867.151159 + Penalty 2543.594019 = -208323.557140 nChanged 5 SP:Iteration 28Q (7541.494985 sec): 3 clusters Score: Raw -210869.137970 + Penalty 2543.594019 = -208325.543951 nChanged 4 SP:Iteration 29Q (7541.546592 sec): 3 clusters Score: Raw -210870.210569 + Penalty 2543.594019 = -208326.616550 nChanged 1 SP:Iteration 30Q (7541.596798 sec): 3 clusters Score: Raw -210870.478422 + Penalty 2543.594019 = -208326.884403 nChanged 2 SP:Iteration 31Q (7541.654825 sec): 3 clusters Score: Raw -210871.358141 + Penalty 2543.594019 = -208327.764122 nChanged 1 SP:Iteration 32Q (7541.692473 sec): 3 clusters Score: Raw -210871.599401 + Penalty 2543.594019 = -208328.005382 nChanged 0 SP:Iteration 33F (7541.732672 sec): 3 clusters Score: Raw -210871.599401 + Penalty 2543.594019 = -208328.005382 nChanged 0 Trying to split cluster 3 (31531 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7541.796472 sec): 2 clusters Score: Raw -2643494.449631 + Penalty 1683.293051 = -2641811.156580 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7541.890364 sec): 3 clusters Score: Raw -2624122.910070 + Penalty 3366.586102 = -2620756.323968 nChanged 14480 SP:Iteration 1F (7541.984652 sec): 3 clusters Score: Raw -2632362.757849 + Penalty 3366.586102 = -2628996.171747 nChanged 1571 SP:Iteration 2Q (7542.079086 sec): 3 clusters Score: Raw -2633001.840450 + Penalty 3366.586102 = -2629635.254348 nChanged 1661 SP:Iteration 3F (7542.177357 sec): 3 clusters Score: Raw -2633791.289300 + Penalty 3366.586102 = -2630424.703198 nChanged 1678 SP:Iteration 4F (7542.255250 sec): 3 clusters Score: Raw -2634669.922090 + Penalty 3366.586102 = -2631303.335987 nChanged 1753 SP:Iteration 5F (7542.346173 sec): 3 clusters Score: Raw -2635637.550300 + Penalty 3366.586102 = -2632270.964198 nChanged 1713 SP:Iteration 6F (7542.456124 sec): 3 clusters Score: Raw -2636528.167265 + Penalty 3366.586102 = -2633161.581163 nChanged 1524 SP:Iteration 7Q (7542.553493 sec): 3 clusters Score: Raw -2637252.162472 + Penalty 3366.586102 = -2633885.576370 nChanged 1300 SP:Iteration 8Q (7542.644149 sec): 3 clusters Score: Raw -2637784.063531 + Penalty 3366.586102 = -2634417.477429 nChanged 1127 SP:Iteration 9Q (7542.740648 sec): 3 clusters Score: Raw -2638200.356174 + Penalty 3366.586102 = -2634833.770072 nChanged 960 SP:Iteration 10Q (7542.839471 sec): 3 clusters Score: Raw -2638546.787082 + Penalty 3366.586102 = -2635180.200980 nChanged 878 SP:Iteration 11Q (7542.936102 sec): 3 clusters Score: Raw -2638866.856951 + Penalty 3366.586102 = -2635500.270849 nChanged 869 SP:Iteration 12Q (7543.039201 sec): 3 clusters Score: Raw -2639171.091904 + Penalty 3366.586102 = -2635804.505802 nChanged 780 SP:Iteration 13Q (7543.142828 sec): 3 clusters Score: Raw -2639415.939426 + Penalty 3366.586102 = -2636049.353324 nChanged 698 SP:Iteration 14Q (7543.239789 sec): 3 clusters Score: Raw -2639606.845470 + Penalty 3366.586102 = -2636240.259368 nChanged 607 SP:Iteration 15Q (7543.340178 sec): 3 clusters Score: Raw -2639775.661795 + Penalty 3366.586102 = -2636409.075693 nChanged 536 SP:Iteration 16Q (7543.433798 sec): 3 clusters Score: Raw -2639920.684752 + Penalty 3366.586102 = -2636554.098650 nChanged 474 SP:Iteration 17Q (7543.526539 sec): 3 clusters Score: Raw -2640050.735466 + Penalty 3366.586102 = -2636684.149363 nChanged 420 SP:Iteration 18Q (7543.620548 sec): 3 clusters Score: Raw -2640162.954158 + Penalty 3366.586102 = -2636796.368056 nChanged 385 SP:Iteration 19Q (7543.694847 sec): 3 clusters Score: Raw -2640273.592705 + Penalty 3366.586102 = -2636907.006603 nChanged 397 SP:Iteration 20F (7543.788791 sec): 3 clusters Score: Raw -2640397.970165 + Penalty 3366.586102 = -2637031.384063 nChanged 409 SP:Iteration 21Q (7543.869830 sec): 3 clusters Score: Raw -2640524.746153 + Penalty 3366.586102 = -2637158.160051 nChanged 430 SP:Iteration 22Q (7543.965738 sec): 3 clusters Score: Raw -2640671.104190 + Penalty 3366.586102 = -2637304.518088 nChanged 446 SP:Iteration 23Q (7544.055728 sec): 3 clusters Score: Raw -2640828.153083 + Penalty 3366.586102 = -2637461.566981 nChanged 450 SP:Iteration 24Q (7544.144029 sec): 3 clusters Score: Raw -2640993.409648 + Penalty 3366.586102 = -2637626.823546 nChanged 462 SP:Iteration 25Q (7544.226492 sec): 3 clusters Score: Raw -2641160.072978 + Penalty 3366.586102 = -2637793.486876 nChanged 433 SP:Iteration 26Q (7544.325972 sec): 3 clusters Score: Raw -2641304.741815 + Penalty 3366.586102 = -2637938.155713 nChanged 437 SP:Iteration 27Q (7544.421117 sec): 3 clusters Score: Raw -2641453.459612 + Penalty 3366.586102 = -2638086.873510 nChanged 427 SP:Iteration 28Q (7544.513918 sec): 3 clusters Score: Raw -2641601.202248 + Penalty 3366.586102 = -2638234.616146 nChanged 428 SP:Iteration 29Q (7544.614191 sec): 3 clusters Score: Raw -2641743.351319 + Penalty 3366.586102 = -2638376.765217 nChanged 437 SP:Iteration 30Q (7544.702193 sec): 3 clusters Score: Raw -2641895.670181 + Penalty 3366.586102 = -2638529.084079 nChanged 433 SP:Iteration 31Q (7544.789678 sec): 3 clusters Score: Raw -2642039.699231 + Penalty 3366.586102 = -2638673.113129 nChanged 424 SP:Iteration 32Q (7544.884488 sec): 3 clusters Score: Raw -2642182.215055 + Penalty 3366.586102 = -2638815.628953 nChanged 444 SP:Iteration 33Q (7544.957868 sec): 3 clusters Score: Raw -2642341.783787 + Penalty 3366.586102 = -2638975.197685 nChanged 426 SP:Iteration 34Q (7545.053938 sec): 3 clusters Score: Raw -2642491.419809 + Penalty 3366.586102 = -2639124.833707 nChanged 404 SP:Iteration 35Q (7545.141554 sec): 3 clusters Score: Raw -2642644.731989 + Penalty 3366.586102 = -2639278.145887 nChanged 383 SP:Iteration 36Q (7545.217679 sec): 3 clusters Score: Raw -2642794.211400 + Penalty 3366.586102 = -2639427.625298 nChanged 358 SP:Iteration 37Q (7545.320892 sec): 3 clusters Score: Raw -2642941.755653 + Penalty 3366.586102 = -2639575.169551 nChanged 333 SP:Iteration 38Q (7545.412566 sec): 3 clusters Score: Raw -2643087.907595 + Penalty 3366.586102 = -2639721.321492 nChanged 300 SP:Iteration 39Q (7545.501530 sec): 3 clusters Score: Raw -2643224.445967 + Penalty 3366.586102 = -2639857.859865 nChanged 247 SP:Iteration 40F (7545.590935 sec): 3 clusters Score: Raw -2643332.770701 + Penalty 3366.586102 = -2639966.184599 nChanged 223 SP:Iteration 41Q (7545.667604 sec): 3 clusters Score: Raw -2643429.289977 + Penalty 3366.586102 = -2640062.703875 nChanged 199 SP:Iteration 42Q (7545.761410 sec): 3 clusters Score: Raw -2643514.794036 + Penalty 3366.586102 = -2640148.207934 nChanged 170 SP:Iteration 43Q (7545.840075 sec): 3 clusters Score: Raw -2643584.519294 + Penalty 3366.586102 = -2640217.933192 nChanged 125 SP:Iteration 44Q (7545.929666 sec): 3 clusters Score: Raw -2643631.527949 + Penalty 3366.586102 = -2640264.941847 nChanged 100 SP:Iteration 45Q (7546.005802 sec): 3 clusters Score: Raw -2643668.876421 + Penalty 3366.586102 = -2640302.290319 nChanged 83 SP:Iteration 46Q (7546.083407 sec): 3 clusters Score: Raw -2643701.405013 + Penalty 3366.586102 = -2640334.818910 nChanged 83 SP:Iteration 47Q (7546.163492 sec): 3 clusters Score: Raw -2643732.691135 + Penalty 3366.586102 = -2640366.105033 nChanged 68 SP:Iteration 48Q (7546.259006 sec): 3 clusters Score: Raw -2643758.227018 + Penalty 3366.586102 = -2640391.640916 nChanged 52 SP:Iteration 49Q (7546.337781 sec): 3 clusters Score: Raw -2643777.390976 + Penalty 3366.586102 = -2640410.804874 nChanged 38 SP:Iteration 50Q (7546.430234 sec): 3 clusters Score: Raw -2643789.379521 + Penalty 3366.586102 = -2640422.793419 nChanged 33 SP:Iteration 51Q (7546.512534 sec): 3 clusters Score: Raw -2643799.183119 + Penalty 3366.586102 = -2640432.597017 nChanged 24 SP:Iteration 52Q (7546.609475 sec): 3 clusters Score: Raw -2643805.607043 + Penalty 3366.586102 = -2640439.020941 nChanged 24 SP:Iteration 53Q (7546.695940 sec): 3 clusters Score: Raw -2643815.693009 + Penalty 3366.586102 = -2640449.106907 nChanged 28 SP:Iteration 54Q (7546.766873 sec): 3 clusters Score: Raw -2643828.610578 + Penalty 3366.586102 = -2640462.024476 nChanged 26 SP:Iteration 55Q (7546.860086 sec): 3 clusters Score: Raw -2643838.891289 + Penalty 3366.586102 = -2640472.305187 nChanged 22 SP:Iteration 56Q (7546.949729 sec): 3 clusters Score: Raw -2643846.702949 + Penalty 3366.586102 = -2640480.116847 nChanged 14 SP:Iteration 57Q (7547.011256 sec): 3 clusters Score: Raw -2643852.809062 + Penalty 3366.586102 = -2640486.222960 nChanged 20 SP:Iteration 58Q (7547.106166 sec): 3 clusters Score: Raw -2643860.170148 + Penalty 3366.586102 = -2640493.584046 nChanged 18 SP:Iteration 59Q (7547.197041 sec): 3 clusters Score: Raw -2643865.622007 + Penalty 3366.586102 = -2640499.035905 nChanged 15 SP:Iteration 60F (7547.290096 sec): 3 clusters Score: Raw -2643871.477758 + Penalty 3366.586102 = -2640504.891656 nChanged 15 SP:Iteration 61Q (7547.370092 sec): 3 clusters Score: Raw -2643877.123392 + Penalty 3366.586102 = -2640510.537290 nChanged 10 SP:Iteration 62Q (7547.449399 sec): 3 clusters Score: Raw -2643880.391115 + Penalty 3366.586102 = -2640513.805013 nChanged 5 SP:Iteration 63Q (7547.544201 sec): 3 clusters Score: Raw -2643881.857671 + Penalty 3366.586102 = -2640515.271569 nChanged 5 SP:Iteration 64Q (7547.635605 sec): 3 clusters Score: Raw -2643883.553787 + Penalty 3366.586102 = -2640516.967685 nChanged 5 SP:Iteration 65Q (7547.723254 sec): 3 clusters Score: Raw -2643885.960999 + Penalty 3366.586102 = -2640519.374897 nChanged 4 SP:Iteration 66Q (7547.802445 sec): 3 clusters Score: Raw -2643887.512693 + Penalty 3366.586102 = -2640520.926591 nChanged 4 SP:Iteration 67Q (7547.891706 sec): 3 clusters Score: Raw -2643888.458126 + Penalty 3366.586102 = -2640521.872024 nChanged 2 SP:Iteration 68Q (7547.942812 sec): 3 clusters Score: Raw -2643888.723158 + Penalty 3366.586102 = -2640522.137056 nChanged 2 SP:Iteration 69Q (7548.037571 sec): 3 clusters Score: Raw -2643889.037694 + Penalty 3366.586102 = -2640522.451592 nChanged 2 SP:Iteration 70Q (7548.119886 sec): 3 clusters Score: Raw -2643889.683186 + Penalty 3366.586102 = -2640523.097083 nChanged 2 SP:Iteration 71Q (7548.209378 sec): 3 clusters Score: Raw -2643890.200024 + Penalty 3366.586102 = -2640523.613922 nChanged 1 SP:Iteration 72Q (7548.285446 sec): 3 clusters Score: Raw -2643890.621090 + Penalty 3366.586102 = -2640524.034988 nChanged 1 SP:Iteration 73Q (7548.377051 sec): 3 clusters Score: Raw -2643890.831989 + Penalty 3366.586102 = -2640524.245887 nChanged 1 SP:Iteration 74Q (7548.467352 sec): 3 clusters Score: Raw -2643891.071745 + Penalty 3366.586102 = -2640524.485643 nChanged 2 SP:Iteration 75Q (7548.556163 sec): 3 clusters Score: Raw -2643891.518522 + Penalty 3366.586102 = -2640524.932420 nChanged 1 SP:Iteration 76Q (7548.645773 sec): 3 clusters Score: Raw -2643891.656167 + Penalty 3366.586102 = -2640525.070065 nChanged 0 SP:Iteration 77F (7548.725681 sec): 3 clusters Score: Raw -2643891.656167 + Penalty 3366.586102 = -2640525.070065 nChanged 0 Trying to split cluster 4 (45710 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7548.812473 sec): 2 clusters Score: Raw -3856071.879748 + Penalty 1743.636760 = -3854328.242988 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7548.929126 sec): 3 clusters Score: Raw -3827247.234763 + Penalty 3487.273521 = -3823759.961243 nChanged 21353 SP:Iteration 1F (7549.044080 sec): 3 clusters Score: Raw -3840149.336955 + Penalty 3487.273521 = -3836662.063435 nChanged 2353 SP:Iteration 2F (7549.166030 sec): 3 clusters Score: Raw -3841167.970810 + Penalty 3487.273521 = -3837680.697289 nChanged 2395 SP:Iteration 3F (7549.281141 sec): 3 clusters Score: Raw -3842316.331661 + Penalty 3487.273521 = -3838829.058141 nChanged 2525 SP:Iteration 4F (7549.380576 sec): 3 clusters Score: Raw -3843620.533496 + Penalty 3487.273521 = -3840133.259975 nChanged 2420 SP:Iteration 5F (7549.475344 sec): 3 clusters Score: Raw -3844911.736817 + Penalty 3487.273521 = -3841424.463296 nChanged 2339 SP:Iteration 6F (7549.600263 sec): 3 clusters Score: Raw -3846177.446075 + Penalty 3487.273521 = -3842690.172554 nChanged 2243 SP:Iteration 7Q (7549.727370 sec): 3 clusters Score: Raw -3847369.815053 + Penalty 3487.273521 = -3843882.541533 nChanged 2150 SP:Iteration 8Q (7549.846752 sec): 3 clusters Score: Raw -3848525.353486 + Penalty 3487.273521 = -3845038.079966 nChanged 1998 SP:Iteration 9Q (7549.948309 sec): 3 clusters Score: Raw -3849525.199730 + Penalty 3487.273521 = -3846037.926210 nChanged 1702 SP:Iteration 10Q (7550.070108 sec): 3 clusters Score: Raw -3850308.100680 + Penalty 3487.273521 = -3846820.827159 nChanged 1479 SP:Iteration 11Q (7550.184361 sec): 3 clusters Score: Raw -3850923.320605 + Penalty 3487.273521 = -3847436.047084 nChanged 1236 SP:Iteration 12Q (7550.306209 sec): 3 clusters Score: Raw -3851398.673926 + Penalty 3487.273521 = -3847911.400405 nChanged 1077 SP:Iteration 13Q (7550.419766 sec): 3 clusters Score: Raw -3851815.698300 + Penalty 3487.273521 = -3848328.424779 nChanged 1000 SP:Iteration 14Q (7550.528852 sec): 3 clusters Score: Raw -3852179.726734 + Penalty 3487.273521 = -3848692.453213 nChanged 857 SP:Iteration 15Q (7550.617104 sec): 3 clusters Score: Raw -3852489.018717 + Penalty 3487.273521 = -3849001.745196 nChanged 843 SP:Iteration 16Q (7550.705371 sec): 3 clusters Score: Raw -3852792.756683 + Penalty 3487.273521 = -3849305.483163 nChanged 826 SP:Iteration 17Q (7550.830158 sec): 3 clusters Score: Raw -3853102.029647 + Penalty 3487.273521 = -3849614.756126 nChanged 814 SP:Iteration 18Q (7550.923382 sec): 3 clusters Score: Raw -3853407.054841 + Penalty 3487.273521 = -3849919.781320 nChanged 782 SP:Iteration 19Q (7551.049179 sec): 3 clusters Score: Raw -3853710.196752 + Penalty 3487.273521 = -3850222.923232 nChanged 773 SP:Iteration 20F (7551.174976 sec): 3 clusters Score: Raw -3854012.991133 + Penalty 3487.273521 = -3850525.717612 nChanged 743 SP:Iteration 21Q (7551.290314 sec): 3 clusters Score: Raw -3854298.991317 + Penalty 3487.273521 = -3850811.717797 nChanged 695 SP:Iteration 22Q (7551.397239 sec): 3 clusters Score: Raw -3854564.647236 + Penalty 3487.273521 = -3851077.373715 nChanged 656 SP:Iteration 23Q (7551.516191 sec): 3 clusters Score: Raw -3854835.275700 + Penalty 3487.273521 = -3851348.002180 nChanged 604 SP:Iteration 24Q (7551.629478 sec): 3 clusters Score: Raw -3855085.705003 + Penalty 3487.273521 = -3851598.431482 nChanged 553 SP:Iteration 25Q (7551.743668 sec): 3 clusters Score: Raw -3855304.676678 + Penalty 3487.273521 = -3851817.403157 nChanged 482 SP:Iteration 26Q (7551.857384 sec): 3 clusters Score: Raw -3855505.451374 + Penalty 3487.273521 = -3852018.177854 nChanged 412 SP:Iteration 27Q (7551.960234 sec): 3 clusters Score: Raw -3855677.139469 + Penalty 3487.273521 = -3852189.865948 nChanged 338 SP:Iteration 28Q (7552.071870 sec): 3 clusters Score: Raw -3855814.231474 + Penalty 3487.273521 = -3852326.957953 nChanged 295 SP:Iteration 29Q (7552.184523 sec): 3 clusters Score: Raw -3855953.788047 + Penalty 3487.273521 = -3852466.514527 nChanged 259 SP:Iteration 30Q (7552.285188 sec): 3 clusters Score: Raw -3856069.545580 + Penalty 3487.273521 = -3852582.272059 nChanged 203 SP:Iteration 31Q (7552.406457 sec): 3 clusters Score: Raw -3856150.399170 + Penalty 3487.273521 = -3852663.125649 nChanged 160 SP:Iteration 32Q (7552.512535 sec): 3 clusters Score: Raw -3856218.889501 + Penalty 3487.273521 = -3852731.615981 nChanged 136 SP:Iteration 33Q (7552.631297 sec): 3 clusters Score: Raw -3856270.647522 + Penalty 3487.273521 = -3852783.374001 nChanged 100 SP:Iteration 34Q (7552.741716 sec): 3 clusters Score: Raw -3856307.490305 + Penalty 3487.273521 = -3852820.216784 nChanged 93 SP:Iteration 35Q (7552.850874 sec): 3 clusters Score: Raw -3856339.617934 + Penalty 3487.273521 = -3852852.344413 nChanged 81 SP:Iteration 36Q (7552.956431 sec): 3 clusters Score: Raw -3856375.459945 + Penalty 3487.273521 = -3852888.186424 nChanged 71 SP:Iteration 37Q (7553.060476 sec): 3 clusters Score: Raw -3856403.890432 + Penalty 3487.273521 = -3852916.616911 nChanged 55 SP:Iteration 38Q (7553.173145 sec): 3 clusters Score: Raw -3856422.899540 + Penalty 3487.273521 = -3852935.626020 nChanged 44 SP:Iteration 39Q (7553.300362 sec): 3 clusters Score: Raw -3856436.526743 + Penalty 3487.273521 = -3852949.253223 nChanged 41 SP:Iteration 40F (7553.429979 sec): 3 clusters Score: Raw -3856447.879031 + Penalty 3487.273521 = -3852960.605510 nChanged 28 SP:Iteration 41Q (7553.546718 sec): 3 clusters Score: Raw -3856453.539568 + Penalty 3487.273521 = -3852966.266047 nChanged 17 SP:Iteration 42Q (7553.656538 sec): 3 clusters Score: Raw -3856457.230241 + Penalty 3487.273521 = -3852969.956720 nChanged 16 SP:Iteration 43Q (7553.768785 sec): 3 clusters Score: Raw -3856461.227116 + Penalty 3487.273521 = -3852973.953595 nChanged 17 SP:Iteration 44Q (7553.885958 sec): 3 clusters Score: Raw -3856465.548343 + Penalty 3487.273521 = -3852978.274822 nChanged 21 SP:Iteration 45Q (7554.002842 sec): 3 clusters Score: Raw -3856472.065292 + Penalty 3487.273521 = -3852984.791771 nChanged 21 SP:Iteration 46Q (7554.119557 sec): 3 clusters Score: Raw -3856477.016412 + Penalty 3487.273521 = -3852989.742892 nChanged 16 SP:Iteration 47Q (7554.227405 sec): 3 clusters Score: Raw -3856481.140260 + Penalty 3487.273521 = -3852993.866740 nChanged 21 SP:Iteration 48Q (7554.338486 sec): 3 clusters Score: Raw -3856488.039083 + Penalty 3487.273521 = -3853000.765562 nChanged 19 SP:Iteration 49Q (7554.452410 sec): 3 clusters Score: Raw -3856492.877534 + Penalty 3487.273521 = -3853005.604013 nChanged 12 SP:Iteration 50Q (7554.571870 sec): 3 clusters Score: Raw -3856496.248345 + Penalty 3487.273521 = -3853008.974824 nChanged 11 SP:Iteration 51Q (7554.669788 sec): 3 clusters Score: Raw -3856499.376040 + Penalty 3487.273521 = -3853012.102520 nChanged 11 SP:Iteration 52Q (7554.782518 sec): 3 clusters Score: Raw -3856502.453950 + Penalty 3487.273521 = -3853015.180430 nChanged 8 SP:Iteration 53Q (7554.895435 sec): 3 clusters Score: Raw -3856503.955313 + Penalty 3487.273521 = -3853016.681793 nChanged 4 SP:Iteration 54Q (7555.010332 sec): 3 clusters Score: Raw -3856505.212248 + Penalty 3487.273521 = -3853017.938727 nChanged 7 SP:Iteration 55Q (7555.118921 sec): 3 clusters Score: Raw -3856506.481373 + Penalty 3487.273521 = -3853019.207852 nChanged 4 SP:Iteration 56Q (7555.219899 sec): 3 clusters Score: Raw -3856507.097707 + Penalty 3487.273521 = -3853019.824186 nChanged 3 SP:Iteration 57Q (7555.329125 sec): 3 clusters Score: Raw -3856508.369100 + Penalty 3487.273521 = -3853021.095579 nChanged 4 SP:Iteration 58Q (7555.439665 sec): 3 clusters Score: Raw -3856509.345648 + Penalty 3487.273521 = -3853022.072128 nChanged 3 SP:Iteration 59Q (7555.550009 sec): 3 clusters Score: Raw -3856509.822488 + Penalty 3487.273521 = -3853022.548968 nChanged 3 SP:Iteration 60F (7555.666987 sec): 3 clusters Score: Raw -3856510.346869 + Penalty 3487.273521 = -3853023.073348 nChanged 5 SP:Iteration 61Q (7555.771505 sec): 3 clusters Score: Raw -3856510.890946 + Penalty 3487.273521 = -3853023.617425 nChanged 3 SP:Iteration 62Q (7555.862526 sec): 3 clusters Score: Raw -3856511.398683 + Penalty 3487.273521 = -3853024.125163 nChanged 4 SP:Iteration 63Q (7555.966020 sec): 3 clusters Score: Raw -3856513.140487 + Penalty 3487.273521 = -3853025.866966 nChanged 9 SP:Iteration 64Q (7556.069350 sec): 3 clusters Score: Raw -3856517.201798 + Penalty 3487.273521 = -3853029.928277 nChanged 10 SP:Iteration 65Q (7556.188563 sec): 3 clusters Score: Raw -3856520.078010 + Penalty 3487.273521 = -3853032.804489 nChanged 11 SP:Iteration 66Q (7556.311967 sec): 3 clusters Score: Raw -3856523.365741 + Penalty 3487.273521 = -3853036.092220 nChanged 16 SP:Iteration 67Q (7556.411425 sec): 3 clusters Score: Raw -3856527.499523 + Penalty 3487.273521 = -3853040.226002 nChanged 7 SP:Iteration 68Q (7556.530476 sec): 3 clusters Score: Raw -3856529.919488 + Penalty 3487.273521 = -3853042.645967 nChanged 9 SP:Iteration 69Q (7556.639467 sec): 3 clusters Score: Raw -3856532.596540 + Penalty 3487.273521 = -3853045.323019 nChanged 10 SP:Iteration 70Q (7556.755773 sec): 3 clusters Score: Raw -3856535.419777 + Penalty 3487.273521 = -3853048.146256 nChanged 6 SP:Iteration 71Q (7556.872830 sec): 3 clusters Score: Raw -3856537.078490 + Penalty 3487.273521 = -3853049.804970 nChanged 2 SP:Iteration 72Q (7556.990797 sec): 3 clusters Score: Raw -3856537.370632 + Penalty 3487.273521 = -3853050.097111 nChanged 3 SP:Iteration 73Q (7557.106928 sec): 3 clusters Score: Raw -3856537.746494 + Penalty 3487.273521 = -3853050.472973 nChanged 1 SP:Iteration 74Q (7557.206822 sec): 3 clusters Score: Raw -3856538.020864 + Penalty 3487.273521 = -3853050.747344 nChanged 1 SP:Iteration 75Q (7557.317688 sec): 3 clusters Score: Raw -3856538.401756 + Penalty 3487.273521 = -3853051.128236 nChanged 3 SP:Iteration 76Q (7557.428829 sec): 3 clusters Score: Raw -3856539.039133 + Penalty 3487.273521 = -3853051.765613 nChanged 2 SP:Iteration 77Q (7557.549007 sec): 3 clusters Score: Raw -3856539.600898 + Penalty 3487.273521 = -3853052.327378 nChanged 3 SP:Iteration 78Q (7557.664136 sec): 3 clusters Score: Raw -3856540.223045 + Penalty 3487.273521 = -3853052.949524 nChanged 2 SP:Iteration 79Q (7557.779129 sec): 3 clusters Score: Raw -3856540.459069 + Penalty 3487.273521 = -3853053.185549 nChanged 0 SP:Iteration 80F (7557.895995 sec): 3 clusters Score: Raw -3856540.459069 + Penalty 3487.273521 = -3853053.185549 nChanged 0 Trying to split cluster 5 (1538 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7557.929849 sec): 2 clusters Score: Raw -90254.288196 + Penalty 1192.463699 = -89061.824496 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7557.973865 sec): 3 clusters Score: Raw -89712.796122 + Penalty 2384.927399 = -87327.868723 nChanged 550 SP:Iteration 1F (7558.025959 sec): 3 clusters Score: Raw -90239.257275 + Penalty 2384.927399 = -87854.329876 nChanged 135 SP:Iteration 2F (7558.076887 sec): 3 clusters Score: Raw -90379.092991 + Penalty 2384.927399 = -87994.165592 nChanged 96 SP:Iteration 3F (7558.114572 sec): 3 clusters Score: Raw -90516.048607 + Penalty 2384.927399 = -88131.121208 nChanged 107 SP:Iteration 4F (7558.160386 sec): 3 clusters Score: Raw -90706.745988 + Penalty 2384.927399 = -88321.818589 nChanged 121 SP:Iteration 5F (7558.211533 sec): 3 clusters Score: Raw -90911.425821 + Penalty 2384.927399 = -88526.498422 nChanged 93 SP:Iteration 6F (7558.261617 sec): 3 clusters Score: Raw -91035.035001 + Penalty 2384.927399 = -88650.107603 nChanged 73 SP:Iteration 7Q (7558.322874 sec): 3 clusters Score: Raw -91138.937592 + Penalty 2384.927399 = -88754.010194 nChanged 65 SP:Iteration 8Q (7558.358762 sec): 3 clusters Score: Raw -91223.467173 + Penalty 2384.927399 = -88838.539775 nChanged 36 SP:Iteration 9Q (7558.408495 sec): 3 clusters Score: Raw -91286.367448 + Penalty 2384.927399 = -88901.440049 nChanged 35 SP:Iteration 10Q (7558.456935 sec): 3 clusters Score: Raw -91335.069330 + Penalty 2384.927399 = -88950.141932 nChanged 21 SP:Iteration 11Q (7558.499388 sec): 3 clusters Score: Raw -91356.032191 + Penalty 2384.927399 = -88971.104792 nChanged 9 SP:Iteration 12Q (7558.550667 sec): 3 clusters Score: Raw -91361.096226 + Penalty 2384.927399 = -88976.168827 nChanged 6 SP:Iteration 13Q (7558.597446 sec): 3 clusters Score: Raw -91364.281713 + Penalty 2384.927399 = -88979.354314 nChanged 6 SP:Iteration 14Q (7558.639888 sec): 3 clusters Score: Raw -91369.151312 + Penalty 2384.927399 = -88984.223913 nChanged 7 SP:Iteration 15Q (7558.691535 sec): 3 clusters Score: Raw -91377.507044 + Penalty 2384.927399 = -88992.579645 nChanged 8 SP:Iteration 16Q (7558.741987 sec): 3 clusters Score: Raw -91387.366161 + Penalty 2384.927399 = -89002.438763 nChanged 7 SP:Iteration 17Q (7558.792346 sec): 3 clusters Score: Raw -91393.202279 + Penalty 2384.927399 = -89008.274880 nChanged 5 SP:Iteration 18Q (7558.854511 sec): 3 clusters Score: Raw -91398.328291 + Penalty 2384.927399 = -89013.400893 nChanged 6 SP:Iteration 19Q (7558.905871 sec): 3 clusters Score: Raw -91401.436688 + Penalty 2384.927399 = -89016.509289 nChanged 2 SP:Iteration 20F (7558.945294 sec): 3 clusters Score: Raw -91402.135767 + Penalty 2384.927399 = -89017.208368 nChanged 0 Trying to split cluster 6 (559 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7558.969910 sec): 2 clusters Score: Raw -43374.993665 + Penalty 1027.999289 = -42346.994375 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7559.019213 sec): 3 clusters Score: Raw -43261.898713 + Penalty 2055.998579 = -41205.900134 nChanged 135 SP:Iteration 1F (7559.061941 sec): 3 clusters Score: Raw -43425.363093 + Penalty 2055.998579 = -41369.364514 nChanged 37 SP:Iteration 2F (7559.111304 sec): 3 clusters Score: Raw -43494.739125 + Penalty 2055.998579 = -41438.740546 nChanged 22 SP:Iteration 3Q (7559.157978 sec): 3 clusters Score: Raw -43530.016204 + Penalty 2055.998579 = -41474.017625 nChanged 15 SP:Iteration 4Q (7559.204463 sec): 3 clusters Score: Raw -43558.789532 + Penalty 2055.998579 = -41502.790954 nChanged 12 SP:Iteration 5Q (7559.247062 sec): 3 clusters Score: Raw -43578.970144 + Penalty 2055.998579 = -41522.971565 nChanged 9 SP:Iteration 6Q (7559.296713 sec): 3 clusters Score: Raw -43592.899604 + Penalty 2055.998579 = -41536.901025 nChanged 4 SP:Iteration 7Q (7559.346086 sec): 3 clusters Score: Raw -43600.983313 + Penalty 2055.998579 = -41544.984735 nChanged 1 SP:Iteration 8Q (7559.407536 sec): 3 clusters Score: Raw -43603.421848 + Penalty 2055.998579 = -41547.423269 nChanged 1 SP:Iteration 9Q (7559.445046 sec): 3 clusters Score: Raw -43604.452081 + Penalty 2055.998579 = -41548.453502 nChanged 2 SP:Iteration 10Q (7559.490933 sec): 3 clusters Score: Raw -43605.380007 + Penalty 2055.998579 = -41549.381428 nChanged 1 SP:Iteration 11Q (7559.552309 sec): 3 clusters Score: Raw -43606.199720 + Penalty 2055.998579 = -41550.201141 nChanged 0 SP:Iteration 12F (7559.590060 sec): 3 clusters Score: Raw -43606.199720 + Penalty 2055.998579 = -41550.201141 nChanged 0 Trying to split cluster 7 (12002 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7559.642000 sec): 2 clusters Score: Raw -985976.702953 + Penalty 1526.334645 = -984450.368308 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7559.701119 sec): 3 clusters Score: Raw -979114.700679 + Penalty 3052.669289 = -976062.031390 nChanged 5257 SP:Iteration 1F (7559.769455 sec): 3 clusters Score: Raw -982148.015054 + Penalty 3052.669289 = -979095.345765 nChanged 771 SP:Iteration 2F (7559.834846 sec): 3 clusters Score: Raw -982546.548580 + Penalty 3052.669289 = -979493.879291 nChanged 682 SP:Iteration 3F (7559.913226 sec): 3 clusters Score: Raw -982924.438187 + Penalty 3052.669289 = -979871.768898 nChanged 693 SP:Iteration 4F (7559.975968 sec): 3 clusters Score: Raw -983354.795457 + Penalty 3052.669289 = -980302.126168 nChanged 664 SP:Iteration 5F (7560.044180 sec): 3 clusters Score: Raw -983784.102265 + Penalty 3052.669289 = -980731.432976 nChanged 590 SP:Iteration 6Q (7560.113519 sec): 3 clusters Score: Raw -984177.100316 + Penalty 3052.669289 = -981124.431027 nChanged 552 SP:Iteration 7Q (7560.195692 sec): 3 clusters Score: Raw -984557.700812 + Penalty 3052.669289 = -981505.031523 nChanged 442 SP:Iteration 8Q (7560.256555 sec): 3 clusters Score: Raw -984843.541304 + Penalty 3052.669289 = -981790.872015 nChanged 379 SP:Iteration 9Q (7560.319759 sec): 3 clusters Score: Raw -985149.732170 + Penalty 3052.669289 = -982097.062881 nChanged 349 SP:Iteration 10Q (7560.396918 sec): 3 clusters Score: Raw -985443.122941 + Penalty 3052.669289 = -982390.453652 nChanged 304 SP:Iteration 11Q (7560.455108 sec): 3 clusters Score: Raw -985672.115852 + Penalty 3052.669289 = -982619.446563 nChanged 248 SP:Iteration 12Q (7560.531357 sec): 3 clusters Score: Raw -985835.437516 + Penalty 3052.669289 = -982782.768227 nChanged 178 SP:Iteration 13Q (7560.589218 sec): 3 clusters Score: Raw -985948.914637 + Penalty 3052.669289 = -982896.245348 nChanged 138 SP:Iteration 14Q (7560.656770 sec): 3 clusters Score: Raw -986024.577149 + Penalty 3052.669289 = -982971.907860 nChanged 109 SP:Iteration 15Q (7560.723935 sec): 3 clusters Score: Raw -986080.709288 + Penalty 3052.669289 = -983028.039999 nChanged 78 SP:Iteration 16Q (7560.778808 sec): 3 clusters Score: Raw -986114.067568 + Penalty 3052.669289 = -983061.398279 nChanged 57 SP:Iteration 17Q (7560.843567 sec): 3 clusters Score: Raw -986136.561014 + Penalty 3052.669289 = -983083.891725 nChanged 59 SP:Iteration 18Q (7560.904085 sec): 3 clusters Score: Raw -986159.580359 + Penalty 3052.669289 = -983106.911070 nChanged 52 SP:Iteration 19Q (7560.978568 sec): 3 clusters Score: Raw -986178.193104 + Penalty 3052.669289 = -983125.523815 nChanged 34 SP:Iteration 20F (7561.043756 sec): 3 clusters Score: Raw -986186.301966 + Penalty 3052.669289 = -983133.632677 nChanged 18 SP:Iteration 21Q (7561.096249 sec): 3 clusters Score: Raw -986190.948253 + Penalty 3052.669289 = -983138.278964 nChanged 19 SP:Iteration 22Q (7561.157139 sec): 3 clusters Score: Raw -986197.226386 + Penalty 3052.669289 = -983144.557097 nChanged 19 SP:Iteration 23Q (7561.222146 sec): 3 clusters Score: Raw -986202.677105 + Penalty 3052.669289 = -983150.007816 nChanged 15 SP:Iteration 24Q (7561.290972 sec): 3 clusters Score: Raw -986205.865662 + Penalty 3052.669289 = -983153.196373 nChanged 13 SP:Iteration 25Q (7561.351467 sec): 3 clusters Score: Raw -986211.639727 + Penalty 3052.669289 = -983158.970438 nChanged 15 SP:Iteration 26Q (7561.421748 sec): 3 clusters Score: Raw -986217.435220 + Penalty 3052.669289 = -983164.765931 nChanged 19 SP:Iteration 27Q (7561.484044 sec): 3 clusters Score: Raw -986223.627897 + Penalty 3052.669289 = -983170.958608 nChanged 21 SP:Iteration 28Q (7561.551705 sec): 3 clusters Score: Raw -986230.092608 + Penalty 3052.669289 = -983177.423319 nChanged 21 SP:Iteration 29Q (7561.620613 sec): 3 clusters Score: Raw -986237.449103 + Penalty 3052.669289 = -983184.779813 nChanged 21 SP:Iteration 30Q (7561.687143 sec): 3 clusters Score: Raw -986244.209793 + Penalty 3052.669289 = -983191.540504 nChanged 14 SP:Iteration 31Q (7561.758313 sec): 3 clusters Score: Raw -986249.489519 + Penalty 3052.669289 = -983196.820230 nChanged 15 SP:Iteration 32Q (7561.813004 sec): 3 clusters Score: Raw -986254.816302 + Penalty 3052.669289 = -983202.147013 nChanged 15 SP:Iteration 33Q (7561.881797 sec): 3 clusters Score: Raw -986259.076107 + Penalty 3052.669289 = -983206.406818 nChanged 15 SP:Iteration 34Q (7561.957755 sec): 3 clusters Score: Raw -986263.391154 + Penalty 3052.669289 = -983210.721865 nChanged 13 SP:Iteration 35Q (7562.024109 sec): 3 clusters Score: Raw -986267.979040 + Penalty 3052.669289 = -983215.309751 nChanged 13 SP:Iteration 36Q (7562.078011 sec): 3 clusters Score: Raw -986271.027827 + Penalty 3052.669289 = -983218.358538 nChanged 6 SP:Iteration 37Q (7562.133932 sec): 3 clusters Score: Raw -986272.528920 + Penalty 3052.669289 = -983219.859631 nChanged 6 SP:Iteration 38Q (7562.186291 sec): 3 clusters Score: Raw -986273.802375 + Penalty 3052.669289 = -983221.133086 nChanged 3 SP:Iteration 39Q (7562.252699 sec): 3 clusters Score: Raw -986274.464108 + Penalty 3052.669289 = -983221.794819 nChanged 1 SP:Iteration 40F (7562.318173 sec): 3 clusters Score: Raw -986274.637974 + Penalty 3052.669289 = -983221.968685 nChanged 0 Trying to split cluster 8 (5307 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7562.346993 sec): 2 clusters Score: Raw -406767.083089 + Penalty 1393.727072 = -405373.356017 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7562.404387 sec): 3 clusters Score: Raw -403958.789005 + Penalty 2787.454144 = -401171.334860 nChanged 2145 SP:Iteration 1F (7562.461122 sec): 3 clusters Score: Raw -405123.958745 + Penalty 2787.454144 = -402336.504601 nChanged 381 SP:Iteration 2F (7562.518256 sec): 3 clusters Score: Raw -405322.725710 + Penalty 2787.454144 = -402535.271566 nChanged 300 SP:Iteration 3F (7562.575586 sec): 3 clusters Score: Raw -405488.631043 + Penalty 2787.454144 = -402701.176899 nChanged 255 SP:Iteration 4Q (7562.632757 sec): 3 clusters Score: Raw -405619.667523 + Penalty 2787.454144 = -402832.213379 nChanged 216 SP:Iteration 5Q (7562.689702 sec): 3 clusters Score: Raw -405732.624048 + Penalty 2787.454144 = -402945.169904 nChanged 204 SP:Iteration 6Q (7562.747672 sec): 3 clusters Score: Raw -405863.855499 + Penalty 2787.454144 = -403076.401355 nChanged 204 SP:Iteration 7Q (7562.794118 sec): 3 clusters Score: Raw -405994.357091 + Penalty 2787.454144 = -403206.902947 nChanged 211 SP:Iteration 8Q (7562.846381 sec): 3 clusters Score: Raw -406127.536053 + Penalty 2787.454144 = -403340.081908 nChanged 197 SP:Iteration 9Q (7562.903685 sec): 3 clusters Score: Raw -406250.702269 + Penalty 2787.454144 = -403463.248125 nChanged 169 SP:Iteration 10Q (7562.961485 sec): 3 clusters Score: Raw -406362.774064 + Penalty 2787.454144 = -403575.319919 nChanged 186 SP:Iteration 11Q (7563.014414 sec): 3 clusters Score: Raw -406487.991389 + Penalty 2787.454144 = -403700.537245 nChanged 155 SP:Iteration 12Q (7563.071413 sec): 3 clusters Score: Raw -406605.062200 + Penalty 2787.454144 = -403817.608055 nChanged 122 SP:Iteration 13Q (7563.128375 sec): 3 clusters Score: Raw -406692.789189 + Penalty 2787.454144 = -403905.335045 nChanged 97 SP:Iteration 14Q (7563.177514 sec): 3 clusters Score: Raw -406754.561306 + Penalty 2787.454144 = -403967.107162 nChanged 69 SP:Iteration 15Q (7563.229718 sec): 3 clusters Score: Raw -406803.493290 + Penalty 2787.454144 = -404016.039146 nChanged 57 SP:Iteration 16Q (7563.287836 sec): 3 clusters Score: Raw -406847.060217 + Penalty 2787.454144 = -404059.606072 nChanged 41 SP:Iteration 17Q (7563.356876 sec): 3 clusters Score: Raw -406880.248274 + Penalty 2787.454144 = -404092.794129 nChanged 37 SP:Iteration 18Q (7563.414068 sec): 3 clusters Score: Raw -406913.154391 + Penalty 2787.454144 = -404125.700247 nChanged 29 SP:Iteration 19Q (7563.462038 sec): 3 clusters Score: Raw -406933.547277 + Penalty 2787.454144 = -404146.093132 nChanged 25 SP:Iteration 20F (7563.518913 sec): 3 clusters Score: Raw -406947.803653 + Penalty 2787.454144 = -404160.349508 nChanged 18 SP:Iteration 21Q (7563.576947 sec): 3 clusters Score: Raw -406959.193480 + Penalty 2787.454144 = -404171.739335 nChanged 12 SP:Iteration 22Q (7563.634922 sec): 3 clusters Score: Raw -406969.953986 + Penalty 2787.454144 = -404182.499841 nChanged 12 SP:Iteration 23Q (7563.680385 sec): 3 clusters Score: Raw -406978.325550 + Penalty 2787.454144 = -404190.871406 nChanged 9 SP:Iteration 24Q (7563.748861 sec): 3 clusters Score: Raw -406984.873803 + Penalty 2787.454144 = -404197.419659 nChanged 8 SP:Iteration 25Q (7563.803028 sec): 3 clusters Score: Raw -406990.068352 + Penalty 2787.454144 = -404202.614208 nChanged 8 SP:Iteration 26Q (7563.861566 sec): 3 clusters Score: Raw -406997.591347 + Penalty 2787.454144 = -404210.137202 nChanged 12 SP:Iteration 27Q (7563.907947 sec): 3 clusters Score: Raw -407006.696323 + Penalty 2787.454144 = -404219.242178 nChanged 8 SP:Iteration 28Q (7563.972744 sec): 3 clusters Score: Raw -407011.796255 + Penalty 2787.454144 = -404224.342110 nChanged 7 SP:Iteration 29Q (7564.021807 sec): 3 clusters Score: Raw -407018.456084 + Penalty 2787.454144 = -404231.001940 nChanged 4 SP:Iteration 30Q (7564.087957 sec): 3 clusters Score: Raw -407022.253306 + Penalty 2787.454144 = -404234.799162 nChanged 3 SP:Iteration 31Q (7564.135773 sec): 3 clusters Score: Raw -407023.692294 + Penalty 2787.454144 = -404236.238149 nChanged 3 SP:Iteration 32Q (7564.157455 sec): 3 clusters Score: Raw -407025.787281 + Penalty 2787.454144 = -404238.333137 nChanged 2 SP:Iteration 33Q (7564.178436 sec): 3 clusters Score: Raw -407028.901558 + Penalty 2787.454144 = -404241.447414 nChanged 5 SP:Iteration 34Q (7564.223757 sec): 3 clusters Score: Raw -407032.925239 + Penalty 2787.454144 = -404245.471094 nChanged 2 SP:Iteration 35Q (7564.244460 sec): 3 clusters Score: Raw -407034.021640 + Penalty 2787.454144 = -404246.567495 nChanged 3 SP:Iteration 36Q (7564.265114 sec): 3 clusters Score: Raw -407035.627237 + Penalty 2787.454144 = -404248.173092 nChanged 1 SP:Iteration 37Q (7564.285690 sec): 3 clusters Score: Raw -407036.351983 + Penalty 2787.454144 = -404248.897839 nChanged 2 SP:Iteration 38Q (7564.306190 sec): 3 clusters Score: Raw -407037.597821 + Penalty 2787.454144 = -404250.143677 nChanged 1 SP:Iteration 39Q (7564.340807 sec): 3 clusters Score: Raw -407038.271581 + Penalty 2787.454144 = -404250.817437 nChanged 2 SP:Iteration 40F (7564.362376 sec): 3 clusters Score: Raw -407040.155826 + Penalty 2787.454144 = -404252.701681 nChanged 2 SP:Iteration 41Q (7564.382716 sec): 3 clusters Score: Raw -407041.149315 + Penalty 2787.454144 = -404253.695171 nChanged 2 SP:Iteration 42Q (7564.403486 sec): 3 clusters Score: Raw -407041.728786 + Penalty 2787.454144 = -404254.274642 nChanged 1 SP:Iteration 43Q (7564.424285 sec): 3 clusters Score: Raw -407042.493265 + Penalty 2787.454144 = -404255.039121 nChanged 0 SP:Iteration 44F (7564.445967 sec): 3 clusters Score: Raw -407042.493265 + Penalty 2787.454144 = -404255.039121 nChanged 0 Trying to split cluster 9 (2341 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7564.462306 sec): 2 clusters Score: Raw -174111.244905 + Penalty 1260.729188 = -172850.515716 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7564.475016 sec): 3 clusters Score: Raw -173076.259445 + Penalty 2521.458377 = -170554.801068 nChanged 852 SP:Iteration 1F (7564.486991 sec): 3 clusters Score: Raw -173609.212053 + Penalty 2521.458377 = -171087.753676 nChanged 195 SP:Iteration 2F (7564.511482 sec): 3 clusters Score: Raw -173759.546667 + Penalty 2521.458377 = -171238.088290 nChanged 123 SP:Iteration 3F (7564.524021 sec): 3 clusters Score: Raw -173839.862709 + Penalty 2521.458377 = -171318.404332 nChanged 87 SP:Iteration 4Q (7564.535902 sec): 3 clusters Score: Raw -173901.361278 + Penalty 2521.458377 = -171379.902901 nChanged 64 SP:Iteration 5Q (7564.547936 sec): 3 clusters Score: Raw -173940.903942 + Penalty 2521.458377 = -171419.445565 nChanged 46 SP:Iteration 6Q (7564.559898 sec): 3 clusters Score: Raw -173965.118271 + Penalty 2521.458377 = -171443.659895 nChanged 49 SP:Iteration 7Q (7564.571854 sec): 3 clusters Score: Raw -173994.542535 + Penalty 2521.458377 = -171473.084158 nChanged 37 SP:Iteration 8Q (7564.583861 sec): 3 clusters Score: Raw -174011.274160 + Penalty 2521.458377 = -171489.815783 nChanged 35 SP:Iteration 9Q (7564.595753 sec): 3 clusters Score: Raw -174026.260561 + Penalty 2521.458377 = -171504.802184 nChanged 31 SP:Iteration 10Q (7564.620649 sec): 3 clusters Score: Raw -174038.954204 + Penalty 2521.458377 = -171517.495828 nChanged 27 SP:Iteration 11Q (7564.633021 sec): 3 clusters Score: Raw -174047.359655 + Penalty 2521.458377 = -171525.901278 nChanged 30 SP:Iteration 12Q (7564.644803 sec): 3 clusters Score: Raw -174062.397268 + Penalty 2521.458377 = -171540.938892 nChanged 33 SP:Iteration 13Q (7564.656721 sec): 3 clusters Score: Raw -174080.620587 + Penalty 2521.458377 = -171559.162210 nChanged 37 SP:Iteration 14Q (7564.668662 sec): 3 clusters Score: Raw -174099.754820 + Penalty 2521.458377 = -171578.296443 nChanged 42 SP:Iteration 15Q (7564.680559 sec): 3 clusters Score: Raw -174132.398239 + Penalty 2521.458377 = -171610.939862 nChanged 52 SP:Iteration 16Q (7564.692458 sec): 3 clusters Score: Raw -174169.362260 + Penalty 2521.458377 = -171647.903884 nChanged 54 SP:Iteration 17Q (7564.716385 sec): 3 clusters Score: Raw -174209.040162 + Penalty 2521.458377 = -171687.581785 nChanged 57 SP:Iteration 18Q (7564.728904 sec): 3 clusters Score: Raw -174259.461352 + Penalty 2521.458377 = -171738.002975 nChanged 53 SP:Iteration 19Q (7564.740699 sec): 3 clusters Score: Raw -174314.467240 + Penalty 2521.458377 = -171793.008863 nChanged 62 SP:Iteration 20F (7564.752626 sec): 3 clusters Score: Raw -174378.020136 + Penalty 2521.458377 = -171856.561759 nChanged 58 SP:Iteration 21Q (7564.764366 sec): 3 clusters Score: Raw -174425.493814 + Penalty 2521.458377 = -171904.035437 nChanged 42 SP:Iteration 22Q (7564.776070 sec): 3 clusters Score: Raw -174458.906273 + Penalty 2521.458377 = -171937.447896 nChanged 34 SP:Iteration 23Q (7564.787759 sec): 3 clusters Score: Raw -174484.414804 + Penalty 2521.458377 = -171962.956427 nChanged 19 SP:Iteration 24Q (7564.799374 sec): 3 clusters Score: Raw -174497.166258 + Penalty 2521.458377 = -171975.707881 nChanged 14 SP:Iteration 25Q (7564.814843 sec): 3 clusters Score: Raw -174506.009708 + Penalty 2521.458377 = -171984.551331 nChanged 11 SP:Iteration 26Q (7564.827003 sec): 3 clusters Score: Raw -174512.667006 + Penalty 2521.458377 = -171991.208629 nChanged 9 SP:Iteration 27Q (7564.838517 sec): 3 clusters Score: Raw -174517.229097 + Penalty 2521.458377 = -171995.770720 nChanged 8 SP:Iteration 28Q (7564.850150 sec): 3 clusters Score: Raw -174523.838150 + Penalty 2521.458377 = -172002.379773 nChanged 10 SP:Iteration 29Q (7564.861763 sec): 3 clusters Score: Raw -174528.265617 + Penalty 2521.458377 = -172006.807241 nChanged 4 SP:Iteration 30Q (7564.873382 sec): 3 clusters Score: Raw -174529.587652 + Penalty 2521.458377 = -172008.129275 nChanged 2 SP:Iteration 31Q (7564.884871 sec): 3 clusters Score: Raw -174530.464833 + Penalty 2521.458377 = -172009.006456 nChanged 5 SP:Iteration 32Q (7564.909005 sec): 3 clusters Score: Raw -174532.021970 + Penalty 2521.458377 = -172010.563593 nChanged 0 SP:Iteration 33F (7564.921331 sec): 3 clusters Score: Raw -174532.021970 + Penalty 2521.458377 = -172010.563593 nChanged 0 Trying to split cluster 10 (23010 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7564.966691 sec): 2 clusters Score: Raw -1901706.089134 + Penalty 1632.098680 = -1900073.990454 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7565.038376 sec): 3 clusters Score: Raw -1887860.834331 + Penalty 3264.197359 = -1884596.636972 nChanged 10441 SP:Iteration 1F (7565.100514 sec): 3 clusters Score: Raw -1894066.939873 + Penalty 3264.197359 = -1890802.742514 nChanged 1557 SP:Iteration 2F (7565.152139 sec): 3 clusters Score: Raw -1894932.506163 + Penalty 3264.197359 = -1891668.308804 nChanged 1606 SP:Iteration 3F (7565.204872 sec): 3 clusters Score: Raw -1895893.531309 + Penalty 3264.197359 = -1892629.333949 nChanged 1565 SP:Iteration 4F (7565.257812 sec): 3 clusters Score: Raw -1896876.314917 + Penalty 3264.197359 = -1893612.117558 nChanged 1388 SP:Iteration 5F (7565.327454 sec): 3 clusters Score: Raw -1897819.176468 + Penalty 3264.197359 = -1894554.979109 nChanged 1231 SP:Iteration 6F (7565.389325 sec): 3 clusters Score: Raw -1898673.294352 + Penalty 3264.197359 = -1895409.096992 nChanged 1033 SP:Iteration 7Q (7565.442061 sec): 3 clusters Score: Raw -1899470.428653 + Penalty 3264.197359 = -1896206.231293 nChanged 847 SP:Iteration 8Q (7565.495003 sec): 3 clusters Score: Raw -1900111.432028 + Penalty 3264.197359 = -1896847.234668 nChanged 662 SP:Iteration 9Q (7565.546947 sec): 3 clusters Score: Raw -1900534.415338 + Penalty 3264.197359 = -1897270.217978 nChanged 500 SP:Iteration 10Q (7565.603317 sec): 3 clusters Score: Raw -1900802.261158 + Penalty 3264.197359 = -1897538.063798 nChanged 395 SP:Iteration 11Q (7565.650852 sec): 3 clusters Score: Raw -1900998.581804 + Penalty 3264.197359 = -1897734.384444 nChanged 332 SP:Iteration 12Q (7565.730574 sec): 3 clusters Score: Raw -1901149.925290 + Penalty 3264.197359 = -1897885.727931 nChanged 287 SP:Iteration 13Q (7565.816367 sec): 3 clusters Score: Raw -1901277.225909 + Penalty 3264.197359 = -1898013.028549 nChanged 271 SP:Iteration 14Q (7565.904166 sec): 3 clusters Score: Raw -1901393.944922 + Penalty 3264.197359 = -1898129.747562 nChanged 243 SP:Iteration 15Q (7565.985961 sec): 3 clusters Score: Raw -1901506.356119 + Penalty 3264.197359 = -1898242.158759 nChanged 228 SP:Iteration 16Q (7566.076779 sec): 3 clusters Score: Raw -1901624.846737 + Penalty 3264.197359 = -1898360.649378 nChanged 229 SP:Iteration 17Q (7566.151710 sec): 3 clusters Score: Raw -1901741.890466 + Penalty 3264.197359 = -1898477.693106 nChanged 196 SP:Iteration 18Q (7566.230655 sec): 3 clusters Score: Raw -1901838.977194 + Penalty 3264.197359 = -1898574.779834 nChanged 171 SP:Iteration 19Q (7566.311418 sec): 3 clusters Score: Raw -1901921.821542 + Penalty 3264.197359 = -1898657.624182 nChanged 137 SP:Iteration 20F (7566.395200 sec): 3 clusters Score: Raw -1901979.076563 + Penalty 3264.197359 = -1898714.879203 nChanged 110 SP:Iteration 21Q (7566.465603 sec): 3 clusters Score: Raw -1902022.175084 + Penalty 3264.197359 = -1898757.977724 nChanged 102 SP:Iteration 22Q (7566.555313 sec): 3 clusters Score: Raw -1902073.733766 + Penalty 3264.197359 = -1898809.536406 nChanged 93 SP:Iteration 23Q (7566.628748 sec): 3 clusters Score: Raw -1902115.385663 + Penalty 3264.197359 = -1898851.188304 nChanged 70 SP:Iteration 24Q (7566.700152 sec): 3 clusters Score: Raw -1902141.201740 + Penalty 3264.197359 = -1898877.004380 nChanged 65 SP:Iteration 25Q (7566.772590 sec): 3 clusters Score: Raw -1902161.998036 + Penalty 3264.197359 = -1898897.800676 nChanged 52 SP:Iteration 26Q (7566.849847 sec): 3 clusters Score: Raw -1902179.490523 + Penalty 3264.197359 = -1898915.293164 nChanged 41 SP:Iteration 27Q (7566.929817 sec): 3 clusters Score: Raw -1902191.562320 + Penalty 3264.197359 = -1898927.364960 nChanged 45 SP:Iteration 28Q (7567.022926 sec): 3 clusters Score: Raw -1902204.125212 + Penalty 3264.197359 = -1898939.927853 nChanged 36 SP:Iteration 29Q (7567.093333 sec): 3 clusters Score: Raw -1902213.713761 + Penalty 3264.197359 = -1898949.516402 nChanged 39 SP:Iteration 30Q (7567.165208 sec): 3 clusters Score: Raw -1902225.302634 + Penalty 3264.197359 = -1898961.105275 nChanged 47 SP:Iteration 31Q (7567.236996 sec): 3 clusters Score: Raw -1902238.501467 + Penalty 3264.197359 = -1898974.304107 nChanged 36 SP:Iteration 32Q (7567.315836 sec): 3 clusters Score: Raw -1902246.868097 + Penalty 3264.197359 = -1898982.670737 nChanged 31 SP:Iteration 33Q (7567.397605 sec): 3 clusters Score: Raw -1902253.807334 + Penalty 3264.197359 = -1898989.609974 nChanged 28 SP:Iteration 34Q (7567.488151 sec): 3 clusters Score: Raw -1902259.892336 + Penalty 3264.197359 = -1898995.694976 nChanged 20 SP:Iteration 35Q (7567.570774 sec): 3 clusters Score: Raw -1902263.510610 + Penalty 3264.197359 = -1898999.313250 nChanged 11 SP:Iteration 36Q (7567.653544 sec): 3 clusters Score: Raw -1902265.469372 + Penalty 3264.197359 = -1899001.272013 nChanged 8 SP:Iteration 37Q (7567.736102 sec): 3 clusters Score: Raw -1902267.292012 + Penalty 3264.197359 = -1899003.094653 nChanged 14 SP:Iteration 38Q (7567.818736 sec): 3 clusters Score: Raw -1902269.925141 + Penalty 3264.197359 = -1899005.727782 nChanged 13 SP:Iteration 39Q (7567.901173 sec): 3 clusters Score: Raw -1902272.379185 + Penalty 3264.197359 = -1899008.181826 nChanged 12 SP:Iteration 40F (7567.990137 sec): 3 clusters Score: Raw -1902274.753295 + Penalty 3264.197359 = -1899010.555936 nChanged 9 SP:Iteration 41Q (7568.061668 sec): 3 clusters Score: Raw -1902276.494497 + Penalty 3264.197359 = -1899012.297138 nChanged 8 SP:Iteration 42Q (7568.147241 sec): 3 clusters Score: Raw -1902278.242066 + Penalty 3264.197359 = -1899014.044707 nChanged 7 SP:Iteration 43Q (7568.205634 sec): 3 clusters Score: Raw -1902280.102911 + Penalty 3264.197359 = -1899015.905552 nChanged 12 SP:Iteration 44Q (7568.298039 sec): 3 clusters Score: Raw -1902282.480253 + Penalty 3264.197359 = -1899018.282893 nChanged 11 SP:Iteration 45Q (7568.381394 sec): 3 clusters Score: Raw -1902285.241615 + Penalty 3264.197359 = -1899021.044255 nChanged 12 SP:Iteration 46Q (7568.463641 sec): 3 clusters Score: Raw -1902287.389691 + Penalty 3264.197359 = -1899023.192332 nChanged 10 SP:Iteration 47Q (7568.545218 sec): 3 clusters Score: Raw -1902289.472216 + Penalty 3264.197359 = -1899025.274856 nChanged 10 SP:Iteration 48Q (7568.623456 sec): 3 clusters Score: Raw -1902291.303797 + Penalty 3264.197359 = -1899027.106438 nChanged 7 SP:Iteration 49Q (7568.706543 sec): 3 clusters Score: Raw -1902292.795213 + Penalty 3264.197359 = -1899028.597854 nChanged 4 SP:Iteration 50Q (7568.788050 sec): 3 clusters Score: Raw -1902293.509677 + Penalty 3264.197359 = -1899029.312318 nChanged 3 SP:Iteration 51Q (7568.873311 sec): 3 clusters Score: Raw -1902294.080788 + Penalty 3264.197359 = -1899029.883428 nChanged 0 SP:Iteration 52F (7568.963199 sec): 3 clusters Score: Raw -1902294.080788 + Penalty 3264.197359 = -1899029.883428 nChanged 0 Trying to split cluster 11 (2461 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7568.993749 sec): 2 clusters Score: Raw -195834.969212 + Penalty 1268.852496 = -194566.116716 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7569.047839 sec): 3 clusters Score: Raw -194683.106799 + Penalty 2537.704991 = -192145.401807 nChanged 932 SP:Iteration 1F (7569.100147 sec): 3 clusters Score: Raw -195191.928557 + Penalty 2537.704991 = -192654.223566 nChanged 193 SP:Iteration 2F (7569.141484 sec): 3 clusters Score: Raw -195324.382171 + Penalty 2537.704991 = -192786.677180 nChanged 126 SP:Iteration 3F (7569.185974 sec): 3 clusters Score: Raw -195410.344706 + Penalty 2537.704991 = -192872.639714 nChanged 99 SP:Iteration 4Q (7569.208759 sec): 3 clusters Score: Raw -195464.056041 + Penalty 2537.704991 = -192926.351050 nChanged 73 SP:Iteration 5Q (7569.221320 sec): 3 clusters Score: Raw -195502.231394 + Penalty 2537.704991 = -192964.526403 nChanged 53 SP:Iteration 6Q (7569.233891 sec): 3 clusters Score: Raw -195526.242771 + Penalty 2537.704991 = -192988.537780 nChanged 41 SP:Iteration 7Q (7569.246435 sec): 3 clusters Score: Raw -195548.736250 + Penalty 2537.704991 = -193011.031259 nChanged 45 SP:Iteration 8Q (7569.260688 sec): 3 clusters Score: Raw -195567.091898 + Penalty 2537.704991 = -193029.386907 nChanged 30 SP:Iteration 9Q (7569.273702 sec): 3 clusters Score: Raw -195577.844609 + Penalty 2537.704991 = -193040.139617 nChanged 24 SP:Iteration 10Q (7569.286164 sec): 3 clusters Score: Raw -195588.059450 + Penalty 2537.704991 = -193050.354459 nChanged 24 SP:Iteration 11Q (7569.327496 sec): 3 clusters Score: Raw -195597.291143 + Penalty 2537.704991 = -193059.586151 nChanged 21 SP:Iteration 12Q (7569.340599 sec): 3 clusters Score: Raw -195605.294318 + Penalty 2537.704991 = -193067.589327 nChanged 18 SP:Iteration 13Q (7569.353033 sec): 3 clusters Score: Raw -195612.598741 + Penalty 2537.704991 = -193074.893750 nChanged 26 SP:Iteration 14Q (7569.365655 sec): 3 clusters Score: Raw -195623.208756 + Penalty 2537.704991 = -193085.503764 nChanged 27 SP:Iteration 15Q (7569.378103 sec): 3 clusters Score: Raw -195637.392594 + Penalty 2537.704991 = -193099.687602 nChanged 35 SP:Iteration 16Q (7569.390697 sec): 3 clusters Score: Raw -195659.258263 + Penalty 2537.704991 = -193121.553272 nChanged 44 SP:Iteration 17Q (7569.403228 sec): 3 clusters Score: Raw -195683.072866 + Penalty 2537.704991 = -193145.367875 nChanged 40 SP:Iteration 18Q (7569.443605 sec): 3 clusters Score: Raw -195706.880716 + Penalty 2537.704991 = -193169.175725 nChanged 47 SP:Iteration 19Q (7569.496145 sec): 3 clusters Score: Raw -195735.619467 + Penalty 2537.704991 = -193197.914476 nChanged 47 SP:Iteration 20F (7569.550144 sec): 3 clusters Score: Raw -195761.802008 + Penalty 2537.704991 = -193224.097017 nChanged 43 SP:Iteration 21Q (7569.614440 sec): 3 clusters Score: Raw -195783.052618 + Penalty 2537.704991 = -193245.347627 nChanged 35 SP:Iteration 22Q (7569.662894 sec): 3 clusters Score: Raw -195800.851351 + Penalty 2537.704991 = -193263.146360 nChanged 26 SP:Iteration 23Q (7569.704744 sec): 3 clusters Score: Raw -195815.636769 + Penalty 2537.704991 = -193277.931778 nChanged 33 SP:Iteration 24Q (7569.757374 sec): 3 clusters Score: Raw -195835.926793 + Penalty 2537.704991 = -193298.221801 nChanged 26 SP:Iteration 25Q (7569.810233 sec): 3 clusters Score: Raw -195850.361366 + Penalty 2537.704991 = -193312.656375 nChanged 28 SP:Iteration 26Q (7569.862875 sec): 3 clusters Score: Raw -195865.286634 + Penalty 2537.704991 = -193327.581643 nChanged 30 SP:Iteration 27Q (7569.916848 sec): 3 clusters Score: Raw -195880.068576 + Penalty 2537.704991 = -193342.363585 nChanged 21 SP:Iteration 28Q (7569.968647 sec): 3 clusters Score: Raw -195893.211461 + Penalty 2537.704991 = -193355.506469 nChanged 20 SP:Iteration 29Q (7570.018616 sec): 3 clusters Score: Raw -195901.541746 + Penalty 2537.704991 = -193363.836755 nChanged 12 SP:Iteration 30Q (7570.068506 sec): 3 clusters Score: Raw -195907.337112 + Penalty 2537.704991 = -193369.632120 nChanged 9 SP:Iteration 31Q (7570.121227 sec): 3 clusters Score: Raw -195909.866475 + Penalty 2537.704991 = -193372.161484 nChanged 5 SP:Iteration 32Q (7570.174608 sec): 3 clusters Score: Raw -195911.557202 + Penalty 2537.704991 = -193373.852211 nChanged 2 SP:Iteration 33Q (7570.229712 sec): 3 clusters Score: Raw -195912.054639 + Penalty 2537.704991 = -193374.349648 nChanged 1 SP:Iteration 34Q (7570.277682 sec): 3 clusters Score: Raw -195912.278051 + Penalty 2537.704991 = -193374.573059 nChanged 1 SP:Iteration 35Q (7570.329437 sec): 3 clusters Score: Raw -195912.474816 + Penalty 2537.704991 = -193374.769825 nChanged 0 SP:Iteration 36F (7570.375050 sec): 3 clusters Score: Raw -195912.474816 + Penalty 2537.704991 = -193374.769825 nChanged 0 Trying to split cluster 12 (66770 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7570.482167 sec): 2 clusters Score: Raw -5246008.886360 + Penalty 1805.213988 = -5244203.672372 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7570.638275 sec): 3 clusters Score: Raw -5203013.789666 + Penalty 3610.427976 = -5199403.361690 nChanged 31761 SP:Iteration 1F (7570.796925 sec): 3 clusters Score: Raw -5222167.846212 + Penalty 3610.427976 = -5218557.418236 nChanged 3332 SP:Iteration 2Q (7570.962138 sec): 3 clusters Score: Raw -5223507.005803 + Penalty 3610.427976 = -5219896.577827 nChanged 3578 SP:Iteration 3F (7571.130814 sec): 3 clusters Score: Raw -5225200.025909 + Penalty 3610.427976 = -5221589.597933 nChanged 3870 SP:Iteration 4F (7571.282751 sec): 3 clusters Score: Raw -5227241.690254 + Penalty 3610.427976 = -5223631.262278 nChanged 4064 SP:Iteration 5F (7571.432565 sec): 3 clusters Score: Raw -5229633.604572 + Penalty 3610.427976 = -5226023.176596 nChanged 3942 SP:Iteration 6F (7571.609029 sec): 3 clusters Score: Raw -5232154.388659 + Penalty 3610.427976 = -5228543.960683 nChanged 3643 SP:Iteration 7F (7571.769002 sec): 3 clusters Score: Raw -5234729.996003 + Penalty 3610.427976 = -5231119.568027 nChanged 3100 SP:Iteration 8Q (7571.929714 sec): 3 clusters Score: Raw -5237002.088480 + Penalty 3610.427976 = -5233391.660504 nChanged 2502 SP:Iteration 9Q (7572.103187 sec): 3 clusters Score: Raw -5238826.187928 + Penalty 3610.427976 = -5235215.759952 nChanged 1971 SP:Iteration 10Q (7572.266898 sec): 3 clusters Score: Raw -5240147.999696 + Penalty 3610.427976 = -5236537.571720 nChanged 1555 SP:Iteration 11Q (7572.414524 sec): 3 clusters Score: Raw -5241109.035068 + Penalty 3610.427976 = -5237498.607092 nChanged 1222 SP:Iteration 12Q (7572.575737 sec): 3 clusters Score: Raw -5241880.884586 + Penalty 3610.427976 = -5238270.456610 nChanged 1130 SP:Iteration 13Q (7572.733835 sec): 3 clusters Score: Raw -5242597.519198 + Penalty 3610.427976 = -5238987.091222 nChanged 931 SP:Iteration 14Q (7572.889593 sec): 3 clusters Score: Raw -5243169.285784 + Penalty 3610.427976 = -5239558.857808 nChanged 839 SP:Iteration 15Q (7573.033641 sec): 3 clusters Score: Raw -5243670.367156 + Penalty 3610.427976 = -5240059.939180 nChanged 692 SP:Iteration 16Q (7573.182343 sec): 3 clusters Score: Raw -5244076.495862 + Penalty 3610.427976 = -5240466.067886 nChanged 639 SP:Iteration 17Q (7573.316734 sec): 3 clusters Score: Raw -5244471.895165 + Penalty 3610.427976 = -5240861.467189 nChanged 566 SP:Iteration 18Q (7573.452359 sec): 3 clusters Score: Raw -5244821.081556 + Penalty 3610.427976 = -5241210.653580 nChanged 489 SP:Iteration 19Q (7573.582801 sec): 3 clusters Score: Raw -5245112.629944 + Penalty 3610.427976 = -5241502.201968 nChanged 399 SP:Iteration 20F (7573.714272 sec): 3 clusters Score: Raw -5245325.457903 + Penalty 3610.427976 = -5241715.029927 nChanged 314 SP:Iteration 21Q (7573.852513 sec): 3 clusters Score: Raw -5245477.481306 + Penalty 3610.427976 = -5241867.053330 nChanged 260 SP:Iteration 22Q (7573.997357 sec): 3 clusters Score: Raw -5245607.442640 + Penalty 3610.427976 = -5241997.014664 nChanged 243 SP:Iteration 23Q (7574.141122 sec): 3 clusters Score: Raw -5245722.336164 + Penalty 3610.427976 = -5242111.908188 nChanged 214 SP:Iteration 24Q (7574.260785 sec): 3 clusters Score: Raw -5245820.479236 + Penalty 3610.427976 = -5242210.051260 nChanged 197 SP:Iteration 25Q (7574.403612 sec): 3 clusters Score: Raw -5245909.359720 + Penalty 3610.427976 = -5242298.931744 nChanged 181 SP:Iteration 26Q (7574.513089 sec): 3 clusters Score: Raw -5245995.900596 + Penalty 3610.427976 = -5242385.472620 nChanged 135 SP:Iteration 27Q (7574.649372 sec): 3 clusters Score: Raw -5246056.013769 + Penalty 3610.427976 = -5242445.585793 nChanged 110 SP:Iteration 28Q (7574.762966 sec): 3 clusters Score: Raw -5246101.406710 + Penalty 3610.427976 = -5242490.978734 nChanged 100 SP:Iteration 29Q (7574.894365 sec): 3 clusters Score: Raw -5246144.696002 + Penalty 3610.427976 = -5242534.268026 nChanged 80 SP:Iteration 30Q (7575.040709 sec): 3 clusters Score: Raw -5246172.780495 + Penalty 3610.427976 = -5242562.352519 nChanged 59 SP:Iteration 31Q (7575.178475 sec): 3 clusters Score: Raw -5246191.500464 + Penalty 3610.427976 = -5242581.072488 nChanged 63 SP:Iteration 32Q (7575.321453 sec): 3 clusters Score: Raw -5246213.003878 + Penalty 3610.427976 = -5242602.575902 nChanged 48 SP:Iteration 33Q (7575.457637 sec): 3 clusters Score: Raw -5246230.310655 + Penalty 3610.427976 = -5242619.882679 nChanged 46 SP:Iteration 34Q (7575.592858 sec): 3 clusters Score: Raw -5246248.236812 + Penalty 3610.427976 = -5242637.808836 nChanged 34 SP:Iteration 35Q (7575.729085 sec): 3 clusters Score: Raw -5246258.149781 + Penalty 3610.427976 = -5242647.721805 nChanged 20 SP:Iteration 36Q (7575.854546 sec): 3 clusters Score: Raw -5246264.869651 + Penalty 3610.427976 = -5242654.441675 nChanged 22 SP:Iteration 37Q (7575.998597 sec): 3 clusters Score: Raw -5246271.141142 + Penalty 3610.427976 = -5242660.713166 nChanged 21 SP:Iteration 38Q (7576.134723 sec): 3 clusters Score: Raw -5246276.210595 + Penalty 3610.427976 = -5242665.782619 nChanged 14 SP:Iteration 39Q (7576.271347 sec): 3 clusters Score: Raw -5246279.635954 + Penalty 3610.427976 = -5242669.207978 nChanged 12 SP:Iteration 40F (7576.425706 sec): 3 clusters Score: Raw -5246283.256102 + Penalty 3610.427976 = -5242672.828126 nChanged 12 SP:Iteration 41Q (7576.565960 sec): 3 clusters Score: Raw -5246285.713858 + Penalty 3610.427976 = -5242675.285882 nChanged 9 SP:Iteration 42Q (7576.704509 sec): 3 clusters Score: Raw -5246288.175312 + Penalty 3610.427976 = -5242677.747336 nChanged 10 SP:Iteration 43Q (7576.848125 sec): 3 clusters Score: Raw -5246291.390144 + Penalty 3610.427976 = -5242680.962168 nChanged 16 SP:Iteration 44Q (7576.993553 sec): 3 clusters Score: Raw -5246296.364517 + Penalty 3610.427976 = -5242685.936541 nChanged 11 SP:Iteration 45Q (7577.131670 sec): 3 clusters Score: Raw -5246298.583148 + Penalty 3610.427976 = -5242688.155172 nChanged 7 SP:Iteration 46Q (7577.260608 sec): 3 clusters Score: Raw -5246300.069592 + Penalty 3610.427976 = -5242689.641616 nChanged 6 SP:Iteration 47Q (7577.395194 sec): 3 clusters Score: Raw -5246301.476648 + Penalty 3610.427976 = -5242691.048672 nChanged 6 SP:Iteration 48Q (7577.529856 sec): 3 clusters Score: Raw -5246302.853245 + Penalty 3610.427976 = -5242692.425269 nChanged 5 SP:Iteration 49Q (7577.654600 sec): 3 clusters Score: Raw -5246303.856089 + Penalty 3610.427976 = -5242693.428113 nChanged 2 SP:Iteration 50Q (7577.753451 sec): 3 clusters Score: Raw -5246304.346834 + Penalty 3610.427976 = -5242693.918858 nChanged 2 SP:Iteration 51Q (7577.896724 sec): 3 clusters Score: Raw -5246304.643947 + Penalty 3610.427976 = -5242694.215971 nChanged 0 SP:Iteration 52F (7578.046041 sec): 3 clusters Score: Raw -5246304.643947 + Penalty 3610.427976 = -5242694.215971 nChanged 0 Trying to split cluster 13 (24196 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7578.119651 sec): 2 clusters Score: Raw -2021859.946580 + Penalty 1640.265674 = -2020219.680906 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7578.211536 sec): 3 clusters Score: Raw -2007112.027364 + Penalty 3280.531348 = -2003831.496016 nChanged 10947 SP:Iteration 1F (7578.302904 sec): 3 clusters Score: Raw -2013373.787371 + Penalty 3280.531348 = -2010093.256023 nChanged 1196 SP:Iteration 2Q (7578.396479 sec): 3 clusters Score: Raw -2013853.192764 + Penalty 3280.531348 = -2010572.661416 nChanged 1277 SP:Iteration 3F (7578.487605 sec): 3 clusters Score: Raw -2014452.400715 + Penalty 3280.531348 = -2011171.869367 nChanged 1414 SP:Iteration 4F (7578.577935 sec): 3 clusters Score: Raw -2015240.954317 + Penalty 3280.531348 = -2011960.422969 nChanged 1570 SP:Iteration 5F (7578.669375 sec): 3 clusters Score: Raw -2016222.748200 + Penalty 3280.531348 = -2012942.216852 nChanged 1599 SP:Iteration 6F (7578.759508 sec): 3 clusters Score: Raw -2017280.654619 + Penalty 3280.531348 = -2014000.123271 nChanged 1426 SP:Iteration 7F (7578.849708 sec): 3 clusters Score: Raw -2018251.492829 + Penalty 3280.531348 = -2014970.961481 nChanged 1179 SP:Iteration 8Q (7578.943578 sec): 3 clusters Score: Raw -2019019.825539 + Penalty 3280.531348 = -2015739.294191 nChanged 963 SP:Iteration 9Q (7579.022582 sec): 3 clusters Score: Raw -2019669.479039 + Penalty 3280.531348 = -2016388.947691 nChanged 802 SP:Iteration 10Q (7579.116683 sec): 3 clusters Score: Raw -2020200.336563 + Penalty 3280.531348 = -2016919.805215 nChanged 607 SP:Iteration 11Q (7579.210107 sec): 3 clusters Score: Raw -2020562.926858 + Penalty 3280.531348 = -2017282.395510 nChanged 455 SP:Iteration 12Q (7579.296490 sec): 3 clusters Score: Raw -2020809.104128 + Penalty 3280.531348 = -2017528.572780 nChanged 352 SP:Iteration 13Q (7579.388810 sec): 3 clusters Score: Raw -2020987.087378 + Penalty 3280.531348 = -2017706.556030 nChanged 296 SP:Iteration 14Q (7579.466339 sec): 3 clusters Score: Raw -2021139.309836 + Penalty 3280.531348 = -2017858.778488 nChanged 267 SP:Iteration 15Q (7579.554522 sec): 3 clusters Score: Raw -2021255.925126 + Penalty 3280.531348 = -2017975.393778 nChanged 215 SP:Iteration 16Q (7579.637562 sec): 3 clusters Score: Raw -2021333.796964 + Penalty 3280.531348 = -2018053.265616 nChanged 185 SP:Iteration 17Q (7579.705293 sec): 3 clusters Score: Raw -2021400.321576 + Penalty 3280.531348 = -2018119.790228 nChanged 163 SP:Iteration 18Q (7579.791533 sec): 3 clusters Score: Raw -2021463.060637 + Penalty 3280.531348 = -2018182.529289 nChanged 168 SP:Iteration 19Q (7579.866682 sec): 3 clusters Score: Raw -2021528.683614 + Penalty 3280.531348 = -2018248.152266 nChanged 153 SP:Iteration 20F (7579.952904 sec): 3 clusters Score: Raw -2021588.645005 + Penalty 3280.531348 = -2018308.113657 nChanged 142 SP:Iteration 21Q (7580.025671 sec): 3 clusters Score: Raw -2021643.797006 + Penalty 3280.531348 = -2018363.265658 nChanged 123 SP:Iteration 22Q (7580.106348 sec): 3 clusters Score: Raw -2021690.147849 + Penalty 3280.531348 = -2018409.616501 nChanged 119 SP:Iteration 23Q (7580.187833 sec): 3 clusters Score: Raw -2021741.947186 + Penalty 3280.531348 = -2018461.415838 nChanged 106 SP:Iteration 24Q (7580.263322 sec): 3 clusters Score: Raw -2021787.273466 + Penalty 3280.531348 = -2018506.742118 nChanged 90 SP:Iteration 25Q (7580.349372 sec): 3 clusters Score: Raw -2021820.315720 + Penalty 3280.531348 = -2018539.784372 nChanged 74 SP:Iteration 26Q (7580.424659 sec): 3 clusters Score: Raw -2021847.160454 + Penalty 3280.531348 = -2018566.629106 nChanged 69 SP:Iteration 27Q (7580.505123 sec): 3 clusters Score: Raw -2021868.202851 + Penalty 3280.531348 = -2018587.671503 nChanged 60 SP:Iteration 28Q (7580.591551 sec): 3 clusters Score: Raw -2021886.089391 + Penalty 3280.531348 = -2018605.558043 nChanged 63 SP:Iteration 29Q (7580.669067 sec): 3 clusters Score: Raw -2021905.295502 + Penalty 3280.531348 = -2018624.764154 nChanged 58 SP:Iteration 30Q (7580.757663 sec): 3 clusters Score: Raw -2021920.099479 + Penalty 3280.531348 = -2018639.568131 nChanged 52 SP:Iteration 31Q (7580.841207 sec): 3 clusters Score: Raw -2021933.801289 + Penalty 3280.531348 = -2018653.269941 nChanged 35 SP:Iteration 32Q (7580.915510 sec): 3 clusters Score: Raw -2021944.401964 + Penalty 3280.531348 = -2018663.870616 nChanged 48 SP:Iteration 33Q (7581.000701 sec): 3 clusters Score: Raw -2021960.148870 + Penalty 3280.531348 = -2018679.617522 nChanged 66 SP:Iteration 34Q (7581.095880 sec): 3 clusters Score: Raw -2021984.942854 + Penalty 3280.531348 = -2018704.411506 nChanged 61 SP:Iteration 35Q (7581.179295 sec): 3 clusters Score: Raw -2022009.893087 + Penalty 3280.531348 = -2018729.361739 nChanged 51 SP:Iteration 36Q (7581.261869 sec): 3 clusters Score: Raw -2022027.153275 + Penalty 3280.531348 = -2018746.621927 nChanged 45 SP:Iteration 37Q (7581.345771 sec): 3 clusters Score: Raw -2022038.632181 + Penalty 3280.531348 = -2018758.100833 nChanged 40 SP:Iteration 38Q (7581.428877 sec): 3 clusters Score: