FileBase AFR2_210214 ElecNo 6 UseFeatures DropLastNFeatures 0 UseDistributional 1 MaskStarts 100 MinClusters 100 MaxClusters 110 MaxPossibleClusters 200 nStarts 1 StartCluFile SplitEvery 90 SplitFirst 20 PenaltyK 0.000000 PenaltyKLogN 1.000000 Subset 1 FullStepEvery 20 MaxIter 10000 RandomSeed 654 Debug 0 SplitInfo 393473 Verbose 1 DistDump 0 DistThresh 6.907755 ChangedThresh 0.050000 Log 1 SaveTempCluEveryIter 0 Screen 1 PriorPoint 1 SaveSorted 0 SaveCovarianceMeans 0 UseMaskedInitialConditions 1 AssignToFirstClosestMask 1 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, 63.94 GB. ------------------------------------------------------------------------- Using Distributional EM with Maskstarts NOTE: Maskstarts overides above values of MinClusters and MaxClusters MinClusters = 100 MaxClusters = 100 Expected memory usage by array (largest first): Array LogP will use between 0.45 and 0.67 GB. - 8 bytes per element (scalar), 30027200 elements when full. - Memory usage scales as MaxPossibleClusters*nPoints. Array AllVector2Mean will use between 0.22 and 0.33 GB. - 8 bytes per element (scalar), 14563192 elements when full. - Memory usage scales as nPoints*nDims. Array CorrectionTerm will use between 0.22 and 0.33 GB. - 8 bytes per element (scalar), 14563192 elements when full. - Memory usage scales as nPoints*nDims. Array Data will use between 0.05 and 0.08 GB. - 2 bytes per element (data_int), 14563192 elements when full. - Memory usage scales as nPoints*nDims. Array Cov will use between 0.00 and 0.04 GB. - 8 bytes per element (scalar), 1881800 elements when full. - Memory usage scales as MaxPossibleClusters*nDims*nDims. Array CharFloatMasks will use between 0.03 and 0.04 GB. - 1 bytes per element (char), 14563192 elements when full. - Memory usage scales as nPoints*nDims. Note that nPoints=150136, nDims=97, MaxPossibleClusters=200 Total memory usage will be between 0.96 and 1.49 GB. RAM limit is set at 63.94 GB. ---------------------------------------------------------- Loaded 150136 data points of dimension 97. MEMO: A lower score indicates a better clustering Masked EM: Computing Noise Means and Variances ----------------------------------------- Starting from 100 clusters... ------ Clustering full data set of 150136 points ------ Starting initial clusters from distinct float masks Assigned 100 initial classes from 1791 unique masks. Deleting Class 66 (14 points): Lose 1336.594859 but Gain 27074.362110 Iteration 0F (274.925000 sec): 99 clusters Score: Raw -31050009.006435 + Penalty 1106298.971372 = -29943710.035063 nChanged 9095 Deleting Class 64 (16 points): Lose 1269.625458 but Gain 26053.759401 Iteration 1F (475.270000 sec): 91 clusters Score: Raw -31085492.302422 + Penalty 1023302.303662 = -30062189.998760 nChanged 3162 Deleting Class 69 (16 points): Lose 819.413266 but Gain 25291.123197 Iteration 2Q (491.182000 sec): 85 clusters Score: Raw -31096847.164685 + Penalty 986423.814614 = -30110423.350070 nChanged 2027 Deleting Class 59 (22 points): Lose 2252.860587 but Gain 26666.764291 Iteration 3Q (505.479000 sec): 83 clusters Score: Raw -31100804.751379 + Penalty 963129.637660 = -30137675.113719 nChanged 1331 Deleting Class 41 (56 points): Lose 3283.847438 but Gain 27188.090599 Iteration 4Q (518.799000 sec): 82 clusters Score: Raw -31100954.282851 + Penalty 937070.766230 = -30163883.516621 nChanged 1031 Deleting Class 78 (24 points): Lose 1819.580505 but Gain 25585.454044 Iteration 5Q (531.629000 sec): 81 clusters Score: Raw -31101928.220231 + Penalty 903345.595831 = -30198582.624400 nChanged 854 Deleting Class 90 (26 points): Lose 2119.708462 but Gain 25627.064255 Iteration 6Q (544.171000 sec): 79 clusters Score: Raw -31101684.148569 + Penalty 876611.117894 = -30225073.030675 nChanged 720 Deleting Class 57 (67 points): Lose 3353.538908 but Gain 25635.124505 Iteration 7Q (556.525000 sec): 78 clusters Score: Raw -31099757.877066 + Penalty 846616.011864 = -30253141.865202 nChanged 629 Deleting Class 84 (12 points): Lose 360.872795 but Gain 22412.124933 Iteration 8Q (568.692000 sec): 77 clusters Score: Raw -31100632.832609 + Penalty 820150.571167 = -30280482.261442 nChanged 459 Deleting Class 27 (96 points): Lose 5906.367522 but Gain 27588.491240 Iteration 9Q (580.642000 sec): 75 clusters Score: Raw -31095256.038021 + Penalty 789071.214935 = -30306184.823086 nChanged 408 Deleting Class 43 (2 points): Lose 96.034972 but Gain 21465.954104 Iteration 10Q (592.557000 sec): 74 clusters Score: Raw -31097575.777856 + Penalty 768639.610836 = -30328936.167020 nChanged 241 Deleting Class 19 (72 points): Lose 2412.102922 but Gain 23780.144561 Iteration 11Q (604.201000 sec): 72 clusters Score: Raw -31095654.682487 + Penalty 749127.941515 = -30346526.740971 nChanged 247 Deleting Class 26 (32 points): Lose 1346.034122 but Gain 22503.016291 Iteration 12Q (615.838000 sec): 71 clusters Score: Raw -31095553.295415 + Penalty 727877.973421 = -30367675.321994 nChanged 142 Deleting Class 29 (20 points): Lose 756.267053 but Gain 21563.950933 Iteration 13Q (627.358000 sec): 70 clusters Score: Raw -31095306.155091 + Penalty 707307.077912 = -30387999.077178 nChanged 106 Deleting Class 87 (18 points): Lose 563.897663 but Gain 21011.489692 Iteration 14Q (638.780000 sec): 69 clusters Score: Raw -31095199.172755 + Penalty 688162.725983 = -30407036.446772 nChanged 80 Deleting Class 68 (2 points): Lose 90.351116 but Gain 19958.052523 Iteration 15Q (650.210000 sec): 68 clusters Score: Raw -31095470.806408 + Penalty 668327.064197 = -30427143.742211 nChanged 54 Deleting Class 39 (103 points): Lose 2762.832627 but Gain 22093.083099 Iteration 16Q (661.583000 sec): 67 clusters Score: Raw -31092862.108027 + Penalty 647609.249530 = -30445252.858497 nChanged 135 Deleting Class 60 (58 points): Lose 1139.551641 but Gain 20399.751883 Iteration 17Q (672.978000 sec): 66 clusters Score: Raw -31092864.969631 + Penalty 629847.479827 = -30463017.489804 nChanged 110 Deleting Class 62 (66 points): Lose 1360.051839 but Gain 20324.381681 Iteration 18Q (684.278000 sec): 65 clusters Score: Raw -31092533.867190 + Penalty 612152.515887 = -30480381.351303 nChanged 91 Deleting Class 51 (20 points): Lose 712.539014 but Gain 19291.206634 Iteration 19Q (695.527000 sec): 64 clusters Score: Raw -31092509.311477 + Penalty 594519.693556 = -30497989.617921 nChanged 64 Writing temp clu file Because OldScore, -30480381.351303, is greater than current (better) Score,-30497989.617921 Compute initial score before splitting: Score: Raw -31092509.311477 + Penalty 594519.693556 = -30497989.617921 Trying to split cluster 1 (133707 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (729.285000 sec): 2 clusters Score: Raw -27903163.044897 + Penalty 67.373404 = -27903095.671492 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (738.365000 sec): 3 clusters Score: Raw -27811070.734448 + Penalty 133.483262 = -27810937.251186 nChanged 66228 SP:Iteration 1F (746.564000 sec): 3 clusters Score: Raw -27852575.595247 + Penalty 132.443593 = -27852443.151654 nChanged 9438 SP:Iteration 2F (754.754000 sec): 3 clusters Score: Raw -27858839.103295 + Penalty 131.601607 = -27858707.501688 nChanged 14794 SP:Iteration 3F (763.284000 sec): 3 clusters Score: Raw -27873041.309840 + Penalty 131.212352 = -27872910.097488 nChanged 12930 SP:Iteration 4F (772.095000 sec): 3 clusters Score: Raw -27887566.774261 + Penalty 130.849363 = -27887435.924898 nChanged 6304 SP:Iteration 5Q (780.985000 sec): 3 clusters Score: Raw -27893449.275158 + Penalty 131.023189 = -27893318.251968 nChanged 3921 SP:Iteration 6Q (789.675000 sec): 3 clusters Score: Raw -27896522.990790 + Penalty 130.849628 = -27896392.141161 nChanged 3123 SP:Iteration 7Q (798.335000 sec): 3 clusters Score: Raw -27899309.035191 + Penalty 130.942289 = -27899178.092902 nChanged 2374 SP:Iteration 8Q (807.043000 sec): 3 clusters Score: Raw -27901705.229068 + Penalty 130.333678 = -27901574.895390 nChanged 1625 SP:Iteration 9Q (815.733000 sec): 3 clusters Score: Raw -27903272.123796 + Penalty 130.782783 = -27903141.341014 nChanged 788 SP:Iteration 10Q (824.393000 sec): 3 clusters Score: Raw -27903863.740723 + Penalty 130.114404 = -27903733.626320 nChanged 378 SP:Iteration 11Q (833.027000 sec): 3 clusters Score: Raw -27904065.318629 + Penalty 129.478710 = -27903935.839919 nChanged 210 SP:Iteration 12Q (841.619000 sec): 3 clusters Score: Raw -27904149.814789 + Penalty 129.915867 = -27904019.898922 nChanged 123 SP:Iteration 13Q (850.209000 sec): 3 clusters Score: Raw -27904188.928094 + Penalty 130.365073 = -27904058.563021 nChanged 69 SP:Iteration 14Q (858.832000 sec): 3 clusters Score: Raw -27904204.560568 + Penalty 130.318866 = -27904074.241702 nChanged 41 SP:Iteration 15Q (867.414000 sec): 3 clusters Score: Raw -27904210.086585 + Penalty 130.415913 = -27904079.670673 nChanged 12 SP:Iteration 16Q (876.004000 sec): 3 clusters Score: Raw -27904210.850136 + Penalty 130.483373 = -27904080.366763 nChanged 8 SP:Iteration 17Q (884.616000 sec): 3 clusters Score: Raw -27904211.279360 + Penalty 130.553177 = -27904080.726183 nChanged 8 SP:Iteration 18Q (893.227000 sec): 3 clusters Score: Raw -27904211.561454 + Penalty 130.588996 = -27904080.972458 nChanged 4 SP:Iteration 19Q (901.837000 sec): 3 clusters Score: Raw -27904211.651833 + Penalty 130.607142 = -27904081.044692 nChanged 2 SP:Iteration 20F (911.055000 sec): 3 clusters Score: Raw -27904288.332929 + Penalty 130.544319 = -27904157.788610 nChanged 7 SP:Iteration 21Q (919.667000 sec): 3 clusters Score: Raw -27904291.981005 + Penalty 130.579983 = -27904161.401022 nChanged 8 SP:Iteration 22Q (928.269000 sec): 3 clusters Score: Raw -27904292.281835 + Penalty 130.579983 = -27904161.701853 nChanged 0 SP:Iteration 23F (937.492000 sec): 3 clusters Score: Raw -27904292.281835 + Penalty 130.579983 = -27904161.701853 nChanged 0 Score: Raw -31233296.075678 + Penalty 594583.520723 = -30638712.554955 Splitting cluster 1 changes total score from -30497989.617921 to -30638712.554955 So it's getting split into cluster 9. Trying to split cluster 2 (356 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1067.437000 sec): 2 clusters Score: Raw -72773.298582 + Penalty 4584.651548 = -68188.647034 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1067.477000 sec): 3 clusters Score: Raw -72871.343025 + Penalty 9290.558709 = -63580.784316 nChanged 90 SP:Iteration 1F (1067.517000 sec): 3 clusters Score: Raw -73174.012583 + Penalty 9342.232677 = -63831.779906 nChanged 8 SP:Iteration 2Q (1067.547000 sec): 3 clusters Score: Raw -73187.096607 + Penalty 9385.517189 = -63801.579418 nChanged 4 SP:Iteration 3F (1067.597000 sec): 3 clusters Score: Raw -73192.998552 + Penalty 9385.517189 = -63807.481363 nChanged 0 Trying to split cluster 3 (308 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1067.617000 sec): 2 clusters Score: Raw -63973.609555 + Penalty 87.043351 = -63886.566205 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1067.627000 sec): 3 clusters Score: Raw -63814.711386 + Penalty 171.823634 = -63642.887751 nChanged 126 SP:Iteration 1F (1067.637000 sec): 3 clusters Score: Raw -63911.920730 + Penalty 169.663119 = -63742.257611 nChanged 44 SP:Iteration 2F (1067.647000 sec): 3 clusters Score: Raw -63951.173090 + Penalty 174.302884 = -63776.870206 nChanged 20 SP:Iteration 3F (1067.657000 sec): 3 clusters Score: Raw -63966.863879 + Penalty 177.207920 = -63789.655959 nChanged 4 SP:Iteration 4Q (1067.667000 sec): 3 clusters Score: Raw -63968.324557 + Penalty 178.197463 = -63790.127094 nChanged 2 SP:Iteration 5Q (1067.677000 sec): 3 clusters Score: Raw -63968.827176 + Penalty 178.563184 = -63790.263992 nChanged 2 SP:Iteration 6Q (1067.677000 sec): 3 clusters Score: Raw -63971.520234 + Penalty 179.613600 = -63791.906634 nChanged 2 SP:Iteration 7Q (1067.687000 sec): 3 clusters Score: Raw -63971.960569 + Penalty 179.613600 = -63792.346969 nChanged 0 SP:Iteration 8F (1067.697000 sec): 3 clusters Score: Raw -63971.960569 + Penalty 179.613600 = -63792.346969 nChanged 0 Trying to split cluster 4 (2487 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1067.927000 sec): 2 clusters Score: Raw -519372.253751 + Penalty 69.315197 = -519302.938554 