Raw -2022048.162664 + Penalty 3280.531348 = -2018767.631316 nChanged 34 SP:Iteration 39Q (7581.512202 sec): 3 clusters Score: Raw -2022057.678937 + Penalty 3280.531348 = -2018777.147589 nChanged 36 SP:Iteration 40F (7581.603626 sec): 3 clusters Score: Raw -2022068.590827 + Penalty 3280.531348 = -2018788.059479 nChanged 34 SP:Iteration 41Q (7581.679869 sec): 3 clusters Score: Raw -2022080.186849 + Penalty 3280.531348 = -2018799.655501 nChanged 38 SP:Iteration 42Q (7581.763766 sec): 3 clusters Score: Raw -2022092.884678 + Penalty 3280.531348 = -2018812.353330 nChanged 31 SP:Iteration 43Q (7581.805221 sec): 3 clusters Score: Raw -2022101.407708 + Penalty 3280.531348 = -2018820.876360 nChanged 28 SP:Iteration 44Q (7581.882404 sec): 3 clusters Score: Raw -2022110.428331 + Penalty 3280.531348 = -2018829.896983 nChanged 26 SP:Iteration 45Q (7581.952884 sec): 3 clusters Score: Raw -2022119.166983 + Penalty 3280.531348 = -2018838.635635 nChanged 20 SP:Iteration 46Q (7582.036753 sec): 3 clusters Score: Raw -2022124.097048 + Penalty 3280.531348 = -2018843.565700 nChanged 21 SP:Iteration 47Q (7582.115075 sec): 3 clusters Score: Raw -2022129.296103 + Penalty 3280.531348 = -2018848.764755 nChanged 17 SP:Iteration 48Q (7582.190925 sec): 3 clusters Score: Raw -2022134.398076 + Penalty 3280.531348 = -2018853.866728 nChanged 17 SP:Iteration 49Q (7582.253151 sec): 3 clusters Score: Raw -2022138.910520 + Penalty 3280.531348 = -2018858.379172 nChanged 9 SP:Iteration 50Q (7582.325898 sec): 3 clusters Score: Raw -2022141.006592 + Penalty 3280.531348 = -2018860.475244 nChanged 7 SP:Iteration 51Q (7582.395490 sec): 3 clusters Score: Raw -2022143.071239 + Penalty 3280.531348 = -2018862.539891 nChanged 10 SP:Iteration 52Q (7582.472610 sec): 3 clusters Score: Raw -2022144.916688 + Penalty 3280.531348 = -2018864.385340 nChanged 6 SP:Iteration 53Q (7582.542380 sec): 3 clusters Score: Raw -2022145.490642 + Penalty 3280.531348 = -2018864.959294 nChanged 2 SP:Iteration 54Q (7582.615932 sec): 3 clusters Score: Raw -2022145.622605 + Penalty 3280.531348 = -2018865.091257 nChanged 0 SP:Iteration 55F (7582.692784 sec): 3 clusters Score: Raw -2022145.622605 + Penalty 3280.531348 = -2018865.091257 nChanged 0 Trying to split cluster 14 (24078 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7582.750984 sec): 2 clusters Score: Raw -2038289.140520 + Penalty 1639.471249 = -2036649.669271 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7582.826466 sec): 3 clusters Score: Raw -2023470.425498 + Penalty 3278.942498 = -2020191.483001 nChanged 11014 SP:Iteration 1F (7582.883603 sec): 3 clusters Score: Raw -2029653.367265 + Penalty 3278.942498 = -2026374.424767 nChanged 1081 SP:Iteration 2Q (7582.939554 sec): 3 clusters Score: Raw -2030028.849243 + Penalty 3278.942498 = -2026749.906746 nChanged 1063 SP:Iteration 3Q (7583.032296 sec): 3 clusters Score: Raw -2030439.720839 + Penalty 3278.942498 = -2027160.778342 nChanged 1086 SP:Iteration 4Q (7583.125025 sec): 3 clusters Score: Raw -2030991.890483 + Penalty 3278.942498 = -2027712.947986 nChanged 1272 SP:Iteration 5F (7583.225356 sec): 3 clusters Score: Raw -2031697.646641 + Penalty 3278.942498 = -2028418.704144 nChanged 1314 SP:Iteration 6F (7583.306821 sec): 3 clusters Score: Raw -2032518.592413 + Penalty 3278.942498 = -2029239.649915 nChanged 1456 SP:Iteration 7F (7583.396806 sec): 3 clusters Score: Raw -2033406.677475 + Penalty 3278.942498 = -2030127.734978 nChanged 1399 SP:Iteration 8F (7583.486889 sec): 3 clusters Score: Raw -2034299.966180 + Penalty 3278.942498 = -2031021.023682 nChanged 1352 SP:Iteration 9F (7583.584220 sec): 3 clusters Score: Raw -2035105.215141 + Penalty 3278.942498 = -2031826.272643 nChanged 1146 SP:Iteration 10Q (7583.676068 sec): 3 clusters Score: Raw -2035739.627138 + Penalty 3278.942498 = -2032460.684640 nChanged 956 SP:Iteration 11Q (7583.751399 sec): 3 clusters Score: Raw -2036238.003440 + Penalty 3278.942498 = -2032959.060943 nChanged 813 SP:Iteration 12Q (7583.849299 sec): 3 clusters Score: Raw -2036627.914176 + Penalty 3278.942498 = -2033348.971678 nChanged 644 SP:Iteration 13Q (7583.942480 sec): 3 clusters Score: Raw -2036885.047487 + Penalty 3278.942498 = -2033606.104989 nChanged 504 SP:Iteration 14Q (7584.032408 sec): 3 clusters Score: Raw -2037052.793114 + Penalty 3278.942498 = -2033773.850616 nChanged 415 SP:Iteration 15Q (7584.108778 sec): 3 clusters Score: Raw -2037170.167963 + Penalty 3278.942498 = -2033891.225465 nChanged 331 SP:Iteration 16Q (7584.207952 sec): 3 clusters Score: Raw -2037247.949807 + Penalty 3278.942498 = -2033969.007310 nChanged 294 SP:Iteration 17Q (7584.300784 sec): 3 clusters Score: Raw -2037312.079789 + Penalty 3278.942498 = -2034033.137291 nChanged 246 SP:Iteration 18Q (7584.391427 sec): 3 clusters Score: Raw -2037360.825062 + Penalty 3278.942498 = -2034081.882564 nChanged 193 SP:Iteration 19Q (7584.480498 sec): 3 clusters Score: Raw -2037392.011835 + Penalty 3278.942498 = -2034113.069337 nChanged 170 SP:Iteration 20F (7584.570610 sec): 3 clusters Score: Raw -2037417.240914 + Penalty 3278.942498 = -2034138.298416 nChanged 137 SP:Iteration 21Q (7584.662126 sec): 3 clusters Score: Raw -2037438.024094 + Penalty 3278.942498 = -2034159.081596 nChanged 132 SP:Iteration 22Q (7584.750169 sec): 3 clusters Score: Raw -2037457.638735 + Penalty 3278.942498 = -2034178.696238 nChanged 123 SP:Iteration 23Q (7584.817151 sec): 3 clusters Score: Raw -2037476.378211 + Penalty 3278.942498 = -2034197.435714 nChanged 101 SP:Iteration 24Q (7584.900584 sec): 3 clusters Score: Raw -2037488.649589 + Penalty 3278.942498 = -2034209.707091 nChanged 81 SP:Iteration 25Q (7584.985338 sec): 3 clusters Score: Raw -2037496.882739 + Penalty 3278.942498 = -2034217.940241 nChanged 70 SP:Iteration 26Q (7585.078780 sec): 3 clusters Score: Raw -2037503.309253 + Penalty 3278.942498 = -2034224.366755 nChanged 58 SP:Iteration 27Q (7585.159612 sec): 3 clusters Score: Raw -2037509.321193 + Penalty 3278.942498 = -2034230.378696 nChanged 70 SP:Iteration 28Q (7585.246269 sec): 3 clusters Score: Raw -2037516.123618 + Penalty 3278.942498 = -2034237.181121 nChanged 60 SP:Iteration 29Q (7585.340966 sec): 3 clusters Score: Raw -2037522.368961 + Penalty 3278.942498 = -2034243.426463 nChanged 62 SP:Iteration 30Q (7585.428058 sec): 3 clusters Score: Raw -2037528.278438 + Penalty 3278.942498 = -2034249.335940 nChanged 61 SP:Iteration 31Q (7585.504044 sec): 3 clusters Score: Raw -2037533.189364 + Penalty 3278.942498 = -2034254.246866 nChanged 58 SP:Iteration 32Q (7585.591697 sec): 3 clusters Score: Raw -2037538.951093 + Penalty 3278.942498 = -2034260.008595 nChanged 61 SP:Iteration 33Q (7585.684742 sec): 3 clusters Score: Raw -2037544.977310 + Penalty 3278.942498 = -2034266.034812 nChanged 60 SP:Iteration 34Q (7585.758652 sec): 3 clusters Score: Raw -2037550.767873 + Penalty 3278.942498 = -2034271.825376 nChanged 64 SP:Iteration 35Q (7585.843460 sec): 3 clusters Score: Raw -2037557.951214 + Penalty 3278.942498 = -2034279.008716 nChanged 64 SP:Iteration 36Q (7585.931504 sec): 3 clusters Score: Raw -2037564.555384 + Penalty 3278.942498 = -2034285.612886 nChanged 63 SP:Iteration 37Q (7586.025377 sec): 3 clusters Score: Raw -2037571.426951 + Penalty 3278.942498 = -2034292.484453 nChanged 56 SP:Iteration 38Q (7586.112917 sec): 3 clusters Score: Raw -2037577.436794 + Penalty 3278.942498 = -2034298.494296 nChanged 54 SP:Iteration 39Q (7586.202646 sec): 3 clusters Score: Raw -2037582.304145 + Penalty 3278.942498 = -2034303.361647 nChanged 58 SP:Iteration 40F (7586.282122 sec): 3 clusters Score: Raw -2037588.190488 + Penalty 3278.942498 = -2034309.247990 nChanged 62 SP:Iteration 41Q (7586.375082 sec): 3 clusters Score: Raw -2037594.491238 + Penalty 3278.942498 = -2034315.548740 nChanged 53 SP:Iteration 42Q (7586.469906 sec): 3 clusters Score: Raw -2037599.563627 + Penalty 3278.942498 = -2034320.621129 nChanged 51 SP:Iteration 43Q (7586.557079 sec): 3 clusters Score: Raw -2037603.861482 + Penalty 3278.942498 = -2034324.918985 nChanged 54 SP:Iteration 44Q (7586.648994 sec): 3 clusters Score: Raw -2037609.152036 + Penalty 3278.942498 = -2034330.209538 nChanged 60 SP:Iteration 45Q (7586.743843 sec): 3 clusters Score: Raw -2037614.734302 + Penalty 3278.942498 = -2034335.791804 nChanged 52 SP:Iteration 46Q (7586.822673 sec): 3 clusters Score: Raw -2037620.354864 + Penalty 3278.942498 = -2034341.412366 nChanged 53 SP:Iteration 47Q (7586.914140 sec): 3 clusters Score: Raw -2037624.841762 + Penalty 3278.942498 = -2034345.899264 nChanged 47 SP:Iteration 48Q (7587.004656 sec): 3 clusters Score: Raw -2037628.692374 + Penalty 3278.942498 = -2034349.749876 nChanged 36 SP:Iteration 49Q (7587.103006 sec): 3 clusters Score: Raw -2037631.201970 + Penalty 3278.942498 = -2034352.259472 nChanged 18 SP:Iteration 50Q (7587.191360 sec): 3 clusters Score: Raw -2037632.313502 + Penalty 3278.942498 = -2034353.371004 nChanged 19 SP:Iteration 51Q (7587.283192 sec): 3 clusters Score: Raw -2037633.588760 + Penalty 3278.942498 = -2034354.646262 nChanged 19 SP:Iteration 52Q (7587.360361 sec): 3 clusters Score: Raw -2037634.722395 + Penalty 3278.942498 = -2034355.779897 nChanged 16 SP:Iteration 53Q (7587.446915 sec): 3 clusters Score: Raw -2037635.625493 + Penalty 3278.942498 = -2034356.682995 nChanged 14 SP:Iteration 54Q (7587.538673 sec): 3 clusters Score: Raw -2037636.216599 + Penalty 3278.942498 = -2034357.274101 nChanged 10 SP:Iteration 55Q (7587.624428 sec): 3 clusters Score: Raw -2037636.596513 + Penalty 3278.942498 = -2034357.654016 nChanged 12 SP:Iteration 56Q (7587.717856 sec): 3 clusters Score: Raw -2037637.088275 + Penalty 3278.942498 = -2034358.145777 nChanged 11 SP:Iteration 57Q (7587.800283 sec): 3 clusters Score: Raw -2037637.686638 + Penalty 3278.942498 = -2034358.744140 nChanged 14 SP:Iteration 58Q (7587.890292 sec): 3 clusters Score: Raw -2037638.605012 + Penalty 3278.942498 = -2034359.662514 nChanged 13 SP:Iteration 59Q (7587.966929 sec): 3 clusters Score: Raw -2037639.450129 + Penalty 3278.942498 = -2034360.507631 nChanged 15 SP:Iteration 60F (7588.054002 sec): 3 clusters Score: Raw -2037640.400405 + Penalty 3278.942498 = -2034361.457907 nChanged 18 SP:Iteration 61Q (7588.142221 sec): 3 clusters Score: Raw -2037641.358350 + Penalty 3278.942498 = -2034362.415852 nChanged 10 SP:Iteration 62Q (7588.228886 sec): 3 clusters Score: Raw -2037641.862111 + Penalty 3278.942498 = -2034362.919613 nChanged 13 SP:Iteration 63Q (7588.317031 sec): 3 clusters Score: Raw -2037642.417923 + Penalty 3278.942498 = -2034363.475425 nChanged 9 SP:Iteration 64Q (7588.405781 sec): 3 clusters Score: Raw -2037642.736047 + Penalty 3278.942498 = -2034363.793549 nChanged 5 SP:Iteration 65Q (7588.493458 sec): 3 clusters Score: Raw -2037642.895770 + Penalty 3278.942498 = -2034363.953272 nChanged 6 SP:Iteration 66Q (7588.577852 sec): 3 clusters Score: Raw -2037643.238187 + Penalty 3278.942498 = -2034364.295689 nChanged 8 SP:Iteration 67Q (7588.659855 sec): 3 clusters Score: Raw -2037643.738246 + Penalty 3278.942498 = -2034364.795748 nChanged 11 SP:Iteration 68Q (7588.744101 sec): 3 clusters Score: Raw -2037644.287117 + Penalty 3278.942498 = -2034365.344619 nChanged 12 SP:Iteration 69Q (7588.837225 sec): 3 clusters Score: Raw -2037644.738359 + Penalty 3278.942498 = -2034365.795862 nChanged 7 SP:Iteration 70Q (7588.925514 sec): 3 clusters Score: Raw -2037644.993995 + Penalty 3278.942498 = -2034366.051497 nChanged 5 SP:Iteration 71Q (7589.015748 sec): 3 clusters Score: Raw -2037645.208716 + Penalty 3278.942498 = -2034366.266218 nChanged 2 SP:Iteration 72Q (7589.108109 sec): 3 clusters Score: Raw -2037645.364841 + Penalty 3278.942498 = -2034366.422343 nChanged 5 SP:Iteration 73Q (7589.200288 sec): 3 clusters Score: Raw -2037645.502546 + Penalty 3278.942498 = -2034366.560048 nChanged 2 SP:Iteration 74Q (7589.295563 sec): 3 clusters Score: Raw -2037645.599967 + Penalty 3278.942498 = -2034366.657470 nChanged 0 SP:Iteration 75F (7589.385044 sec): 3 clusters Score: Raw -2037645.599967 + Penalty 3278.942498 = -2034366.657470 nChanged 0 Trying to split cluster 15 (2896 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7589.422005 sec): 2 clusters Score: Raw -232347.310950 + Penalty 1295.301435 = -231052.009515 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7589.475952 sec): 3 clusters Score: Raw -230980.286465 + Penalty 2590.602870 = -228389.683595 nChanged 1064 SP:Iteration 1F (7589.527952 sec): 3 clusters Score: Raw -231555.682329 + Penalty 2590.602870 = -228965.079459 nChanged 242 SP:Iteration 2F (7589.579392 sec): 3 clusters Score: Raw -231715.299683 + Penalty 2590.602870 = -229124.696813 nChanged 172 SP:Iteration 3F (7589.629562 sec): 3 clusters Score: Raw -231812.904791 + Penalty 2590.602870 = -229222.301921 nChanged 120 SP:Iteration 4Q (7589.681293 sec): 3 clusters Score: Raw -231880.752970 + Penalty 2590.602870 = -229290.150100 nChanged 93 SP:Iteration 5Q (7589.734676 sec): 3 clusters Score: Raw -231924.936044 + Penalty 2590.602870 = -229334.333174 nChanged 73 SP:Iteration 6Q (7589.783576 sec): 3 clusters Score: Raw -231957.301347 + Penalty 2590.602870 = -229366.698477 nChanged 64 SP:Iteration 7Q (7589.824870 sec): 3 clusters Score: Raw -231989.427774 + Penalty 2590.602870 = -229398.824904 nChanged 60 SP:Iteration 8Q (7589.840269 sec): 3 clusters Score: Raw -232024.063323 + Penalty 2590.602870 = -229433.460453 nChanged 59 SP:Iteration 9Q (7589.854608 sec): 3 clusters Score: Raw -232063.338401 + Penalty 2590.602870 = -229472.735531 nChanged 60 SP:Iteration 10Q (7589.868983 sec): 3 clusters Score: Raw -232100.046381 + Penalty 2590.602870 = -229509.443511 nChanged 49 SP:Iteration 11Q (7589.883335 sec): 3 clusters Score: Raw -232123.818962 + Penalty 2590.602870 = -229533.216092 nChanged 38 SP:Iteration 12Q (7589.897706 sec): 3 clusters Score: Raw -232140.179072 + Penalty 2590.602870 = -229549.576202 nChanged 33 SP:Iteration 13Q (7589.912169 sec): 3 clusters Score: Raw -232154.122261 + Penalty 2590.602870 = -229563.519392 nChanged 31 SP:Iteration 14Q (7589.926599 sec): 3 clusters Score: Raw -232173.888496 + Penalty 2590.602870 = -229583.285626 nChanged 30 SP:Iteration 15Q (7589.940923 sec): 3 clusters Score: Raw -232189.986457 + Penalty 2590.602870 = -229599.383588 nChanged 28 SP:Iteration 16Q (7589.955264 sec): 3 clusters Score: Raw -232205.123290 + Penalty 2590.602870 = -229614.520420 nChanged 33 SP:Iteration 17Q (7589.969584 sec): 3 clusters Score: Raw -232225.355049 + Penalty 2590.602870 = -229634.752179 nChanged 30 SP:Iteration 18Q (7589.983907 sec): 3 clusters Score: Raw -232244.123110 + Penalty 2590.602870 = -229653.520240 nChanged 21 SP:Iteration 19Q (7590.018548 sec): 3 clusters Score: Raw -232261.556282 + Penalty 2590.602870 = -229670.953412 nChanged 34 SP:Iteration 20F (7590.070859 sec): 3 clusters Score: Raw -232283.556228 + Penalty 2590.602870 = -229692.953358 nChanged 29 SP:Iteration 21Q (7590.123232 sec): 3 clusters Score: Raw -232302.181481 + Penalty 2590.602870 = -229711.578611 nChanged 26 SP:Iteration 22Q (7590.172140 sec): 3 clusters Score: Raw -232317.702566 + Penalty 2590.602870 = -229727.099696 nChanged 26 SP:Iteration 23Q (7590.216351 sec): 3 clusters Score: Raw -232333.456241 + Penalty 2590.602870 = -229742.853371 nChanged 24 SP:Iteration 24Q (7590.262097 sec): 3 clusters Score: Raw -232350.084693 + Penalty 2590.602870 = -229759.481823 nChanged 23 SP:Iteration 25Q (7590.310203 sec): 3 clusters Score: Raw -232366.366512 + Penalty 2590.602870 = -229775.763642 nChanged 22 SP:Iteration 26Q (7590.362968 sec): 3 clusters Score: Raw -232381.018622 + Penalty 2590.602870 = -229790.415752 nChanged 14 SP:Iteration 27Q (7590.415105 sec): 3 clusters Score: Raw -232390.711120 + Penalty 2590.602870 = -229800.108250 nChanged 15 SP:Iteration 28Q (7590.467651 sec): 3 clusters Score: Raw -232400.889646 + Penalty 2590.602870 = -229810.286776 nChanged 17 SP:Iteration 29Q (7590.517505 sec): 3 clusters Score: Raw -232411.980241 + Penalty 2590.602870 = -229821.377371 nChanged 16 SP:Iteration 30Q (7590.566757 sec): 3 clusters Score: Raw -232424.591781 + Penalty 2590.602870 = -229833.988911 nChanged 12 SP:Iteration 31Q (7590.617903 sec): 3 clusters Score: Raw -232432.124355 + Penalty 2590.602870 = -229841.521485 nChanged 8 SP:Iteration 32Q (7590.671471 sec): 3 clusters Score: Raw -232437.844282 + Penalty 2590.602870 = -229847.241412 nChanged 5 SP:Iteration 33Q (7590.727067 sec): 3 clusters Score: Raw -232440.889498 + Penalty 2590.602870 = -229850.286628 nChanged 3 SP:Iteration 34Q (7590.780930 sec): 3 clusters Score: Raw -232442.302991 + Penalty 2590.602870 = -229851.700122 nChanged 0 SP:Iteration 35F (7590.833770 sec): 3 clusters Score: Raw -232442.302991 + Penalty 2590.602870 = -229851.700122 nChanged 0 Trying to split cluster 16 (17323 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7590.878632 sec): 2 clusters Score: Raw -1301059.737583 + Penalty 1585.965936 = -1299473.771646 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7590.948132 sec): 3 clusters Score: Raw -1290964.949841 + Penalty 3171.931873 = -1287793.017968 nChanged 7699 SP:Iteration 1F (7591.024963 sec): 3 clusters Score: Raw -1295558.059951 + Penalty 3171.931873 = -1292386.128078 nChanged 1254 SP:Iteration 2F (7591.101415 sec): 3 clusters Score: Raw -1296507.471665 + Penalty 3171.931873 = -1293335.539792 nChanged 1363 SP:Iteration 3F (7591.178061 sec): 3 clusters Score: Raw -1297591.160922 + Penalty 3171.931873 = -1294419.229050 nChanged 1319 SP:Iteration 4F (7591.245761 sec): 3 clusters Score: Raw -1298632.227844 + Penalty 3171.931873 = -1295460.295972 nChanged 1178 SP:Iteration 5F (7591.329123 sec): 3 clusters Score: Raw -1299461.615099 + Penalty 3171.931873 = -1296289.683226 nChanged 899 SP:Iteration 6F (7591.374524 sec): 3 clusters Score: Raw -1300021.536422 + Penalty 3171.931873 = -1296849.604549 nChanged 642 SP:Iteration 7Q (7591.448957 sec): 3 clusters Score: Raw -1300355.712551 + Penalty 3171.931873 = -1297183.780678 nChanged 439 SP:Iteration 8Q (7591.525100 sec): 3 clusters Score: Raw -1300535.533745 + Penalty 3171.931873 = -1297363.601872 nChanged 322 SP:Iteration 9Q (7591.605425 sec): 3 clusters Score: Raw -1300655.100493 + Penalty 3171.931873 = -1297483.168621 nChanged 263 SP:Iteration 10Q (7591.673182 sec): 3 clusters Score: Raw -1300739.549039 + Penalty 3171.931873 = -1297567.617166 nChanged 202 SP:Iteration 11Q (7591.752632 sec): 3 clusters Score: Raw -1300792.632529 + Penalty 3171.931873 = -1297620.700656 nChanged 165 SP:Iteration 12Q (7591.841849 sec): 3 clusters Score: Raw -1300832.666426 + Penalty 3171.931873 = -1297660.734553 nChanged 132 SP:Iteration 13Q (7591.873532 sec): 3 clusters Score: Raw -1300863.920610 + Penalty 3171.931873 = -1297691.988738 nChanged 124 SP:Iteration 14Q (7591.915739 sec): 3 clusters Score: Raw -1300890.309185 + Penalty 3171.931873 = -1297718.377313 nChanged 135 SP:Iteration 15Q (7591.957872 sec): 3 clusters Score: Raw -1300920.952286 + Penalty 3171.931873 = -1297749.020414 nChanged 123 SP:Iteration 16Q (7592.035770 sec): 3 clusters Score: Raw -1300947.015203 + Penalty 3171.931873 = -1297775.083330 nChanged 125 SP:Iteration 17Q (7592.108769 sec): 3 clusters Score: Raw -1300972.765432 + Penalty 3171.931873 = -1297800.833559 nChanged 134 SP:Iteration 18Q (7592.186208 sec): 3 clusters Score: Raw -1301004.824028 + Penalty 3171.931873 = -1297832.892155 nChanged 141 SP:Iteration 19Q (7592.267040 sec): 3 clusters Score: Raw -1301035.876515 + Penalty 3171.931873 = -1297863.944642 nChanged 116 SP:Iteration 20F (7592.347101 sec): 3 clusters Score: Raw -1301060.450001 + Penalty 3171.931873 = -1297888.518129 nChanged 117 SP:Iteration 21Q (7592.411245 sec): 3 clusters Score: Raw -1301088.058889 + Penalty 3171.931873 = -1297916.127016 nChanged 119 SP:Iteration 22Q (7592.497702 sec): 3 clusters Score: Raw -1301117.432555 + Penalty 3171.931873 = -1297945.500682 nChanged 122 SP:Iteration 23Q (7592.577065 sec): 3 clusters Score: Raw -1301149.798647 + Penalty 3171.931873 = -1297977.866774 nChanged 128 SP:Iteration 24Q (7592.655946 sec): 3 clusters Score: Raw -1301186.054921 + Penalty 3171.931873 = -1298014.123048 nChanged 118 SP:Iteration 25Q (7592.734293 sec): 3 clusters Score: Raw -1301235.173316 + Penalty 3171.931873 = -1298063.241443 nChanged 135 SP:Iteration 26Q (7592.800007 sec): 3 clusters Score: Raw -1301309.027825 + Penalty 3171.931873 = -1298137.095952 nChanged 158 SP:Iteration 27Q (7592.887688 sec): 3 clusters Score: Raw -1301419.217022 + Penalty 3171.931873 = -1298247.285149 nChanged 165 SP:Iteration 28Q (7592.957085 sec): 3 clusters Score: Raw -1301556.055586 + Penalty 3171.931873 = -1298384.123713 nChanged 143 SP:Iteration 29Q (7593.038256 sec): 3 clusters Score: Raw -1301636.813371 + Penalty 3171.931873 = -1298464.881498 nChanged 141 SP:Iteration 30Q (7593.112143 sec): 3 clusters Score: Raw -1301699.137909 + Penalty 3171.931873 = -1298527.206036 nChanged 122 SP:Iteration 31Q (7593.183914 sec): 3 clusters Score: Raw -1301744.719119 + Penalty 3171.931873 = -1298572.787247 nChanged 104 SP:Iteration 32Q (7593.243816 sec): 3 clusters Score: Raw -1301780.748071 + Penalty 3171.931873 = -1298608.816198 nChanged 97 SP:Iteration 33Q (7593.319367 sec): 3 clusters Score: Raw -1301811.456414 + Penalty 3171.931873 = -1298639.524542 nChanged 86 SP:Iteration 34Q (7593.402684 sec): 3 clusters Score: Raw -1301835.752520 + Penalty 3171.931873 = -1298663.820647 nChanged 72 SP:Iteration 35Q (7593.464514 sec): 3 clusters Score: Raw -1301852.687710 + Penalty 3171.931873 = -1298680.755837 nChanged 49 SP:Iteration 36Q (7593.528326 sec): 3 clusters Score: Raw -1301862.208213 + Penalty 3171.931873 = -1298690.276340 nChanged 40 SP:Iteration 37Q (7593.603251 sec): 3 clusters Score: Raw -1301870.251260 + Penalty 3171.931873 = -1298698.319388 nChanged 30 SP:Iteration 38Q (7593.664349 sec): 3 clusters Score: Raw -1301875.597605 + Penalty 3171.931873 = -1298703.665733 nChanged 29 SP:Iteration 39Q (7593.723751 sec): 3 clusters Score: Raw -1301880.971627 + Penalty 3171.931873 = -1298709.039754 nChanged 25 SP:Iteration 40F (7593.796176 sec): 3 clusters Score: Raw -1301886.418846 + Penalty 3171.931873 = -1298714.486973 nChanged 23 SP:Iteration 41Q (7593.868265 sec): 3 clusters Score: Raw -1301890.215336 + Penalty 3171.931873 = -1298718.283463 nChanged 20 SP:Iteration 42Q (7593.949498 sec): 3 clusters Score: Raw -1301893.394159 + Penalty 3171.931873 = -1298721.462286 nChanged 19 SP:Iteration 43Q (7594.011712 sec): 3 clusters Score: Raw -1301896.161177 + Penalty 3171.931873 = -1298724.229304 nChanged 14 SP:Iteration 44Q (7594.092824 sec): 3 clusters Score: Raw -1301898.011084 + Penalty 3171.931873 = -1298726.079211 nChanged 17 SP:Iteration 45Q (7594.156419 sec): 3 clusters Score: Raw -1301900.442667 + Penalty 3171.931873 = -1298728.510794 nChanged 11 SP:Iteration 46Q (7594.218861 sec): 3 clusters Score: Raw -1301902.038516 + Penalty 3171.931873 = -1298730.106643 nChanged 15 SP:Iteration 47Q (7594.271131 sec): 3 clusters Score: Raw -1301903.890978 + Penalty 3171.931873 = -1298731.959106 nChanged 13 SP:Iteration 48Q (7594.345642 sec): 3 clusters Score: Raw -1301905.786375 + Penalty 3171.931873 = -1298733.854502 nChanged 13 SP:Iteration 49Q (7594.417950 sec): 3 clusters Score: Raw -1301908.161709 + Penalty 3171.931873 = -1298736.229837 nChanged 14 SP:Iteration 50Q (7594.486301 sec): 3 clusters Score: Raw -1301910.131737 + Penalty 3171.931873 = -1298738.199865 nChanged 7 SP:Iteration 51Q (7594.560419 sec): 3 clusters Score: Raw -1301911.326588 + Penalty 3171.931873 = -1298739.394716 nChanged 12 SP:Iteration 52Q (7594.630563 sec): 3 clusters Score: Raw -1301912.689550 + Penalty 3171.931873 = -1298740.757678 nChanged 4 SP:Iteration 53Q (7594.689775 sec): 3 clusters Score: Raw -1301913.072768 + Penalty 3171.931873 = -1298741.140895 nChanged 3 SP:Iteration 54Q (7594.768251 sec): 3 clusters Score: Raw -1301913.190235 + Penalty 3171.931873 = -1298741.258362 nChanged 2 SP:Iteration 55Q (7594.844234 sec): 3 clusters Score: Raw -1301913.353486 + Penalty 3171.931873 = -1298741.421614 nChanged 2 SP:Iteration 56Q (7594.905824 sec): 3 clusters Score: Raw -1301913.656376 + Penalty 3171.931873 = -1298741.724503 nChanged 4 SP:Iteration 57Q (7594.988839 sec): 3 clusters Score: Raw -1301914.633804 + Penalty 3171.931873 = -1298742.701932 nChanged 7 SP:Iteration 58Q (7595.050276 sec): 3 clusters Score: Raw -1301915.371282 + Penalty 3171.931873 = -1298743.439410 nChanged 9 SP:Iteration 59Q (7595.124622 sec): 3 clusters Score: Raw -1301916.355479 + Penalty 3171.931873 = -1298744.423606 nChanged 8 SP:Iteration 60F (7595.203646 sec): 3 clusters Score: Raw -1301917.131144 + Penalty 3171.931873 = -1298745.199271 nChanged 8 SP:Iteration 61Q (7595.287745 sec): 3 clusters Score: Raw -1301918.006945 + Penalty 3171.931873 = -1298746.075072 nChanged 9 SP:Iteration 62Q (7595.362639 sec): 3 clusters Score: Raw -1301919.215327 + Penalty 3171.931873 = -1298747.283454 nChanged 9 SP:Iteration 63Q (7595.429011 sec): 3 clusters Score: Raw -1301920.372725 + Penalty 3171.931873 = -1298748.440852 nChanged 14 SP:Iteration 64Q (7595.501546 sec): 3 clusters Score: Raw -1301922.164828 + Penalty 3171.931873 = -1298750.232956 nChanged 14 SP:Iteration 65Q (7595.582194 sec): 3 clusters Score: Raw -1301923.710183 + Penalty 3171.931873 = -1298751.778310 nChanged 14 SP:Iteration 66Q (7595.658117 sec): 3 clusters Score: Raw -1301925.522977 + Penalty 3171.931873 = -1298753.591104 nChanged 11 SP:Iteration 67Q (7595.720737 sec): 3 clusters Score: Raw -1301927.397674 + Penalty 3171.931873 = -1298755.465802 nChanged 11 SP:Iteration 68Q (7595.794989 sec): 3 clusters Score: Raw -1301928.693605 + Penalty 3171.931873 = -1298756.761733 nChanged 8 SP:Iteration 69Q (7595.867966 sec): 3 clusters Score: Raw -1301929.631750 + Penalty 3171.931873 = -1298757.699877 nChanged 10 SP:Iteration 70Q (7595.935237 sec): 3 clusters Score: Raw -1301930.752700 + Penalty 3171.931873 = -1298758.820827 nChanged 14 SP:Iteration 71Q (7596.010231 sec): 3 clusters Score: Raw -1301933.464048 + Penalty 3171.931873 = -1298761.532175 nChanged 9 SP:Iteration 72Q (7596.080669 sec): 3 clusters Score: Raw -1301934.363877 + Penalty 3171.931873 = -1298762.432004 nChanged 8 SP:Iteration 73Q (7596.158893 sec): 3 clusters Score: Raw -1301935.060122 + Penalty 3171.931873 = -1298763.128249 nChanged 7 SP:Iteration 74Q (7596.230510 sec): 3 clusters Score: Raw -1301935.744660 + Penalty 3171.931873 = -1298763.812787 nChanged 6 SP:Iteration 75Q (7596.310105 sec): 3 clusters Score: Raw -1301936.170907 + Penalty 3171.931873 = -1298764.239035 nChanged 0 SP:Iteration 76F (7596.367894 sec): 3 clusters Score: Raw -1301936.170907 + Penalty 3171.931873 = -1298764.239035 nChanged 0 Trying to split cluster 17 (34996 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7596.437062 sec): 2 clusters Score: Raw -2909045.690449 + Penalty 1700.235720 = -2907345.454729 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7596.547604 sec): 3 clusters Score: Raw -2887230.796562 + Penalty 3400.471441 = -2883830.325121 nChanged 16180 SP:Iteration 1F (7596.652259 sec): 3 clusters Score: Raw -2896079.604642 + Penalty 3400.471441 = -2892679.133201 nChanged 1578 SP:Iteration 2Q (7596.762043 sec): 3 clusters Score: Raw -2896634.428324 + Penalty 3400.471441 = -2893233.956883 nChanged 1732 SP:Iteration 3Q (7596.858865 sec): 3 clusters Score: Raw -2897339.904250 + Penalty 3400.471441 = -2893939.432810 nChanged 1922 SP:Iteration 4F (7596.973627 sec): 3 clusters Score: Raw -2898271.897032 + Penalty 3400.471441 = -2894871.425591 nChanged 2226 SP:Iteration 5F (7597.081264 sec): 3 clusters Score: Raw -2899629.529475 + Penalty 3400.471441 = -2896229.058034 nChanged 2448 SP:Iteration 6F (7597.188168 sec): 3 clusters Score: Raw -2901250.946950 + Penalty 3400.471441 = -2897850.475510 nChanged 2276 SP:Iteration 7F (7597.300277 sec): 3 clusters Score: Raw -2902799.594742 + Penalty 3400.471441 = -2899399.123301 nChanged 1995 SP:Iteration 8F (7597.407849 sec): 3 clusters Score: Raw -2904262.522590 + Penalty 3400.471441 = -2900862.051150 nChanged 1704 SP:Iteration 9Q (7597.509715 sec): 3 clusters Score: Raw -2905621.818743 + Penalty 3400.471441 = -2902221.347302 nChanged 1263 SP:Iteration 10Q (7597.622570 sec): 3 clusters Score: Raw -2906714.690322 + Penalty 3400.471441 = -2903314.218881 nChanged 931 SP:Iteration 11Q (7597.716355 sec): 3 clusters Score: Raw -2907393.036467 + Penalty 3400.471441 = -2903992.565026 nChanged 656 SP:Iteration 12Q (7597.798787 sec): 3 clusters Score: Raw -2907784.039112 + Penalty 3400.471441 = -2904383.567672 nChanged 502 SP:Iteration 13Q (7597.897621 sec): 3 clusters Score: Raw -2908025.355939 + Penalty 3400.471441 = -2904624.884499 nChanged 399 SP:Iteration 14Q (7598.004470 sec): 3 clusters Score: Raw -2908196.497401 + Penalty 3400.471441 = -2904796.025961 nChanged 358 SP:Iteration 15Q (7598.112330 sec): 3 clusters Score: Raw -2908355.059686 + Penalty 3400.471441 = -2904954.588245 nChanged 330 SP:Iteration 16Q (7598.210629 sec): 3 clusters Score: Raw -2908497.697276 + Penalty 3400.471441 = -2905097.225835 nChanged 299 SP:Iteration 17Q (7598.310189 sec): 3 clusters Score: Raw -2908622.548353 + Penalty 3400.471441 = -2905222.076913 nChanged 239 SP:Iteration 18Q (7598.402760 sec): 3 clusters Score: Raw -2908716.652157 + Penalty 3400.471441 = -2905316.180716 nChanged 196 SP:Iteration 19Q (7598.495385 sec): 3 clusters Score: Raw -2908795.400699 + Penalty 3400.471441 = -2905394.929258 nChanged 184 SP:Iteration 20F (7598.600577 sec): 3 clusters Score: Raw -2908867.464135 + Penalty 3400.471441 = -2905466.992694 nChanged 156 SP:Iteration 21Q (7598.694458 sec): 3 clusters Score: Raw -2908924.395573 + Penalty 3400.471441 = -2905523.924132 nChanged 140 SP:Iteration 22Q (7598.781881 sec): 3 clusters Score: Raw -2908976.555325 + Penalty 3400.471441 = -2905576.083884 nChanged 134 SP:Iteration 23Q (7598.876622 sec): 3 clusters Score: Raw -2909024.826310 + Penalty 3400.471441 = -2905624.354869 nChanged 115 SP:Iteration 24Q (7598.964232 sec): 3 clusters Score: Raw -2909064.701158 + Penalty 3400.471441 = -2905664.229717 nChanged 93 SP:Iteration 25Q (7599.044240 sec): 3 clusters Score: Raw -2909098.279732 + Penalty 3400.471441 = -2905697.808291 nChanged 98 SP:Iteration 26Q (7599.147023 sec): 3 clusters Score: Raw -2909134.813195 + Penalty 3400.471441 = -2905734.341754 nChanged 88 SP:Iteration 27Q (7599.248750 sec): 3 clusters Score: Raw -2909165.652949 + Penalty 3400.471441 = -2905765.181509 nChanged 67 SP:Iteration 28Q (7599.339278 sec): 3 clusters Score: Raw -2909192.647263 + Penalty 3400.471441 = -2905792.175822 nChanged 71 SP:Iteration 29Q (7599.437343 sec): 3 clusters Score: Raw -2909220.165136 + Penalty 3400.471441 = -2905819.693695 nChanged 64 SP:Iteration 30Q (7599.531323 sec): 3 clusters Score: Raw -2909249.467562 + Penalty 3400.471441 = -2905848.996121 nChanged 68 SP:Iteration 31Q (7599.632852 sec): 3 clusters Score: Raw -2909280.193102 + Penalty 3400.471441 = -2905879.721661 nChanged 68 SP:Iteration 32Q (7599.716410 sec): 3 clusters Score: Raw -2909316.255112 + Penalty 3400.471441 = -2905915.783672 nChanged 72 SP:Iteration 33Q (7599.817458 sec): 3 clusters Score: Raw -2909357.382917 + Penalty 3400.471441 = -2905956.911477 nChanged 64 SP:Iteration 34Q (7599.908229 sec): 3 clusters Score: Raw -2909393.155593 + Penalty 3400.471441 = -2905992.684152 nChanged 54 SP:Iteration 35Q (7600.004057 sec): 3 clusters Score: Raw -2909417.503132 + Penalty 3400.471441 = -2906017.031691 nChanged 55 SP:Iteration 36Q (7600.109859 sec): 3 clusters Score: Raw -2909448.812042 + Penalty 3400.471441 = -2906048.340601 nChanged 51 SP:Iteration 37Q (7600.202665 sec): 3 clusters Score: Raw -2909474.284378 + Penalty 3400.471441 = -2906073.812937 nChanged 49 SP:Iteration 38Q (7600.299216 sec): 3 clusters Score: Raw -2909500.438427 + Penalty 3400.471441 = -2906099.966987 nChanged 52 SP:Iteration 39Q (7600.388828 sec): 3 clusters Score: Raw -2909530.584945 + Penalty 3400.471441 = -2906130.113504 nChanged 46 SP:Iteration 40F (7600.500345 sec): 3 clusters Score: Raw -2909555.457303 + Penalty 3400.471441 = -2906154.985862 nChanged 42 SP:Iteration 41Q (7600.584795 sec): 3 clusters Score: Raw -2909577.233791 + Penalty 3400.471441 = -2906176.762351 nChanged 37 SP:Iteration 42Q (7600.686643 sec): 3 clusters Score: Raw -2909598.529196 + Penalty 3400.471441 = -2906198.057755 nChanged 39 SP:Iteration 43Q (7600.781204 sec): 3 clusters Score: Raw -2909612.340848 + Penalty 3400.471441 = -2906211.869407 nChanged 33 SP:Iteration 44Q (7600.885574 sec): 3 clusters Score: Raw -2909625.679513 + Penalty 3400.471441 = -2906225.208072 nChanged 35 SP:Iteration 45Q (7600.977796 sec): 3 clusters Score: Raw -2909640.066502 + Penalty 3400.471441 = -2906239.595061 nChanged 30 SP:Iteration 46Q (7601.056493 sec): 3 clusters Score: Raw -2909650.616916 + Penalty 3400.471441 = -2906250.145476 nChanged 18 SP:Iteration 47Q (7601.152569 sec): 3 clusters Score: Raw -2909656.925135 + Penalty 3400.471441 = -2906256.453695 nChanged 15 SP:Iteration 48Q (7601.245093 sec): 3 clusters Score: Raw -2909660.832639 + Penalty 3400.471441 = -2906260.361199 nChanged 13 SP:Iteration 49Q (7601.341035 sec): 3 clusters Score: Raw -2909664.715625 + Penalty 3400.471441 = -2906264.244184 nChanged 14 SP:Iteration 50Q (7601.430268 sec): 3 clusters Score: Raw -2909670.019616 + Penalty 3400.471441 = -2906269.548176 nChanged 13 SP:Iteration 51Q (7601.516705 sec): 3 clusters Score: Raw -2909673.670153 + Penalty 3400.471441 = -2906273.198713 nChanged 14 SP:Iteration 52Q (7601.613454 sec): 3 clusters Score: Raw -2909678.206097 + Penalty 3400.471441 = -2906277.734657 nChanged 7 SP:Iteration 53Q (7601.704460 sec): 3 clusters Score: Raw -2909679.782957 + Penalty 3400.471441 = -2906279.311517 nChanged 3 SP:Iteration 54Q (7601.786454 sec): 3 clusters Score: Raw -2909680.817363 + Penalty 3400.471441 = -2906280.345922 nChanged 3 SP:Iteration 55Q (7601.890364 sec): 3 clusters Score: Raw -2909681.430330 + Penalty 3400.471441 = -2906280.958890 nChanged 0 SP:Iteration 56F (7601.983790 sec): 3 clusters Score: Raw -2909681.430330 + Penalty 3400.471441 = -2906280.958890 nChanged 0 Trying to split cluster 18 (2332 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7602.024617 sec): 2 clusters Score: Raw -178560.840740 + Penalty 1260.103251 = -177300.737489 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7602.076683 sec): 3 clusters Score: Raw -177557.384966 + Penalty 2520.206503 = -175037.178463 nChanged 841 SP:Iteration 1F (7602.116579 sec): 3 clusters Score: Raw -178242.410244 + Penalty 2520.206503 = -175722.203741 nChanged 213 SP:Iteration 2F (7602.167088 sec): 3 clusters Score: Raw -178468.693283 + Penalty 2520.206503 = -175948.486780 nChanged 183 SP:Iteration 3F (7602.228503 sec): 3 clusters Score: Raw -178722.112041 + Penalty 2520.206503 = -176201.905538 nChanged 174 SP:Iteration 4F (7602.277074 sec): 3 clusters Score: Raw -178995.036433 + Penalty 2520.206503 = -176474.829930 nChanged 170 SP:Iteration 5F (7602.327576 sec): 3 clusters Score: Raw -179351.999126 + Penalty 2520.206503 = -176831.792623 nChanged 174 SP:Iteration 6F (7602.375479 sec): 3 clusters Score: Raw -179796.610555 + Penalty 2520.206503 = -177276.404052 nChanged 144 SP:Iteration 7F (7602.410305 sec): 3 clusters Score: Raw -180106.342324 + Penalty 2520.206503 = -177586.135821 nChanged 96 SP:Iteration 8Q (7602.467281 sec): 3 clusters Score: Raw -180300.418291 + Penalty 2520.206503 = -177780.211788 nChanged 56 SP:Iteration 9Q (7602.509492 sec): 3 clusters Score: Raw -180390.498804 + Penalty 2520.206503 = -177870.292301 nChanged 24 SP:Iteration 10Q (7602.556907 sec): 3 clusters Score: Raw -180412.141581 + Penalty 2520.206503 = -177891.935078 nChanged 12 SP:Iteration 11Q (7602.599813 sec): 3 clusters Score: Raw -180420.561557 + Penalty 2520.206503 = -177900.355054 nChanged 10 SP:Iteration 12Q (7602.648106 sec): 3 clusters Score: Raw -180428.989020 + Penalty 2520.206503 = -177908.782517 nChanged 3 SP:Iteration 13Q (7602.688935 sec): 3 clusters Score: Raw -180430.595882 + Penalty 2520.206503 = -177910.389379 nChanged 0 SP:Iteration 14F (7602.734096 sec): 3 clusters Score: Raw -180430.595882 + Penalty 2520.206503 = -177910.389379 nChanged 0 Score: Raw -49145959.126848 + Penalty 88911.006508 = -49057048.120340 Splitting cluster 18 changes total score from -49057346.622076 to -49057048.120340 So it's not getting split. Trying to split cluster 19 (4611 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7619.673036 sec): 2 clusters Score: Raw -354032.983956 + Penalty 1370.882505 = -352662.101450 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7619.694185 sec): 3 clusters Score: Raw -351669.170214 + Penalty 2741.765010 = -348927.405204 nChanged 1898 SP:Iteration 1F (7619.714623 sec): 3 clusters Score: Raw -352698.823722 + Penalty 2741.765010 = -349957.058712 nChanged 333 SP:Iteration 2F (7619.735323 sec): 3 clusters Score: Raw -352898.469573 + Penalty 2741.765010 = -350156.704563 nChanged 267 SP:Iteration 3F (7619.755720 sec): 3 clusters Score: Raw -353058.561151 + Penalty 2741.765010 = -350316.796141 nChanged 215 SP:Iteration 4Q (7619.776374 sec): 3 clusters Score: Raw -353197.699347 + Penalty 2741.765010 = -350455.934337 nChanged 199 SP:Iteration 5Q (7619.796886 sec): 3 clusters Score: Raw -353346.993762 + Penalty 2741.765010 = -350605.228752 nChanged 191 SP:Iteration 6Q (7619.817478 sec): 3 clusters Score: Raw -353478.958291 + Penalty 2741.765010 = -350737.193280 nChanged 195 SP:Iteration 7Q (7619.837943 sec): 3 clusters Score: Raw -353617.417347 + Penalty 2741.765010 = -350875.652337 nChanged 172 SP:Iteration 8Q (7619.858601 sec): 3 clusters Score: Raw -353724.175965 + Penalty 2741.765010 = -350982.410955 nChanged 143 SP:Iteration 9Q (7619.879156 sec): 3 clusters Score: Raw -353805.270015 + Penalty 2741.765010 = -351063.505004 nChanged 136 SP:Iteration 10Q (7619.899677 sec): 3 clusters Score: Raw -353881.177622 + Penalty 2741.765010 = -351139.412612 nChanged 120 SP:Iteration 11Q (7619.920167 sec): 3 clusters Score: Raw -353942.102205 + Penalty 2741.765010 = -351200.337194 nChanged 110 SP:Iteration 12Q (7619.953132 sec): 3 clusters Score: Raw -353989.063263 + Penalty 2741.765010 = -351247.298253 nChanged 96 SP:Iteration 13Q (7619.973145 sec): 3 clusters Score: Raw -354028.888659 + Penalty 2741.765010 = -351287.123648 nChanged 72 SP:Iteration 14Q (7619.993618 sec): 3 clusters Score: Raw -354061.862285 + Penalty 2741.765010 = -351320.097275 nChanged 72 SP:Iteration 15Q (7620.038954 sec): 3 clusters Score: Raw -354084.558425 + Penalty 2741.765010 = -351342.793415 nChanged 51 SP:Iteration 16Q (7620.059054 sec): 3 clusters Score: Raw -354101.931946 + Penalty 2741.765010 = -351360.166936 nChanged 46 SP:Iteration 17Q (7620.079339 sec): 3 clusters Score: Raw -354118.886336 + Penalty 2741.765010 = -351377.121326 nChanged 45 SP:Iteration 18Q (7620.099745 sec): 3 clusters Score: Raw -354137.319730 + Penalty 2741.765010 = -351395.554720 nChanged 35 SP:Iteration 19Q (7620.119576 sec): 3 clusters Score: Raw -354153.064793 + Penalty 2741.765010 = -351411.299783 nChanged 31 SP:Iteration 20F (7620.156932 sec): 3 clusters Score: Raw -354160.496943 + Penalty 2741.765010 = -351418.731933 nChanged 18 SP:Iteration 21Q (7620.176848 sec): 3 clusters Score: Raw -354164.969324 + Penalty 2741.765010 = -351423.204314 nChanged 13 SP:Iteration 22Q (7620.197012 sec): 3 clusters Score: Raw -354167.648247 + Penalty 2741.765010 = -351425.883236 nChanged 13 SP:Iteration 23Q (7620.217346 sec): 3 clusters Score: Raw -354170.210085 + Penalty 2741.765010 = -351428.445075 nChanged 13 SP:Iteration 24Q (7620.250073 sec): 3 clusters Score: Raw -354173.870707 + Penalty 2741.765010 = -351432.105697 nChanged 17 SP:Iteration 25Q (7620.269989 sec): 3 clusters Score: Raw -354178.554857 + Penalty 2741.765010 = -351436.789846 nChanged 12 SP:Iteration 26Q (7620.290220 sec): 3 clusters Score: Raw -354181.017047 + Penalty 2741.765010 = -351439.252037 nChanged 13 SP:Iteration 27Q (7620.310529 sec): 3 clusters Score: Raw -354183.417391 + Penalty 2741.765010 = -351441.652380 nChanged 12 SP:Iteration 28Q (7620.343419 sec): 3 clusters Score: Raw -354185.966098 + Penalty 2741.765010 = -351444.201087 nChanged 10 SP:Iteration 29Q (7620.363715 sec): 3 clusters Score: Raw -354188.541845 + Penalty 2741.765010 = -351446.776835 nChanged 14 SP:Iteration 30Q (7620.383990 sec): 3 clusters Score: Raw -354192.943038 + Penalty 2741.765010 = -351451.178028 nChanged 16 SP:Iteration 31Q (7620.404147 sec): 3 clusters Score: Raw -354197.698179 + Penalty 2741.765010 = -351455.933169 nChanged 17 SP:Iteration 32Q (7620.436960 sec): 3 clusters Score: Raw -354202.149972 + Penalty 2741.765010 = -351460.384962 nChanged 19 SP:Iteration 33Q (7620.457007 sec): 3 clusters Score: Raw -354206.779635 + Penalty 2741.765010 = -351465.014625 nChanged 21 SP:Iteration 34Q (7620.489987 sec): 3 clusters Score: Raw -354213.207104 + Penalty 2741.765010 = -351471.442093 nChanged 30 SP:Iteration 35Q (7620.510109 sec): 3 clusters Score: Raw -354221.583701 + Penalty 2741.765010 = -351479.818690 nChanged 14 SP:Iteration 36Q (7620.530364 sec): 3 clusters Score: Raw -354225.188424 + Penalty 2741.765010 = -351483.423413 nChanged 15 SP:Iteration 37Q (7620.550704 sec): 3 clusters Score: Raw -354228.811171 + Penalty 2741.765010 = -351487.046161 nChanged 15 SP:Iteration 38Q (7620.583115 sec): 3 clusters Score: Raw -354232.574338 + Penalty 2741.765010 = -351490.809327 nChanged 24 SP:Iteration 39Q (7620.603195 sec): 3 clusters Score: Raw -354240.005971 + Penalty 2741.765010 = -351498.240961 nChanged 30 SP:Iteration 40F (7620.623699 sec): 3 clusters Score: Raw -354250.958451 + Penalty 2741.765010 = -351509.193441 nChanged 24 SP:Iteration 41Q (7620.643666 sec): 3 clusters Score: Raw -354261.742154 + Penalty 2741.765010 = -351519.977144 nChanged 30 SP:Iteration 42Q (7620.677382 sec): 3 clusters Score: Raw -354273.670447 + Penalty 2741.765010 = -351531.905437 nChanged 24 SP:Iteration 43Q (7620.697525 sec): 3 clusters Score: Raw -354281.127497 + Penalty 2741.765010 = -351539.362486 nChanged 17 SP:Iteration 44Q (7620.717777 sec): 3 clusters Score: Raw -354285.669436 + Penalty 2741.765010 = -351543.904426 nChanged 14 SP:Iteration 45Q (7620.738095 sec): 3 clusters Score: Raw -354288.429815 + Penalty 2741.765010 = -351546.664804 nChanged 15 SP:Iteration 46Q (7620.770477 sec): 3 clusters Score: Raw -354291.780520 + Penalty 2741.765010 = -351550.015510 nChanged 13 SP:Iteration 47Q (7620.790398 sec): 3 clusters Score: Raw -354294.881746 + Penalty 2741.765010 = -351553.116735 nChanged 17 SP:Iteration 48Q (7620.810568 sec): 3 clusters Score: Raw -354299.855333 + Penalty 2741.765010 = -351558.090323 nChanged 16 SP:Iteration 49Q (7620.830546 sec): 3 clusters Score: Raw -354306.174571 + Penalty 2741.765010 = -351564.409560 nChanged 20 SP:Iteration 50Q (7620.861103 sec): 3 clusters Score: Raw -354314.608584 + Penalty 2741.765010 = -351572.843573 nChanged 28 SP:Iteration 51Q (7620.881509 sec): 3 clusters Score: Raw -354322.597551 + Penalty 2741.765010 = -351580.832541 nChanged 20 SP:Iteration 52Q (7620.901625 sec): 3 clusters Score: Raw -354329.248908 + Penalty 2741.765010 = -351587.483897 nChanged 15 SP:Iteration 53Q (7620.946620 sec): 3 clusters Score: Raw -354333.257151 + Penalty 2741.765010 = -351591.492141 nChanged 20 SP:Iteration 54Q (7620.966346 sec): 3 clusters Score: Raw -354338.810899 + Penalty 2741.765010 = -351597.045889 nChanged 20 SP:Iteration 55Q (7620.986560 sec): 3 clusters Score: Raw -354343.511610 + Penalty 2741.765010 = -351601.746600 nChanged 13 SP:Iteration 56Q (7621.006696 sec): 3 clusters Score: Raw -354346.959500 + Penalty 2741.765010 = -351605.194490 nChanged 10 SP:Iteration 57Q (7621.039252 sec): 3 clusters Score: Raw -354348.857070 + Penalty 2741.765010 = -351607.092060 nChanged 12 SP:Iteration 58Q (7621.058862 sec): 3 clusters Score: Raw -354352.154503 + Penalty 2741.765010 = -351610.389492 nChanged 16 SP:Iteration 59Q (7621.078915 sec): 3 clusters Score: Raw -354356.841078 + Penalty 2741.765010 = -351615.076067 nChanged 13 SP:Iteration 60F (7621.099194 sec): 3 clusters Score: Raw -354360.916898 + Penalty 2741.765010 = -351619.151887 nChanged 13 SP:Iteration 61Q (7621.132989 sec): 3 clusters Score: Raw -354364.454277 + Penalty 2741.765010 = -351622.689266 nChanged 13 SP:Iteration 62Q (7621.152725 sec): 3 clusters Score: Raw -354366.865153 + Penalty 2741.765010 = -351625.100142 nChanged 7 SP:Iteration 63Q (7621.172702 sec): 3 clusters Score: Raw -354368.212602 + Penalty 2741.765010 = -351626.447592 nChanged 9 SP:Iteration 64Q (7621.192693 sec): 3 clusters Score: Raw -354370.064934 + Penalty 2741.765010 = -351628.299923 nChanged 13 SP:Iteration 65Q (7621.226107 sec): 3 clusters Score: Raw -354373.142876 + Penalty 2741.765010 = -351631.377865 nChanged 12 SP:Iteration 66Q (7621.245793 sec): 3 clusters Score: Raw -354376.516612 + Penalty 2741.765010 = -351634.751602 nChanged 9 SP:Iteration 67Q (7621.265596 sec): 3 clusters Score: Raw -354379.930589 + Penalty 2741.765010 = -351638.165578 nChanged 9 SP:Iteration 68Q (7621.285469 sec): 3 clusters Score: Raw -354382.349607 + Penalty 2741.765010 = -351640.584597 nChanged 6 SP:Iteration 69Q (7621.320153 sec): 3 clusters Score: Raw -354384.089771 + Penalty 2741.765010 = -351642.324760 nChanged 3 SP:Iteration 70Q (7621.339793 sec): 3 clusters Score: Raw -354384.775047 + Penalty 2741.765010 = -351643.010036 nChanged 2 SP:Iteration 71Q (7621.359665 sec): 3 clusters Score: Raw -354385.165447 + Penalty 2741.765010 = -351643.400436 nChanged 1 SP:Iteration 72Q (7621.379758 sec): 3 clusters Score: Raw -354385.263054 + Penalty 2741.765010 = -351643.498044 nChanged 1 SP:Iteration 73Q (7621.412121 sec): 3 clusters Score: Raw -354385.481713 + Penalty 2741.765010 = -351643.716703 nChanged 2 SP:Iteration 74Q (7621.431882 sec): 3 clusters Score: Raw -354385.823443 + Penalty 2741.765010 = -351644.058432 nChanged 3 SP:Iteration 75Q (7621.451959 sec): 3 clusters Score: Raw -354386.761711 + Penalty 2741.765010 = -351644.996701 nChanged 5 SP:Iteration 76Q (7621.471755 sec): 3 clusters Score: Raw -354387.910457 + Penalty 2741.765010 = -351646.145446 nChanged 5 SP:Iteration 77Q (7621.517810 sec): 3 clusters Score: Raw -354389.647353 + Penalty 2741.765010 = -351647.882342 nChanged 7 SP:Iteration 78Q (7621.536636 sec): 3 clusters Score: Raw -354392.731168 + Penalty 2741.765010 = -351650.966157 nChanged 6 SP:Iteration 79Q (7621.556601 sec): 3 clusters Score: Raw -354394.615114 + Penalty 2741.765010 = -351652.850104 nChanged 10 SP:Iteration 80F (7621.577321 sec): 3 clusters Score: Raw -354397.128356 + Penalty 2741.765010 = -351655.363346 nChanged 10 SP:Iteration 81Q (7621.607840 sec): 3 clusters Score: Raw -354399.365139 + Penalty 2741.765010 = -351657.600129 nChanged 11 SP:Iteration 82Q (7621.627353 sec): 3 clusters Score: Raw -354402.261092 + Penalty 2741.765010 = -351660.496081 nChanged 11 SP:Iteration 83Q (7621.647384 sec): 3 clusters Score: Raw -354404.668329 + Penalty 2741.765010 = -351662.903319 nChanged 8 SP:Iteration 84Q (7621.688332 sec): 3 clusters Score: Raw -354406.873150 + Penalty 2741.765010 = -351665.108140 nChanged 11 SP:Iteration 85Q (7621.707948 sec): 3 clusters Score: Raw -354410.683669 + Penalty 2741.765010 = -351668.918658 nChanged 14 SP:Iteration 86Q (7621.727799 sec): 3 clusters Score: Raw -354415.962179 + Penalty 2741.765010 = -351674.197169 nChanged 16 SP:Iteration 87Q (7621.747419 sec): 3 clusters Score: Raw -354421.234937 + Penalty 2741.765010 = -351679.469926 nChanged 18 SP:Iteration 88Q (7621.782239 sec): 3 clusters Score: Raw -354425.975479 + Penalty 2741.765010 = -351684.210469 nChanged 9 SP:Iteration 89Q (7621.801847 sec): 3 clusters Score: Raw -354428.361889 + Penalty 2741.765010 = -351686.596878 nChanged 6 SP:Iteration 90Q (7621.830928 sec): 3 clusters Score: Raw -354430.068889 + Penalty 2741.765010 = -351688.303878 nChanged 8 SP:Iteration 91Q (7621.850614 sec): 3 clusters Score: Raw -354432.666667 + Penalty 2741.765010 = -351690.901657 nChanged 8 SP:Iteration 92Q (7621.870265 sec): 3 clusters Score: Raw -354434.934547 + Penalty 2741.765010 = -351693.169537 nChanged 8 SP:Iteration 93Q (7621.890204 sec): 3 clusters Score: Raw -354437.952908 + Penalty 2741.765010 = -351696.187898 nChanged 13 SP:Iteration 94Q (7621.931906 sec): 3 clusters Score: Raw -354444.434375 + Penalty 2741.765010 = -351702.669364 nChanged 22 SP:Iteration 95Q (7621.978950 sec): 3 clusters Score: Raw -354450.316262 + Penalty 2741.765010 = -351708.551252 nChanged 12 SP:Iteration 96Q (7622.034759 sec): 3 clusters Score: Raw -354454.815663 + Penalty 2741.765010 = -351713.050652 nChanged 9 SP:Iteration 97Q (7622.087917 sec): 3 clusters Score: Raw -354457.635433 + Penalty 2741.765010 = -351715.870422 nChanged 7 SP:Iteration 98Q (7622.144509 sec): 3 clusters Score: Raw -354459.243416 + Penalty 2741.765010 = -351717.478405 nChanged 7 SP:Iteration 99Q (7622.201233 sec): 3 clusters Score: Raw -354461.047878 + Penalty 2741.765010 = -351719.282867 nChanged 6 SP:Iteration 100F (7622.268859 sec): 3 clusters Score: Raw -354464.301312 + Penalty 2741.765010 = -351722.536302 nChanged 9 SP:Iteration 101Q (7622.323866 sec): 3 clusters Score: Raw -354467.475522 + Penalty 2741.765010 = -351725.710511 nChanged 4 SP:Iteration 102Q (7622.363247 sec): 3 clusters Score: Raw -354468.249261 + Penalty 2741.765010 = -351726.484251 nChanged 1 SP:Iteration 103Q (7622.412569 sec): 3 clusters Score: Raw -354468.465121 + Penalty 2741.765010 = -351726.700111 nChanged 1 SP:Iteration 104Q (7622.456948 sec): 3 clusters Score: Raw -354469.146756 + Penalty 2741.765010 = -351727.381746 nChanged 1 SP:Iteration 105Q (7622.514241 sec): 3 clusters Score: Raw -354469.400616 + Penalty 2741.765010 = -351727.635606 nChanged 2 SP:Iteration 106Q (7622.570265 sec): 3 clusters Score: Raw -354469.912089 + Penalty 2741.765010 = -351728.147079 nChanged 2 SP:Iteration 107Q (7622.617078 sec): 3 clusters Score: Raw -354470.476840 + Penalty 2741.765010 = -351728.711830 nChanged 1 SP:Iteration 108Q (7622.662351 sec): 3 clusters Score: Raw -354470.585445 + Penalty 2741.765010 = -351728.820434 nChanged 0 SP:Iteration 109F (7622.681346 sec): 3 clusters Score: Raw -354470.585445 + Penalty 2741.765010 = -351728.820434 nChanged 0 Trying to split cluster 20 (2293 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7622.701963 sec): 2 clusters Score: Raw -183515.842610 + Penalty 1257.362646 = -182258.479964 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7622.714497 sec): 3 clusters Score: Raw -182512.359212 + Penalty 2514.725292 = -179997.633920 nChanged 828 SP:Iteration 1F (7622.726267 sec): 3 clusters Score: Raw -183066.220215 + Penalty 2514.725292 = -180551.494923 nChanged 193 SP:Iteration 2F (7622.737977 sec): 3 clusters Score: Raw -183227.491898 + Penalty 2514.725292 = -180712.766606 nChanged 146 SP:Iteration 3F (7622.753945 sec): 3 clusters Score: Raw -183348.181015 + Penalty 2514.725292 = -180833.455723 nChanged 110 SP:Iteration 4Q (7622.765541 sec): 3 clusters Score: Raw -183431.269701 + Penalty 2514.725292 = -180916.544409 nChanged 86 SP:Iteration 5Q (7622.777236 sec): 3 clusters Score: Raw -183492.744680 + Penalty 2514.725292 = -180978.019388 nChanged 59 SP:Iteration 6Q (7622.788895 sec): 3 clusters Score: Raw -183531.264678 + Penalty 2514.725292 = -181016.539386 nChanged 57 SP:Iteration 7Q (7622.800615 sec): 3 clusters Score: Raw -183567.590941 + Penalty 2514.725292 = -181052.865649 nChanged 39 SP:Iteration 8Q (7622.812340 sec): 3 clusters Score: Raw -183589.595560 + Penalty 2514.725292 = -181074.870269 nChanged 22 SP:Iteration 9Q (7622.823976 sec): 3 clusters Score: Raw -183602.466279 + Penalty 2514.725292 = -181087.740987 nChanged 22 SP:Iteration 10Q (7622.835580 sec): 3 clusters Score: Raw -183617.246875 + Penalty 2514.725292 = -181102.521583 nChanged 22 SP:Iteration 11Q (7622.852280 sec): 3 clusters Score: Raw -183630.727650 + Penalty 2514.725292 = -181116.002358 nChanged 21 SP:Iteration 12Q (7622.898930 sec): 3 clusters Score: Raw -183642.668425 + Penalty 2514.725292 = -181127.943133 nChanged 21 SP:Iteration 13Q (7622.950750 sec): 3 clusters Score: Raw -183654.384079 + Penalty 2514.725292 = -181139.658787 nChanged 12 SP:Iteration 14Q (7623.003966 sec): 3 clusters Score: Raw -183660.552754 + Penalty 2514.725292 = -181145.827462 nChanged 8 SP:Iteration 15Q (7623.067951 sec): 3 clusters Score: Raw -183663.103334 + Penalty 2514.725292 = -181148.378042 nChanged 7 SP:Iteration 16Q (7623.098996 sec): 3 clusters Score: Raw -183666.807409 + Penalty 2514.725292 = -181152.082117 nChanged 7 SP:Iteration 17Q (7623.150419 sec): 3 clusters Score: Raw -183669.198761 + Penalty 2514.725292 = -181154.473469 nChanged 1 SP:Iteration 18Q (7623.201796 sec): 3 clusters Score: Raw -183669.921243 + Penalty 2514.725292 = -181155.195951 nChanged 1 SP:Iteration 19Q (7623.253166 sec): 3 clusters Score: Raw -183670.352644 + Penalty 2514.725292 = -181155.627352 nChanged 1 SP:Iteration 20F (7623.304588 sec): 3 clusters Score: Raw -183670.623740 + Penalty 2514.725292 = -181155.898448 nChanged 0 Trying to split cluster 21 (48859 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7623.382009 sec): 2 clusters Score: Raw -3989266.945684 + Penalty 1754.462755 = -3987512.482929 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7623.511812 sec): 3 clusters Score: Raw -3958280.081933 + Penalty 3508.925510 = -3954771.156423 nChanged 22843 SP:Iteration 1F (7623.638634 sec): 3 clusters Score: Raw -3971576.518312 + Penalty 3508.925510 = -3968067.592802 nChanged 2561 SP:Iteration 2F (7623.760603 sec): 3 clusters Score: Raw -3972646.933693 + Penalty 3508.925510 = -3969138.008183 nChanged 2968 SP:Iteration 3F (7623.884014 sec): 3 clusters Score: Raw -3974202.416792 + Penalty 3508.925510 = -3970693.491282 nChanged 3309 SP:Iteration 4F (7624.022918 sec): 3 clusters Score: Raw -3976324.932618 + Penalty 3508.925510 = -3972816.007108 nChanged 3603 SP:Iteration 5F (7624.156400 sec): 3 clusters Score: Raw -3978994.795733 + Penalty 3508.925510 = -3975485.870223 nChanged 3417 SP:Iteration 6F (7624.290522 sec): 3 clusters Score: Raw -3981874.115153 + Penalty 3508.925510 = -3978365.189643 nChanged 2984 SP:Iteration 7F (7624.415773 sec): 3 clusters Score: Raw -3984559.287090 + Penalty 3508.925510 = -3981050.361580 nChanged 2089 SP:Iteration 8Q (7624.553298 sec): 3 clusters Score: Raw -3986535.908718 + Penalty 3508.925510 = -3983026.983208 nChanged 1367 SP:Iteration 9Q (7624.694073 sec): 3 clusters Score: Raw -3987795.973731 + Penalty 3508.925510 = -3984287.048221 nChanged 891 SP:Iteration 10Q (7624.821283 sec): 3 clusters Score: Raw -3988558.959348 + Penalty 3508.925510 = -3985050.033838 nChanged 599 SP:Iteration 11Q (7624.947644 sec): 3 clusters Score: Raw -3988951.654620 + Penalty 3508.925510 = -3985442.729110 nChanged 373 SP:Iteration 12Q (7625.071670 sec): 3 clusters Score: Raw -3989152.289993 + Penalty 3508.925510 = -3985643.364482 nChanged 299 SP:Iteration 13Q (7625.190307 sec): 3 clusters Score: Raw -3989283.518553 + Penalty 3508.925510 = -3985774.593043 nChanged 241 SP:Iteration 14Q (7625.310300 sec): 3 clusters Score: Raw -3989385.758148 + Penalty 3508.925510 = -3985876.832638 nChanged 185 SP:Iteration 15Q (7625.414757 sec): 3 clusters Score: Raw -3989450.629417 + Penalty 3508.925510 = -3985941.703906 nChanged 169 SP:Iteration 16Q (7625.543560 sec): 3 clusters Score: Raw -3989505.695418 + Penalty 3508.925510 = -3985996.769908 nChanged 131 SP:Iteration 17Q (7625.666684 sec): 3 clusters Score: Raw -3989540.571550 + Penalty 3508.925510 = -3986031.646040 nChanged 109 SP:Iteration 18Q (7625.787552 sec): 3 clusters Score: Raw -3989568.870438 + Penalty 3508.925510 = -3986059.944927 nChanged 88 SP:Iteration 19Q (7625.906379 sec): 3 clusters Score: Raw -3989590.135285 + Penalty 3508.925510 = -3986081.209775 nChanged 77 SP:Iteration 20F (7626.039240 sec): 3 clusters Score: Raw -3989609.035028 + Penalty 3508.925510 = -3986100.109518 nChanged 73 SP:Iteration 21Q (7626.161555 sec): 3 clusters Score: Raw -3989628.037689 + Penalty 3508.925510 = -3986119.112179 nChanged 52 SP:Iteration 22Q (7626.270008 sec): 3 clusters Score: Raw -3989641.058626 + Penalty 3508.925510 = -3986132.133116 nChanged 41 SP:Iteration 23Q (7626.377286 sec): 3 clusters Score: Raw -3989651.193739 + Penalty 3508.925510 = -3986142.268229 nChanged 45 SP:Iteration 24Q (7626.484315 sec): 3 clusters Score: Raw -3989662.391042 + Penalty 3508.925510 = -3986153.465531 nChanged 43 SP:Iteration 25Q (7626.588257 sec): 3 clusters Score: Raw -3989675.392554 + Penalty 3508.925510 = -3986166.467044 nChanged 47 SP:Iteration 26Q (7626.684216 sec): 3 clusters Score: Raw -3989688.798295 + Penalty 3508.925510 = -3986179.872785 nChanged 41 SP:Iteration 27Q (7626.794569 sec): 3 clusters Score: Raw -3989699.339421 + Penalty 3508.925510 = -3986190.413911 nChanged 33 SP:Iteration 28Q (7626.906331 sec): 3 clusters Score: Raw -3989706.871807 + Penalty 3508.925510 = -3986197.946296 nChanged 23 SP:Iteration 29Q (7627.016325 sec): 3 clusters Score: Raw -3989711.415677 + Penalty 3508.925510 = -3986202.490167 nChanged 20 SP:Iteration 30Q (7627.132321 sec): 3 clusters Score: Raw -3989714.939333 + Penalty 3508.925510 = -3986206.013823 nChanged 15 SP:Iteration 31Q (7627.244196 sec): 3 clusters Score: Raw -3989718.444755 + Penalty 3508.925510 = -3986209.519245 nChanged 18 SP:Iteration 32Q (7627.356773 sec): 3 clusters Score: Raw -3989721.106085 + Penalty 3508.925510 = -3986212.180575 nChanged 9 SP:Iteration 33Q (7627.464233 sec): 3 clusters Score: Raw -3989723.018963 + Penalty 3508.925510 = -3986214.093453 nChanged 4 SP:Iteration 34Q (7627.577784 sec): 3 clusters Score: Raw -3989723.787803 + Penalty 3508.925510 = -3986214.862293 nChanged 8 SP:Iteration 35Q (7627.690572 sec): 3 clusters Score: Raw -3989725.178603 + Penalty 3508.925510 = -3986216.253093 nChanged 10 SP:Iteration 36Q (7627.793953 sec): 3 clusters Score: Raw -3989727.638638 + Penalty 3508.925510 = -3986218.713128 nChanged 16 SP:Iteration 37Q (7627.908535 sec): 3 clusters Score: Raw -3989730.718691 + Penalty 3508.925510 = -3986221.793180 nChanged 12 SP:Iteration 38Q (7628.006629 sec): 3 clusters Score: Raw -3989732.751542 + Penalty 3508.925510 = -3986223.826031 nChanged 12 SP:Iteration 39Q (7628.128326 sec): 3 clusters Score: Raw -3989735.355195 + Penalty 3508.925510 = -3986226.429684 nChanged 11 SP:Iteration 40F (7628.253465 sec): 3 clusters Score: Raw -3989737.541277 + Penalty 3508.925510 = -3986228.615767 nChanged 17 SP:Iteration 41Q (7628.369725 sec): 3 clusters Score: Raw -3989740.178059 + Penalty 3508.925510 = -3986231.252548 nChanged 11 SP:Iteration 42Q (7628.491312 sec): 3 clusters Score: Raw -3989741.950725 + Penalty 3508.925510 = -3986233.025215 nChanged 11 SP:Iteration 43Q (7628.601958 sec): 3 clusters Score: Raw -3989743.518566 + Penalty 3508.925510 = -3986234.593056 nChanged 8 SP:Iteration 44Q (7628.704673 sec): 3 clusters Score: Raw -3989744.902302 + Penalty 3508.925510 = -3986235.976792 nChanged 9 SP:Iteration 45Q (7628.816733 sec): 3 clusters Score: Raw -3989746.118936 + Penalty 3508.925510 = -3986237.193426 nChanged 4 SP:Iteration 46Q (7628.916756 sec): 3 clusters Score: Raw -3989746.515366 + Penalty 3508.925510 = -3986237.589856 nChanged 3 SP:Iteration 47Q (7629.039847 sec): 3 clusters Score: Raw -3989746.739167 + Penalty 3508.925510 = -3986237.813656 nChanged 3 SP:Iteration 48Q (7629.147112 sec): 3 clusters Score: Raw -3989747.124781 + Penalty 3508.925510 = -3986238.199271 nChanged 2 SP:Iteration 49Q (7629.264029 sec): 3 clusters Score: Raw -3989747.508470 + Penalty 3508.925510 = -3986238.582959 nChanged 4 SP:Iteration 50Q (7629.385826 sec): 3 clusters Score: Raw -3989748.271264 + Penalty 3508.925510 = -3986239.345754 nChanged 4 SP:Iteration 51Q (7629.504776 sec): 3 clusters Score: Raw -3989748.732108 + Penalty 3508.925510 = -3986239.806597 nChanged 6 SP:Iteration 52Q (7629.612669 sec): 3 clusters Score: Raw -3989749.520834 + Penalty 3508.925510 = -3986240.595323 nChanged 2 SP:Iteration 53Q (7629.734181 sec): 3 clusters Score: Raw -3989749.861076 + Penalty 3508.925510 = -3986240.935566 nChanged 2 SP:Iteration 54Q (7629.850586 sec): 3 clusters Score: Raw -3989750.051355 + Penalty 3508.925510 = -3986241.125845 nChanged 1 SP:Iteration 55Q (7629.969932 sec): 3 clusters Score: Raw -3989750.134057 + Penalty 3508.925510 = -3986241.208547 nChanged 1 SP:Iteration 56Q (7630.079585 sec): 3 clusters Score: Raw -3989750.295164 + Penalty 3508.925510 = -3986241.369654 nChanged 1 SP:Iteration 57Q (7630.205509 sec): 3 clusters Score: Raw -3989750.322610 + Penalty 3508.925510 = -3986241.397100 nChanged 0 SP:Iteration 58F (7630.331447 sec): 3 clusters Score: Raw -3989750.322610 + Penalty 3508.925510 = -3986241.397100 nChanged 0 Trying to split cluster 22 (2759 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7630.353812 sec): 2 clusters Score: Raw -185352.091120 + Penalty 1287.426331 = -184064.664789 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7630.404223 sec): 3 clusters Score: Raw -184070.721175 + Penalty 2574.852662 = -181495.868514 nChanged 1035 SP:Iteration 1F (7630.456712 sec): 3 clusters Score: Raw -184748.555594 + Penalty 2574.852662 = -182173.702932 nChanged 237 SP:Iteration 2F (7630.502612 sec): 3 clusters Score: Raw -184965.201187 + Penalty 2574.852662 = -182390.348526 nChanged 180 SP:Iteration 3F (7630.554526 sec): 3 clusters Score: Raw -185152.339719 + Penalty 2574.852662 = -182577.487057 nChanged 147 SP:Iteration 4F (7630.603846 sec): 3 clusters Score: Raw -185312.417344 + Penalty 2574.852662 = -182737.564682 nChanged 144 SP:Iteration 5F (7630.655785 sec): 3 clusters Score: Raw -185477.420777 + Penalty 2574.852662 = -182902.568115 nChanged 141 SP:Iteration 6F (7630.708192 sec): 3 clusters Score: Raw -185654.736714 + Penalty 2574.852662 = -183079.884052 nChanged 130 SP:Iteration 7Q (7630.750135 sec): 3 clusters Score: Raw -185782.566851 + Penalty 2574.852662 = -183207.714189 nChanged 111 SP:Iteration 8Q (7630.801909 sec): 3 clusters Score: Raw -185900.964757 + Penalty 2574.852662 = -183326.112095 nChanged 91 SP:Iteration 9Q (7630.847223 sec): 3 clusters Score: Raw -185990.747305 + Penalty 2574.852662 = -183415.894644 nChanged 69 SP:Iteration 10Q (7630.899116 sec): 3 clusters Score: Raw -186041.513698 + Penalty 2574.852662 = -183466.661036 nChanged 50 SP:Iteration 11Q (7630.951667 sec): 3 clusters Score: Raw -186074.883469 + Penalty 2574.852662 = -183500.030807 nChanged 47 SP:Iteration 12Q (7631.000550 sec): 3 clusters Score: Raw -186115.323203 + Penalty 2574.852662 = -183540.470542 nChanged 41 SP:Iteration 13Q (7631.048240 sec): 3 clusters Score: Raw -186140.589079 + Penalty 2574.852662 = -183565.736417 nChanged 24 SP:Iteration 14Q (7631.096745 sec): 3 clusters Score: Raw -186158.539440 + Penalty 2574.852662 = -183583.686778 nChanged 26 SP:Iteration 15Q (7631.137458 sec): 3 clusters Score: Raw -186172.711171 + Penalty 2574.852662 = -183597.858509 nChanged 16 SP:Iteration 16Q (7631.190190 sec): 3 clusters Score: Raw -186179.959772 + Penalty 2574.852662 = -183605.107110 nChanged 11 SP:Iteration 17Q (7631.242195 sec): 3 clusters Score: Raw -186187.646478 + Penalty 2574.852662 = -183612.793817 nChanged 17 SP:Iteration 18Q (7631.294755 sec): 3 clusters Score: Raw -186196.034451 + Penalty 2574.852662 = -183621.181790 nChanged 13 SP:Iteration 19Q (7631.345535 sec): 3 clusters Score: Raw -186202.969177 + Penalty 2574.852662 = -183628.116516 nChanged 13 SP:Iteration 20F (7631.397368 sec): 3 clusters Score: Raw -186207.589850 + Penalty 2574.852662 = -183632.737188 nChanged 9 SP:Iteration 21Q (7631.442711 sec): 3 clusters Score: Raw -186211.356581 + Penalty 2574.852662 = -183636.503919 nChanged 5 SP:Iteration 22Q (7631.494247 sec): 3 clusters Score: Raw -186212.820086 + Penalty 2574.852662 = -183637.967425 nChanged 4 SP:Iteration 23Q (7631.544703 sec): 3 clusters Score: Raw -186214.505759 + Penalty 2574.852662 = -183639.653098 nChanged 3 SP:Iteration 24Q (7631.599367 sec): 3 clusters Score: Raw -186215.565988 + Penalty 2574.852662 = -183640.713326 nChanged 4 SP:Iteration 25Q (7631.652806 sec): 3 clusters Score: Raw -186216.495488 + Penalty 2574.852662 = -183641.642827 nChanged 1 SP:Iteration 26Q (7631.691198 sec): 3 clusters Score: Raw -186217.001742 + Penalty 2574.852662 = -183642.149080 nChanged 2 SP:Iteration 27Q (7631.735012 sec): 3 clusters Score: Raw -186217.790017 + Penalty 2574.852662 = -183642.937355 nChanged 1 SP:Iteration 28Q (7631.776920 sec): 3 clusters Score: Raw -186217.956769 + Penalty 2574.852662 = -183643.104107 nChanged 0 SP:Iteration 29F (7631.840559 sec): 3 clusters Score: Raw -186217.956769 + Penalty 2574.852662 = -183643.104107 nChanged 0 Trying to split cluster 23 (3893 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7631.857548 sec): 2 clusters Score: Raw -292922.556725 + Penalty 1343.376994 = -291579.179731 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7631.901267 sec): 3 clusters Score: Raw -291023.011567 + Penalty 2686.753988 = -288336.257579 nChanged 1549 SP:Iteration 1F (7631.936696 sec): 3 clusters Score: Raw -292026.853228 + Penalty 2686.753988 = -289340.099240 nChanged 385 SP:Iteration 2F (7631.982500 sec): 3 clusters Score: Raw -292391.927711 + Penalty 