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1068.007000 sec): 3 clusters Score: Raw -517756.588633 + Penalty 140.076271 = -517616.512361 nChanged 1152 SP:Iteration 1F (1068.077000 sec): 3 clusters Score: Raw -518752.745115 + Penalty 143.656986 = -518609.088129 nChanged 306 SP:Iteration 2F (1068.157000 sec): 3 clusters Score: Raw -519074.006143 + Penalty 144.039218 = -518929.966925 nChanged 146 SP:Iteration 3F (1068.237000 sec): 3 clusters Score: Raw -519241.601716 + Penalty 141.095544 = -519100.506172 nChanged 73 SP:Iteration 4Q (1068.317000 sec): 3 clusters Score: Raw -519310.680718 + Penalty 136.812879 = -519173.867839 nChanged 60 SP:Iteration 5Q (1068.397000 sec): 3 clusters Score: Raw -519369.538949 + Penalty 140.689995 = -519228.848955 nChanged 38 SP:Iteration 6Q (1068.477000 sec): 3 clusters Score: Raw -519402.458094 + Penalty 142.375282 = -519260.082812 nChanged 29 SP:Iteration 7Q (1068.547000 sec): 3 clusters Score: Raw -519422.546785 + Penalty 145.904316 = -519276.642469 nChanged 12 SP:Iteration 8Q (1068.627000 sec): 3 clusters Score: Raw -519428.983986 + Penalty 152.617247 = -519276.366739 nChanged 12 SP:Iteration 9F (1068.707000 sec): 3 clusters Score: Raw -519433.888550 + Penalty 155.223056 = -519278.665494 nChanged 8 SP:Iteration 10Q (1068.777000 sec): 3 clusters Score: Raw -519437.384898 + Penalty 157.618320 = -519279.766578 nChanged 6 SP:Iteration 11Q (1068.847000 sec): 3 clusters Score: Raw -519438.911149 + Penalty 159.578791 = -519279.332358 nChanged 2 SP:Iteration 12F (1068.927000 sec): 3 clusters Score: Raw -519439.158650 + Penalty 161.704712 = -519277.453938 nChanged 2 SP:Iteration 13F (1069.007000 sec): 3 clusters Score: Raw -519439.312337 + Penalty 161.704712 = -519277.607625 nChanged 0 Trying to split cluster 5 (103 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1069.037000 sec): 2 clusters Score: Raw -17395.332476 + Penalty 2451.610681 = -14943.721795 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1069.047000 sec): 3 clusters Score: Raw -17830.404944 + Penalty 5046.880376 = -12783.524567 nChanged 22 SP:Iteration 1F (1069.067000 sec): 3 clusters Score: Raw -18066.337297 + Penalty 5033.977042 = -13032.360255 nChanged 2 SP:Iteration 2Q (1069.077000 sec): 3 clusters Score: Raw -18148.550666 + Penalty 5033.977042 = -13114.573624 nChanged 0 SP:Iteration 3F (1069.097000 sec): 3 clusters Score: Raw -18148.550666 + Penalty 5033.977042 = -13114.573624 nChanged 0 Trying to split cluster 6 (40 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1069.107000 sec): 2 clusters Score: Raw -8434.380013 + Penalty 4294.517628 = -4139.862385 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1069.117000 sec): 3 clusters Score: Raw -8357.791947 + Penalty 9045.063479 = 687.271532 nChanged 10 SP:Iteration 1F (1069.127000 sec): 3 clusters Score: Raw -8281.485688 + Penalty 9045.063479 = 763.577792 nChanged 0 Trying to split cluster 7 (483 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1069.187000 sec): 2 clusters Score: Raw -92729.788718 + Penalty 6509.195704 = -86220.593014 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1069.237000 sec): 3 clusters Score: Raw -92815.294588 + Penalty 13014.507333 = -79800.787255 nChanged 116 SP:Iteration 1F (1069.287000 sec): 3 clusters Score: Raw -93256.106547 + Penalty 13011.408049 = -80244.698498 nChanged 15 SP:Iteration 2Q (1069.327000 sec): 3 clusters Score: Raw -93300.168769 + Penalty 13014.457787 = -80285.710982 nChanged 2 SP:Iteration 3Q (1069.377000 sec): 3 clusters Score: Raw -93307.002860 + Penalty 13014.457787 = -80292.545073 nChanged 0 SP:Iteration 4F (1069.427000 sec): 3 clusters Score: Raw -93307.002860 + Penalty 13014.457787 = -80292.545073 nChanged 0 Trying to split cluster 8 (1244 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1069.607000 sec): 2 clusters Score: Raw -258232.891013 + Penalty 1358.248807 = -256874.642206 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1069.687000 sec): 3 clusters Score: Raw -257585.838597 + Penalty 2699.359487 = -254886.479110 nChanged 425 