2686.753988 = -289705.173723 nChanged 304 SP:Iteration 3F (7632.034070 sec): 3 clusters Score: Raw -292639.047912 + Penalty 2686.753988 = -289952.293924 nChanged 235 SP:Iteration 4F (7632.087964 sec): 3 clusters Score: Raw -292806.480592 + Penalty 2686.753988 = -290119.726604 nChanged 165 SP:Iteration 5Q (7632.141850 sec): 3 clusters Score: Raw -292906.566631 + Penalty 2686.753988 = -290219.812643 nChanged 127 SP:Iteration 6Q (7632.197740 sec): 3 clusters Score: Raw -292987.224365 + Penalty 2686.753988 = -290300.470377 nChanged 105 SP:Iteration 7Q (7632.251993 sec): 3 clusters Score: Raw -293053.032319 + Penalty 2686.753988 = -290366.278331 nChanged 89 SP:Iteration 8Q (7632.306000 sec): 3 clusters Score: Raw -293103.445226 + Penalty 2686.753988 = -290416.691238 nChanged 97 SP:Iteration 9Q (7632.359945 sec): 3 clusters Score: Raw -293154.642005 + Penalty 2686.753988 = -290467.888017 nChanged 80 SP:Iteration 10Q (7632.403524 sec): 3 clusters Score: Raw -293201.952431 + Penalty 2686.753988 = -290515.198443 nChanged 70 SP:Iteration 11Q (7632.459207 sec): 3 clusters Score: Raw -293243.269971 + Penalty 2686.753988 = -290556.515983 nChanged 61 SP:Iteration 12Q (7632.514318 sec): 3 clusters Score: Raw -293275.740929 + Penalty 2686.753988 = -290588.986941 nChanged 63 SP:Iteration 13Q (7632.568818 sec): 3 clusters Score: Raw -293314.750217 + Penalty 2686.753988 = -290627.996229 nChanged 53 SP:Iteration 14Q (7632.616333 sec): 3 clusters Score: Raw -293344.723145 + Penalty 2686.753988 = -290657.969157 nChanged 58 SP:Iteration 15Q (7632.640709 sec): 3 clusters Score: Raw -293376.874297 + Penalty 2686.753988 = -290690.120309 nChanged 68 SP:Iteration 16Q (7632.678538 sec): 3 clusters Score: Raw -293411.013471 + Penalty 2686.753988 = -290724.259483 nChanged 59 SP:Iteration 17Q (7632.735116 sec): 3 clusters Score: Raw -293436.378121 + Penalty 2686.753988 = -290749.624133 nChanged 54 SP:Iteration 18Q (7632.800835 sec): 3 clusters Score: Raw -293461.864030 + Penalty 2686.753988 = -290775.110042 nChanged 45 SP:Iteration 19Q (7632.845091 sec): 3 clusters Score: Raw -293481.086786 + Penalty 2686.753988 = -290794.332798 nChanged 39 SP:Iteration 20F (7632.898808 sec): 3 clusters Score: Raw -293496.789243 + Penalty 2686.753988 = -290810.035256 nChanged 40 SP:Iteration 21Q (7632.952561 sec): 3 clusters Score: Raw -293515.908771 + Penalty 2686.753988 = -290829.154783 nChanged 39 SP:Iteration 22Q (7633.004627 sec): 3 clusters Score: Raw -293536.950915 + Penalty 2686.753988 = -290850.196927 nChanged 34 SP:Iteration 23Q (7633.058376 sec): 3 clusters Score: Raw -293560.318946 + Penalty 2686.753988 = -290873.564958 nChanged 39 SP:Iteration 24Q (7633.123916 sec): 3 clusters Score: Raw -293580.839409 + Penalty 2686.753988 = -290894.085421 nChanged 36 SP:Iteration 25Q (7633.163789 sec): 3 clusters Score: Raw -293599.595705 + Penalty 2686.753988 = -290912.841717 nChanged 29 SP:Iteration 26Q (7633.217411 sec): 3 clusters Score: Raw -293612.735022 + Penalty 2686.753988 = -290925.981034 nChanged 25 SP:Iteration 27Q (7633.270950 sec): 3 clusters Score: Raw -293625.578655 + Penalty 2686.753988 = -290938.824667 nChanged 13 SP:Iteration 28Q (7633.326377 sec): 3 clusters Score: Raw -293633.057087 + Penalty 2686.753988 = -290946.303099 nChanged 17 SP:Iteration 29Q (7633.380382 sec): 3 clusters Score: Raw -293638.280704 + Penalty 2686.753988 = -290951.526716 nChanged 10 SP:Iteration 30Q (7633.421558 sec): 3 clusters Score: Raw -293641.530856 + Penalty 2686.753988 = -290954.776868 nChanged 8 SP:Iteration 31Q (7633.465979 sec): 3 clusters Score: Raw -293644.536793 + Penalty 2686.753988 = -290957.782805 nChanged 10 SP:Iteration 32Q (7633.529220 sec): 3 clusters Score: Raw -293651.075940 + Penalty 2686.753988 = -290964.321952 nChanged 13 SP:Iteration 33Q (7633.564240 sec): 3 clusters Score: Raw -293654.797573 + Penalty 2686.753988 = -290968.043585 nChanged 6 SP:Iteration 34Q (7633.613501 sec): 3 clusters Score: Raw -293656.873126 + Penalty 2686.753988 = -290970.119138 nChanged 7 SP:Iteration 35Q (7633.662594 sec): 3 clusters Score: Raw -293659.342809 + Penalty 2686.753988 = -290972.588821 nChanged 6 SP:Iteration 36Q (7633.716477 sec): 3 clusters Score: Raw -293661.252479 + Penalty 2686.753988 = -290974.498491 nChanged 1 SP:Iteration 37Q (7633.770336 sec): 3 clusters Score: Raw -293661.451193 + Penalty 2686.753988 = -290974.697205 nChanged 0 SP:Iteration 38F (7633.824500 sec): 3 clusters Score: Raw -293661.451193 + Penalty 2686.753988 = -290974.697205 nChanged 0 Trying to split cluster 24 (8750 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7633.862371 sec): 2 clusters Score: Raw -713610.786024 + Penalty 1474.981459 = -712135.804565 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7633.916505 sec): 3 clusters Score: Raw -708749.687716 + Penalty 2949.962918 = -705799.724798 nChanged 3733 SP:Iteration 1F (7633.980599 sec): 3 clusters Score: Raw -710697.168749 + Penalty 2949.962918 = -707747.205831 nChanged 586 SP:Iteration 2F (7634.044498 sec): 3 clusters Score: Raw -710951.984182 + Penalty 2949.962918 = -708002.021263 nChanged 483 SP:Iteration 3F (7634.103465 sec): 3 clusters Score: Raw -711183.047581 + Penalty 2949.962918 = -708233.084663 nChanged 418 SP:Iteration 4Q (7634.173296 sec): 3 clusters Score: Raw -711379.154157 + Penalty 2949.962918 = -708429.191238 nChanged 405 SP:Iteration 5Q (7634.235103 sec): 3 clusters Score: Raw -711566.065392 + Penalty 2949.962918 = -708616.102474 nChanged 352 SP:Iteration 6Q (7634.281977 sec): 3 clusters Score: Raw -711725.603955 + Penalty 2949.962918 = -708775.641036 nChanged 344 SP:Iteration 7Q (7634.345603 sec): 3 clusters Score: Raw -711875.211155 + Penalty 2949.962918 = -708925.248236 nChanged 315 SP:Iteration 8Q (7634.414266 sec): 3 clusters Score: Raw -712013.127796 + Penalty 2949.962918 = -709063.164878 nChanged 303 SP:Iteration 9Q (7634.486236 sec): 3 clusters Score: Raw -712141.629459 + Penalty 2949.962918 = -709191.666541 nChanged 300 SP:Iteration 10Q (7634.529953 sec): 3 clusters Score: Raw -712272.370882 + Penalty 2949.962918 = -709322.407963 nChanged 259 SP:Iteration 11Q (7634.605065 sec): 3 clusters Score: Raw -712386.937833 + Penalty 2949.962918 = -709436.974915 nChanged 275 SP:Iteration 12Q (7634.645747 sec): 3 clusters Score: Raw -712492.634697 + Penalty 2949.962918 = -709542.671778 nChanged 242 SP:Iteration 13Q (7634.703845 sec): 3 clusters Score: Raw -712593.667550 + Penalty 2949.962918 = -709643.704632 nChanged 208 SP:Iteration 14Q (7634.767050 sec): 3 clusters Score: Raw -712668.512585 + Penalty 2949.962918 = -709718.549667 nChanged 186 SP:Iteration 15Q (7634.820282 sec): 3 clusters Score: Raw -712735.443590 + Penalty 2949.962918 = -709785.480671 nChanged 172 SP:Iteration 16Q (7634.878267 sec): 3 clusters Score: Raw -712793.294263 + Penalty 2949.962918 = -709843.331345 nChanged 154 SP:Iteration 17Q (7634.938730 sec): 3 clusters Score: Raw -712844.770278 + Penalty 2949.962918 = -709894.807360 nChanged 155 SP:Iteration 18Q (7634.994280 sec): 3 clusters Score: Raw -712902.381005 + Penalty 2949.962918 = -709952.418086 nChanged 155 SP:Iteration 19Q (7635.049712 sec): 3 clusters Score: Raw -712967.148478 + Penalty 2949.962918 = -710017.185560 nChanged 182 SP:Iteration 20F (7635.116414 sec): 3 clusters Score: Raw -713038.040174 + Penalty 2949.962918 = -710088.077256 nChanged 160 SP:Iteration 21Q (7635.176473 sec): 3 clusters Score: Raw -713090.399894 + Penalty 2949.962918 = -710140.436976 nChanged 136 SP:Iteration 22Q (7635.239544 sec): 3 clusters Score: Raw -713138.433266 + Penalty 2949.962918 = -710188.470348 nChanged 121 SP:Iteration 23Q (7635.302380 sec): 3 clusters Score: Raw -713175.615437 + Penalty 2949.962918 = -710225.652519 nChanged 107 SP:Iteration 24Q (7635.359324 sec): 3 clusters Score: Raw -713208.501256 + Penalty 2949.962918 = -710258.538338 nChanged 95 SP:Iteration 25Q (7635.422139 sec): 3 clusters Score: Raw -713232.303143 + Penalty 2949.962918 = -710282.340225 nChanged 82 SP:Iteration 26Q (7635.481264 sec): 3 clusters Score: Raw -713252.818942 + Penalty 2949.962918 = -710302.856024 nChanged 78 SP:Iteration 27Q (7635.546027 sec): 3 clusters Score: Raw -713272.273432 + Penalty 2949.962918 = -710322.310513 nChanged 64 SP:Iteration 28Q (7635.612444 sec): 3 clusters Score: Raw -713285.852685 + Penalty 2949.962918 = -710335.889766 nChanged 68 SP:Iteration 29Q (7635.677813 sec): 3 clusters Score: Raw -713299.248465 + Penalty 2949.962918 = -710349.285546 nChanged 52 SP:Iteration 30Q (7635.729664 sec): 3 clusters Score: Raw -713308.656941 + Penalty 2949.962918 = -710358.694023 nChanged 42 SP:Iteration 31Q (7635.791276 sec): 3 clusters Score: Raw -713315.732381 + Penalty 2949.962918 = -710365.769462 nChanged 38 SP:Iteration 32Q (7635.859705 sec): 3 clusters Score: Raw -713321.895125 + Penalty 2949.962918 = -710371.932206 nChanged 44 SP:Iteration 33Q (7635.920190 sec): 3 clusters Score: Raw -713331.125473 + Penalty 2949.962918 = -710381.162555 nChanged 43 SP:Iteration 34Q (7635.981129 sec): 3 clusters Score: Raw -713339.707807 + Penalty 2949.962918 = -710389.744889 nChanged 28 SP:Iteration 35Q (7636.043911 sec): 3 clusters Score: Raw -713344.760093 + Penalty 2949.962918 = -710394.797174 nChanged 25 SP:Iteration 36Q (7636.106979 sec): 3 clusters Score: Raw -713349.774103 + Penalty 2949.962918 = -710399.811185 nChanged 21 SP:Iteration 37Q (7636.167234 sec): 3 clusters Score: Raw -713353.257158 + Penalty 2949.962918 = -710403.294240 nChanged 30 SP:Iteration 38Q (7636.228519 sec): 3 clusters Score: Raw -713358.128158 + Penalty 2949.962918 = -710408.165240 nChanged 35 SP:Iteration 39Q (7636.291807 sec): 3 clusters Score: Raw -713363.812418 + Penalty 2949.962918 = -710413.849499 nChanged 27 SP:Iteration 40F (7636.353091 sec): 3 clusters Score: Raw -713367.792162 + Penalty 2949.962918 = -710417.829244 nChanged 27 SP:Iteration 41Q (7636.419083 sec): 3 clusters Score: Raw -713372.682404 + Penalty 2949.962918 = -710422.719485 nChanged 33 SP:Iteration 42Q (7636.480260 sec): 3 clusters Score: Raw -713379.979430 + Penalty 2949.962918 = -710430.016511 nChanged 35 SP:Iteration 43Q (7636.543216 sec): 3 clusters Score: Raw -713388.351144 + Penalty 2949.962918 = -710438.388226 nChanged 37 SP:Iteration 44Q (7636.608415 sec): 3 clusters Score: Raw -713397.608562 + Penalty 2949.962918 = -710447.645644 nChanged 40 SP:Iteration 45Q (7636.668574 sec): 3 clusters Score: Raw -713406.332140 + Penalty 2949.962918 = -710456.369222 nChanged 40 SP:Iteration 46Q (7636.730835 sec): 3 clusters Score: Raw -713415.883922 + Penalty 2949.962918 = -710465.921003 nChanged 38 SP:Iteration 47Q (7636.793313 sec): 3 clusters Score: Raw -713425.485526 + Penalty 2949.962918 = -710475.522607 nChanged 39 SP:Iteration 48Q (7636.855719 sec): 3 clusters Score: Raw -713432.922258 + Penalty 2949.962918 = -710482.959340 nChanged 25 SP:Iteration 49Q (7636.918070 sec): 3 clusters Score: Raw -713437.198018 + Penalty 2949.962918 = -710487.235099 nChanged 23 SP:Iteration 50Q (7636.980707 sec): 3 clusters Score: Raw -713440.634864 + Penalty 2949.962918 = -710490.671945 nChanged 16 SP:Iteration 51Q (7637.042670 sec): 3 clusters Score: Raw -713443.524456 + Penalty 2949.962918 = -710493.561538 nChanged 15 SP:Iteration 52Q (7637.107750 sec): 3 clusters Score: Raw -713445.529074 + Penalty 2949.962918 = -710495.566156 nChanged 12 SP:Iteration 53Q (7637.165852 sec): 3 clusters Score: Raw -713447.232638 + Penalty 2949.962918 = -710497.269720 nChanged 11 SP:Iteration 54Q (7637.217327 sec): 3 clusters Score: Raw -713448.535326 + Penalty 2949.962918 = -710498.572408 nChanged 12 SP:Iteration 55Q (7637.279668 sec): 3 clusters Score: Raw -713449.791361 + Penalty 2949.962918 = -710499.828442 nChanged 4 SP:Iteration 56Q (7637.345731 sec): 3 clusters Score: Raw -713450.270210 + Penalty 2949.962918 = -710500.307292 nChanged 6 SP:Iteration 57Q (7637.406162 sec): 3 clusters Score: Raw -713450.844864 + Penalty 2949.962918 = -710500.881946 nChanged 1 SP:Iteration 58Q (7637.469646 sec): 3 clusters Score: Raw -713450.903019 + Penalty 2949.962918 = -710500.940100 nChanged 1 SP:Iteration 59Q (7637.532148 sec): 3 clusters Score: Raw -713450.952787 + Penalty 2949.962918 = -710500.989869 nChanged 1 SP:Iteration 60F (7637.589930 sec): 3 clusters Score: Raw -713451.172440 + Penalty 2949.962918 = -710501.209521 nChanged 1 SP:Iteration 61Q (7637.652314 sec): 3 clusters Score: Raw -713451.241986 + Penalty 2949.962918 = -710501.279068 nChanged 3 SP:Iteration 62Q (7637.711877 sec): 3 clusters Score: Raw -713451.480217 + Penalty 2949.962918 = -710501.517299 nChanged 4 SP:Iteration 63Q (7637.786363 sec): 3 clusters Score: Raw -713451.772544 + Penalty 2949.962918 = -710501.809626 nChanged 3 SP:Iteration 64Q (7637.829612 sec): 3 clusters Score: Raw -713452.082856 + Penalty 2949.962918 = -710502.119938 nChanged 2 SP:Iteration 65Q (7637.893097 sec): 3 clusters Score: Raw -713452.220416 + Penalty 2949.962918 = -710502.257498 nChanged 0 SP:Iteration 66F (7637.957655 sec): 3 clusters Score: Raw -713452.220416 + Penalty 2949.962918 = -710502.257498 nChanged 0 Trying to split cluster 25 (112652 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7638.111702 sec): 2 clusters Score: Raw -9361404.748418 + Penalty 1890.209539 = -9359514.538879 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7638.349521 sec): 3 clusters Score: Raw -9287823.059926 + Penalty 3780.419077 = -9284042.640848 nChanged 54025 SP:Iteration 1F (7638.578991 sec): 3 clusters Score: Raw -9319392.000953 + Penalty 3780.419077 = -9315611.581876 nChanged 4256 SP:Iteration 2Q (7638.820701 sec): 3 clusters Score: Raw -9320686.110272 + Penalty 3780.419077 = -9316905.691195 nChanged 4661 SP:Iteration 3Q (7639.080649 sec): 3 clusters Score: Raw -9322375.752423 + Penalty 3780.419077 = -9318595.333346 nChanged 5156 SP:Iteration 4Q (7639.302833 sec): 3 clusters Score: Raw -9324499.442555 + Penalty 3780.419077 = -9320719.023477 nChanged 5699 SP:Iteration 5F (7639.538540 sec): 3 clusters Score: Raw -9327179.844979 + Penalty 3780.419077 = -9323399.425901 nChanged 6120 SP:Iteration 6F (7639.756925 sec): 3 clusters Score: Raw -9330309.574425 + Penalty 3780.419077 = -9326529.155347 nChanged 6361 SP:Iteration 7F (7639.983851 sec): 3 clusters Score: Raw -9333779.340698 + Penalty 3780.419077 = -9329998.921621 nChanged 6322 SP:Iteration 8F (7640.194463 sec): 3 clusters Score: Raw -9337236.717605 + Penalty 3780.419077 = -9333456.298528 nChanged 5935 SP:Iteration 9F (7640.430421 sec): 3 clusters Score: Raw -9340426.060428 + Penalty 3780.419077 = -9336645.641350 nChanged 5478 SP:Iteration 10Q (7640.645831 sec): 3 clusters Score: Raw -9343273.969184 + Penalty 3780.419077 = -9339493.550107 nChanged 4869 SP:Iteration 11Q (7640.899897 sec): 3 clusters Score: Raw -9345628.521204 + Penalty 3780.419077 = -9341848.102127 nChanged 4268 SP:Iteration 12Q (7641.142306 sec): 3 clusters Score: Raw -9347698.107023 + Penalty 3780.419077 = -9343917.687946 nChanged 3907 SP:Iteration 13Q (7641.378819 sec): 3 clusters Score: Raw -9349569.815614 + Penalty 3780.419077 = -9345789.396537 nChanged 3716 SP:Iteration 14Q (7641.616339 sec): 3 clusters Score: Raw -9351326.783812 + Penalty 3780.419077 = -9347546.364734 nChanged 3462 SP:Iteration 15Q (7641.863667 sec): 3 clusters Score: Raw -9352977.395977 + Penalty 3780.419077 = -9349196.976899 nChanged 3285 SP:Iteration 16Q (7642.064266 sec): 3 clusters Score: Raw -9354576.984142 + Penalty 3780.419077 = -9350796.565065 nChanged 3006 SP:Iteration 17Q (7642.293099 sec): 3 clusters Score: Raw -9356039.484008 + Penalty 3780.419077 = -9352259.064930 nChanged 2668 SP:Iteration 18Q (7642.498921 sec): 3 clusters Score: Raw -9357293.314735 + Penalty 3780.419077 = -9353512.895657 nChanged 2345 SP:Iteration 19Q (7642.714915 sec): 3 clusters Score: Raw -9358389.511866 + Penalty 3780.419077 = -9354609.092788 nChanged 1997 SP:Iteration 20F (7642.918311 sec): 3 clusters Score: Raw -9359305.096675 + Penalty 3780.419077 = -9355524.677598 nChanged 1664 SP:Iteration 21Q (7643.136319 sec): 3 clusters Score: Raw -9360037.185736 + Penalty 3780.419077 = -9356256.766659 nChanged 1308 SP:Iteration 22Q (7643.333467 sec): 3 clusters Score: Raw -9360585.153776 + Penalty 3780.419077 = -9356804.734698 nChanged 1100 SP:Iteration 23Q (7643.539887 sec): 3 clusters Score: Raw -9361045.365478 + Penalty 3780.419077 = -9357264.946401 nChanged 857 SP:Iteration 24Q (7643.724968 sec): 3 clusters Score: Raw -9361393.121389 + Penalty 3780.419077 = -9357612.702312 nChanged 702 SP:Iteration 25Q (7643.923484 sec): 3 clusters Score: Raw -9361666.408586 + Penalty 3780.419077 = -9357885.989508 nChanged 548 SP:Iteration 26Q (7644.123019 sec): 3 clusters Score: Raw -9361861.992046 + Penalty 3780.419077 = -9358081.572968 nChanged 440 SP:Iteration 27Q (7644.324350 sec): 3 clusters Score: Raw -9362016.186747 + Penalty 3780.419077 = -9358235.767670 nChanged 342 SP:Iteration 28Q (7644.510967 sec): 3 clusters Score: Raw -9362126.957422 + Penalty 3780.419077 = -9358346.538345 nChanged 287 SP:Iteration 29Q (7644.709942 sec): 3 clusters Score: Raw -9362213.983340 + Penalty 3780.419077 = -9358433.564262 nChanged 205 SP:Iteration 30Q (7644.890810 sec): 3 clusters Score: Raw -9362264.409516 + Penalty 3780.419077 = -9358483.990438 nChanged 153 SP:Iteration 31Q (7645.085470 sec): 3 clusters Score: Raw -9362297.252168 + Penalty 3780.419077 = -9358516.833091 nChanged 126 SP:Iteration 32Q (7645.258598 sec): 3 clusters Score: Raw -9362324.495141 + Penalty 3780.419077 = -9358544.076064 nChanged 95 SP:Iteration 33Q (7645.469595 sec): 3 clusters Score: Raw -9362342.012626 + Penalty 3780.419077 = -9358561.593548 nChanged 80 SP:Iteration 34Q (7645.675525 sec): 3 clusters Score: Raw -9362354.967518 + Penalty 3780.419077 = -9358574.548440 nChanged 58 SP:Iteration 35Q (7645.892693 sec): 3 clusters Score: Raw -9362364.942550 + Penalty 3780.419077 = -9358584.523473 nChanged 53 SP:Iteration 36Q (7646.078465 sec): 3 clusters Score: Raw -9362374.875391 + Penalty 3780.419077 = -9358594.456314 nChanged 54 SP:Iteration 37Q (7646.276824 sec): 3 clusters Score: Raw -9362383.033537 + Penalty 3780.419077 = -9358602.614459 nChanged 45 SP:Iteration 38Q (7646.466213 sec): 3 clusters Score: Raw -9362390.318302 + Penalty 3780.419077 = -9358609.899225 nChanged 48 SP:Iteration 39Q (7646.664259 sec): 3 clusters Score: Raw -9362397.780604 + Penalty 3780.419077 = -9358617.361527 nChanged 43 SP:Iteration 40F (7646.869156 sec): 3 clusters Score: Raw -9362405.195165 + Penalty 3780.419077 = -9358624.776088 nChanged 39 SP:Iteration 41Q (7647.073917 sec): 3 clusters Score: Raw -9362410.794761 + Penalty 3780.419077 = -9358630.375683 nChanged 22 SP:Iteration 42Q (7647.248491 sec): 3 clusters Score: Raw -9362413.635608 + Penalty 3780.419077 = -9358633.216531 nChanged 19 SP:Iteration 43Q (7647.453813 sec): 3 clusters Score: Raw -9362415.646079 + Penalty 3780.419077 = -9358635.227002 nChanged 17 SP:Iteration 44Q (7647.629006 sec): 3 clusters Score: Raw -9362417.281271 + Penalty 3780.419077 = -9358636.862193 nChanged 9 SP:Iteration 45Q (7647.827296 sec): 3 clusters Score: Raw -9362418.114179 + Penalty 3780.419077 = -9358637.695102 nChanged 9 SP:Iteration 46Q (7648.003761 sec): 3 clusters Score: Raw -9362419.072676 + Penalty 3780.419077 = -9358638.653599 nChanged 7 SP:Iteration 47Q (7648.218811 sec): 3 clusters Score: Raw -9362419.966877 + Penalty 3780.419077 = -9358639.547800 nChanged 6 SP:Iteration 48Q (7648.431341 sec): 3 clusters Score: Raw -9362420.649604 + Penalty 3780.419077 = -9358640.230527 nChanged 6 SP:Iteration 49Q (7648.645813 sec): 3 clusters Score: Raw -9362421.237793 + Penalty 3780.419077 = -9358640.818715 nChanged 4 SP:Iteration 50Q (7648.847814 sec): 3 clusters Score: Raw -9362421.715985 + Penalty 3780.419077 = -9358641.296908 nChanged 7 SP:Iteration 51Q (7649.064281 sec): 3 clusters Score: Raw -9362422.577329 + Penalty 3780.419077 = -9358642.158252 nChanged 9 SP:Iteration 52Q (7649.238944 sec): 3 clusters Score: Raw -9362423.735864 + Penalty 3780.419077 = -9358643.316787 nChanged 7 SP:Iteration 53Q (7649.443129 sec): 3 clusters Score: Raw -9362424.260616 + Penalty 3780.419077 = -9358643.841539 nChanged 4 SP:Iteration 54Q (7649.619315 sec): 3 clusters Score: Raw -9362424.813595 + Penalty 3780.419077 = -9358644.394518 nChanged 7 SP:Iteration 55Q (7649.817214 sec): 3 clusters Score: Raw -9362425.482908 + Penalty 3780.419077 = -9358645.063831 nChanged 7 SP:Iteration 56Q (7649.996319 sec): 3 clusters Score: Raw -9362426.460344 + Penalty 3780.419077 = -9358646.041266 nChanged 11 SP:Iteration 57Q (7650.193024 sec): 3 clusters Score: Raw -9362427.592739 + Penalty 3780.419077 = -9358647.173661 nChanged 6 SP:Iteration 58Q (7650.364656 sec): 3 clusters Score: Raw -9362428.392080 + Penalty 3780.419077 = -9358647.973003 nChanged 5 SP:Iteration 59Q (7650.562772 sec): 3 clusters Score: Raw -9362428.914287 + Penalty 3780.419077 = -9358648.495209 nChanged 5 SP:Iteration 60F (7650.767106 sec): 3 clusters Score: Raw -9362429.363666 + Penalty 3780.419077 = -9358648.944588 nChanged 2 SP:Iteration 61Q (7650.962981 sec): 3 clusters Score: Raw -9362429.572856 + Penalty 3780.419077 = -9358649.153779 nChanged 2 SP:Iteration 62Q (7651.146739 sec): 3 clusters Score: Raw -9362429.713987 + Penalty 3780.419077 = -9358649.294910 nChanged 2 SP:Iteration 63Q (7651.352485 sec): 3 clusters Score: Raw -9362429.889725 + Penalty 3780.419077 = -9358649.470648 nChanged 4 SP:Iteration 64Q (7651.531126 sec): 3 clusters Score: Raw -9362430.179543 + Penalty 3780.419077 = -9358649.760466 nChanged 2 SP:Iteration 65Q (7651.724111 sec): 3 clusters Score: Raw -9362430.331901 + Penalty 3780.419077 = -9358649.912823 nChanged 1 SP:Iteration 66Q (7651.920814 sec): 3 clusters Score: Raw -9362430.411406 + Penalty 3780.419077 = -9358649.992329 nChanged 1 SP:Iteration 67Q (7652.121145 sec): 3 clusters Score: Raw -9362430.435463 + Penalty 3780.419077 = -9358650.016386 nChanged 0 SP:Iteration 68F (7652.328231 sec): 3 clusters Score: Raw -9362430.435463 + Penalty 3780.419077 = -9358650.016386 nChanged 0 Trying to split cluster 26 (862 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7652.351096 sec): 2 clusters Score: Raw -59178.546070 + Penalty 1098.378981 = -58080.167089 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7652.404797 sec): 3 clusters Score: Raw -58962.665363 + Penalty 2196.757963 = -56765.907400 nChanged 249 SP:Iteration 1F (7652.439828 sec): 3 clusters Score: Raw -59218.932944 + Penalty 2196.757963 = -57022.174981 nChanged 70 SP:Iteration 2F (7652.489923 sec): 3 clusters Score: Raw -59298.238228 + Penalty 2196.757963 = -57101.480265 nChanged 31 SP:Iteration 3Q (7652.540952 sec): 3 clusters Score: Raw -59330.228194 + Penalty 2196.757963 = -57133.470231 nChanged 16 SP:Iteration 4Q (7652.584293 sec): 3 clusters Score: Raw -59343.729492 + Penalty 2196.757963 = -57146.971530 nChanged 12 SP:Iteration 5Q (7652.630059 sec): 3 clusters Score: Raw -59355.138059 + Penalty 2196.757963 = -57158.380096 nChanged 19 SP:Iteration 6Q (7652.670620 sec): 3 clusters Score: Raw -59372.725717 + Penalty 2196.757963 = -57175.967754 nChanged 18 SP:Iteration 7Q (7652.720508 sec): 3 clusters Score: Raw -59392.075758 + Penalty 2196.757963 = -57195.317795 nChanged 15 SP:Iteration 8Q (7652.770536 sec): 3 clusters Score: Raw -59411.338023 + Penalty 2196.757963 = -57214.580060 nChanged 11 SP:Iteration 9Q (7652.821216 sec): 3 clusters Score: Raw -59421.310347 + Penalty 2196.757963 = -57224.552384 nChanged 8 SP:Iteration 10Q (7652.872608 sec): 3 clusters Score: Raw -59430.065521 + Penalty 2196.757963 = -57233.307558 nChanged 6 SP:Iteration 11Q (7652.913582 sec): 3 clusters Score: Raw -59436.179625 + Penalty 2196.757963 = -57239.421662 nChanged 3 SP:Iteration 12Q (7652.963519 sec): 3 clusters Score: Raw -59440.021243 + Penalty 2196.757963 = -57243.263280 nChanged 4 SP:Iteration 13Q (7653.018956 sec): 3 clusters Score: Raw -59447.255451 + Penalty 2196.757963 = -57250.497488 nChanged 4 SP:Iteration 14Q (7653.057946 sec): 3 clusters Score: Raw -59452.128844 + Penalty 2196.757963 = -57255.370881 nChanged 2 SP:Iteration 15Q (7653.092102 sec): 3 clusters Score: Raw -59453.801358 + Penalty 2196.757963 = -57257.043395 nChanged 0 SP:Iteration 16F (7653.128994 sec): 3 clusters Score: Raw -59453.801358 + Penalty 2196.757963 = -57257.043395 nChanged 0 Trying to split cluster 27 (5442 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7653.169699 sec): 2 clusters Score: Raw -457299.379715 + Penalty 1397.809062 = -455901.570653 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7653.230999 sec): 3 clusters Score: Raw -454496.066437 + Penalty 2795.618124 = -451700.448313 nChanged 2197 SP:Iteration 1F (7653.277437 sec): 3 clusters Score: Raw -455732.863145 + Penalty 2795.618124 = -452937.245021 nChanged 330 SP:Iteration 2F (7653.335044 sec): 3 clusters Score: Raw -455883.829090 + Penalty 2795.618124 = -453088.210966 nChanged 256 SP:Iteration 3Q (7653.380803 sec): 3 clusters Score: Raw -455984.246671 + Penalty 2795.618124 = -453188.628547 nChanged 178 SP:Iteration 4Q (7653.437890 sec): 3 clusters Score: Raw -456065.278084 + Penalty 2795.618124 = -453269.659960 nChanged 169 SP:Iteration 5Q (7653.495775 sec): 3 clusters Score: Raw -456131.976843 + Penalty 2795.618124 = -453336.358719 nChanged 142 SP:Iteration 6Q (7653.553618 sec): 3 clusters Score: Raw -456187.338260 + Penalty 2795.618124 = -453391.720137 nChanged 129 SP:Iteration 7Q (7653.611441 sec): 3 clusters Score: Raw -456238.755511 + Penalty 2795.618124 = -453443.137387 nChanged 131 SP:Iteration 8Q (7653.668412 sec): 3 clusters Score: Raw -456293.871960 + Penalty 2795.618124 = -453498.253836 nChanged 128 SP:Iteration 9Q (7653.722485 sec): 3 clusters Score: Raw -456346.557771 + Penalty 2795.618124 = -453550.939647 nChanged 142 SP:Iteration 10Q (7653.769670 sec): 3 clusters Score: Raw -456410.092019 + Penalty 2795.618124 = -453614.473896 nChanged 149 SP:Iteration 11Q (7653.825141 sec): 3 clusters Score: Raw -456473.731009 + Penalty 2795.618124 = -453678.112886 nChanged 159 SP:Iteration 12Q (7653.882711 sec): 3 clusters Score: Raw -456562.050381 + Penalty 2795.618124 = -453766.432258 nChanged 179 SP:Iteration 13Q (7653.952926 sec): 3 clusters Score: Raw -456657.587125 + Penalty 2795.618124 = -453861.969001 nChanged 163 SP:Iteration 14Q (7654.010448 sec): 3 clusters Score: Raw -456763.277220 + Penalty 2795.618124 = -453967.659096 nChanged 154 SP:Iteration 15Q (7654.047418 sec): 3 clusters Score: Raw -456869.535550 + Penalty 2795.618124 = -454073.917426 nChanged 164 SP:Iteration 16Q (7654.099984 sec): 3 clusters Score: Raw -456981.377347 + Penalty 2795.618124 = -454185.759223 nChanged 138 SP:Iteration 17Q (7654.157182 sec): 3 clusters Score: Raw -457079.870033 + Penalty 2795.618124 = -454284.251909 nChanged 122 SP:Iteration 18Q (7654.206636 sec): 3 clusters Score: Raw -457174.650126 + Penalty 2795.618124 = -454379.032002 nChanged 104 SP:Iteration 19Q (7654.263948 sec): 3 clusters Score: Raw -457269.927042 + Penalty 2795.618124 = -454474.308918 nChanged 80 SP:Iteration 20F (7654.321190 sec): 3 clusters Score: Raw -457337.036790 + Penalty 2795.618124 = -454541.418666 nChanged 47 SP:Iteration 21Q (7654.365721 sec): 3 clusters Score: Raw -457377.363179 + Penalty 2795.618124 = -454581.745055 nChanged 43 SP:Iteration 22Q (7654.419727 sec): 3 clusters Score: Raw -457418.889657 + Penalty 2795.618124 = -454623.271533 nChanged 30 SP:Iteration 23Q (7654.471588 sec): 3 clusters Score: Raw -457447.638082 + Penalty 2795.618124 = -454652.019959 nChanged 22 SP:Iteration 24Q (7654.528206 sec): 3 clusters Score: Raw -457475.036941 + Penalty 2795.618124 = -454679.418817 nChanged 19 SP:Iteration 25Q (7654.573146 sec): 3 clusters Score: Raw -457492.720602 + Penalty 2795.618124 = -454697.102478 nChanged 10 SP:Iteration 26Q (7654.627654 sec): 3 clusters Score: Raw -457502.080991 + Penalty 2795.618124 = -454706.462867 nChanged 7 SP:Iteration 27Q (7654.681133 sec): 3 clusters Score: Raw -457507.723236 + Penalty 2795.618124 = -454712.105112 nChanged 2 SP:Iteration 28Q (7654.730880 sec): 3 clusters Score: Raw -457509.631173 + Penalty 2795.618124 = -454714.013049 nChanged 2 SP:Iteration 29Q (7654.778996 sec): 3 clusters Score: Raw -457512.263286 + Penalty 2795.618124 = -454716.645163 nChanged 4 SP:Iteration 30Q (7654.831827 sec): 3 clusters Score: Raw -457517.089532 + Penalty 2795.618124 = -454721.471408 nChanged 3 SP:Iteration 31Q (7654.884907 sec): 3 clusters Score: Raw -457519.697198 + Penalty 2795.618124 = -454724.079074 nChanged 0 SP:Iteration 32F (7654.942296 sec): 3 clusters Score: Raw -457519.697198 + Penalty 2795.618124 = -454724.079074 nChanged 0 Trying to split cluster 28 (9947 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7654.978542 sec): 2 clusters Score: Raw -778679.503412 + Penalty 1495.816770 = -777183.686642 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7655.048740 sec): 3 clusters Score: Raw -773082.957257 + Penalty 2991.633540 = -770091.323717 nChanged 4334 SP:Iteration 1F (7655.089428 sec): 3 clusters Score: Raw -775587.261713 + Penalty 2991.633540 = -772595.628173 nChanged 681 SP:Iteration 2F (7655.152823 sec): 3 clusters Score: Raw -776070.484099 + Penalty 2991.633540 = -773078.850558 nChanged 671 SP:Iteration 3F (7655.199286 sec): 3 clusters Score: Raw -776570.539077 + Penalty 2991.633540 = -773578.905537 nChanged 656 SP:Iteration 4F (7655.267753 sec): 3 clusters Score: Raw -777014.209708 + Penalty 2991.633540 = -774022.576168 nChanged 646 SP:Iteration 5F (7655.326158 sec): 3 clusters Score: Raw -777472.522615 + Penalty 2991.633540 = -774480.889075 nChanged 583 SP:Iteration 6F (7655.387801 sec): 3 clusters Score: Raw -777839.897663 + Penalty 2991.633540 = -774848.264123 nChanged 476 SP:Iteration 7Q (7655.448687 sec): 3 clusters Score: Raw -778090.580212 + Penalty 2991.633540 = -775098.946672 nChanged 363 SP:Iteration 8Q (7655.513639 sec): 3 clusters Score: Raw -778266.036664 + Penalty 2991.633540 = -775274.403124 nChanged 333 SP:Iteration 9Q (7655.578591 sec): 3 clusters Score: Raw -778427.688906 + Penalty 2991.633540 = -775436.055366 nChanged 271 SP:Iteration 10Q (7655.633572 sec): 3 clusters Score: Raw -778538.508504 + Penalty 2991.633540 = -775546.874964 nChanged 202 SP:Iteration 11Q (7655.693032 sec): 3 clusters Score: Raw -778612.688045 + Penalty 2991.633540 = -775621.054505 nChanged 155 SP:Iteration 12Q (7655.756418 sec): 3 clusters Score: Raw -778665.216041 + Penalty 2991.633540 = -775673.582501 nChanged 112 SP:Iteration 13Q (7655.823885 sec): 3 clusters Score: Raw -778698.892438 + Penalty 2991.633540 = -775707.258898 nChanged 96 SP:Iteration 14Q (7655.847863 sec): 3 clusters Score: Raw -778724.849229 + Penalty 2991.633540 = -775733.215689 nChanged 91 SP:Iteration 15Q (7655.915591 sec): 3 clusters Score: Raw -778750.766530 + Penalty 2991.633540 = -775759.132990 nChanged 87 SP:Iteration 16Q (7655.983174 sec): 3 clusters Score: Raw -778778.569541 + Penalty 2991.633540 = -775786.936001 nChanged 97 SP:Iteration 17Q (7656.036585 sec): 3 clusters Score: Raw -778805.345922 + Penalty 2991.633540 = -775813.712382 nChanged 92 SP:Iteration 18Q (7656.098764 sec): 3 clusters Score: Raw -778826.257777 + Penalty 2991.633540 = -775834.624237 nChanged 81 SP:Iteration 19Q (7656.163057 sec): 3 clusters Score: Raw -778843.781081 + Penalty 2991.633540 = -775852.147541 nChanged 61 SP:Iteration 20F (7656.228252 sec): 3 clusters Score: Raw -778856.398109 + Penalty 2991.633540 = -775864.764569 nChanged 47 SP:Iteration 21Q (7656.284326 sec): 3 clusters Score: Raw -778863.931739 + Penalty 2991.633540 = -775872.298199 nChanged 41 SP:Iteration 22Q (7656.360428 sec): 3 clusters Score: Raw -778872.762175 + Penalty 2991.633540 = -775881.128635 nChanged 46 SP:Iteration 23Q (7656.415260 sec): 3 clusters Score: Raw -778884.630749 + Penalty 2991.633540 = -775892.997209 nChanged 56 SP:Iteration 24Q (7656.481030 sec): 3 clusters Score: Raw -778902.139326 + Penalty 2991.633540 = -775910.505786 nChanged 66 SP:Iteration 25Q (7656.537144 sec): 3 clusters Score: Raw -778929.985348 + Penalty 2991.633540 = -775938.351807 nChanged 85 SP:Iteration 26Q (7656.597684 sec): 3 clusters Score: Raw -778957.388970 + Penalty 2991.633540 = -775965.755430 nChanged 82 SP:Iteration 27Q (7656.650078 sec): 3 clusters Score: Raw -778981.754040 + Penalty 2991.633540 = -775990.120500 nChanged 83 SP:Iteration 28Q (7656.707765 sec): 3 clusters Score: Raw -779014.822538 + Penalty 2991.633540 = -776023.188997 nChanged 91 SP:Iteration 29Q (7656.772650 sec): 3 clusters Score: Raw -779046.825462 + Penalty 2991.633540 = -776055.191922 nChanged 74 SP:Iteration 30Q (7656.848632 sec): 3 clusters Score: Raw -779065.447247 + Penalty 2991.633540 = -776073.813707 nChanged 65 SP:Iteration 31Q (7656.902063 sec): 3 clusters Score: Raw -779082.747077 + Penalty 2991.633540 = -776091.113537 nChanged 69 SP:Iteration 32Q (7656.966330 sec): 3 clusters Score: Raw -779102.490501 + Penalty 2991.633540 = -776110.856961 nChanged 52 SP:Iteration 33Q (7657.030048 sec): 3 clusters Score: Raw -779113.846726 + Penalty 2991.633540 = -776122.213186 nChanged 40 SP:Iteration 34Q (7657.092308 sec): 3 clusters Score: Raw -779123.809023 + Penalty 2991.633540 = -776132.175483 nChanged 48 SP:Iteration 35Q (7657.154934 sec): 3 clusters Score: Raw -779133.961533 + Penalty 2991.633540 = -776142.327993 nChanged 36 SP:Iteration 36Q (7657.207936 sec): 3 clusters Score: Raw -779140.174584 + Penalty 2991.633540 = -776148.541044 nChanged 25 SP:Iteration 37Q (7657.269025 sec): 3 clusters Score: Raw -779146.197915 + Penalty 2991.633540 = -776154.564375 nChanged 33 SP:Iteration 38Q (7657.327220 sec): 3 clusters Score: Raw -779153.865874 + Penalty 2991.633540 = -776162.232334 nChanged 34 SP:Iteration 39Q (7657.394475 sec): 3 clusters Score: Raw -779162.153438 + Penalty 2991.633540 = -776170.519898 nChanged 43 SP:Iteration 40F (7657.457824 sec): 3 clusters Score: Raw -779172.762095 + Penalty 2991.633540 = -776181.128555 nChanged 54 SP:Iteration 41Q (7657.519797 sec): 3 clusters Score: Raw -779185.525371 + Penalty 2991.633540 = -776193.891830 nChanged 43 SP:Iteration 42Q (7657.595276 sec): 3 clusters Score: Raw -779195.124156 + Penalty 2991.633540 = -776203.490616 nChanged 45 SP:Iteration 43Q (7657.637992 sec): 3 clusters Score: Raw -779204.782440 + Penalty 2991.633540 = -776213.148900 nChanged 35 SP:Iteration 44Q (7657.703093 sec): 3 clusters Score: Raw -779211.821083 + Penalty 2991.633540 = -776220.187543 nChanged 36 SP:Iteration 45Q (7657.767622 sec): 3 clusters Score: Raw -779219.872601 + Penalty 2991.633540 = -776228.239061 nChanged 51 SP:Iteration 46Q (7657.829785 sec): 3 clusters Score: Raw -779232.477503 + Penalty 2991.633540 = -776240.843963 nChanged 54 SP:Iteration 47Q (7657.900304 sec): 3 clusters Score: Raw -779245.458982 + Penalty 2991.633540 = -776253.825442 nChanged 52 SP:Iteration 48Q (7657.958353 sec): 3 clusters Score: Raw -779257.787598 + Penalty 2991.633540 = -776266.154058 nChanged 38 SP:Iteration 49Q (7658.005841 sec): 3 clusters Score: Raw -779264.897003 + Penalty 2991.633540 = -776273.263463 nChanged 39 SP:Iteration 50Q (7658.074561 sec): 3 clusters Score: Raw -779272.645084 + Penalty 2991.633540 = -776281.011544 nChanged 34 SP:Iteration 51Q (7658.135716 sec): 3 clusters Score: Raw -779278.175257 + Penalty 2991.633540 = -776286.541717 nChanged 31 SP:Iteration 52Q (7658.188731 sec): 3 clusters Score: Raw -779283.441771 + Penalty 2991.633540 = -776291.808231 nChanged 29 SP:Iteration 53Q (7658.253610 sec): 3 clusters Score: Raw -779288.396394 + Penalty 2991.633540 = -776296.762854 nChanged 19 SP:Iteration 54Q (7658.317553 sec): 3 clusters Score: Raw -779290.862487 + Penalty 2991.633540 = -776299.228947 nChanged 19 SP:Iteration 55Q (7658.381844 sec): 3 clusters Score: Raw -779293.180845 + Penalty 2991.633540 = -776301.547305 nChanged 15 SP:Iteration 56Q (7658.445154 sec): 3 clusters Score: Raw -779295.635900 + Penalty 2991.633540 = -776304.002360 nChanged 16 SP:Iteration 57Q (7658.504787 sec): 3 clusters Score: Raw -779299.179715 + Penalty 2991.633540 = -776307.546175 nChanged 14 SP:Iteration 58Q (7658.578582 sec): 3 clusters Score: Raw -779301.695167 + Penalty 2991.633540 = -776310.061627 nChanged 17 SP:Iteration 59Q (7658.644354 sec): 3 clusters Score: Raw -779305.190714 + Penalty 2991.633540 = -776313.557174 nChanged 19 SP:Iteration 60F (7658.698300 sec): 3 clusters Score: Raw -779308.214546 + Penalty 2991.633540 = -776316.581006 nChanged 15 SP:Iteration 61Q (7658.757147 sec): 3 clusters Score: Raw -779311.217687 + Penalty 2991.633540 = -776319.584147 nChanged 22 SP:Iteration 62Q (7658.821980 sec): 3 clusters Score: Raw -779316.720071 + Penalty 2991.633540 = -776325.086531 nChanged 27 SP:Iteration 63Q (7658.880108 sec): 3 clusters Score: Raw -779322.906332 + Penalty 2991.633540 = -776331.272792 nChanged 22 SP:Iteration 64Q (7658.944995 sec): 3 clusters Score: Raw -779326.820737 + Penalty 2991.633540 = -776335.187197 nChanged 15 SP:Iteration 65Q (7659.010307 sec): 3 clusters Score: Raw -779330.141266 + Penalty 2991.633540 = -776338.507726 nChanged 19 SP:Iteration 66Q (7659.075403 sec): 3 clusters Score: Raw -779334.249546 + Penalty 2991.633540 = -776342.616006 nChanged 19 SP:Iteration 67Q (7659.141248 sec): 3 clusters Score: Raw -779339.423736 + Penalty 2991.633540 = -776347.790196 nChanged 26 SP:Iteration 68Q (7659.204251 sec): 3 clusters Score: Raw -779347.015614 + Penalty 2991.633540 = -776355.382074 nChanged 27 SP:Iteration 69Q (7659.267126 sec): 3 clusters Score: Raw -779354.593863 + Penalty 2991.633540 = -776362.960323 nChanged 30 SP:Iteration 70Q (7659.312500 sec): 3 clusters Score: Raw -779363.236795 + Penalty 2991.633540 = -776371.603255 nChanged 29 SP:Iteration 71Q (7659.382126 sec): 3 clusters Score: Raw -779370.001610 + Penalty 2991.633540 = -776378.368069 nChanged 25 SP:Iteration 72Q (7659.443260 sec): 3 clusters Score: Raw -779376.009882 + Penalty 2991.633540 = -776384.376342 nChanged 24 SP:Iteration 73Q (7659.506391 sec): 3 clusters Score: Raw -779382.887295 + Penalty 2991.633540 = -776391.253755 nChanged 26 SP:Iteration 74Q (7659.566413 sec): 3 clusters Score: Raw -779389.994438 + Penalty 2991.633540 = -776398.360898 nChanged 27 SP:Iteration 75Q (7659.625032 sec): 3 clusters Score: Raw -779398.360991 + Penalty 2991.633540 = -776406.727451 nChanged 36 SP:Iteration 76Q (7659.683936 sec): 3 clusters Score: Raw -779408.250124 + Penalty 2991.633540 = -776416.616584 nChanged 39 SP:Iteration 77Q (7659.741293 sec): 3 clusters Score: Raw -779418.497370 + Penalty 2991.633540 = -776426.863830 nChanged 23 SP:Iteration 78Q (7659.806235 sec): 3 clusters Score: Raw -779423.269253 + Penalty 2991.633540 = -776431.635713 nChanged 33 SP:Iteration 79Q (7659.863203 sec): 3 clusters Score: Raw -779432.457416 + Penalty 2991.633540 = -776440.823876 nChanged 41 SP:Iteration 80F (7659.925709 sec): 3 clusters Score: Raw -779442.793296 + Penalty 2991.633540 = -776451.159756 nChanged 30 SP:Iteration 81Q (7659.985022 sec): 3 clusters Score: Raw -779449.750312 + Penalty 2991.633540 = -776458.116772 nChanged 26 SP:Iteration 82Q (7660.060624 sec): 3 clusters Score: Raw -779456.183315 + Penalty 2991.633540 = -776464.549775 nChanged 26 SP:Iteration 83Q (7660.113267 sec): 3 clusters Score: Raw -779462.729968 + Penalty 2991.633540 = -776471.096428 nChanged 27 SP:Iteration 84Q (7660.176034 sec): 3 clusters Score: Raw -779469.297155 + Penalty 2991.633540 = -776477.663615 nChanged 27 SP:Iteration 85Q (7660.250357 sec): 3 clusters Score: Raw -779474.043819 + Penalty 2991.633540 = -776482.410279 nChanged 16 SP:Iteration 86Q (7660.302171 sec): 3 clusters Score: Raw -779477.174398 + Penalty 2991.633540 = -776485.540857 nChanged 18 SP:Iteration 87Q (7660.355639 sec): 3 clusters Score: Raw -779480.395925 + Penalty 2991.633540 = -776488.762385 nChanged 14 SP:Iteration 88Q (7660.414563 sec): 3 clusters Score: Raw -779483.546784 + Penalty 2991.633540 = -776491.913244 nChanged 13 SP:Iteration 89Q (7660.479937 sec): 3 clusters Score: Raw -779485.484904 + Penalty 2991.633540 = -776493.851364 nChanged 2 SP:Iteration 90Q (7660.532707 sec): 3 clusters Score: Raw -779485.906461 + Penalty 2991.633540 = -776494.272921 nChanged 0 SP:Iteration 91F (7660.593998 sec): 3 clusters Score: Raw -779485.906461 + Penalty 2991.633540 = -776494.272921 nChanged 0 Trying to split cluster 29 (9321 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7660.627600 sec): 2 clusters Score: Raw -687335.841565 + Penalty 1485.254095 = -685850.587471 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7660.700415 sec): 3 clusters Score: Raw -682190.642805 + Penalty 2970.508189 = -679220.134616 nChanged 3996 SP:Iteration 1F (7660.763057 sec): 3 clusters Score: Raw -684512.696869 + Penalty 2970.508189 = -681542.188680 nChanged 727 SP:Iteration 2F (7660.821623 sec): 3 clusters Score: Raw -684998.316665 + Penalty 2970.508189 = -682027.808476 nChanged 639 SP:Iteration 3F (7660.885207 sec): 3 clusters Score: Raw -685459.781664 + Penalty 2970.508189 = -682489.273475 nChanged 624 SP:Iteration 4F (7660.949513 sec): 3 clusters Score: Raw -685907.515520 + Penalty 2970.508189 = -682937.007331 nChanged 568 SP:Iteration 5F (7661.013640 sec): 3 clusters Score: Raw -686276.634011 + Penalty 2970.508189 = -683306.125822 nChanged 474 SP:Iteration 6F (7661.070644 sec): 3 clusters Score: Raw -686566.649074 + Penalty 2970.508189 = -683596.140885 nChanged 429 SP:Iteration 7Q (7661.136392 sec): 3 clusters Score: Raw -686837.167640 + Penalty 2970.508189 = -683866.659450 nChanged 353 SP:Iteration 8Q (7661.192521 sec): 3 clusters Score: Raw -687062.797008 + Penalty 2970.508189 = -684092.288819 nChanged 317 SP:Iteration 9Q (7661.259460 sec): 3 clusters Score: Raw -687207.629652 + Penalty 2970.508189 = -684237.121463 nChanged 234 SP:Iteration 10Q (7661.314839 sec): 3 clusters Score: Raw -687299.593136 + Penalty 2970.508189 = -684329.084947 nChanged 178 SP:Iteration 11Q (7661.364795 sec): 3 clusters Score: Raw -687366.745470 + Penalty 2970.508189 = -684396.237281 nChanged 154 SP:Iteration 12Q (7661.430083 sec): 3 clusters Score: Raw -687428.997570 + Penalty 2970.508189 = -684458.489381 nChanged 153 SP:Iteration 13Q (7661.492888 sec): 3 clusters Score: Raw -687479.264825 + Penalty 2970.508189 = -684508.756635 nChanged 130 SP:Iteration 14Q (7661.557607 sec): 3 clusters Score: Raw -687525.733693 + Penalty 2970.508189 = -684555.225503 nChanged 112 SP:Iteration 15Q (7661.622760 sec): 3 clusters Score: Raw -687568.584895 + Penalty 2970.508189 = -684598.076706 nChanged 113 SP:Iteration 16Q (7661.679895 sec): 3 clusters Score: Raw -687610.321987 + Penalty 2970.508189 = -684639.813798 nChanged 118 SP:Iteration 17Q (7661.744151 sec): 3 clusters Score: Raw -687652.687597 + Penalty 2970.508189 = -684682.179407 nChanged 109 SP:Iteration 18Q (7661.809247 sec): 3 clusters Score: Raw -687688.845404 + Penalty 2970.508189 = -684718.337214 nChanged 96 SP:Iteration 19Q (7661.876092 sec): 3 clusters Score: Raw -687724.721516 + Penalty 2970.508189 = -684754.213327 nChanged 97 SP:Iteration 20F (7661.934385 sec): 3 clusters Score: Raw -687759.216551 + Penalty 2970.508189 = -684788.708361 nChanged 115 SP:Iteration 21Q (7661.999561 sec): 3 clusters Score: Raw -687802.194723 + Penalty 2970.508189 = -684831.686534 nChanged 104 SP:Iteration 22Q (7662.052647 sec): 3 clusters Score: Raw -687837.440926 + Penalty 2970.508189 = -684866.932737 nChanged 95 SP:Iteration 23Q (7662.108615 sec): 3 clusters Score: Raw -687869.732504 + Penalty 2970.508189 = -684899.224314 nChanged 90 SP:Iteration 24Q (7662.166074 sec): 3 clusters Score: Raw -687903.205700 + Penalty 2970.508189 = -684932.697510 nChanged 101 SP:Iteration 25Q (7662.229859 sec): 3 clusters Score: Raw -687936.763624 + Penalty 2970.508189 = -684966.255434 nChanged 92 SP:Iteration 26Q (7662.293340 sec): 3 clusters Score: Raw -687969.648345 + Penalty 2970.508189 = -684999.140155 nChanged 97 SP:Iteration 27Q (7662.353826 sec): 3 clusters Score: Raw -688007.045651 + Penalty 2970.508189 = -685036.537462 nChanged 98 SP:Iteration 28Q (7662.414156 sec): 3 clusters Score: Raw -688044.697944 + Penalty 2970.508189 = -685074.189754 nChanged 101 SP:Iteration 29Q (7662.477615 sec): 3 clusters Score: Raw -688085.987344 + Penalty 2970.508189 = -685115.479155 nChanged 99 SP:Iteration 30Q (7662.552843 sec): 3 clusters Score: Raw -688126.580410 + Penalty 2970.508189 = -685156.072220 nChanged 103 SP:Iteration 31Q (7662.605060 sec): 3 clusters Score: Raw -688170.824055 + Penalty 2970.508189 = -685200.315866 nChanged 84 SP:Iteration 32Q (7662.662943 sec): 3 clusters Score: Raw -688204.099843 + Penalty 2970.508189 = -685233.591653 nChanged 77 SP:Iteration 33Q (7662.737654 sec): 3 clusters Score: Raw -688229.441341 + Penalty 2970.508189 = -685258.933152 nChanged 79 SP:Iteration 34Q (7662.793317 sec): 3 clusters Score: Raw -688258.363314 + Penalty 2970.508189 = -685287.855125 nChanged 69 SP:Iteration 35Q (7662.844903 sec): 3 clusters Score: Raw -688283.547372 + Penalty 2970.508189 = -685313.039182 nChanged 62 SP:Iteration 36Q (7662.898901 sec): 3 clusters Score: Raw -688304.004314 + Penalty 2970.508189 = -685333.496125 nChanged 53 SP:Iteration 37Q (7662.968399 sec): 3 clusters Score: Raw -688321.239100 + Penalty 2970.508189 = -685350.730910 nChanged 46 SP:Iteration 38Q (7663.017930 sec): 3 clusters Score: Raw -688334.575280 + Penalty 2970.508189 = -685364.067090 nChanged 42 SP:Iteration 39Q (7663.080071 sec): 3 clusters Score: Raw -688348.031804 + Penalty 2970.508189 = -685377.523615 nChanged 33 SP:Iteration 40F (7663.144686 sec): 3 clusters Score: Raw -688357.484701 + Penalty 2970.508189 = -685386.976511 nChanged 30 SP:Iteration 41Q (7663.201698 sec): 3 clusters Score: Raw -688367.352374 + Penalty 2970.508189 = -685396.844185 nChanged 25 SP:Iteration 42Q (7663.266004 sec): 3 clusters Score: Raw -688374.362653 + Penalty 2970.508189 = -685403.854464 nChanged 22 SP:Iteration 43Q (7663.323261 sec): 3 clusters Score: Raw -688381.329128 + Penalty 2970.508189 = -685410.820938 nChanged 26 SP:Iteration 44Q (7663.371924 sec): 3 clusters Score: Raw -688388.525253 + Penalty 2970.508189 = -685418.017064 nChanged 20 SP:Iteration 45Q (7663.435255 sec): 3 clusters Score: Raw -688394.411440 + Penalty 2970.508189 = -685423.903251 nChanged 16 SP:Iteration 46Q (7663.485374 sec): 3 clusters Score: Raw -688397.979256 + Penalty 2970.508189 = -685427.471067 nChanged 16 SP:Iteration 47Q (7663.547484 sec): 3 clusters Score: Raw -688401.625522 + Penalty 2970.508189 = -685431.117333 nChanged 13 SP:Iteration 48Q (7663.608778 sec): 3 clusters Score: Raw -688403.843806 + Penalty 2970.508189 = -685433.335616 nChanged 11 SP:Iteration 49Q (7663.681705 sec): 3 clusters Score: Raw -688406.987737 + Penalty 2970.508189 = -685436.479548 nChanged 13 SP:Iteration 50Q (7663.741925 sec): 3 clusters Score: Raw -688411.002920 + Penalty 2970.508189 = -685440.494731 nChanged 12 SP:Iteration 51Q (7663.784517 sec): 3 clusters Score: Raw -688414.470052 + Penalty 2970.508189 = -685443.961863 nChanged 12 SP:Iteration 52Q (7663.852212 sec): 3 clusters Score: Raw -688417.226837 + Penalty 2970.508189 = -685446.718648 nChanged 7 SP:Iteration 53Q (7663.908797 sec): 3 clusters Score: Raw -688418.670465 + Penalty 2970.508189 = -685448.162275 nChanged 6 SP:Iteration 54Q (7663.963856 sec): 3 clusters Score: Raw -688420.556874 + Penalty 2970.508189 = -685450.048684 nChanged 7 SP:Iteration 55Q (7664.009342 sec): 3 clusters Score: Raw -688423.135107 + Penalty 2970.508189 = -685452.626918 nChanged 10 SP:Iteration 56Q (7664.074514 sec): 3 clusters Score: Raw -688426.624308 + Penalty 2970.508189 = -685456.116118 nChanged 12 SP:Iteration 57Q (7664.125793 sec): 3 clusters Score: Raw -688431.584612 + Penalty 2970.508189 = -685461.076423 nChanged 14 SP:Iteration 58Q (7664.187400 sec): 3 clusters Score: Raw -688434.456377 + Penalty 2970.508189 = -685463.948188 nChanged 9 SP:Iteration 59Q (7664.248961 sec): 3 clusters Score: Raw -688435.981521 + Penalty 2970.508189 = -685465.473331 nChanged 7 SP:Iteration 60F (7664.313695 sec): 3 clusters Score: Raw -688437.741482 + Penalty 2970.508189 = -685467.233292 nChanged 6 SP:Iteration 61Q (7664.371473 sec): 3 clusters Score: Raw -688439.060463 + Penalty 2970.508189 = -685468.552273 nChanged 3 SP:Iteration 62Q (7664.433106 sec): 3 clusters Score: Raw -688439.509788 + Penalty 2970.508189 = -685469.001599 nChanged 0 SP:Iteration 63F (7664.494867 sec): 3 clusters Score: Raw -688439.509788 + Penalty 2970.508189 = -685469.001599 nChanged 0 Trying to split cluster 30 (8597 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7664.527114 sec): 2 clusters Score: Raw -675820.890809 + Penalty 1472.114895 = -674348.775914 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7664.587160 sec): 3 clusters Score: Raw -670977.116757 + Penalty 2944.229790 = -668032.886967 nChanged 3689 SP:Iteration 1F (7664.639734 sec): 3 clusters Score: Raw -673154.338299 + Penalty 2944.229790 = -670210.108510 nChanged 669 SP:Iteration 2F (7664.702274 sec): 3 clusters Score: Raw -673625.058935 + Penalty 2944.229790 = -670680.829145 nChanged 621 SP:Iteration 3F (7664.762430 sec): 3 clusters Score: Raw -674118.032763 + Penalty 2944.229790 = -671173.802973 nChanged 609 SP:Iteration 4F (7664.824006 sec): 3 clusters Score: Raw -674603.265027 + Penalty 2944.229790 = -671659.035238 nChanged 562 SP:Iteration 5F (7664.879310 sec): 3 clusters Score: Raw -675060.784472 + Penalty 2944.229790 = -672116.554682 nChanged 497 SP:Iteration 6F (7664.943400 sec): 3 clusters Score: Raw -675462.554300 + Penalty 2944.229790 = -672518.324510 nChanged 417 SP:Iteration 7Q (7665.005464 sec): 3 clusters Score: Raw -675764.793818 + Penalty 2944.229790 = -672820.564028 nChanged 333 SP:Iteration 8Q (7665.068840 sec): 3 clusters Score: Raw -676024.273034 + Penalty 2944.229790 = -673080.043244 nChanged 287 SP:Iteration 9Q (7665.129235 sec): 3 clusters Score: Raw -676230.083983 + Penalty 2944.229790 = -673285.854193 nChanged 228 SP:Iteration 10Q (7665.189112 sec): 3 clusters Score: Raw -676371.274933 + Penalty 2944.229790 = -673427.045143 nChanged 174 SP:Iteration 11Q (7665.248993 sec): 3 clusters Score: Raw -676468.387046 + Penalty 2944.229790 = -673524.157256 nChanged 137 SP:Iteration 12Q (7665.305095 sec): 3 clusters Score: Raw -676533.647903 + Penalty 2944.229790 = -673589.418114 nChanged 125 SP:Iteration 13Q (7665.362588 sec): 3 clusters Score: Raw -676587.531907 + Penalty 2944.229790 = -673643.302117 nChanged 102 SP:Iteration 14Q (7665.419739 sec): 3 clusters Score: Raw -676630.028268 + Penalty 2944.229790 = -673685.798478 nChanged 80 SP:Iteration 15Q (7665.477232 sec): 3 clusters Score: Raw -676661.452859 + Penalty 2944.229790 = -673717.223069 nChanged 71 SP:Iteration 16Q (7665.539248 sec): 3 clusters Score: Raw -676681.541751 + Penalty 2944.229790 = -673737.311961 nChanged 51 SP:Iteration 17Q (7665.601548 sec): 3 clusters Score: Raw -676696.409602 + Penalty 2944.229790 = -673752.179812 nChanged 41 SP:Iteration 18Q (7665.663855 sec): 3 clusters Score: Raw -676706.612934 + Penalty 2944.229790 = -673762.383145 nChanged 36 SP:Iteration 19Q (7665.725757 sec): 3 clusters Score: Raw -676712.721651 + Penalty 2944.229790 = -673768.491861 nChanged 30 SP:Iteration 20F (7665.785001 sec): 3 clusters Score: Raw -676718.312850 + Penalty 2944.229790 = -673774.083060 nChanged 27 SP:Iteration 21Q (7665.843859 sec): 3 clusters Score: Raw -676723.750645 + Penalty 2944.229790 = -673779.520855 nChanged 31 SP:Iteration 22Q (7665.906982 sec): 3 clusters Score: Raw -676729.867844 + Penalty 2944.229790 = -673785.638054 nChanged 28 SP:Iteration 23Q (7665.965837 sec): 3 clusters Score: Raw -676734.738374 + Penalty 2944.229790 = -673790.508584 nChanged 14 SP:Iteration 24Q (7666.024045 sec): 3 clusters Score: Raw -676736.971656 + Penalty 2944.229790 = -673792.741867 nChanged 9 SP:Iteration 25Q (7666.078585 sec): 3 clusters Score: Raw -676738.264908 + Penalty 2944.229790 = -673794.035118 nChanged 10 SP:Iteration 26Q (7666.144800 sec): 3 clusters Score: Raw -676739.486489 + Penalty 2944.229790 = -673795.256699 nChanged 7 SP:Iteration 27Q (7666.181117 sec): 3 clusters Score: Raw -676739.963486 + Penalty 2944.229790 = -673795.733696 nChanged 2 SP:Iteration 28Q (7666.239926 sec): 3 clusters Score: Raw -676740.159733 + Penalty 2944.229790 = -673795.929943 nChanged 2 SP:Iteration 29Q (7666.300956 sec): 3 clusters Score: Raw -676740.396826 + Penalty 2944.229790 = -673796.167037 nChanged 0 SP:Iteration 30F (7666.363427 sec): 3 clusters Score: Raw -676740.396826 + Penalty 2944.229790 = -673796.167037 nChanged 0 Trying to split cluster 31 (2673 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7666.400292 sec): 2 clusters Score: Raw -215713.169336 + Penalty 1282.280466 = -214430.888869 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7666.441384 sec): 3 clusters Score: Raw -214507.810304 + Penalty 2564.560933 = -211943.249371 nChanged 993 SP:Iteration 1F (7666.490167 sec): 3 clusters Score: Raw -215175.586439 + Penalty 2564.560933 = -212611.025506 nChanged 234 SP:Iteration 2F (7666.538589 sec): 3 clusters Score: Raw -215386.373128 + Penalty 2564.560933 = -212821.812195 nChanged 169 SP:Iteration 3F (7666.590721 sec): 3 clusters Score: Raw -215601.688019 + Penalty 2564.560933 = -213037.127086 nChanged 185 SP:Iteration 4F (7666.640074 sec): 3 clusters Score: Raw -215869.035910 + Penalty 2564.560933 = -213304.474977 nChanged 205 SP:Iteration 5F (7666.685221 sec): 3 clusters Score: Raw -216247.380744 + Penalty 2564.560933 = -213682.819812 nChanged 217 SP:Iteration 6F (7666.731659 sec): 3 clusters Score: Raw -216707.595817 + Penalty 2564.560933 = -214143.034885 nChanged 219 SP:Iteration 7F (7666.779614 sec): 3 clusters Score: Raw -217185.079388 + Penalty 2564.560933 = -214620.518455 nChanged 134 SP:Iteration 8F (7666.824066 sec): 3 clusters Score: Raw -217384.823249 + Penalty 2564.560933 = -214820.262317 nChanged 65 SP:Iteration 9Q (7666.876991 sec): 3 clusters Score: Raw -217469.124080 + Penalty 2564.560933 = -214904.563148 nChanged 30 SP:Iteration 10Q (7666.927923 sec): 3 clusters Score: Raw -217494.138016 + Penalty 2564.560933 = -214929.577083 nChanged 12 SP:Iteration 11Q (7666.976239 sec): 3 clusters Score: Raw -217504.208712 + Penalty 2564.560933 = -214939.647779 nChanged 6 SP:Iteration 12Q (7667.028238 sec): 3 clusters Score: Raw -217507.120936 + Penalty 2564.560933 = -214942.560004 nChanged 6 SP:Iteration 13Q (7667.071972 sec): 3 clusters Score: Raw -217510.745498 + Penalty 2564.560933 = -214946.184565 nChanged 3 SP:Iteration 14Q (7667.123054 sec): 3 clusters Score: Raw -217511.527444 + Penalty 2564.560933 = -214946.966512 nChanged 0 SP:Iteration 15F (7667.175333 sec): 3 clusters Score: Raw -217511.527444 + Penalty 2564.560933 = -214946.966512 nChanged 0 Score: Raw -49145887.729816 + Penalty 88911.006508 = -49056976.723308 Splitting cluster 31 changes total score from -49057346.622076 to -49056976.723308 So it's not getting split. Trying to split cluster 32 (1511 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7683.327007 sec): 2 clusters Score: Raw -116134.748225 + Penalty 1189.585631 = -114945.162594 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7683.366804 sec): 3 clusters Score: Raw -115567.606977 + Penalty 2379.171263 = -113188.435714 nChanged 518 SP:Iteration 1F (7683.413991 sec): 3 clusters Score: Raw -116017.028100 + Penalty 2379.171263 = -113637.856838 nChanged 133 SP:Iteration 2F (7683.460855 sec): 3 clusters Score: Raw -116175.285119 + Penalty 2379.171263 = -113796.113856 nChanged 83 SP:Iteration 3F (7683.508356 sec): 3 clusters Score: Raw -116271.523861 + Penalty 2379.171263 = -113892.352599 nChanged 59 SP:Iteration 4Q (7683.553929 sec): 3 clusters Score: Raw -116364.872385 + Penalty 2379.171263 = -113985.701122 nChanged 57 SP:Iteration 5Q (7683.592453 sec): 3 clusters Score: Raw -116440.451929 + Penalty 2379.171263 = -114061.280666 nChanged 49 SP:Iteration 6Q (7683.637349 sec): 3 clusters Score: Raw -116499.598330 + Penalty 2379.171263 = -114120.427067 nChanged 46 SP:Iteration 7Q (7683.687955 sec): 3 clusters Score: Raw -116545.304994 + Penalty 2379.171263 = -114166.133731 nChanged 35 SP:Iteration 8Q (7683.738459 sec): 3 clusters Score: Raw -116578.899388 + Penalty 2379.171263 = -114199.728125 nChanged 31 SP:Iteration 9Q (7683.779085 sec): 3 clusters Score: Raw -116596.517145 + Penalty 2379.171263 = -114217.345882 nChanged 21 SP:Iteration 10Q (7683.829394 sec): 3 clusters Score: Raw -116610.286043 + Penalty 2379.171263 = -114231.114780 nChanged 20 SP:Iteration 11Q (7683.874634 sec): 3 clusters Score: Raw -116626.101661 + Penalty 2379.171263 = -114246.930398 nChanged 18 SP:Iteration 12Q (7683.924862 sec): 3 clusters Score: Raw -116638.065247 + Penalty 2379.171263 = -114258.893984 nChanged 14 SP:Iteration 13Q (7683.975361 sec): 3 clusters Score: Raw -116646.517972 + Penalty 2379.171263 = -114267.346709 nChanged 9 SP:Iteration 14Q (7684.025738 sec): 3 clusters Score: Raw -116652.009076 + Penalty 2379.171263 = -114272.837813 nChanged 10 SP:Iteration 15Q (7684.076292 sec): 3 clusters Score: Raw -116658.420860 + Penalty 2379.171263 = -114279.249597 nChanged 8 SP:Iteration 16Q (7684.126023 sec): 3 clusters Score: Raw -116664.878905 + Penalty 2379.171263 = -114285.707642 nChanged 11 SP:Iteration 17Q (7684.173742 sec): 3 clusters Score: Raw -116671.366831 + Penalty 2379.171263 = -114292.195568 nChanged 9 SP:Iteration 18Q (7684.210520 sec): 3 clusters Score: Raw -116678.264954 + Penalty 2379.171263 = -114299.093691 nChanged 6 SP:Iteration 19Q (7684.250351 sec): 3 clusters Score: Raw -116681.035634 + Penalty 2379.171263 = -114301.864371 nChanged 3 SP:Iteration 20F (7684.298118 sec): 3 clusters Score: Raw -116681.959828 + Penalty 2379.171263 = -114302.788566 nChanged 3 SP:Iteration 21Q (7684.347379 sec): 3 clusters Score: Raw -116683.997107 + Penalty 2379.171263 = -114304.825845 nChanged 1 SP:Iteration 22Q (7684.386667 sec): 3 clusters Score: Raw -116685.009526 + Penalty 2379.171263 = -114305.838263 nChanged 2 SP:Iteration 23Q (7684.436979 sec): 3 clusters Score: Raw -116685.991206 + Penalty 2379.171263 = -114306.819943 nChanged 1 SP:Iteration 24Q (7684.483897 sec): 3 clusters Score: Raw -116687.933932 + Penalty 2379.171263 = -114308.762669 nChanged 1 SP:Iteration 25Q (7684.534217 sec): 3 clusters Score: Raw -116688.357971 + Penalty 2379.171263 = -114309.186708 nChanged 2 SP:Iteration 26Q (7684.584406 sec): 3 clusters Score: Raw -116690.099893 + Penalty 2379.171263 = -114310.928630 nChanged 2 SP:Iteration 27Q (7684.634551 sec): 3 clusters Score: Raw -116690.834022 + Penalty 2379.171263 = -114311.662759 nChanged 1 SP:Iteration 28Q (7684.684824 sec): 3 clusters Score: Raw -116691.068280 + Penalty 2379.171263 = -114311.897017 nChanged 0 SP:Iteration 29F (7684.733322 sec): 3 clusters Score: Raw -116691.068280 + Penalty 2379.171263 = -114311.897017 nChanged 0 Trying to split cluster 33 (19922 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7684.780859 sec): 2 clusters Score: Raw -1674507.872041 + Penalty 1608.681738 = -1672899.190303 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7684.869636 sec): 3 clusters Score: Raw -1662528.833944 + Penalty 3217.363477 = -1659311.470467 nChanged 9038 SP:Iteration 1F (7684.934785 sec): 3 clusters Score: Raw -1667479.065966 + Penalty 3217.363477 = -1664261.702490 nChanged 1012 SP:Iteration 2F (7685.014157 sec): 3 clusters Score: Raw -1667883.527300 + Penalty 3217.363477 = -1664666.163824 nChanged 1019 SP:Iteration 3F (7685.095413 sec): 3 clusters Score: Raw -1668362.907413 + Penalty 3217.363477 = -1665145.543936 nChanged 1131 SP:Iteration 4F (7685.180468 sec): 3 clusters Score: Raw -1668943.338263 + Penalty 3217.363477 = -1665725.974786 nChanged 1234 SP:Iteration 5F (7685.250208 sec): 3 clusters Score: Raw -1669697.929638 + Penalty 3217.363477 = -1666480.566162 nChanged 1353 SP:Iteration 6F (7685.320261 sec): 3 clusters Score: Raw -1670581.555496 + Penalty 3217.363477 = -1667364.192020 nChanged 1362 SP:Iteration 7F (7685.410641 sec): 3 clusters Score: Raw -1671507.033516 + Penalty 3217.363477 = -1668289.670039 nChanged 1203 SP:Iteration 8F (7685.471031 sec): 3 clusters Score: Raw -1672202.959623 + Penalty 3217.363477 = -1668985.596147 nChanged 947 SP:Iteration 9Q (7685.551784 sec): 3 clusters Score: Raw -1672738.371070 + Penalty 3217.363477 = -1669521.007593 nChanged 780 SP:Iteration 10Q (7685.627054 sec): 3 clusters Score: Raw -1673131.466634 + Penalty 3217.363477 = -1669914.103157 nChanged 560 SP:Iteration 11Q (7685.709789 sec): 3 clusters Score: Raw -1673413.577340 + Penalty 3217.363477 = -1670196.213864 nChanged 481 SP:Iteration 12Q (7685.793212 sec): 3 clusters Score: Raw -1673671.007051 + Penalty 3217.363477 = -1670453.643575 nChanged 395 SP:Iteration 13Q (7685.874067 sec): 3 clusters Score: Raw -1673913.903050 + Penalty 3217.363477 = -1670696.539573 nChanged 369 SP:Iteration 14Q (7685.955007 sec): 3 clusters Score: Raw -1674155.912928 + Penalty 3217.363477 = -1670938.549452 nChanged 295 SP:Iteration 15Q (7686.024184 sec): 3 clusters Score: Raw -1674358.364160 + Penalty 3217.363477 = -1671141.000684 nChanged 276 SP:Iteration 16Q (7686.113166 sec): 3 clusters Score: Raw -1674518.241617 + Penalty 3217.363477 = -1671300.878140 nChanged 215 SP:Iteration 17Q (7686.185641 sec): 3 clusters Score: Raw -1674623.420099 + Penalty 3217.363477 = -1671406.056623 nChanged 184 SP:Iteration 18Q (7686.257705 sec): 3 clusters Score: Raw -1674717.061780 + Penalty 3217.363477 = -1671499.698304 nChanged 164 SP:Iteration 19Q (7686.343616 sec): 3 clusters Score: Raw -1674793.331915 + Penalty 3217.363477 = -1671575.968438 nChanged 145 SP:Iteration 20F (7686.405936 sec): 3 clusters Score: Raw -1674858.055914 + Penalty 3217.363477 = -1671640.692437 nChanged 116 SP:Iteration 21Q (7686.482061 sec): 3 clusters Score: Raw -1674907.792980 + Penalty 3217.363477 = -1671690.429503 nChanged 81 SP:Iteration 22Q (7686.557175 sec): 3 clusters Score: Raw -1674931.774107 + Penalty 3217.363477 = -1671714.410631 nChanged 64 SP:Iteration 23Q (7686.634900 sec): 3 clusters Score: Raw -1674948.312287 + Penalty 3217.363477 = -1671730.948811 nChanged 60 SP:Iteration 24Q (7686.709213 sec): 3 clusters Score: Raw -1674960.892230 + Penalty 3217.363477 = -1671743.528753 nChanged 47 SP:Iteration 25Q (7686.782965 sec): 3 clusters Score: Raw -1674968.501850 + Penalty 3217.363477 = -1671751.138374 nChanged 36 SP:Iteration 26Q (7686.867377 sec): 3 clusters Score: Raw -1674975.482855 + Penalty 3217.363477 = -1671758.119379 nChanged 34 SP:Iteration 27Q (7686.940318 sec): 3 clusters Score: Raw -1674981.036677 + Penalty 3217.363477 = -1671763.673200 nChanged 31 SP:Iteration 28Q (7687.002111 sec): 3 clusters Score: Raw -1674986.517334 + Penalty 3217.363477 = -1671769.153858 nChanged 29 SP:Iteration 29Q (7687.071515 sec): 3 clusters Score: Raw -1674990.411623 + Penalty 3217.363477 = -1671773.048146 nChanged 24 SP:Iteration 30Q (7687.138159 sec): 3 clusters Score: Raw -1674994.033435 + Penalty 3217.363477 = -1671776.669958 nChanged 26 SP:Iteration 31Q (7687.202464 sec): 3 clusters Score: Raw -1674998.071337 + Penalty 3217.363477 = -1671780.707860 nChanged 18 SP:Iteration 32Q (7687.274753 sec): 3 clusters Score: Raw -1675000.136878 + Penalty 3217.363477 = -1671782.773401 nChanged 16 SP:Iteration 33Q (7687.349142 sec): 3 clusters Score: Raw -1675002.260855 + Penalty 3217.363477 = -1671784.897379 nChanged 23 SP:Iteration 34Q (7687.422969 sec): 3 clusters Score: Raw -1675005.610138 + Penalty 3217.363477 = -1671788.246661 nChanged 23 SP:Iteration 35Q (7687.505556 sec): 3 clusters Score: Raw -1675009.989656 + Penalty 3217.363477 = -1671792.626179 nChanged 24 SP:Iteration 36Q (7687.569835 sec): 3 clusters Score: Raw -1675014.513230 + Penalty 3217.363477 = -1671797.149753 nChanged 27 SP:Iteration 37Q (7687.641920 sec): 3 clusters Score: Raw -1675020.450091 + Penalty 3217.363477 = -1671803.086615 nChanged 25 SP:Iteration 38Q (7687.714754 sec): 3 clusters Score: Raw -1675025.341686 + Penalty 3217.363477 = -1671807.978210 nChanged 25 SP:Iteration 39Q (7687.793356 sec): 3 clusters Score: Raw -1675029.376856 + Penalty 3217.363477 = -1671812.013379 nChanged 22 SP:Iteration 40F (7687.831203 sec): 3 clusters Score: Raw -1675033.272275 + Penalty 3217.363477 = -1671815.908798 nChanged 21 SP:Iteration 41Q (7687.910901 sec): 3 clusters Score: Raw -1675036.470812 + Penalty 3217.363477 = -1671819.107335 nChanged 19 SP:Iteration 42Q (7687.972354 sec): 3 clusters Score: Raw -1675038.876467 + Penalty 3217.363477 = -1671821.512990 nChanged 17 SP:Iteration 43Q (7688.046426 sec): 3 clusters Score: Raw -1675041.216228 + Penalty 3217.363477 = -1671823.852751 nChanged 12 SP:Iteration 44Q (7688.105895 sec): 3 clusters Score: Raw -1675043.058315 + Penalty 3217.363477 = -1671825.694839 nChanged 15 SP:Iteration 45Q (7688.165717 sec): 3 clusters Score: Raw -1675045.073666 + Penalty 3217.363477 = -1671827.710190 nChanged 13 SP:Iteration 46Q (7688.236730 sec): 3 clusters Score: Raw -1675046.923480 + Penalty 3217.363477 = -1671829.560004 nChanged 13 SP:Iteration 47Q (7688.301481 sec): 3 clusters Score: Raw -1675048.874852 + Penalty 3217.363477 = -1671831.511376 nChanged 18 SP:Iteration 48Q (7688.383023 sec): 3 clusters Score: Raw -1675052.232850 + Penalty 3217.363477 = -1671834.869373 nChanged 15 SP:Iteration 49Q (7688.446617 sec): 3 clusters Score: Raw -1675054.190690 + Penalty 3217.363477 = -1671836.827213 nChanged 13 SP:Iteration 50Q (7688.517220 sec): 3 clusters Score: Raw -1675055.828202 + Penalty 3217.363477 = -1671838.464725 nChanged 14 SP:Iteration 51Q (7688.580159 sec): 3 clusters Score: Raw -1675057.584818 + Penalty 3217.363477 = -1671840.221342 nChanged 9 SP:Iteration 52Q (7688.652470 sec): 3 clusters Score: Raw -1675058.946821 + Penalty 3217.363477 = -1671841.583345 nChanged 10 SP:Iteration 53Q (7688.701666 sec): 3 clusters Score: Raw -1675060.038548 + Penalty 3217.363477 = -1671842.675072 nChanged 12 SP:Iteration 54Q (7688.772573 sec): 3 clusters Score: Raw -1675061.887116 + Penalty 3217.363477 = -1671844.523640 nChanged 12 SP:Iteration 55Q (7688.854851 sec): 3 clusters Score: Raw -1675064.139454 + Penalty 3217.363477 = -1671846.775978 nChanged 14 SP:Iteration 56Q (7688.907746 sec): 3 clusters Score: Raw -1675066.494308 + Penalty 3217.363477 = -1671849.130831 nChanged 11 SP:Iteration 57Q (7688.972177 sec): 3 clusters Score: Raw -1675068.250606 + Penalty 3217.363477 = -1671850.887129 nChanged 13 SP:Iteration 58Q (7689.038237 sec): 3 clusters Score: Raw -1675070.856810 + Penalty 3217.363477 = -1671853.493334 nChanged 14 SP:Iteration 59Q (7689.114161 sec): 3 clusters Score: Raw -1675074.074988 + Penalty 3217.363477 = -1671856.711511 nChanged 13 SP:Iteration 60F (7689.189492 sec): 3 clusters Score: Raw -1675077.283890 + Penalty 3217.363477 = -1671859.920414 nChanged 9 SP:Iteration 61Q (7689.254341 sec): 3 clusters Score: Raw -1675079.689265 + Penalty 3217.363477 = -1671862.325788 nChanged 7 SP:Iteration 62Q (7689.331255 sec): 3 clusters Score: Raw -1675080.526081 + Penalty 3217.363477 = -1671863.162604 nChanged 4 SP:Iteration 63Q (7689.408086 sec): 3 clusters Score: Raw -1675080.852695 + Penalty 3217.363477 = -1671863.489219 nChanged 4 SP:Iteration 64Q (7689.475614 sec): 3 clusters Score: Raw -1675081.372838 + Penalty 3217.363477 = -1671864.009362 nChanged 7 SP:Iteration 65Q (7689.554530 sec): 3 clusters Score: Raw -1675082.162959 + Penalty 3217.363477 = -1671864.799483 nChanged 5 SP:Iteration 66Q (7689.613061 sec): 3 clusters Score: Raw -1675082.876836 + Penalty 3217.363477 = -1671865.513359 nChanged 1 SP:Iteration 67Q (7689.687555 sec): 3 clusters Score: Raw -1675083.050370 + Penalty 3217.363477 = -1671865.686893 nChanged 1 SP:Iteration 68Q (7689.761729 sec): 3 clusters Score: Raw -1675083.228658 + Penalty 3217.363477 = -1671865.865181 nChanged 1 SP:Iteration 69Q (7689.822002 sec): 3 clusters Score: Raw -1675083.272936 + Penalty 3217.363477 = -1671865.909460 nChanged 0 SP:Iteration 70F (7689.903499 sec): 3 clusters Score: Raw -1675083.272936 + Penalty 3217.363477 = -1671865.909460 nChanged 0 Trying to split cluster 34 (4127 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7689.930949 sec): 2 clusters Score: Raw -298082.873127 + Penalty 1352.862230 = -296730.010897 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7689.986198 sec): 3 clusters Score: Raw -296006.021264 + Penalty 2705.724460 = -293300.296804 nChanged 1589 SP:Iteration 1F (7690.041126 sec): 3 clusters Score: Raw -296929.564291 + Penalty 2705.724460 = -294223.839831 nChanged 314 SP:Iteration 2F (7690.095914 sec): 3 clusters Score: Raw -297159.783604 + Penalty 2705.724460 = -294454.059144 nChanged 296 SP:Iteration 3F (7690.150501 sec): 3 clusters Score: Raw -297385.743523 + Penalty 2705.724460 = -294680.019063 nChanged 249 SP:Iteration 4F (7690.205094 sec): 3 clusters Score: Raw -297589.029634 + Penalty 2705.724460 = -294883.305175 nChanged 249 SP:Iteration 5F (7690.271321 sec): 3 clusters Score: Raw -297799.772381 + Penalty 2705.724460 = -295094.047921 nChanged 228 SP:Iteration 6F (7690.315481 sec): 3 clusters Score: Raw -297975.787409 + Penalty 2705.724460 = -295270.062949 nChanged 172 SP:Iteration 7Q (7690.361607 sec): 3 clusters Score: Raw -298081.923243 + Penalty 2705.724460 = -295376.198783 nChanged 138 SP:Iteration 8Q (7690.416003 sec): 3 clusters Score: Raw -298166.378392 + Penalty 2705.724460 = -295460.653932 nChanged 113 SP:Iteration 9Q (7690.470746 sec): 3 clusters Score: Raw -298235.342546 + Penalty 2705.724460 = -295529.618086 nChanged 105 SP:Iteration 10Q (7690.517748 sec): 3 clusters Score: Raw -298293.004643 + Penalty 2705.724460 = -295587.280183 nChanged 88 SP:Iteration 11Q (7690.572852 sec): 3 clusters Score: Raw -298337.118812 + Penalty 2705.724460 = -295631.394353 nChanged 66 SP:Iteration 12Q (7690.623453 sec): 3 clusters Score: Raw -298372.918830 + Penalty 2705.724460 = -295667.194370 nChanged 62 SP:Iteration 13Q (7690.685697 sec): 3 clusters Score: Raw -298401.645023 + Penalty 2705.724460 = -295695.920564 nChanged 68 SP:Iteration 14Q (7690.740698 sec): 3 clusters Score: Raw -298432.099986 + Penalty 2705.724460 = -295726.375526 nChanged 52 SP:Iteration 15Q (7690.791819 sec): 3 clusters Score: Raw -298459.791089 + Penalty 2705.724460 = -295754.066629 nChanged 58 SP:Iteration 16Q (7690.848569 sec): 3 clusters Score: Raw -298487.833119 + Penalty 2705.724460 = -295782.108659 nChanged 54 SP:Iteration 17Q (7690.901072 sec): 3 clusters Score: Raw -298515.664113 + Penalty 2705.724460 = -295809.939653 nChanged 56 SP:Iteration 18Q (7690.959738 sec): 3 clusters Score: Raw -298545.310983 + Penalty 2705.724460 = -295839.586524 nChanged 54 SP:Iteration 19Q (7691.004620 sec): 3 clusters Score: Raw -298573.561612 + Penalty 2705.724460 = -295867.837153 nChanged 46 SP:Iteration 20F (7691.065899 sec): 3 clusters Score: Raw -298595.494179 + Penalty 2705.724460 = -295889.769719 nChanged 44 SP:Iteration 21Q (7691.108912 sec): 3 clusters Score: Raw -298613.923912 + Penalty 2705.724460 = -295908.199452 nChanged 45 SP:Iteration 22Q (7691.156794 sec): 3 clusters Score: Raw -298634.966669 + Penalty 2705.724460 = -295929.242209 nChanged 42 SP:Iteration 23Q (7691.211705 sec): 3 clusters Score: Raw -298649.642898 + Penalty 2705.724460 = -295943.918439 nChanged 35 SP:Iteration 24Q (7691.264749 sec): 3 clusters Score: Raw -298661.355601 + Penalty 2705.724460 = -295955.631141 nChanged 33 SP:Iteration 25Q (7691.319807 sec): 3 clusters Score: Raw -298670.822244 + Penalty 2705.724460 = -295965.097784 nChanged 30 SP:Iteration 26Q (7691.385460 sec): 3 clusters Score: Raw -298680.181879 + Penalty 2705.724460 = -295974.457419 nChanged 29 SP:Iteration 27Q (7691.439638 sec): 3 clusters Score: Raw -298689.081660 + Penalty 2705.724460 = -295983.357200 nChanged 18 SP:Iteration 28Q (7691.497147 sec): 3 clusters Score: Raw -298695.457016 + Penalty 2705.724460 = -295989.732556 nChanged 25 SP:Iteration 29Q (7691.548879 sec): 3 clusters Score: Raw -298705.191443 + Penalty 2705.724460 = -295999.466983 nChanged 21 SP:Iteration 30Q (7691.603158 sec): 3 clusters Score: Raw -298711.112568 + Penalty 2705.724460 = -296005.388108 nChanged 19 SP:Iteration 31Q (7691.657937 sec): 3 clusters Score: Raw -298716.527213 + Penalty 2705.724460 = -296010.802754 nChanged 18 SP:Iteration 32Q (7691.698425 sec): 3 clusters Score: Raw -298722.274514 + Penalty 2705.724460 = -296016.550054 nChanged 13 SP:Iteration 33Q (7691.754119 sec): 3 clusters Score: Raw -298726.887193 + Penalty 2705.724460 = -296021.162734 nChanged 18 SP:Iteration 34Q (7691.820683 sec): 3 clusters Score: Raw -298733.893964 + Penalty 2705.724460 = -296028.169504 nChanged 16 SP:Iteration 35Q (7691.859711 sec): 3 clusters Score: Raw -298739.499189 + Penalty 2705.724460 = -296033.774729 nChanged 15 SP:Iteration 36Q (7691.917577 sec): 3 clusters Score: Raw -298743.535051 + Penalty 2705.724460 = -296037.810591 nChanged 17 SP:Iteration 37Q (7691.968920 sec): 3 clusters Score: Raw -298749.461848 + Penalty 2705.724460 = -296043.737388 nChanged 15 SP:Iteration 38Q (7692.012108 sec): 3 clusters Score: Raw -298753.945874 + Penalty 2705.724460 = -296048.221414 nChanged 12 SP:Iteration 39Q (7692.079983 sec): 3 clusters Score: Raw -298757.260977 + Penalty 2705.724460 = -296051.536518 nChanged 10 SP:Iteration 40F (7692.136005 sec): 3 clusters Score: Raw -298759.744968 + Penalty 2705.724460 = -296054.020508 nChanged 14 SP:Iteration 41Q (7692.180888 sec): 3 clusters Score: Raw -298763.777699 + Penalty 2705.724460 = -296058.053239 nChanged 10 SP:Iteration 42Q (7692.241576 sec): 3 clusters Score: Raw -298766.324530 + Penalty 2705.724460 = -296060.600070 nChanged 10 SP:Iteration 43Q (7692.284074 sec): 3 clusters Score: Raw -298769.047197 + Penalty 2705.724460 = -296063.322738 nChanged 6 SP:Iteration 44Q (7692.336560 sec): 3 clusters Score: Raw -298770.236159 + Penalty 2705.724460 = -296064.511699 nChanged 8 SP:Iteration 45Q (7692.403037 sec): 3 clusters Score: Raw -298772.136584 + Penalty 2705.724460 = -296066.412124 nChanged 5 SP:Iteration 46Q (7692.456042 sec): 3 clusters Score: Raw -298773.107353 + Penalty 2705.724460 = -296067.382894 nChanged 6 SP:Iteration 47Q (7692.496158 sec): 3 clusters Score: Raw -298774.401936 + Penalty 2705.724460 = -296068.677476 nChanged 7 SP:Iteration 48Q (7692.543146 sec): 3 clusters Score: Raw -298776.641607 + Penalty 2705.724460 = -296070.917148 nChanged 7 SP:Iteration 49Q (7692.600558 sec): 3 clusters Score: Raw -298778.634704 + Penalty 2705.724460 = -296072.910245 nChanged 7 SP:Iteration 50Q (7692.642974 sec): 3 clusters Score: Raw -298780.314084 + Penalty 2705.724460 = -296074.589624 nChanged 7 SP:Iteration 51Q (7692.700381 sec): 3 clusters Score: Raw -298782.342463 + Penalty 2705.724460 = -296076.618003 nChanged 7 SP:Iteration 52Q (7692.752693 sec): 3 clusters Score: Raw -298783.808049 + Penalty 2705.724460 = -296078.083589 nChanged 3 SP:Iteration 53Q (7692.813776 sec): 3 clusters Score: Raw -298784.353243 + Penalty 2705.724460 = -296078.628784 nChanged 1 SP:Iteration 54Q (7692.862476 sec): 3 clusters Score: Raw -298784.517317 + Penalty 2705.724460 = -296078.792858 nChanged 0 SP:Iteration 55F (7692.886619 sec): 3 clusters Score: Raw -298784.517317 + Penalty 2705.724460 = -296078.792858 nChanged 0 Trying to split cluster 35 (3060 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7692.922972 sec): 2 clusters Score: Raw -237132.083218 + Penalty 1304.252657 = -235827.830561 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7692.972781 sec): 3 clusters Score: Raw -235692.086236 + Penalty 2608.505313 = -233083.580923 nChanged 1159 SP:Iteration 1F (7693.023147 sec): 3 clusters Score: Raw -236517.390689 + Penalty 2608.505313 = -233908.885376 nChanged 274 SP:Iteration 2F (7693.069356 sec): 3 clusters Score: Raw -236804.352007 + Penalty 2608.505313 = -234195.846694 nChanged 218 SP:Iteration 3F (7693.123234 sec): 3 clusters Score: Raw -236965.538457 + Penalty 2608.505313 = -234357.033143 nChanged 154 SP:Iteration 4F (7693.180498 sec): 3 clusters Score: Raw -237086.232726 + Penalty 2608.505313 = -234477.727413 nChanged 146 SP:Iteration 5Q (7693.223791 sec): 3 clusters Score: Raw -237205.823125 + Penalty 2608.505313 = -234597.317811 nChanged 132 SP:Iteration 6Q (7693.270048 sec): 3 clusters Score: Raw -237341.655128 + Penalty 2608.505313 = -234733.149814 nChanged 156 SP:Iteration 7F (7693.307292 sec): 3 clusters Score: Raw -237531.972134 + Penalty 2608.505313 = -234923.466820 nChanged 180 SP:Iteration 8F (7693.349234 sec): 3 clusters Score: Raw -237746.637185 + Penalty 2608.505313 = -235138.131872 nChanged 172 SP:Iteration 9F (7693.400878 sec): 3 clusters Score: Raw -237972.659976 + Penalty 2608.505313 = -235364.154663 nChanged 187 SP:Iteration 10F (7693.439666 sec): 3 clusters Score: Raw -238315.350233 + Penalty 2608.505313 = -235706.844920 nChanged 144 SP:Iteration 11Q (7693.487494 sec): 3 clusters Score: Raw -238535.056908 + Penalty 2608.505313 = -235926.551594 nChanged 138 SP:Iteration 12Q (7693.523631 sec): 3 clusters Score: Raw -238689.163925 + Penalty 2608.505313 = -236080.658612 nChanged 96 SP:Iteration 13Q (7693.568851 sec): 3 clusters Score: Raw -238768.007841 + Penalty 2608.505313 = -236159.502528 nChanged 71 SP:Iteration 14Q (7693.597090 sec): 3 clusters Score: Raw -238819.082068 + Penalty 2608.505313 = -236210.576754 nChanged 43 SP:Iteration 15Q (7693.650018 sec): 3 clusters Score: Raw -238841.228859 + Penalty 2608.505313 = -236232.723546 nChanged 29 SP:Iteration 16Q (7693.697854 sec): 3 clusters Score: Raw -238859.317084 + Penalty 2608.505313 = -236250.811771 nChanged 24 SP:Iteration 17Q (7693.734672 sec): 3 clusters Score: Raw -238871.078694 + Penalty 2608.505313 = -236262.573381 nChanged 22 SP:Iteration 18Q (7693.781329 sec): 3 clusters Score: Raw -238880.114022 + Penalty 2608.505313 = -236271.608708 nChanged 9 SP:Iteration 19Q (7693.816654 sec): 3 clusters Score: Raw -238885.267106 + Penalty 2608.505313 = -236276.761793 nChanged 8 SP:Iteration 20F (7693.862135 sec): 3 clusters Score: Raw -238889.547352 + Penalty 2608.505313 = -236281.042039 nChanged 11 SP:Iteration 21Q (7693.916246 sec): 3 clusters Score: Raw -238894.135899 + Penalty 2608.505313 = -236285.630586 nChanged 9 SP:Iteration 22Q (7693.965398 sec): 3 clusters Score: Raw -238897.865251 + Penalty 2608.505313 = -236289.359938 nChanged 5 SP:Iteration 23Q (7694.009871 sec): 3 clusters Score: Raw -238899.892551 + Penalty 2608.505313 = -236291.387237 nChanged 3 SP:Iteration 24Q (7694.056491 sec): 3 clusters Score: Raw -238901.006553 + Penalty 2608.505313 = -236292.501240 nChanged 4 SP:Iteration 25Q (7694.100633 sec): 3 clusters Score: Raw -238902.505085 + Penalty 2608.505313 = -236293.999772 nChanged 1 SP:Iteration 26Q (7694.139847 sec): 3 clusters Score: Raw -238902.860024 + Penalty 2608.505313 = -236294.354711 nChanged 3 SP:Iteration 27Q (7694.188028 sec): 3 clusters Score: Raw -238903.807189 + Penalty 2608.505313 = -236295.301875 nChanged 3 SP:Iteration 28Q (7694.231790 sec): 3 clusters Score: Raw -238904.947484 + Penalty 2608.505313 = -236296.442170 nChanged 3 SP:Iteration 29Q (7694.277620 sec): 3 clusters Score: Raw -238906.638674 + Penalty 2608.505313 = -236298.133361 nChanged 3 SP:Iteration 30Q (7694.330696 sec): 3 clusters Score: Raw -238907.807665 + Penalty 2608.505313 = -236299.302351 nChanged 0 SP:Iteration 31F (7694.376115 sec): 3 clusters Score: Raw -238907.807665 + Penalty 2608.505313 = -236299.302351 nChanged 0 Score: Raw -49145865.096154 + Penalty 88911.006508 = -49056954.089646 Splitting cluster 35 changes total score from -49057346.622076 to -49056954.089646 So it's not getting split. Trying to split cluster 36 (1127 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7711.235226 sec): 2 clusters Score: Raw -84267.431916 + Penalty 1141.938609 = -83125.493308 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7711.266294 sec): 3 clusters Score: Raw -83870.022211 + Penalty 2283.877217 = -81586.144994 nChanged 358 SP:Iteration 1F (7711.305593 sec): 3 clusters Score: Raw -84197.009469 + Penalty 2283.877217 = -81913.132252 nChanged 104 SP:Iteration 2F (7711.343779 sec): 3 clusters Score: Raw -84322.433191 + Penalty 2283.877217 = -82038.555974 nChanged 62 SP:Iteration 3F (7711.386545 sec): 3 clusters Score: Raw -84408.113815 + Penalty 2283.877217 = -82124.236598 nChanged 54 SP:Iteration 4Q (7711.419865 sec): 3 clusters Score: Raw -84486.803866 + Penalty 2283.877217 = -82202.926649 nChanged 36 SP:Iteration 5Q (7711.467119 sec): 3 clusters Score: Raw -84545.929331 + Penalty 2283.877217 = -82262.052114 nChanged 35 SP:Iteration 6Q (7711.506827 sec): 3 clusters Score: Raw -84588.415564 + Penalty 2283.877217 = -82304.538347 nChanged 12 SP:Iteration 7Q (7711.547515 sec): 3 clusters Score: Raw -84597.414734 + Penalty 2283.877217 = -82313.537517 nChanged 11 SP:Iteration 8Q (7711.580010 sec): 3 clusters Score: Raw -84607.947279 + Penalty 2283.877217 = -82324.070062 nChanged 13 SP:Iteration 9Q (7711.626002 sec): 3 clusters Score: Raw -84621.447305 + Penalty 2283.877217 = -82337.570088 nChanged 8 SP:Iteration 10Q (7711.664335 sec): 3 clusters Score: Raw -84627.896563 + Penalty 2283.877217 = -82344.019346 nChanged 7 SP:Iteration 11Q (7711.708175 sec): 3 clusters Score: Raw -84635.705923 + Penalty 2283.877217 = -82351.828706 nChanged 11 SP:Iteration 12Q (7711.751207 sec): 3 clusters Score: Raw -84658.955223 + Penalty 2283.877217 = -82375.078006 nChanged 12 SP:Iteration 13Q (7711.795498 sec): 3 clusters Score: Raw -84673.710223 + Penalty 2283.877217 = -82389.833006 nChanged 12 SP:Iteration 14Q (7711.842277 sec): 3 clusters Score: Raw -84685.663337 + Penalty 2283.877217 = -82401.786120 nChanged 8 SP:Iteration 15Q (7711.879518 sec): 3 clusters Score: Raw -84694.236059 + Penalty 2283.877217 = -82410.358842 nChanged 7 SP:Iteration 16Q (7711.928073 sec): 3 clusters Score: Raw -84703.880069 + Penalty 2283.877217 = -82420.002851 nChanged 10 SP:Iteration 17Q (7711.960279 sec): 3 clusters Score: Raw -84719.881029 + Penalty 2283.877217 = -82436.003812 nChanged 10 SP:Iteration 18Q (7712.005617 sec): 3 clusters Score: Raw -84738.459449 + Penalty 2283.877217 = -82454.582232 nChanged 16 SP:Iteration 19Q (7712.016881 sec): 3 clusters Score: Raw -84757.466335 + Penalty 2283.877217 = -82473.589118 nChanged 14 SP:Iteration 20F (7712.023058 sec): 3 clusters Score: Raw -84776.885481 + Penalty 2283.877217 = -82493.008264 nChanged 13 SP:Iteration 21Q (7712.028944 sec): 3 clusters Score: Raw -84795.796751 + Penalty 2283.877217 = -82511.919534 nChanged 13 SP:Iteration 22Q (7712.034852 sec): 3 clusters Score: Raw -84812.290470 + Penalty 2283.877217 = -82528.413253 nChanged 10 SP:Iteration 23Q (7712.040794 sec): 3 clusters Score: Raw -84821.719075 + Penalty 2283.877217 = -82537.841858 nChanged 6 SP:Iteration 24Q (7712.046691 sec): 3 clusters Score: Raw -84829.546224 + Penalty 2283.877217 = -82545.669007 nChanged 7 SP:Iteration 25Q (7712.052636 sec): 3 clusters Score: Raw -84839.664444 + Penalty 2283.877217 = -82555.787227 nChanged 9 SP:Iteration 26Q (7712.058561 sec): 3 clusters Score: Raw -84858.818475 + Penalty 2283.877217 = -82574.941258 nChanged 9 SP:Iteration 27Q (7712.064479 sec): 3 clusters Score: Raw -84869.728749 + Penalty 2283.877217 = -82585.851532 nChanged 9 SP:Iteration 28Q (7712.070324 sec): 3 clusters Score: Raw -84879.947453 + Penalty 2283.877217 = -82596.070236 nChanged 8 SP:Iteration 29Q (7712.076220 sec): 3 clusters Score: Raw -84888.292726 + Penalty 2283.877217 = -82604.415509 nChanged 7 SP:Iteration 30Q (7712.082115 sec): 3 clusters Score: Raw -84895.182000 + Penalty 2283.877217 = -82611.304783 nChanged 3 SP:Iteration 31Q (7712.087979 sec): 3 clusters Score: Raw -84899.401654 + Penalty 2283.877217 = -82615.524437 nChanged 5 SP:Iteration 32Q (7712.093874 sec): 3 clusters Score: Raw -84905.208392 + Penalty 2283.877217 = -82621.331175 nChanged 3 SP:Iteration 33Q (7712.099738 sec): 3 clusters Score: Raw -84908.424128 + Penalty 2283.877217 = -82624.546911 nChanged 6 SP:Iteration 34Q (7712.105610 sec): 3 clusters Score: Raw -84914.805451 + Penalty 2283.877217 = -82630.928234 nChanged 6 SP:Iteration 35Q (7712.111398 sec): 3 clusters Score: Raw -84919.753938 + Penalty 2283.877217 = -82635.876721 nChanged 2 SP:Iteration 36Q (7712.138225 sec): 3 clusters Score: Raw -84920.588878 + Penalty 2283.877217 = -82636.711661 nChanged 0 SP:Iteration 37F (7712.177596 sec): 3 clusters Score: Raw -84920.588878 + Penalty 2283.877217 = -82636.711661 nChanged 0 Trying to split cluster 37 (5584 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7712.210839 sec): 2 clusters Score: Raw -457506.865582 + Penalty 1401.994855 = -456104.870727 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7712.264551 sec): 3 clusters Score: Raw -454537.501352 + Penalty 2803.989709 = -451733.511642 nChanged 2281 SP:Iteration 1F (7712.313136 sec): 3 clusters Score: Raw -455828.860966 + Penalty 2803.989709 = -453024.871256 nChanged 397 SP:Iteration 2F (7712.359657 sec): 3 clusters Score: Raw -456035.662010 + Penalty 2803.989709 = -453231.672301 nChanged 310 SP:Iteration 3F (7712.406646 sec): 3 clusters Score: Raw -456191.601636 + Penalty 2803.989709 = -453387.611926 nChanged 246 SP:Iteration 4Q (7712.465796 sec): 3 clusters Score: Raw -456310.284827 + Penalty 2803.989709 = -453506.295117 nChanged 219 SP:Iteration 5Q (7712.521504 sec): 3 clusters Score: Raw -456416.732695 + Penalty 2803.989709 = -453612.742985 nChanged 200 SP:Iteration 6Q (7712.568125 sec): 3 clusters Score: Raw -456507.874074 + Penalty 2803.989709 = -453703.884364 nChanged 172 SP:Iteration 7Q (7712.613781 sec): 3 clusters Score: Raw -456591.935932 + Penalty 2803.989709 = -453787.946223 nChanged 167 SP:Iteration 8Q (7712.669560 sec): 3 clusters Score: Raw -456674.167121 + Penalty 2803.989709 = -453870.177411 nChanged 171 SP:Iteration 9Q (7712.700863 sec): 3 clusters Score: Raw -456764.206570 + Penalty 2803.989709 = -453960.216860 nChanged 170 SP:Iteration 10Q (7712.753148 sec): 3 clusters Score: Raw -456861.130786 + Penalty 2803.989709 = -454057.141076 nChanged 162 SP:Iteration 11Q (7712.801736 sec): 3 clusters Score: Raw -456961.352356 + Penalty 2803.989709 = -454157.362647 nChanged 157 SP:Iteration 12Q (7712.857030 sec): 3 clusters Score: Raw -457056.759580 + Penalty 2803.989709 = -454252.769871 nChanged 142 SP:Iteration 13Q (7712.901546 sec): 3 clusters Score: Raw -457157.759135 + Penalty 2803.989709 = -454353.769426 nChanged 144 SP:Iteration 14Q (7712.945851 sec): 3 clusters Score: Raw -457259.603334 + Penalty 2803.989709 = -454455.613624 nChanged 143 SP:Iteration 15Q (7713.008427 sec): 3 clusters Score: Raw -457367.047559 + Penalty 2803.989709 = -454563.057849 nChanged 110 SP:Iteration 16Q (7713.057633 sec): 3 clusters Score: Raw -457456.808426 + Penalty 2803.989709 = -454652.818717 nChanged 90 SP:Iteration 17Q (7713.071443 sec): 3 clusters Score: Raw -457538.994840 + Penalty 2803.989709 = -454735.005131 nChanged 71 SP:Iteration 18Q (7713.120906 sec): 3 clusters Score: Raw -457605.509569 + Penalty 2803.989709 = -454801.519859 nChanged 56 SP:Iteration 19Q (7713.161439 sec): 3 clusters Score: Raw -457655.358301 + Penalty 2803.989709 = -454851.368591 nChanged 32 SP:Iteration 20F (7713.213975 sec): 3 clusters Score: Raw -457678.230612 + Penalty 2803.989709 = -454874.240902 nChanged 16 SP:Iteration 21Q (7713.260603 sec): 3 clusters Score: Raw -457689.938492 + Penalty 2803.989709 = -454885.948782 nChanged 13 SP:Iteration 22Q (7713.309562 sec): 3 clusters Score: Raw -457698.065216 + Penalty 2803.989709 = -454894.075507 nChanged 6 SP:Iteration 23Q (7713.344324 sec): 3 clusters Score: Raw -457702.375581 + Penalty 2803.989709 = -454898.385871 nChanged 3 SP:Iteration 24Q (7713.398669 sec): 3 clusters Score: Raw -457704.687267 + Penalty 2803.989709 = -454900.697558 nChanged 2 SP:Iteration 25Q (7713.455853 sec): 3 clusters Score: Raw -457705.304822 + Penalty 2803.989709 = -454901.315113 nChanged 0 SP:Iteration 26F (7713.514983 sec): 3 clusters Score: Raw -457705.304822 + Penalty 2803.989709 = -454901.315113 nChanged 0 Trying to split cluster 38 (38133 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7713.589232 sec): 2 clusters Score: Raw -3187464.902066 + Penalty 1714.185741 = -3185750.716325 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7713.704951 sec): 3 clusters Score: Raw -3163551.811238 + Penalty 3428.371482 = -3160123.439757 nChanged 17851 SP:Iteration 1F (7713.806888 sec): 3 clusters Score: Raw -3173758.722927 + Penalty 3428.371482 = -3170330.351446 nChanged 1806 SP:Iteration 2Q (7713.921564 sec): 3 clusters Score: Raw -3174422.961758 + Penalty 3428.371482 = -3170994.590277 nChanged 1826 SP:Iteration 3Q (7714.035909 sec): 3 clusters Score: Raw -3175198.651138 + Penalty 3428.371482 = -3171770.279656 nChanged 1934 SP:Iteration 4F (7714.144447 sec): 3 clusters Score: Raw -3176040.710100 + Penalty 3428.371482 = -3172612.338618 nChanged 1856 SP:Iteration 5Q (7714.258490 sec): 3 clusters Score: Raw -3176932.028125 + Penalty 3428.371482 = -3173503.656644 nChanged 1922 SP:Iteration 6F (7714.369412 sec): 3 clusters Score: Raw -3177940.831571 + Penalty 3428.371482 = -3174512.460090 nChanged 1958 SP:Iteration 7F (7714.488822 sec): 3 clusters Score: Raw -3179029.983632 + Penalty 3428.371482 = -3175601.612150 nChanged 1920 SP:Iteration 8F (7714.596364 sec): 3 clusters Score: Raw -3180159.563501 + Penalty 3428.371482 = -3176731.192019 nChanged 1846 SP:Iteration 9Q (7714.705920 sec): 3 clusters Score: Raw -3181269.075165 + Penalty 3428.371482 = -3177840.703683 nChanged 1669 SP:Iteration 10Q (7714.813643 sec): 3 clusters Score: Raw -3182206.569297 + Penalty 3428.371482 = -3178778.197816 nChanged 1446 SP:Iteration 11Q (7714.931063 sec): 3 clusters Score: Raw -3183000.586280 + Penalty 3428.371482 = -3179572.214798 nChanged 1257 SP:Iteration 12Q (7715.042449 sec): 3 clusters Score: Raw -3183642.876567 + Penalty 3428.371482 = -3180214.505085 nChanged 1053 SP:Iteration 13Q (7715.154170 sec): 3 clusters Score: Raw -3184160.573390 + Penalty 3428.371482 = -3180732.201909 nChanged 892 SP:Iteration 14Q (7715.264126 sec): 3 clusters Score: Raw -3184599.769011 + Penalty 3428.371482 = -3181171.397529 nChanged 800 SP:Iteration 15Q (7715.375756 sec): 3 clusters Score: Raw -3185000.324762 + Penalty 3428.371482 = -3181571.953280 nChanged 787 SP:Iteration 16Q (7715.491072 sec): 3 clusters Score: Raw -3185412.486211 + Penalty 3428.371482 = -3181984.114729 nChanged 725 SP:Iteration 17Q (7715.587636 sec): 3 clusters Score: Raw -3185806.019024 + Penalty 3428.371482 = -3182377.647543 nChanged 649 SP:Iteration 18Q (7715.703928 sec): 3 clusters Score: Raw -3186189.780199 + Penalty 3428.371482 = -3182761.408717 nChanged 568 SP:Iteration 19Q (7715.796361 sec): 3 clusters Score: Raw -3186533.524933 + Penalty 3428.371482 = -3183105.153451 nChanged 429 SP:Iteration 20F (7715.915309 sec): 3 clusters Score: Raw -3186792.224473 + Penalty 3428.371482 = -3183363.852992 nChanged 326 SP:Iteration 21Q (7716.018476 sec): 3 clusters Score: Raw -3186973.600355 + Penalty 3428.371482 = -3183545.228874 nChanged 264 SP:Iteration 22Q (7716.120244 sec): 3 clusters Score: Raw -3187111.790468 + Penalty 3428.371482 = -3183683.418987 nChanged 193 SP:Iteration 23Q (7716.213009 sec): 3 clusters Score: Raw -3187224.162067 + Penalty 3428.371482 = -3183795.790585 nChanged 169 SP:Iteration 24Q (7716.320783 sec): 3 clusters Score: Raw -3187318.247218 + Penalty 3428.371482 = -3183889.875736 nChanged 129 SP:Iteration 25Q (7716.419184 sec): 3 clusters Score: Raw -3187394.578997 + Penalty 3428.371482 = -3183966.207516 nChanged 106 SP:Iteration 26Q (7716.519862 sec): 3 clusters Score: Raw -3187455.878014 + Penalty 3428.371482 = -3184027.506533 nChanged 78 SP:Iteration 27Q (7716.620129 sec): 3 clusters Score: Raw -3187500.178961 + Penalty 3428.371482 = -3184071.807480 nChanged 58 SP:Iteration 28Q (7716.720230 sec): 3 clusters Score: Raw -3187537.431346 + Penalty 3428.371482 = -3184109.059864 nChanged 48 SP:Iteration 29Q (7716.820272 sec): 3 clusters Score: Raw -3187565.367294 + Penalty 3428.371482 = -3184136.995812 nChanged 33 SP:Iteration 30Q (7716.920015 sec): 3 clusters Score: Raw -3187588.295815 + Penalty 3428.371482 = -3184159.924333 nChanged 31 SP:Iteration 31Q (7717.019479 sec): 3 clusters Score: Raw -3187611.707067 + Penalty 3428.371482 = -3184183.335586 nChanged 29 SP:Iteration 32Q (7717.101838 sec): 3 clusters Score: Raw -3187631.017826 + Penalty 3428.371482 = -3184202.646344 nChanged 23 SP:Iteration 33Q (7717.209873 sec): 3 clusters Score: Raw -3187646.851852 + Penalty 3428.371482 = -3184218.480371 nChanged 15 SP:Iteration 34Q (7717.304824 sec): 3 clusters Score: Raw -3187656.507977 + Penalty 3428.371482 = -3184228.136495 nChanged 8 SP:Iteration 35Q (7717.407612 sec): 3 clusters Score: Raw -3187661.339668 + Penalty 3428.371482 = -3184232.968187 nChanged 8 SP:Iteration 36Q (7717.507330 sec): 3 clusters Score: Raw -3187666.005417 + Penalty 3428.371482 = -3184237.633936 nChanged 11 SP:Iteration 37Q (7717.607248 sec): 3 clusters Score: Raw -3187675.084067 + Penalty 3428.371482 = -3184246.712585 nChanged 11 SP:Iteration 38Q (7717.706515 sec): 3 clusters Score: Raw -3187683.970631 + Penalty 3428.371482 = -3184255.599150 nChanged 11 SP:Iteration 39Q (7717.805827 sec): 3 clusters Score: Raw -3187690.152502 + Penalty 3428.371482 = -3184261.781021 nChanged 10 SP:Iteration 40F (7717.910261 sec): 3 clusters Score: Raw -3187695.808459 + Penalty 3428.371482 = -3184267.436978 nChanged 7 SP:Iteration 41Q (7718.009481 sec): 3 clusters Score: Raw -3187700.470865 + Penalty 3428.371482 = -3184272.099384 nChanged 7 SP:Iteration 42Q (7718.114424 sec): 3 clusters Score: Raw -3187703.175217 + Penalty 3428.371482 = -3184274.803735 nChanged 2 SP:Iteration 43Q (7718.218294 sec): 3 clusters Score: Raw -3187704.307772 + Penalty 3428.371482 = -3184275.936291 nChanged 3 SP:Iteration 44Q (7718.308640 sec): 3 clusters Score: Raw -3187705.504547 + Penalty 3428.371482 = -3184277.133066 nChanged 3 SP:Iteration 45Q (7718.388840 sec): 3 clusters Score: Raw -3187707.873199 + Penalty 3428.371482 = -3184279.501718 nChanged 3 SP:Iteration 46Q (7718.479997 sec): 3 clusters Score: Raw -3187708.807113 + Penalty 3428.371482 = -3184280.435632 nChanged 2 SP:Iteration 47Q (7718.569742 sec): 3 clusters Score: Raw -3187709.244807 + Penalty 3428.371482 = -3184280.873325 nChanged 0 SP:Iteration 48F (7718.678861 sec): 3 clusters Score: Raw -3187709.244807 + Penalty 3428.371482 = -3184280.873325 nChanged 0 Trying to split cluster 39 (16117 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7718.721301 sec): 2 clusters Score: Raw -1352834.111081 + Penalty 1574.239858 = -1351259.871223 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7718.768486 sec): 3 clusters Score: Raw -1343398.743823 + Penalty 3148.479716 = -1340250.264108 nChanged 7212 SP:Iteration 1F (7718.838781 sec): 3 clusters Score: Raw -1347253.628445 + Penalty 3148.479716 = -1344105.148729 nChanged 811 SP:Iteration 2F (7718.909422 sec): 3 clusters Score: Raw -1347544.554781 + Penalty 3148.479716 = -1344396.075066 nChanged 715 SP:Iteration 3Q (7718.977639 sec): 3 clusters Score: Raw -1347797.613577 + Penalty 3148.479716 = -1344649.133861 nChanged 715 SP:Iteration 4Q (7719.050047 sec): 3 clusters Score: Raw -1348067.392007 + Penalty 3148.479716 = -1344918.912291 nChanged 732 SP:Iteration 5Q (7719.124594 sec): 3 clusters Score: Raw -1348358.051189 + Penalty 3148.479716 = -1345209.571473 nChanged 767 SP:Iteration 6Q (7719.191667 sec): 3 clusters Score: Raw -1348722.885711 + Penalty 3148.479716 = -1345574.405995 nChanged 873 SP:Iteration 7F (7719.259254 sec): 3 clusters Score: Raw -1349182.269118 + Penalty 3148.479716 = -1346033.789402 nChanged 920 SP:Iteration 8F (7719.327228 sec): 3 clusters Score: Raw -1349750.923292 + Penalty 3148.479716 = -1346602.443576 nChanged 985 SP:Iteration 9F (7719.396280 sec): 3 clusters Score: Raw -1350418.723421 + Penalty 3148.479716 = -1347270.243705 nChanged 916 SP:Iteration 10F (7719.465889 sec): 3 clusters Score: Raw -1351073.410470 + Penalty 3148.479716 = -1347924.930755 nChanged 759 SP:Iteration 11Q (7719.535615 sec): 3 clusters Score: Raw -1351633.173874 + Penalty 3148.479716 = -1348484.694158 nChanged 558 SP:Iteration 12Q (7719.612166 sec): 3 clusters Score: Raw -1352041.036270 + Penalty 3148.479716 = -1348892.556555 nChanged 406 SP:Iteration 13Q (7719.675638 sec): 3 clusters Score: Raw -1352351.170701 + Penalty 3148.479716 = -1349202.690985 nChanged 279 SP:Iteration 14Q (7719.744706 sec): 3 clusters Score: Raw -1352570.996621 + Penalty 3148.479716 = -1349422.516905 nChanged 173 SP:Iteration 15Q (7719.816073 sec): 3 clusters Score: Raw -1352711.595915 + Penalty 3148.479716 = -1349563.116199 nChanged 106 SP:Iteration 16Q (7719.882081 sec): 3 clusters Score: Raw -1352799.418334 + Penalty 3148.479716 = -1349650.938618 nChanged 73 SP:Iteration 17Q (7719.958201 sec): 3 clusters Score: Raw -1352862.289753 + Penalty 3148.479716 = -1349713.810037 nChanged 53 SP:Iteration 18Q (7720.004333 sec): 3 clusters Score: Raw -1352914.738207 + Penalty 3148.479716 = -1349766.258491 nChanged 41 SP:Iteration 19Q (7720.076977 sec): 3 clusters Score: Raw -1352947.633218 + Penalty 3148.479716 = -1349799.153502 nChanged 23 SP:Iteration 20F (7720.150962 sec): 3 clusters Score: Raw -1352967.948865 + Penalty 3148.479716 = -1349819.469150 nChanged 16 SP:Iteration 21Q (7720.176267 sec): 3 clusters Score: Raw -1352982.421650 + Penalty 3148.479716 = -1349833.941934 nChanged 8 SP:Iteration 22Q (7720.237393 sec): 3 clusters Score: Raw -1352990.006918 + Penalty 3148.479716 = -1349841.527202 nChanged 7 SP:Iteration 23Q (7720.299354 sec): 3 clusters Score: Raw -1352995.404372 + Penalty 3148.479716 = -1349846.924656 nChanged 6 SP:Iteration 24Q (7720.369277 sec): 3 clusters Score: Raw -1352999.404272 + Penalty 3148.479716 = -1349850.924556 nChanged 8 SP:Iteration 25Q (7720.429439 sec): 3 clusters Score: Raw -1353006.760090 + Penalty 3148.479716 = -1349858.280374 nChanged 8 SP:Iteration 26Q (7720.497326 sec): 3 clusters Score: Raw -1353016.793343 + Penalty 3148.479716 = -1349868.313628 nChanged 6 SP:Iteration 27Q (7720.561831 sec): 3 clusters Score: Raw -1353023.428649 + Penalty 3148.479716 = -1349874.948933 nChanged 6 SP:Iteration 28Q (7720.633185 sec): 3 clusters Score: Raw -1353031.870306 + Penalty 3148.479716 = -1349883.390590 nChanged 5 SP:Iteration 29Q (7720.686649 sec): 3 clusters Score: Raw -1353035.348278 + Penalty 3148.479716 = -1349886.868562 nChanged 2 SP:Iteration 30Q (7720.749274 sec): 3 clusters Score: Raw -1353036.212897 + Penalty 3148.479716 = -1349887.733181 nChanged 2 SP:Iteration 31Q (7720.821075 sec): 3 clusters Score: Raw -1353036.720522 + Penalty 3148.479716 = -1349888.240806 nChanged 1 SP:Iteration 32Q (7720.878387 sec): 3 clusters Score: Raw -1353036.954680 + Penalty 3148.479716 = -1349888.474964 nChanged 2 SP:Iteration 33Q (7720.939121 sec): 3 clusters Score: Raw -1353038.657232 + Penalty 3148.479716 = -1349890.177517 nChanged 2 SP:Iteration 34Q (7721.010534 sec): 3 clusters Score: Raw -1353040.161399 + Penalty 3148.479716 = -1349891.681684 nChanged 1 SP:Iteration 35Q (7721.077757 sec): 3 clusters Score: Raw -1353040.394268 + Penalty 3148.479716 = -1349891.914553 nChanged 0 SP:Iteration 36F (7721.114695 sec): 3 clusters Score: Raw -1353040.394268 + Penalty 3148.479716 = -1349891.914553 nChanged 0 Trying to split cluster 40 (8858 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7721.160083 sec): 2 clusters Score: Raw -729132.217983 + Penalty 1476.974896 = -727655.243087 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7721.204261 sec): 3 clusters Score: Raw -724169.128004 + Penalty 2953.949792 = -721215.178211 nChanged 3741 SP:Iteration 1F (7721.267279 sec): 3 clusters Score: Raw -726195.377483 + Penalty 2953.949792 = -723241.427690 nChanged 575 SP:Iteration 2F (7721.329972 sec): 3 clusters Score: Raw -726474.414887 + Penalty 2953.949792 = -723520.465094 nChanged 498 SP:Iteration 3F (7721.383495 sec): 3 clusters Score: Raw -726738.345398 + Penalty 2953.949792 = -723784.395605 nChanged 472 SP:Iteration 4F (7721.448517 sec): 3 clusters Score: Raw -727049.059089 + Penalty 2953.949792 = -724095.109297 nChanged 449 SP:Iteration 5F (7721.480632 sec): 3 clusters Score: Raw -727386.883240 + Penalty 2953.949792 = -724432.933448 nChanged 487 SP:Iteration 6F (7721.533210 sec): 3 clusters Score: Raw -727744.272174 + Penalty 2953.949792 = -724790.322382 nChanged 491 SP:Iteration 7F (7721.570138 sec): 3 clusters Score: Raw -728104.137332 + Penalty 2953.949792 = -725150.187540 nChanged 448 SP:Iteration 8F (7721.633462 sec): 3 clusters Score: Raw -728394.537582 + Penalty 2953.949792 = -725440.587790 nChanged 375 SP:Iteration 9Q (7721.679748 sec): 3 clusters Score: Raw -728600.189067 + Penalty 2953.949792 = -725646.239274 nChanged 310 SP:Iteration 10Q (7721.733157 sec): 3 clusters Score: Raw -728756.927181 + Penalty 2953.949792 = -725802.977389 nChanged 273 SP:Iteration 11Q (7721.784245 sec): 3 clusters Score: Raw -728883.387457 + Penalty 2953.949792 = -725929.437664 nChanged 228 SP:Iteration 12Q (7721.839391 sec): 3 clusters Score: Raw -728986.962857 + Penalty 2953.949792 = -726033.013065 nChanged 194 SP:Iteration 13Q (7721.901151 sec): 3 clusters Score: Raw -729072.244348 + Penalty 2953.949792 = -726118.294555 nChanged 168 SP:Iteration 14Q (7721.953682 sec): 3 clusters Score: Raw -729144.786959 + Penalty 2953.949792 = -726190.837166 nChanged 166 SP:Iteration 15Q (7722.003782 sec): 3 clusters Score: Raw -729218.085232 + Penalty 2953.949792 = -726264.135439 nChanged 169 SP:Iteration 16Q (7722.055214 sec): 3 clusters Score: Raw -729303.683828 + Penalty 2953.949792 = -726349.734036 nChanged 167 SP:Iteration 17Q (7722.117180 sec): 3 clusters Score: Raw -729393.233753 + Penalty 2953.949792 = -726439.283961 nChanged 145 SP:Iteration 18Q (7722.173596 sec): 3 clusters Score: Raw -729470.617076 + Penalty 2953.949792 = -726516.667283 nChanged 135 SP:Iteration 19Q (7722.223477 sec): 3 clusters Score: Raw -729527.816701 + Penalty 2953.949792 = -726573.866909 nChanged 120 SP:Iteration 20F (7722.282024 sec): 3 clusters Score: Raw -729586.468340 + Penalty 2953.949792 = -726632.518547 nChanged 122 SP:Iteration 21Q (7722.340543 sec): 3 clusters Score: Raw -729650.196356 + Penalty 2953.949792 = -726696.246564 nChanged 109 SP:Iteration 22Q (7722.404982 sec): 3 clusters Score: Raw -729704.962458 + Penalty 2953.949792 = -726751.012666 nChanged 100 SP:Iteration 23Q (7722.446545 sec): 3 clusters Score: Raw -729750.641428 + Penalty 2953.949792 = -726796.691636 nChanged 86 SP:Iteration 24Q (7722.497967 sec): 3 clusters Score: Raw -729789.561452 + Penalty 2953.949792 = -726835.611659 nChanged 76 SP:Iteration 25Q (7722.555249 sec): 3 clusters Score: Raw -729819.343938 + Penalty 2953.949792 = -726865.394146 nChanged 65 SP:Iteration 26Q (7722.608783 sec): 3 clusters Score: Raw -729838.276830 + Penalty 2953.949792 = -726884.327038 nChanged 48 SP:Iteration 27Q (7722.670714 sec): 3 clusters Score: Raw -729851.192841 + Penalty 2953.949792 = -726897.243049 nChanged 31 SP:Iteration 28Q (7722.721043 sec): 3 clusters Score: Raw -729857.084280 + Penalty 2953.949792 = -726903.134487 nChanged 17 SP:Iteration 29Q (7722.749163 sec): 3 clusters Score: Raw -729859.785138 + Penalty 2953.949792 = -726905.835346 nChanged 13 SP:Iteration 30Q (7722.785531 sec): 3 clusters Score: Raw -729862.636477 + Penalty 2953.949792 = -726908.686685 nChanged 12 SP:Iteration 31Q (7722.846777 sec): 3 clusters Score: Raw -729864.843063 + Penalty 2953.949792 = -726910.893270 nChanged 18 SP:Iteration 32Q (7722.897406 sec): 3 clusters Score: Raw -729870.109102 + Penalty 2953.949792 = -726916.159309 nChanged 21 SP:Iteration 33Q (7722.956688 sec): 3 clusters Score: Raw -729874.374067 + Penalty 2953.949792 = -726920.424274 nChanged 16 SP:Iteration 34Q (7723.020131 sec): 3 clusters Score: Raw -729877.050618 + Penalty 2953.949792 = -726923.100825 nChanged 7 SP:Iteration 35Q (7723.066998 sec): 3 clusters Score: Raw -729879.108095 + Penalty 2953.949792 = -726925.158302 nChanged 8 SP:Iteration 36Q (7723.109978 sec): 3 clusters Score: Raw -729880.539550 + Penalty 2953.949792 = -726926.589758 nChanged 9 SP:Iteration 37Q (7723.174163 sec): 3 clusters Score: Raw -729882.190430 + Penalty 2953.949792 = -726928.240638 nChanged 10 SP:Iteration 38Q (7723.218460 sec): 3 clusters Score: Raw -729884.381352 + Penalty 2953.949792 = -726930.431559 nChanged 10 SP:Iteration 39Q (7723.280036 sec): 3 clusters Score: Raw -729885.690101 + Penalty 2953.949792 = -726931.740309 nChanged 6 SP:Iteration 40F (7723.341199 sec): 3 clusters Score: Raw -729886.938950 + Penalty 2953.949792 = -726932.989158 nChanged 4 SP:Iteration 41Q (7723.385752 sec): 3 clusters Score: Raw -729887.555594 + Penalty 2953.949792 = -726933.605802 nChanged 2 SP:Iteration 42Q (7723.452134 sec): 3 clusters Score: Raw -729887.937735 + Penalty 2953.949792 = -726933.987943 nChanged 5 SP:Iteration 43Q (7723.505772 sec): 3 clusters Score: Raw -729888.832754 + Penalty 2953.949792 = -726934.882962 nChanged 5 SP:Iteration 44Q (7723.571737 sec): 3 clusters Score: Raw -729890.470327 + Penalty 2953.949792 = -726936.520534 nChanged 10 SP:Iteration 45Q (7723.632805 sec): 3 clusters Score: Raw -729892.727242 + Penalty 2953.949792 = -726938.777449 nChanged 3 SP:Iteration 46Q (7723.689471 sec): 3 clusters Score: Raw -729893.322776 + Penalty 2953.949792 = -726939.372984 nChanged 3 SP:Iteration 47Q (7723.748456 sec): 3 clusters Score: Raw -729894.488734 + Penalty 2953.949792 = -726940.538942 nChanged 7 SP:Iteration 48Q (7723.810837 sec): 3 clusters Score: Raw -729895.756853 + Penalty 2953.949792 = -726941.807061 nChanged 6 SP:Iteration 49Q (7723.862588 sec): 3 clusters Score: Raw -729896.844160 + Penalty 2953.949792 = -726942.894367 nChanged 5 SP:Iteration 50Q (7723.923813 sec): 3 clusters Score: Raw -729897.814874 + Penalty 2953.949792 = -726943.865081 nChanged 7 SP:Iteration 51Q (7723.986618 sec): 3 clusters Score: Raw -729898.773990 + Penalty 2953.949792 = -726944.824197 nChanged 2 SP:Iteration 52Q (7724.043232 sec): 3 clusters Score: Raw -729899.053950 + Penalty 2953.949792 = -726945.104157 nChanged 1 SP:Iteration 53Q (7724.105666 sec): 3 clusters Score: Raw -729899.155610 + Penalty 2953.949792 = -726945.205817 nChanged 2 SP:Iteration 54Q (7724.178491 sec): 3 clusters Score: Raw -729899.456382 + Penalty 2953.949792 = -726945.506589 nChanged 2 SP:Iteration 55Q (7724.225767 sec): 3 clusters Score: Raw -729899.766210 + Penalty 2953.949792 = -726945.816417 nChanged 0 SP:Iteration 56F (7724.297633 sec): 3 clusters Score: Raw -729899.766210 + Penalty 2953.949792 = -726945.816417 nChanged 0 Iteration 379Q (7731.098989 sec): 41 clusters Score: Raw -49144089.441045 + Penalty 86742.445374 = -49057346.995671 nChanged 21 Iteration 380F (7747.580208 sec): 41 clusters Score: Raw -49144089.972529 + Penalty 86742.445374 = -49057347.527155 nChanged 20 Iteration 381Q (7754.564695 sec): 41 clusters Score: Raw -49144090.327895 + Penalty 86742.445374 = -49057347.882522 nChanged 11 Iteration 382Q (7761.663151 sec): 41 clusters Score: Raw -49144090.506121 + Penalty 86742.445374 = -49057348.060747 nChanged 6 Iteration 383Q (7768.828476 sec): 41 clusters Score: Raw -49144090.625719 + Penalty 86742.445374 = -49057348.180345 nChanged 3 Iteration 384Q (7775.840317 sec): 41 clusters Score: Raw -49144090.710067 + Penalty 86742.445374 = -49057348.264693 nChanged 0 Iteration 385F (7792.457618 sec): 41 clusters Score: Raw -49144090.710067 + Penalty 86742.445374 = -49057348.264693 nChanged 0 Compute initial score before splitting: Score: Raw -49144090.710067 + Penalty 86742.445374 = -49057348.264693 Trying to split cluster 1 (6012 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7792.564747 sec): 2 clusters Score: Raw -499158.502279 + Penalty 1413.995822 = -497744.506457 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7792.636379 sec): 3 clusters Score: Raw -495985.736533 + Penalty 2827.991644 = -493157.744889 nChanged 2452 SP:Iteration 1F (7792.677155 sec): 3 clusters Score: Raw -497330.482375 + Penalty 2827.991644 = -494502.490731 nChanged 425 SP:Iteration 2F (7792.736921 sec): 3 clusters Score: Raw -497554.837919 + Penalty 2827.991644 = -494726.846275 nChanged 335 SP:Iteration 3F (7792.798749 sec): 3 clusters Score: Raw -497733.945873 + Penalty 2827.991644 = -494905.954229 nChanged 286 SP:Iteration 4Q (7792.846057 sec): 3 clusters Score: Raw -497882.719205 + Penalty 2827.991644 = -495054.727561 nChanged 261 SP:Iteration 5Q (7792.905426 sec): 3 clusters Score: Raw -498025.043018 + Penalty 2827.991644 = -495197.051374 nChanged 228 SP:Iteration 6Q (7792.973137 sec): 3 clusters Score: Raw -498157.945522 + Penalty 2827.991644 = -495329.953878 nChanged 215 SP:Iteration 7Q (7793.022852 sec): 3 clusters Score: Raw -498280.960443 + Penalty 2827.991644 = -495452.968799 nChanged 213 SP:Iteration 8Q (7793.090220 sec): 3 clusters Score: Raw -498393.357036 + Penalty 2827.991644 = -495565.365392 nChanged 183 SP:Iteration 9Q (7793.135959 sec): 3 clusters Score: Raw -498492.834048 + Penalty 2827.991644 = -495664.842404 nChanged 162 SP:Iteration 10Q (7793.191901 sec): 3 clusters Score: Raw -498583.845308 + Penalty 2827.991644 = -495755.853664 nChanged 150 SP:Iteration 11Q (7793.252329 sec): 3 clusters Score: Raw -498673.050754 + Penalty 2827.991644 = -495845.059110 nChanged 142 SP:Iteration 12Q (7793.312624 sec): 3 clusters Score: Raw -498763.532049 + Penalty 2827.991644 = -495935.540405 nChanged 118 SP:Iteration 13Q (7793.369781 sec): 3 clusters Score: Raw -498845.036685 + Penalty 2827.991644 = -496017.045041 nChanged 110 SP:Iteration 14Q (7793.427121 sec): 3 clusters Score: Raw -498917.233979 + Penalty 2827.991644 = -496089.242335 nChanged 93 SP:Iteration 15Q (7793.485896 sec): 3 clusters Score: Raw -498975.327624 + Penalty 2827.991644 = -496147.335980 nChanged 82 SP:Iteration 16Q (7793.552543 sec): 3 clusters Score: Raw -499021.625109 + Penalty 2827.991644 = -496193.633464 nChanged 67 SP:Iteration 17Q (7793.597429 sec): 3 clusters Score: Raw -499053.204410 + Penalty 2827.991644 = -496225.212766 nChanged 53 SP:Iteration 18Q (7793.653072 sec): 3 clusters Score: Raw -499075.993166 + Penalty 2827.991644 = -496248.001522 nChanged 47 SP:Iteration 19Q (7793.707586 sec): 3 clusters Score: Raw -499094.955609 + Penalty 2827.991644 = -496266.963965 nChanged 39 SP:Iteration 20F (7793.774243 sec): 3 clusters Score: Raw -499112.350442 + Penalty 2827.991644 = -496284.358798 nChanged 42 SP:Iteration 21Q (7793.832792 sec): 3 clusters Score: Raw -499131.542056 + Penalty 2827.991644 = -496303.550412 nChanged 39 SP:Iteration 22Q (7793.893439 sec): 3 clusters Score: Raw -499151.429843 + Penalty 2827.991644 = -496323.438199 nChanged 35 SP:Iteration 23Q (7793.939444 sec): 3 clusters Score: Raw -499167.490917 + Penalty 2827.991644 = -496339.499273 nChanged 39 SP:Iteration 24Q (7794.006865 sec): 3 clusters Score: Raw -499186.440090 + Penalty 2827.991644 = -496358.448446 nChanged 35 SP:Iteration 25Q (7794.048364 sec): 3 clusters Score: Raw -499202.015863 + Penalty 2827.991644 = -496374.024219 nChanged 35 SP:Iteration 26Q (7794.106506 sec): 3 clusters Score: Raw -499218.975149 + Penalty 2827.991644 = -496390.983505 nChanged 25 SP:Iteration 27Q (7794.174822 sec): 3 clusters Score: Raw -499230.167171 + Penalty 2827.991644 = -496402.175527 nChanged 23 SP:Iteration 28Q (7794.222486 sec): 3 clusters Score: Raw -499239.668646 + Penalty 2827.991644 = -496411.677002 nChanged 27 SP:Iteration 29Q (7794.279578 sec): 3 clusters Score: Raw -499251.275597 + Penalty 2827.991644 = -496423.283953 nChanged 18 SP:Iteration 30Q (7794.330757 sec): 3 clusters Score: Raw -499257.301412 + Penalty 2827.991644 = -496429.309768 nChanged 16 SP:Iteration 31Q (7794.389053 sec): 3 clusters Score: Raw -499263.736915 + Penalty 2827.991644 = -496435.745271 nChanged 18 SP:Iteration 32Q (7794.447033 sec): 3 clusters Score: Raw -499271.857733 + Penalty 2827.991644 = -496443.866089 nChanged 20 SP:Iteration 33Q (7794.499550 sec): 3 clusters Score: Raw -499279.481024 + Penalty 2827.991644 = -496451.489380 nChanged 19 SP:Iteration 34Q (7794.556068 sec): 3 clusters Score: Raw -499286.513092 + Penalty 2827.991644 = -496458.521448 nChanged 17 SP:Iteration 35Q (7794.617943 sec): 3 clusters Score: Raw -499291.625021 + Penalty 2827.991644 = -496463.633377 nChanged 12 SP:Iteration 36Q (7794.663867 sec): 3 clusters Score: Raw -499296.152393 + Penalty 2827.991644 = -496468.160749 nChanged 12 SP:Iteration 37Q (7794.717674 sec): 3 clusters Score: Raw -499299.443163 + Penalty 2827.991644 = -496471.451519 nChanged 8 SP:Iteration 38Q (7794.768891 sec): 3 clusters Score: Raw -499301.585088 + Penalty 2827.991644 = -496473.593444 nChanged 5 SP:Iteration 39Q (7794.833008 sec): 3 clusters Score: Raw -499303.117551 + Penalty 2827.991644 = -496475.125907 nChanged 4 SP:Iteration 40F (7794.884296 sec): 3 clusters Score: Raw -499304.134559 + Penalty 2827.991644 = -496476.142915 nChanged 5 SP:Iteration 41Q (7794.939660 sec): 3 clusters Score: Raw -499305.911439 + Penalty 2827.991644 = -496477.919795 nChanged 4 SP:Iteration 42Q (7794.988508 sec): 3 clusters Score: Raw -499307.195566 + Penalty 2827.991644 = -496479.203921 nChanged 6 SP:Iteration 43Q (7795.044710 sec): 3 clusters Score: Raw -499308.625548 + Penalty 2827.991644 = -496480.633904 nChanged 5 SP:Iteration 44Q (7795.092242 sec): 3 clusters Score: Raw -499310.364395 + Penalty 2827.991644 = -496482.372751 nChanged 5 SP:Iteration 45Q (7795.130496 sec): 3 clusters Score: Raw -499311.827071 + Penalty 2827.991644 = -496483.835427 nChanged 3 SP:Iteration 46Q (7795.176475 sec): 3 clusters Score: Raw -499312.959945 + Penalty 2827.991644 = -496484.968301 nChanged 3 SP:Iteration 47Q (7795.223390 sec): 3 clusters Score: Raw -499313.570475 + Penalty 2827.991644 = -496485.578831 nChanged 2 SP:Iteration 48Q (7795.272318 sec): 3 clusters Score: Raw -499313.924672 + Penalty 2827.991644 = -496485.933028 nChanged 2 SP:Iteration 49Q (7795.325644 sec): 3 clusters Score: Raw -499314.372680 + Penalty 2827.991644 = -496486.381036 nChanged 1 SP:Iteration 50Q (7795.376363 sec): 3 clusters Score: Raw -499314.460339 + Penalty 2827.991644 = -496486.468695 nChanged 1 SP:Iteration 51Q (7795.431816 sec): 3 clusters Score: Raw -499314.725550 + Penalty 2827.991644 = -496486.733906 nChanged 1 SP:Iteration 52Q (7795.481187 sec): 3 clusters Score: Raw -499315.135653 + Penalty 2827.991644 = -496487.144009 nChanged 3 SP:Iteration 53Q (7795.534622 sec): 3 clusters Score: Raw -499315.639179 + Penalty 2827.991644 = -496487.647535 nChanged 1 SP:Iteration 54Q (7795.574009 sec): 3 clusters Score: Raw -499315.794290 + Penalty 2827.991644 = -496487.802646 nChanged 2 SP:Iteration 55Q (7795.624184 sec): 3 clusters Score: Raw -499316.109839 + Penalty 2827.991644 = -496488.118195 nChanged 1 SP:Iteration 56Q (7795.675524 sec): 3 clusters Score: Raw -499316.368773 + Penalty 2827.991644 = -496488.377129 nChanged 1 SP:Iteration 57Q (7795.714504 sec): 3 clusters Score: Raw -499316.599153 + Penalty 2827.991644 = -496488.607509 nChanged 1 SP:Iteration 58Q (7795.759086 sec): 3 clusters Score: Raw -499316.948878 + Penalty 2827.991644 = -496488.957234 nChanged 1 SP:Iteration 59Q (7795.806698 sec): 3 clusters Score: Raw -499317.167991 + Penalty 2827.991644 = -496489.176346 nChanged 1 SP:Iteration 60F (7795.871303 sec): 3 clusters Score: Raw -499317.405179 + Penalty 2827.991644 = -496489.413535 nChanged 1 SP:Iteration 61Q (7795.921355 sec): 3 clusters Score: Raw -499317.691428 + Penalty 2827.991644 = -496489.699783 nChanged 2 SP:Iteration 62Q (7795.965745 sec): 3 clusters Score: Raw -499318.391751 + Penalty 2827.991644 = -496490.400107 nChanged 3 SP:Iteration 63Q (7796.023769 sec): 3 clusters Score: Raw -499318.962256 + Penalty 2827.991644 = -496490.970612 nChanged 1 SP:Iteration 64Q (7796.048187 sec): 3 clusters Score: Raw -499319.380625 + Penalty 2827.991644 = -496491.388981 nChanged 1 SP:Iteration 65Q (7796.105297 sec): 3 clusters Score: Raw -499319.816465 + Penalty 2827.991644 = -496491.824821 nChanged 1 SP:Iteration 66Q (7796.146614 sec): 3 clusters Score: Raw -499320.000433 + Penalty 2827.991644 = -496492.008788 nChanged 1 SP:Iteration 67Q (7796.199869 sec): 3 clusters Score: Raw -499320.552506 + Penalty 2827.991644 = -496492.560862 nChanged 2 SP:Iteration 68Q (7796.252974 sec): 3 clusters Score: Raw -499320.964372 + Penalty 2827.991644 = -496492.972728 nChanged 2 SP:Iteration 69Q (7796.297964 sec): 3 clusters Score: Raw -499321.561453 + Penalty 2827.991644 = -496493.569809 nChanged 2 SP:Iteration 70Q (7796.345538 sec): 3 clusters Score: Raw -499321.800669 + Penalty 2827.991644 = -496493.809025 nChanged 0 SP:Iteration 71F (7796.397779 sec): 3 clusters Score: Raw -499321.800669 + Penalty 2827.991644 = -496493.809025 nChanged 0 Trying to split cluster 2 (2506 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7796.425150 sec): 2 clusters Score: Raw -210777.936912 + Penalty 1271.797010 = -209506.139902 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7796.468568 sec): 3 clusters Score: Raw -209652.445307 + Penalty 2543.594019 = -207108.851288 nChanged 876 SP:Iteration 1F (7796.522501 sec): 3 clusters Score: Raw -210150.507199 + Penalty 2543.594019 = -207606.913180 nChanged 195 SP:Iteration 2F (7796.575791 sec): 3 clusters Score: Raw -210270.751314 + Penalty 2543.594019 = -207727.157294 nChanged 115 SP:Iteration 3Q (7796.628876 sec): 3 clusters Score: Raw -210342.503563 + Penalty 2543.594019 = -207798.909544 nChanged 86 SP:Iteration 4Q (7796.680625 sec): 3 clusters Score: Raw -210388.528557 + Penalty 2543.594019 = -207844.934538 nChanged 68 SP:Iteration 5Q (7796.732563 sec): 3 clusters Score: Raw -210431.027391 + Penalty 2543.594019 = -207887.433372 nChanged 52 SP:Iteration 6Q (7796.780912 sec): 3 clusters Score: Raw -210462.137435 + Penalty 2543.594019 = -207918.543416 nChanged 52 SP:Iteration 7Q (7796.843055 sec): 3 clusters Score: Raw -210490.080876 + Penalty 2543.594019 = -207946.486857 nChanged 39 SP:Iteration 8Q (7796.884476 sec): 3 clusters Score: Raw -210508.710411 + Penalty 2543.594019 = -207965.116392 nChanged 29 SP:Iteration 9Q (7796.936527 sec): 3 clusters Score: Raw -210521.300155 + Penalty 2543.594019 = -207977.706136 nChanged 25 SP:Iteration 10Q (7796.977120 sec): 3 clusters Score: Raw -210533.618820 + Penalty 2543.594019 = -207990.024801 nChanged 21 SP:Iteration 11Q (7797.029129 sec): 3 clusters Score: Raw -210542.868651 + Penalty 2543.594019 = -207999.274632 nChanged 23 SP:Iteration 12Q (7797.081034 sec): 3 clusters Score: Raw -210551.493264 + Penalty 2543.594019 = -208007.899245 nChanged 20 SP:Iteration 13Q (7797.126094 sec): 3 clusters Score: Raw -210559.818988 + Penalty 2543.594019 = -208016.224969 nChanged 21 SP:Iteration 14Q (7797.177747 sec): 3 clusters Score: Raw -210569.690410 + Penalty 2543.594019 = -208026.096391 nChanged 25 SP:Iteration 15Q (7797.228323 sec): 3 clusters Score: Raw -210578.883972 + Penalty 2543.594019 = -208035.289953 nChanged 32 SP:Iteration 16Q (7797.292131 sec): 3 clusters Score: Raw -210598.053943 + Penalty 2543.594019 = -208054.459924 nChanged 42 SP:Iteration 17Q (7797.332655 sec): 3 clusters Score: Raw -210617.357036 + Penalty 2543.594019 = -208073.763017 nChanged 30 SP:Iteration 18Q (7797.384528 sec): 3 clusters Score: Raw -210629.782573 + Penalty 2543.594019 = -208086.188554 nChanged 33 SP:Iteration 19Q (7797.436457 sec): 3 clusters Score: Raw -210643.457704 + Penalty 2543.594019 = -208099.863685 nChanged 22 SP:Iteration 20F (7797.474408 sec): 3 clusters Score: Raw -210653.493409 + Penalty 2543.594019 = -208109.899390 nChanged 20 SP:Iteration 21Q (7797.526240 sec): 3 clusters Score: Raw -210664.378285 + Penalty 2543.594019 = -208120.784266 nChanged 23 SP:Iteration 22Q (7797.578060 sec): 3 clusters Score: Raw -210674.629733 + Penalty 2543.594019 = -208131.035714 nChanged 20 SP:Iteration 23Q (7797.630077 sec): 3 clusters Score: Raw -210684.475810 + Penalty 2543.594019 = -208140.881791 nChanged 17 SP:Iteration 24Q (7797.681709 sec): 3 clusters Score: Raw -210690.479805 + Penalty 2543.594019 = -208146.885786 nChanged 8 SP:Iteration 25Q (7797.733673 sec): 3 clusters Score: Raw -210694.084625 + Penalty 2543.594019 = -208150.490606 nChanged 7 SP:Iteration 26Q (7797.785643 sec): 3 clusters Score: Raw -210699.189794 + Penalty 2543.594019 = -208155.595775 nChanged 9 SP:Iteration 27Q (7797.837684 sec): 3 clusters Score: Raw -210702.334909 + Penalty 2543.594019 = -208158.740890 nChanged 10 SP:Iteration 28Q (7797.889592 sec): 3 clusters Score: Raw -210709.613427 + Penalty 2543.594019 = -208166.019408 nChanged 24 SP:Iteration 29Q (7797.935819 sec): 3 clusters Score: Raw -210720.070026 + Penalty 2543.594019 = -208176.476007 nChanged 17 SP:Iteration 30Q (7797.989066 sec): 3 clusters Score: Raw -210727.548552 + Penalty 2543.594019 = -208183.954533 nChanged 16 SP:Iteration 31Q (7798.038974 sec): 3 clusters Score: Raw -210736.697710 + Penalty 2543.594019 = -208193.103691 nChanged 14 SP:Iteration 32Q (7798.081667 sec): 3 clusters Score: Raw -210741.791504 + Penalty 2543.594019 = -208198.197485 nChanged 7 SP:Iteration 33Q (7798.127103 sec): 3 clusters Score: Raw -210744.015228 + Penalty 2543.594019 = -208200.421209 nChanged 10 SP:Iteration 34Q (7798.172358 sec): 3 clusters Score: Raw -210747.926987 + Penalty 2543.594019 = -208204.332968 nChanged 9 SP:Iteration 35Q (7798.226632 sec): 3 clusters Score: Raw -210751.597518 + Penalty 2543.594019 = -208208.003499 nChanged 10 SP:Iteration 36Q (7798.279549 sec): 3 clusters Score: Raw -210756.931054 + Penalty 2543.594019 = -208213.337035 nChanged 8 SP:Iteration 37Q (7798.332897 sec): 3 clusters Score: Raw -210760.589084 + Penalty 2543.594019 = -208216.995065 nChanged 7 SP:Iteration 38Q (7798.386029 sec): 3 clusters Score: Raw -210762.065463 + Penalty 2543.594019 = -208218.471444 nChanged 5 SP:Iteration 39Q (7798.438094 sec): 3 clusters Score: Raw -210763.311982 + Penalty 2543.594019 = -208219.717963 nChanged 1 SP:Iteration 40F (7798.490947 sec): 3 clusters Score: Raw -210763.473097 + Penalty 2543.594019 = -208219.879078 nChanged 1 SP:Iteration 41Q (7798.544529 sec): 3 clusters Score: Raw -210763.617372 + Penalty 2543.594019 = -208220.023353 nChanged 0 SP:Iteration 42F (7798.593398 sec): 3 clusters Score: Raw -210763.617372 + Penalty 2543.594019 = -208220.023353 nChanged 0 Trying to split cluster 3 (31518 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7798.676346 sec): 2 clusters Score: Raw -2642417.703012 + Penalty 1683.226040 = -2640734.476972 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7798.782126 sec): 3 clusters Score: Raw -2623113.304649 + Penalty 3366.452079 = -2619746.852570 nChanged 14521 SP:Iteration 1F (7798.886972 sec): 3 clusters Score: Raw -2631813.616486 + Penalty 3366.452079 = -2628447.164407 nChanged 2037 SP:Iteration 2F (7798.988752 sec): 3 clusters Score: Raw -2632987.829153 + Penalty 3366.452079 = -2629621.377073 nChanged 2179 SP:Iteration 3F (7799.087283 sec): 3 clusters Score: Raw -2634237.906602 + Penalty 3366.452079 = -2630871.454523 nChanged 2170 SP:Iteration 4F (7799.196097 sec): 3 clusters Score: Raw -2635460.806479 + Penalty 3366.452079 = -2632094.354400 nChanged 1969 SP:Iteration 5F (7799.300903 sec): 3 clusters Score: Raw -2636592.518404 + Penalty 3366.452079 = -2633226.066324 nChanged 1756 SP:Iteration 6F (7799.394050 sec): 3 clusters Score: Raw -2637657.624564 + Penalty 3366.452079 = -2634291.172485 nChanged 1560 SP:Iteration 7Q (7799.500377 sec): 3 clusters Score: Raw -2638664.457780 + Penalty 3366.452079 = -2635298.005701 nChanged 1344 SP:Iteration 8Q (7799.617827 sec): 3 clusters Score: Raw -2639556.585375 + Penalty 3366.452079 = -2636190.133295 nChanged 1154 SP:Iteration 9Q (7799.718796 sec): 3 clusters Score: Raw -2640409.456610 + Penalty 3366.452079 = -2637043.004531 nChanged 996 SP:Iteration 10Q (7799.818820 sec): 3 clusters Score: Raw -2641075.519482 + Penalty 3366.452079 = -2637709.067402 nChanged 795 SP:Iteration 11Q (7799.917130 sec): 3 clusters Score: Raw -2641483.232984 + Penalty 3366.452079 = -2638116.780905 nChanged 583 SP:Iteration 12Q (7800.023620 sec): 3 clusters Score: Raw -2641750.182517 + Penalty 3366.452079 = -2638383.730438 nChanged 467 SP:Iteration 13Q (7800.127321 sec): 3 clusters Score: Raw -2641931.767566 + Penalty 3366.452079 = -2638565.315487 nChanged 321 SP:Iteration 14Q (7800.224164 sec): 3 clusters Score: Raw -2642046.064850 + Penalty 3366.452079 = -2638679.612770 nChanged 253 SP:Iteration 15Q (7800.324605 sec): 3 clusters Score: Raw -2642109.743312 + Penalty 3366.452079 = -2638743.291232 nChanged 189 SP:Iteration 16Q (7800.424978 sec): 3 clusters Score: Raw -2642156.351478 + Penalty 3366.452079 = -2638789.899398 nChanged 171 SP:Iteration 17Q (7800.527261 sec): 3 clusters Score: Raw -2642197.301830 + Penalty 3366.452079 = -2638830.849751 nChanged 162 SP:Iteration 18Q (7800.624842 sec): 3 clusters Score: Raw -2642230.720108 + Penalty 3366.452079 = -2638864.268029 nChanged 131 SP:Iteration 19Q (7800.724820 sec): 3 clusters Score: Raw -2642259.200131 + Penalty 3366.452079 = -2638892.748051 nChanged 131 SP:Iteration 20F (7800.829129 sec): 3 clusters Score: Raw -2642285.657368 + Penalty 3366.452079 = -2638919.205289 nChanged 132 SP:Iteration 21Q (7800.926516 sec): 3 clusters Score: Raw -2642314.957110 + Penalty 3366.452079 = -2638948.505031 nChanged 123 SP:Iteration 22Q (7801.035135 sec): 3 clusters Score: Raw -2642341.906803 + Penalty 3366.452079 = -2638975.454723 nChanged 117 SP:Iteration 23Q (7801.122292 sec): 3 clusters Score: Raw -2642369.328415 + Penalty 3366.452079 = -2639002.876335 nChanged 111 SP:Iteration 24Q (7801.218770 sec): 3 clusters Score: Raw -2642391.010456 + Penalty 3366.452079 = -2639024.558377 nChanged 116 SP:Iteration 25Q (7801.318117 sec): 3 clusters Score: Raw -2642417.618977 + Penalty 3366.452079 = -2639051.166898 nChanged 107 SP:Iteration 26Q (7801.424293 sec): 3 clusters Score: Raw -2642444.004991 + Penalty 3366.452079 = -2639077.552911 nChanged 99 SP:Iteration 27Q (7801.525801 sec): 3 clusters Score: Raw -2642476.862878 + Penalty 3366.452079 = -2639110.410798 nChanged 132 SP:Iteration 28Q (7801.625190 sec): 3 clusters Score: Raw -2642515.495273 + Penalty 3366.452079 = -2639149.043193 nChanged 129 SP:Iteration 29Q (7801.713176 sec): 3 clusters Score: Raw -2642558.879420 + Penalty 3366.452079 = -2639192.427341 nChanged 123 SP:Iteration 30Q (7801.774603 sec): 3 clusters Score: Raw -2642590.967697 + Penalty 3366.452079 = -2639224.515617 nChanged 118 SP:Iteration 31Q (7801.852526 sec): 3 clusters Score: Raw -2642625.898489 + Penalty 3366.452079 = -2639259.446410 nChanged 115 SP:Iteration 32Q (7801.955490 sec): 3 clusters Score: Raw -2642659.618835 + Penalty 3366.452079 = -2639293.166756 nChanged 107 SP:Iteration 33Q (7802.033194 sec): 3 clusters Score: Raw -2642693.565844 + Penalty 3366.452079 = -2639327.113765 nChanged 102 SP:Iteration 34Q (7802.123052 sec): 3 clusters Score: Raw -2642726.654024 + Penalty 3366.452079 = -2639360.201944 nChanged 107 SP:Iteration 35Q (7802.210913 sec): 3 clusters Score: Raw -2642757.647680 + Penalty 3366.452079 = -2639391.195601 nChanged 101 SP:Iteration 36Q (7802.311189 sec): 3 clusters Score: Raw -2642784.219654 + Penalty 3366.452079 = -2639417.767575 nChanged 90 SP:Iteration 37Q (7802.399557 sec): 3 clusters Score: Raw -2642803.757782 + Penalty 3366.452079 = -2639437.305703 nChanged 79 SP:Iteration 38Q (7802.482914 sec): 3 clusters Score: Raw -2642821.270512 + Penalty 3366.452079 = -2639454.818433 nChanged 81 SP:Iteration 39Q (7802.578769 sec): 3 clusters Score: Raw -2642840.782573 + Penalty 3366.452079 = -2639474.330494 nChanged 89 SP:Iteration 40F (7802.677296 sec): 3 clusters Score: Raw -2642861.267188 + Penalty 3366.452079 = -2639494.815108 nChanged 74 SP:Iteration 41Q (7802.750855 sec): 3 clusters Score: Raw -2642877.896070 + Penalty 3366.452079 = -2639511.443991 nChanged 76 SP:Iteration 42Q (7802.843375 sec): 3 clusters Score: Raw -2642893.506796 + Penalty 3366.452079 = -2639527.054717 nChanged 65 SP:Iteration 43Q (7802.934314 sec): 3 clusters Score: Raw -2642903.349158 + Penalty 3366.452079 = -2639536.897079 nChanged 45 SP:Iteration 44Q (7803.022089 sec): 3 clusters Score: Raw -2642910.135654 + Penalty 3366.452079 = -2639543.683575 nChanged 54 SP:Iteration 45Q (7803.113342 sec): 3 clusters Score: Raw -2642919.930642 + Penalty 3366.452079 = -2639553.478563 nChanged 64 SP:Iteration 46Q (7803.195750 sec): 3 clusters Score: Raw -2642930.295447 + Penalty 3366.452079 = -2639563.843368 nChanged 50 SP:Iteration 47Q (7803.288150 sec): 3 clusters Score: Raw -2642937.759237 + Penalty 3366.452079 = -2639571.307158 nChanged 51 SP:Iteration 48Q (7803.378750 sec): 3 clusters Score: Raw -2642944.264116 + Penalty 3366.452079 = -2639577.812037 nChanged 48 SP:Iteration 49Q (7803.442818 sec): 3 clusters Score: Raw -2642951.008363 + Penalty 3366.452079 = -2639584.556284 nChanged 44 SP:Iteration 50Q (7803.535295 sec): 3 clusters Score: Raw -2642956.335083 + Penalty 3366.452079 = -2639589.883004 nChanged 39 SP:Iteration 51Q (7803.636361 sec): 3 clusters Score: Raw -2642959.773499 + Penalty 3366.452079 = -2639593.321419 nChanged 27 SP:Iteration 52Q (7803.698293 sec): 3 clusters Score: Raw -2642962.160395 + Penalty 3366.452079 = -2639595.708315 nChanged 18 SP:Iteration 53Q (7803.757378 sec): 3 clusters Score: Raw -2642964.116639 + Penalty 3366.452079 = -2639597.664560 nChanged 18 SP:Iteration 54Q (7803.850334 sec): 3 clusters Score: Raw -2642966.233538 + Penalty 3366.452079 = -2639599.781459 nChanged 27 SP:Iteration 55Q (7803.940998 sec): 3 clusters Score: Raw -2642968.669221 + Penalty 3366.452079 = -2639602.217142 nChanged 24 SP:Iteration 56Q (7804.001202 sec): 3 clusters Score: Raw -2642970.302242 + Penalty 3366.452079 = -2639603.850162 nChanged 16 SP:Iteration 57Q (7804.060022 sec): 3 clusters Score: Raw -2642971.427701 + Penalty 3366.452079 = -2639604.975622 nChanged 10 SP:Iteration 58Q (7804.149700 sec): 3 clusters Score: Raw -2642972.161755 + Penalty 3366.452079 = -2639605.709676 nChanged 13 SP:Iteration 59Q (7804.203250 sec): 3 clusters Score: Raw -2642973.046293 + Penalty 3366.452079 = -2639606.594214 nChanged 10 SP:Iteration 60F (7804.268674 sec): 3 clusters Score: Raw -2642973.916670 + Penalty 3366.452079 = -2639607.464591 nChanged 9 SP:Iteration 61Q (7804.361924 sec): 3 clusters Score: Raw -2642974.428145 + Penalty 3366.452079 = -2639607.976066 nChanged 6 SP:Iteration 62Q (7804.454035 sec): 3 clusters Score: Raw -2642974.756255 + Penalty 3366.452079 = -2639608.304176 nChanged 4 SP:Iteration 63Q (7804.558280 sec): 3 clusters Score: Raw -2642974.992919 + Penalty 3366.452079 = -2639608.540839 nChanged 9 SP:Iteration 64Q (7804.651630 sec): 3 clusters Score: Raw -2642975.794731 + Penalty 3366.452079 = -2639609.342651 nChanged 13 SP:Iteration 65Q (7804.742643 sec): 3 clusters Score: Raw -2642976.824812 + Penalty 3366.452079 = -2639610.372732 nChanged 12 SP:Iteration 66Q (7804.828729 sec): 3 clusters Score: Raw -2642977.769691 + Penalty 3366.452079 = -2639611.317612 nChanged 14 SP:Iteration 67Q (7804.908261 sec): 3 clusters Score: Raw -2642978.487280 + Penalty 3366.452079 = -2639612.035201 nChanged 8 SP:Iteration 68Q (7804.997578 sec): 3 clusters Score: Raw -2642978.982006 + Penalty 3366.452079 = -2639612.529927 nChanged 10 SP:Iteration 69Q (7805.077226 sec): 3 clusters Score: Raw -2642979.408936 + Penalty 3366.452079 = -2639612.956857 nChanged 8 SP:Iteration 70Q (7805.165563 sec): 3 clusters Score: Raw -2642979.747138 + Penalty 3366.452079 = -2639613.295059 nChanged 3 SP:Iteration 71Q (7805.264239 sec): 3 clusters Score: Raw -2642980.026138 + Penalty 3366.452079 = -2639613.574058 nChanged 5 SP:Iteration 72Q (7805.355006 sec): 3 clusters Score: Raw -2642980.185979 + Penalty 3366.452079 = -2639613.733899 nChanged 2 SP:Iteration 73Q (7805.428288 sec): 3 clusters Score: Raw -2642980.308909 + Penalty 3366.452079 = -2639613.856830 nChanged 1 SP:Iteration 74Q (7805.509594 sec): 3 clusters Score: Raw -2642980.371676 + Penalty 3366.452079 = -2639613.919597 nChanged 0 SP:Iteration 75F (7805.601785 sec): 3 clusters Score: Raw -2642980.371676 + Penalty 3366.452079 = -2639613.919597 nChanged 0 Trying to split cluster 4 (45710 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7805.685755 sec): 2 clusters Score: Raw -3856071.879748 + Penalty 1743.636760 = -3854328.242988 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7805.779946 sec): 3 clusters Score: Raw -3827115.499196 + Penalty 3487.273521 = -3823628.225675 nChanged 21436 SP:Iteration 1F (7805.907355 sec): 3 clusters Score: Raw -3839339.829418 + Penalty 3487.273521 = -3835852.555897 nChanged 1803 SP:Iteration 2Q (7806.028955 sec): 3 clusters Score: Raw -3839893.616557 + Penalty 3487.273521 = -3836406.343037 nChanged 1868 SP:Iteration 3Q (7806.148525 sec): 3 clusters Score: Raw -3840594.541730 + Penalty 3487.273521 = -3837107.268209 nChanged 2115 SP:Iteration 4Q (7806.280296 sec): 3 clusters Score: Raw -3841552.884033 + Penalty 3487.273521 = -3838065.610512 nChanged 2452 SP:Iteration 5F (7806.395117 sec): 3 clusters Score: Raw -3842880.869687 + Penalty 3487.273521 = -3839393.596166 nChanged 2759 SP:Iteration 6F (7806.512294 sec): 3 clusters Score: Raw -3844765.901335 + Penalty 3487.273521 = -3841278.627814 nChanged 3065 SP:Iteration 7F (7806.634586 sec): 3 clusters Score: Raw -3847154.847450 + Penalty 3487.273521 = -3843667.573929 nChanged 2863 SP:Iteration 8F (7806.758271 sec): 3 clusters Score: Raw -3849544.687672 + Penalty 3487.273521 = -3846057.414151 nChanged 2302 SP:Iteration 9F (7806.872855 sec): 3 clusters Score: Raw -3851464.866446 + Penalty 3487.273521 = -3847977.592926 nChanged 1722 SP:Iteration 10Q (7806.960621 sec): 3 clusters Score: Raw -3852848.588192 + Penalty 3487.273521 = -3849361.314671 nChanged 1127 SP:Iteration 11Q (7807.070592 sec): 3 clusters Score: Raw -3853613.218691 + Penalty 3487.273521 = -3850125.945170 nChanged 838 SP:Iteration 12Q (7807.192532 sec): 3 clusters Score: Raw -3854161.994630 + Penalty 3487.273521 = -3850674.721110 nChanged 690 SP:Iteration 13Q (7807.297919 sec): 3 clusters Score: Raw -3854635.669825 + Penalty 3487.273521 = -3851148.396304 nChanged 569 SP:Iteration 14Q (7807.405518 sec): 3 clusters Score: Raw -3855024.196391 + Penalty 3487.273521 = -3851536.922870 nChanged 439 SP:Iteration 15Q (7807.511572 sec): 3 clusters Score: Raw -3855312.198963 + Penalty 3487.273521 = -3851824.925442 nChanged 370 SP:Iteration 16Q (7807.593875 sec): 3 clusters Score: Raw -3855550.388736 + Penalty 3487.273521 = -3852063.115215 nChanged 288 SP:Iteration 17Q (7807.698143 sec): 3 clusters Score: Raw -3855735.057695 + Penalty 3487.273521 = -3852247.784174 nChanged 253 SP:Iteration 18Q (7807.822026 sec): 3 clusters Score: Raw -3855886.114135 + Penalty 3487.273521 = -3852398.840614 nChanged 221 SP:Iteration 19Q (7807.937561 sec): 3 clusters Score: Raw -3855996.975202 + Penalty 3487.273521 = -3852509.701681 nChanged 197 SP:Iteration 20F (7808.047446 sec): 3 clusters Score: Raw -3856085.069820 + Penalty 3487.273521 = -3852597.796300 nChanged 167 SP:Iteration 21Q (7808.150577 sec): 3 clusters Score: Raw -3856149.927552 + Penalty 3487.273521 = -3852662.654031 nChanged 144 SP:Iteration 22Q (7808.266504 sec): 3 clusters Score: Raw -3856197.641311 + Penalty 3487.273521 = -3852710.367791 nChanged 113 SP:Iteration 23Q (7808.368747 sec): 3 clusters Score: Raw -3856235.353350 + Penalty 3487.273521 = -3852748.079830 nChanged 108 SP:Iteration 24Q (7808.446113 sec): 3 clusters Score: Raw -3856270.151901 + Penalty 3487.273521 = -3852782.878380 nChanged 91 SP:Iteration 25Q (7808.561419 sec): 3 clusters Score: Raw -3856300.374551 + Penalty 3487.273521 = -3852813.101030 nChanged 91 SP:Iteration 26Q (7808.665725 sec): 3 clusters Score: Raw -3856330.649718 + Penalty 3487.273521 = -3852843.376198 nChanged 85 SP:Iteration 27Q (7808.782529 sec): 3 clusters Score: Raw -3856358.912142 + Penalty 3487.273521 = -3852871.638621 nChanged 71 SP:Iteration 28Q (7808.877370 sec): 3 clusters Score: Raw -3856381.453801 + Penalty 3487.273521 = -3852894.180280 nChanged 65 SP:Iteration 29Q (7808.987278 sec): 3 clusters Score: Raw -3856401.242361 + Penalty 3487.273521 = -3852913.968840 nChanged 54 SP:Iteration 30Q (7809.087177 sec): 3 clusters Score: Raw -3856414.652416 + Penalty 3487.273521 = -3852927.378895 nChanged 43 SP:Iteration 31Q (7809.196014 sec): 3 clusters Score: Raw -3856424.805471 + Penalty 3487.273521 = -3852937.531951 nChanged 36 SP:Iteration 32Q (7809.294103 sec): 3 clusters Score: Raw -3856433.998548 + Penalty 3487.273521 = -3852946.725028 nChanged 33 SP:Iteration 33Q (7809.395599 sec): 3 clusters Score: Raw -3856441.506573 + Penalty 3487.273521 = -3852954.233053 nChanged 18 SP:Iteration 34Q (7809.515846 sec): 3 clusters Score: Raw -3856444.783691 + Penalty 3487.273521 = -3852957.510171 nChanged 18 SP:Iteration 35Q (7809.595808 sec): 3 clusters Score: Raw -3856448.006152 + Penalty 3487.273521 = -3852960.732631 nChanged 12 SP:Iteration 36Q (7809.700205 sec): 3 clusters Score: Raw -3856450.746102 + Penalty 3487.273521 = -3852963.472581 nChanged 16 SP:Iteration 37Q (7809.819634 sec): 3 clusters Score: Raw -3856453.687575 + Penalty 3487.273521 = -3852966.414054 nChanged 18 SP:Iteration 38Q (7809.941689 sec): 3 clusters Score: Raw -3856456.822905 + Penalty 3487.273521 = -3852969.549384 nChanged 15 SP:Iteration 39Q (7810.056405 sec): 3 clusters Score: Raw -3856460.087631 + Penalty 3487.273521 = -3852972.814110 nChanged 12 SP:Iteration 40F (7810.171040 sec): 3 clusters Score: Raw -3856462.425904 + Penalty 3487.273521 = -3852975.152383 nChanged 16 SP:Iteration 41Q (7810.265866 sec): 3 clusters Score: Raw -3856465.108621 + Penalty 3487.273521 = -3852977.835100 nChanged 11 SP:Iteration 42Q (7810.344515 sec): 3 clusters Score: Raw -3856467.073958 + Penalty 3487.273521 = -3852979.800437 nChanged 11 SP:Iteration 43Q (7810.464168 sec): 3 clusters Score: Raw -3856469.108303 + Penalty 3487.273521 = -3852981.834783 nChanged 16 SP:Iteration 44Q (7810.577380 sec): 3 clusters Score: Raw -3856472.922434 + Penalty 3487.273521 = -3852985.648914 nChanged 19 SP:Iteration 45Q (7810.696469 sec): 3 clusters Score: Raw -3856477.105087 + Penalty 3487.273521 = -3852989.831566 nChanged 23 SP:Iteration 46Q (7810.790145 sec): 3 clusters Score: Raw -3856482.196912 + Penalty 3487.273521 = -3852994.923391 nChanged 25 SP:Iteration 47Q (7810.869370 sec): 3 clusters Score: Raw -3856488.078960 + Penalty 3487.273521 = -3853000.805440 nChanged 26 SP:Iteration 48Q (7810.985292 sec): 3 clusters Score: Raw -3856493.351001 + Penalty 3487.273521 = -3853006.077480 nChanged 18 SP:Iteration 49Q (7811.091012 sec): 3 clusters Score: Raw -3856497.800582 + Penalty 3487.273521 = -3853010.527061 nChanged 22 SP:Iteration 50Q (7811.215835 sec): 3 clusters Score: Raw -3856501.993590 + Penalty 3487.273521 = -3853014.720070 nChanged 23 SP:Iteration 51Q (7811.330184 sec): 3 clusters Score: Raw -3856506.310047 + Penalty 3487.273521 = -3853019.036527 nChanged 14 SP:Iteration 52Q (7811.437217 sec): 3 clusters Score: Raw -3856509.584627 + Penalty 3487.273521 = -3853022.311107 nChanged 11 SP:Iteration 53Q (7811.552335 sec): 3 clusters Score: Raw -3856511.742913 + Penalty 3487.273521 = -3853024.469392 nChanged 10 SP:Iteration 54Q (7811.669209 sec): 3 clusters Score: Raw -3856513.456591 + Penalty 3487.273521 = -3853026.183071 nChanged 9 SP:Iteration 55Q (7811.782159 sec): 3 clusters Score: Raw -3856514.638560 + Penalty 3487.273521 = -3853027.365039 nChanged 7 SP:Iteration 56Q (7811.894657 sec): 3 clusters Score: Raw -3856515.743538 + Penalty 3487.273521 = -3853028.470018 nChanged 5 SP:Iteration 57Q (7812.013994 sec): 3 clusters Score: Raw -3856516.232816 + Penalty 3487.273521 = -3853028.959296 nChanged 2 SP:Iteration 58Q (7812.129042 sec): 3 clusters Score: Raw -3856516.414379 + Penalty 3487.273521 = -3853029.140858 nChanged 2 SP:Iteration 59Q (7812.241303 sec): 3 clusters Score: Raw -3856516.589916 + Penalty 3487.273521 = -3853029.316395 nChanged 2 SP:Iteration 60F (7812.364201 sec): 3 clusters Score: Raw -3856516.815544 + Penalty 3487.273521 = -3853029.542024 nChanged 3 SP:Iteration 61Q (7812.471199 sec): 3 clusters Score: Raw -3856517.159330 + Penalty 3487.273521 = -3853029.885809 nChanged 2 SP:Iteration 62Q (7812.593691 sec): 3 clusters Score: Raw -3856517.309631 + Penalty 3487.273521 = -3853030.036110 nChanged 1 SP:Iteration 63Q (7812.703718 sec): 3 clusters Score: Raw -3856517.434884 + Penalty 3487.273521 = -3853030.161363 nChanged 2 SP:Iteration 64Q (7812.825565 sec): 3 clusters Score: Raw -3856517.677126 + Penalty 3487.273521 = -3853030.403605 nChanged 2 SP:Iteration 65Q (7812.935919 sec): 3 clusters Score: Raw -3856518.079652 + Penalty 3487.273521 = -3853030.806131 nChanged 4 SP:Iteration 66Q (7813.056333 sec): 3 clusters Score: Raw -3856518.547412 + Penalty 3487.273521 = -3853031.273891 nChanged 4 SP:Iteration 67Q (7813.155487 sec): 3 clusters Score: Raw -3856519.087508 + Penalty 3487.273521 = -3853031.813988 nChanged 2 SP:Iteration 68Q (7813.252717 sec): 3 clusters Score: Raw -3856519.383465 + Penalty 3487.273521 = -3853032.109944 nChanged 1 SP:Iteration 69Q (7813.332908 sec): 3 clusters Score: Raw -3856519.500403 + Penalty 3487.273521 = -3853032.226882 nChanged 1 SP:Iteration 70Q (7813.410578 sec): 3 clusters Score: Raw -3856519.733938 + Penalty 3487.273521 = -3853032.460417 nChanged 1 SP:Iteration 71Q (7813.524291 sec): 3 clusters Score: Raw -3856519.847543 + Penalty 3487.273521 = -3853032.574022 nChanged 1 SP:Iteration 72Q (7813.606558 sec): 3 clusters Score: Raw -3856519.904624 + Penalty 3487.273521 = -3853032.631104 nChanged 1 SP:Iteration 73Q (7813.682955 sec): 3 clusters Score: Raw -3856520.069995 + Penalty 3487.273521 = -3853032.796474 nChanged 2 SP:Iteration 74Q (7813.759322 sec): 3 clusters Score: Raw -3856520.249430 + Penalty 3487.273521 = -3853032.975910 nChanged 2 SP:Iteration 75Q (7813.835320 sec): 3 clusters Score: Raw -3856520.618424 + Penalty 3487.273521 = -3853033.344904 nChanged 0 SP:Iteration 76F (7813.957600 sec): 3 clusters Score: Raw -3856520.618424 + Penalty 3487.273521 = -3853033.344904 nChanged 0 Trying to split cluster 5 (1538 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7813.985001 sec): 2 clusters Score: Raw -90254.288196 + Penalty 1192.463699 = -89061.824496 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7814.026192 sec): 3 clusters Score: Raw -89857.317832 + Penalty 2384.927399 = -87472.390433 nChanged 562 SP:Iteration 1F (7814.067249 sec): 3 clusters Score: Raw -90692.500367 + Penalty 2384.927399 = -88307.572968 nChanged 200 SP:Iteration 2F (7814.107642 sec): 3 clusters Score: Raw -91039.613770 + Penalty 2384.927399 = -88654.686371 nChanged 106 SP:Iteration 3F (7814.166168 sec): 3 clusters Score: Raw -91191.143210 + Penalty 2384.927399 = -88806.215811 nChanged 68 SP:Iteration 4Q (7814.200915 sec): 3 clusters Score: Raw -91255.467571 + Penalty 2384.927399 = -88870.540172 nChanged 40 SP:Iteration 5Q (7814.232623 sec): 3 clusters Score: Raw -91293.522834 + Penalty 2384.927399 = -88908.595435 nChanged 26 SP:Iteration 6Q (7814.278575 sec): 3 clusters Score: Raw -91319.646775 + Penalty 2384.927399 = -88934.719376 nChanged 19 SP:Iteration 7Q (7814.322151 sec): 3 clusters Score: Raw -91350.925034 + Penalty 2384.927399 = -88965.997636 nChanged 17 SP:Iteration 8Q (7814.355268 sec): 3 clusters Score: Raw -91370.420283 + Penalty 2384.927399 = -88985.492884 nChanged 10 SP:Iteration 9Q (7814.394052 sec): 3 clusters Score: Raw -91379.399117 + Penalty 2384.927399 = -88994.471718 nChanged 9 SP:Iteration 10Q (7814.429331 sec): 3 clusters Score: Raw -91386.985853 + Penalty 2384.927399 = -89002.058455 nChanged 7 SP:Iteration 11Q (7814.464373 sec): 3 clusters Score: Raw -91390.558690 + Penalty 2384.927399 = -89005.631291 nChanged 4 SP:Iteration 12Q (7814.507759 sec): 3 clusters Score: Raw -91392.847892 + Penalty 2384.927399 = -89007.920493 nChanged 5 SP:Iteration 13Q (7814.545993 sec): 3 clusters Score: Raw -91396.870439 + Penalty 2384.927399 = -89011.943040 nChanged 4 SP:Iteration 14Q (7814.581311 sec): 3 clusters Score: Raw -91399.091804 + Penalty 2384.927399 = -89014.164405 nChanged 4 SP:Iteration 15Q (7814.628016 sec): 3 clusters Score: Raw -91402.466747 + Penalty 2384.927399 = -89017.539349 nChanged 3 SP:Iteration 16Q (7814.668423 sec): 3 clusters Score: Raw -91415.435608 + Penalty 2384.927399 = -89030.508210 nChanged 10 SP:Iteration 17Q (7814.722275 sec): 3 clusters Score: Raw -91427.383790 + Penalty 2384.927399 = -89042.456391 nChanged 9 SP:Iteration 18Q (7814.762828 sec): 3 clusters Score: Raw -91439.159753 + Penalty 2384.927399 = -89054.232355 nChanged 15 SP:Iteration 19Q (7814.812360 sec): 3 clusters Score: Raw -91454.114530 + Penalty 2384.927399 = -89069.187131 nChanged 14 SP:Iteration 20F (7814.856993 sec): 3 clusters Score: Raw -91482.152054 + Penalty 2384.927399 = -89097.224655 nChanged 18 SP:Iteration 21Q (7814.890320 sec): 3 clusters Score: Raw -91513.671973 + Penalty 2384.927399 = -89128.744574 nChanged 24 SP:Iteration 22Q (7814.934094 sec): 3 clusters Score: Raw -91547.375773 + Penalty 2384.927399 = -89162.448374 nChanged 17 SP:Iteration 23Q (7814.974339 sec): 3 clusters Score: Raw -91559.125319 + Penalty 2384.927399 = -89174.197920 nChanged 10 SP:Iteration 24Q (7815.023472 sec): 3 clusters Score: Raw -91566.835185 + Penalty 2384.927399 = -89181.907786 nChanged 13 SP:Iteration 25Q (7815.062569 sec): 3 clusters Score: Raw -91574.724869 + Penalty 2384.927399 = -89189.797470 nChanged 12 SP:Iteration 26Q (7815.106851 sec): 3 clusters Score: Raw -91580.924625 + Penalty 2384.927399 = -89195.997227 nChanged 8 SP:Iteration 27Q (7815.155329 sec): 3 clusters Score: Raw -91586.658359 + Penalty 2384.927399 = -89201.730961 nChanged 5 SP:Iteration 28Q (7815.190933 sec): 3 clusters Score: Raw -91589.335128 + Penalty 2384.927399 = -89204.407729 nChanged 3 SP:Iteration 29Q (7815.237954 sec): 3 clusters Score: Raw -91590.829240 + Penalty 2384.927399 = -89205.901841 nChanged 4 SP:Iteration 30Q (7815.284645 sec): 3 clusters Score: Raw -91592.812992 + Penalty 2384.927399 = -89207.885593 nChanged 4 SP:Iteration 31Q (7815.325842 sec): 3 clusters Score: Raw -91594.952816 + Penalty 2384.927399 = -89210.025418 nChanged 3 SP:Iteration 32Q (7815.376744 sec): 3 clusters Score: Raw -91596.458783 + Penalty 2384.927399 = -89211.531384 nChanged 1 SP:Iteration 33Q (7815.414646 sec): 3 clusters Score: Raw -91596.729015 + Penalty 2384.927399 = -89211.801616 nChanged 0 SP:Iteration 34F (7815.462412 sec): 3 clusters Score: Raw -91596.729015 + Penalty 2384.927399 = -89211.801616 nChanged 0 Score: Raw -49145433.150886 + Penalty 88911.006508 = -49056522.144378 Splitting cluster 5 changes total score from -49057348.264693 to -49056522.144378 So it's not getting split. Trying to split cluster 6 (559 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7832.142994 sec): 2 clusters Score: Raw -43374.993665 + Penalty 1027.999289 = -42346.994375 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7832.146637 sec): 3 clusters Score: Raw -43257.397130 + Penalty 2055.998579 = -41201.398551 nChanged 126 SP:Iteration 1F (7832.149991 sec): 3 clusters Score: Raw -43422.132615 + Penalty 2055.998579 = -41366.134036 nChanged 41 SP:Iteration 2F (7832.153338 sec): 3 clusters Score: Raw -43486.379562 + Penalty 2055.998579 = -41430.380983 nChanged 24 SP:Iteration 3Q (7832.156647 sec): 3 clusters Score: Raw -43521.751228 + Penalty 2055.998579 = -41465.752649 nChanged 14 SP:Iteration 4Q (7832.159928 sec): 3 clusters Score: Raw -43538.000074 + Penalty 2055.998579 = -41482.001496 nChanged 11 SP:Iteration 5Q (7832.163212 sec): 3 clusters Score: Raw -43571.840966 + Penalty 2055.998579 = -41515.842387 nChanged 14 SP:Iteration 6Q (7832.166487 sec): 3 clusters Score: Raw -43587.992393 + Penalty 2055.998579 = -41531.993814 nChanged 10 SP:Iteration 7Q (7832.169755 sec): 3 clusters Score: Raw -43601.444029 + Penalty 2055.998579 = -41545.445450 nChanged 7 SP:Iteration 8Q (7832.173025 sec): 3 clusters Score: Raw -43612.218963 + Penalty 2055.998579 = -41556.220384 nChanged 6 SP:Iteration 9Q (7832.176345 sec): 3 clusters Score: Raw -43624.677956 + Penalty 2055.998579 = -41568.679378 nChanged 8 SP:Iteration 10Q (7832.179592 sec): 3 clusters Score: Raw -43635.518419 + Penalty 2055.998579 = -41579.519840 nChanged 8 SP:Iteration 11Q (7832.182843 sec): 3 clusters Score: Raw -43650.985939 + Penalty 2055.998579 = -41594.987360 nChanged 8 SP:Iteration 12Q (7832.186089 sec): 3 clusters Score: Raw -43663.049874 + Penalty 2055.998579 = -41607.051295 nChanged 4 SP:Iteration 13Q (7832.189296 sec): 3 clusters Score: Raw -43668.633589 + Penalty 2055.998579 = -41612.635011 nChanged 3 SP:Iteration 14Q (7832.192519 sec): 3 clusters Score: Raw -43673.448507 + Penalty 2055.998579 = -41617.449928 nChanged 3 SP:Iteration 15Q (7832.195742 sec): 3 clusters Score: Raw -43678.738913 + Penalty 2055.998579 = -41622.740334 nChanged 0 SP:Iteration 16F (7832.199069 sec): 3 clusters Score: Raw -43678.738913 + Penalty 2055.998579 = -41622.740334 nChanged 0 Trying to split cluster 7 (11999 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7832.228942 sec): 2 clusters Score: Raw -985730.249813 + Penalty 1526.294021 = -984203.955792 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7832.302972 sec): 3 clusters Score: Raw -978840.519867 + Penalty 3052.588042 = -975787.931825 nChanged 5292 SP:Iteration 1F (7832.369717 sec): 3 clusters Score: Raw -981681.640235 + Penalty 3052.588042 = -978629.052192 nChanged 859 SP:Iteration 2F (7832.442051 sec): 3 clusters Score: Raw -982161.371411 + Penalty 3052.588042 = -979108.783368 nChanged 795 SP:Iteration 3F (7832.507399 sec): 3 clusters Score: Raw -982619.094142 + Penalty 3052.588042 = -979566.506100 nChanged 783 SP:Iteration 4F (7832.567584 sec): 3 clusters Score: Raw -983090.923131 + Penalty 3052.588042 = -980038.335088 nChanged 745 SP:Iteration 5F (7832.635550 sec): 3 clusters Score: Raw -983534.287769 + Penalty 3052.588042 = -980481.699727 nChanged 650 SP:Iteration 6F (7832.703722 sec): 3 clusters Score: Raw -983908.344762 + Penalty 3052.588042 = -980855.756720 nChanged 525 SP:Iteration 7Q (7832.759865 sec): 3 clusters Score: Raw -984224.042247 + Penalty 3052.588042 = -981171.454204 nChanged 468 SP:Iteration 8Q (7832.827184 sec): 3 clusters Score: Raw -984503.883571 + Penalty 3052.588042 = -981451.295529 nChanged 405 SP:Iteration 9Q (7832.898150 sec): 3 clusters Score: Raw -984757.260339 + Penalty 3052.588042 = -981704.672296 nChanged 332 SP:Iteration 10Q (7832.955928 sec): 3 clusters Score: Raw -984978.183529 + Penalty 3052.588042 = -981925.595486 nChanged 297 SP:Iteration 11Q (7833.031441 sec): 3 clusters Score: Raw -985192.725730 + Penalty 3052.588042 = -982140.137688 nChanged 260 SP:Iteration 12Q (7833.090512 sec): 3 clusters Score: Raw -985384.834354 + Penalty 3052.588042 = -982332.246312 nChanged 194 SP:Iteration 13Q (7833.158031 sec): 3 clusters Score: Raw -985522.356389 + Penalty 3052.588042 = -982469.768346 nChanged 140 SP:Iteration 14Q (7833.224503 sec): 3 clusters Score: Raw -985618.704799 + Penalty 3052.588042 = -982566.116757 nChanged 106 SP:Iteration 15Q (7833.291157 sec): 3 clusters Score: Raw -985692.006259 + Penalty 3052.588042 = -982639.418217 nChanged 80 SP:Iteration 16Q (7833.357466 sec): 3 clusters Score: Raw -985745.127059 + Penalty 3052.588042 = -982692.539016 nChanged 57 SP:Iteration 17Q (7833.426085 sec): 3 clusters Score: Raw -985779.966206 + Penalty 3052.588042 = -982727.378164 nChanged 40 SP:Iteration 18Q (7833.490944 sec): 3 clusters Score: Raw -985810.636926 + Penalty 3052.588042 = -982758.048884 nChanged 38 SP:Iteration 19Q (7833.561030 sec): 3 clusters Score: Raw -985838.479506 + Penalty 3052.588042 = -982785.891464 nChanged 28 SP:Iteration 20F (7833.620707 sec): 3 clusters Score: Raw -985854.804981 + Penalty 3052.588042 = -982802.216939 nChanged 19 SP:Iteration 21Q (7833.690375 sec): 3 clusters Score: Raw -985870.700836 + Penalty 3052.588042 = -982818.112793 nChanged 18 SP:Iteration 22Q (7833.759649 sec): 3 clusters Score: Raw -985884.650037 + Penalty 3052.588042 = -982832.061995 nChanged 14 SP:Iteration 23Q (7833.822294 sec): 3 clusters Score: Raw -985893.918726 + Penalty 3052.588042 = -982841.330684 nChanged 14 SP:Iteration 24Q (7833.887893 sec): 3 clusters Score: Raw -985905.301284 + Penalty 3052.588042 = -982852.713241 nChanged 22 SP:Iteration 25Q (7833.953244 sec): 3 clusters Score: Raw -985921.798826 + Penalty 3052.588042 = -982869.210784 nChanged 20 SP:Iteration 26Q (7834.008184 sec): 3 clusters Score: Raw -985939.370393 + Penalty 3052.588042 = -982886.782350 nChanged 18 SP:Iteration 27Q (7834.072932 sec): 3 clusters Score: Raw -985951.736366 + Penalty 3052.588042 = -982899.148323 nChanged 13 SP:Iteration 28Q (7834.146213 sec): 3 clusters Score: Raw -985959.537386 + Penalty 3052.588042 = -982906.949343 nChanged 14 SP:Iteration 29Q (7834.201399 sec): 3 clusters Score: Raw -985967.731458 + Penalty 3052.588042 = -982915.143416 nChanged 7 SP:Iteration 30Q (7834.277148 sec): 3 clusters Score: Raw -985972.851608 + Penalty 3052.588042 = -982920.263566 nChanged 10 SP:Iteration 31Q (7834.342017 sec): 3 clusters Score: Raw -985980.611955 + Penalty 3052.588042 = -982928.023913 nChanged 8 SP:Iteration 32Q (7834.397260 sec): 3 clusters Score: Raw -985984.247838 + Penalty 3052.588042 = -982931.659796 nChanged 3 SP:Iteration 33Q (7834.463561 sec): 3 clusters Score: Raw -985986.676163 + Penalty 3052.588042 = -982934.088120 nChanged 6 SP:Iteration 34Q (7834.540436 sec): 3 clusters Score: Raw -985991.837128 + Penalty 3052.588042 = -982939.249085 nChanged 3 SP:Iteration 35Q (7834.595977 sec): 3 clusters Score: Raw -985993.554097 + Penalty 3052.588042 = -982940.966055 nChanged 2 SP:Iteration 36Q (7834.655492 sec): 3 clusters Score: Raw -985993.835727 + Penalty 3052.588042 = -982941.247685 nChanged 0 SP:Iteration 37F (7834.716845 sec): 3 clusters Score: Raw -985993.835727 + Penalty 3052.588042 = -982941.247685 nChanged 0 Trying to split cluster 8 (5305 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7834.753397 sec): 2 clusters Score: Raw -406617.972488 + Penalty 1393.665821 = -405224.306667 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7834.814697 sec): 3 clusters Score: Raw -403844.815260 + Penalty 2787.331642 = -401057.483619 nChanged 2150 SP:Iteration 1F (7834.870368 sec): 3 clusters Score: Raw -405026.851933 + Penalty 2787.331642 = -402239.520291 nChanged 414 SP:Iteration 2F (7834.916028 sec): 3 clusters Score: Raw -405273.964708 + Penalty 2787.331642 = -402486.633067 nChanged 316 SP:Iteration 3F (7834.979132 sec): 3 clusters Score: Raw -405487.246269 + Penalty 2787.331642 = -402699.914628 nChanged 301 SP:Iteration 4F (7835.031704 sec): 3 clusters Score: Raw -405713.992025 + Penalty 2787.331642 = -402926.660383 nChanged 282 SP:Iteration 5F (7835.085219 sec): 3 clusters Score: Raw -405972.546826 + Penalty 2787.331642 = -403185.215185 nChanged 295 SP:Iteration 6F (7835.129855 sec): 3 clusters Score: Raw -406282.777180 + Penalty 2787.331642 = -403495.445538 nChanged 308 SP:Iteration 7F (7835.184007 sec): 3 clusters Score: Raw -406584.765328 + Penalty 2787.331642 = -403797.433687 nChanged 269 SP:Iteration 8F (7835.242690 sec): 3 clusters Score: Raw -406793.366526 + Penalty 2787.331642 = -404006.034884 nChanged 206 SP:Iteration 9Q (7835.275565 sec): 3 clusters Score: Raw -406921.259602 + Penalty 2787.331642 = -404133.927961 nChanged 153 SP:Iteration 10Q (7835.327631 sec): 3 clusters Score: Raw -406995.863275 + Penalty 2787.331642 = -404208.531633 nChanged 118 SP:Iteration 11Q (7835.385440 sec): 3 clusters Score: Raw -407053.913150 + Penalty 2787.331642 = -404266.581508 nChanged 101 SP:Iteration 12Q (7835.436241 sec): 3 clusters Score: Raw -407100.762564 + Penalty 2787.331642 = -404313.430922 nChanged 83 SP:Iteration 13Q (7835.494801 sec): 3 clusters Score: Raw -407136.977807 + Penalty 2787.331642 = -404349.646166 nChanged 59 SP:Iteration 14Q (7835.541717 sec): 3 clusters Score: Raw -407162.200513 + Penalty 2787.331642 = -404374.868871 nChanged 45 SP:Iteration 15Q (7835.599437 sec): 3 clusters Score: Raw -407184.084871 + Penalty 2787.331642 = -404396.753229 nChanged 46 SP:Iteration 16Q (7835.653107 sec): 3 clusters Score: Raw -407205.423259 + Penalty 2787.331642 = -404418.091618 nChanged 37 SP:Iteration 17Q (7835.715647 sec): 3 clusters Score: Raw -407220.247782 + Penalty 2787.331642 = -404432.916140 nChanged 30 SP:Iteration 18Q (7835.767481 sec): 3 clusters Score: Raw -407233.412706 + Penalty 2787.331642 = -404446.081064 nChanged 34 SP:Iteration 19Q (7835.821423 sec): 3 clusters Score: Raw -407245.354451 + Penalty 2787.331642 = -404458.022809 nChanged 28 SP:Iteration 20F (7835.876979 sec): 3 clusters Score: Raw -407255.576654 + Penalty 2787.331642 = -404468.245012 nChanged 21 SP:Iteration 21Q (7835.930461 sec): 3 clusters Score: Raw -407262.602418 + Penalty 2787.331642 = -404475.270777 nChanged 21 SP:Iteration 22Q (7835.988981 sec): 3 clusters Score: Raw -407269.452121 + Penalty 2787.331642 = -404482.120480 nChanged 19 SP:Iteration 23Q (7836.044720 sec): 3 clusters Score: Raw -407274.562125 + Penalty 2787.331642 = -404487.230483 nChanged 10 SP:Iteration 24Q (7836.090670 sec): 3 clusters Score: Raw -407278.286848 + Penalty 2787.331642 = -404490.955207 nChanged 15 SP:Iteration 25Q (7836.154804 sec): 3 clusters Score: Raw -407283.036060 + Penalty 2787.331642 = -404495.704418 nChanged 10 SP:Iteration 26Q (7836.211050 sec): 3 clusters Score: Raw -407285.432950 + Penalty 2787.331642 = -404498.101308 nChanged 12 SP:Iteration 27Q (7836.264401 sec): 3 clusters Score: Raw -407288.938981 + Penalty 2787.331642 = -404501.607340 nChanged 12 SP:Iteration 28Q (7836.306340 sec): 3 clusters Score: Raw -407292.314581 + Penalty 2787.331642 = -404504.982939 nChanged 12 SP:Iteration 29Q (7836.360543 sec): 3 clusters Score: Raw -407295.816117 + Penalty 2787.331642 = -404508.484475 nChanged 8 SP:Iteration 30Q (7836.425424 sec): 3 clusters Score: Raw -407297.363124 + Penalty 2787.331642 = -404510.031482 nChanged 5 SP:Iteration 31Q (7836.479219 sec): 3 clusters Score: Raw -407298.731771 + Penalty 2787.331642 = -404511.400129 nChanged 5 SP:Iteration 32Q (7836.531584 sec): 3 clusters Score: Raw -407299.997454 + Penalty 2787.331642 = -404512.665813 nChanged 8 SP:Iteration 33Q (7836.573537 sec): 3 clusters Score: Raw -407301.751065 + Penalty 2787.331642 = -404514.419423 nChanged 4 SP:Iteration 34Q (7836.633236 sec): 3 clusters Score: Raw -407302.951727 + Penalty 2787.331642 = -404515.620085 nChanged 8 SP:Iteration 35Q (7836.685932 sec): 3 clusters Score: Raw -407305.002066 + Penalty 2787.331642 = -404517.670425 nChanged 5 SP:Iteration 36Q (7836.738824 sec): 3 clusters Score: Raw -407306.335867 + Penalty 2787.331642 = -404519.004226 nChanged 8 SP:Iteration 37Q (7836.790258 sec): 3 clusters Score: Raw -407308.663537 + Penalty 2787.331642 = -404521.331896 nChanged 7 SP:Iteration 38Q (7836.848059 sec): 3 clusters Score: Raw -407310.721210 + Penalty 2787.331642 = -404523.389568 nChanged 7 SP:Iteration 39Q (7836.900494 sec): 3 clusters Score: Raw -407312.243425 + Penalty 2787.331642 = -404524.911783 nChanged 5 SP:Iteration 40F (7836.955850 sec): 3 clusters Score: Raw -407313.207352 + Penalty 2787.331642 = -404525.875710 nChanged 4 SP:Iteration 41Q (7836.992356 sec): 3 clusters Score: Raw -407313.900709 + Penalty 2787.331642 = -404526.569068 nChanged 4 SP:Iteration 42Q (7837.046952 sec): 3 clusters Score: Raw -407314.890063 + Penalty 2787.331642 = -404527.558421 nChanged 8 SP:Iteration 43Q (7837.090864 sec): 3 clusters Score: Raw -407316.679852 + Penalty 2787.331642 = -404529.348210 nChanged 7 SP:Iteration 44Q (7837.141572 sec): 3 clusters Score: Raw -407318.821433 + Penalty 2787.331642 = -404531.489791 nChanged 8 SP:Iteration 45Q (7837.190580 sec): 3 clusters Score: Raw -407320.273945 + Penalty 2787.331642 = -404532.942304 nChanged 8 SP:Iteration 46Q (7837.260101 sec): 3 clusters Score: Raw -407323.420432 + Penalty 2787.331642 = -404536.088791 nChanged 9 SP:Iteration 47Q (7837.309603 sec): 3 clusters Score: Raw -407327.203586 + Penalty 2787.331642 = -404539.871945 nChanged 11 SP:Iteration 48Q (7837.365061 sec): 3 clusters Score: Raw -407329.700039 + Penalty 2787.331642 = -404542.368398 nChanged 11 SP:Iteration 49Q (7837.407111 sec): 3 clusters Score: Raw -407332.406875 + Penalty 2787.331642 = -404545.075234 nChanged 11 SP:Iteration 50Q (7837.455243 sec): 3 clusters Score: Raw -407334.528245 + Penalty 2787.331642 = -404547.196603 nChanged 5 SP:Iteration 51Q (7837.513115 sec): 3 clusters Score: Raw -407335.678139 + Penalty 2787.331642 = -404548.346497 nChanged 2 SP:Iteration 52Q (7837.570020 sec): 3 clusters Score: Raw -407335.945104 + Penalty 2787.331642 = -404548.613463 nChanged 2 SP:Iteration 53Q (7837.623343 sec): 3 clusters Score: Raw -407336.187385 + Penalty 2787.331642 = -404548.855743 nChanged 1 SP:Iteration 54Q (7837.679947 sec): 3 clusters Score: Raw -407336.310538 + Penalty 2787.331642 = -404548.978896 nChanged 1 SP:Iteration 55Q (7837.736528 sec): 3 clusters Score: Raw -407336.437430 + Penalty 2787.331642 = -404549.105789 nChanged 0 SP:Iteration 56F (7837.792887 sec): 3 clusters Score: Raw -407336.437430 + Penalty 2787.331642 = -404549.105789 nChanged 0 Trying to split cluster 9 (2341 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7837.819859 sec): 2 clusters Score: Raw -174111.244905 + Penalty 1260.729188 = -172850.515716 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7837.869144 sec): 3 clusters Score: Raw -173119.005182 + Penalty 2521.458377 = -170597.546805 nChanged 828 SP:Iteration 1F (7837.917630 sec): 3 clusters Score: Raw -173663.024383 + Penalty 2521.458377 = -171141.566006 nChanged 216 SP:Iteration 2F (7837.969963 sec): 3 clusters Score: Raw -173856.837797 + Penalty 2521.458377 = -171335.379420 nChanged 163 SP:Iteration 3F (7838.023271 sec): 3 clusters Score: Raw -174023.746493 + Penalty 2521.458377 = -171502.288116 nChanged 140 SP:Iteration 4F (7838.077412 sec): 3 clusters Score: Raw -174148.705945 + Penalty 2521.458377 = -171627.247568 nChanged 108 SP:Iteration 5Q (7838.130887 sec): 3 clusters Score: Raw -174253.357675 + Penalty 2521.458377 = -171731.899298 nChanged 88 SP:Iteration 6Q (7838.182531 sec): 3 clusters Score: Raw -174333.546959 + Penalty 2521.458377 = -171812.088582 nChanged 81 SP:Iteration 7Q (7838.235429 sec): 3 clusters Score: Raw -174405.451096 + Penalty 2521.458377 = -171883.992719 nChanged 58 SP:Iteration 8Q (7838.288294 sec): 3 clusters Score: Raw -174463.598427 + Penalty 2521.458377 = -171942.140050 nChanged 47 SP:Iteration 9Q (7838.341069 sec): 3 clusters Score: Raw -174508.752303 + Penalty 2521.458377 = -171987.293926 nChanged 43 SP:Iteration 10Q (7838.393127 sec): 3 clusters Score: Raw -174555.807506 + Penalty 2521.458377 = -172034.349129 nChanged 45 SP:Iteration 11Q (7838.457259 sec): 3 clusters Score: Raw -174609.553282 + Penalty 2521.458377 = -172088.094905 nChanged 41 SP:Iteration 12Q (7838.497957 sec): 3 clusters Score: Raw -174649.882992 + Penalty 2521.458377 = -172128.424615 nChanged 28 SP:Iteration 13Q (7838.549172 sec): 3 clusters Score: Raw -174674.960042 + Penalty 2521.458377 = -172153.501665 nChanged 20 SP:Iteration 14Q (7838.589369 sec): 3 clusters Score: Raw -174684.765811 + Penalty 2521.458377 = -172163.307434 nChanged 9 SP:Iteration 15Q (7838.640651 sec): 3 clusters Score: Raw -174691.156292 + Penalty 2521.458377 = -172169.697915 nChanged 7 SP:Iteration 16Q (7838.687915 sec): 3 clusters Score: Raw -174694.994784 + Penalty 2521.458377 = -172173.536407 nChanged 5 SP:Iteration 17Q (7838.727587 sec): 3 clusters Score: Raw -174698.909088 + Penalty 2521.458377 = -172177.450711 nChanged 7 SP:Iteration 18Q (7838.774305 sec): 3 clusters Score: Raw -174705.382821 + Penalty 2521.458377 = -172183.924444 nChanged 11 SP:Iteration 19Q (7838.825783 sec): 3 clusters Score: Raw -174712.505630 + Penalty 2521.458377 = -172191.047253 nChanged 9 SP:Iteration 20F (7838.877564 sec): 3 clusters Score: Raw -174715.880567 + Penalty 2521.458377 = -172194.422190 nChanged 6 SP:Iteration 21Q (7838.935791 sec): 3 clusters Score: Raw -174718.652932 + Penalty 2521.458377 = -172197.194555 nChanged 3 SP:Iteration 22Q (7838.976000 sec): 3 clusters Score: Raw -174720.539239 + Penalty 2521.458377 = -172199.080862 nChanged 1 SP:Iteration 23Q (7839.016355 sec): 3 clusters Score: Raw -174721.812973 + Penalty 2521.458377 = -172200.354596 nChanged 4 SP:Iteration 24Q (7839.068127 sec): 3 clusters Score: Raw -174723.898646 + Penalty 2521.458377 = -172202.440269 nChanged 3 SP:Iteration 25Q (7839.118185 sec): 3 clusters Score: Raw -174725.682851 + Penalty 2521.458377 = -172204.224474 nChanged 2 SP:Iteration 26Q (7839.170202 sec): 3 clusters Score: Raw -174726.595228 + Penalty 2521.458377 = -172205.136851 nChanged 0 SP:Iteration 27F (7839.216102 sec): 3 clusters Score: Raw -174726.595228 + Penalty 2521.458377 = -172205.136851 nChanged 0 Trying to split cluster 10 (23014 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7839.271434 sec): 2 clusters Score: Raw -1902029.806828 + Penalty 1632.126926 = -1900397.679902 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7839.359707 sec): 3 clusters Score: Raw -1888030.925158 + Penalty 3264.253852 = -1884766.671306 nChanged 10471 SP:Iteration 1F (7839.455960 sec): 3 clusters Score: Raw -1893890.411914 + Penalty 3264.253852 = -1890626.158062 nChanged 1101 SP:Iteration 2Q (7839.547224 sec): 3 clusters Score: Raw -1894255.013425 + Penalty 3264.253852 = -1890990.759574 nChanged 959 SP:Iteration 3Q (7839.634674 sec): 3 clusters Score: Raw -1894577.406394 + Penalty 3264.253852 = -1891313.152542 nChanged 925 SP:Iteration 4Q (7839.719824 sec): 3 clusters Score: Raw -1894909.434377 + Penalty 3264.253852 = -1891645.180525 nChanged 941 SP:Iteration 5Q (7839.801114 sec): 3 clusters Score: Raw -1895281.008993 + Penalty 3264.253852 = -1892016.755141 nChanged 945 SP:Iteration 6Q (7839.895514 sec): 3 clusters Score: Raw -1895682.180152 + Penalty 3264.253852 = -1892417.926301 nChanged 993 SP:Iteration 7Q (7839.984090 sec): 3 clusters Score: Raw -1896182.237668 + Penalty 3264.253852 = -1892917.983816 nChanged 1087 SP:Iteration 8Q (7840.077922 sec): 3 clusters Score: Raw -1896861.575986 + Penalty 3264.253852 = -1893597.322134 nChanged 1206 SP:Iteration 9F (7840.164516 sec): 3 clusters Score: Raw -1897600.119443 + Penalty 3264.253852 = -1894335.865591 nChanged 1174 SP:Iteration 10F (7840.248861 sec): 3 clusters Score: Raw -1898303.113663 + Penalty 3264.253852 = -1895038.859811 nChanged 1020 SP:Iteration 11Q (7840.331792 sec): 3 clusters Score: Raw -1898820.572952 + Penalty 3264.253852 = -1895556.319101 nChanged 820 SP:Iteration 12Q (7840.427502 sec): 3 clusters Score: Raw -1899166.934360 + Penalty 3264.253852 = -1895902.680509 nChanged 632 SP:Iteration 13Q (7840.518152 sec): 3 clusters Score: Raw -1899408.626697 + Penalty 3264.253852 = -1896144.372845 nChanged 512 SP:Iteration 14Q (7840.586076 sec): 3 clusters Score: Raw -1899569.531638 + Penalty 3264.253852 = -1896305.277787 nChanged 386 SP:Iteration 15Q (7840.672494 sec): 3 clusters Score: Raw -1899674.946692 + Penalty 3264.253852 = -1896410.692840 nChanged 333 SP:Iteration 16Q (7840.751070 sec): 3 clusters Score: Raw -1899770.684362 + Penalty 3264.253852 = -1896506.430510 nChanged 286 SP:Iteration 17Q (7840.832975 sec): 3 clusters Score: Raw -1899838.167892 + Penalty 3264.253852 = -1896573.914041 nChanged 252 SP:Iteration 18Q (7840.921074 sec): 3 clusters Score: Raw -1899889.469324 + Penalty 3264.253852 = -1896625.215472 nChanged 217 SP:Iteration 19Q (7841.000758 sec): 3 clusters Score: Raw -1899930.827314 + Penalty 3264.253852 = -1896666.573462 nChanged 205 SP:Iteration 20F (7841.086122 sec): 3 clusters Score: Raw -1899968.406392 + Penalty 3264.253852 = -1896704.152541 nChanged 160 SP:Iteration 21Q (7841.175862 sec): 3 clusters Score: Raw -1899996.246483 + Penalty 3264.253852 = -1896731.992631 nChanged 162 SP:Iteration 22Q (7841.263269 sec): 3 clusters Score: Raw -1900021.129419 + Penalty 3264.253852 = -1896756.875567 nChanged 138 SP:Iteration 23Q (7841.364696 sec): 3 clusters Score: Raw -1900040.502912 + Penalty 3264.253852 = -1896776.249060 nChanged 133 SP:Iteration 24Q (7841.451500 sec): 3 clusters Score: Raw -1900060.922649 + Penalty 3264.253852 = -1896796.668797 nChanged 124 SP:Iteration 25Q (7841.530242 sec): 3 clusters Score: Raw -1900080.235754 + Penalty 3264.253852 = -1896815.981902 nChanged 139 SP:Iteration 26Q (7841.615789 sec): 3 clusters Score: Raw -1900100.778947 + Penalty 3264.253852 = -1896836.525095 nChanged 144 SP:Iteration 27Q (7841.709174 sec): 3 clusters Score: Raw -1900121.887361 + Penalty 3264.253852 = -1896857.633509 nChanged 136 SP:Iteration 28Q (7841.798109 sec): 3 clusters Score: Raw -1900139.942979 + Penalty 3264.253852 = -1896875.689128 nChanged 133 SP:Iteration 29Q (7841.877671 sec): 3 clusters Score: Raw -1900159.865026 + Penalty 3264.253852 = -1896895.611175 nChanged 152 SP:Iteration 30Q (7841.972437 sec): 3 clusters Score: Raw -1900183.686015 + Penalty 3264.253852 = -1896919.432164 nChanged 136 SP:Iteration 31Q (7842.045398 sec): 3 clusters Score: Raw -1900202.869119 + Penalty 3264.253852 = -1896938.615267 nChanged 126 SP:Iteration 32Q (7842.134225 sec): 3 clusters Score: Raw -1900221.699099 + Penalty 3264.253852 = -1896957.445248 nChanged 128 SP:Iteration 33Q (7842.232234 sec): 3 clusters Score: Raw -1900243.083153 + Penalty 3264.253852 = -1896978.829301 nChanged 140 SP:Iteration 34Q (7842.321311 sec): 3 clusters Score: Raw -1900267.374105 + Penalty 3264.253852 = -1897003.120253 nChanged 146 SP:Iteration 35Q (7842.405280 sec): 3 clusters Score: Raw -1900293.356746 + Penalty 3264.253852 = -1897029.102894 nChanged 167 SP:Iteration 36Q (7842.492419 sec): 3 clusters Score: Raw -1900323.151249 + Penalty 3264.253852 = -1897058.897397 nChanged 162 SP:Iteration 37Q (7842.581561 sec): 3 clusters Score: Raw -1900355.134380 + Penalty 3264.253852 = -1897090.880528 nChanged 166 SP:Iteration 38Q (7842.671098 sec): 3 clusters Score: Raw -1900387.690222 + Penalty 3264.253852 = -1897123.436371 nChanged 165 SP:Iteration 39Q (7842.760293 sec): 3 clusters Score: Raw -1900422.282387 + Penalty 3264.253852 = -1897158.028535 nChanged 176 SP:Iteration 40F (7842.847276 sec): 3 clusters Score: Raw -1900460.521881 + Penalty 3264.253852 = -1897196.268029 nChanged 199 SP:Iteration 41Q (7842.920833 sec): 3 clusters Score: Raw -1900502.610930 + Penalty 3264.253852 = -1897238.357079 nChanged 179 SP:Iteration 42Q (7843.004080 sec): 3 clusters Score: Raw -1900540.763670 + Penalty 3264.253852 = -1897276.509818 nChanged 182 SP:Iteration 43Q (7843.104081 sec): 3 clusters Score: Raw -1900580.557322 + Penalty 3264.253852 = -1897316.303471 nChanged 165 SP:Iteration 44Q (7843.193514 sec): 3 clusters Score: Raw -1900614.088639 + Penalty 3264.253852 = -1897349.834787 nChanged 164 SP:Iteration 45Q (7843.272776 sec): 3 clusters Score: Raw -1900651.581841 + Penalty 3264.253852 = -1897387.327989 nChanged 187 SP:Iteration 46Q (7843.355368 sec): 3 clusters Score: Raw -1900689.340775 + Penalty 3264.253852 = -1897425.086924 nChanged 162 SP:Iteration 47Q (7843.445936 sec): 3 clusters Score: Raw -1900719.983496 + Penalty 3264.253852 = -1897455.729644 nChanged 155 SP:Iteration 48Q (7843.503578 sec): 3 clusters Score: Raw -1900750.870287 + Penalty 3264.253852 = -1897486.616435 nChanged 144 SP:Iteration 49Q (7843.592912 sec): 3 clusters Score: Raw -1900780.791589 + Penalty 3264.253852 = -1897516.537737 nChanged 137 SP:Iteration 50Q (7843.678699 sec): 3 clusters Score: Raw -1900808.868827 + Penalty 3264.253852 = -1897544.614975 nChanged 134 SP:Iteration 51Q (7843.762241 sec): 3 clusters Score: Raw -1900830.890982 + Penalty 3264.253852 = -1897566.637131 nChanged 120 SP:Iteration 52Q (7843.854429 sec): 3 clusters Score: Raw -1900850.201631 + Penalty 3264.253852 = -1897585.947779 nChanged 127 SP:Iteration 53Q (7843.932770 sec): 3 clusters Score: Raw -1900872.539607 + Penalty 3264.253852 = -1897608.285755 nChanged 120 SP:Iteration 54Q (7844.017827 sec): 3 clusters Score: Raw -1900897.801871 + Penalty 3264.253852 = -1897633.548019 nChanged 134 SP:Iteration 55Q (7844.092040 sec): 3 clusters Score: Raw -1900923.574368 + Penalty 3264.253852 = -1897659.320516 nChanged 138 SP:Iteration 56Q (7844.176686 sec): 3 clusters Score: Raw -1900954.765925 + Penalty 3264.253852 = -1897690.512074 nChanged 153 SP:Iteration 57Q (7844.255828 sec): 3 clusters Score: Raw -1900988.908054 + Penalty 3264.253852 = -1897724.654203 nChanged 167 SP:Iteration 58Q (7844.347958 sec): 3 clusters Score: Raw -1901025.306572 + Penalty 3264.253852 = -1897761.052720 nChanged 149 SP:Iteration 59Q (7844.425049 sec): 3 clusters Score: Raw -1901060.893169 + Penalty 3264.253852 = -1897796.639317 nChanged 166 SP:Iteration 60F (7844.510625 sec): 3 clusters Score: Raw -1901098.938226 + Penalty 3264.253852 = -1897834.684374 nChanged 162 SP:Iteration 61Q (7844.590571 sec): 3 clusters Score: Raw -1901131.550273 + Penalty 3264.253852 = -1897867.296421 nChanged 163 SP:Iteration 62Q (7844.680003 sec): 3 clusters Score: Raw -1901164.896561 + Penalty 3264.253852 = -1897900.642709 nChanged 168 SP:Iteration 63Q (7844.759103 sec): 3 clusters Score: Raw -1901200.385498 + Penalty 3264.253852 = -1897936.131647 nChanged 153 SP:Iteration 64Q (7844.839462 sec): 3 clusters Score: Raw -1901233.152432 + Penalty 3264.253852 = -1897968.898580 nChanged 156 SP:Iteration 65Q (7844.927173 sec): 3 clusters Score: Raw -1901269.524932 + Penalty 3264.253852 = -1898005.271080 nChanged 174 SP:Iteration 66Q (7845.010503 sec): 3 clusters Score: Raw -1901317.254767 + Penalty 3264.253852 = -1898053.000915 nChanged 193 SP:Iteration 67Q (7845.098915 sec): 3 clusters Score: Raw -1901374.031567 + Penalty 3264.253852 = -1898109.777716 nChanged 198 SP:Iteration 68Q (7845.185722 sec): 3 clusters Score: Raw -1901437.876402 + Penalty 3264.253852 = -1898173.622550 nChanged 188 SP:Iteration 69Q (7845.263294 sec): 3 clusters Score: Raw -1901492.541565 + Penalty 3264.253852 = -1898228.287713 nChanged 178 SP:Iteration 70Q (7845.343875 sec): 3 clusters Score: Raw -1901543.807851 + Penalty 3264.253852 = -1898279.553999 nChanged 157 SP:Iteration 71Q (7845.441318 sec): 3 clusters Score: Raw -1901587.045221 + Penalty 3264.253852 = -1898322.791369 nChanged 156 SP:Iteration 72Q (7845.527979 sec): 3 clusters Score: Raw -1901629.950237 + Penalty 3264.253852 = -1898365.696385 nChanged 148 SP:Iteration 73Q (7845.612074 sec): 3 clusters Score: Raw -1901674.154757 + Penalty 3264.253852 = -1898409.900906 nChanged 145 SP:Iteration 74Q (7845.697346 sec): 3 clusters Score: Raw -1901721.567438 + Penalty 3264.253852 = -1898457.313586 nChanged 136 SP:Iteration 75Q (7845.781622 sec): 3 clusters Score: Raw -1901763.420830 + Penalty 3264.253852 = -1898499.166978 nChanged 123 SP:Iteration 76Q (7845.866320 sec): 3 clusters Score: Raw -1901804.239323 + Penalty 3264.253852 = -1898539.985471 nChanged 134 SP:Iteration 77Q (7845.949493 sec): 3 clusters Score: Raw -1901852.594542 + Penalty 3264.253852 = -1898588.340691 nChanged 140 SP:Iteration 78Q (7846.033403 sec): 3 clusters Score: Raw -1901904.989211 + Penalty 3264.253852 = -1898640.735359 nChanged 139 SP:Iteration 79Q (7846.117942 sec): 3 clusters Score: Raw -1901960.777832 + Penalty 3264.253852 = -1898696.523981 nChanged 145 SP:Iteration 80F (7846.206030 sec): 3 clusters Score: Raw -1902020.796038 + Penalty 3264.253852 = -1898756.542186 nChanged 130 SP:Iteration 81Q (7846.290523 sec): 3 clusters Score: Raw -1902077.744595 + Penalty 3264.253852 = -1898813.490744 nChanged 147 SP:Iteration 82Q (7846.371815 sec): 3 clusters Score: Raw -1902147.606346 + Penalty 3264.253852 = -1898883.352495 nChanged 148 SP:Iteration 83Q (7846.437879 sec): 3 clusters Score: Raw -1902216.047259 + Penalty 3264.253852 = -1898951.793407 nChanged 133 SP:Iteration 84Q (7846.533663 sec): 3 clusters Score: Raw -1902283.865770 + Penalty 3264.253852 = -1899019.611918 nChanged 114 SP:Iteration 85Q (7846.617160 sec): 3 clusters Score: Raw -1902330.381277 + Penalty 3264.253852 = -1899066.127426 nChanged 101 SP:Iteration 86Q (7846.700088 sec): 3 clusters Score: Raw -1902377.283567 + Penalty 3264.253852 = -1899113.029715 nChanged 103 SP:Iteration 87Q (7846.784477 sec): 3 clusters Score: Raw -1902421.494720 + Penalty 3264.253852 = -1899157.240868 nChanged 88 SP:Iteration 88Q (7846.867883 sec): 3 clusters Score: Raw -1902459.246861 + Penalty 3264.253852 = -1899194.993009 nChanged 77 SP:Iteration 89Q (7846.951130 sec): 3 clusters Score: Raw -1902487.631558 + Penalty 3264.253852 = -1899223.377706 nChanged 54 SP:Iteration 90Q (7847.024471 sec): 3 clusters Score: Raw -1902509.317960 + Penalty 3264.253852 = -1899245.064109 nChanged 59 SP:Iteration 91Q (7847.117157 sec): 3 clusters Score: Raw -1902530.298328 + Penalty 3264.253852 = -1899266.044476 nChanged 50 SP:Iteration 92Q (7847.195660 sec): 3 clusters Score: Raw -1902548.120921 + Penalty 3264.253852 = -1899283.867069 nChanged 55 SP:Iteration 93Q (7847.275378 sec): 3 clusters Score: Raw -1902564.488349 + Penalty 3264.253852 = -1899300.234498 nChanged 31 SP:Iteration 94Q (7847.361131 sec): 3 clusters Score: Raw -1902577.677713 + Penalty 3264.253852 = -1899313.423861 nChanged 30 SP:Iteration 95Q (7847.444940 sec): 3 clusters Score: Raw -1902589.188957 + Penalty 3264.253852 = -1899324.935105 nChanged 24 SP:Iteration 96Q (7847.516618 sec): 3 clusters Score: Raw -1902596.085197 + Penalty 3264.253852 = -1899331.831346 nChanged 19 SP:Iteration 97Q (7847.576963 sec): 3 clusters Score: Raw -1902601.255119 + Penalty 3264.253852 = -1899337.001267 nChanged 20 SP:Iteration 98Q (7847.658521 sec): 3 clusters Score: Raw -1902605.940646 + Penalty 3264.253852 = -1899341.686794 nChanged 14 SP:Iteration 99Q (7847.740177 sec): 3 clusters Score: Raw -1902608.441857 + Penalty 3264.253852 = -1899344.188005 nChanged 8 SP:Iteration 100F (7847.823429 sec): 3 clusters Score: Raw -1902610.140607 + Penalty 3264.253852 = -1899345.886755 nChanged 5 SP:Iteration 101Q (7847.894225 sec): 3 clusters Score: Raw -1902611.124487 + Penalty 3264.253852 = -1899346.870636 nChanged 4 SP:Iteration 102Q (7847.973069 sec): 3 clusters Score: Raw -1902612.462323 + Penalty 3264.253852 = -1899348.208471 nChanged 4 SP:Iteration 103Q (7848.048047 sec): 3 clusters Score: Raw -1902612.943312 + Penalty 3264.253852 = -1899348.689461 nChanged 3 SP:Iteration 104Q (7848.127274 sec): 3 clusters Score: Raw -1902613.802625 + Penalty 3264.253852 = -1899349.548773 nChanged 6 SP:Iteration 105Q (7848.197374 sec): 3 clusters Score: Raw -1902614.662254 + Penalty 3264.253852 = -1899350.408402 nChanged 6 SP:Iteration 106Q (7848.266300 sec): 3 clusters Score: Raw -1902615.762162 + Penalty 3264.253852 = -1899351.508310 nChanged 5 SP:Iteration 107Q (7848.344237 sec): 3 clusters Score: Raw -1902616.800198 + Penalty 3264.253852 = -1899352.546347 nChanged 3 SP:Iteration 108Q (7848.427435 sec): 3 clusters Score: Raw -1902617.492604 + Penalty 3264.253852 = -1899353.238752 nChanged 5 SP:Iteration 109Q (7848.492517 sec): 3 clusters Score: Raw -1902618.734437 + Penalty 3264.253852 = -1899354.480585 nChanged 5 SP:Iteration 110Q (7848.572927 sec): 3 clusters Score: Raw -1902619.455635 + Penalty 3264.253852 = -1899355.201783 nChanged 3 SP:Iteration 111Q (7848.650466 sec): 3 clusters Score: Raw -1902619.906560 + Penalty 3264.253852 = -1899355.652709 nChanged 2 SP:Iteration 112Q (7848.728712 sec): 3 clusters Score: Raw -1902620.090308 + Penalty 3264.253852 = -1899355.836457 nChanged 3 SP:Iteration 113Q (7848.806233 sec): 3 clusters Score: Raw -1902620.929154 + Penalty 3264.253852 = -1899356.675302 nChanged 0 SP:Iteration 114F (7848.893761 sec): 3 clusters Score: Raw -1902620.929154 + Penalty 3264.253852 = -1899356.675302 nChanged 0 Trying to split cluster 11 (2461 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7848.920514 sec): 2 clusters Score: Raw -195834.969212 + Penalty 1268.852496 = -194566.116716 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7848.968013 sec): 3 clusters Score: Raw -194689.487594 + Penalty 2537.704991 = -192151.782603 nChanged 904 SP:Iteration 1F (7849.005069 sec): 3 clusters Score: Raw -195204.780735 + Penalty 2537.704991 = -192667.075743 nChanged 197 SP:Iteration 2F (7849.055485 sec): 3 clusters Score: Raw -195335.114508 + Penalty 2537.704991 = -192797.409516 nChanged 107 SP:Iteration 3Q (7849.110513 sec): 3 clusters Score: Raw -195391.147197 + Penalty 2537.704991 = -192853.442206 nChanged 79 SP:Iteration 4Q (7849.162880 sec): 3 clusters Score: Raw -195425.366086 + Penalty 2537.704991 = -192887.661094 nChanged 56 SP:Iteration 5Q (7849.205611 sec): 3 clusters Score: Raw -195451.839833 + Penalty 2537.704991 = -192914.134842 nChanged 48 SP:Iteration 6Q (7849.242583 sec): 3 clusters Score: Raw -195477.193937 + Penalty 2537.704991 = -192939.488945 nChanged 41 SP:Iteration 7Q (7849.301413 sec): 3 clusters Score: Raw -195497.218035 + Penalty 2537.704991 = -192959.513044 nChanged 35 SP:Iteration 8Q (7849.354172 sec): 3 clusters Score: Raw -195515.965236 + Penalty 2537.704991 = -192978.260244 nChanged 27 SP:Iteration 9Q (7849.401314 sec): 3 clusters Score: Raw -195526.732697 + Penalty 2537.704991 = -192989.027706 nChanged 18 SP:Iteration 10Q (7849.455793 sec): 3 clusters Score: Raw -195535.348858 + Penalty 2537.704991 = -192997.643867 nChanged 15 SP:Iteration 11Q (7849.494060 sec): 3 clusters Score: Raw -195541.250219 + Penalty 2537.704991 = -193003.545228 nChanged 16 SP:Iteration 12Q (7849.539669 sec): 3 clusters Score: Raw -195549.217202 + Penalty 2537.704991 = -193011.512211 nChanged 18 SP:Iteration 13Q (7849.595808 sec): 3 clusters Score: Raw -195558.138463 + Penalty 2537.704991 = -193020.433471 nChanged 16 SP:Iteration 14Q (7849.637782 sec): 3 clusters Score: Raw -195565.539448 + Penalty 2537.704991 = -193027.834457 nChanged 17 SP:Iteration 15Q (7849.684957 sec): 3 clusters Score: Raw -195571.959974 + Penalty 2537.704991 = -193034.254982 nChanged 17 SP:Iteration 16Q (7849.733335 sec): 3 clusters Score: Raw -195579.854893 + Penalty 2537.704991 = -193042.149902 nChanged 14 SP:Iteration 17Q (7849.784588 sec): 3 clusters Score: Raw -195584.270877 + Penalty 2537.704991 = -193046.565886 nChanged 13 SP:Iteration 18Q (7849.823107 sec): 3 clusters Score: Raw -195588.874551 + Penalty 2537.704991 = -193051.169560 nChanged 9 SP:Iteration 19Q (7849.877458 sec): 3 clusters Score: Raw -195591.598367 + Penalty 2537.704991 = -193053.893376 nChanged 4 SP:Iteration 20F (7849.914258 sec): 3 clusters Score: Raw -195593.006647 + Penalty 2537.704991 = -193055.301656 nChanged 2 SP:Iteration 21Q (7849.960322 sec): 3 clusters Score: Raw -195593.583887 + Penalty 2537.704991 = -193055.878896 nChanged 3 SP:Iteration 22Q (7850.006737 sec): 3 clusters Score: Raw -195594.478180 + Penalty 2537.704991 = -193056.773189 nChanged 8 SP:Iteration 23Q (7850.062756 sec): 3 clusters Score: Raw -195597.763906 + Penalty 2537.704991 = -193060.058915 nChanged 5 SP:Iteration 24Q (7850.107873 sec): 3 clusters Score: Raw -195600.164257 + Penalty 2537.704991 = -193062.459266 nChanged 7 SP:Iteration 25Q (7850.160068 sec): 3 clusters Score: Raw -195601.563046 + Penalty 2537.704991 = -193063.858055 nChanged 5 SP:Iteration 26Q (7850.211133 sec): 3 clusters Score: Raw -195602.626399 + Penalty 2537.704991 = -193064.921408 nChanged 2 SP:Iteration 27Q (7850.252358 sec): 3 clusters Score: Raw -195603.227261 + Penalty 2537.704991 = -193065.522270 nChanged 1 SP:Iteration 28Q (7850.299865 sec): 3 clusters Score: Raw -195603.665923 + Penalty 2537.704991 = -193065.960931 nChanged 2 SP:Iteration 29Q (7850.349024 sec): 3 clusters Score: Raw -195604.513197 + Penalty 2537.704991 = -193066.808205 nChanged 2 SP:Iteration 30Q (7850.408489 sec): 3 clusters Score: Raw -195605.585485 + Penalty 2537.704991 = -193067.880494 nChanged 2 SP:Iteration 31Q (7850.452738 sec): 3 clusters Score: Raw -195606.170452 + Penalty 2537.704991 = -193068.465461 nChanged 0 SP:Iteration 32F (7850.490823 sec): 3 clusters Score: Raw -195606.170452 + Penalty 2537.704991 = -193068.465461 nChanged 0 Trying to split cluster 12 (66760 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7850.613279 sec): 2 clusters Score: Raw -5245287.211766 + Penalty 1805.189649 = -5243482.022117 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7850.771027 sec): 3 clusters Score: Raw -5202426.652479 + Penalty 3610.379298 = -5198816.273181 nChanged 31659 SP:Iteration 1F (7850.926703 sec): 3 clusters Score: Raw -5220995.358598 + Penalty 3610.379298 = -5217384.979300 nChanged 3016 SP:Iteration 2Q (7851.083983 sec): 3 clusters Score: Raw -5222004.534893 + Penalty 3610.379298 = -5218394.155595 nChanged 3059 SP:Iteration 3Q (7851.238958 sec): 3 clusters Score: Raw -5223182.162832 + Penalty 3610.379298 = -5219571.783534 nChanged 3290 SP:Iteration 4Q (7851.400645 sec): 3 clusters Score: Raw -5224677.779116 + Penalty 3610.379298 = -5221067.399818 nChanged 3536 SP:Iteration 5F (7851.556386 sec): 3 clusters Score: Raw -5226566.178862 + Penalty 3610.379298 = -5222955.799565 nChanged 3788 SP:Iteration 6F (7851.712364 sec): 3 clusters Score: Raw -5228840.351834 + Penalty 3610.379298 = -5225229.972536 nChanged 3994 SP:Iteration 7F (7851.866779 sec): 3 clusters Score: Raw -5231494.177329 + Penalty 3610.379298 = -5227883.798031 nChanged 3856 SP:Iteration 8F (7852.030238 sec): 3 clusters Score: Raw -5234260.934903 + Penalty 3610.379298 = -5230650.555605 nChanged 3490 SP:Iteration 9F (7852.186949 sec): 3 clusters Score: Raw -5236714.014860 + Penalty 3610.379298 = -5233103.635563 nChanged 2819 SP:Iteration 10Q (7852.348455 sec): 3 clusters Score: Raw -5238439.104716 + Penalty 3610.379298 = -5234828.725419 nChanged 2130 SP:Iteration 11Q (7852.514714 sec): 3 clusters Score: Raw -5239514.403387 + Penalty 3610.379298 = -5235904.024090 nChanged 1600 SP:Iteration 12Q (7852.676881 sec): 3 clusters Score: Raw -5240238.427652 + Penalty 3610.379298 = -5236628.048354 nChanged 1352 SP:Iteration 13Q (7852.814422 sec): 3 clusters Score: Raw -5240816.569031 + Penalty 3610.379298 = -5237206.189733 nChanged 1221 SP:Iteration 14Q (7852.980291 sec): 3 clusters Score: Raw -5241297.375023 + Penalty 3610.379298 = -5237686.995726 nChanged 1082 SP:Iteration 15Q (7853.134375 sec): 3 clusters Score: Raw -5241695.145406 + Penalty 3610.379298 = -5238084.766108 nChanged 954 SP:Iteration 16Q (7853.283103 sec): 3 clusters Score: Raw -5242041.083015 + Penalty 3610.379298 = -5238430.703717 nChanged 899 SP:Iteration 17Q (7853.437293 sec): 3 clusters Score: Raw -5242349.315043 + Penalty 3610.379298 = -5238738.935745 nChanged 817 SP:Iteration 18Q (7853.601258 sec): 3 clusters Score: Raw -5242601.654184 + Penalty 3610.379298 = -5238991.274886 nChanged 685 SP:Iteration 19Q (7853.753008 sec): 3 clusters Score: Raw -5242793.510517 + Penalty 3610.379298 = -5239183.131219 nChanged 661 SP:Iteration 20F (7853.915610 sec): 3 clusters Score: Raw -5242975.978693 + Penalty 3610.379298 = -5239365.599396 nChanged 646 SP:Iteration 21Q (7854.068377 sec): 3 clusters Score: Raw -5243152.196121 + Penalty 3610.379298 = -5239541.816824 nChanged 611 SP:Iteration 22Q (7854.219439 sec): 3 clusters Score: Raw -5243307.334045 + Penalty 3610.379298 = -5239696.954747 nChanged 555 SP:Iteration 23Q (7854.383057 sec): 3 clusters Score: Raw -5243444.328164 + Penalty 3610.379298 = -5239833.948867 nChanged 527 SP:Iteration 24Q (7854.526734 sec): 3 clusters Score: Raw -5243568.311668 + Penalty 3610.379298 = -5239957.932370 nChanged 519 SP:Iteration 25Q (7854.671506 sec): 3 clusters Score: Raw -5243681.697645 + Penalty 3610.379298 = -5240071.318347 nChanged 501 SP:Iteration 26Q (7854.807979 sec): 3 clusters Score: Raw -5243792.214276 + Penalty 3610.379298 = -5240181.834978 nChanged 506 SP:Iteration 27Q (7854.943365 sec): 3 clusters Score: Raw -5243902.080513 + Penalty 3610.379298 = -5240291.701215 nChanged 457 SP:Iteration 28Q (7855.088316 sec): 3 clusters Score: Raw -5243996.258280 + Penalty 3610.379298 = -5240385.878982 nChanged 461 SP:Iteration 29Q (7855.235044 sec): 3 clusters Score: Raw -5244089.800435 + Penalty 3610.379298 = -5240479.421137 nChanged 425 SP:Iteration 30Q (7855.390051 sec): 3 clusters Score: Raw -5244173.262545 + Penalty 3610.379298 = -5240562.883247 nChanged 410 SP:Iteration 31Q (7855.541153 sec): 3 clusters Score: Raw -5244246.736243 + Penalty 3610.379298 = -5240636.356945 nChanged 395 SP:Iteration 32Q (7855.703688 sec): 3 clusters Score: Raw -5244313.851695 + Penalty 3610.379298 = -5240703.472398 nChanged 377 SP:Iteration 33Q (7855.854475 sec): 3 clusters Score: Raw -5244379.707610 + Penalty 3610.379298 = -5240769.328313 nChanged 357 SP:Iteration 34Q (7855.995111 sec): 3 clusters Score: Raw -5244448.238233 + Penalty 3610.379298 = -5240837.858936 nChanged 352 SP:Iteration 35Q (7856.144968 sec): 3 clusters Score: Raw -5244513.090007 + Penalty 3610.379298 = -5240902.710710 nChanged 341 SP:Iteration 36Q (7856.296127 sec): 3 clusters Score: Raw -5244579.099215 + Penalty 3610.379298 = -5240968.719917 nChanged 328 SP:Iteration 37Q (7856.453742 sec): 3 clusters Score: Raw -5244642.151382 + Penalty 3610.379298 = -5241031.772084 nChanged 327 SP:Iteration 38Q (7856.594364 sec): 3 clusters Score: Raw -5244705.254907 + Penalty 3610.379298 = -5241094.875610 nChanged 306 SP:Iteration 39Q (7856.741089 sec): 3 clusters Score: Raw -5244761.138672 + Penalty 3610.379298 = -5241150.759374 nChanged 282 SP:Iteration 40F (7856.893529 sec): 3 clusters Score: Raw -5244809.970865 + Penalty 3610.379298 = -5241199.591567 nChanged 270 SP:Iteration 41Q (7857.034804 sec): 3 clusters Score: Raw -5244856.614495 + Penalty 3610.379298 = -5241246.235197 nChanged 272 SP:Iteration 42Q (7857.177206 sec): 3 clusters Score: Raw -5244907.025501 + Penalty 3610.379298 = -5241296.646203 nChanged 258 SP:Iteration 43Q (7857.317160 sec): 3 clusters Score: Raw -5244953.699613 + Penalty 3610.379298 = -5241343.320315 nChanged 277 SP:Iteration 44Q (7857.462353 sec): 3 clusters Score: Raw -5245005.930942 + Penalty 3610.379298 = -5241395.551644 nChanged 265 SP:Iteration 45Q (7857.609010 sec): 3 clusters Score: Raw -5245056.319484 + Penalty 3610.379298 = -5241445.940186 nChanged 264 SP:Iteration 46Q (7857.752789 sec): 3 clusters Score: Raw -5245104.878880 + Penalty 3610.379298 = -5241494.499583 nChanged 230 SP:Iteration 47Q (7857.894432 sec): 3 clusters Score: Raw -5245146.758205 + Penalty 3610.379298 = -5241536.378907 nChanged 207 SP:Iteration 48Q (7858.040244 sec): 3 clusters Score: Raw -5245184.898518 + Penalty 3610.379298 = -5241574.519221 nChanged 217 SP:Iteration 49Q (7858.189053 sec): 3 clusters Score: Raw -5245223.900508 + Penalty 3610.379298 = -5241613.521211 nChanged 213 SP:Iteration 50Q (7858.330785 sec): 3 clusters Score: Raw -5245262.564564 + Penalty 3610.379298 = -5241652.185267 nChanged 195 SP:Iteration 51Q (7858.466155 sec): 3 clusters Score: Raw -5245297.230665 + Penalty 3610.379298 = -5241686.851367 nChanged 192 SP:Iteration 52Q (7858.614310 sec): 3 clusters Score: Raw -5245329.503165 + Penalty 3610.379298 = -5241719.123867 nChanged 180 SP:Iteration 53Q (7858.748900 sec): 3 clusters Score: Raw -5245360.950756 + Penalty 3610.379298 = -5241750.571459 nChanged 170 SP:Iteration 54Q (7858.890028 sec): 3 clusters Score: Raw -5245393.977158 + Penalty 3610.379298 = -5241783.597860 nChanged 185 SP:Iteration 55Q (7859.024426 sec): 3 clusters Score: Raw -5245431.400382 + Penalty 3610.379298 = -5241821.021084 nChanged 170 SP:Iteration 56Q (7859.156408 sec): 3 clusters Score: Raw -5245464.278648 + Penalty 3610.379298 = -5241853.899350 nChanged 153 SP:Iteration 57Q (7859.278192 sec): 3 clusters Score: Raw -5245493.849829 + Penalty 3610.379298 = -5241883.470531 nChanged 154 SP:Iteration 58Q (7859.411698 sec): 3 clusters Score: Raw -5245525.218770 + Penalty 3610.379298 = -5241914.839472 nChanged 143 SP:Iteration 59Q (7859.546056 sec): 3 clusters Score: Raw -5245557.780019 + Penalty 3610.379298 = -5241947.400721 nChanged 153 SP:Iteration 60F (7859.703078 sec): 3 clusters Score: Raw -5245589.546981 + Penalty 3610.379298 = -5241979.167683 nChanged 128 SP:Iteration 61Q (7859.840853 sec): 3 clusters Score: Raw -5245619.081490 + Penalty 3610.379298 = -5242008.702192 nChanged 126 SP:Iteration 62Q (7859.978888 sec): 3 clusters Score: Raw -5245649.593448 + Penalty 3610.379298 = -5242039.214150 nChanged 139 SP:Iteration 63Q (7860.121533 sec): 3 clusters Score: Raw -5245679.686851 + Penalty 3610.379298 = -5242069.307553 nChanged 127 SP:Iteration 64Q (7860.265896 sec): 3 clusters Score: Raw -5245703.500818 + Penalty 3610.379298 = -5242093.121521 nChanged 108 SP:Iteration 65Q (7860.406530 sec): 3 clusters Score: Raw -5245724.934225 + Penalty 3610.379298 = -5242114.554927 nChanged 98 SP:Iteration 66Q (7860.550792 sec): 3 clusters Score: Raw -5245745.786855 + Penalty 3610.379298 = -5242135.407557 nChanged 98 SP:Iteration 67Q (7860.701050 sec): 3 clusters Score: Raw -5245765.321528 + Penalty 3610.379298 = -5242154.942230 nChanged 106 SP:Iteration 68Q (7860.837126 sec): 3 clusters Score: Raw -5245785.519817 + Penalty 3610.379298 = -5242175.140520 nChanged 84 SP:Iteration 69Q (7860.979919 sec): 3 clusters Score: Raw -5245801.942743 + Penalty 3610.379298 = -5242191.563446 nChanged 67 SP:Iteration 70Q (7861.122290 sec): 3 clusters Score: Raw -5245814.306103 + Penalty 3610.379298 = -5242203.926805 nChanged 61 SP:Iteration 71Q (7861.256045 sec): 3 clusters Score: Raw -5245824.694854 + Penalty 3610.379298 = -5242214.315557 nChanged 52 SP:Iteration 72Q (7861.392684 sec): 3 clusters Score: Raw -5245834.326598 + Penalty 3610.379298 = -5242223.947301 nChanged 55 SP:Iteration 73Q (7861.528932 sec): 3 clusters Score: Raw -5245844.707272 + Penalty 3610.379298 = -5242234.327975 nChanged 52 SP:Iteration 74Q (7861.682732 sec): 3 clusters Score: Raw -5245853.191825 + Penalty 3610.379298 = -5242242.812527 nChanged 46 SP:Iteration 75Q (7861.812667 sec): 3 clusters Score: Raw -5245860.089020 + Penalty 3610.379298 = -5242249.709722 nChanged 33 SP:Iteration 76Q (7861.954563 sec): 3 clusters Score: Raw -5245865.761809 + Penalty 3610.379298 = -5242255.382511 nChanged 30 SP:Iteration 77Q (7862.105708 sec): 3 clusters Score: Raw -5245869.947691 + Penalty 3610.379298 = -5242259.568394 nChanged 26 SP:Iteration 78Q (7862.240901 sec): 3 clusters Score: Raw -5245874.277310 + Penalty 3610.379298 = -5242263.898012 nChanged 30 SP:Iteration 79Q (7862.373244 sec): 3 clusters Score: Raw -5245879.331079 + Penalty 3610.379298 = -5242268.951782 nChanged 22 SP:Iteration 80F (7862.526708 sec): 3 clusters Score: Raw -5245881.788675 + Penalty 3610.379298 = -5242271.409377 nChanged 13 SP:Iteration 81Q (7862.670528 sec): 3 clusters Score: Raw -5245883.494160 + Penalty 3610.379298 = -5242273.114862 nChanged 16 SP:Iteration 82Q (7862.800916 sec): 3 clusters Score: Raw -5245885.063880 + Penalty 3610.379298 = -5242274.684583 nChanged 14 SP:Iteration 83Q (7862.939390 sec): 3 clusters Score: Raw -5245886.939248 + Penalty 3610.379298 = -5242276.559950 nChanged 18 SP:Iteration 84Q (7863.078851 sec): 3 clusters Score: Raw -5245889.829646 + Penalty 3610.379298 = -5242279.450348 nChanged 23 SP:Iteration 85Q (7863.211754 sec): 3 clusters Score: Raw -5245892.783955 + Penalty 3610.379298 = -5242282.404657 nChanged 14 SP:Iteration 86Q (7863.344865 sec): 3 clusters Score: Raw -5245894.829914 + Penalty 3610.379298 = -5242284.450616 nChanged 17 SP:Iteration 87Q (7863.476718 sec): 3 clusters Score: Raw -5245897.738490 + Penalty 3610.379298 = -5242287.359193 nChanged 21 SP:Iteration 88Q (7863.609205 sec): 3 clusters Score: Raw -5245901.008687 + Penalty 3610.379298 = -5242290.629389 nChanged 20 SP:Iteration 89Q (7863.737840 sec): 3 clusters Score: Raw -5245903.166466 + Penalty 3610.379298 = -5242292.787168 nChanged 10 