SP:Iteration 1F (1069.767000 sec): 3 clusters Score: Raw -257921.899734 + Penalty 2662.134932 = -255259.764802 nChanged 157 SP:Iteration 2F (1069.847000 sec): 3 clusters Score: Raw -258090.358730 + Penalty 2630.229272 = -255460.129458 nChanged 93 SP:Iteration 3F (1069.927000 sec): 3 clusters Score: Raw -258180.943894 + Penalty 2597.284527 = -255583.659367 nChanged 43 SP:Iteration 4Q (1070.007000 sec): 3 clusters Score: Raw -258225.549377 + Penalty 2579.536167 = -255646.013210 nChanged 34 SP:Iteration 5Q (1070.087000 sec): 3 clusters Score: Raw -258257.704394 + Penalty 2568.045792 = -255689.658603 nChanged 26 SP:Iteration 6Q (1070.157000 sec): 3 clusters Score: Raw -258291.904269 + Penalty 2545.950938 = -255745.953331 nChanged 22 SP:Iteration 7Q (1070.237000 sec): 3 clusters Score: Raw -258316.655775 + Penalty 2538.148090 = -255778.507685 nChanged 23 SP:Iteration 8Q (1070.317000 sec): 3 clusters Score: Raw -258332.334434 + Penalty 2533.497449 = -255798.836985 nChanged 17 SP:Iteration 9Q (1070.387000 sec): 3 clusters Score: Raw -258342.952154 + Penalty 2535.187504 = -255807.764650 nChanged 32 SP:Iteration 10Q (1070.467000 sec): 3 clusters Score: Raw -258371.634758 + Penalty 2547.855815 = -255823.778943 nChanged 32 SP:Iteration 11Q (1070.547000 sec): 3 clusters Score: Raw -258400.602488 + Penalty 2555.676653 = -255844.925835 nChanged 44 SP:Iteration 12Q (1070.627000 sec): 3 clusters Score: Raw -258452.640015 + Penalty 2561.457337 = -255891.182678 nChanged 37 SP:Iteration 13Q (1070.697000 sec): 3 clusters Score: Raw -258489.100201 + Penalty 2582.161752 = -255906.938450 nChanged 21 SP:Iteration 14Q (1070.777000 sec): 3 clusters Score: Raw -258514.444270 + Penalty 2642.841864 = -255871.602406 nChanged 12 SP:Iteration 15F (1070.857000 sec): 3 clusters Score: Raw -258527.847911 + Penalty 2711.438264 = -255816.409647 nChanged 12 SP:Iteration 16F (1070.937000 sec): 3 clusters Score: Raw -258541.824729 + Penalty 2762.279510 = -255779.545220 nChanged 6 SP:Iteration 17F (1071.017000 sec): 3 clusters Score: Raw -258551.030180 + Penalty 2818.350552 = -255732.679628 nChanged 6 SP:Iteration 18F (1071.107000 sec): 3 clusters Score: Raw -258565.337156 + Penalty 2850.499457 = -255714.837699 nChanged 6 SP:Iteration 19F (1071.187000 sec): 3 clusters Score: Raw -258572.207056 + Penalty 2862.451566 = -255709.755491 nChanged 2 SP:Iteration 20F (1071.267000 sec): 3 clusters Score: Raw -258574.255262 + Penalty 2890.432101 = -255683.823161 nChanged 2 SP:Iteration 21F (1071.347000 sec): 3 clusters Score: Raw -258578.092087 + Penalty 2903.686318 = -255674.405769 nChanged 2 SP:Iteration 22F (1071.427000 sec): 3 clusters Score: Raw -258580.625785 + Penalty 2854.776256 = -255725.849529 nChanged 2 SP:Iteration 23Q (1071.507000 sec): 3 clusters Score: Raw -258582.553944 + Penalty 2880.994975 = -255701.558969 nChanged 2 SP:Iteration 24F (1071.587000 sec): 3 clusters Score: Raw -258584.100781 + Penalty 2904.263163 = -255679.837618 nChanged 2 SP:Iteration 25F (1071.677000 sec): 3 clusters Score: Raw -258585.602976 + Penalty 2945.413559 = -255640.189416 nChanged 2 SP:Iteration 26F (1071.767000 sec): 3 clusters Score: Raw -258589.771204 + Penalty 2983.546964 = -255606.224240 nChanged 2 SP:Iteration 27F (1071.847000 sec): 3 clusters Score: Raw -258592.538175 + Penalty 2983.546964 = -255608.991211 nChanged 0 Trying to split cluster 10 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1071.867000 sec): 2 clusters Score: Raw -5009.667567 + Penalty 4440.745440 = -568.922127 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1071.867000 sec): 3 clusters Score: Raw -4238.747739 + Penalty 8340.286641 = 4101.538903 nChanged 6 SP:Iteration 1F (1071.877000 sec): 3 clusters Score: Raw -4852.982689 + Penalty 8340.286641 = 3487.303952 nChanged 0 Trying to split cluster 11 (80 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1071.887000 sec): 2 clusters Score: Raw -15854.031890 + Penalty 6905.862441 = -8948.169449 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1071.907000 sec): 3 clusters Score: Raw -16208.933578 + Penalty 13623.925851 = -2585.007727 nChanged 16 SP:Iteration 1F (1071.927000 sec): 3 clusters Score: Raw -16540.562759 + Penalty 13623.925851 = -2916.636908 nChanged 0 Trying to split cluster 12 (597 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1072.009000 sec): 2 clusters Score: Raw -122123.692297 + Penalty 4019.455990 = -118104.236307 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1072.069000 sec): 3 clusters Score: Raw -121992.229008 + Penalty 8081.603245 = -113910.625763 nChanged 151 SP:Iteration 1F (1072.129000 sec): 3 clusters Score: Raw -122272.353972 + Penalty 8125.456179 = -114146.897793 nChanged 24 SP:Iteration 2Q (1072.189000 sec): 3 clusters Score: Raw -122319.490584 + Penalty 8175.187991 = -114144.302592 nChanged 18 SP:Iteration 3F (1072.249000 sec): 3 clusters Score: Raw -122362.251472 + Penalty 8171.224077 = -114191.027395 nChanged 9 SP:Iteration 4Q (1072.299000 sec): 3 clusters Score: Raw -122376.790647 + Penalty 8200.476004 = -114176.314643 nChanged 10 SP:Iteration 5F (1072.359000 sec): 3 clusters Score: Raw -122395.895954 + Penalty 8210.300144 = -114185.595810 nChanged 6 SP:Iteration 6Q (1072.419000 sec): 3 clusters Score: Raw -122406.361773 + Penalty 8210.300144 = -114196.061629 nChanged 0 SP:Iteration 7F (1072.479000 sec): 3 clusters Score: Raw -122406.361773 + Penalty 8210.300144 = -114196.061629 nChanged 0 Trying to split cluster 14 (419 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1072.509000 sec): 2 clusters Score: Raw -86027.968658 + Penalty 441.758219 = -85586.210438 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1072.529000 sec): 3 clusters Score: Raw -85844.574079 + Penalty 911.860341 = -84932.713738 nChanged 142 SP:Iteration 1F (1072.549000 sec): 3 clusters Score: Raw -86005.388257 + Penalty 957.045995 = -85048.342262 nChanged 47 SP:Iteration 2F (1072.569000 sec): 3 clusters Score: Raw -86077.013208 + Penalty 986.824020 = -85090.189188 nChanged 22 SP:Iteration 3F (1072.579000 sec): 3 clusters Score: Raw -86119.294576 + Penalty 998.890259 = -85120.404317 nChanged 8 SP:Iteration 4Q (1072.599000 sec): 3 clusters Score: Raw -86129.209422 + Penalty 996.859806 = -85132.349616 nChanged 2 SP:Iteration 5Q (1072.619000 sec): 3 clusters Score: Raw -86129.770860 + Penalty 996.859806 = -85132.911054 nChanged 0 SP:Iteration 6F (1072.639000 sec): 3 clusters Score: Raw -86129.770860 + Penalty 996.859806 = -85132.911054 nChanged 0 Trying to split cluster 15 (385 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1072.689000 sec): 2 clusters Score: Raw -77127.798827 + Penalty 1521.949228 = -75605.849599 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1072.719000 sec): 3 clusters Score: Raw -77103.975171 + Penalty 3041.651268 = -74062.323902 nChanged 106 SP:Iteration 1F (1072.739000 sec): 3 clusters Score: Raw -77290.120377 + Penalty 3066.102866 = -74224.017512 nChanged 30 SP:Iteration 2F (1072.769000 sec): 3 clusters Score: Raw -77366.345544 + Penalty 3086.109603 = -74280.235941 nChanged 16 SP:Iteration 3Q (1072.789000 sec): 3 clusters Score: Raw -77399.715790 + Penalty 3095.956890 = -74303.758900 nChanged 8 SP:Iteration 4Q (1072.819000 sec): 3 clusters Score: Raw -77410.514358 + Penalty 3101.004849 = -74309.509509 nChanged 4 SP:Iteration 5Q (1072.839000 sec): 3 clusters Score: Raw -77415.060283 + Penalty 3109.534879 = -74305.525404 nChanged 6 SP:Iteration 6F (1072.869000 sec): 3 clusters Score: Raw -77422.828203 + Penalty 3117.955603 = -74304.872600 nChanged 2 SP:Iteration 7F (1072.889000 sec): 3 clusters Score: Raw -77424.051847 + Penalty 3121.969330 = -74302.082517 nChanged 2 SP:Iteration 8F (1072.919000 sec): 3 clusters Score: Raw -77426.814422 + Penalty 3126.891133 = -74299.923289 nChanged 4 SP:Iteration 9F (1072.939000 sec): 3 clusters Score: Raw -77431.844432 + Penalty 3130.582093 = -74301.262339 nChanged 2 SP:Iteration 10Q (1072.969000 sec): 3 clusters Score: Raw -77433.550829 + Penalty 3129.360102 = -74304.190727 nChanged 2 SP:Iteration 11Q (1072.989000 sec): 3 clusters Score: Raw -77437.135104 + Penalty 3128.770938 = -74308.364165 nChanged 2 SP:Iteration 12Q (1073.019000 sec): 3 clusters Score: Raw -77438.905773 + Penalty 3128.770938 = -74310.134835 nChanged 0 SP:Iteration 13F (1073.039000 sec): 3 clusters Score: Raw -77438.905773 + Penalty 3128.770938 = -74310.134835 nChanged 0 Trying to split cluster 16 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1073.049000 sec): 2 clusters Score: Raw -4960.760672 + Penalty 3872.036256 = -1088.724416 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1073.059000 sec): 3 clusters Score: Raw -3827.832453 + Penalty 8702.577159 = 4874.744705 nChanged 8 SP:Iteration 1F (1073.059000 sec): 3 clusters Score: Raw -4661.141243 + Penalty 8702.577159 = 4041.435916 nChanged 0 Trying to split cluster 17 (521 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1073.099000 sec): 2 clusters Score: Raw -108901.751160 + Penalty 99.378661 = -108802.372499 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1073.119000 sec): 3 clusters Score: Raw -108589.910095 + Penalty 206.818976 = -108383.091119 nChanged 226 SP:Iteration 1F (1073.139000 sec): 3 clusters Score: Raw -108720.588926 + Penalty 217.126328 = -108503.462598 nChanged 56 SP:Iteration 2F (1073.159000 sec): 3 clusters Score: Raw -108760.179543 + Penalty 222.893292 = -108537.286251 nChanged 36 SP:Iteration 3F (1073.179000 sec): 3 clusters Score: Raw -108784.798300 + Penalty 221.695171 = -108563.103129 nChanged 30 SP:Iteration 4F (1073.189000 sec): 3 clusters Score: Raw -108806.309461 + Penalty 222.704589 = -108583.604873 nChanged 30 SP:Iteration 5F (1073.209000 sec): 3 clusters Score: Raw -108828.091930 + Penalty 222.408861 = -108605.683069 nChanged 24 SP:Iteration 6Q (1073.229000 sec): 3 clusters Score: Raw -108857.102974 + Penalty 193.768979 = -108663.333994 nChanged 28 SP:Iteration 7F (1073.249000 sec): 3 clusters Score: Raw -108885.481743 + Penalty 177.763403 = -108707.718341 nChanged 14 SP:Iteration 8Q (1073.269000 sec): 3 clusters Score: Raw -108900.071504 + Penalty 154.359302 = -108745.712202 nChanged 8 SP:Iteration 9Q (1073.289000 sec): 3 clusters Score: Raw -108906.627372 + Penalty 140.163868 = -108766.463504 nChanged 4 SP:Iteration 10Q (1073.309000 sec): 3 clusters Score: Raw -108909.533518 + Penalty 140.163868 = -108769.369650 nChanged 0 SP:Iteration 11F (1073.319000 sec): 3 clusters Score: Raw -108909.533518 + Penalty 140.163868 = -108769.369650 nChanged 0 Trying to split cluster 18 (222 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1073.339000 sec): 2 clusters Score: Raw -44196.025258 + Penalty 585.346402 = -43610.678855 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1073.359000 sec): 3 clusters Score: Raw -44196.086228 + Penalty 1276.889305 = -42919.196923 nChanged 75 SP:Iteration 1F (1073.369000 sec): 3 clusters Score: Raw -44436.189724 + Penalty 1310.633306 = -43125.556417 nChanged 8 SP:Iteration 2Q (1073.379000 sec): 3 clusters Score: Raw -44448.375009 + Penalty 1329.925973 = -43118.449036 nChanged 2 SP:Iteration 3F (1073.389000 sec): 3 clusters Score: Raw -44419.577557 + Penalty 1374.982553 = -43044.595004 nChanged 6 SP:Iteration 4F (1073.399000 sec): 3 clusters Score: Raw -44454.200446 + Penalty 1402.943211 = -43051.257235 nChanged 2 SP:Iteration 5Q (1073.409000 sec): 3 clusters Score: Raw -44462.358441 + Penalty 1402.943211 = -43059.415230 nChanged 0 SP:Iteration 6F (1073.419000 sec): 3 clusters Score: Raw -44462.358441 + Penalty 1402.943211 = -43059.415230 nChanged 0 Trying to split cluster 20 (140 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1073.439000 sec): 2 clusters Score: Raw -28069.183075 + Penalty 869.604546 = -27199.578529 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1073.449000 sec): 3 clusters Score: Raw -28095.635480 + Penalty 1818.212862 = -26277.422617 nChanged 38 SP:Iteration 1F (1073.459000 sec): 3 clusters Score: Raw -28205.215288 + Penalty 1864.855981 = -26340.359307 nChanged 4 SP:Iteration 2Q (1073.469000 sec): 3 clusters Score: Raw -28218.077414 + Penalty 1864.855981 = -26353.221432 nChanged 0 SP:Iteration 3F (1073.479000 sec): 