SP:Iteration 90Q (7863.858678 sec): 3 clusters Score: Raw -5245904.275358 + Penalty 3610.379298 = -5242293.896060 nChanged 11 SP:Iteration 91Q (7863.983835 sec): 3 clusters Score: Raw -5245906.352822 + Penalty 3610.379298 = -5242295.973524 nChanged 16 SP:Iteration 92Q (7864.110186 sec): 3 clusters Score: Raw -5245908.584709 + Penalty 3610.379298 = -5242298.205412 nChanged 14 SP:Iteration 93Q (7864.240386 sec): 3 clusters Score: Raw -5245910.371612 + Penalty 3610.379298 = -5242299.992314 nChanged 10 SP:Iteration 94Q (7864.371360 sec): 3 clusters Score: Raw -5245911.809603 + Penalty 3610.379298 = -5242301.430305 nChanged 10 SP:Iteration 95Q (7864.496142 sec): 3 clusters Score: Raw -5245913.267233 + Penalty 3610.379298 = -5242302.887935 nChanged 12 SP:Iteration 96Q (7864.620951 sec): 3 clusters Score: Raw -5245915.015953 + Penalty 3610.379298 = -5242304.636655 nChanged 13 SP:Iteration 97Q (7864.752587 sec): 3 clusters Score: Raw -5245916.402898 + Penalty 3610.379298 = -5242306.023601 nChanged 7 SP:Iteration 98Q (7864.899311 sec): 3 clusters Score: Raw -5245917.439632 + Penalty 3610.379298 = -5242307.060334 nChanged 7 SP:Iteration 99Q (7865.032677 sec): 3 clusters Score: Raw -5245918.241513 + Penalty 3610.379298 = -5242307.862215 nChanged 7 SP:Iteration 100F (7865.195994 sec): 3 clusters Score: Raw -5245919.032703 + Penalty 3610.379298 = -5242308.653405 nChanged 7 SP:Iteration 101Q (7865.334393 sec): 3 clusters Score: Raw -5245920.001504 + Penalty 3610.379298 = -5242309.622207 nChanged 5 SP:Iteration 102Q (7865.456663 sec): 3 clusters Score: Raw -5245920.840796 + Penalty 3610.379298 = -5242310.461498 nChanged 7 SP:Iteration 103Q (7865.597588 sec): 3 clusters Score: Raw -5245921.472451 + Penalty 3610.379298 = -5242311.093153 nChanged 6 SP:Iteration 104Q (7865.734692 sec): 3 clusters Score: Raw -5245922.134324 + Penalty 3610.379298 = -5242311.755027 nChanged 8 SP:Iteration 105Q (7865.873459 sec): 3 clusters Score: Raw -5245922.909666 + Penalty 3610.379298 = -5242312.530369 nChanged 7 SP:Iteration 106Q (7866.013919 sec): 3 clusters Score: Raw -5245923.768504 + Penalty 3610.379298 = -5242313.389206 nChanged 7 SP:Iteration 107Q (7866.145714 sec): 3 clusters Score: Raw -5245924.784750 + Penalty 3610.379298 = -5242314.405452 nChanged 9 SP:Iteration 108Q (7866.283853 sec): 3 clusters Score: Raw -5245926.600698 + Penalty 3610.379298 = -5242316.221400 nChanged 10 SP:Iteration 109Q (7866.431251 sec): 3 clusters Score: Raw -5245927.700184 + Penalty 3610.379298 = -5242317.320886 nChanged 8 SP:Iteration 110Q (7866.555705 sec): 3 clusters Score: Raw -5245928.518137 + Penalty 3610.379298 = -5242318.138840 nChanged 5 SP:Iteration 111Q (7866.692421 sec): 3 clusters Score: Raw -5245928.966387 + Penalty 3610.379298 = -5242318.587089 nChanged 5 SP:Iteration 112Q (7866.845170 sec): 3 clusters Score: Raw -5245929.701808 + Penalty 3610.379298 = -5242319.322510 nChanged 4 SP:Iteration 113Q (7866.978120 sec): 3 clusters Score: Raw -5245930.359806 + Penalty 3610.379298 = -5242319.980508 nChanged 8 SP:Iteration 114Q (7867.124450 sec): 3 clusters Score: Raw -5245931.667893 + Penalty 3610.379298 = -5242321.288595 nChanged 11 SP:Iteration 115Q (7867.252378 sec): 3 clusters Score: Raw -5245933.189427 + Penalty 3610.379298 = -5242322.810129 nChanged 9 SP:Iteration 116Q (7867.380462 sec): 3 clusters Score: Raw -5245934.180364 + Penalty 3610.379298 = -5242323.801066 nChanged 6 SP:Iteration 117Q (7867.523834 sec): 3 clusters Score: Raw -5245934.687936 + Penalty 3610.379298 = -5242324.308639 nChanged 4 SP:Iteration 118Q (7867.646902 sec): 3 clusters Score: Raw -5245935.005867 + Penalty 3610.379298 = -5242324.626569 nChanged 3 SP:Iteration 119Q (7867.788682 sec): 3 clusters Score: Raw -5245935.186098 + Penalty 3610.379298 = -5242324.806800 nChanged 0 SP:Iteration 120F (7867.949512 sec): 3 clusters Score: Raw -5245935.186098 + Penalty 3610.379298 = -5242324.806800 nChanged 0 Trying to split cluster 13 (24196 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7868.024263 sec): 2 clusters Score: Raw -2021859.946580 + Penalty 1640.265674 = -2020219.680906 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7868.104948 sec): 3 clusters Score: Raw -2007213.847247 + Penalty 3280.531348 = -2003933.315899 nChanged 10932 SP:Iteration 1F (7868.198977 sec): 3 clusters Score: Raw -2013237.085899 + Penalty 3280.531348 = -2009956.554551 nChanged 1179 SP:Iteration 2Q (7868.288927 sec): 3 clusters Score: Raw -2013663.086497 + Penalty 3280.531348 = -2010382.555149 nChanged 1143 SP:Iteration 3Q (7868.383847 sec): 3 clusters Score: Raw -2014155.408017 + Penalty 3280.531348 = -2010874.876669 nChanged 1241 SP:Iteration 4F (7868.464714 sec): 3 clusters Score: Raw -2014802.845300 + Penalty 3280.531348 = -2011522.313952 nChanged 1378 SP:Iteration 5F (7868.555688 sec): 3 clusters Score: Raw -2015629.752296 + Penalty 3280.531348 = -2012349.220948 nChanged 1505 SP:Iteration 6F (7868.633099 sec): 3 clusters Score: Raw -2016620.882707 + Penalty 3280.531348 = -2013340.351359 nChanged 1534 SP:Iteration 7F (7868.719650 sec): 3 clusters Score: Raw -2017604.582044 + Penalty 3280.531348 = -2014324.050696 nChanged 1320 SP:Iteration 8F (7868.799761 sec): 3 clusters Score: Raw -2018421.703075 + Penalty 3280.531348 = -2015141.171727 nChanged 1196 SP:Iteration 9Q (7868.874480 sec): 3 clusters Score: Raw -2019118.678877 + Penalty 3280.531348 = -2015838.147529 nChanged 948 SP:Iteration 10Q (7868.960427 sec): 3 clusters Score: Raw -2019582.270261 + Penalty 3280.531348 = -2016301.738913 nChanged 709 SP:Iteration 11Q (7869.047149 sec): 3 clusters Score: Raw -2019835.593013 + Penalty 3280.531348 = -2016555.061665 nChanged 509 SP:Iteration 12Q (7869.134732 sec): 3 clusters Score: Raw -2019983.550078 + Penalty 3280.531348 = -2016703.018730 nChanged 359 SP:Iteration 13Q (7869.223487 sec): 3 clusters Score: Raw -2020066.471914 + Penalty 3280.531348 = -2016785.940566 nChanged 254 SP:Iteration 14Q (7869.308445 sec): 3 clusters Score: Raw -2020109.422370 + Penalty 3280.531348 = -2016828.891022 nChanged 178 SP:Iteration 15Q (7869.395104 sec): 3 clusters Score: Raw -2020138.472994 + Penalty 3280.531348 = -2016857.941646 nChanged 153 SP:Iteration 16Q (7869.483139 sec): 3 clusters Score: Raw -2020159.698858 + Penalty 3280.531348 = -2016879.167510 nChanged 119 SP:Iteration 17Q (7869.559530 sec): 3 clusters Score: Raw -2020178.037695 + Penalty 3280.531348 = -2016897.506347 nChanged 118 SP:Iteration 18Q (7869.655672 sec): 3 clusters Score: Raw -2020196.072360 + Penalty 3280.531348 = -2016915.541012 nChanged 111 SP:Iteration 19Q (7869.713296 sec): 3 clusters Score: Raw -2020213.426543 + Penalty 3280.531348 = -2016932.895195 nChanged 115 SP:Iteration 20F (7869.800972 sec): 3 clusters Score: Raw -2020230.297827 + Penalty 3280.531348 = -2016949.766479 nChanged 110 SP:Iteration 21Q (7869.900920 sec): 3 clusters Score: Raw -2020243.027322 + Penalty 3280.531348 = -2016962.495974 nChanged 79 SP:Iteration 22Q (7869.993006 sec): 3 clusters Score: Raw -2020252.047389 + Penalty 3280.531348 = -2016971.516041 nChanged 81 SP:Iteration 23Q (7870.085135 sec): 3 clusters Score: Raw -2020261.274086 + Penalty 3280.531348 = -2016980.742738 nChanged 66 SP:Iteration 24Q (7870.176951 sec): 3 clusters Score: Raw -2020267.812046 + Penalty 3280.531348 = -2016987.280698 nChanged 59 SP:Iteration 25Q (7870.269033 sec): 3 clusters Score: Raw -2020273.009558 + Penalty 3280.531348 = -2016992.478210 nChanged 47 SP:Iteration 26Q (7870.361130 sec): 3 clusters Score: Raw -2020276.790489 + Penalty 3280.531348 = -2016996.259141 nChanged 47 SP:Iteration 27Q (7870.452695 sec): 3 clusters Score: Raw -2020280.672301 + Penalty 3280.531348 = -2017000.140953 nChanged 50 SP:Iteration 28Q (7870.528317 sec): 3 clusters Score: Raw -2020285.567073 + Penalty 3280.531348 = -2017005.035725 nChanged 57 SP:Iteration 29Q (7870.614237 sec): 3 clusters Score: Raw -2020290.293035 + Penalty 3280.531348 = -2017009.761687 nChanged 51 SP:Iteration 30Q (7870.713589 sec): 3 clusters Score: Raw -2020294.831685 + Penalty 3280.531348 = -2017014.300337 nChanged 51 SP:Iteration 31Q (7870.804937 sec): 3 clusters Score: Raw -2020299.178623 + Penalty 3280.531348 = -2017018.647275 nChanged 48 SP:Iteration 32Q (7870.894791 sec): 3 clusters Score: Raw -2020302.960854 + Penalty 3280.531348 = -2017022.429506 nChanged 43 SP:Iteration 33Q (7870.986749 sec): 3 clusters Score: Raw -2020306.296081 + Penalty 3280.531348 = -2017025.764733 nChanged 39 SP:Iteration 34Q (7871.075394 sec): 3 clusters Score: Raw -2020309.013904 + Penalty 3280.531348 = -2017028.482556 nChanged 34 SP:Iteration 35Q (7871.155709 sec): 3 clusters Score: Raw -2020311.190288 + Penalty 3280.531348 = -2017030.658940 nChanged 23 SP:Iteration 36Q (7871.248204 sec): 3 clusters Score: Raw -2020312.488544 + Penalty 3280.531348 = -2017031.957196 nChanged 25 SP:Iteration 37Q (7871.338530 sec): 3 clusters Score: Raw -2020314.288344 + Penalty 3280.531348 = -2017033.756996 nChanged 23 SP:Iteration 38Q (7871.425182 sec): 3 clusters Score: Raw -2020315.563323 + Penalty 3280.531348 = -2017035.031975 nChanged 21 SP:Iteration 39Q (7871.521453 sec): 3 clusters Score: Raw -2020316.841606 + Penalty 3280.531348 = -2017036.310258 nChanged 16 SP:Iteration 40F (7871.604333 sec): 3 clusters Score: Raw -2020317.794355 + Penalty 3280.531348 = -2017037.263007 nChanged 17 SP:Iteration 41Q (7871.689741 sec): 3 clusters Score: Raw -2020318.598705 + Penalty 3280.531348 = -2017038.067357 nChanged 14 SP:Iteration 42Q (7871.780635 sec): 3 clusters Score: Raw -2020319.283414 + Penalty 3280.531348 = -2017038.752066 nChanged 7 SP:Iteration 43Q (7871.877326 sec): 3 clusters Score: Raw -2020319.610650 + Penalty 3280.531348 = -2017039.079302 nChanged 11 SP:Iteration 44Q (7871.974572 sec): 3 clusters Score: Raw -2020320.316557 + Penalty 3280.531348 = -2017039.785209 nChanged 14 SP:Iteration 45Q (7872.066778 sec): 3 clusters Score: Raw -2020321.175543 + Penalty 3280.531348 = -2017040.644195 nChanged 16 SP:Iteration 46Q (7872.158709 sec): 3 clusters Score: Raw -2020322.516802 + Penalty 3280.531348 = -2017041.985454 nChanged 22 SP:Iteration 47Q (7872.250876 sec): 3 clusters Score: Raw -2020323.976530 + Penalty 3280.531348 = -2017043.445182 nChanged 20 SP:Iteration 48Q (7872.342934 sec): 3 clusters Score: Raw -2020325.409513 + Penalty 3280.531348 = -2017044.878165 nChanged 21 SP:Iteration 49Q (7872.434876 sec): 3 clusters Score: Raw -2020326.577056 + Penalty 3280.531348 = -2017046.045708 nChanged 19 SP:Iteration 50Q (7872.515041 sec): 3 clusters Score: Raw -2020327.648113 + Penalty 3280.531348 = -2017047.116765 nChanged 20 SP:Iteration 51Q (7872.614137 sec): 3 clusters Score: Raw -2020328.705036 + Penalty 3280.531348 = -2017048.173688 nChanged 16 SP:Iteration 52Q (7872.686542 sec): 3 clusters Score: Raw -2020329.595681 + Penalty 3280.531348 = -2017049.064333 nChanged 17 SP:Iteration 53Q (7872.787879 sec): 3 clusters Score: Raw -2020330.818327 + Penalty 3280.531348 = -2017050.286979 nChanged 20 SP:Iteration 54Q (7872.874041 sec): 3 clusters Score: Raw -2020331.990267 + Penalty 3280.531348 = -2017051.458919 nChanged 16 SP:Iteration 55Q (7872.950375 sec): 3 clusters Score: Raw -2020332.836982 + Penalty 3280.531348 = -2017052.305634 nChanged 17 SP:Iteration 56Q (7873.050566 sec): 3 clusters Score: Raw -2020333.937042 + Penalty 3280.531348 = -2017053.405694 nChanged 18 SP:Iteration 57Q (7873.140803 sec): 3 clusters Score: Raw -2020334.901718 + Penalty 3280.531348 = -2017054.370370 nChanged 18 SP:Iteration 58Q (7873.232538 sec): 3 clusters Score: Raw -2020335.677506 + Penalty 3280.531348 = -2017055.146158 nChanged 16 SP:Iteration 59Q (7873.321936 sec): 3 clusters Score: Raw -2020336.801949 + Penalty 3280.531348 = -2017056.270601 nChanged 21 SP:Iteration 60F (7873.408232 sec): 3 clusters Score: Raw -2020337.971001 + Penalty 3280.531348 = -2017057.439653 nChanged 20 SP:Iteration 61Q (7873.493027 sec): 3 clusters Score: Raw -2020339.298878 + Penalty 3280.531348 = -2017058.767530 nChanged 24 SP:Iteration 62Q (7873.582050 sec): 3 clusters Score: Raw -2020340.620876 + Penalty 3280.531348 = -2017060.089528 nChanged 22 SP:Iteration 63Q (7873.683968 sec): 3 clusters Score: Raw -2020342.092893 + Penalty 3280.531348 = -2017061.561545 nChanged 20 SP:Iteration 64Q (7873.768898 sec): 3 clusters Score: Raw -2020343.198229 + Penalty 3280.531348 = -2017062.666881 nChanged 23 SP:Iteration 65Q (7873.853553 sec): 3 clusters Score: Raw -2020344.472299 + Penalty 3280.531348 = -2017063.940951 nChanged 26 SP:Iteration 66Q (7873.944322 sec): 3 clusters Score: Raw -2020346.549545 + Penalty 3280.531348 = -2017066.018197 nChanged 34 SP:Iteration 67Q (7874.039363 sec): 3 clusters Score: Raw -2020349.065040 + Penalty 3280.531348 = -2017068.533692 nChanged 32 SP:Iteration 68Q (7874.133006 sec): 3 clusters Score: Raw -2020350.789134 + Penalty 3280.531348 = -2017070.257786 nChanged 32 SP:Iteration 69Q (7874.215842 sec): 3 clusters Score: Raw -2020352.967048 + Penalty 3280.531348 = -2017072.435700 nChanged 35 SP:Iteration 70Q (7874.296162 sec): 3 clusters Score: Raw -2020355.645609 + Penalty 3280.531348 = -2017075.114261 nChanged 31 SP:Iteration 71Q (7874.389533 sec): 3 clusters Score: Raw -2020357.991121 + Penalty 3280.531348 = -2017077.459773 nChanged 32 SP:Iteration 72Q (7874.473775 sec): 3 clusters Score: Raw -2020360.442246 + Penalty 3280.531348 = -2017079.910898 nChanged 31 SP:Iteration 73Q (7874.568390 sec): 3 clusters Score: Raw -2020363.313796 + Penalty 3280.531348 = -2017082.782448 nChanged 36 SP:Iteration 74Q (7874.649088 sec): 3 clusters Score: Raw -2020366.323013 + Penalty 3280.531348 = -2017085.791665 nChanged 40 SP:Iteration 75Q (7874.730666 sec): 3 clusters Score: Raw -2020369.219368 + Penalty 3280.531348 = -2017088.688020 nChanged 33 SP:Iteration 76Q (7874.815784 sec): 3 clusters Score: Raw -2020371.149763 + Penalty 3280.531348 = -2017090.618415 nChanged 28 SP:Iteration 77Q (7874.889329 sec): 3 clusters Score: Raw -2020372.980286 + Penalty 3280.531348 = -2017092.448938 nChanged 22 SP:Iteration 78Q (7874.977148 sec): 3 clusters Score: Raw -2020374.363213 + Penalty 3280.531348 = -2017093.831865 nChanged 23 SP:Iteration 79Q (7875.060697 sec): 3 clusters Score: Raw -2020376.048028 + Penalty 3280.531348 = -2017095.516680 nChanged 27 SP:Iteration 80F (7875.149099 sec): 3 clusters Score: Raw -2020377.598157 + Penalty 3280.531348 = -2017097.066809 nChanged 23 SP:Iteration 81Q (7875.237330 sec): 3 clusters Score: Raw -2020378.799505 + Penalty 3280.531348 = -2017098.268157 nChanged 19 SP:Iteration 82Q (7875.326927 sec): 3 clusters Score: Raw -2020379.688866 + Penalty 3280.531348 = -2017099.157518 nChanged 24 SP:Iteration 83Q (7875.410406 sec): 3 clusters Score: Raw -2020381.242818 + Penalty 3280.531348 = -2017100.711470 nChanged 38 SP:Iteration 84Q (7875.489120 sec): 3 clusters Score: Raw -2020384.766710 + Penalty 3280.531348 = -2017104.235362 nChanged 39 SP:Iteration 85Q (7875.575258 sec): 3 clusters Score: Raw -2020388.166042 + Penalty 3280.531348 = -2017107.634694 nChanged 55 SP:Iteration 86Q (7875.661425 sec): 3 clusters Score: Raw -2020392.614040 + Penalty 3280.531348 = -2017112.082692 nChanged 53 SP:Iteration 87Q (7875.762776 sec): 3 clusters Score: Raw -2020397.885680 + Penalty 3280.531348 = -2017117.354332 nChanged 62 SP:Iteration 88Q (7875.856515 sec): 3 clusters Score: Raw -2020403.475876 + Penalty 3280.531348 = -2017122.944528 nChanged 61 SP:Iteration 89Q (7875.948161 sec): 3 clusters Score: Raw -2020410.133662 + Penalty 3280.531348 = -2017129.602314 nChanged 81 SP:Iteration 90Q (7876.040066 sec): 3 clusters Score: Raw -2020419.849214 + Penalty 3280.531348 = -2017139.317866 nChanged 82 SP:Iteration 91Q (7876.131915 sec): 3 clusters Score: Raw -2020430.083339 + Penalty 3280.531348 = -2017149.551991 nChanged 88 SP:Iteration 92Q (7876.223695 sec): 3 clusters Score: Raw -2020441.225828 + Penalty 3280.531348 = -2017160.694480 nChanged 84 SP:Iteration 93Q (7876.309344 sec): 3 clusters Score: Raw -2020450.354056 + Penalty 3280.531348 = -2017169.822708 nChanged 68 SP:Iteration 94Q (7876.405313 sec): 3 clusters Score: Raw -2020456.620435 + Penalty 3280.531348 = -2017176.089087 nChanged 71 SP:Iteration 95Q (7876.493713 sec): 3 clusters Score: Raw -2020464.489812 + Penalty 3280.531348 = -2017183.958464 nChanged 74 SP:Iteration 96Q (7876.585453 sec): 3 clusters Score: Raw -2020473.236289 + Penalty 3280.531348 = -2017192.704941 nChanged 82 SP:Iteration 97Q (7876.675812 sec): 3 clusters Score: Raw -2020482.307967 + Penalty 3280.531348 = -2017201.776619 nChanged 95 SP:Iteration 98Q (7876.768012 sec): 3 clusters Score: Raw -2020494.722806 + Penalty 3280.531348 = -2017214.191458 nChanged 85 SP:Iteration 99Q (7876.848799 sec): 3 clusters Score: Raw -2020504.206677 + Penalty 3280.531348 = -2017223.675329 nChanged 82 SP:Iteration 100F (7876.947273 sec): 3 clusters Score: Raw -2020514.105631 + Penalty 3280.531348 = -2017233.574283 nChanged 94 SP:Iteration 101Q (7877.034883 sec): 3 clusters Score: Raw -2020525.097570 + Penalty 3280.531348 = -2017244.566222 nChanged 96 SP:Iteration 102Q (7877.125079 sec): 3 clusters Score: Raw -2020538.761863 + Penalty 3280.531348 = -2017258.230515 nChanged 122 SP:Iteration 103Q (7877.204547 sec): 3 clusters Score: Raw -2020559.524618 + Penalty 3280.531348 = -2017278.993270 nChanged 123 SP:Iteration 104Q (7877.301424 sec): 3 clusters Score: Raw -2020582.293136 + Penalty 3280.531348 = -2017301.761788 nChanged 156 SP:Iteration 105Q (7877.378334 sec): 3 clusters Score: Raw -2020617.371954 + Penalty 3280.531348 = -2017336.840606 nChanged 176 SP:Iteration 106Q (7877.479072 sec): 3 clusters Score: Raw -2020658.964756 + Penalty 3280.531348 = -2017378.433408 nChanged 183 SP:Iteration 107Q (7877.566404 sec): 3 clusters Score: Raw -2020706.980191 + Penalty 3280.531348 = -2017426.448843 nChanged 213 SP:Iteration 108Q (7877.660947 sec): 3 clusters Score: Raw -2020764.669928 + Penalty 3280.531348 = -2017484.138580 nChanged 232 SP:Iteration 109Q (7877.749889 sec): 3 clusters Score: Raw -2020824.291827 + Penalty 3280.531348 = -2017543.760479 nChanged 226 SP:Iteration 110Q (7877.829794 sec): 3 clusters Score: Raw -2020890.297603 + Penalty 3280.531348 = -2017609.766255 nChanged 229 SP:Iteration 111Q (7877.919829 sec): 3 clusters Score: Raw -2020961.010120 + Penalty 3280.531348 = -2017680.478772 nChanged 228 SP:Iteration 112Q (7878.016807 sec): 3 clusters Score: Raw -2021026.304237 + Penalty 3280.531348 = -2017745.772889 nChanged 229 SP:Iteration 113Q (7878.108066 sec): 3 clusters Score: Raw -2021089.483496 + Penalty 3280.531348 = -2017808.952148 nChanged 186 SP:Iteration 114Q (7878.197329 sec): 3 clusters Score: Raw -2021133.617468 + Penalty 3280.531348 = -2017853.086120 nChanged 166 SP:Iteration 115Q (7878.282987 sec): 3 clusters Score: Raw -2021170.486817 + Penalty 3280.531348 = -2017889.955469 nChanged 161 SP:Iteration 116Q (7878.370920 sec): 3 clusters Score: Raw -2021207.232853 + Penalty 3280.531348 = -2017926.701505 nChanged 145 SP:Iteration 117Q (7878.454002 sec): 3 clusters Score: Raw -2021236.049047 + Penalty 3280.531348 = -2017955.517699 nChanged 139 SP:Iteration 118Q (7878.542774 sec): 3 clusters Score: Raw -2021262.482163 + Penalty 3280.531348 = -2017981.950815 nChanged 120 SP:Iteration 119Q (7878.632920 sec): 3 clusters Score: Raw -2021282.304160 + Penalty 3280.531348 = -2018001.772812 nChanged 109 SP:Iteration 120F (7878.724849 sec): 3 clusters Score: Raw -2021298.155893 + Penalty 3280.531348 = -2018017.624545 nChanged 87 SP:Iteration 121Q (7878.813756 sec): 3 clusters Score: Raw -2021312.421634 + Penalty 3280.531348 = -2018031.890286 nChanged 107 SP:Iteration 122Q (7878.902603 sec): 3 clusters Score: Raw -2021328.979738 + Penalty 3280.531348 = -2018048.448390 nChanged 90 SP:Iteration 123Q (7878.990719 sec): 3 clusters Score: Raw -2021344.190145 + Penalty 3280.531348 = -2018063.658797 nChanged 85 SP:Iteration 124Q (7879.079221 sec): 3 clusters Score: Raw -2021358.083746 + Penalty 3280.531348 = -2018077.552398 nChanged 80 SP:Iteration 125Q (7879.144454 sec): 3 clusters Score: Raw -2021370.605582 + Penalty 3280.531348 = -2018090.074234 nChanged 78 SP:Iteration 126Q (7879.232274 sec): 3 clusters Score: Raw -2021381.041992 + Penalty 3280.531348 = -2018100.510644 nChanged 63 SP:Iteration 127Q (7879.317280 sec): 3 clusters Score: Raw -2021389.053567 + Penalty 3280.531348 = -2018108.522219 nChanged 64 SP:Iteration 128Q (7879.412793 sec): 3 clusters Score: Raw -2021397.990387 + Penalty 3280.531348 = -2018117.459039 nChanged 73 SP:Iteration 129Q (7879.493445 sec): 3 clusters Score: Raw -2021408.809713 + Penalty 3280.531348 = -2018128.278365 nChanged 71 SP:Iteration 130Q (7879.577847 sec): 3 clusters Score: Raw -2021417.213628 + Penalty 3280.531348 = -2018136.682280 nChanged 60 SP:Iteration 131Q (7879.661340 sec): 3 clusters Score: Raw -2021423.607520 + Penalty 3280.531348 = -2018143.076172 nChanged 53 SP:Iteration 132Q (7879.751117 sec): 3 clusters Score: Raw -2021430.129379 + Penalty 3280.531348 = -2018149.598031 nChanged 59 SP:Iteration 133Q (7879.834735 sec): 3 clusters Score: Raw -2021438.885717 + Penalty 3280.531348 = -2018158.354369 nChanged 77 SP:Iteration 134Q (7879.916126 sec): 3 clusters Score: Raw -2021450.697631 + Penalty 3280.531348 = -2018170.166283 nChanged 76 SP:Iteration 135Q (7880.001061 sec): 3 clusters Score: Raw -2021462.366809 + Penalty 3280.531348 = -2018181.835461 nChanged 84 SP:Iteration 136Q (7880.085656 sec): 3 clusters Score: Raw -2021474.677854 + Penalty 3280.531348 = -2018194.146506 nChanged 80 SP:Iteration 137Q (7880.174677 sec): 3 clusters Score: Raw -2021484.908109 + Penalty 3280.531348 = -2018204.376761 nChanged 68 SP:Iteration 138Q (7880.246800 sec): 3 clusters Score: Raw -2021493.027488 + Penalty 3280.531348 = -2018212.496140 nChanged 72 SP:Iteration 139Q (7880.338700 sec): 3 clusters Score: Raw -2021502.651261 + Penalty 3280.531348 = -2018222.119913 nChanged 74 SP:Iteration 140F (7880.416165 sec): 3 clusters Score: Raw -2021512.918357 + Penalty 3280.531348 = -2018232.387009 nChanged 67 SP:Iteration 141Q (7880.499057 sec): 3 clusters Score: Raw -2021521.514941 + Penalty 3280.531348 = -2018240.983593 nChanged 71 SP:Iteration 142Q (7880.582519 sec): 3 clusters Score: Raw -2021531.282600 + Penalty 3280.531348 = -2018250.751252 nChanged 66 SP:Iteration 143Q (7880.665740 sec): 3 clusters Score: Raw -2021539.980820 + Penalty 3280.531348 = -2018259.449472 nChanged 60 SP:Iteration 144Q (7880.748761 sec): 3 clusters Score: Raw -2021548.013421 + Penalty 3280.531348 = -2018267.482073 nChanged 67 SP:Iteration 145Q (7880.825562 sec): 3 clusters Score: Raw -2021558.568804 + Penalty 3280.531348 = -2018278.037456 nChanged 73 SP:Iteration 146Q (7880.906599 sec): 3 clusters Score: Raw -2021568.220961 + Penalty 3280.531348 = -2018287.689613 nChanged 72 SP:Iteration 147Q (7880.981048 sec): 3 clusters Score: Raw -2021578.554552 + Penalty 3280.531348 = -2018298.023204 nChanged 68 SP:Iteration 148Q (7881.065990 sec): 3 clusters Score: Raw -2021589.116309 + Penalty 3280.531348 = -2018308.584961 nChanged 77 SP:Iteration 149Q (7881.135347 sec): 3 clusters Score: Raw -2021601.534804 + Penalty 3280.531348 = -2018321.003456 nChanged 79 SP:Iteration 150Q (7881.222307 sec): 3 clusters Score: Raw -2021615.890542 + Penalty 3280.531348 = -2018335.359194 nChanged 81 SP:Iteration 151Q (7881.309924 sec): 3 clusters Score: Raw -2021632.417162 + Penalty 3280.531348 = -2018351.885814 nChanged 76 SP:Iteration 152Q (7881.382789 sec): 3 clusters Score: Raw -2021646.190688 + Penalty 3280.531348 = -2018365.659340 nChanged 67 SP:Iteration 153Q (7881.465991 sec): 3 clusters Score: Raw -2021657.197821 + Penalty 3280.531348 = -2018376.666473 nChanged 65 SP:Iteration 154Q (7881.548990 sec): 3 clusters Score: Raw -2021667.431491 + Penalty 3280.531348 = -2018386.900143 nChanged 58 SP:Iteration 155Q (7881.645013 sec): 3 clusters Score: Raw -2021676.642167 + Penalty 3280.531348 = -2018396.110819 nChanged 55 SP:Iteration 156Q (7881.713262 sec): 3 clusters Score: Raw -2021688.411197 + Penalty 3280.531348 = -2018407.879849 nChanged 60 SP:Iteration 157Q (7881.798590 sec): 3 clusters Score: Raw -2021701.754219 + Penalty 3280.531348 = -2018421.222871 nChanged 70 SP:Iteration 158Q (7881.875325 sec): 3 clusters Score: Raw -2021715.701048 + Penalty 3280.531348 = -2018435.169700 nChanged 63 SP:Iteration 159Q (7881.960491 sec): 3 clusters Score: Raw -2021728.701959 + Penalty 3280.531348 = -2018448.170611 nChanged 66 SP:Iteration 160F (7882.044498 sec): 3 clusters Score: Raw -2021740.729264 + Penalty 3280.531348 = -2018460.197916 nChanged 59 SP:Iteration 161Q (7882.132881 sec): 3 clusters Score: Raw -2021751.965309 + Penalty 3280.531348 = -2018471.433961 nChanged 59 SP:Iteration 162Q (7882.205579 sec): 3 clusters Score: Raw -2021764.171404 + Penalty 3280.531348 = -2018483.640056 nChanged 68 SP:Iteration 163Q (7882.253203 sec): 3 clusters Score: Raw -2021778.118443 + Penalty 3280.531348 = -2018497.587095 nChanged 61 SP:Iteration 164Q (7882.300653 sec): 3 clusters Score: Raw -2021787.497467 + Penalty 3280.531348 = -2018506.966119 nChanged 54 SP:Iteration 165Q (7882.348326 sec): 3 clusters Score: Raw -2021795.205808 + Penalty 3280.531348 = -2018514.674460 nChanged 48 SP:Iteration 166Q (7882.432415 sec): 3 clusters Score: Raw -2021801.992754 + Penalty 3280.531348 = -2018521.461406 nChanged 40 SP:Iteration 167Q (7882.513865 sec): 3 clusters Score: Raw -2021806.553536 + Penalty 3280.531348 = -2018526.022188 nChanged 31 SP:Iteration 168Q (7882.588281 sec): 3 clusters Score: Raw -2021810.842952 + Penalty 3280.531348 = -2018530.311604 nChanged 37 SP:Iteration 169Q (7882.667906 sec): 3 clusters Score: Raw -2021816.143297 + Penalty 3280.531348 = -2018535.611949 nChanged 34 SP:Iteration 170Q (7882.746242 sec): 3 clusters Score: Raw -2021821.531272 + Penalty 3280.531348 = -2018540.999924 nChanged 34 SP:Iteration 171Q (7882.839920 sec): 3 clusters Score: Raw -2021828.131453 + Penalty 3280.531348 = -2018547.600105 nChanged 39 SP:Iteration 172Q (7882.921337 sec): 3 clusters Score: Raw -2021834.832913 + Penalty 3280.531348 = -2018554.301565 nChanged 36 SP:Iteration 173Q (7883.005515 sec): 3 clusters Score: Raw -2021840.849174 + Penalty 3280.531348 = -2018560.317826 nChanged 39 SP:Iteration 174Q (7883.079295 sec): 3 clusters Score: Raw -2021846.348046 + Penalty 3280.531348 = -2018565.816698 nChanged 23 SP:Iteration 175Q (7883.157104 sec): 3 clusters Score: Raw -2021849.430673 + Penalty 3280.531348 = -2018568.899325 nChanged 21 SP:Iteration 176Q (7883.227518 sec): 3 clusters Score: Raw -2021852.730963 + Penalty 3280.531348 = -2018572.199615 nChanged 25 SP:Iteration 177Q (7883.312130 sec): 3 clusters Score: Raw -2021855.925928 + Penalty 3280.531348 = -2018575.394580 nChanged 27 SP:Iteration 178Q (7883.402374 sec): 3 clusters Score: Raw -2021860.278965 + Penalty 3280.531348 = -2018579.747617 nChanged 32 SP:Iteration 179Q (7883.486905 sec): 3 clusters Score: Raw -2021865.205041 + Penalty 3280.531348 = -2018584.673693 nChanged 25 SP:Iteration 180F (7883.577647 sec): 3 clusters Score: Raw -2021869.392487 + Penalty 3280.531348 = -2018588.861139 nChanged 33 SP:Iteration 181Q (7883.649417 sec): 3 clusters Score: Raw -2021874.201172 + Penalty 3280.531348 = -2018593.669824 nChanged 28 SP:Iteration 182Q (7883.723371 sec): 3 clusters Score: Raw -2021878.920560 + Penalty 3280.531348 = -2018598.389212 nChanged 34 SP:Iteration 183Q (7883.806229 sec): 3 clusters Score: Raw -2021884.975630 + Penalty 3280.531348 = -2018604.444282 nChanged 41 SP:Iteration 184Q (7883.898495 sec): 3 clusters Score: Raw -2021892.209259 + Penalty 3280.531348 = -2018611.677911 nChanged 46 SP:Iteration 185Q (7883.970243 sec): 3 clusters Score: Raw -2021900.409825 + Penalty 3280.531348 = -2018619.878477 nChanged 37 SP:Iteration 186Q (7884.053825 sec): 3 clusters Score: Raw -2021906.917454 + Penalty 3280.531348 = -2018626.386106 nChanged 43 SP:Iteration 187Q (7884.147929 sec): 3 clusters Score: Raw -2021914.208696 + Penalty 3280.531348 = -2018633.677348 nChanged 36 SP:Iteration 188Q (7884.234027 sec): 3 clusters Score: Raw -2021920.300627 + Penalty 3280.531348 = -2018639.769279 nChanged 34 SP:Iteration 189Q (7884.317863 sec): 3 clusters Score: Raw -2021926.611280 + Penalty 3280.531348 = -2018646.079932 nChanged 45 SP:Iteration 190Q (7884.401838 sec): 3 clusters Score: Raw -2021933.515162 + Penalty 3280.531348 = -2018652.983814 nChanged 39 SP:Iteration 191Q (7884.478590 sec): 3 clusters Score: Raw -2021939.996692 + Penalty 3280.531348 = -2018659.465344 nChanged 39 SP:Iteration 192Q (7884.559059 sec): 3 clusters Score: Raw -2021946.956638 + Penalty 3280.531348 = -2018666.425290 nChanged 32 SP:Iteration 193Q (7884.640174 sec): 3 clusters Score: Raw -2021951.652553 + Penalty 3280.531348 = -2018671.121205 nChanged 33 SP:Iteration 194Q (7884.732760 sec): 3 clusters Score: Raw -2021956.845103 + Penalty 3280.531348 = -2018676.313755 nChanged 29 SP:Iteration 195Q (7884.811366 sec): 3 clusters Score: Raw -2021961.368027 + Penalty 3280.531348 = -2018680.836679 nChanged 23 SP:Iteration 196Q (7884.895555 sec): 3 clusters Score: Raw -2021965.892330 + Penalty 3280.531348 = -2018685.360982 nChanged 28 SP:Iteration 197Q (7884.979979 sec): 3 clusters Score: Raw -2021972.794655 + Penalty 3280.531348 = -2018692.263307 nChanged 47 SP:Iteration 198Q (7885.063821 sec): 3 clusters Score: Raw -2021982.530026 + Penalty 3280.531348 = -2018701.998678 nChanged 34 SP:Iteration 199Q (7885.147951 sec): 3 clusters Score: Raw -2021989.812596 + Penalty 3280.531348 = -2018709.281248 nChanged 35 SP:Iteration 200F (7885.239856 sec): 3 clusters Score: Raw -2021997.380867 + Penalty 3280.531348 = -2018716.849519 nChanged 38 SP:Iteration 201Q (7885.324098 sec): 3 clusters Score: Raw -2022005.116896 + Penalty 3280.531348 = -2018724.585548 nChanged 18 SP:Iteration 202Q (7885.404945 sec): 3 clusters Score: Raw -2022008.044605 + Penalty 3280.531348 = -2018727.513257 nChanged 16 SP:Iteration 203Q (7885.483601 sec): 3 clusters Score: Raw -2022010.402690 + Penalty 3280.531348 = -2018729.871342 nChanged 14 SP:Iteration 204Q (7885.549556 sec): 3 clusters Score: Raw -2022013.205560 + Penalty 3280.531348 = -2018732.674212 nChanged 16 SP:Iteration 205Q (7885.624904 sec): 3 clusters Score: Raw -2022015.603933 + Penalty 3280.531348 = -2018735.072585 nChanged 18 SP:Iteration 206Q (7885.709169 sec): 3 clusters Score: Raw -2022019.229935 + Penalty 3280.531348 = -2018738.698587 nChanged 16 SP:Iteration 207Q (7885.786823 sec): 3 clusters Score: Raw -2022021.626112 + Penalty 3280.531348 = -2018741.094764 nChanged 10 SP:Iteration 208Q (7885.862120 sec): 3 clusters Score: Raw -2022023.119094 + Penalty 3280.531348 = -2018742.587746 nChanged 8 SP:Iteration 209Q (7885.941090 sec): 3 clusters Score: Raw -2022024.950901 + Penalty 3280.531348 = -2018744.419553 nChanged 9 SP:Iteration 210Q (7886.020783 sec): 3 clusters Score: Raw -2022027.037828 + Penalty 3280.531348 = -2018746.506480 nChanged 10 SP:Iteration 211Q (7886.087139 sec): 3 clusters Score: Raw -2022028.849031 + Penalty 3280.531348 = -2018748.317683 nChanged 8 SP:Iteration 212Q (7886.169496 sec): 3 clusters Score: Raw -2022031.041980 + Penalty 3280.531348 = -2018750.510632 nChanged 12 SP:Iteration 213Q (7886.249360 sec): 3 clusters Score: Raw -2022032.364928 + Penalty 3280.531348 = -2018751.833580 nChanged 4 SP:Iteration 214Q (7886.329804 sec): 3 clusters Score: Raw -2022032.943791 + Penalty 3280.531348 = -2018752.412443 nChanged 3 SP:Iteration 215Q (7886.407180 sec): 3 clusters Score: Raw -2022033.142047 + Penalty 3280.531348 = -2018752.610699 nChanged 1 SP:Iteration 216Q (7886.483343 sec): 3 clusters Score: Raw -2022033.240521 + Penalty 3280.531348 = -2018752.709173 nChanged 0 SP:Iteration 217F (7886.569193 sec): 3 clusters Score: Raw -2022033.240521 + Penalty 3280.531348 = -2018752.709173 nChanged 0 Trying to split cluster 14 (24078 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7886.631924 sec): 2 clusters Score: Raw -2038289.140520 + Penalty 1639.471249 = -2036649.669271 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7886.713260 sec): 3 clusters Score: Raw -2023688.809877 + Penalty 3278.942498 = -2020409.867379 nChanged 10908 SP:Iteration 1F (7886.814321 sec): 3 clusters Score: Raw -2030089.181107 + Penalty 3278.942498 = -2026810.238610 nChanged 1546 SP:Iteration 2F (7886.906259 sec): 3 clusters Score: Raw -2030989.683912 + Penalty 3278.942498 = -2027710.741415 nChanged 1753 SP:Iteration 3F (7886.994386 sec): 3 clusters Score: Raw -2032145.933806 + Penalty 3278.942498 = -2028866.991308 nChanged 1805 SP:Iteration 4F (7887.086650 sec): 3 clusters Score: Raw -2033385.939987 + Penalty 3278.942498 = -2030106.997489 nChanged 1713 SP:Iteration 5F (7887.174283 sec): 3 clusters Score: Raw -2034568.611852 + Penalty 3278.942498 = -2031289.669354 nChanged 1459 SP:Iteration 6F (7887.264850 sec): 3 clusters Score: Raw -2035448.495032 + Penalty 3278.942498 = -2032169.552534 nChanged 1133 SP:Iteration 7Q (7887.349188 sec): 3 clusters Score: Raw -2036031.891955 + Penalty 3278.942498 = -2032752.949457 nChanged 776 SP:Iteration 8Q (7887.448682 sec): 3 clusters Score: Raw -2036391.642943 + Penalty 3278.942498 = -2033112.700445 nChanged 595 SP:Iteration 9Q (7887.540707 sec): 3 clusters Score: Raw -2036683.556661 + Penalty 3278.942498 = -2033404.614163 nChanged 492 SP:Iteration 10Q (7887.632760 sec): 3 clusters Score: Raw -2036924.508642 + Penalty 3278.942498 = -2033645.566144 nChanged 407 SP:Iteration 11Q (7887.716657 sec): 3 clusters Score: Raw -2037137.338806 + Penalty 3278.942498 = -2033858.396308 nChanged 373 SP:Iteration 12Q (7887.800160 sec): 3 clusters Score: Raw -2037378.737906 + Penalty 3278.942498 = -2034099.795408 nChanged 353 SP:Iteration 13Q (7887.900025 sec): 3 clusters Score: Raw -2037665.059649 + Penalty 3278.942498 = -2034386.117151 nChanged 351 SP:Iteration 14Q (7887.986789 sec): 3 clusters Score: Raw -2037951.994481 + Penalty 3278.942498 = -2034673.051983 nChanged 329 SP:Iteration 15Q (7888.071253 sec): 3 clusters Score: Raw -2038168.533611 + Penalty 3278.942498 = -2034889.591113 nChanged 256 SP:Iteration 16Q (7888.159407 sec): 3 clusters Score: Raw -2038326.994840 + Penalty 3278.942498 = -2035048.052342 nChanged 212 SP:Iteration 17Q (7888.243299 sec): 3 clusters Score: Raw -2038425.646027 + Penalty 3278.942498 = -2035146.703529 nChanged 173 SP:Iteration 18Q (7888.316766 sec): 3 clusters Score: Raw -2038485.354231 + Penalty 3278.942498 = -2035206.411733 nChanged 145 SP:Iteration 19Q (7888.401773 sec): 3 clusters Score: Raw -2038540.255863 + Penalty 3278.942498 = -2035261.313365 nChanged 142 SP:Iteration 20F (7888.495158 sec): 3 clusters Score: Raw -2038600.598597 + Penalty 3278.942498 = -2035321.656099 nChanged 132 SP:Iteration 21Q (7888.588891 sec): 3 clusters Score: Raw -2038653.349216 + Penalty 3278.942498 = -2035374.406718 nChanged 106 SP:Iteration 22Q (7888.667385 sec): 3 clusters Score: Raw -2038688.859514 + Penalty 3278.942498 = -2035409.917016 nChanged 84 SP:Iteration 23Q (7888.740049 sec): 3 clusters Score: Raw -2038713.734265 + Penalty 3278.942498 = -2035434.791767 nChanged 74 SP:Iteration 24Q (7888.786654 sec): 3 clusters Score: Raw -2038736.061558 + Penalty 3278.942498 = -2035457.119061 nChanged 64 SP:Iteration 25Q (7888.832836 sec): 3 clusters Score: Raw -2038754.669218 + Penalty 3278.942498 = -2035475.726720 nChanged 62 SP:Iteration 26Q (7888.879826 sec): 3 clusters Score: Raw -2038773.161340 + Penalty 3278.942498 = -2035494.218842 nChanged 58 SP:Iteration 27Q (7888.959291 sec): 3 clusters Score: Raw -2038787.398094 + Penalty 3278.942498 = -2035508.455596 nChanged 45 SP:Iteration 28Q (7889.054798 sec): 3 clusters Score: Raw -2038796.474524 + Penalty 3278.942498 = -2035517.532026 nChanged 48 SP:Iteration 29Q (7889.125667 sec): 3 clusters Score: Raw -2038807.293523 + Penalty 3278.942498 = -2035528.351026 nChanged 60 SP:Iteration 30Q (7889.211379 sec): 3 clusters Score: Raw -2038821.887372 + Penalty 3278.942498 = -2035542.944874 nChanged 51 SP:Iteration 31Q (7889.257200 sec): 3 clusters Score: Raw -2038832.845425 + Penalty 3278.942498 = -2035553.902928 nChanged 40 SP:Iteration 32Q (7889.303177 sec): 3 clusters Score: Raw -2038840.120751 + Penalty 3278.942498 = -2035561.178253 nChanged 31 SP:Iteration 33Q (7889.358141 sec): 3 clusters Score: Raw -2038846.081856 + Penalty 3278.942498 = -2035567.139358 nChanged 36 SP:Iteration 34Q (7889.404088 sec): 3 clusters Score: Raw -2038855.051574 + Penalty 3278.942498 = -2035576.109076 nChanged 28 SP:Iteration 35Q (7889.495030 sec): 3 clusters Score: Raw -2038860.653413 + Penalty 3278.942498 = -2035581.710915 nChanged 28 SP:Iteration 36Q (7889.565957 sec): 3 clusters Score: Raw -2038866.829129 + Penalty 3278.942498 = -2035587.886632 nChanged 26 SP:Iteration 37Q (7889.648885 sec): 3 clusters Score: Raw -2038873.488552 + Penalty 3278.942498 = -2035594.546054 nChanged 21 SP:Iteration 38Q (7889.732445 sec): 3 clusters Score: Raw -2038877.438701 + Penalty 3278.942498 = -2035598.496203 nChanged 17 SP:Iteration 39Q (7889.813553 sec): 3 clusters Score: Raw -2038880.356751 + Penalty 3278.942498 = -2035601.414254 nChanged 11 SP:Iteration 40F (7889.905780 sec): 3 clusters Score: Raw -2038881.917614 + Penalty 3278.942498 = -2035602.975116 nChanged 9 SP:Iteration 41Q (7889.985425 sec): 3 clusters Score: Raw -2038883.419222 + Penalty 3278.942498 = -2035604.476724 nChanged 12 SP:Iteration 42Q (7890.063314 sec): 3 clusters Score: Raw -2038885.220007 + Penalty 3278.942498 = -2035606.277509 nChanged 13 SP:Iteration 43Q (7890.150562 sec): 3 clusters Score: Raw -2038887.542723 + Penalty 3278.942498 = -2035608.600225 nChanged 19 SP:Iteration 44Q (7890.233866 sec): 3 clusters Score: Raw -2038891.305335 + Penalty 3278.942498 = -2035612.362837 nChanged 24 SP:Iteration 45Q (7890.315702 sec): 3 clusters Score: Raw -2038896.319979 + Penalty 3278.942498 = -2035617.377481 nChanged 28 SP:Iteration 46Q (7890.395530 sec): 3 clusters Score: Raw -2038902.911133 + Penalty 3278.942498 = -2035623.968636 nChanged 30 SP:Iteration 47Q (7890.478533 sec): 3 clusters Score: Raw -2038909.296829 + Penalty 3278.942498 = -2035630.354331 nChanged 21 SP:Iteration 48Q (7890.559283 sec): 3 clusters Score: Raw -2038913.720127 + Penalty 3278.942498 = -2035634.777629 nChanged 20 SP:Iteration 49Q (7890.642583 sec): 3 clusters Score: Raw -2038917.115675 + Penalty 3278.942498 = -2035638.173177 nChanged 15 SP:Iteration 50Q (7890.725259 sec): 3 clusters Score: Raw -2038920.358743 + Penalty 3278.942498 = -2035641.416245 nChanged 15 SP:Iteration 51Q (7890.799962 sec): 3 clusters Score: Raw -2038923.445970 + Penalty 3278.942498 = -2035644.503473 nChanged 17 SP:Iteration 52Q (7890.889636 sec): 3 clusters Score: Raw -2038927.521071 + Penalty 3278.942498 = -2035648.578574 nChanged 23 SP:Iteration 53Q (7890.963073 sec): 3 clusters Score: Raw -2038932.932938 + Penalty 3278.942498 = -2035653.990440 nChanged 22 SP:Iteration 54Q (7891.018860 sec): 3 clusters Score: Raw -2038939.310845 + Penalty 3278.942498 = -2035660.368348 nChanged 20 SP:Iteration 55Q (7891.098258 sec): 3 clusters Score: Raw -2038943.201281 + Penalty 3278.942498 = -2035664.258783 nChanged 19 SP:Iteration 56Q (7891.176684 sec): 3 clusters Score: Raw -2038946.104410 + Penalty 3278.942498 = -2035667.161912 nChanged 12 SP:Iteration 57Q (7891.258457 sec): 3 clusters Score: Raw -2038948.750315 + Penalty 3278.942498 = -2035669.807818 nChanged 12 SP:Iteration 58Q (7891.312385 sec): 3 clusters Score: Raw -2038951.245550 + Penalty 3278.942498 = -2035672.303052 nChanged 12 SP:Iteration 59Q (7891.393438 sec): 3 clusters Score: Raw -2038952.733843 + Penalty 3278.942498 = -2035673.791345 nChanged 6 SP:Iteration 60F (7891.480211 sec): 3 clusters Score: Raw -2038953.806960 + Penalty 3278.942498 = -2035674.864462 nChanged 5 SP:Iteration 61Q (7891.551663 sec): 3 clusters Score: Raw -2038955.121932 + Penalty 3278.942498 = -2035676.179434 nChanged 5 SP:Iteration 62Q (7891.630165 sec): 3 clusters Score: Raw -2038955.993944 + Penalty 3278.942498 = -2035677.051446 nChanged 2 SP:Iteration 63Q (7891.703061 sec): 3 clusters Score: Raw -2038956.236978 + Penalty 3278.942498 = -2035677.294481 nChanged 3 SP:Iteration 64Q (7891.779717 sec): 3 clusters Score: Raw -2038956.810812 + Penalty 3278.942498 = -2035677.868314 nChanged 3 SP:Iteration 65Q (7891.860348 sec): 3 clusters Score: Raw -2038957.200553 + Penalty 3278.942498 = -2035678.258055 nChanged 3 SP:Iteration 66Q (7891.923050 sec): 3 clusters Score: Raw -2038957.750189 + Penalty 3278.942498 = -2035678.807691 nChanged 4 SP:Iteration 67Q (7891.996651 sec): 3 clusters Score: Raw -2038958.703099 + Penalty 3278.942498 = -2035679.760601 nChanged 4 SP:Iteration 68Q (7892.086147 sec): 3 clusters Score: Raw -2038959.722996 + Penalty 3278.942498 = -2035680.780498 nChanged 5 SP:Iteration 69Q (7892.169772 sec): 3 clusters Score: Raw -2038960.919201 + Penalty 3278.942498 = -2035681.976703 nChanged 8 SP:Iteration 70Q (7892.237515 sec): 3 clusters Score: Raw -2038962.964780 + Penalty 3278.942498 = -2035684.022282 nChanged 6 SP:Iteration 71Q (7892.326160 sec): 3 clusters Score: Raw -2038963.982553 + Penalty 3278.942498 = -2035685.040055 nChanged 3 SP:Iteration 72Q (7892.399359 sec): 3 clusters Score: Raw -2038964.410358 + Penalty 3278.942498 = -2035685.467860 nChanged 2 SP:Iteration 73Q (7892.484376 sec): 3 clusters Score: Raw -2038964.830919 + Penalty 3278.942498 = -2035685.888421 nChanged 3 SP:Iteration 74Q (7892.566920 sec): 3 clusters Score: Raw -2038965.255960 + Penalty 3278.942498 = -2035686.313462 nChanged 2 SP:Iteration 75Q (7892.648086 sec): 3 clusters Score: Raw -2038965.879357 + Penalty 3278.942498 = -2035686.936859 nChanged 2 SP:Iteration 76Q (7892.689276 sec): 3 clusters Score: Raw -2038966.100678 + Penalty 3278.942498 = -2035687.158180 nChanged 1 SP:Iteration 77Q (7892.769157 sec): 3 clusters Score: Raw -2038966.320668 + Penalty 3278.942498 = -2035687.378170 nChanged 5 SP:Iteration 78Q (7892.863302 sec): 3 clusters Score: Raw -2038966.843042 + Penalty 3278.942498 = -2035687.900544 nChanged 4 SP:Iteration 79Q (7892.934969 sec): 3 clusters Score: Raw -2038967.693476 + Penalty 3278.942498 = -2035688.750979 nChanged 3 SP:Iteration 80F (7893.036346 sec): 3 clusters Score: Raw -2038968.134766 + Penalty 3278.942498 = -2035689.192268 nChanged 3 SP:Iteration 81Q (7893.106898 sec): 3 clusters Score: Raw -2038968.431702 + Penalty 3278.942498 = -2035689.489204 nChanged 1 SP:Iteration 82Q (7893.191233 sec): 3 clusters Score: Raw -2038968.681744 + Penalty 3278.942498 = -2035689.739246 nChanged 3 SP:Iteration 83Q (7893.271527 sec): 3 clusters Score: Raw -2038969.513793 + Penalty 3278.942498 = -2035690.571295 nChanged 5 SP:Iteration 84Q (7893.355034 sec): 3 clusters Score: Raw -2038970.670755 + Penalty 3278.942498 = -2035691.728257 nChanged 1 SP:Iteration 85Q (7893.439816 sec): 3 clusters Score: Raw -2038970.893739 + Penalty 3278.942498 = -2035691.951241 nChanged 3 SP:Iteration 86Q (7893.521692 sec): 3 clusters Score: Raw -2038971.728433 + Penalty 3278.942498 = -2035692.785935 nChanged 4 SP:Iteration 87Q (7893.615016 sec): 3 clusters Score: Raw -2038972.582786 + Penalty 3278.942498 = -2035693.640289 nChanged 8 SP:Iteration 88Q (7893.696799 sec): 3 clusters Score: Raw -2038974.314935 + Penalty 3278.942498 = -2035695.372437 nChanged 7 SP:Iteration 89Q (7893.778768 sec): 3 clusters Score: Raw -2038975.799798 + Penalty 3278.942498 = -2035696.857300 nChanged 7 SP:Iteration 90Q (7893.861681 sec): 3 clusters Score: Raw -2038977.710479 + Penalty 3278.942498 = -2035698.767981 nChanged 5 SP:Iteration 91Q (7893.932504 sec): 3 clusters Score: Raw -2038978.389106 + Penalty 3278.942498 = -2035699.446608 nChanged 4 SP:Iteration 92Q (7894.022353 sec): 3 clusters Score: Raw -2038979.159481 + Penalty 3278.942498 = -2035700.216984 nChanged 7 SP:Iteration 93Q (7894.104768 sec): 3 clusters Score: Raw -2038980.414242 + Penalty 3278.942498 = -2035701.471744 nChanged 6 SP:Iteration 94Q (7894.186614 sec): 3 clusters Score: Raw -2038981.157392 + Penalty 3278.942498 = -2035702.214894 nChanged 3 SP:Iteration 95Q (7894.268168 sec): 3 clusters Score: Raw -2038981.788358 + Penalty 3278.942498 = -2035702.845860 nChanged 5 SP:Iteration 96Q (7894.350638 sec): 3 clusters Score: Raw -2038982.645162 + Penalty 3278.942498 = -2035703.702664 nChanged 3 SP:Iteration 97Q (7894.430934 sec): 3 clusters Score: Raw -2038982.964537 + Penalty 3278.942498 = -2035704.022039 nChanged 2 SP:Iteration 98Q (7894.497948 sec): 3 clusters Score: Raw -2038983.193725 + Penalty 3278.942498 = -2035704.251228 nChanged 0 SP:Iteration 99F (7894.581756 sec): 3 clusters Score: Raw -2038983.193725 + Penalty 3278.942498 = -2035704.251228 nChanged 0 Trying to split cluster 15 (2896 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7894.609079 sec): 2 clusters Score: Raw -232347.310950 + Penalty 1295.301435 = -231052.009515 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7894.644899 sec): 3 clusters Score: Raw -230977.167710 + Penalty 2590.602870 = -228386.564840 nChanged 1088 SP:Iteration 1F (7894.659637 sec): 3 clusters Score: Raw -231647.807005 + Penalty 2590.602870 = -229057.204136 nChanged 198 SP:Iteration 2F (7894.673966 sec): 3 clusters Score: Raw -231755.948953 + Penalty 2590.602870 = -229165.346084 nChanged 113 SP:Iteration 3Q (7894.688357 sec): 3 clusters Score: Raw -231806.987551 + Penalty 2590.602870 = -229216.384681 nChanged 79 SP:Iteration 4Q (7894.702710 sec): 3 clusters Score: Raw -231837.295376 + Penalty 2590.602870 = -229246.692506 nChanged 47 SP:Iteration 5Q (7894.715237 sec): 3 clusters Score: Raw -231857.838034 + Penalty 2590.602870 = -229267.235164 nChanged 37 SP:Iteration 6Q (7894.729548 sec): 3 clusters Score: Raw -231871.076635 + Penalty 2590.602870 = -229280.473765 nChanged 23 SP:Iteration 7Q (7894.743790 sec): 3 clusters Score: Raw -231878.374003 + Penalty 2590.602870 = -229287.771133 nChanged 18 SP:Iteration 8Q (7894.757981 sec): 3 clusters Score: Raw -231883.137486 + Penalty 2590.602870 = -229292.534617 nChanged 12 SP:Iteration 9Q (7894.772350 sec): 3 clusters Score: Raw -231886.877347 + Penalty 2590.602870 = -229296.274477 nChanged 11 SP:Iteration 10Q (7894.786525 sec): 3 clusters Score: Raw -231890.623836 + Penalty 2590.602870 = -229300.020966 nChanged 11 SP:Iteration 11Q (7894.813766 sec): 3 clusters Score: Raw -231893.303198 + Penalty 2590.602870 = -229302.700328 nChanged 6 SP:Iteration 12Q (7894.828621 sec): 3 clusters Score: Raw -231895.065062 + Penalty 2590.602870 = -229304.462192 nChanged 6 SP:Iteration 13Q (7894.842936 sec): 3 clusters Score: Raw -231896.335867 + Penalty 2590.602870 = -229305.732997 nChanged 6 SP:Iteration 14Q (7894.857280 sec): 3 clusters Score: Raw -231898.154049 + Penalty 2590.602870 = -229307.551179 nChanged 9 SP:Iteration 15Q (7894.871520 sec): 3 clusters Score: Raw -231900.938723 + Penalty 2590.602870 = -229310.335853 nChanged 9 SP:Iteration 16Q (7894.885844 sec): 3 clusters Score: Raw -231903.054024 + Penalty 2590.602870 = -229312.451154 nChanged 4 SP:Iteration 17Q (7894.900146 sec): 3 clusters Score: Raw -231904.522729 + Penalty 2590.602870 = -229313.919859 nChanged 7 SP:Iteration 18Q (7894.951853 sec): 3 clusters Score: Raw -231906.048600 + Penalty 2590.602870 = -229315.445730 nChanged 6 SP:Iteration 19Q (7895.002996 sec): 3 clusters Score: Raw -231907.237181 + Penalty 2590.602870 = -229316.634311 nChanged 7 SP:Iteration 20F (7895.055730 sec): 3 clusters Score: Raw -231909.842076 + Penalty 2590.602870 = -229319.239207 nChanged 8 SP:Iteration 21Q (7895.100967 sec): 3 clusters Score: Raw -231912.290562 + Penalty 2590.602870 = -229321.687692 nChanged 4 SP:Iteration 22Q (7895.153679 sec): 3 clusters Score: Raw -231913.610397 + Penalty 2590.602870 = -229323.007528 nChanged 1 SP:Iteration 23Q (7895.206323 sec): 3 clusters Score: Raw -231913.880563 + Penalty 2590.602870 = -229323.277693 nChanged 2 SP:Iteration 24Q (7895.259318 sec): 3 clusters Score: Raw -231914.151509 + Penalty 2590.602870 = -229323.548639 nChanged 1 SP:Iteration 25Q (7895.304260 sec): 3 clusters Score: Raw -231914.564439 + Penalty 2590.602870 = -229323.961569 nChanged 1 SP:Iteration 26Q (7895.355777 sec): 3 clusters Score: Raw -231914.942044 + Penalty 2590.602870 = -229324.339174 nChanged 1 SP:Iteration 27Q (7895.399352 sec): 3 clusters Score: Raw -231915.148603 + Penalty 2590.602870 = -229324.545733 nChanged 2 SP:Iteration 28Q (7895.452197 sec): 3 clusters Score: Raw -231915.472626 + Penalty 2590.602870 = -229324.869756 nChanged 0 SP:Iteration 29F (7895.495474 sec): 3 clusters Score: Raw -231915.472626 + Penalty 2590.602870 = -229324.869756 nChanged 0 Trying to split cluster 16 (17336 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7895.536982 sec): 2 clusters Score: Raw -1302027.918137 + Penalty 1586.087838 = -1300441.830299 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7895.622096 sec): 3 clusters Score: Raw -1291742.008811 + Penalty 3172.175677 = -1288569.833134 nChanged 7736 SP:Iteration 1F (7895.688581 sec): 3 clusters Score: Raw -1296170.716157 + Penalty 3172.175677 = -1292998.540481 nChanged 1014 SP:Iteration 2F (7895.754566 sec): 3 clusters Score: Raw -1296652.791860 + Penalty 3172.175677 = -1293480.616184 nChanged 1030 SP:Iteration 3F (7895.831822 sec): 3 clusters Score: Raw -1297248.640474 + Penalty 3172.175677 = -1294076.464797 nChanged 1128 SP:Iteration 4F (7895.899772 sec): 3 clusters Score: Raw -1297979.919659 + Penalty 3172.175677 = -1294807.743983 nChanged 1232 SP:Iteration 5F (7895.972560 sec): 3 clusters Score: Raw -1298917.794795 + Penalty 3172.175677 = -1295745.619119 nChanged 1299 SP:Iteration 6F (7896.047179 sec): 3 clusters Score: Raw -1299880.287316 + Penalty 3172.175677 = -1296708.111639 nChanged 1048 SP:Iteration 7F (7896.122894 sec): 3 clusters Score: Raw -1300607.980205 + Penalty 3172.175677 = -1297435.804529 nChanged 819 SP:Iteration 8Q (7896.200469 sec): 3 clusters Score: Raw -1301217.994262 + Penalty 3172.175677 = -1298045.818585 nChanged 608 SP:Iteration 9Q (7896.277860 sec): 3 clusters Score: Raw -1301709.272943 + Penalty 3172.175677 = -1298537.097266 nChanged 441 SP:Iteration 10Q (7896.350297 sec): 3 clusters Score: Raw -1302063.028806 + Penalty 3172.175677 = -1298890.853129 nChanged 323 SP:Iteration 11Q (7896.428197 sec): 3 clusters Score: Raw -1302319.372870 + Penalty 3172.175677 = -1299147.197193 nChanged 245 SP:Iteration 12Q (7896.495106 sec): 3 clusters Score: Raw -1302508.380401 + Penalty 3172.175677 = -1299336.204725 nChanged 186 SP:Iteration 13Q (7896.574912 sec): 3 clusters Score: Raw -1302595.873537 + Penalty 3172.175677 = -1299423.697860 nChanged 134 SP:Iteration 14Q (7896.647299 sec): 3 clusters Score: Raw -1302648.539173 + Penalty 3172.175677 = -1299476.363496 nChanged 101 SP:Iteration 15Q (7896.718048 sec): 3 clusters Score: Raw -1302687.263550 + Penalty 3172.175677 = -1299515.087873 nChanged 99 SP:Iteration 16Q (7896.801584 sec): 3 clusters Score: Raw -1302721.236692 + Penalty 3172.175677 = -1299549.061015 nChanged 90 SP:Iteration 17Q (7896.852724 sec): 3 clusters Score: Raw -1302746.702176 + Penalty 3172.175677 = -1299574.526499 nChanged 90 SP:Iteration 18Q (7896.928779 sec): 3 clusters Score: Raw -1302770.903373 + Penalty 3172.175677 = -1299598.727696 nChanged 87 SP:Iteration 19Q (7897.009263 sec): 3 clusters Score: Raw -1302793.957185 + Penalty 3172.175677 = -1299621.781508 nChanged 85 SP:Iteration 20F (7897.069583 sec): 3 clusters Score: Raw -1302814.450234 + Penalty 3172.175677 = -1299642.274557 nChanged 70 SP:Iteration 21Q (7897.131811 sec): 3 clusters Score: Raw -1302828.941480 + Penalty 3172.175677 = -1299656.765804 nChanged 53 SP:Iteration 22Q (7897.215369 sec): 3 clusters Score: Raw -1302839.820110 + Penalty 3172.175677 = -1299667.644433 nChanged 39 SP:Iteration 23Q (7897.282790 sec): 3 clusters Score: Raw -1302847.497573 + Penalty 3172.175677 = -1299675.321897 nChanged 30 SP:Iteration 24Q (7897.357294 sec): 3 clusters Score: Raw -1302852.419050 + Penalty 3172.175677 = -1299680.243374 nChanged 25 SP:Iteration 25Q (7897.431982 sec): 3 clusters Score: Raw -1302856.309183 + Penalty 3172.175677 = -1299684.133507 nChanged 22 SP:Iteration 26Q (7897.504127 sec): 3 clusters Score: Raw -1302859.621606 + Penalty 3172.175677 = -1299687.445930 nChanged 22 SP:Iteration 27Q (7897.571540 sec): 3 clusters Score: Raw -1302863.062614 + Penalty 3172.175677 = -1299690.886937 nChanged 18 SP:Iteration 28Q (7897.643805 sec): 3 clusters Score: Raw -1302865.619311 + Penalty 3172.175677 = -1299693.443634 nChanged 18 SP:Iteration 29Q (7897.716067 sec): 3 clusters Score: Raw -1302868.674418 + Penalty 3172.175677 = -1299696.498742 nChanged 18 SP:Iteration 30Q (7897.798901 sec): 3 clusters Score: Raw -1302871.282889 + Penalty 3172.175677 = -1299699.107213 nChanged 15 SP:Iteration 31Q (7897.873124 sec): 3 clusters Score: Raw -1302873.253733 + Penalty 3172.175677 = -1299701.078057 nChanged 13 SP:Iteration 32Q (7897.945369 sec): 3 clusters Score: Raw -1302875.361722 + Penalty 3172.175677 = -1299703.186046 nChanged 12 SP:Iteration 33Q (7898.020936 sec): 3 clusters Score: Raw -1302877.113003 + Penalty 3172.175677 = -1299704.937327 nChanged 13 SP:Iteration 34Q (7898.090295 sec): 3 clusters Score: Raw -1302878.310025 + Penalty 3172.175677 = -1299706.134349 nChanged 6 SP:Iteration 35Q (7898.157426 sec): 3 clusters Score: Raw -1302878.866083 + Penalty 3172.175677 = -1299706.690407 nChanged 4 SP:Iteration 36Q (7898.222726 sec): 3 clusters Score: Raw -1302879.268500 + Penalty 3172.175677 = -1299707.092824 nChanged 7 SP:Iteration 37Q (7898.293847 sec): 3 clusters Score: Raw -1302880.002916 + Penalty 3172.175677 = -1299707.827240 nChanged 5 SP:Iteration 38Q (7898.358568 sec): 3 clusters Score: Raw -1302880.469269 + Penalty 3172.175677 = -1299708.293592 nChanged 5 SP:Iteration 39Q (7898.443367 sec): 3 clusters Score: Raw -1302881.291842 + Penalty 3172.175677 = -1299709.116165 nChanged 7 SP:Iteration 40F (7898.510133 sec): 3 clusters Score: Raw -1302882.459962 + Penalty 3172.175677 = -1299710.284285 nChanged 12 SP:Iteration 41Q (7898.586693 sec): 3 clusters Score: Raw -1302883.974090 + Penalty 3172.175677 = -1299711.798413 nChanged 14 SP:Iteration 42Q (7898.661767 sec): 3 clusters Score: Raw -1302885.685207 + Penalty 3172.175677 = -1299713.509530 nChanged 9 SP:Iteration 43Q (7898.735325 sec): 3 clusters Score: Raw -1302886.472900 + Penalty 3172.175677 = -1299714.297224 nChanged 7 SP:Iteration 44Q (7898.809220 sec): 3 clusters Score: Raw -1302887.369849 + Penalty 3172.175677 = -1299715.194172 nChanged 12 SP:Iteration 45Q (7898.883067 sec): 3 clusters Score: Raw -1302889.099979 + Penalty 3172.175677 = -1299716.924303 nChanged 15 SP:Iteration 46Q (7898.947763 sec): 3 clusters Score: Raw -1302891.741878 + Penalty 3172.175677 = -1299719.566202 nChanged 11 SP:Iteration 47Q (7899.020129 sec): 3 clusters Score: Raw -1302892.737003 + Penalty 3172.175677 = -1299720.561326 nChanged 5 SP:Iteration 48Q (7899.092958 sec): 3 clusters Score: Raw -1302893.513938 + Penalty 3172.175677 = -1299721.338262 nChanged 7 SP:Iteration 49Q (7899.165274 sec): 3 clusters Score: Raw -1302894.724179 + Penalty 3172.175677 = -1299722.548502 nChanged 11 SP:Iteration 50Q (7899.238471 sec): 3 clusters Score: Raw -1302896.173836 + Penalty 3172.175677 = -1299723.998160 nChanged 10 SP:Iteration 51Q (7899.308973 sec): 3 clusters Score: Raw -1302897.506563 + Penalty 3172.175677 = -1299725.330887 nChanged 11 SP:Iteration 52Q (7899.375457 sec): 3 clusters Score: Raw -1302898.977354 + Penalty 3172.175677 = -1299726.801678 nChanged 9 SP:Iteration 53Q (7899.455045 sec): 3 clusters Score: Raw -1302899.782555 + Penalty 3172.175677 = -1299727.606878 nChanged 9 SP:Iteration 54Q (7899.513777 sec): 3 clusters Score: Raw -1302900.718741 + Penalty 3172.175677 = -1299728.543065 nChanged 8 SP:Iteration 55Q (7899.585165 sec): 3 clusters Score: Raw -1302901.660525 + Penalty 3172.175677 = -1299729.484848 nChanged 6 SP:Iteration 56Q (7899.656644 sec): 3 clusters Score: Raw -1302902.412451 + Penalty 3172.175677 = -1299730.236774 nChanged 6 SP:Iteration 57Q (7899.718410 sec): 3 clusters Score: Raw -1302903.732319 + Penalty 3172.175677 = -1299731.556643 nChanged 10 SP:Iteration 58Q (7899.780008 sec): 3 clusters Score: Raw -1302905.227499 + Penalty 3172.175677 = -1299733.051822 nChanged 10 SP:Iteration 59Q (7899.841560 sec): 3 clusters Score: Raw -1302906.414465 + Penalty 3172.175677 = -1299734.238789 nChanged 8 SP:Iteration 60F (7899.919043 sec): 3 clusters Score: Raw -1302907.338668 + Penalty 3172.175677 = -1299735.162991 nChanged 4 SP:Iteration 61Q (7899.999286 sec): 3 clusters Score: Raw -1302907.664926 + Penalty 3172.175677 = -1299735.489249 nChanged 4 SP:Iteration 62Q (7900.045532 sec): 3 clusters Score: Raw -1302908.130986 + Penalty 3172.175677 = -1299735.955309 nChanged 5 SP:Iteration 63Q (7900.115648 sec): 3 clusters Score: Raw -1302908.509829 + Penalty 3172.175677 = -1299736.334153 nChanged 4 SP:Iteration 64Q (7900.189076 sec): 3 clusters Score: Raw -1302909.049199 + Penalty 3172.175677 = -1299736.873522 nChanged 3 SP:Iteration 65Q (7900.250011 sec): 3 clusters Score: Raw -1302909.372267 + Penalty 3172.175677 = -1299737.196590 nChanged 4 SP:Iteration 66Q (7900.319229 sec): 3 clusters Score: Raw -1302910.230360 + Penalty 3172.175677 = -1299738.054684 nChanged 2 SP:Iteration 67Q (7900.383561 sec): 3 clusters Score: Raw -1302910.392558 + Penalty 3172.175677 = -1299738.216881 nChanged 0 SP:Iteration 68F (7900.457650 sec): 3 clusters Score: Raw -1302910.392558 + Penalty 3172.175677 = -1299738.216881 nChanged 0 Trying to split cluster 17 (34996 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7900.535513 sec): 2 clusters Score: Raw -2909045.690449 + Penalty 1700.235720 = -2907345.454729 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7900.633282 sec): 3 clusters Score: Raw -2887367.503704 + Penalty 3400.471441 = -2883967.032264 nChanged 16202 SP:Iteration 1F (7900.738435 sec): 3 clusters Score: Raw -2896658.246812 + Penalty 3400.471441 = -2893257.775371 nChanged 1692 SP:Iteration 2Q (7900.842978 sec): 3 clusters Score: Raw -2897354.679551 + Penalty 3400.471441 = -2893954.208110 nChanged 1781 SP:Iteration 3F (7900.957034 sec): 3 clusters Score: Raw -2898182.339960 + Penalty 3400.471441 = -2894781.868519 nChanged 1834 SP:Iteration 4F (7901.068764 sec): 3 clusters Score: Raw -2899051.853145 + Penalty 3400.471441 = -2895651.381704 nChanged 1863 SP:Iteration 5F (7901.175151 sec): 3 clusters Score: Raw -2899977.635708 + Penalty 3400.471441 = -2896577.164267 nChanged 1873 SP:Iteration 6F (7901.282579 sec): 3 clusters Score: Raw -2900918.993305 + Penalty 3400.471441 = -2897518.521864 nChanged 1795 SP:Iteration 7F (7901.381459 sec): 3 clusters Score: Raw -2901886.487122 + Penalty 3400.471441 = -2898486.015681 nChanged 1788 SP:Iteration 8F (7901.488266 sec): 3 clusters Score: Raw -2902850.662336 + Penalty 3400.471441 = -2899450.190895 nChanged 1681 SP:Iteration 9Q (7901.599712 sec): 3 clusters Score: Raw -2903729.828074 + Penalty 3400.471441 = -2900329.356634 nChanged 1397 SP:Iteration 10Q (7901.715143 sec): 3 clusters Score: Raw -2904423.936495 + Penalty 3400.471441 = -2901023.465054 nChanged 1236 SP:Iteration 11Q (7901.820622 sec): 3 clusters Score: Raw -2904970.931619 + Penalty 3400.471441 = -2901570.460178 nChanged 994 SP:Iteration 12Q (7901.926752 sec): 3 clusters Score: Raw -2905378.856782 + Penalty 3400.471441 = -2901978.385341 nChanged 828 SP:Iteration 13Q (7902.018239 sec): 3 clusters Score: Raw -2905706.307481 + Penalty 3400.471441 = -2902305.836040 nChanged 773 SP:Iteration 14Q (7902.130993 sec): 3 clusters Score: Raw -2906002.440177 + Penalty 3400.471441 = -2902601.968736 nChanged 727 SP:Iteration 15Q (7902.239379 sec): 3 clusters Score: Raw -2906301.062606 + Penalty 3400.471441 = -2902900.591165 nChanged 729 SP:Iteration 16Q (7902.348653 sec): 3 clusters Score: Raw -2906615.158338 + Penalty 3400.471441 = -2903214.686898 nChanged 688 SP:Iteration 17Q (7902.455483 sec): 3 clusters Score: Raw -2906905.850582 + Penalty 3400.471441 = -2903505.379142 nChanged 682 SP:Iteration 18Q (7902.563126 sec): 3 clusters Score: Raw -2907219.958076 + Penalty 3400.471441 = -2903819.486635 nChanged 671 SP:Iteration 19Q (7902.673127 sec): 3 clusters Score: Raw -2907531.535710 + Penalty 3400.471441 = -2904131.064269 nChanged 665 SP:Iteration 20F (7902.784538 sec): 3 clusters Score: Raw -2907843.641971 + Penalty 3400.471441 = -2904443.170530 nChanged 593 SP:Iteration 21Q (7902.902321 sec): 3 clusters Score: Raw -2908113.275987 + Penalty 3400.471441 = -2904712.804546 nChanged 506 SP:Iteration 22Q (7903.007129 sec): 3 clusters Score: Raw -2908327.957299 + Penalty 3400.471441 = -2904927.485858 nChanged 448 SP:Iteration 23Q (7903.100361 sec): 3 clusters Score: Raw -2908511.015417 + Penalty 3400.471441 = -2905110.543976 nChanged 407 SP:Iteration 24Q (7903.205974 sec): 3 clusters Score: Raw -2908686.607693 + Penalty 3400.471441 = -2905286.136253 nChanged 399 SP:Iteration 25Q (7903.310447 sec): 3 clusters Score: Raw -2908853.797856 + Penalty 3400.471441 = -2905453.326416 nChanged 366 SP:Iteration 26Q (7903.406939 sec): 3 clusters Score: Raw -2909002.745476 + Penalty 3400.471441 = -2905602.274035 nChanged 322 SP:Iteration 27Q (7903.505706 sec): 3 clusters Score: Raw -2909137.305276 + Penalty 3400.471441 = -2905736.833836 nChanged 273 SP:Iteration 28Q (7903.600351 sec): 3 clusters Score: Raw -2909245.312674 + Penalty 3400.471441 = -2905844.841234 nChanged 245 SP:Iteration 29Q (7903.698053 sec): 3 clusters Score: Raw -2909335.431898 + Penalty 3400.471441 = -2905934.960457 nChanged 194 SP:Iteration 30Q (7903.793723 sec): 3 clusters Score: Raw -2909404.836950 + Penalty 3400.471441 = -2906004.365510 nChanged 165 SP:Iteration 31Q (7903.880650 sec): 3 clusters Score: Raw -2909470.835916 + Penalty 3400.471441 = -2906070.364475 nChanged 144 SP:Iteration 32Q (7903.980070 sec): 3 clusters Score: Raw -2909526.324479 + Penalty 3400.471441 = -2906125.853038 nChanged 126 SP:Iteration 33Q (7904.056075 sec): 3 clusters Score: Raw -2909568.125808 + Penalty 3400.471441 = -2906167.654368 nChanged 90 SP:Iteration 34Q (7904.148271 sec): 3 clusters Score: Raw -2909590.787584 + Penalty 3400.471441 = -2906190.316144 nChanged 63 SP:Iteration 35Q (7904.225619 sec): 3 clusters Score: Raw -2909604.947985 + Penalty 3400.471441 = -2906204.476544 nChanged 48 SP:Iteration 36Q (7904.290460 sec): 3 clusters Score: Raw -2909614.019586 + Penalty 3400.471441 = -2906213.548145 nChanged 35 SP:Iteration 37Q (7904.354943 sec): 3 clusters Score: Raw -2909619.827304 + Penalty 3400.471441 = -2906219.355863 nChanged 29 SP:Iteration 38Q (7904.419967 sec): 3 clusters Score: Raw -2909625.913044 + Penalty 3400.471441 = -2906225.441604 nChanged 34 SP:Iteration 39Q (7904.484169 sec): 3 clusters Score: Raw -2909632.490572 + Penalty 3400.471441 = -2906232.019131 nChanged 29 SP:Iteration 40F (7904.556997 sec): 3 clusters Score: Raw -2909638.204038 + Penalty 3400.471441 = -2906237.732597 nChanged 27 SP:Iteration 41Q (7904.622876 sec): 3 clusters Score: Raw -2909643.434407 + Penalty 3400.471441 = -2906242.962967 nChanged 23 SP:Iteration 42Q (7904.730855 sec): 3 clusters Score: Raw -2909648.173811 + Penalty 3400.471441 = -2906247.702370 nChanged 25 SP:Iteration 43Q (7904.821306 sec): 3 clusters Score: Raw -2909653.298938 + Penalty 3400.471441 = -2906252.827497 nChanged 23 SP:Iteration 44Q (7904.933596 sec): 3 clusters Score: Raw -2909658.463168 + Penalty 3400.471441 = -2906257.991727 nChanged 20 SP:Iteration 45Q (7905.029900 sec): 3 clusters Score: Raw -2909664.700035 + Penalty 3400.471441 = -2906264.228594 nChanged 28 SP:Iteration 46Q (7905.136418 sec): 3 clusters Score: Raw -2909671.807146 + Penalty 3400.471441 = -2906271.335706 nChanged 24 SP:Iteration 47Q (7905.226551 sec): 3 clusters Score: Raw -2909678.237290 + Penalty 3400.471441 = -2906277.765850 nChanged 19 SP:Iteration 48Q (7905.330966 sec): 3 clusters Score: Raw -2909681.906198 + Penalty 3400.471441 = -2906281.434757 nChanged 13 SP:Iteration 49Q (7905.434776 sec): 3 clusters Score: Raw -2909684.489795 + Penalty 3400.471441 = -2906284.018355 nChanged 9 SP:Iteration 50Q (7905.541098 sec): 3 clusters Score: Raw -2909685.596307 + Penalty 3400.471441 = -2906285.124867 nChanged 4 SP:Iteration 51Q (7905.642632 sec): 3 clusters Score: Raw -2909685.905610 + Penalty 3400.471441 = -2906285.434170 nChanged 2 SP:Iteration 52Q (7905.737506 sec): 3 clusters Score: Raw -2909686.194617 + Penalty 3400.471441 = -2906285.723177 nChanged 1 SP:Iteration 53Q (7905.839674 sec): 3 clusters Score: Raw -2909686.278937 + Penalty 3400.471441 = -2906285.807497 nChanged 0 SP:Iteration 54F (7905.959680 sec): 3 clusters Score: Raw -2909686.278937 + Penalty 3400.471441 = -2906285.807497 nChanged 0 Trying to split cluster 18 (2332 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7905.991179 sec): 2 clusters Score: Raw -178560.840740 + Penalty 1260.103251 = -177300.737489 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7906.043817 sec): 3 clusters Score: Raw -177535.290017 + Penalty 2520.206503 = -175015.083514 nChanged 884 SP:Iteration 1F (7906.086700 sec): 3 clusters Score: Raw -178169.199560 + Penalty 2520.206503 = -175648.993057 nChanged 202 SP:Iteration 2F (7906.146620 sec): 3 clusters Score: Raw -178374.078837 + Penalty 2520.206503 = -175853.872334 nChanged 149 SP:Iteration 3F (7906.199542 sec): 3 clusters Score: Raw -178542.110993 + Penalty 2520.206503 = -176021.904490 nChanged 132 SP:Iteration 4F (7906.239249 sec): 3 clusters Score: Raw -178702.168822 + Penalty 2520.206503 = -176181.962319 nChanged 147 SP:Iteration 5F (7906.288030 sec): 3 clusters Score: Raw -178868.829600 + Penalty 2520.206503 = -176348.623097 nChanged 127 SP:Iteration 6F (7906.347378 sec): 3 clusters Score: Raw -179010.840552 + Penalty 2520.206503 = -176490.634049 nChanged 116 SP:Iteration 7Q (7906.399625 sec): 3 clusters Score: Raw -179130.905323 + Penalty 2520.206503 = -176610.698820 nChanged 74 SP:Iteration 8Q (7906.443191 sec): 3 clusters Score: Raw -179209.982344 + Penalty 2520.206503 = -176689.775841 nChanged 72 SP:Iteration 9Q (7906.475767 sec): 3 clusters Score: Raw -179288.102653 + Penalty 2520.206503 = -176767.896150 nChanged 72 SP:Iteration 10Q (7906.523148 sec): 3 clusters Score: Raw -179367.381546 + Penalty 2520.206503 = -176847.175043 nChanged 57 SP:Iteration 11Q (7906.563137 sec): 3 clusters Score: Raw -179428.875967 + Penalty 2520.206503 = -176908.669464 nChanged 56 SP:Iteration 12Q (7906.609902 sec): 3 clusters Score: Raw -179508.982887 + Penalty 2520.206503 = -176988.776384 nChanged 68 SP:Iteration 13Q (7906.657072 sec): 3 clusters Score: Raw -179630.001321 + Penalty 2520.206503 = -177109.794818 nChanged 68 SP:Iteration 14Q (7906.703188 sec): 3 clusters Score: Raw -179787.743722 + Penalty 2520.206503 = -177267.537219 nChanged 74 SP:Iteration 15Q (7906.751621 sec): 3 clusters Score: Raw -180045.111811 + Penalty 2520.206503 = -177524.905308 nChanged 59 SP:Iteration 16Q (7906.814909 sec): 3 clusters Score: Raw -180267.065757 + Penalty 2520.206503 = -177746.859254 nChanged 35 SP:Iteration 17Q (7906.855765 sec): 3 clusters Score: Raw -180328.654624 + Penalty 2520.206503 = -177808.448121 nChanged 17 SP:Iteration 18Q (7906.907400 sec): 3 clusters Score: Raw -180340.804028 + Penalty 2520.206503 = -177820.597525 nChanged 5 SP:Iteration 19Q (7906.955926 sec): 3 clusters Score: Raw -180343.427838 + Penalty 2520.206503 = -177823.221335 nChanged 2 SP:Iteration 20F (7907.008020 sec): 3 clusters Score: Raw -180344.894463 + Penalty 2520.206503 = -177824.687960 nChanged 3 SP:Iteration 21Q (7907.053786 sec): 3 clusters Score: Raw -180346.197864 + Penalty 2520.206503 = -177825.991361 nChanged 1 SP:Iteration 22Q (7907.105636 sec): 3 clusters Score: Raw -180346.970600 + Penalty 2520.206503 = -177826.764097 nChanged 1 SP:Iteration 23Q (7907.157437 sec): 3 clusters Score: Raw -180347.433562 + Penalty 2520.206503 = -177827.227059 nChanged 1 SP:Iteration 24Q (7907.198209 sec): 3 clusters Score: Raw -180347.748334 + Penalty 2520.206503 = -177827.541831 nChanged 1 SP:Iteration 25Q (7907.261427 sec): 3 clusters Score: Raw -180348.394869 + Penalty 2520.206503 = -177828.188366 nChanged 1 SP:Iteration 26Q (7907.314022 sec): 3 clusters Score: Raw -180348.742481 + Penalty 2520.206503 = -177828.535978 nChanged 1 SP:Iteration 27Q (7907.348611 sec): 3 clusters Score: Raw -180349.270459 + Penalty 2520.206503 = -177829.063956 nChanged 0 SP:Iteration 28F (7907.400038 sec): 3 clusters Score: Raw -180349.270459 + Penalty 2520.206503 = -177829.063956 nChanged 0 Score: Raw -49145879.139786 + Penalty 88911.006508 = -49056968.133278 Splitting cluster 18 changes total score from -49057348.264693 to -49056968.133278 So it's not getting split. Trying to split cluster 19 (4611 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7924.300299 sec): 2 clusters Score: Raw -354032.983956 + Penalty 1370.882505 = -352662.101450 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7924.344314 sec): 3 clusters Score: Raw -351674.039861 + Penalty 2741.765010 = -348932.274850 nChanged 1901 SP:Iteration 1F (7924.397284 sec): 3 clusters Score: Raw -352791.542584 + Penalty 2741.765010 = -350049.777574 nChanged 367 SP:Iteration 2F (7924.456379 sec): 3 clusters Score: Raw -353000.898561 + Penalty 2741.765010 = -350259.133551 nChanged 258 SP:Iteration 3F (7924.505341 sec): 3 clusters Score: Raw -353165.848388 + Penalty 2741.765010 = -350424.083377 nChanged 241 SP:Iteration 4F (7924.554846 sec): 3 clusters Score: Raw -353312.172951 + Penalty 2741.765010 = -350570.407941 nChanged 220 SP:Iteration 5Q (7924.602986 sec): 3 clusters Score: Raw -353454.050921 + Penalty 2741.765010 = -350712.285911 nChanged 218 SP:Iteration 6Q (7924.653493 sec): 3 clusters Score: Raw -353605.463870 + Penalty 2741.765010 = -350863.698860 nChanged 219 SP:Iteration 7Q (7924.702457 sec): 3 clusters Score: Raw -353752.573699 + Penalty 2741.765010 = -351010.808689 nChanged 182 SP:Iteration 8Q (7924.759883 sec): 3 clusters Score: Raw -353863.124399 + Penalty 2741.765010 = -351121.359388 nChanged 128 SP:Iteration 9Q (7924.808157 sec): 3 clusters Score: Raw -353923.371674 + Penalty 2741.765010 = -351181.606663 nChanged 105 SP:Iteration 10Q (7924.859417 sec): 3 clusters Score: Raw -353972.387354 + Penalty 2741.765010 = -351230.622343 nChanged 101 SP:Iteration 11Q (7924.916010 sec): 3 clusters Score: Raw -354014.581366 + Penalty 2741.765010 = -351272.816356 nChanged 79 SP:Iteration 12Q (7924.966207 sec): 3 clusters Score: Raw -354047.132194 + Penalty 2741.765010 = -351305.367183 nChanged 75 SP:Iteration 13Q (7925.008892 sec): 3 clusters Score: Raw -354075.803510 + Penalty 2741.765010 = -351334.038500 nChanged 56 SP:Iteration 14Q (7925.066636 sec): 3 clusters Score: Raw -354096.314868 + Penalty 2741.765010 = -351354.549857 nChanged 46 SP:Iteration 15Q (7925.106725 sec): 3 clusters Score: Raw -354112.823267 + Penalty 2741.765010 = -351371.058257 nChanged 39 SP:Iteration 16Q (7925.161911 sec): 3 clusters Score: Raw -354125.098641 + Penalty 2741.765010 = -351383.333631 nChanged 27 SP:Iteration 17Q (7925.211568 sec): 3 clusters Score: Raw -354132.545419 + Penalty 2741.765010 = -351390.780408 nChanged 23 SP:Iteration 18Q (7925.280213 sec): 3 clusters Score: Raw -354138.740909 + Penalty 2741.765010 = -351396.975899 nChanged 20 SP:Iteration 19Q (7925.324529 sec): 3 clusters Score: Raw -354143.657757 + Penalty 2741.765010 = -351401.892746 nChanged 26 SP:Iteration 20F (7925.375176 sec): 3 clusters Score: Raw -354150.567643 + Penalty 2741.765010 = -351408.802632 nChanged 21 SP:Iteration 21Q (7925.433049 sec): 3 clusters Score: Raw -354155.181014 + Penalty 2741.765010 = -351413.416003 nChanged 15 SP:Iteration 22Q (7925.489889 sec): 3 clusters Score: Raw -354158.810966 + Penalty 2741.765010 = -351417.045956 nChanged 7 SP:Iteration 23Q (7925.530855 sec): 3 clusters Score: Raw -354161.334114 + Penalty 2741.765010 = -351419.569103 nChanged 8 SP:Iteration 24Q (7925.594777 sec): 3 clusters Score: Raw -354163.149643 + Penalty 2741.765010 = -351421.384633 nChanged 5 SP:Iteration 25Q (7925.650080 sec): 3 clusters Score: Raw -354164.277953 + Penalty 2741.765010 = -351422.512943 nChanged 2 SP:Iteration 26Q (7925.699625 sec): 3 clusters Score: Raw -354164.672933 + Penalty 2741.765010 = -351422.907923 nChanged 2 SP:Iteration 27Q (7925.754031 sec): 3 clusters Score: Raw -354165.222197 + Penalty 2741.765010 = -351423.457187 nChanged 3 SP:Iteration 28Q (7925.809133 sec): 3 clusters Score: Raw -354165.673203 + Penalty 2741.765010 = -351423.908192 nChanged 1 SP:Iteration 29Q (7925.869352 sec): 3 clusters Score: Raw -354165.743351 + Penalty 2741.765010 = -351423.978341 nChanged 1 SP:Iteration 30Q (7925.913471 sec): 3 clusters Score: Raw -354165.840756 + Penalty 2741.765010 = -351424.075746 nChanged 1 SP:Iteration 31Q (7925.941277 sec): 3 clusters Score: Raw -354166.323846 + Penalty 2741.765010 = -351424.558836 nChanged 2 SP:Iteration 32Q (7925.991923 sec): 3 clusters Score: Raw -354167.840598 + Penalty 2741.765010 = -351426.075588 nChanged 2 SP:Iteration 33Q (7926.041762 sec): 3 clusters Score: Raw -354168.215915 + Penalty 2741.765010 = -351426.450904 nChanged 2 SP:Iteration 34Q (7926.101312 sec): 3 clusters Score: Raw -354168.783343 + Penalty 2741.765010 = -351427.018333 nChanged 5 SP:Iteration 35Q (7926.152703 sec): 3 clusters Score: Raw -354169.458781 + Penalty 2741.765010 = -351427.693771 nChanged 1 SP:Iteration 36Q (7926.197328 sec): 3 clusters Score: Raw -354169.576952 + Penalty 2741.765010 = -351427.811941 nChanged 1 SP:Iteration 37Q (7926.261505 sec): 3 clusters Score: Raw -354169.673810 + Penalty 2741.765010 = -351427.908799 nChanged 0 SP:Iteration 38F (7926.316018 sec): 3 clusters Score: Raw -354169.673810 + Penalty 2741.765010 = -351427.908799 nChanged 0 Trying to split cluster 20 (2293 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7926.344175 sec): 2 clusters Score: Raw -183515.842610 + Penalty 1257.362646 = -182258.479964 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7926.382043 sec): 3 clusters Score: Raw -182495.085273 + Penalty 2514.725292 = -179980.359981 nChanged 823 SP:Iteration 1F (7926.395502 sec): 3 clusters Score: Raw -183005.985913 + Penalty 2514.725292 = -180491.260621 nChanged 164 SP:Iteration 2F (7926.407244 sec): 3 clusters Score: Raw -183097.124900 + Penalty 2514.725292 = -180582.399608 nChanged 103 SP:Iteration 3Q (7926.418977 sec): 3 clusters Score: Raw -183162.694497 + Penalty 2514.725292 = -180647.969205 nChanged 65 SP:Iteration 4Q (7926.430731 sec): 3 clusters Score: Raw -183195.405157 + Penalty 2514.725292 = -180680.679865 nChanged 46 SP:Iteration 5Q (7926.444151 sec): 3 clusters Score: Raw -183222.321564 + Penalty 2514.725292 = -180707.596272 nChanged 47 SP:Iteration 6Q (7926.455823 sec): 3 clusters Score: Raw -183245.394675 + Penalty 2514.725292 = -180730.669383 nChanged 36 SP:Iteration 7Q (7926.467486 sec): 3 clusters Score: Raw -183263.921315 + Penalty 2514.725292 = -180749.196023 nChanged 28 SP:Iteration 8Q (7926.479206 sec): 3 clusters Score: Raw -183276.668981 + Penalty 2514.725292 = -180761.943689 nChanged 26 SP:Iteration 9Q (7926.490810 sec): 3 clusters Score: Raw -183286.547053 + Penalty 2514.725292 = -180771.821761 nChanged 18 SP:Iteration 10Q (7926.502520 sec): 3 clusters Score: Raw -183295.496923 + Penalty 2514.725292 = -180780.771631 nChanged 21 SP:Iteration 11Q (7926.514256 sec): 3 clusters Score: Raw -183305.464423 + Penalty 2514.725292 = -180790.739131 nChanged 17 SP:Iteration 12Q (7926.525986 sec): 3 clusters Score: Raw -183311.975970 + Penalty 2514.725292 = -180797.250678 nChanged 16 SP:Iteration 13Q (7926.585686 sec): 3 clusters Score: Raw -183319.321448 + Penalty 2514.725292 = -180804.596156 nChanged 10 SP:Iteration 14Q (7926.627202 sec): 3 clusters Score: Raw -183323.193252 + Penalty 2514.725292 = -180808.467960 nChanged 15 SP:Iteration 15Q (7926.679591 sec): 3 clusters Score: Raw -183328.845466 + Penalty 2514.725292 = -180814.120174 nChanged 13 SP:Iteration 16Q (7926.728152 sec): 3 clusters Score: Raw -183332.863875 + Penalty 2514.725292 = -180818.138583 nChanged 13 SP:Iteration 17Q (7926.773461 sec): 3 clusters Score: Raw -183338.587804 + Penalty 2514.725292 = -180823.862512 nChanged 15 SP:Iteration 18Q (7926.825347 sec): 3 clusters Score: Raw -183346.091192 + Penalty 2514.725292 = -180831.365900 nChanged 12 SP:Iteration 19Q (7926.869249 sec): 3 clusters Score: Raw -183348.942114 + Penalty 2514.725292 = -180834.216822 nChanged 9 SP:Iteration 20F (7926.921360 sec): 3 clusters Score: Raw -183352.191999 + Penalty 2514.725292 = -180837.466707 nChanged 8 SP:Iteration 21Q (7926.975971 sec): 3 clusters Score: Raw -183354.595972 + Penalty 2514.725292 = -180839.870680 nChanged 5 SP:Iteration 22Q (7927.024253 sec): 3 clusters Score: Raw -183356.764267 + Penalty 2514.725292 = -180842.038975 nChanged 10 SP:Iteration 23Q (7927.060471 sec): 3 clusters Score: Raw -183360.825454 + Penalty 2514.725292 = -180846.100162 nChanged 9 SP:Iteration 24Q (7927.109366 sec): 3 clusters Score: Raw -183363.465228 + Penalty 2514.725292 = -180848.739936 nChanged 7 SP:Iteration 25Q (7927.156661 sec): 3 clusters Score: Raw -183365.112043 + Penalty 2514.725292 = -180850.386751 nChanged 7 SP:Iteration 26Q (7927.209309 sec): 3 clusters Score: Raw -183367.466510 + Penalty 2514.725292 = -180852.741218 nChanged 2 SP:Iteration 27Q (7927.262930 sec): 3 clusters Score: Raw -183367.820872 + Penalty 2514.725292 = -180853.095580 nChanged 2 SP:Iteration 28Q (7927.315592 sec): 3 clusters Score: Raw -183368.402015 + Penalty 2514.725292 = -180853.676723 nChanged 4 SP:Iteration 29Q (7927.364554 sec): 3 clusters Score: Raw -183369.300886 + Penalty 2514.725292 = -180854.575594 nChanged 1 SP:Iteration 30Q (7927.416295 sec): 3 clusters Score: Raw -183370.408093 + Penalty 2514.725292 = -180855.682801 nChanged 5 SP:Iteration 31Q (7927.467859 sec): 3 clusters Score: Raw -183372.231127 + Penalty 2514.725292 = -180857.505835 nChanged 4 SP:Iteration 32Q (7927.519509 sec): 3 clusters Score: Raw -183373.325369 + Penalty 2514.725292 = -180858.600077 nChanged 3 SP:Iteration 33Q (7927.570967 sec): 3 clusters Score: Raw -183374.370850 + Penalty 2514.725292 = -180859.645558 nChanged 4 SP:Iteration 34Q (7927.622427 sec): 3 clusters Score: Raw -183375.495905 + Penalty 2514.725292 = -180860.770613 nChanged 6 SP:Iteration 35Q (7927.670138 sec): 3 clusters Score: Raw -183377.440307 + Penalty 2514.725292 = -180862.715016 nChanged 5 SP:Iteration 36Q (7927.721790 sec): 3 clusters Score: Raw -183379.236173 + Penalty 2514.725292 = -180864.510881 nChanged 2 SP:Iteration 37Q (7927.773420 sec): 3 clusters Score: Raw -183380.344421 + Penalty 2514.725292 = -180865.619129 nChanged 5 SP:Iteration 38Q (7927.824081 sec): 3 clusters Score: Raw -183381.593962 + Penalty 2514.725292 = -180866.868670 nChanged 4 SP:Iteration 39Q (7927.875576 sec): 3 clusters Score: Raw -183383.017048 + Penalty 2514.725292 = -180868.291756 nChanged 4 SP:Iteration 40F (7927.927328 sec): 3 clusters Score: Raw -183384.572427 + Penalty 2514.725292 = -180869.847135 nChanged 2 SP:Iteration 41Q (7927.978725 sec): 3 clusters Score: Raw -183384.900095 + Penalty 2514.725292 = -180870.174803 nChanged 0 SP:Iteration 42F (7928.030294 sec): 3 clusters Score: Raw -183384.900095 + Penalty 2514.725292 = -180870.174803 nChanged 0 Trying to split cluster 21 (48859 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7928.105347 sec): 2 clusters Score: Raw -3989266.945684 + Penalty 1754.462755 = -3987512.482929 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7928.237092 sec): 3 clusters Score: Raw -3958388.601816 + Penalty 3508.925510 = -3954879.676306 nChanged 23016 SP:Iteration 1F (7928.364755 sec): 3 clusters Score: Raw -3971651.512961 + Penalty 3508.925510 = -3968142.587451 nChanged 2231 SP:Iteration 2Q (7928.482052 sec): 3 clusters Score: Raw -3972489.020126 + Penalty 3508.925510 = -3968980.094615 nChanged 2530 SP:Iteration 3F (7928.603957 sec): 3 clusters Score: Raw -3973706.637206 + Penalty 3508.925510 = -3970197.711696 nChanged 2886 SP:Iteration 4F (7928.734107 sec): 3 clusters Score: Raw -3975485.827892 + Penalty 3508.925510 = -3971976.902382 nChanged 3273 SP:Iteration 5F (7928.871642 sec): 3 clusters Score: Raw -3977807.333548 + Penalty 3508.925510 = -3974298.408037 nChanged 3140 SP:Iteration 6F (7928.990241 sec): 3 clusters Score: Raw -3980015.843070 + Penalty 3508.925510 = -3976506.917560 nChanged 2876 SP:Iteration 7F (7929.127627 sec): 3 clusters Score: Raw -3981678.988271 + Penalty 3508.925510 = -3978170.062761 nChanged 2261 SP:Iteration 8Q (7929.255031 sec): 3 clusters Score: Raw -3982704.899603 + Penalty 3508.925510 = -3979195.974093 nChanged 1723 SP:Iteration 9Q (7929.389405 sec): 3 clusters Score: Raw -3983365.359404 + Penalty 3508.925510 = -3979856.433894 nChanged 1241 SP:Iteration 10Q (7929.519248 sec): 3 clusters Score: Raw -3983763.947065 + Penalty 3508.925510 = -3980255.021555 nChanged 952 SP:Iteration 11Q (7929.651078 sec): 3 clusters Score: Raw -3984034.206301 + Penalty 3508.925510 = -3980525.280791 nChanged 824 SP:Iteration 12Q (7929.777974 sec): 3 clusters Score: Raw -3984248.854162 + Penalty 3508.925510 = -3980739.928652 nChanged 681 SP:Iteration 13Q (7929.904464 sec): 3 clusters Score: Raw -3984431.908953 + Penalty 3508.925510 = -3980922.983443 nChanged 605 SP:Iteration 14Q (7930.032330 sec): 3 clusters Score: Raw -3984641.470048 + Penalty 3508.925510 = -3981132.544537 nChanged 626 SP:Iteration 15Q (7930.155980 sec): 3 clusters Score: Raw -3984924.370418 + Penalty 3508.925510 = -3981415.444908 nChanged 704 SP:Iteration 16Q (7930.257690 sec): 3 clusters Score: Raw -3985326.494446 + Penalty 3508.925510 = -3981817.568936 nChanged 803 SP:Iteration 17Q (7930.388481 sec): 3 clusters Score: Raw -3985799.294019 + Penalty 3508.925510 = -3982290.368508 nChanged 808 SP:Iteration 18Q (7930.511066 sec): 3 clusters Score: Raw -3986222.284184 + Penalty 3508.925510 = -3982713.358673 nChanged 788 SP:Iteration 19Q (7930.632783 sec): 3 clusters Score: Raw -3986549.562403 + Penalty 3508.925510 = -3983040.636892 nChanged 673 SP:Iteration 20F (7930.758518 sec): 3 clusters Score: Raw -3986790.168616 + Penalty 3508.925510 = -3983281.243105 nChanged 610 SP:Iteration 21Q (7930.880156 sec): 3 clusters Score: Raw -3986967.105802 + Penalty 3508.925510 = -3983458.180292 nChanged 489 SP:Iteration 22Q (7931.009361 sec): 3 clusters Score: Raw -3987089.673034 + Penalty 3508.925510 = -3983580.747524 nChanged 433 SP:Iteration 23Q (7931.133954 sec): 3 clusters Score: Raw -3987193.458858 + Penalty 3508.925510 = -3983684.533347 nChanged 413 SP:Iteration 24Q (7931.257410 sec): 3 clusters Score: Raw -3987280.890714 + Penalty 3508.925510 = -3983771.965204 nChanged 362 SP:Iteration 25Q (7931.382684 sec): 3 clusters Score: Raw -3987349.855464 + Penalty 3508.925510 = -3983840.929953 nChanged 327 SP:Iteration 26Q (7931.501496 sec): 3 clusters Score: Raw -3987413.255636 + Penalty 3508.925510 = -3983904.330125 nChanged 335 SP:Iteration 27Q (7931.617511 sec): 3 clusters Score: Raw -3987479.833990 + Penalty 3508.925510 = -3983970.908479 nChanged 310 SP:Iteration 28Q (7931.742877 sec): 3 clusters Score: Raw -3987544.802917 + Penalty 3508.925510 = -3984035.877407 nChanged 329 SP:Iteration 29Q (7931.877454 sec): 3 clusters Score: Raw -3987619.173050 + Penalty 3508.925510 = -3984110.247540 nChanged 339 SP:Iteration 30Q (7932.008023 sec): 3 clusters Score: Raw -3987708.601817 + Penalty 3508.925510 = -3984199.676306 nChanged 325 SP:Iteration 31Q (7932.138631 sec): 3 clusters Score: Raw -3987818.750313 + Penalty 3508.925510 = -3984309.824803 nChanged 324 SP:Iteration 32Q (7932.268863 sec): 3 clusters Score: Raw -3987940.990215 + Penalty 3508.925510 = -3984432.064704 nChanged 377 SP:Iteration 33Q (7932.386221 sec): 3 clusters Score: Raw -3988101.782354 + Penalty 3508.925510 = -3984592.856843 nChanged 403 SP:Iteration 34Q (7932.514674 sec): 3 clusters Score: Raw -3988285.253074 + Penalty 3508.925510 = -3984776.327564 nChanged 403 SP:Iteration 35Q (7932.643547 sec): 3 clusters Score: Raw -3988466.606175 + Penalty 3508.925510 = -3984957.680664 nChanged 402 SP:Iteration 36Q (7932.773552 sec): 3 clusters Score: Raw -3988642.773010 + Penalty 3508.925510 = -3985133.847499 nChanged 391 SP:Iteration 37Q (7932.899374 sec): 3 clusters Score: Raw -3988805.056698 + Penalty 3508.925510 = -3985296.131188 nChanged 390 SP:Iteration 38Q (7933.029361 sec): 3 clusters Score: Raw -3988963.275536 + Penalty 3508.925510 = -3985454.350026 nChanged 358 SP:Iteration 39Q (7933.157956 sec): 3 clusters Score: Raw -3989097.028240 + Penalty 3508.925510 = -3985588.102729 nChanged 328 SP:Iteration 40F (7933.281470 sec): 3 clusters Score: Raw -3989209.027635 + Penalty 3508.925510 = -3985700.102124 nChanged 293 SP:Iteration 41Q (7933.413098 sec): 3 clusters Score: Raw -3989297.890756 + Penalty 3508.925510 = -3985788.965245 nChanged 245 SP:Iteration 42Q (7933.533769 sec): 3 clusters Score: Raw -3989367.382249 + Penalty 3508.925510 = -3985858.456738 nChanged 226 SP:Iteration 43Q (7933.652502 sec): 3 clusters Score: Raw -3989432.228398 + Penalty 3508.925510 = -3985923.302888 nChanged 206 SP:Iteration 44Q (7933.777696 sec): 3 clusters Score: Raw -3989491.881148 + Penalty 3508.925510 = -3985982.955637 nChanged 181 SP:Iteration 45Q (7933.881100 sec): 3 clusters Score: Raw -3989535.515714 + Penalty 3508.925510 = -3986026.590204 nChanged 170 SP:Iteration 46Q (7934.001887 sec): 3 clusters Score: Raw -3989574.090128 + Penalty 3508.925510 = -3986065.164617 nChanged 135 SP:Iteration 47Q (7934.115518 sec): 3 clusters Score: Raw -3989603.226692 + Penalty 3508.925510 = -3986094.301182 nChanged 134 SP:Iteration 48Q (7934.246485 sec): 3 clusters Score: Raw -3989631.350995 + Penalty 3508.925510 = -3986122.425484 nChanged 126 SP:Iteration 49Q (7934.371639 sec): 3 clusters Score: Raw -3989657.964278 + Penalty 3508.925510 = -3986149.038768 nChanged 121 SP:Iteration 50Q (7934.494675 sec): 3 clusters Score: Raw -3989683.223467 + Penalty 3508.925510 = -3986174.297957 nChanged 118 SP:Iteration 51Q (7934.618325 sec): 3 clusters Score: Raw -3989704.962799 + Penalty 3508.925510 = -3986196.037288 nChanged 94 SP:Iteration 52Q (7934.734179 sec): 3 clusters Score: Raw -3989720.230519 + Penalty 3508.925510 = -3986211.305008 nChanged 86 SP:Iteration 53Q (7934.827308 sec): 3 clusters Score: Raw -3989732.350976 + Penalty 3508.925510 = -3986223.425465 nChanged 79 SP:Iteration 54Q (7934.914708 sec): 3 clusters Score: Raw -3989742.168379 + Penalty 3508.925510 = -3986233.242869 nChanged 73 SP:Iteration 55Q (7935.002139 sec): 3 clusters Score: Raw -3989750.334072 + Penalty 3508.925510 = -3986241.408562 nChanged 57 SP:Iteration 56Q (7935.120663 sec): 3 clusters Score: Raw -3989756.761669 + Penalty 3508.925510 = -3986247.836158 nChanged 58 SP:Iteration 57Q (7935.241623 sec): 3 clusters Score: Raw -3989763.268511 + Penalty 3508.925510 = -3986254.343001 nChanged 62 SP:Iteration 58Q (7935.363344 sec): 3 clusters Score: Raw -3989770.452134 + Penalty 3508.925510 = -3986261.526624 nChanged 55 SP:Iteration 59Q (7935.479081 sec): 3 clusters Score: Raw -3989777.279697 + Penalty 3508.925510 = -3986268.354187 nChanged 58 SP:Iteration 60F (7935.598245 sec): 3 clusters Score: Raw -3989785.208868 + Penalty 3508.925510 = -3986276.283358 nChanged 58 SP:Iteration 61Q (7935.720560 sec): 3 clusters Score: Raw -3989792.522099 + Penalty 3508.925510 = -3986283.596589 nChanged 61 SP:Iteration 62Q (7935.818814 sec): 3 clusters Score: Raw -3989801.567036 + Penalty 3508.925510 = -3986292.641526 nChanged 69 SP:Iteration 63Q (7935.933766 sec): 3 clusters Score: Raw -3989811.572886 + Penalty 3508.925510 = -3986302.647375 nChanged 65 SP:Iteration 64Q (7936.057058 sec): 3 clusters Score: Raw -3989819.777277 + Penalty 3508.925510 = -3986310.851767 nChanged 53 SP:Iteration 65Q (7936.175111 sec): 3 clusters Score: Raw -3989825.221376 + Penalty 3508.925510 = -3986316.295865 nChanged 45 SP:Iteration 66Q (7936.295093 sec): 3 clusters Score: Raw -3989829.369087 + Penalty 3508.925510 = -3986320.443577 nChanged 38 SP:Iteration 67Q (7936.398065 sec): 3 clusters Score: Raw -3989833.035381 + Penalty 3508.925510 = -3986324.109871 nChanged 42 SP:Iteration 68Q (7936.530910 sec): 3 clusters Score: Raw -3989837.158103 + Penalty 3508.925510 = -3986328.232593 nChanged 36 SP:Iteration 69Q (7936.645603 sec): 3 clusters Score: Raw -3989840.921074 + Penalty 3508.925510 = -3986331.995564 nChanged 30 SP:Iteration 70Q (7936.762947 sec): 3 clusters Score: Raw -3989844.553462 + Penalty 3508.925510 = -3986335.627951 nChanged 30 SP:Iteration 71Q (7936.876756 sec): 3 clusters Score: Raw -3989847.649617 + Penalty 3508.925510 = -3986338.724106 nChanged 24 SP:Iteration 72Q (7937.010051 sec): 3 clusters Score: Raw -3989849.792691 + Penalty 3508.925510 = -3986340.867181 nChanged 25 SP:Iteration 73Q (7937.133965 sec): 3 clusters Score: Raw -3989852.903370 + Penalty 3508.925510 = -3986343.977859 nChanged 28 SP:Iteration 74Q (7937.258058 sec): 3 clusters Score: Raw -3989855.497289 + Penalty 3508.925510 = -3986346.571778 nChanged 21 SP:Iteration 75Q (7937.370464 sec): 3 clusters Score: Raw -3989857.339031 + Penalty 3508.925510 = -3986348.413521 nChanged 19 SP:Iteration 76Q (7937.486302 sec): 3 clusters Score: Raw -3989858.754981 + Penalty 3508.925510 = -3986349.829471 nChanged 14 SP:Iteration 77Q (7937.607771 sec): 3 clusters Score: Raw -3989859.783205 + Penalty 3508.925510 = -3986350.857695 nChanged 15 SP:Iteration 78Q (7937.729063 sec): 3 clusters Score: Raw -3989861.097758 + Penalty 3508.925510 = -3986352.172247 nChanged 13 SP:Iteration 79Q (7937.855862 sec): 3 clusters Score: Raw -3989861.968342 + Penalty 3508.925510 = -3986353.042832 nChanged 17 SP:Iteration 80F (7937.986310 sec): 3 clusters Score: Raw -3989862.952802 + Penalty 3508.925510 = -3986354.027291 nChanged 11 SP:Iteration 81Q (7938.115206 sec): 3 clusters Score: Raw -3989863.715904 + Penalty 3508.925510 = -3986354.790394 nChanged 13 SP:Iteration 82Q (7938.227329 sec): 3 clusters Score: Raw -3989864.324956 + Penalty 3508.925510 = -3986355.399446 nChanged 10 SP:Iteration 83Q (7938.358798 sec): 3 clusters Score: Raw -3989864.726030 + Penalty 3508.925510 = -3986355.800520 nChanged 6 SP:Iteration 84Q (7938.485280 sec): 3 clusters Score: Raw -3989865.224522 + Penalty 3508.925510 = -3986356.299012 nChanged 7 SP:Iteration 85Q (7938.609492 sec): 3 clusters Score: Raw -3989865.756669 + Penalty 3508.925510 = -3986356.831158 nChanged 6 SP:Iteration 86Q (7938.716690 sec): 3 clusters Score: Raw -3989866.177173 + Penalty 3508.925510 = -3986357.251662 nChanged 8 SP:Iteration 87Q (7938.835626 sec): 3 clusters Score: Raw -3989866.584968 + Penalty 3508.925510 = -3986357.659458 nChanged 5 SP:Iteration 88Q (7938.956448 sec): 3 clusters Score: Raw -3989866.947037 + Penalty 3508.925510 = -3986358.021527 nChanged 5 SP:Iteration 89Q (7939.073606 sec): 3 clusters Score: Raw -3989867.293913 + Penalty 3508.925510 = -3986358.368402 nChanged 3 SP:Iteration 90Q (7939.182336 sec): 3 clusters Score: Raw -3989867.470780 + Penalty 3508.925510 = -3986358.545270 nChanged 5 SP:Iteration 91Q (7939.298099 sec): 3 clusters Score: Raw -3989867.751014 + Penalty 3508.925510 = -3986358.825504 nChanged 6 SP:Iteration 92Q (7939.405358 sec): 3 clusters Score: Raw -3989868.297070 + Penalty 3508.925510 = -3986359.371560 nChanged 7 SP:Iteration 93Q (7939.515735 sec): 3 clusters Score: Raw -3989868.808581 + Penalty 3508.925510 = -3986359.883071 nChanged 6 SP:Iteration 94Q (7939.621777 sec): 3 clusters Score: Raw -3989869.360448 + Penalty 3508.925510 = -3986360.434938 nChanged 5 SP:Iteration 95Q (7939.744314 sec): 3 clusters Score: Raw -3989869.691712 + Penalty 3508.925510 = -3986360.766202 nChanged 5 SP:Iteration 96Q (7939.854576 sec): 3 clusters Score: Raw -3989870.151311 + Penalty 3508.925510 = -3986361.225801 nChanged 7 SP:Iteration 97Q (7939.976310 sec): 3 clusters Score: Raw -3989870.828180 + Penalty 3508.925510 = -3986361.902670 nChanged 5 SP:Iteration 98Q (7940.101714 sec): 3 clusters Score: Raw -3989871.148051 + Penalty 3508.925510 = -3986362.222541 nChanged 3 SP:Iteration 99Q (7940.218208 sec): 3 clusters Score: Raw -3989871.296759 + Penalty 3508.925510 = -3986362.371249 nChanged 3 SP:Iteration 100F (7940.356227 sec): 3 clusters Score: Raw -3989871.495851 + Penalty 3508.925510 = -3986362.570340 nChanged 1 SP:Iteration 101Q (7940.441901 sec): 3 clusters Score: Raw -3989871.525268 + Penalty 3508.925510 = -3986362.599757 nChanged 0 SP:Iteration 102F (7940.541319 sec): 3 clusters Score: Raw -3989871.525268 + Penalty 3508.925510 = -3986362.599757 nChanged 0 Trying to split cluster 22 (2759 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7940.551334 sec): 2 clusters Score: Raw -185352.091120 + Penalty 1287.426331 = -184064.664789 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7940.566276 sec): 3 clusters Score: Raw -184104.264333 + Penalty 2574.852662 = -181529.411672 nChanged 1018 SP:Iteration 1F (7940.579959 sec): 3 clusters Score: Raw -184853.466973 + Penalty 2574.852662 = -182278.614311 nChanged 277 SP:Iteration 2F (7940.593678 sec): 3 clusters Score: Raw -185151.754899 + Penalty 2574.852662 = -182576.902238 nChanged 233 SP:Iteration 3F (7940.607293 sec): 3 clusters Score: Raw -185404.711014 + Penalty 2574.852662 = -182829.858352 nChanged 177 SP:Iteration 4F (7940.620984 sec): 3 clusters Score: Raw -185589.484579 + Penalty 2574.852662 = -183014.631917 nChanged 141 SP:Iteration 5F (7940.634558 sec): 3 clusters Score: Raw -185721.789468 + Penalty 2574.852662 = -183146.936806 nChanged 117 SP:Iteration 6Q (7940.648105 sec): 3 clusters Score: Raw -185853.738067 + Penalty 2574.852662 = -183278.885405 nChanged 98 SP:Iteration 7Q (7940.690836 sec): 3 clusters Score: Raw -185940.436132 + Penalty 2574.852662 = -183365.583471 nChanged 62 SP:Iteration 8Q (7940.712193 sec): 3 clusters Score: Raw -185988.100513 + Penalty 2574.852662 = -183413.247851 nChanged 55 SP:Iteration 9Q (7940.726142 sec): 3 clusters Score: Raw -186033.722815 + Penalty 2574.852662 = -183458.870154 nChanged 42 SP:Iteration 10Q (7940.739556 sec): 3 clusters Score: Raw -186062.393425 + Penalty 2574.852662 = -183487.540764 nChanged 36 SP:Iteration 11Q (7940.752994 sec): 3 clusters Score: Raw -186084.742867 + Penalty 2574.852662 = -183509.890206 nChanged 32 SP:Iteration 12Q (7940.766347 sec): 3 clusters Score: Raw -186100.445323 + Penalty 2574.852662 = -183525.592661 nChanged 24 SP:Iteration 13Q (7940.779770 sec): 3 clusters Score: Raw -186113.936836 + Penalty 2574.852662 = -183539.084174 nChanged 22 SP:Iteration 14Q (7940.793062 sec): 3 clusters Score: Raw -186128.277528 + Penalty 2574.852662 = -183553.424866 nChanged 27 SP:Iteration 15Q (7940.806430 sec): 3 clusters Score: Raw -186148.739452 + Penalty 2574.852662 = -183573.886790 nChanged 25 SP:Iteration 16Q (7940.819669 sec): 3 clusters Score: Raw -186164.726056 + Penalty 2574.852662 = -183589.873394 nChanged 24 SP:Iteration 17Q (7940.832986 sec): 3 clusters Score: Raw -186177.689794 + Penalty 2574.852662 = -183602.837132 nChanged 19 SP:Iteration 18Q (7940.846368 sec): 3 clusters Score: Raw -186189.733522 + Penalty 2574.852662 = -183614.880860 nChanged 19 SP:Iteration 19Q (7940.872247 sec): 3 clusters Score: Raw -186200.211175 + Penalty 2574.852662 = -183625.358513 nChanged 16 SP:Iteration 20F (7940.886418 sec): 3 clusters Score: Raw -186211.065374 + Penalty 2574.852662 = -183636.212712 nChanged 14 SP:Iteration 21Q (7940.899782 sec): 3 clusters Score: Raw -186218.802944 + Penalty 2574.852662 = -183643.950282 nChanged 15 SP:Iteration 22Q (7940.913162 sec): 3 clusters Score: Raw -186229.690833 + Penalty 2574.852662 = -183654.838171 nChanged 14 SP:Iteration 23Q (7940.926578 sec): 3 clusters Score: Raw -186234.797852 + Penalty 2574.852662 = -183659.945191 nChanged 9 SP:Iteration 24Q (7940.939936 sec): 3 clusters Score: Raw -186238.434556 + Penalty 2574.852662 = -183663.581895 nChanged 9 SP:Iteration 25Q (7940.953161 sec): 3 clusters Score: Raw -186242.537303 + Penalty 2574.852662 = -183667.684641 nChanged 8 SP:Iteration 26Q (7940.972171 sec): 3 clusters Score: Raw -186245.073508 + Penalty 2574.852662 = -183670.220847 nChanged 11 SP:Iteration 27Q (7940.986009 sec): 3 clusters Score: Raw -186248.304768 + Penalty 2574.852662 = -183673.452107 nChanged 5 SP:Iteration 28Q (7940.999318 sec): 3 clusters Score: Raw -186249.245024 + Penalty 2574.852662 = -183674.392362 nChanged 4 SP:Iteration 29Q (7941.012549 sec): 3 clusters Score: Raw -186250.627191 + Penalty 2574.852662 = -183675.774529 nChanged 4 SP:Iteration 30Q (7941.025860 sec): 3 clusters Score: Raw -186251.802115 + Penalty 2574.852662 = -183676.949454 nChanged 2 SP:Iteration 31Q (7941.039176 sec): 3 clusters Score: Raw -186252.043702 + Penalty 2574.852662 = -183677.191040 nChanged 1 SP:Iteration 32Q (7941.052393 sec): 3 clusters Score: Raw -186252.966641 + Penalty 2574.852662 = -183678.113979 nChanged 2 SP:Iteration 33Q (7941.067492 sec): 3 clusters Score: Raw -186254.045891 + Penalty 2574.852662 = -183679.193229 nChanged 1 SP:Iteration 34Q (7941.081150 sec): 3 clusters Score: Raw -186254.416785 + Penalty 2574.852662 = -183679.564124 nChanged 1 SP:Iteration 35Q (7941.094337 sec): 3 clusters Score: Raw -186255.259625 + Penalty 2574.852662 = -183680.406963 nChanged 1 SP:Iteration 36Q (7941.107669 sec): 3 clusters Score: Raw -186255.429313 + Penalty 2574.852662 = -183680.576651 nChanged 2 SP:Iteration 37Q (7941.120853 sec): 3 clusters Score: Raw -186255.865013 + Penalty 2574.852662 = -183681.012351 nChanged 1 SP:Iteration 38Q (7941.134178 sec): 3 clusters Score: Raw -186256.315775 + Penalty 2574.852662 = -183681.463113 nChanged 2 SP:Iteration 39Q (7941.147463 sec): 3 clusters Score: Raw -186257.897590 + Penalty 2574.852662 = -183683.044928 nChanged 4 SP:Iteration 40F (7941.161006 sec): 3 clusters Score: Raw -186259.127543 + Penalty 2574.852662 = -183684.274882 nChanged 2 SP:Iteration 41Q (7941.175346 sec): 3 clusters Score: Raw -186259.864288 + Penalty 2574.852662 = -183685.011627 nChanged 1 SP:Iteration 42Q (7941.188716 sec): 3 clusters Score: Raw -186260.089200 + Penalty 2574.852662 = -183685.236538 nChanged 1 SP:Iteration 43Q (7941.202043 sec): 3 clusters Score: Raw -186260.280158 + Penalty 2574.852662 = -183685.427496 nChanged 1 SP:Iteration 44Q (7941.215342 sec): 3 clusters Score: Raw -186260.822795 + Penalty 2574.852662 = -183685.970134 nChanged 1 SP:Iteration 45Q (7941.228663 sec): 3 clusters Score: Raw -186261.316428 + Penalty 2574.852662 = -183686.463766 nChanged 1 SP:Iteration 46Q (7941.241836 sec): 3 clusters Score: Raw -186261.561390 + Penalty 2574.852662 = -183686.708729 nChanged 0 SP:Iteration 47F (7941.255491 sec): 3 clusters Score: Raw -186261.561390 + Penalty 2574.852662 = -183686.708729 nChanged 0 Trying to split cluster 23 (3893 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7941.274049 sec): 2 clusters Score: Raw -292922.556725 + Penalty 1343.376994 = -291579.179731 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7941.293998 sec): 3 clusters Score: Raw -290944.846579 + Penalty 2686.753988 = -288258.092591 nChanged 1557 SP:Iteration 1F (7941.350248 sec): 3 clusters Score: Raw -291960.937023 + Penalty 2686.753988 = -289274.183035 nChanged 351 SP:Iteration 2F (7941.405418 sec): 3 clusters Score: Raw -292222.120526 + Penalty 2686.753988 = -289535.366538 nChanged 270 SP:Iteration 3F (7941.458932 sec): 3 clusters Score: Raw -292456.063856 + Penalty 2686.753988 = -289769.309868 nChanged 244 SP:Iteration 4F (7941.508223 sec): 3 clusters Score: Raw -292665.995080 + Penalty 2686.753988 = -289979.241092 nChanged 215 SP:Iteration 5F (7941.556857 sec): 3 clusters Score: Raw -292844.552361 + Penalty 2686.753988 = -290157.798373 nChanged 174 SP:Iteration 6Q (7941.605343 sec): 3 clusters Score: Raw -292988.545448 + Penalty 2686.753988 = -290301.791460 nChanged 153 SP:Iteration 7Q (7941.664945 sec): 3 clusters Score: Raw -293082.881634 + Penalty 2686.753988 = -290396.127646 nChanged 127 SP:Iteration 8Q (7941.717851 sec): 3 clusters Score: Raw -293154.297350 + Penalty 2686.753988 = -290467.543362 nChanged 104 SP:Iteration 9Q (7941.771480 sec): 3 clusters Score: Raw -293224.839935 + Penalty 2686.753988 = -290538.085947 nChanged 94 SP:Iteration 10Q (7941.813795 sec): 3 clusters Score: Raw -293278.498228 + Penalty 2686.753988 = -290591.744240 nChanged 70 SP:Iteration 11Q (7941.879088 sec): 3 clusters Score: Raw -293318.715016 + Penalty 2686.753988 = -290631.961028 nChanged 69 SP:Iteration 12Q (7941.922347 sec): 3 clusters Score: Raw -293357.008357 + Penalty 2686.753988 = -290670.254369 nChanged 59 SP:Iteration 13Q (7941.972971 sec): 3 clusters Score: Raw -293383.140469 + Penalty 2686.753988 = -290696.386481 nChanged 38 SP:Iteration 14Q (7942.017709 sec): 3 clusters Score: Raw -293399.000671 + Penalty 2686.753988 = -290712.246683 nChanged 32 SP:Iteration 15Q (7942.076936 sec): 3 clusters Score: Raw -293408.829757 + Penalty 2686.753988 = -290722.075769 nChanged 24 SP:Iteration 16Q (7942.117161 sec): 3 clusters Score: Raw -293417.766799 + Penalty 2686.753988 = -290731.012811 nChanged 25 SP:Iteration 17Q (7942.173236 sec): 3 clusters Score: Raw -293424.989041 + Penalty 2686.753988 = -290738.235053 nChanged 19 SP:Iteration 18Q (7942.228228 sec): 3 clusters Score: Raw -293431.259882 + Penalty 2686.753988 = -290744.505894 nChanged 23 SP:Iteration 19Q (7942.283349 sec): 3 clusters Score: Raw -293436.186986 + Penalty 2686.753988 = -290749.432999 nChanged 12 SP:Iteration 20F (7942.337780 sec): 3 clusters Score: Raw -293439.798808 + Penalty 2686.753988 = -290753.044820 nChanged 11 SP:Iteration 21Q (7942.392526 sec): 3 clusters Score: Raw -293443.555413 + Penalty 2686.753988 = -290756.801425 nChanged 13 SP:Iteration 22Q (7942.446954 sec): 3 clusters Score: Raw -293446.612020 + Penalty 2686.753988 = -290759.858032 nChanged 10 SP:Iteration 23Q (7942.502569 sec): 3 clusters Score: Raw -293448.690813 + Penalty 2686.753988 = -290761.936825 nChanged 4 SP:Iteration 24Q (7942.557105 sec): 3 clusters Score: Raw -293449.386382 + Penalty 2686.753988 = -290762.632394 nChanged 1 SP:Iteration 25Q (7942.610294 sec): 3 clusters Score: Raw -293449.514228 + Penalty 2686.753988 = -290762.760241 nChanged 0 SP:Iteration 26F (7942.663353 sec): 3 clusters Score: Raw -293449.514228 + Penalty 2686.753988 = -290762.760241 nChanged 0 Trying to split cluster 24 (8750 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7942.702193 sec): 2 clusters Score: Raw -713610.786024 + Penalty 1474.981459 = -712135.804565 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7942.763574 sec): 3 clusters Score: Raw -708781.822225 + Penalty 2949.962918 = -705831.859307 nChanged 3697 SP:Iteration 1F (7942.814775 sec): 3 clusters Score: Raw -710826.014468 + Penalty 2949.962918 = -707876.051549 nChanged 548 SP:Iteration 2F (7942.877805 sec): 3 clusters Score: Raw -711125.670479 + Penalty 2949.962918 = -708175.707561 nChanged 470 SP:Iteration 3F (7942.940832 sec): 3 clusters Score: Raw -711377.669968 + Penalty 2949.962918 = -708427.707049 nChanged 456 SP:Iteration 4F (7943.014890 sec): 3 clusters Score: Raw -711662.690363 + Penalty 2949.962918 = -708712.727445 nChanged 510 SP:Iteration 5F (7943.064091 sec): 3 clusters Score: Raw -712008.899511 + Penalty 2949.962918 = -709058.936593 nChanged 507 SP:Iteration 6F (7943.125471 sec): 3 clusters Score: Raw -712392.419781 + Penalty 2949.962918 = -709442.456863 nChanged 485 SP:Iteration 7F (7943.199478 sec): 3 clusters Score: Raw -712791.816377 + Penalty 2949.962918 = -709841.853459 nChanged 392 SP:Iteration 8Q (7943.250534 sec): 3 clusters Score: Raw -713149.245853 + Penalty 2949.962918 = -710199.282934 nChanged 292 SP:Iteration 9Q (7943.302607 sec): 3 clusters Score: Raw -713416.234905 + Penalty 2949.962918 = -710466.271986 nChanged 205 SP:Iteration 10Q (7943.364215 sec): 3 clusters Score: Raw -713593.218170 + Penalty 2949.962918 = -710643.255251 nChanged 116 SP:Iteration 11Q (7943.425711 sec): 3 clusters Score: Raw -713703.427702 + Penalty 2949.962918 = -710753.464783 nChanged 70 SP:Iteration 12Q (7943.486216 sec): 3 clusters Score: Raw -713766.833345 + Penalty 2949.962918 = -710816.870426 nChanged 40 SP:Iteration 13Q (7943.558194 sec): 3 clusters Score: Raw -713803.629138 + Penalty 2949.962918 = -710853.666220 nChanged 23 SP:Iteration 14Q (7943.604064 sec): 3 clusters Score: Raw -713829.469202 + Penalty 2949.962918 = -710879.506284 nChanged 17 SP:Iteration 15Q (7943.664710 sec): 3 clusters Score: Raw -713843.397776 + Penalty 2949.962918 = -710893.434858 nChanged 11 SP:Iteration 16Q (7943.736265 sec): 3 clusters Score: Raw -713851.592076 + Penalty 2949.962918 = -710901.629158 nChanged 10 SP:Iteration 17Q (7943.778568 sec): 3 clusters Score: Raw -713860.399051 + Penalty 2949.962918 = -710910.436133 nChanged 7 SP:Iteration 18Q (7943.827664 sec): 3 clusters Score: Raw -713866.009043 + Penalty 2949.962918 = -710916.046125 nChanged 8 SP:Iteration 19Q (7943.887317 sec): 3 clusters Score: Raw -713873.002081 + Penalty 2949.962918 = -710923.039163 nChanged 6 SP:Iteration 20F (7943.943242 sec): 3 clusters Score: Raw -713880.202326 + Penalty 2949.962918 = -710930.239408 nChanged 6 SP:Iteration 21Q (7944.006582 sec): 3 clusters Score: Raw -713885.276754 + Penalty 2949.962918 = -710935.313836 nChanged 1 SP:Iteration 22Q (7944.062614 sec): 3 clusters Score: Raw -713886.035743 + Penalty 2949.962918 = -710936.072825 nChanged 1 SP:Iteration 23Q (7944.111692 sec): 3 clusters Score: Raw -713886.968635 + Penalty 2949.962918 = -710937.005716 nChanged 0 SP:Iteration 24F (7944.181164 sec): 3 clusters Score: Raw -713886.968635 + Penalty 2949.962918 = -710937.005716 nChanged 0 Trying to split cluster 25 (112648 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7944.354738 sec): 2 clusters Score: Raw -9361096.905063 + Penalty 1890.203769 = -9359206.701294 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7944.587146 sec): 3 clusters Score: Raw -9287378.491796 + Penalty 3780.407537 = -9283598.084259 nChanged 53919 SP:Iteration 1F (7944.830313 sec): 3 clusters Score: Raw -9319252.475554 + Penalty 3780.407537 = -9315472.068016 nChanged 4707 SP:Iteration 2Q (7945.074423 sec): 3 clusters Score: Raw -9320798.535055 + Penalty 3780.407537 = -9317018.127518 nChanged 5317 SP:Iteration 3Q (7945.321115 sec): 3 clusters Score: Raw -9322887.220494 + Penalty 3780.407537 = -9319106.812957 nChanged 6140 SP:Iteration 4F (7945.535575 sec): 3 clusters Score: Raw -9325709.461017 + Penalty 3780.407537 = -9321929.053479 nChanged 6950 SP:Iteration 5F (7945.788439 sec): 3 clusters Score: Raw -9329366.533301 + Penalty 3780.407537 = -9325586.125764 nChanged 7386 SP:Iteration 6F (7946.022438 sec): 3 clusters Score: Raw -9333708.074046 + Penalty 3780.407537 = -9329927.666509 nChanged 7368 SP:Iteration 7F (7946.253467 sec): 3 clusters Score: Raw -9338375.935473 + Penalty 3780.407537 = -9334595.527936 nChanged 6829 SP:Iteration 8F (7946.481720 sec): 3 clusters Score: Raw -9342994.081401 + Penalty 3780.407537 = -9339213.673864 nChanged 6240 SP:Iteration 9F (7946.690658 sec): 3 clusters Score: Raw -9347670.250380 + Penalty 3780.407537 = -9343889.842842 nChanged 5628 SP:Iteration 10Q (7946.933789 sec): 3 clusters Score: Raw -9352276.710557 + Penalty 3780.407537 = -9348496.303020 nChanged 4419 SP:Iteration 11Q (7947.183698 sec): 3 clusters Score: Raw -9355999.778486 + Penalty 3780.407537 = -9352219.370949 nChanged 3044 SP:Iteration 12Q (7947.434192 sec): 3 clusters Score: Raw -9358644.398610 + Penalty 3780.407537 = -9354863.991073 nChanged 1832 SP:Iteration 13Q (7947.676632 sec): 3 clusters Score: Raw -9360151.532620 + Penalty 3780.407537 = -9356371.125083 nChanged 831 SP:Iteration 14Q (7947.902680 sec): 3 clusters Score: Raw -9360829.896690 + Penalty 3780.407537 = -9357049.489153 nChanged 359 SP:Iteration 15Q (7948.096866 sec): 3 clusters Score: Raw -9361133.034442 + Penalty 3780.407537 = -9357352.626905 nChanged 140 SP:Iteration 16Q (7948.306153 sec): 3 clusters Score: Raw -9361254.299746 + Penalty 3780.407537 = -9357473.892208 nChanged 66 SP:Iteration 17Q (7948.512698 sec): 3 clusters Score: Raw -9361321.614011 + Penalty 3780.407537 = -9357541.206474 nChanged 47 SP:Iteration 18Q (7948.713209 sec): 3 clusters Score: Raw -9361354.922371 + Penalty 3780.407537 = -9357574.514833 nChanged 35 SP:Iteration 19Q (7948.901980 sec): 3 clusters Score: Raw -9361376.405898 + Penalty 3780.407537 = -9357595.998360 nChanged 22 SP:Iteration 20F (7949.128382 sec): 3 clusters Score: Raw -9361390.317659 + Penalty 3780.407537 = -9357609.910122 nChanged 18 SP:Iteration 21Q (7949.295149 sec): 3 clusters Score: Raw -9361405.832420 + Penalty 3780.407537 = -9357625.424882 nChanged 13 SP:Iteration 22Q (7949.490778 sec): 3 clusters Score: Raw -9361414.831675 + Penalty 3780.407537 = -9357634.424137 nChanged 11 SP:Iteration 23Q (7949.703876 sec): 3 clusters Score: Raw -9361421.708829 + Penalty 3780.407537 = -9357641.301292 nChanged 9 SP:Iteration 24Q (7949.909135 sec): 3 clusters Score: Raw -9361427.908663 + Penalty 3780.407537 = -9357647.501126 nChanged 10 SP:Iteration 25Q (7950.122987 sec): 3 clusters Score: Raw -9361435.541086 + Penalty 3780.407537 = -9357655.133549 nChanged 6 SP:Iteration 26Q (7950.325019 sec): 3 clusters Score: Raw -9361438.245753 + Penalty 3780.407537 = -9357657.838215 nChanged 5 SP:Iteration 27Q (7950.515412 sec): 3 clusters Score: Raw -9361439.577145 + Penalty 3780.407537 = -9357659.169607 nChanged 2 SP:Iteration 28Q (7950.724059 sec): 3 clusters Score: Raw -9361440.022374 + Penalty 3780.407537 = -9357659.614837 nChanged 0 SP:Iteration 29F (7950.971449 sec): 3 clusters Score: Raw -9361440.022374 + Penalty 3780.407537 = -9357659.614837 nChanged 0 Trying to split cluster 26 (862 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7950.994899 sec): 2 clusters Score: Raw -59178.546070 + Penalty 1098.378981 = -58080.167089 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7951.043181 sec): 3 clusters Score: Raw -58922.990892 + Penalty 2196.757963 = -56726.232929 nChanged 261 SP:Iteration 1F (7951.090231 sec): 3 clusters Score: Raw -59170.308417 + Penalty 2196.757963 = -56973.550454 nChanged 65 SP:Iteration 2F (7951.137515 sec): 3 clusters Score: Raw -59244.298420 + Penalty 2196.757963 = -57047.540457 nChanged 41 SP:Iteration 3Q (7951.186423 sec): 3 clusters Score: Raw -59290.843839 + Penalty 2196.757963 = -57094.085876 nChanged 31 SP:Iteration 4Q (7951.236673 sec): 3 clusters Score: Raw -59343.483848 + Penalty 2196.757963 = -57146.725886 nChanged 30 SP:Iteration 5Q (7951.287805 sec): 3 clusters Score: Raw -59380.376315 + Penalty 2196.757963 = -57183.618352 nChanged 18 SP:Iteration 6Q (7951.329856 sec): 3 clusters Score: Raw -59394.950341 + Penalty 2196.757963 = -57198.192378 nChanged 7 SP:Iteration 7Q (7951.379860 sec): 3 clusters Score: Raw -59403.618901 + Penalty 2196.757963 = -57206.860938 nChanged 5 SP:Iteration 8Q (7951.429530 sec): 3 clusters Score: Raw -59407.232381 + Penalty 2196.757963 = -57210.474418 nChanged 6 SP:Iteration 9Q (7951.479094 sec): 3 clusters Score: Raw -59412.521480 + Penalty 2196.757963 = -57215.763517 nChanged 3 SP:Iteration 10Q (7951.521447 sec): 3 clusters Score: Raw -59414.872620 + Penalty 2196.757963 = -57218.114657 nChanged 4 SP:Iteration 11Q (7951.571234 sec): 3 clusters Score: Raw -59418.459568 + Penalty 2196.757963 = -57221.701605 nChanged 2 SP:Iteration 12Q (7951.620941 sec): 3 clusters Score: Raw -59419.808539 + Penalty 2196.757963 = -57223.050576 nChanged 1 SP:Iteration 13Q (7951.663080 sec): 3 clusters Score: Raw -59421.182731 + Penalty 2196.757963 = -57224.424768 nChanged 0 SP:Iteration 14F (7951.713002 sec): 3 clusters Score: Raw -59421.182731 + Penalty 2196.757963 = -57224.424768 nChanged 0 Trying to split cluster 27 (5442 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7951.758016 sec): 2 clusters Score: Raw -457299.379715 + Penalty 1397.809062 = -455901.570653 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7951.793585 sec): 3 clusters Score: Raw -454435.572171 + Penalty 2795.618124 = -451639.954047 nChanged 2176 SP:Iteration 1F (7951.850603 sec): 3 clusters Score: Raw -455630.431046 + Penalty 2795.618124 = -452834.812922 nChanged 383 SP:Iteration 2F (7951.899713 sec): 3 clusters Score: Raw -455846.098814 + Penalty 2795.618124 = -453050.480690 nChanged 323 SP:Iteration 3F (7951.957810 sec): 3 clusters Score: Raw -456049.288135 + Penalty 2795.618124 = -453253.670012 nChanged 330 SP:Iteration 4F (7952.015048 sec): 3 clusters Score: Raw -456281.496730 + Penalty 2795.618124 = -453485.878606 nChanged 320 SP:Iteration 5F (7952.072002 sec): 3 clusters Score: Raw -456521.106689 + Penalty 2795.618124 = -453725.488565 nChanged 295 SP:Iteration 6F (7952.128073 sec): 3 clusters Score: Raw -456751.993940 + Penalty 2795.618124 = -453956.375817 nChanged 249 SP:Iteration 7Q (7952.176585 sec): 3 clusters Score: Raw -456935.188773 + Penalty 2795.618124 = -454139.570649 nChanged 197 SP:Iteration 8Q (7952.227522 sec): 3 clusters Score: Raw -457080.707493 + Penalty 2795.618124 = -454285.089369 nChanged 158 SP:Iteration 9Q (7952.280697 sec): 3 clusters Score: Raw -457201.720556 + Penalty 2795.618124 = -454406.102432 nChanged 137 SP:Iteration 10Q (7952.340918 sec): 3 clusters Score: Raw -457307.086716 + Penalty 2795.618124 = -454511.468592 nChanged 105 SP:Iteration 11Q (7952.373837 sec): 3 clusters Score: Raw -457377.720935 + Penalty 2795.618124 = -454582.102811 nChanged 58 SP:Iteration 12Q (7952.430457 sec): 3 clusters Score: Raw -457413.709468 + Penalty 2795.618124 = -454618.091344 nChanged 46 SP:Iteration 13Q (7952.486544 sec): 3 clusters Score: Raw -457442.697784 + Penalty 2795.618124 = -454647.079661 nChanged 44 SP:Iteration 14Q (7952.542023 sec): 3 clusters Score: Raw -457466.592920 + Penalty 2795.618124 = -454670.974796 nChanged 29 SP:Iteration 15Q (7952.604909 sec): 3 clusters Score: Raw -457477.591083 + Penalty 2795.618124 = -454681.972959 nChanged 22 SP:Iteration 16Q (7952.652996 sec): 3 clusters Score: Raw -457490.571565 + Penalty 2795.618124 = -454694.953442 nChanged 21 SP:Iteration 17Q (7952.717456 sec): 3 clusters Score: Raw -457499.964861 + Penalty 2795.618124 = -454704.346737 nChanged 20 SP:Iteration 18Q (7952.774405 sec): 3 clusters Score: Raw -457507.490853 + Penalty 2795.618124 = -454711.872729 nChanged 13 SP:Iteration 19Q (7952.816644 sec): 3 clusters Score: Raw -457512.984778 + Penalty 2795.618124 = -454717.366655 nChanged 6 SP:Iteration 20F (7952.883279 sec): 3 clusters Score: Raw -457513.853597 + Penalty 2795.618124 = -454718.235473 nChanged 2 SP:Iteration 21Q (7952.935448 sec): 3 clusters Score: Raw -457514.233599 + Penalty 2795.618124 = -454718.615475 nChanged 3 SP:Iteration 22Q (7952.993341 sec): 3 clusters Score: Raw -457515.694567 + Penalty 2795.618124 = -454720.076443 nChanged 4 SP:Iteration 23Q (7953.048118 sec): 3 clusters Score: Raw -457516.957849 + Penalty 2795.618124 = -454721.339726 nChanged 2 SP:Iteration 24Q (7953.089685 sec): 3 clusters Score: Raw -457517.812650 + Penalty 2795.618124 = -454722.194527 nChanged 1 SP:Iteration 25Q (7953.155532 sec): 3 clusters Score: Raw -457518.088437 + Penalty 2795.618124 = -454722.470313 nChanged 1 SP:Iteration 26Q (7953.203320 sec): 3 clusters Score: Raw -457518.519307 + Penalty 2795.618124 = -454722.901183 nChanged 1 SP:Iteration 27Q (7953.255095 sec): 3 clusters Score: Raw -457518.957432 + Penalty 2795.618124 = -454723.339308 nChanged 3 SP:Iteration 28Q (7953.296010 sec): 3 clusters Score: Raw -457519.750879 + Penalty 2795.618124 = -454724.132756 nChanged 2 SP:Iteration 29Q (7953.343614 sec): 3 clusters Score: Raw -457520.522342 + Penalty 2795.618124 = -454724.904218 nChanged 1 SP:Iteration 30Q (7953.402761 sec): 3 clusters Score: Raw -457520.757245 + Penalty 2795.618124 = -454725.139121 nChanged 1 SP:Iteration 31Q (7953.457483 sec): 3 clusters Score: Raw -457520.966919 + Penalty 2795.618124 = -454725.348795 nChanged 1 SP:Iteration 32Q (7953.505063 sec): 3 clusters Score: Raw -457521.408984 + Penalty 2795.618124 = -454725.790860 nChanged 2 SP:Iteration 33Q (7953.559749 sec): 3 clusters Score: Raw -457521.700160 + Penalty 2795.618124 = -454726.082036 nChanged 2 SP:Iteration 34Q (7953.612508 sec): 3 clusters Score: Raw -457521.955062 + Penalty 2795.618124 = -454726.336939 nChanged 1 SP:Iteration 35Q (7953.661088 sec): 3 clusters Score: Raw -457522.163404 + Penalty 2795.618124 = -454726.545280 nChanged 0 SP:Iteration 36F (7953.713288 sec): 3 clusters Score: Raw -457522.163404 + Penalty 2795.618124 = -454726.545280 nChanged 0 Trying to split cluster 28 (9948 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7953.755255 sec): 2 clusters Score: Raw -778750.001097 + Penalty 1495.833106 = -777254.167991 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7953.804536 sec): 3 clusters Score: Raw -773054.759899 + Penalty 2991.666212 = -770063.093687 nChanged 4328 SP:Iteration 1F (7953.864000 sec): 3 clusters Score: Raw -775591.326099 + Penalty 2991.666212 = -772599.659888 nChanged 713 SP:Iteration 2F (7953.931980 sec): 3 clusters Score: Raw -776128.636758 + Penalty 2991.666212 = -773136.970547 nChanged 792 SP:Iteration 3F (7953.991183 sec): 3 clusters Score: Raw -776831.454718 + Penalty 2991.666212 = -773839.788507 nChanged 820 SP:Iteration 4F (7954.057088 sec): 3 clusters Score: Raw -777585.359320 + Penalty 2991.666212 = -774593.693108 nChanged 732 SP:Iteration 5F (7954.115662 sec): 3 clusters Score: Raw -778167.077921 + Penalty 2991.666212 = -775175.411709 nChanged 535 SP:Iteration 6F (7954.187040 sec): 3 clusters Score: Raw -778544.222756 + Penalty 2991.666212 = -775552.556545 nChanged 339 SP:Iteration 7Q (7954.248917 sec): 3 clusters Score: Raw -778772.652841 + Penalty 2991.666212 = -775780.986630 nChanged 235 SP:Iteration 8Q (7954.307399 sec): 3 clusters Score: Raw -778920.297328 + Penalty 2991.666212 = -775928.631116 nChanged 184 SP:Iteration 9Q (7954.343625 sec): 3 clusters Score: Raw -779023.647071 + Penalty 2991.666212 = -776031.980859 nChanged 124 SP:Iteration 10Q (7954.409461 sec): 3 clusters Score: Raw -779078.278422 + Penalty 2991.666212 = -776086.612210 nChanged 105 SP:Iteration 11Q (7954.434465 sec): 3 clusters Score: Raw -779130.264608 + Penalty 2991.666212 = -776138.598397 nChanged 91 SP:Iteration 12Q (7954.500939 sec): 3 clusters Score: Raw -779176.845399 + Penalty 2991.666212 = -776185.179187 nChanged 85 SP:Iteration 13Q (7954.566536 sec): 3 clusters Score: Raw -779218.182867 + Penalty 2991.666212 = -776226.516655 nChanged 77 SP:Iteration 14Q (7954.642718 sec): 3 clusters Score: Raw -779257.060650 + Penalty 2991.666212 = -776265.394438 nChanged 82 SP:Iteration 15Q (7954.694174 sec): 3 clusters Score: Raw -779300.347027 + Penalty 2991.666212 = -776308.680815 nChanged 82 SP:Iteration 16Q (7954.758517 sec): 3 clusters Score: Raw -779342.903978 + Penalty 2991.666212 = -776351.237767 nChanged 75 SP:Iteration 17Q (7954.824585 sec): 3 clusters Score: Raw -779392.065492 + Penalty 2991.666212 = -776400.399280 nChanged 85 SP:Iteration 18Q (7954.886650 sec): 3 clusters Score: Raw -779434.769475 + Penalty 2991.666212 = -776443.103263 nChanged 66 SP:Iteration 19Q (7954.941172 sec): 3 clusters Score: Raw -779470.240969 + Penalty 2991.666212 = -776478.574758 nChanged 56 SP:Iteration 20F (7955.000695 sec): 3 clusters Score: Raw -779491.722966 + Penalty 2991.666212 = -776500.056755 nChanged 37 SP:Iteration 21Q (7955.059022 sec): 3 clusters Score: Raw -779504.709443 + Penalty 2991.666212 = -776513.043231 nChanged 35 SP:Iteration 22Q (7955.116383 sec): 3 clusters Score: Raw -779518.665068 + Penalty 2991.666212 = -776526.998856 nChanged 40 SP:Iteration 23Q (7955.175337 sec): 3 clusters Score: Raw -779530.420917 + Penalty 2991.666212 = -776538.754706 nChanged 22 SP:Iteration 24Q (7955.239920 sec): 3 clusters Score: Raw -779538.961981 + Penalty 2991.666212 = -776547.295770 nChanged 22 SP:Iteration 25Q (7955.305715 sec): 3 clusters Score: Raw -779545.806323 + Penalty 2991.666212 = -776554.140112 nChanged 17 SP:Iteration 26Q (7955.372292 sec): 3 clusters Score: Raw -779550.785488 + Penalty 2991.666212 = -776559.119277 nChanged 20 SP:Iteration 27Q (7955.434554 sec): 3 clusters Score: Raw -779556.624886 + Penalty 2991.666212 = -776564.958675 nChanged 12 SP:Iteration 28Q (7955.497712 sec): 3 clusters Score: Raw -779560.821788 + Penalty 2991.666212 = -776569.155577 nChanged 16 SP:Iteration 29Q (7955.567338 sec): 3 clusters Score: Raw -779564.017253 + Penalty 2991.666212 = -776572.351041 nChanged 11 SP:Iteration 30Q (7955.630042 sec): 3 clusters Score: Raw -779567.028387 + Penalty 2991.666212 = -776575.362175 nChanged 14 SP:Iteration 31Q (7955.691524 sec): 3 clusters Score: Raw -779571.353343 + Penalty 2991.666212 = -776579.687131 nChanged 5 SP:Iteration 32Q (7955.756329 sec): 3 clusters Score: Raw -779572.293469 + Penalty 2991.666212 = -776580.627257 nChanged 2 SP:Iteration 33Q (7955.830708 sec): 3 clusters Score: Raw -779572.894548 + Penalty 2991.666212 = -776581.228337 nChanged 2 SP:Iteration 34Q (7955.872824 sec): 3 clusters Score: Raw -779573.518424 + Penalty 2991.666212 = -776581.852213 nChanged 5 SP:Iteration 35Q (7955.936706 sec): 3 clusters Score: Raw -779574.388920 + Penalty 2991.666212 = -776582.722708 nChanged 2 SP:Iteration 36Q (7955.991276 sec): 3 clusters Score: Raw -779574.949873 + Penalty 2991.666212 = -776583.283662 nChanged 0 SP:Iteration 37F (7956.066297 sec): 3 clusters Score: Raw -779574.949873 + Penalty 2991.666212 = -776583.283662 nChanged 0 Trying to split cluster 29 (9322 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7956.092729 sec): 2 clusters Score: Raw -687407.076089 + Penalty 1485.271528 = -685921.804561 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7956.157648 sec): 3 clusters Score: Raw -682206.087495 + Penalty 2970.543055 = -679235.544440 nChanged 4004 SP:Iteration 1F (7956.221617 sec): 3 clusters Score: Raw -684729.921621 + Penalty 2970.543055 = -681759.378566 nChanged 762 SP:Iteration 2F (7956.278164 sec): 3 clusters Score: Raw -685294.188817 + Penalty 2970.543055 = -682323.645762 nChanged 693 SP:Iteration 3F (7956.342365 sec): 3 clusters Score: Raw -685847.802388 + Penalty 2970.543055 = -682877.259333 nChanged 637 SP:Iteration 4F (7956.406439 sec): 3 clusters Score: Raw -686401.362594 + Penalty 2970.543055 = -683430.819539 nChanged 606 SP:Iteration 5F (7956.470756 sec): 3 clusters Score: Raw -686916.028077 + Penalty 2970.543055 = -683945.485022 nChanged 556 SP:Iteration 6F (7956.534919 sec): 3 clusters Score: Raw -687331.998882 + Penalty 2970.543055 = -684361.455827 nChanged 402 SP:Iteration 7Q (7956.605366 sec): 3 clusters Score: Raw -687604.237505 + Penalty 2970.543055 = -684633.694450 nChanged 313 SP:Iteration 8Q (7956.659712 sec): 3 clusters Score: Raw -687778.597867 + Penalty 2970.543055 = -684808.054812 nChanged 230 SP:Iteration 9Q (7956.719024 sec): 3 clusters Score: Raw -687876.509445 + Penalty 2970.543055 = -684905.966390 nChanged 171 SP:Iteration 10Q (7956.775097 sec): 3 clusters Score: Raw -687935.046600 + Penalty 2970.543055 = -684964.503545 nChanged 113 SP:Iteration 11Q (7956.840729 sec): 3 clusters Score: Raw -687966.154455 + Penalty 2970.543055 = -684995.611400 nChanged 73 SP:Iteration 12Q (7956.897693 sec): 3 clusters Score: Raw -687985.388556 + Penalty 2970.543055 = -685014.845501 nChanged 63 SP:Iteration 13Q (7956.949252 sec): 3 clusters Score: Raw -687998.332925 + Penalty 2970.543055 = -685027.789870 nChanged 36 SP:Iteration 14Q (7957.017159 sec): 3 clusters Score: Raw -688003.511915 + Penalty 2970.543055 = -685032.968860 nChanged 22 SP:Iteration 15Q (7957.076854 sec): 3 clusters Score: Raw -688007.133966 + Penalty 2970.543055 = -685036.590911 nChanged 19 SP:Iteration 16Q (7957.141324 sec): 3 clusters Score: Raw -688010.346035 + Penalty 2970.543055 = -685039.802980 nChanged 19 SP:Iteration 17Q (7957.197577 sec): 3 clusters Score: Raw -688013.206372 + Penalty 2970.543055 = -685042.663317 nChanged 25 SP:Iteration 18Q (7957.243228 sec): 3 clusters Score: Raw -688017.747895 + Penalty 2970.543055 = -685047.204840 nChanged 22 SP:Iteration 19Q (7957.312477 sec): 3 clusters Score: Raw -688021.398153 + Penalty 2970.543055 = -685050.855098 nChanged 18 SP:Iteration 20F (7957.362981 sec): 3 clusters Score: Raw -688024.188557 + Penalty 2970.543055 = -685053.645502 nChanged 20 SP:Iteration 21Q (7957.421805 sec): 3 clusters Score: Raw -688027.261228 + Penalty 2970.543055 = -685056.718173 nChanged 21 SP:Iteration 22Q (7957.470880 sec): 3 clusters Score: Raw -688030.403764 + Penalty 2970.543055 = -685059.860709 nChanged 16 SP:Iteration 23Q (7957.536791 sec): 3 clusters Score: Raw -688033.204977 + Penalty 2970.543055 = -685062.661922 nChanged 13 SP:Iteration 24Q (7957.591205 sec): 3 clusters Score: Raw -688035.059673 + Penalty 2970.543055 = -685064.516618 nChanged 8 SP:Iteration 25Q (7957.663264 sec): 3 clusters Score: Raw -688035.959998 + Penalty 2970.543055 = -685065.416943 nChanged 8 SP:Iteration 26Q (7957.724237 sec): 3 clusters Score: Raw -688036.884177 + Penalty 2970.543055 = -685066.341122 nChanged 5 SP:Iteration 27Q (7957.789277 sec): 3 clusters Score: Raw -688037.403690 + Penalty 2970.543055 = -685066.860635 nChanged 6 SP:Iteration 28Q (7957.846182 sec): 3 clusters Score: Raw -688038.150639 + Penalty 2970.543055 = -685067.607584 nChanged 3 SP:Iteration 29Q (7957.894401 sec): 3 clusters Score: Raw -688038.379666 + Penalty 2970.543055 = -685067.836611 nChanged 3 SP:Iteration 30Q (7957.927161 sec): 3 clusters Score: Raw -688038.533308 + Penalty 2970.543055 = -685067.990253 nChanged 0 SP:Iteration 31F (7957.955900 sec): 3 clusters Score: Raw -688038.533308 + Penalty 2970.543055 = -685067.990253 nChanged 0 Trying to split cluster 30 (8597 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7958.003661 sec): 2 clusters Score: Raw -675820.890809 + Penalty 1472.114895 = -674348.775914 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7958.064280 sec): 3 clusters Score: Raw -671137.341087 + Penalty 2944.229790 = -668193.111297 nChanged 3690 SP:Iteration 1F (7958.122692 sec): 3 clusters Score: Raw -673516.491297 + Penalty 2944.229790 = -670572.261508 nChanged 783 SP:Iteration 2F (7958.182675 sec): 3 clusters Score: Raw -674346.711440 + Penalty 2944.229790 = -671402.481650 nChanged 768 SP:Iteration 3F (7958.237819 sec): 3 clusters Score: Raw -675122.216497 + Penalty 2944.229790 = -672177.986707 nChanged 608 SP:Iteration 4F (7958.290921 sec): 3 clusters Score: Raw -675671.177097 + Penalty 2944.229790 = -672726.947307 nChanged 509 SP:Iteration 5F (7958.353676 sec): 3 clusters Score: Raw -676089.537166 + Penalty 2944.229790 = -673145.307376 nChanged 371 SP:Iteration 6Q (7958.415208 sec): 3 clusters Score: Raw -676353.172178 + Penalty 2944.229790 = -673408.942388 nChanged 317 SP:Iteration 7Q (7958.481627 sec): 3 clusters Score: Raw -676554.883872 + Penalty 2944.229790 = -673610.654082 nChanged 262 SP:Iteration 8Q (7958.530077 sec): 3 clusters Score: Raw -676728.322286 + Penalty 2944.229790 = -673784.092496 nChanged 242 SP:Iteration 9Q (7958.592766 sec): 3 clusters Score: Raw -676866.545867 + Penalty 2944.229790 = -673922.316077 nChanged 168 SP:Iteration 10Q (7958.646028 sec): 3 clusters Score: Raw -676951.466781 + Penalty 2944.229790 = -674007.236991 nChanged 138 SP:Iteration 11Q (7958.707424 sec): 3 clusters Score: Raw -677009.811793 + Penalty 2944.229790 = -674065.582004 nChanged 95 SP:Iteration 12Q (7958.769411 sec): 3 clusters Score: Raw -677047.645525 + Penalty 2944.229790 = -674103.415736 nChanged 98 SP:Iteration 13Q (7958.819831 sec): 3 clusters Score: Raw -677081.297409 + Penalty 2944.229790 = -674137.067619 nChanged 80 SP:Iteration 14Q (7958.883370 sec): 3 clusters Score: Raw -677106.569411 + Penalty 2944.229790 = -674162.339621 nChanged 61 SP:Iteration 15Q (7958.942337 sec): 3 clusters Score: Raw -677125.967049 + Penalty 2944.229790 = -674181.737259 nChanged 44 SP:Iteration 16Q (7959.004626 sec): 3 clusters Score: Raw -677135.415519 + Penalty 2944.229790 = -674191.185729 nChanged 30 SP:Iteration 17Q (7959.065423 sec): 3 clusters Score: Raw -677140.710966 + Penalty 2944.229790 = -674196.481176 nChanged 24 SP:Iteration 18Q (7959.138982 sec): 3 clusters Score: Raw -677144.637398 + Penalty 2944.229790 = -674200.407608 nChanged 20 SP:Iteration 19Q (7959.191016 sec): 3 clusters Score: Raw -677148.833406 + Penalty 2944.229790 = -674204.603617 nChanged 23 SP:Iteration 20F (7959.252962 sec): 3 clusters Score: Raw -677154.049119 + Penalty 2944.229790 = -674209.819329 nChanged 25 SP:Iteration 21Q (7959.313291 sec): 3 clusters Score: Raw -677158.733710 + Penalty 2944.229790 = -674214.503920 nChanged 22 SP:Iteration 22Q (7959.374508 sec): 3 clusters Score: Raw -677163.751429 + Penalty 2944.229790 = -674219.521640 nChanged 14 SP:Iteration 23Q (7959.440148 sec): 3 clusters Score: Raw -677166.017652 + Penalty 2944.229790 = -674221.787862 nChanged 11 SP:Iteration 24Q (7959.502238 sec): 3 clusters Score: Raw -677167.753759 + Penalty 2944.229790 = -674223.523969 nChanged 8 SP:Iteration 25Q (7959.552760 sec): 3 clusters Score: Raw -677169.327953 + Penalty 2944.229790 = -674225.098163 nChanged 5 SP:Iteration 26Q (7959.614734 sec): 3 clusters Score: Raw -677170.195610 + Penalty 2944.229790 = -674225.965820 nChanged 4 SP:Iteration 27Q (7959.674048 sec): 3 clusters Score: Raw -677170.483586 + Penalty 2944.229790 = -674226.253796 nChanged 3 SP:Iteration 28Q (7959.739933 sec): 3 clusters Score: Raw -677170.925404 + Penalty 2944.229790 = -674226.695614 nChanged 3 SP:Iteration 29Q (7959.792700 sec): 3 clusters Score: Raw -677171.234378 + Penalty 2944.229790 = -674227.004588 nChanged 0 SP:Iteration 30F (7959.844579 sec): 3 clusters Score: Raw -677171.234378 + Penalty 2944.229790 = -674227.004588 nChanged 0 Trying to split cluster 31 (2673 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7959.866894 sec): 2 clusters Score: Raw -215713.169336 + Penalty 1282.280466 = -214430.888869 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7959.918907 sec): 3 clusters Score: Raw -214509.116199 + Penalty 2564.560933 = -211944.555266 nChanged 978 SP:Iteration 1F (7959.982734 sec): 3 clusters Score: Raw -215183.948776 + Penalty 2564.560933 = -212619.387843 nChanged 251 SP:Iteration 2F (7960.023993 sec): 3 clusters Score: Raw -215504.112480 + Penalty 2564.560933 = -212939.551547 nChanged 227 SP:Iteration 3F (7960.077404 sec): 3 clusters Score: Raw -215917.648978 + Penalty 2564.560933 = -213353.088045 nChanged 250 SP:Iteration 4F (7960.120520 sec): 3 clusters Score: Raw -216438.223986 + Penalty 2564.560933 = -213873.663053 nChanged 230 SP:Iteration 5F (7960.173061 sec): 3 clusters Score: Raw -216948.579347 + Penalty 2564.560933 = -214384.018414 nChanged 160 SP:Iteration 6F (7960.226275 sec): 3 clusters Score: Raw -217303.885933 + Penalty 2564.560933 = -214739.325000 nChanged 94 SP:Iteration 7Q (7960.277354 sec): 3 clusters Score: Raw -217481.314119 + Penalty 2564.560933 = -214916.753187 nChanged 39 SP:Iteration 8Q (7960.328639 sec): 3 clusters Score: Raw -217525.266779 + Penalty 2564.560933 = -214960.705847 nChanged 12 SP:Iteration 9Q (7960.378597 sec): 3 clusters Score: Raw -217533.426144 + Penalty 2564.560933 = -214968.865211 nChanged 3 SP:Iteration 10Q (7960.425790 sec): 3 clusters Score: Raw -217534.825249 + Penalty 2564.560933 = -214970.264317 nChanged 0 SP:Iteration 11F (7960.476800 sec): 3 clusters Score: Raw -217534.825249 + Penalty 2564.560933 = -214970.264317 nChanged 0 Score: Raw -49145912.365980 + Penalty 88911.006508 = -49057001.359472 Splitting cluster 31 changes total score from -49057348.264693 to -49057001.359472 So it's not getting split. Trying to split cluster 32 (1511 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7976.376778 sec): 2 clusters Score: Raw -116134.748225 + Penalty 1189.585631 = -114945.162594 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7976.385653 sec): 3 clusters Score: Raw -115570.606542 + Penalty 2379.171263 = -113191.435280 nChanged 526 SP:Iteration 1F (7976.393571 sec): 3 clusters Score: Raw -115939.089762 + Penalty 2379.171263 = -113559.918499 nChanged 98 SP:Iteration 2F (7976.401468 sec): 3 clusters Score: Raw -116025.667595 + Penalty 2379.171263 = -113646.496332 nChanged 69 SP:Iteration 3Q (7976.409434 sec): 3 clusters Score: Raw -116079.879462 + Penalty 2379.171263 = -113700.708200 nChanged 51 SP:Iteration 4Q (7976.417353 sec): 3 clusters Score: Raw -116144.046420 + Penalty 2379.171263 = -113764.875157 nChanged 55 SP:Iteration 5Q (7976.425155 sec): 3 clusters Score: Raw -116206.713711 + Penalty 2379.171263 = -113827.542448 nChanged 39 SP:Iteration 6Q (7976.432937 sec): 3 clusters Score: Raw -116246.772384 + Penalty 2379.171263 = -113867.601122 nChanged 34 SP:Iteration 7Q (7976.440789 sec): 3 clusters Score: Raw -116276.588319 + Penalty 2379.171263 = -113897.417056 nChanged 20 SP:Iteration 8Q (7976.448625 sec): 3 clusters Score: Raw -116292.177495 + Penalty 2379.171263 = -113913.006232 nChanged 20 SP:Iteration 9Q (7976.456454 sec): 3 clusters Score: Raw -116306.052331 + Penalty 2379.171263 = -113926.881068 nChanged 20 SP:Iteration 10Q (7976.464178 sec): 3 clusters Score: Raw -116321.510796 + Penalty 2379.171263 = -113942.339533 nChanged 9 SP:Iteration 11Q (7976.479340 sec): 3 clusters Score: Raw -116325.986046 + Penalty 2379.171263 = -113946.814784 nChanged 12 SP:Iteration 12Q (7976.487550 sec): 3 clusters Score: Raw -116333.362028 + Penalty 2379.171263 = -113954.190765 nChanged 6 SP:Iteration 13Q (7976.495299 sec): 3 clusters Score: Raw -116335.861648 + Penalty 2379.171263 = -113956.690386 nChanged 4 SP:Iteration 14Q (7976.503103 sec): 3 clusters Score: Raw -116339.829435 + Penalty 2379.171263 = -113960.658172 nChanged 7 SP:Iteration 15Q (7976.510953 sec): 3 clusters Score: Raw -116344.624550 + Penalty 2379.171263 = -113965.453287 nChanged 6 SP:Iteration 16Q (7976.518699 sec): 3 clusters Score: Raw -116347.627600 + Penalty 2379.171263 = -113968.456338 nChanged 2 SP:Iteration 17Q (7976.526486 sec): 3 clusters Score: Raw -116348.663144 + Penalty 2379.171263 = -113969.491882 nChanged 2 SP:Iteration 18Q (7976.534195 sec): 3 clusters Score: Raw -116349.430462 + Penalty 2379.171263 = -113970.259199 nChanged 6 SP:Iteration 19Q (7976.541938 sec): 3 clusters Score: Raw -116353.682073 + Penalty 2379.171263 = -113974.510810 nChanged 4 SP:Iteration 20F (7976.549800 sec): 3 clusters Score: Raw -116356.410077 + Penalty 2379.171263 = -113977.238814 nChanged 2 SP:Iteration 21Q (7976.557600 sec): 3 clusters Score: Raw -116357.325983 + Penalty 2379.171263 = -113978.154721 nChanged 3 SP:Iteration 22Q (7976.573036 sec): 3 clusters Score: Raw -116358.307288 + Penalty 2379.171263 = -113979.136025 nChanged 5 SP:Iteration 23Q (7976.581206 sec): 3 clusters Score: Raw -116362.620567 + Penalty 2379.171263 = -113983.449304 nChanged 9 SP:Iteration 24Q (7976.588987 sec): 3 clusters Score: Raw -116368.707397 + Penalty 2379.171263 = -113989.536135 nChanged 7 SP:Iteration 25Q (7976.596726 sec): 3 clusters Score: Raw -116371.490407 + Penalty 2379.171263 = -113992.319145 nChanged 6 SP:Iteration 26Q (7976.604546 sec): 3 clusters Score: Raw -116375.959700 + Penalty 2379.171263 = -113996.788438 nChanged 5 SP:Iteration 27Q (7976.612353 sec): 3 clusters Score: Raw -116380.509330 + Penalty 2379.171263 = -114001.338068 nChanged 9 SP:Iteration 28Q (7976.620067 sec): 3 clusters Score: Raw -116386.596906 + Penalty 2379.171263 = -114007.425643 nChanged 8 SP:Iteration 29Q (7976.627859 sec): 3 clusters Score: Raw -116394.365287 + Penalty 2379.171263 = -114015.194024 nChanged 10 SP:Iteration 30Q (7976.635661 sec): 3 clusters Score: Raw -116408.421488 + Penalty 2379.171263 = -114029.250225 nChanged 16 SP:Iteration 31Q (7976.643432 sec): 3 clusters Score: Raw -116424.932426 + Penalty 2379.171263 = -114045.761163 nChanged 15 SP:Iteration 32Q (7976.651137 sec): 3 clusters Score: Raw -116442.980769 + Penalty 2379.171263 = -114063.809506 nChanged 16 SP:Iteration 33Q (7976.668893 sec): 3 clusters Score: Raw -116452.402039 + Penalty 2379.171263 = -114073.230776 nChanged 10 SP:Iteration 34Q (7976.677085 sec): 3 clusters Score: Raw -116459.617373 + Penalty 2379.171263 = -114080.446110 nChanged 8 SP:Iteration 35Q (7976.684824 sec): 3 clusters Score: Raw -116465.039152 + Penalty 2379.171263 = -114085.867889 nChanged 7 SP:Iteration 36Q (7976.692554 sec): 3 clusters Score: Raw -116470.865601 + Penalty 2379.171263 = -114091.694338 nChanged 8 SP:Iteration 37Q (7976.700314 sec): 3 clusters Score: Raw -116474.755982 + Penalty 2379.171263 = -114095.584720 nChanged 5 SP:Iteration 38Q (7976.707999 sec): 3 clusters Score: Raw -116477.380650 + Penalty 2379.171263 = -114098.209387 nChanged 4 SP:Iteration 39Q (7976.715656 sec): 3 clusters Score: Raw -116481.349026 + Penalty 2379.171263 = -114102.177763 nChanged 4 SP:Iteration 40F (7976.723499 sec): 3 clusters Score: Raw -116484.995677 + Penalty 2379.171263 = -114105.824414 nChanged 5 SP:Iteration 41Q (7976.731262 sec): 3 clusters Score: Raw -116488.574712 + Penalty 2379.171263 = -114109.403450 nChanged 4 SP:Iteration 42Q (7976.738937 sec): 3 clusters Score: Raw -116491.318383 + Penalty 2379.171263 = -114112.147120 nChanged 4 SP:Iteration 43Q (7976.746655 sec): 3 clusters Score: Raw -116494.782037 + Penalty 2379.171263 = -114115.610774 nChanged 5 SP:Iteration 44Q (7976.764716 sec): 3 clusters Score: Raw -116496.532604 + Penalty 2379.171263 = -114117.361341 nChanged 4 SP:Iteration 45Q (7976.772818 sec): 3 clusters Score: Raw -116498.089936 + Penalty 2379.171263 = -114118.918673 nChanged 3 SP:Iteration 46Q (7976.780554 sec): 3 clusters Score: Raw -116499.746537 + Penalty 2379.171263 = -114120.575275 nChanged 2 SP:Iteration 47Q (7976.788265 sec): 3 clusters Score: Raw -116500.563435 + Penalty 2379.171263 = -114121.392173 nChanged 3 SP:Iteration 48Q (7976.796005 sec): 3 clusters Score: Raw -116502.182138 + Penalty 2379.171263 = -114123.010876 nChanged 5 SP:Iteration 49Q (7976.803720 sec): 3 clusters Score: Raw -116504.563243 + Penalty 2379.171263 = -114125.391981 nChanged 4 SP:Iteration 50Q (7976.811430 sec): 3 clusters Score: Raw -116506.563665 + Penalty 2379.171263 = -114127.392402 nChanged 1 SP:Iteration 51Q (7976.819140 sec): 3 clusters Score: Raw -116507.050989 + Penalty 2379.171263 = -114127.879726 nChanged 1 SP:Iteration 52Q (7976.826777 sec): 3 clusters Score: Raw -116507.639890 + Penalty 2379.171263 = -114128.468627 nChanged 2 SP:Iteration 53Q (7976.834513 sec): 3 clusters Score: Raw -116508.635022 + Penalty 2379.171263 = -114129.463759 nChanged 2 SP:Iteration 54Q (7976.842233 sec): 3 clusters Score: Raw -116509.475596 + Penalty 2379.171263 = -114130.304334 nChanged 1 SP:Iteration 55Q (7976.862151 sec): 3 clusters Score: Raw -116509.596982 + Penalty 2379.171263 = -114130.425719 nChanged 1 SP:Iteration 56Q (7976.870342 sec): 3 clusters Score: Raw -116509.768368 + Penalty 2379.171263 = -114130.597105 nChanged 0 SP:Iteration 57F (7976.878225 sec): 3 clusters Score: Raw -116509.768368 + Penalty 2379.171263 = -114130.597105 nChanged 0 Trying to split cluster 33 (19922 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7976.919446 sec): 2 clusters Score: Raw -1674507.872041 + Penalty 1608.681738 = -1672899.190303 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7976.982601 sec): 3 clusters Score: Raw -1662574.304986 + Penalty 3217.363477 = -1659356.941509 nChanged 9030 SP:Iteration 1F (7977.042970 sec): 3 clusters Score: Raw -1667523.494322 + Penalty 3217.363477 = -1664306.130846 nChanged 1124 SP:Iteration 2F (7977.088575 sec): 3 clusters Score: Raw -1668067.410520 + Penalty 3217.363477 = -1664850.047043 nChanged 1122 SP:Iteration 3F (7977.136140 sec): 3 clusters Score: Raw -1668671.428019 + Penalty 3217.363477 = -1665454.064543 nChanged 1249 SP:Iteration 4F (7977.183327 sec): 3 clusters Score: Raw -1669460.456044 + Penalty 3217.363477 = -1666243.092567 nChanged 1314 SP:Iteration 5F (7977.230866 sec): 3 clusters Score: Raw -1670384.612180 + Penalty 3217.363477 = -1667167.248703 nChanged 1376 SP:Iteration 6F (7977.312846 sec): 3 clusters Score: Raw -1671365.302826 + Penalty 3217.363477 = -1668147.939350 nChanged 1268 SP:Iteration 7F (7977.392662 sec): 3 clusters Score: Raw -1672154.987166 + Penalty 3217.363477 = -1668937.623689 nChanged 972 SP:Iteration 8Q (7977.485800 sec): 3 clusters Score: Raw -1672673.997657 + Penalty 3217.363477 = -1669456.634180 nChanged 749 SP:Iteration 9Q (7977.561902 sec): 3 clusters Score: Raw -1673019.231407 + Penalty 3217.363477 = -1669801.867930 nChanged 586 SP:Iteration 10Q (7977.650801 sec): 3 clusters Score: Raw -1673282.449757 + Penalty 3217.363477 = -1670065.086281 nChanged 434 SP:Iteration 11Q (7977.736196 sec): 3 clusters Score: Raw -1673482.767176 + Penalty 3217.363477 = -1670265.403699 nChanged 348 SP:Iteration 12Q (7977.812809 sec): 3 clusters Score: Raw -1673640.705403 + Penalty 3217.363477 = -1670423.341926 nChanged 330 SP:Iteration 13Q (7977.895683 sec): 3 clusters Score: Raw -1673790.338018 + Penalty 3217.363477 = -1670572.974541 nChanged 313 SP:Iteration 14Q (7977.970250 sec): 3 clusters Score: Raw -1673924.457641 + Penalty 3217.363477 = -1670707.094165 nChanged 305 SP:Iteration 15Q (7978.042829 sec): 3 clusters Score: Raw -1674043.009232 + Penalty 3217.363477 = -1670825.645755 nChanged 254 SP:Iteration 16Q (7978.118543 sec): 3 clusters Score: Raw -1674137.268312 + Penalty 3217.363477 = -1670919.904835 nChanged 244 SP:Iteration 17Q (7978.192738 sec): 3 clusters Score: Raw -1674228.582022 + Penalty 3217.363477 = -1671011.218545 nChanged 243 SP:Iteration 18Q (7978.262306 sec): 3 clusters Score: Raw -1674317.770422 + Penalty 3217.363477 = -1671100.406945 nChanged 237 SP:Iteration 19Q (7978.330992 sec): 3 clusters Score: Raw -1674405.838526 + Penalty 3217.363477 = -1671188.475049 nChanged 228 SP:Iteration 20F (7978.417081 sec): 3 clusters Score: Raw -1674484.902179 + Penalty 3217.363477 = -1671267.538703 nChanged 196 SP:Iteration 21Q (7978.495840 sec): 3 clusters Score: Raw -1674543.425255 + Penalty 3217.363477 = -1671326.061778 nChanged 176 SP:Iteration 22Q (7978.565868 sec): 3 clusters Score: Raw -1674594.588110 + Penalty 3217.363477 = -1671377.224633 nChanged 159 SP:Iteration 23Q (7978.636910 sec): 3 clusters Score: Raw -1674639.122436 + Penalty 3217.363477 = -1671421.758960 nChanged 158 SP:Iteration 24Q (7978.715338 sec): 3 clusters Score: Raw -1674685.891594 + Penalty 3217.363477 = -1671468.528117 nChanged 138 SP:Iteration 25Q (7978.800954 sec): 3 clusters Score: Raw -1674724.452272 + Penalty 3217.363477 = -1671507.088795 nChanged 116 SP:Iteration 26Q (7978.870558 sec): 3 clusters Score: Raw -1674754.248303 + Penalty 3217.363477 = -1671536.884827 nChanged 102 SP:Iteration 27Q (7978.945563 sec): 3 clusters Score: Raw -1674781.769737 + Penalty 3217.363477 = -1671564.406260 nChanged 101 SP:Iteration 28Q (7979.030937 sec): 3 clusters Score: Raw -1674809.374117 + Penalty 3217.363477 = -1671592.010640 nChanged 86 SP:Iteration 29Q (7979.093596 sec): 3 clusters Score: Raw -1674831.582791 + Penalty 3217.363477 = -1671614.219314 nChanged 76 SP:Iteration 30Q (7979.165820 sec): 3 clusters Score: Raw -1674849.069525 + Penalty 3217.363477 = -1671631.706049 nChanged 78 SP:Iteration 31Q (7979.228762 sec): 3 clusters Score: Raw -1674865.202550 + Penalty 3217.363477 = -1671647.839074 nChanged 62 SP:Iteration 32Q (7979.311259 sec): 3 clusters Score: Raw -1674880.789105 + Penalty 3217.363477 = -1671663.425629 nChanged 70 SP:Iteration 33Q (7979.379874 sec): 3 clusters Score: Raw -1674898.733295 + Penalty 3217.363477 = -1671681.369818 nChanged 63 SP:Iteration 34Q (7979.462015 sec): 3 clusters Score: Raw -1674911.772369 + Penalty 3217.363477 = -1671694.408893 nChanged 53 SP:Iteration 35Q (7979.551622 sec): 3 clusters Score: Raw -1674921.541655 + Penalty 3217.363477 = -1671704.178178 nChanged 50 SP:Iteration 36Q (7979.630307 sec): 3 clusters Score: Raw -1674929.727328 + Penalty 3217.363477 = -1671712.363851 nChanged 46 SP:Iteration 37Q (7979.694708 sec): 3 clusters Score: Raw -1674938.297769 + Penalty 3217.363477 = -1671720.934293 nChanged 42 SP:Iteration 38Q (7979.782019 sec): 3 clusters Score: Raw -1674945.947127 + Penalty 3217.363477 = -1671728.583650 nChanged 44 SP:Iteration 39Q (7979.857804 sec): 3 clusters Score: Raw -1674953.742324 + Penalty 3217.363477 = -1671736.378847 nChanged 37 SP:Iteration 40F (7979.929866 sec): 3 clusters Score: Raw -1674959.410367 + Penalty 3217.363477 = -1671742.046891 nChanged 36 SP:Iteration 41Q (7980.014447 sec): 3 clusters Score: Raw -1674965.985863 + Penalty 3217.363477 = -1671748.622387 nChanged 35 SP:Iteration 42Q (7980.093912 sec): 3 clusters Score: Raw -1674972.537491 + Penalty 3217.363477 = -1671755.174015 nChanged 30 SP:Iteration 43Q (7980.172701 sec): 3 clusters Score: Raw -1674978.137634 + Penalty 3217.363477 = -1671760.774158 nChanged 28 SP:Iteration 44Q (7980.251886 sec): 3 clusters Score: Raw -1674983.905982 + Penalty 3217.363477 = -1671766.542506 nChanged 28 SP:Iteration 45Q (7980.329729 sec): 3 clusters Score: Raw -1674988.324504 + Penalty 3217.363477 = -1671770.961028 nChanged 33 SP:Iteration 46Q (7980.400161 sec): 3 clusters Score: Raw -1674993.437246 + Penalty 3217.363477 = -1671776.073769 nChanged 23 SP:Iteration 47Q (7980.484710 sec): 3 clusters Score: Raw -1674996.533754 + Penalty 3217.363477 = -1671779.170277 nChanged 23 SP:Iteration 48Q (7980.548160 sec): 3 clusters Score: Raw -1675001.090457 + Penalty 3217.363477 = -1671783.726981 nChanged 28 SP:Iteration 49Q (7980.620712 sec): 3 clusters Score: Raw -1675006.063462 + Penalty 3217.363477 = -1671788.699985 nChanged 26 SP:Iteration 50Q (7980.694424 sec): 3 clusters Score: Raw -1675010.348156 + Penalty 3217.363477 = -1671792.984680 nChanged 30 SP:Iteration 51Q (7980.765118 sec): 3 clusters Score: Raw -1675015.076343 + Penalty 3217.363477 = -1671797.712867 nChanged 24 SP:Iteration 52Q (7980.845278 sec): 3 clusters Score: Raw -1675019.182850 + Penalty 3217.363477 = -1671801.819374 nChanged 17 SP:Iteration 53Q (7980.925777 sec): 3 clusters Score: Raw -1675021.881937 + Penalty 3217.363477 = -1671804.518461 nChanged 15 SP:Iteration 54Q (7981.001894 sec): 3 clusters Score: Raw -1675024.319390 + Penalty 3217.363477 = -1671806.955913 nChanged 11 SP:Iteration 55Q (7981.081169 sec): 3 clusters Score: Raw -1675025.408923 + Penalty 3217.363477 = -1671808.045446 nChanged 12 SP:Iteration 56Q (7981.158869 sec): 3 clusters Score: Raw -1675027.228358 + Penalty 3217.363477 = -1671809.864882 nChanged 15 SP:Iteration 57Q (7981.237002 sec): 3 clusters Score: Raw -1675028.972470 + Penalty 3217.363477 = -1671811.608994 nChanged 14 SP:Iteration 58Q (7981.300116 sec): 3 clusters Score: Raw -1675031.060625 + Penalty 3217.363477 = -1671813.697148 nChanged 20 SP:Iteration 59Q (7981.377919 sec): 3 clusters Score: Raw -1675034.129258 + Penalty 3217.363477 = -1671816.765782 nChanged 18 SP:Iteration 60F (7981.461130 sec): 3 clusters Score: Raw -1675037.452892 + Penalty 3217.363477 = -1671820.089416 nChanged 22 SP:Iteration 61Q (7981.519188 sec): 3 clusters Score: Raw -1675040.873471 + Penalty 3217.363477 = -1671823.509995 nChanged 21 SP:Iteration 62Q (7981.599776 sec): 3 clusters Score: Raw -1675044.416170 + Penalty 3217.363477 = -1671827.052693 nChanged 22 SP:Iteration 63Q (7981.677162 sec): 3 clusters Score: Raw -1675048.492081 + Penalty 3217.363477 = -1671831.128604 nChanged 21 SP:Iteration 64Q (7981.754118 sec): 3 clusters Score: Raw -1675052.488875 + Penalty 3217.363477 = -1671835.125398 nChanged 17 SP:Iteration 65Q (7981.831749 sec): 3 clusters Score: Raw -1675054.820449 + Penalty 3217.363477 = -1671837.456973 nChanged 15 SP:Iteration 66Q (7981.898627 sec): 3 clusters Score: Raw -1675057.236388 + Penalty 3217.363477 = -1671839.872911 nChanged 17 SP:Iteration 67Q (7981.945692 sec): 3 clusters Score: Raw -1675059.734767 + Penalty 3217.363477 = -1671842.371291 nChanged 12 SP:Iteration 68Q (7982.023423 sec): 3 clusters Score: Raw -1675061.098541 + Penalty 3217.363477 = -1671843.735064 nChanged 8 SP:Iteration 69Q (7982.099257 sec): 3 clusters Score: Raw -1675061.954398 + Penalty 3217.363477 = -1671844.590922 nChanged 2 SP:Iteration 70Q (7982.172408 sec): 3 clusters Score: Raw -1675062.423862 + Penalty 3217.363477 = -1671845.060386 nChanged 2 SP:Iteration 71Q (7982.247726 sec): 3 clusters Score: Raw -1675062.779755 + Penalty 3217.363477 = -1671845.416279 nChanged 2 SP:Iteration 72Q (7982.308999 sec): 3 clusters Score: Raw -1675062.983570 + Penalty 3217.363477 = -1671845.620093 nChanged 2 SP:Iteration 73Q (7982.389621 sec): 3 clusters Score: Raw -1675063.246949 + Penalty 3217.363477 = -1671845.883473 nChanged 2 SP:Iteration 74Q (7982.465507 sec): 3 clusters Score: Raw -1675063.505396 + Penalty 3217.363477 = -1671846.141920 nChanged 3 SP:Iteration 75Q (7982.533890 sec): 3 clusters Score: Raw -1675063.830532 + Penalty 3217.363477 = -1671846.467055 nChanged 2 SP:Iteration 76Q (7982.609318 sec): 3 clusters Score: Raw -1675064.409385 + Penalty 3217.363477 = -1671847.045908 nChanged 4 SP:Iteration 77Q (7982.681376 sec): 3 clusters Score: Raw -1675064.862779 + Penalty 3217.363477 = -1671847.499303 nChanged 2 SP:Iteration 78Q (7982.750469 sec): 3 clusters Score: Raw -1675065.174867 + Penalty 3217.363477 = -1671847.811390 nChanged 2 SP:Iteration 79Q (7982.824634 sec): 3 clusters Score: Raw -1675065.456082 + Penalty 3217.363477 = -1671848.092606 nChanged 3 SP:Iteration 80F (7982.906650 sec): 3 clusters Score: Raw -1675065.944581 + Penalty 3217.363477 = -1671848.581104 nChanged 3 SP:Iteration 81Q (7982.982313 sec): 3 clusters Score: Raw -1675066.222322 + Penalty 3217.363477 = -1671848.858845 nChanged 4 SP:Iteration 82Q (7983.057003 sec): 3 clusters Score: Raw -1675066.725930 + Penalty 3217.363477 = -1671849.362454 nChanged 5 SP:Iteration 83Q (7983.127566 sec): 3 clusters Score: Raw -1675067.370626 + Penalty 3217.363477 = -1671850.007149 nChanged 6 SP:Iteration 84Q (7983.195127 sec): 3 clusters Score: Raw -1675068.031618 + Penalty 3217.363477 = -1671850.668141 nChanged 3 SP:Iteration 85Q (7983.266851 sec): 3 clusters Score: Raw -1675068.443131 + Penalty 3217.363477 = -1671851.079655 nChanged 2 SP:Iteration 86Q (7983.336814 sec): 3 clusters Score: Raw -1675068.843102 + Penalty 3217.363477 = -1671851.479625 nChanged 1 SP:Iteration 87Q (7983.411739 sec): 3 clusters Score: Raw -1675068.971555 + Penalty 3217.363477 = -1671851.608079 nChanged 3 SP:Iteration 88Q (7983.497745 sec): 3 clusters Score: Raw -1675069.425709 + Penalty 3217.363477 = -1671852.062232 nChanged 5 SP:Iteration 89Q (7983.575031 sec): 3 clusters Score: Raw -1675070.043569 + Penalty 3217.363477 = -1671852.680092 nChanged 5 SP:Iteration 90Q (7983.652630 sec): 3 clusters Score: Raw -1675070.637144 + Penalty 3217.363477 = -1671853.273668 nChanged 4 SP:Iteration 91Q (7983.730059 sec): 3 clusters Score: Raw -1675071.176989 + Penalty 3217.363477 = -1671853.813512 nChanged 0 SP:Iteration 92F (7983.813002 sec): 3 clusters Score: Raw -1675071.176989 + Penalty 3217.363477 = -1671853.813512 nChanged 0 Trying to split cluster 34 (4127 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7983.844971 sec): 2 clusters Score: Raw -298082.873127 + Penalty 1352.862230 = -296730.010897 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7983.900627 sec): 3 clusters Score: Raw -295995.923200 + Penalty 2705.724460 = -293290.198741 nChanged 1638 SP:Iteration 1F (7983.956642 sec): 3 clusters Score: Raw -296952.213570 + Penalty 2705.724460 = -294246.489111 nChanged 329 SP:Iteration 2F (7984.011436 sec): 3 clusters Score: Raw -297182.097819 + Penalty 2705.724460 = -294476.373360 nChanged 269 SP:Iteration 3F (7984.055382 sec): 3 clusters Score: Raw -297370.661789 + Penalty 2705.724460 = -294664.937329 nChanged 239 SP:Iteration 4F (7984.109356 sec): 3 clusters Score: Raw -297575.884245 + Penalty 2705.724460 = -294870.159785 nChanged 246 SP:Iteration 5F (7984.163632 sec): 3 clusters Score: Raw -297789.295323 + Penalty 2705.724460 = -295083.570863 nChanged 236 SP:Iteration 6F (7984.218794 sec): 3 clusters Score: Raw -297985.617984 + Penalty 2705.724460 = -295279.893525 nChanged 189 SP:Iteration 7Q (7984.272639 sec): 3 clusters Score: Raw -298159.670008 + Penalty 2705.724460 = -295453.945549 nChanged 174 SP:Iteration 8Q (7984.338169 sec): 3 clusters Score: Raw -298312.304263 + Penalty 2705.724460 = -295606.579803 nChanged 146 SP:Iteration 9Q (7984.391885 sec): 3 clusters Score: Raw -298432.528959 + Penalty 2705.724460 = -295726.804499 nChanged 138 SP:Iteration 10Q (7984.449026 sec): 3 clusters Score: Raw -298525.374767 + Penalty 2705.724460 = -295819.650307 nChanged 98 SP:Iteration 11Q (7984.493098 sec): 3 clusters Score: Raw -298577.324775 + Penalty 2705.724460 = -295871.600315 nChanged 75 SP:Iteration 12Q (7984.547918 sec): 3 clusters Score: Raw -298613.492042 + Penalty 2705.724460 = -295907.767583 nChanged 46 SP:Iteration 13Q (7984.610927 sec): 3 clusters Score: Raw -298633.094990 + Penalty 2705.724460 = -295927.370531 nChanged 37 SP:Iteration 14Q (7984.658934 sec): 3 clusters Score: Raw -298647.362095 + Penalty 2705.724460 = -295941.637635 nChanged 38 SP:Iteration 15Q (7984.710817 sec): 3 clusters Score: Raw -298663.437590 + Penalty 2705.724460 = -295957.713130 nChanged 40 SP:Iteration 16Q (7984.763613 sec): 3 clusters Score: Raw -298681.936957 + Penalty 2705.724460 = -295976.212497 nChanged 46 SP:Iteration 17Q (7984.815139 sec): 3 clusters Score: Raw -298701.446816 + Penalty 2705.724460 = -295995.722357 nChanged 36 SP:Iteration 18Q (7984.870678 sec): 3 clusters Score: Raw -298716.545983 + Penalty 2705.724460 = -296010.821523 nChanged 26 SP:Iteration 19Q (7984.923533 sec): 3 clusters Score: Raw -298725.841299 + Penalty 2705.724460 = -296020.116839 nChanged 22 SP:Iteration 20F (7984.970946 sec): 3 clusters Score: Raw -298732.803468 + Penalty 2705.724460 = -296027.079008 nChanged 20 SP:Iteration 21Q (7985.025654 sec): 3 clusters Score: Raw -298739.269506 + Penalty 2705.724460 = -296033.545047 nChanged 15 SP:Iteration 22Q (7985.070021 sec): 3 clusters Score: Raw -298745.030203 + Penalty 2705.724460 = -296039.305743 nChanged 16 SP:Iteration 23Q (7985.122573 sec): 3 clusters Score: Raw -298750.690428 + Penalty 2705.724460 = -296044.965968 nChanged 12 SP:Iteration 24Q (7985.185341 sec): 3 clusters Score: Raw -298753.708289 + Penalty 2705.724460 = -296047.983829 nChanged 8 SP:Iteration 25Q (7985.229924 sec): 3 clusters Score: Raw -298755.902851 + Penalty 2705.724460 = -296050.178392 nChanged 6 SP:Iteration 26Q (7985.260042 sec): 3 clusters Score: Raw -298758.231928 + Penalty 2705.724460 = -296052.507468 nChanged 9 SP:Iteration 27Q (7985.279317 sec): 3 clusters Score: Raw -298760.752538 + Penalty 2705.724460 = -296055.028079 nChanged 4 SP:Iteration 28Q (7985.298720 sec): 3 clusters Score: Raw -298762.414408 + Penalty 2705.724460 = -296056.689948 nChanged 4 SP:Iteration 29Q (7985.317701 sec): 3 clusters Score: Raw -298763.151874 + Penalty 2705.724460 = -296057.427414 nChanged 4 SP:Iteration 30Q (7985.337059 sec): 3 clusters Score: Raw -298764.238650 + Penalty 2705.724460 = -296058.514190 nChanged 2 SP:Iteration 31Q (7985.356277 sec): 3 clusters Score: Raw -298764.755461 + Penalty 2705.724460 = -296059.031001 nChanged 1 SP:Iteration 32Q (7985.388094 sec): 3 clusters Score: Raw -298764.876281 + Penalty 2705.724460 = -296059.151821 nChanged 0 SP:Iteration 33F (7985.407912 sec): 3 clusters Score: Raw -298764.876281 + Penalty 2705.724460 = -296059.151821 nChanged 0 Trying to split cluster 35 (3060 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7985.424942 sec): 2 clusters Score: Raw -237132.083218 + Penalty 1304.252657 = -235827.830561 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7985.441518 sec): 3 clusters Score: Raw -235768.697793 + Penalty 2608.505313 = -233160.192480 nChanged 1211 SP:Iteration 1F (7985.456923 sec): 3 clusters Score: Raw -236937.617470 + Penalty 2608.505313 = -234329.112156 nChanged 341 SP:Iteration 2F (7985.484874 sec): 3 clusters Score: Raw -237495.913248 + Penalty 2608.505313 = -234887.407935 nChanged 331 SP:Iteration 3F (7985.500583 sec): 3 clusters Score: Raw -238012.970321 + Penalty 2608.505313 = -235404.465007 nChanged 264 SP:Iteration 4F (7985.515917 sec): 3 clusters Score: Raw -238438.905827 + Penalty 2608.505313 = -235830.400514 nChanged 202 SP:Iteration 5F (7985.531175 sec): 3 clusters Score: Raw -238674.654712 + Penalty 2608.505313 = -236066.149399 nChanged 124 SP:Iteration 6Q (7985.546117 sec): 3 clusters Score: Raw -238790.915737 + Penalty 2608.505313 = -236182.410424 nChanged 75 SP:Iteration 7Q (7985.560544 sec): 3 clusters Score: Raw -238853.108712 + Penalty 2608.505313 = -236244.603399 nChanged 40 SP:Iteration 8Q (7985.575341 sec): 3 clusters Score: Raw -238877.646932 + Penalty 2608.505313 = -236269.141619 nChanged 21 SP:Iteration 9Q (7985.591696 sec): 3 clusters Score: Raw -238890.398709 + Penalty 2608.505313 = -236281.893396 nChanged 14 SP:Iteration 10Q (7985.606876 sec): 3 clusters Score: Raw -238898.953978 + Penalty 2608.505313 = -236290.448664 nChanged 9 SP:Iteration 11Q (7985.621757 sec): 3 clusters Score: Raw -238905.019235 + Penalty 2608.505313 = -236296.513922 nChanged 6 SP:Iteration 12Q (7985.636589 sec): 3 clusters Score: Raw -238907.753685 + Penalty 2608.505313 = -236299.248372 nChanged 3 SP:Iteration 13Q (7985.651464 sec): 3 clusters Score: Raw -238909.068858 + Penalty 2608.505313 = -236300.563545 nChanged 1 SP:Iteration 14Q (7985.666304 sec): 3 clusters Score: Raw -238909.436140 + Penalty 2608.505313 = -236300.930827 nChanged 2 SP:Iteration 15Q (7985.681647 sec): 3 clusters Score: Raw -238910.331462 + Penalty 2608.505313 = -236301.826148 nChanged 2 SP:Iteration 16Q (7985.696773 sec): 3 clusters Score: Raw -238910.748020 + Penalty 2608.505313 = -236302.242707 nChanged 1 SP:Iteration 17Q (7985.711648 sec): 3 clusters Score: Raw -238911.038597 + Penalty 2608.505313 = -236302.533283 nChanged 0 SP:Iteration 18F (7985.726874 sec): 3 clusters Score: Raw -238911.038597 + Penalty 2608.505313 = -236302.533283 nChanged 0 Score: Raw -49145869.665446 + Penalty 88911.006508 = -49056958.658938 Splitting cluster 35 changes total score from -49057348.264693 to -49056958.658938 So it's not getting split. Trying to split cluster 36 (1127 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8002.492629 sec): 2 clusters Score: Raw -84267.431916 + Penalty 1141.938609 = -83125.493308 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8002.537750 sec): 3 clusters Score: Raw -83892.975617 + Penalty 2283.877217 = -81609.098400 nChanged 358 SP:Iteration 1F (8002.568495 sec): 3 clusters Score: Raw -84217.386478 + Penalty 2283.877217 = -81933.509261 nChanged 96 SP:Iteration 2F (8002.613755 sec): 3 clusters Score: Raw -84321.959601 + Penalty 2283.877217 = -82038.082384 nChanged 59 SP:Iteration 3F (8002.666903 sec): 3 clusters Score: Raw -84393.473509 + Penalty 2283.877217 = -82109.596292 nChanged 41 SP:Iteration 4Q (8002.709539 sec): 3 clusters Score: Raw -84453.924895 + Penalty 2283.877217 = -82170.047678 nChanged 32 SP:Iteration 5Q (8002.752499 sec): 3 clusters Score: Raw -84502.050623 + Penalty 2283.877217 = -82218.173406 nChanged 30 SP:Iteration 6Q (8002.796422 sec): 3 clusters Score: Raw -84541.816001 + Penalty 2283.877217 = -82257.938784 nChanged 23 SP:Iteration 7Q (8002.843391 sec): 3 clusters Score: Raw -84578.723268 + Penalty 2283.877217 = -82294.846051 nChanged 26 SP:Iteration 8Q (8002.891162 sec): 3 clusters Score: Raw -84615.629288 + Penalty 2283.877217 = -82331.752071 nChanged 22 SP:Iteration 9Q (8002.929879 sec): 3 clusters Score: Raw -84638.791710 + Penalty 2283.877217 = -82354.914493 nChanged 12 SP:Iteration 10Q (8002.977168 sec): 3 clusters Score: Raw -84657.937122 + Penalty 2283.877217 = -82374.059905 nChanged 13 SP:Iteration 11Q (8003.011318 sec): 3 clusters Score: Raw -84674.945762 + Penalty 2283.877217 = -82391.068545 nChanged 11 SP:Iteration 12Q (8003.058382 sec): 3 clusters Score: Raw -84687.963543 + Penalty 2283.877217 = -82404.086326 nChanged 9 SP:Iteration 13Q (8003.114410 sec): 3 clusters Score: Raw -84698.905895 + Penalty 2283.877217 = -82415.028678 nChanged 6 SP:Iteration 14Q (8003.158070 sec): 3 clusters Score: Raw -84705.820206 + Penalty 2283.877217 = -82421.942989 nChanged 3 SP:Iteration 15Q (8003.204998 sec): 3 clusters Score: Raw -84709.698937 + Penalty 2283.877217 = -82425.821720 nChanged 6 SP:Iteration 16Q (8003.247573 sec): 3 clusters Score: Raw -84716.847828 + Penalty 2283.877217 = -82432.970611 nChanged 8 SP:Iteration 17Q (8003.294488 sec): 3 clusters Score: Raw -84732.838265 + Penalty 2283.877217 = -82448.961048 nChanged 18 SP:Iteration 18Q (8003.329658 sec): 3 clusters Score: Raw -84758.943509 + Penalty 2283.877217 = -82475.066292 nChanged 11 SP:Iteration 19Q (8003.376826 sec): 3 clusters Score: Raw -84771.119817 + Penalty 2283.877217 = -82487.242600 nChanged 10 SP:Iteration 20F (8003.431009 sec): 3 clusters Score: Raw -84781.575205 + Penalty 2283.877217 = -82497.697988 nChanged 9 SP:Iteration 21Q (8003.469956 sec): 3 clusters Score: Raw -84792.391189 + Penalty 2283.877217 = -82508.513972 nChanged 12 SP:Iteration 22Q (8003.517622 sec): 3 clusters Score: Raw -84805.096445 + Penalty 2283.877217 = -82521.219228 nChanged 13 SP:Iteration 23Q (8003.565009 sec): 3 clusters Score: Raw -84820.966748 + Penalty 2283.877217 = -82537.089531 nChanged 7 SP:Iteration 24Q (8003.618433 sec): 3 clusters Score: Raw -84827.351259 + Penalty 2283.877217 = -82543.474042 nChanged 5 SP:Iteration 25Q (8003.666789 sec): 3 clusters Score: Raw -84833.432785 + Penalty 2283.877217 = -82549.555568 nChanged 2 SP:Iteration 26Q (8003.716793 sec): 3 clusters Score: Raw -84835.864637 + Penalty 2283.877217 = -82551.987420 nChanged 0 SP:Iteration 27F (8003.761652 sec): 3 clusters Score: Raw -84835.864637 + Penalty 2283.877217 = -82551.987420 nChanged 0 Trying to split cluster 37 (5585 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8003.792423 sec): 2 clusters Score: Raw -457582.602226 + Penalty 1402.023953 = -456180.578273 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8003.835878 sec): 3 clusters Score: Raw -454597.402637 + Penalty 2804.047906 = -451793.354730 nChanged 2314 SP:Iteration 1F (8003.897941 sec): 3 clusters Score: Raw -456001.375803 + Penalty 2804.047906 = -453197.327897 nChanged 436 SP:Iteration 2F (8003.955580 sec): 3 clusters Score: Raw -456249.942921 + Penalty 2804.047906 = -453445.895015 nChanged 299 SP:Iteration 3F (8004.003055 sec): 3 clusters Score: Raw -456411.624817 + Penalty 2804.047906 = -453607.576910 nChanged 243 SP:Iteration 4Q (8004.067267 sec): 3 clusters Score: Raw -456547.007284 + Penalty 2804.047906 = -453742.959378 nChanged 228 SP:Iteration 5Q (8004.122664 sec): 3 clusters Score: Raw -456668.182371 + Penalty 2804.047906 = -453864.134464 nChanged 199 SP:Iteration 6Q (8004.173108 sec): 3 clusters Score: Raw -456757.838064 + Penalty 2804.047906 = -453953.790158 nChanged 182 SP:Iteration 7Q (8004.221574 sec): 3 clusters Score: Raw -456854.399948 + Penalty 2804.047906 = -454050.352042 nChanged 188 SP:Iteration 8Q (8004.271718 sec): 3 clusters Score: Raw -456964.500445 + Penalty 2804.047906 = -454160.452539 nChanged 170 SP:Iteration 9Q (8004.330404 sec): 3 clusters Score: Raw -457058.798848 + Penalty 2804.047906 = -454254.750942 nChanged 149 SP:Iteration 10Q (8004.386227 sec): 3 clusters Score: Raw -457141.504061 + Penalty 2804.047906 = -454337.456155 nChanged 135 SP:Iteration 11Q (8004.444022 sec): 3 clusters Score: Raw -457219.771901 + Penalty 2804.047906 = -454415.723995 nChanged 125 SP:Iteration 12Q (8004.506794 sec): 3 clusters Score: Raw -457287.554756 + Penalty 2804.047906 = -454483.506849 nChanged 122 SP:Iteration 13Q (8004.551964 sec): 3 clusters Score: Raw -457351.989313 + Penalty 2804.047906 = -454547.941407 nChanged 119 SP:Iteration 14Q (8004.599861 sec): 3 clusters Score: Raw -457430.840987 + Penalty 2804.047906 = -454626.793081 nChanged 119 SP:Iteration 15Q (8004.661709 sec): 3 clusters Score: Raw -457502.400704 + Penalty 2804.047906 = -454698.352798 nChanged 110 SP:Iteration 16Q (8004.708504 sec): 3 clusters Score: Raw -457567.257051 + Penalty 2804.047906 = -454763.209145 nChanged 99 SP:Iteration 17Q (8004.755840 sec): 3 clusters Score: Raw -457639.244044 + Penalty 2804.047906 = -454835.196138 nChanged 107 SP:Iteration 18Q (8004.813011 sec): 3 clusters Score: Raw -457714.206012 + Penalty 2804.047906 = -454910.158106 nChanged 111 SP:Iteration 19Q (8004.870582 sec): 3 clusters Score: Raw -457774.099752 + Penalty 2804.047906 = -454970.051845 nChanged 100 SP:Iteration 20F (8004.927275 sec): 3 clusters Score: Raw -457829.808954 + Penalty 2804.047906 = -455025.761047 nChanged 100 SP:Iteration 21Q (8004.984797 sec): 3 clusters Score: Raw -457875.075279 + Penalty 2804.047906 = -455071.027373 nChanged 73 SP:Iteration 22Q (8005.041234 sec): 3 clusters Score: Raw -457906.285357 + Penalty 2804.047906 = -455102.237451 nChanged 67 SP:Iteration 23Q (8005.097034 sec): 3 clusters Score: Raw -457933.810831 + Penalty 2804.047906 = -455129.762925 nChanged 58 SP:Iteration 24Q (8005.152984 sec): 3 clusters Score: Raw -457955.524846 + Penalty 2804.047906 = -455151.476940 nChanged 48 SP:Iteration 25Q (8005.209910 sec): 3 clusters Score: Raw -457971.628459 + Penalty 2804.047906 = -455167.580552 nChanged 40 SP:Iteration 26Q (8005.270279 sec): 3 clusters Score: Raw -457982.888733 + Penalty 2804.047906 = -455178.840827 nChanged 29 SP:Iteration 27Q (8005.319424 sec): 3 clusters Score: Raw -457990.445097 + Penalty 2804.047906 = -455186.397191 nChanged 35 SP:Iteration 28Q (8005.375614 sec): 3 clusters Score: Raw -458000.271492 + Penalty 2804.047906 = -455196.223586 nChanged 32 SP:Iteration 29Q (8005.432101 sec): 3 clusters Score: Raw -458010.398299 + Penalty 2804.047906 = -455206.350393 nChanged 34 SP:Iteration 30Q (8005.500109 sec): 3 clusters Score: Raw -458019.740966 + Penalty 2804.047906 = -455215.693060 nChanged 36 SP:Iteration 31Q (8005.545583 sec): 3 clusters Score: Raw -458030.103666 + Penalty 2804.047906 = -455226.055760 nChanged 39 SP:Iteration 32Q (8005.602155 sec): 3 clusters Score: Raw -458044.380263 + Penalty 2804.047906 = -455240.332356 nChanged 53 SP:Iteration 33Q (8005.659663 sec): 3 clusters Score: Raw -458062.782659 + Penalty 2804.047906 = -455258.734753 nChanged 42 SP:Iteration 34Q (8005.712518 sec): 3 clusters Score: Raw -458078.596530 + Penalty 2804.047906 = -455274.548624 nChanged 43 SP:Iteration 35Q (8005.768822 sec): 3 clusters Score: Raw -458093.862186 + Penalty 2804.047906 = -455289.814280 nChanged 42 SP:Iteration 36Q (8005.825289 sec): 3 clusters Score: Raw -458106.374482 + Penalty 2804.047906 = -455302.326576 nChanged 46 SP:Iteration 37Q (8005.881706 sec): 3 clusters Score: Raw -458125.061423 + Penalty 2804.047906 = -455321.013517 nChanged 48 SP:Iteration 38Q (8005.936671 sec): 3 clusters Score: Raw -458141.299830 + Penalty 2804.047906 = -455337.251923 nChanged 38 SP:Iteration 39Q (8006.002682 sec): 3 clusters Score: Raw -458152.859364 + Penalty 2804.047906 = -455348.811457 nChanged 52 SP:Iteration 40F (8006.051853 sec): 3 clusters Score: Raw -458172.800414 + Penalty 2804.047906 = -455368.752508 nChanged 53 SP:Iteration 41Q (8006.096726 sec): 3 clusters Score: Raw -458194.455002 + Penalty 2804.047906 = -455390.407096 nChanged 43 SP:Iteration 42Q (8006.149456 sec): 3 clusters Score: Raw -458210.897494 + Penalty 2804.047906 = -455406.849588 nChanged 36 SP:Iteration 43Q (8006.206468 sec): 3 clusters Score: Raw -458221.249528 + Penalty 2804.047906 = -455417.201622 nChanged 40 SP:Iteration 44Q (8006.255304 sec): 3 clusters Score: Raw -458234.125534 + Penalty 2804.047906 = -455430.077628 nChanged 42 SP:Iteration 45Q (8006.313306 sec): 3 clusters Score: Raw -458246.367951 + Penalty 2804.047906 = -455442.320044 nChanged 37 SP:Iteration 46Q (8006.370316 sec): 3 clusters Score: Raw -458257.229833 + Penalty 2804.047906 = -455453.181927 nChanged 34 SP:Iteration 47Q (8006.428287 sec): 3 clusters Score: Raw -458268.435257 + Penalty 2804.047906 = -455464.387350 nChanged 35 SP:Iteration 48Q (8006.474435 sec): 3 clusters Score: Raw -458278.331928 + Penalty 2804.047906 = -455474.284022 nChanged 33 SP:Iteration 49Q (8006.526250 sec): 3 clusters Score: Raw -458289.977252 + Penalty 2804.047906 = -455485.929346 nChanged 48 SP:Iteration 50Q (8006.573398 sec): 3 clusters Score: Raw -458306.367887 + Penalty 2804.047906 = -455502.319981 nChanged 47 SP:Iteration 51Q (8006.618781 sec): 3 clusters Score: Raw -458324.624249 + Penalty 2804.047906 = -455520.576343 nChanged 53 SP:Iteration 52Q (8006.666518 sec): 3 clusters Score: Raw -458342.825918 + Penalty 2804.047906 = -455538.778011 nChanged 43 SP:Iteration 53Q (8006.722009 sec): 3 clusters Score: Raw -458357.180544 + Penalty 2804.047906 = -455553.132638 nChanged 50 SP:Iteration 54Q (8006.776054 sec): 3 clusters Score: Raw -458379.732535 + Penalty 2804.047906 = -455575.684629 nChanged 66 SP:Iteration 55Q (8006.819835 sec): 3 clusters Score: Raw -458410.649127 + Penalty 2804.047906 = -455606.601221 nChanged 51 SP:Iteration 56Q (8006.872085 sec): 3 clusters Score: Raw -458432.434593 + Penalty 2804.047906 = -455628.386687 nChanged 40 SP:Iteration 57Q (8006.924859 sec): 3 clusters Score: Raw -458447.964756 + Penalty 2804.047906 = -455643.916850 nChanged 37 SP:Iteration 58Q (8006.984449 sec): 3 clusters Score: Raw -458462.147702 + Penalty 2804.047906 = -455658.099796 nChanged 36 SP:Iteration 59Q (8007.022815 sec): 3 clusters Score: Raw -458475.794884 + Penalty 2804.047906 = -455671.746978 nChanged 35 SP:Iteration 60F (8007.076162 sec): 3 clusters Score: Raw -458490.298912 + Penalty 2804.047906 = -455686.251005 nChanged 40 SP:Iteration 61Q (8007.133284 sec): 3 clusters Score: Raw -458504.160084 + Penalty 2804.047906 = -455700.112178 nChanged 40 SP:Iteration 62Q (8007.185295 sec): 3 clusters Score: Raw -458520.086424 + Penalty 2804.047906 = -455716.038518 nChanged 29 SP:Iteration 63Q (8007.236316 sec): 3 clusters Score: Raw -458531.489785 + Penalty 2804.047906 = -455727.441879 nChanged 32 SP:Iteration 64Q (8007.286534 sec): 3 clusters Score: Raw -458548.056151 + Penalty 2804.047906 = -455744.008245 nChanged 31 SP:Iteration 65Q (8007.341620 sec): 3 clusters Score: Raw -458563.090067 + Penalty 2804.047906 = -455759.042161 nChanged 27 SP:Iteration 66Q (8007.383530 sec): 3 clusters Score: Raw -458573.292949 + Penalty 2804.047906 = -455769.245042 nChanged 29 SP:Iteration 67Q (8007.443906 sec): 3 clusters Score: Raw -458583.336845 + Penalty 2804.047906 = -455779.288939 nChanged 18 SP:Iteration 68Q (8007.497435 sec): 3 clusters Score: Raw -458589.459875 + Penalty 2804.047906 = -455785.411969 nChanged 12 SP:Iteration 69Q (8007.538522 sec): 3 clusters Score: Raw -458592.391410 + Penalty 2804.047906 = -455788.343504 nChanged 7 SP:Iteration 70Q (8007.604099 sec): 3 clusters Score: Raw -458594.488636 + Penalty 2804.047906 = -455790.440730 nChanged 7 SP:Iteration 71Q (8007.647301 sec): 3 clusters Score: Raw -458596.162688 + Penalty 2804.047906 = -455792.114782 nChanged 3 SP:Iteration 72Q (8007.709379 sec): 3 clusters Score: Raw -458596.836645 + Penalty 2804.047906 = -455792.788739 nChanged 0 SP:Iteration 73F (8007.750394 sec): 3 clusters Score: Raw -458596.836645 + Penalty 2804.047906 = -455792.788739 nChanged 0 Trying to split cluster 38 (38135 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8007.837711 sec): 2 clusters Score: Raw -3187631.012803 + Penalty 1714.194263 = -3185916.818539 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8007.953868 sec): 3 clusters Score: Raw -3163814.303631 + Penalty 3428.388527 = -3160385.915104 nChanged 17759 SP:Iteration 1F (8008.056236 sec): 3 clusters Score: Raw -3173879.975664 + Penalty 3428.388527 = -3170451.587137 nChanged 1817 SP:Iteration 2Q (8008.175397 sec): 3 clusters Score: Raw -3174558.943244 + Penalty 3428.388527 = -3171130.554717 nChanged 1934 SP:Iteration 3F (8008.291109 sec): 3 clusters Score: Raw -3175421.987265 + Penalty 3428.388527 = -3171993.598738 nChanged 2197 SP:Iteration 4F (8008.410255 sec): 3 clusters Score: Raw -3176687.424826 + Penalty 3428.388527 = -3173259.036299 nChanged 2629 SP:Iteration 5F (8008.522001 sec): 3 clusters Score: Raw -3178631.796198 + Penalty 3428.388527 = -3175203.407671 nChanged 2969 SP:Iteration 6F (8008.640057 sec): 3 clusters Score: Raw -3181238.087986 + Penalty 3428.388527 = -3177809.699459 nChanged 2703 SP:Iteration 7F (8008.745528 sec): 3 clusters Score: Raw -3183777.317041 + Penalty 3428.388527 = -3180348.928514 nChanged 1983 SP:Iteration 8F (8008.858146 sec): 3 clusters Score: Raw -3185604.402741 + Penalty 3428.388527 = -3182176.014214 nChanged 1175 SP:Iteration 9Q (8008.953249 sec): 3 clusters Score: Raw -3186613.009044 + Penalty 3428.388527 = -3183184.620517 nChanged 620 SP:Iteration 10Q (8009.060113 sec): 3 clusters Score: Raw -3187075.039727 + Penalty 3428.388527 = -3183646.651200 nChanged 373 SP:Iteration 11Q (8009.152910 sec): 3 clusters Score: Raw -3187339.822604 + Penalty 3428.388527 = -3183911.434077 nChanged 273 SP:Iteration 12Q (8009.248770 sec): 3 clusters Score: Raw -3187538.560486 + Penalty 3428.388527 = -3184110.171959 nChanged 174 SP:Iteration 13Q (8009.345197 sec): 3 clusters Score: Raw -3187661.300392 + Penalty 3428.388527 = -3184232.911865 nChanged 119 SP:Iteration 14Q (8009.443632 sec): 3 clusters Score: Raw -3187742.833025 + Penalty 3428.388527 = -3184314.444498 nChanged 82 SP:Iteration 15Q (8009.534577 sec): 3 clusters Score: Raw -3187810.927977 + Penalty 3428.388527 = -3184382.539450 nChanged 65 SP:Iteration 16Q (8009.628590 sec): 3 clusters Score: Raw -3187848.309134 + Penalty 3428.388527 = -3184419.920607 nChanged 41 SP:Iteration 17Q (8009.718643 sec): 3 clusters Score: Raw -3187871.587508 + Penalty 3428.388527 = -3184443.198982 nChanged 28 SP:Iteration 18Q (8009.810498 sec): 3 clusters Score: Raw -3187889.273853 + Penalty 3428.388527 = -3184460.885326 nChanged 24 SP:Iteration 19Q (8009.894084 sec): 3 clusters Score: Raw -3187904.122548 + Penalty 3428.388527 = -3184475.734021 nChanged 17 SP:Iteration 20F (8010.006806 sec): 3 clusters Score: Raw -3187914.226684 + Penalty 3428.388527 = -3184485.838157 nChanged 10 SP:Iteration 21Q (8010.108025 sec): 3 clusters Score: Raw -3187918.404174 + Penalty 3428.388527 = -3184490.015647 nChanged 8 SP:Iteration 22Q (8010.197774 sec): 3 clusters Score: Raw -3187921.279274 + Penalty 3428.388527 = -3184492.890747 nChanged 5 SP:Iteration 23Q (8010.300972 sec): 3 clusters Score: Raw -3187923.694008 + Penalty 3428.388527 = -3184495.305481 nChanged 4 SP:Iteration 24Q (8010.398088 sec): 3 clusters Score: Raw -3187925.800666 + Penalty 3428.388527 = -3184497.412140 nChanged 5 SP:Iteration 25Q (8010.505603 sec): 3 clusters Score: Raw -3187930.034833 + Penalty 3428.388527 = -3184501.646307 nChanged 7 SP:Iteration 26Q (8010.611335 sec): 3 clusters Score: Raw -3187936.007994 + Penalty 3428.388527 = -3184507.619468 nChanged 9 SP:Iteration 27Q (8010.709084 sec): 3 clusters Score: Raw -3187942.717986 + Penalty 3428.388527 = -3184514.329459 nChanged 14 SP:Iteration 28Q (8010.803940 sec): 3 clusters Score: Raw -3187954.198289 + Penalty 3428.388527 = -3184525.809762 nChanged 8 SP:Iteration 29Q (8010.898586 sec): 3 clusters Score: Raw -3187958.625769 + Penalty 3428.388527 = -3184530.237242 nChanged 2 SP:Iteration 30Q (8010.995359 sec): 3 clusters Score: Raw -3187959.825216 + Penalty 3428.388527 = -3184531.436689 nChanged 5 SP:Iteration 31Q (8011.095291 sec): 3 clusters Score: Raw -3187963.709142 + Penalty 3428.388527 = -3184535.320616 nChanged 7 SP:Iteration 32Q (8011.193487 sec): 3 clusters Score: Raw -3187968.430061 + Penalty 3428.388527 = -3184540.041535 nChanged 8 SP:Iteration 33Q (8011.298399 sec): 3 clusters Score: Raw -3187973.269779 + Penalty 3428.388527 = -3184544.881252 nChanged 8 SP:Iteration 34Q (8011.391900 sec): 3 clusters Score: Raw -3187978.710538 + Penalty 3428.388527 = -3184550.322011 nChanged 8 SP:Iteration 35Q (8011.454438 sec): 3 clusters Score: Raw -3187983.355102 + Penalty 3428.388527 = -3184554.966575 nChanged 4 SP:Iteration 36Q (8011.517230 sec): 3 clusters Score: Raw -3187985.803984 + Penalty 3428.388527 = -3184557.415457 nChanged 5 SP:Iteration 37Q (8011.607842 sec): 3 clusters Score: Raw -3187989.643576 + Penalty 3428.388527 = -3184561.255050 nChanged 4 SP:Iteration 38Q (8011.708584 sec): 3 clusters Score: Raw -3187992.428302 + Penalty 3428.388527 = -3184564.039775 nChanged 5 SP:Iteration 39Q (8011.811271 sec): 3 clusters Score: Raw -3187995.254478 + Penalty 3428.388527 = -3184566.865951 nChanged 1 SP:Iteration 40F (8011.928651 sec): 3 clusters Score: Raw -3187996.078873 + Penalty 3428.388527 = -3184567.690347 nChanged 2 SP:Iteration 41Q (8012.023990 sec): 3 clusters Score: Raw -3187996.849079 + Penalty 3428.388527 = -3184568.460552 nChanged 3 SP:Iteration 42Q (8012.116880 sec): 3 clusters Score: Raw -3187998.364877 + Penalty 3428.388527 = -3184569.976350 nChanged 1 SP:Iteration 43Q (8012.210856 sec): 3 clusters Score: Raw -3187998.781529 + Penalty 3428.388527 = -3184570.393003 nChanged 0 SP:Iteration 44F (8012.327673 sec): 3 clusters Score: Raw -3187998.781529 + Penalty 3428.388527 = -3184570.393003 nChanged 0 Trying to split cluster 39 (16117 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8012.377494 sec): 2 clusters Score: Raw -1352834.111081 + Penalty 1574.239858 = -1351259.871223 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8012.454072 sec): 3 clusters Score: Raw -1343354.778213 + Penalty 3148.479716 = -1340206.298498 nChanged 7084 SP:Iteration 1F (8012.515109 sec): 3 clusters Score: Raw -1347242.865705 + Penalty 3148.479716 = -1344094.385990 nChanged 897 SP:Iteration 2F (8012.590593 sec): 3 clusters Score: Raw -1347656.938611 + Penalty 3148.479716 = -1344508.458896 nChanged 860 SP:Iteration 3F (8012.662506 sec): 3 clusters Score: Raw -1348054.458889 + Penalty 3148.479716 = -1344905.979173 nChanged 852 SP:Iteration 4F (8012.719707 sec): 3 clusters Score: Raw -1348446.919733 + Penalty 3148.479716 = -1345298.440017 nChanged 804 SP:Iteration 5Q (8012.799391 sec): 3 clusters Score: Raw -1348861.072411 + Penalty 3148.479716 = -1345712.592695 nChanged 778 SP:Iteration 6Q (8012.865409 sec): 3 clusters Score: Raw -1349273.742669 + Penalty 3148.479716 = -1346125.262953 nChanged 775 SP:Iteration 7Q (8012.932048 sec): 3 clusters Score: Raw -1349712.720373 + Penalty 3148.479716 = -1346564.240657 nChanged 785 SP:Iteration 8Q (8013.009142 sec): 3 clusters Score: Raw -1350162.541892 + Penalty 3148.479716 = -1347014.062177 nChanged 737 SP:Iteration 9Q (8013.081546 sec): 3 clusters Score: Raw -1350607.811813 + Penalty 3148.479716 = -1347459.332097 nChanged 603 SP:Iteration 10Q (8013.156625 sec): 3 clusters Score: Raw -1350970.239058 + Penalty 3148.479716 = -1347821.759342 nChanged 541 SP:Iteration 11Q (8013.231775 sec): 3 clusters Score: Raw -1351262.592469 + Penalty 3148.479716 = -1348114.112753 nChanged 460 SP:Iteration 12Q (8013.306806 sec): 3 clusters Score: Raw -1351489.595875 + Penalty 3148.479716 = -1348341.116159 nChanged 376 SP:Iteration 13Q (8013.374199 sec): 3 clusters Score: Raw -1351673.158233 + Penalty 3148.479716 = -1348524.678517 nChanged 324 SP:Iteration 14Q (8013.447743 sec): 3 clusters Score: Raw -1351828.285614 + Penalty 3148.479716 = -1348679.805899 nChanged 289 SP:Iteration 15Q (8013.521271 sec): 3 clusters Score: Raw -1351960.703314 + Penalty 3148.479716 = -1348812.223598 nChanged 247 SP:Iteration 16Q (8013.583734 sec): 3 clusters Score: Raw -1352070.761576 + Penalty 3148.479716 = -1348922.281861 nChanged 231 SP:Iteration 17Q (8013.647239 sec): 3 clusters Score: Raw -1352170.062693 + Penalty 3148.479716 = -1349021.582977 nChanged 226 SP:Iteration 18Q (8013.711120 sec): 3 clusters Score: Raw -1352268.880223 + Penalty 3148.479716 = -1349120.400507 nChanged 210 SP:Iteration 19Q (8013.785083 sec): 3 clusters Score: Raw -1352356.235209 + Penalty 3148.479716 = -1349207.755494 nChanged 184 SP:Iteration 20F (8013.862229 sec): 3 clusters Score: Raw -1352431.554808 + Penalty 3148.479716 = -1349283.075092 nChanged 150 SP:Iteration 21Q (8013.930402 sec): 3 clusters Score: Raw -1352489.236191 + Penalty 3148.479716 = -1349340.756475 nChanged 145 SP:Iteration 22Q (8014.009605 sec): 3 clusters Score: Raw -1352545.630752 + Penalty 3148.479716 = -1349397.151036 nChanged 126 SP:Iteration 23Q (8014.080584 sec): 3 clusters Score: Raw -1352588.539885 + Penalty 3148.479716 = -1349440.060169 nChanged 107 SP:Iteration 24Q (8014.152975 sec): 3 clusters Score: Raw -1352622.438843 + Penalty 3148.479716 = -1349473.959127 nChanged 85 SP:Iteration 25Q (8014.212865 sec): 3 clusters Score: Raw -1352651.751407 + Penalty 3148.479716 = -1349503.271691 nChanged 93 SP:Iteration 26Q (8014.292975 sec): 3 clusters Score: Raw -1352686.314574 + Penalty 3148.479716 = -1349537.834859 nChanged 96 SP:Iteration 27Q (8014.355520 sec): 3 clusters Score: Raw -1352722.047360 + Penalty 3148.479716 = -1349573.567644 nChanged 86 SP:Iteration 28Q (8014.420286 sec): 3 clusters Score: Raw -1352752.970038 + Penalty 3148.479716 = -1349604.490322 nChanged 70 SP:Iteration 29Q (8014.500225 sec): 3 clusters Score: Raw -1352777.616636 + Penalty 3148.479716 = -1349629.136920 nChanged 65 SP:Iteration 30Q (8014.565589 sec): 3 clusters Score: Raw -1352802.101233 + Penalty 3148.479716 = -1349653.621517 nChanged 64 SP:Iteration 31Q (8014.626218 sec): 3 clusters Score: Raw -1352822.863724 + Penalty 3148.479716 = -1349674.384008 nChanged 47 SP:Iteration 32Q (8014.706658 sec): 3 clusters Score: Raw -1352839.168742 + Penalty 3148.479716 = -1349690.689026 nChanged 40 SP:Iteration 33Q (8014.773623 sec): 3 clusters Score: Raw -1352852.256019 + Penalty 3148.479716 = -1349703.776303 nChanged 31 SP:Iteration 34Q (8014.828867 sec): 3 clusters Score: Raw -1352860.664098 + Penalty 3148.479716 = -1349712.184382 nChanged 32 SP:Iteration 35Q (8014.906979 sec): 3 clusters Score: Raw -1352869.771309 + Penalty 3148.479716 = -1349721.291593 nChanged 26 SP:Iteration 36Q (8014.966564 sec): 3 clusters Score: Raw -1352877.584182 + Penalty 3148.479716 = -1349729.104467 nChanged 33 SP:Iteration 37Q (8015.033797 sec): 3 clusters Score: Raw -1352889.030664 + Penalty 3148.479716 = -1349740.550949 nChanged 35 SP:Iteration 38Q (8015.094175 sec): 3 clusters Score: Raw -1352899.076023 + Penalty 3148.479716 = -1349750.596307 nChanged 32 SP:Iteration 39Q (8015.171869 sec): 3 clusters Score: Raw -1352909.509177 + Penalty 3148.479716 = -1349761.029462 nChanged 28 SP:Iteration 40F (8015.237860 sec): 3 clusters Score: Raw -1352918.311225 + Penalty 3148.479716 = -1349769.831510 nChanged 19 SP:Iteration 41Q (8015.294794 sec): 3 clusters Score: Raw -1352925.043291 + Penalty 3148.479716 = -1349776.563575 nChanged 11 SP:Iteration 42Q (8015.366054 sec): 3 clusters Score: Raw -1352928.130747 + Penalty 3148.479716 = -1349779.651031 nChanged 12 SP:Iteration 43Q (8015.438984 sec): 3 clusters Score: Raw -1352932.204765 + Penalty 3148.479716 = -1349783.725049 nChanged 15 SP:Iteration 44Q (8015.511305 sec): 3 clusters Score: Raw -1352936.984922 + Penalty 3148.479716 = -1349788.505206 nChanged 14 SP:Iteration 45Q (8015.574813 sec): 3 clusters Score: Raw -1352942.581583 + Penalty 3148.479716 = -1349794.101867 nChanged 16 SP:Iteration 46Q (8015.645112 sec): 3 clusters Score: Raw -1352948.265278 + Penalty 3148.479716 = -1349799.785563 nChanged 14 SP:Iteration 47Q (8015.719820 sec): 3 clusters Score: Raw -1352954.481137 + Penalty 3148.479716 = -1349806.001422 nChanged 13 SP:Iteration 48Q (8015.791279 sec): 3 clusters Score: Raw -1352958.811908 + Penalty 3148.479716 = -1349810.332192 nChanged 15 SP:Iteration 49Q (8015.868754 sec): 3 clusters Score: Raw -1352963.955714 + Penalty 3148.479716 = -1349815.475998 nChanged 10 SP:Iteration 50Q (8015.941907 sec): 3 clusters Score: Raw -1352967.856846 + Penalty 3148.479716 = -1349819.377131 nChanged 7 SP:Iteration 51Q (8016.001917 sec): 3 clusters Score: Raw -1352970.489399 + Penalty 3148.479716 = -1349822.009683 nChanged 8 SP:Iteration 52Q (8016.067784 sec): 3 clusters Score: Raw -1352972.336286 + Penalty 3148.479716 = -1349823.856571 nChanged 5 SP:Iteration 53Q (8016.134803 sec): 3 clusters Score: Raw -1352973.567111 + Penalty 3148.479716 = -1349825.087395 nChanged 6 SP:Iteration 54Q (8016.209001 sec): 3 clusters Score: Raw -1352975.564043 + Penalty 3148.479716 = -1349827.084328 nChanged 4 SP:Iteration 55Q (8016.271022 sec): 3 clusters Score: Raw -1352976.509322 + Penalty 3148.479716 = -1349828.029607 nChanged 3 SP:Iteration 56Q (8016.326320 sec): 3 clusters Score: Raw -1352977.841872 + Penalty 3148.479716 = -1349829.362156 nChanged 6 SP:Iteration 57Q (8016.395383 sec): 3 clusters Score: Raw -1352979.548922 + Penalty 3148.479716 = -1349831.069206 nChanged 2 SP:Iteration 58Q (8016.458819 sec): 3 clusters Score: Raw -1352980.509044 + Penalty 3148.479716 = -1349832.029329 nChanged 5 SP:Iteration 59Q (8016.530396 sec): 3 clusters Score: Raw -1352981.829623 + Penalty 3148.479716 = -1349833.349907 nChanged 2 SP:Iteration 60F (8016.603886 sec): 3 clusters Score: Raw -1352982.487429 + Penalty 3148.479716 = -1349834.007714 nChanged 2 SP:Iteration 61Q (8016.670346 sec): 3 clusters Score: Raw -1352982.966491 + Penalty 3148.479716 = -1349834.486776 nChanged 2 SP:Iteration 62Q (8016.750724 sec): 3 clusters Score: Raw -1352983.277870 + Penalty 3148.479716 = -1349834.798154 nChanged 0 SP:Iteration 63F (8016.809486 sec): 3 clusters Score: Raw -1352983.277870 + Penalty 3148.479716 = -1349834.798154 nChanged 0 Trying to split cluster 40 (8868 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8016.843256 sec): 2 clusters Score: Raw -729991.492113 + Penalty 1477.158243 = -728514.333870 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8016.906810 sec): 3 clusters Score: Raw -724993.357615 + Penalty 2954.316485 = -722039.041130 nChanged 3810 SP:Iteration 1F (8016.970673 sec): 3 clusters Score: Raw -727054.786495 + Penalty 2954.316485 = -724100.470010 nChanged 536 SP:Iteration 2F (8017.034319 sec): 3 clusters Score: Raw -727283.865534 + Penalty 2954.316485 = -724329.549048 nChanged 409 SP:Iteration 3Q (8017.104575 sec): 3 clusters Score: Raw -727461.775041 + Penalty 2954.316485 = -724507.458555 nChanged 367 SP:Iteration 4Q (8017.169592 sec): 3 clusters Score: Raw -727642.115584 + Penalty 2954.316485 = -724687.799099 nChanged 364 SP:Iteration 5Q (8017.233938 sec): 3 clusters Score: Raw -727837.590348 + Penalty 2954.316485 = -724883.273862 nChanged 417 SP:Iteration 6Q (8017.297479 sec): 3 clusters Score: Raw -728048.162435 + Penalty 2954.316485 = -725093.845950 nChanged 387 SP:Iteration 7Q (8017.358184 sec): 3 clusters Score: Raw -728266.739885 + Penalty 2954.316485 = -725312.423399 nChanged 416 SP:Iteration 8Q (8017.422665 sec): 3 clusters Score: Raw -728503.706994 + Penalty 2954.316485 = -725549.390508 nChanged 395 SP:Iteration 9Q (8017.484793 sec): 3 clusters Score: Raw -728750.332766 + Penalty 2954.316485 = -725796.016281 nChanged 394 SP:Iteration 10Q (8017.545347 sec): 3 clusters Score: Raw -728978.242525 + Penalty 2954.316485 = -726023.926040 nChanged 335 SP:Iteration 11Q (8017.603123 sec): 3 clusters Score: Raw -729172.263686 + Penalty 2954.316485 = -726217.947201 nChanged 302 SP:Iteration 12Q (8017.664312 sec): 3 clusters Score: Raw -729326.210669 + Penalty 2954.316485 = -726371.894183 nChanged 260 SP:Iteration 13Q (8017.708300 sec): 3 clusters Score: Raw -729469.879556 + Penalty 2954.316485 = -726515.563071 nChanged 248 SP:Iteration 14Q (8017.763110 sec): 3 clusters Score: Raw -729605.706739 + Penalty 2954.316485 = -726651.390253 nChanged 217 SP:Iteration 15Q (8017.830459 sec): 3 clusters Score: Raw -729718.264745 + Penalty 2954.316485 = -726763.948259 nChanged 189 SP:Iteration 16Q (8017.882850 sec): 3 clusters Score: Raw -729803.015690 + Penalty 2954.316485 = -726848.699205 nChanged 146 SP:Iteration 17Q (8017.941771 sec): 3 clusters Score: Raw -729858.686871 + Penalty 2954.316485 = -726904.370386 nChanged 142 SP:Iteration 18Q (8018.010532 sec): 3 clusters Score: Raw -729925.531279 + Penalty 2954.316485 = -726971.214793 nChanged 131 SP:Iteration 19Q (8018.052095 sec): 3 clusters Score: Raw -729991.289074 + Penalty 2954.316485 = -727036.972588 nChanged 145 SP:Iteration 20F (8018.107613 sec): 3 clusters Score: Raw -730057.050286 + Penalty 2954.316485 = -727102.733800 nChanged 152 SP:Iteration 21Q (8018.164720 sec): 3 clusters Score: Raw -730127.259924 + Penalty 2954.316485 = -727172.943438 nChanged 130 SP:Iteration 22Q (8018.229219 sec): 3 clusters Score: Raw -730203.480791 + Penalty 2954.316485 = -727249.164306 nChanged 156 SP:Iteration 23Q (8018.282176 sec): 3 clusters Score: Raw -730284.495129 + Penalty 2954.316485 = -727330.178644 nChanged 155 SP:Iteration 24Q (8018.340731 sec): 3 clusters Score: Raw -730362.102505 + Penalty 2954.316485 = -727407.786019 nChanged 136 SP:Iteration 25Q (8018.399059 sec): 3 clusters Score: Raw -730418.876535 + Penalty 2954.316485 = -727464.560049 nChanged 115 SP:Iteration 26Q (8018.460140 sec): 3 clusters Score: Raw -730455.387812 + Penalty 2954.316485 = -727501.071327 nChanged 87 SP:Iteration 27Q (8018.504041 sec): 3 clusters Score: Raw -730483.601957 + Penalty 2954.316485 = -727529.285472 nChanged 79 SP:Iteration 28Q (8018.571050 sec): 3 clusters Score: Raw -730509.026580 + Penalty 2954.316485 = -727554.710094 nChanged 74 SP:Iteration 29Q (8018.607936 sec): 3 clusters Score: Raw -730534.466543 + Penalty 2954.316485 = -727580.150057 nChanged 75 SP:Iteration 30Q (8018.656748 sec): 3 clusters Score: Raw -730557.202789 + Penalty 2954.316485 = -727602.886303 nChanged 70 SP:Iteration 31Q (8018.708183 sec): 3 clusters Score: Raw -730580.052682 + Penalty 2954.316485 = -727625.736196 nChanged 61 SP:Iteration 32Q (8018.763176 sec): 3 clusters Score: Raw -730599.840014 + Penalty 2954.316485 = -727645.523528 nChanged 62 SP:Iteration 33Q (8018.822524 sec): 3 clusters Score: Raw -730619.267783 + Penalty 2954.316485 = -727664.951297 nChanged 52 SP:Iteration 34Q (8018.867879 sec): 3 clusters Score: Raw -730633.564004 + Penalty 2954.316485 = -727679.247518 nChanged 48 SP:Iteration 35Q (8018.927062 sec): 3 clusters Score: Raw -730644.479134 + Penalty 2954.316485 = -727690.162648 nChanged 40 SP:Iteration 36Q (8018.984485 sec): 3 clusters Score: Raw -730653.967102 + Penalty 2954.316485 = -727699.650617 nChanged 35 SP:Iteration 37Q (8019.042036 sec): 3 clusters Score: Raw -730663.218312 + Penalty 2954.316485 = -727708.901827 nChanged 31 SP:Iteration 38Q (8019.091650 sec): 3 clusters Score: Raw -730670.981361 + Penalty 2954.316485 = -727716.664876 nChanged 28 SP:Iteration 39Q (8019.141779 sec): 3 clusters Score: Raw -730678.377869 + Penalty 2954.316485 = -727724.061384 nChanged 28 SP:Iteration 40F (8019.201536 sec): 3 clusters Score: Raw -730684.756697 + Penalty 2954.316485 = -727730.440212 nChanged 20 SP:Iteration 41Q (8019.258464 sec): 3 clusters Score: Raw -730688.740001 + Penalty 2954.316485 = -727734.423516 nChanged 23 SP:Iteration 42Q (8019.310407 sec): 3 clusters Score: Raw -730695.894979 + Penalty 2954.316485 = -727741.578493 nChanged 29 SP:Iteration 43Q (8019.368714 sec): 3 clusters Score: Raw -730703.791502 + Penalty 2954.316485 = -727749.475016 nChanged 29 SP:Iteration 44Q (8019.415109 sec): 3 clusters Score: Raw -730710.569306 + Penalty 2954.316485 = -727756.252821 nChanged 24 SP:Iteration 45Q (8019.472615 sec): 3 clusters Score: Raw -730716.021665 + Penalty 2954.316485 = -727761.705180 nChanged 21 SP:Iteration 46Q (8019.532930 sec): 3 clusters Score: Raw -730721.181237 + Penalty 2954.316485 = -727766.864751 nChanged 23 SP:Iteration 47Q (8019.604421 sec): 3 clusters Score: Raw -730725.438986 + Penalty 2954.316485 = -727771.122501 nChanged 21 SP:Iteration 48Q (8019.648893 sec): 3 clusters Score: Raw -730730.779020 + Penalty 2954.316485 = -727776.462535 nChanged 17 SP:Iteration 49Q (8019.711125 sec): 3 clusters Score: Raw -730734.118804 + Penalty 2954.316485 = -727779.802318 nChanged 8 SP:Iteration 50Q (8019.771541 sec): 3 clusters Score: Raw -730735.483796 + Penalty 2954.316485 = -727781.167310 nChanged 7 SP:Iteration 51Q (8019.834058 sec): 3 clusters Score: Raw -730736.280538 + Penalty 2954.316485 = -727781.964052 nChanged 4 SP:Iteration 52Q (8019.896505 sec): 3 clusters Score: Raw -730736.648438 + Penalty 2954.316485 = -727782.331952 nChanged 6 SP:Iteration 53Q (8019.958344 sec): 3 clusters Score: Raw -730737.416104 + Penalty 2954.316485 = -727783.099619 nChanged 6 SP:Iteration 54Q (8020.019974 sec): 3 clusters Score: Raw -730738.552569 + Penalty 2954.316485 = -727784.236083 nChanged 7 SP:Iteration 55Q (8020.081925 sec): 3 clusters Score: Raw -730739.662357 + Penalty 2954.316485 = -727785.345871 nChanged 7 SP:Iteration 56Q (8020.144436 sec): 3 clusters Score: Raw -730741.242813 + Penalty 2954.316485 = -727786.926328 nChanged 5 SP:Iteration 57Q (8020.205921 sec): 3 clusters Score: Raw -730741.965478 + Penalty 2954.316485 = -727787.648993 nChanged 6 SP:Iteration 58Q (8020.268365 sec): 3 clusters Score: Raw -730742.748792 + Penalty 2954.316485 = -727788.432306 nChanged 3 SP:Iteration 59Q (8020.331555 sec): 3 clusters Score: Raw -730743.012610 + Penalty 2954.316485 = -727788.696125 nChanged 1 SP:Iteration 60F (8020.394832 sec): 3 clusters Score: Raw -730743.158900 + Penalty 2954.316485 = -727788.842414 nChanged 2 SP:Iteration 61Q (8020.456777 sec): 3 clusters Score: Raw -730743.383025 + Penalty 2954.316485 = -727789.066539 nChanged 2 SP:Iteration 62Q (8020.507885 sec): 3 clusters Score: Raw -730743.538554 + Penalty 2954.316485 = -727789.222068 nChanged 2 SP:Iteration 63Q (8020.570900 sec): 3 clusters Score: Raw -730743.827118 + Penalty 2954.316485 = -727789.510632 nChanged 3 SP:Iteration 64Q (8020.637048 sec): 3 clusters Score: Raw -730744.218993 + Penalty 2954.316485 = -727789.902507 nChanged 5 SP:Iteration 65Q (8020.688929 sec): 3 clusters Score: Raw -730745.042296 + Penalty 2954.316485 = -727790.725811 nChanged 3 SP:Iteration 66Q (8020.751844 sec): 3 clusters Score: Raw -730745.637055 + Penalty 2954.316485 = -727791.320570 nChanged 2 SP:Iteration 67Q (8020.818270 sec): 3 clusters Score: Raw -730746.068933 + Penalty 2954.316485 = -727791.752447 nChanged 4 SP:Iteration 68Q (8020.871267 sec): 3 clusters Score: Raw -730747.315440 + Penalty 2954.316485 = -727792.998955 nChanged 6 SP:Iteration 69Q (8020.929655 sec): 3 clusters Score: Raw -730748.542405 + Penalty 2954.316485 = -727794.225920 nChanged 4 SP:Iteration 70Q (8021.001700 sec): 3 clusters Score: Raw -730749.256277 + Penalty 2954.316485 = -727794.939792 nChanged 3 SP:Iteration 71Q (8021.066696 sec): 3 clusters Score: Raw -730750.475512 + Penalty 2954.316485 = -727796.159027 nChanged 7 SP:Iteration 72Q (8021.118825 sec): 3 clusters Score: Raw -730751.356953 + Penalty 2954.316485 = -727797.040467 nChanged 6 SP:Iteration 73Q (8021.190241 sec): 3 clusters Score: Raw -730752.259393 + Penalty 2954.316485 = -727797.942908 nChanged 2 SP:Iteration 74Q (8021.253223 sec): 3 clusters Score: Raw -730752.598873 + Penalty 2954.316485 = -727798.282387 nChanged 2 SP:Iteration 75Q (8021.307129 sec): 3 clusters Score: Raw -730753.100459 + Penalty 2954.316485 = -727798.783973 nChanged 3 SP:Iteration 76Q (8021.375818 sec): 3 clusters Score: Raw -730753.992790 + Penalty 2954.316485 = -727799.676305 nChanged 0 SP:Iteration 77F (8021.442763 sec): 3 clusters Score: Raw -730753.992790 + Penalty 2954.316485 = -727799.676305 nChanged 0 Time taken for this iteration:5206.509881 seconds. 21->41 Clusters: Score -49057348.264693, best is -49057074.272171 THE BEST YET! Main iterations: 620 (time per iteration =3606.109833 ms) Total iterations: 36409 (time per iteration =61.407567 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 687449172096.000000 (time per metric unit =3.252296ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 16498780130304.000000 (time per metric unit=135.512328ps) That took 2235.788096 seconds.