3 clusters Score: Raw -28218.077414 + Penalty 1864.855981 = -26353.221432 nChanged 0 Trying to split cluster 21 (1769 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1073.649000 sec): 2 clusters Score: Raw -368028.529452 + Penalty 144.103618 = -367884.425834 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1073.709000 sec): 3 clusters Score: Raw -366932.141803 + Penalty 288.245023 = -366643.896780 nChanged 808 SP:Iteration 1F (1073.759000 sec): 3 clusters Score: Raw -367810.186920 + Penalty 299.444412 = -367510.742508 nChanged 241 SP:Iteration 2F (1073.819000 sec): 3 clusters Score: Raw -368117.618842 + Penalty 310.066328 = -367807.552514 nChanged 170 SP:Iteration 3F (1073.879000 sec): 3 clusters Score: Raw -368279.843694 + Penalty 321.295401 = -367958.548293 nChanged 91 SP:Iteration 4F (1073.939000 sec): 3 clusters Score: Raw -368362.556559 + Penalty 337.406802 = -368025.149757 nChanged 56 SP:Iteration 5Q (1073.999000 sec): 3 clusters Score: Raw -368411.294058 + Penalty 346.139310 = -368065.154749 nChanged 34 SP:Iteration 6Q (1074.059000 sec): 3 clusters Score: Raw -368433.460670 + Penalty 341.817512 = -368091.643158 nChanged 10 SP:Iteration 7Q (1074.119000 sec): 3 clusters Score: Raw -368439.688004 + Penalty 347.526131 = -368092.161873 nChanged 12 SP:Iteration 8Q (1074.169000 sec): 3 clusters Score: Raw -368436.777000 + Penalty 353.437132 = -368083.339868 nChanged 8 SP:Iteration 9F (1074.229000 sec): 3 clusters Score: Raw -368440.039760 + Penalty 355.115678 = -368084.924083 nChanged 2 SP:Iteration 10Q (1074.289000 sec): 3 clusters Score: Raw -368440.191481 + Penalty 355.898963 = -368084.292518 nChanged 2 SP:Iteration 11F (1074.349000 sec): 3 clusters Score: Raw -368440.386608 + Penalty 355.898963 = -368084.487645 nChanged 0 Score: Raw -31233707.931858 + Penalty 594921.096854 = -30638786.835005 Splitting cluster 21 changes total score from -30497989.617921 to -30638786.835005 So it's getting split into cluster 13. Trying to split cluster 23 (165 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1205.765000 sec): 2 clusters Score: Raw -32492.797110 + Penalty 7493.624867 = -24999.172243 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1205.785000 sec): 3 clusters Score: Raw -32875.286727 + Penalty 14953.877075 = -17921.409652 nChanged 41 SP:Iteration 1F (1205.815000 sec): 3 clusters Score: Raw -33421.877159 + Penalty 15000.266147 = -18421.611013 nChanged 2 SP:Iteration 2Q (1205.835000 sec): 3 clusters Score: Raw -33448.625797 + Penalty 15000.266147 = -18448.359650 nChanged 0 SP:Iteration 3F (1205.855000 sec): 3 clusters Score: Raw -33448.625797 + Penalty 15000.266147 = -18448.359650 nChanged 0 Trying to split cluster 25 (945 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1205.985000 sec): 2 clusters Score: Raw -196271.351109 + Penalty 395.490360 = -195875.860749 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1206.035000 sec): 3 clusters Score: Raw -195696.679362 + Penalty 785.484567 = -194911.194795 nChanged 363 SP:Iteration 1F (1206.075000 sec): 3 clusters Score: Raw -195954.965404 + Penalty 783.627057 = -195171.338348 nChanged 143 SP:Iteration 2F (1206.115000 sec): 3 clusters Score: Raw -196092.649723 + Penalty 781.632520 = -195311.017203 nChanged 73 SP:Iteration 3F (1206.155000 sec): 3 clusters Score: Raw -196149.657889 + Penalty 775.288459 = -195374.369430 nChanged 41 SP:Iteration 4Q (1206.195000 sec): 3 clusters Score: Raw -196172.862025 + Penalty 774.567398 = -195398.294627 nChanged 14 SP:Iteration 5Q (1206.235000 sec): 3 clusters Score: Raw -196178.398048 + Penalty 772.274700 = -195406.123348 nChanged 9 SP:Iteration 6Q (1206.275000 sec): 3 clusters Score: Raw -196181.407675 + Penalty 772.131573 = -195409.276101 nChanged 4 SP:Iteration 7Q (1206.315000 sec): 3 clusters Score: Raw -196184.137534 + Penalty 772.073076 = -195412.064458 nChanged 2 SP:Iteration 8Q (1206.355000 sec): 3 clusters Score: Raw -196185.302430 + Penalty 772.073076 = -195413.229354 nChanged 0 SP:Iteration 9F (1206.395000 sec): 3 clusters Score: Raw -196185.302430 + Penalty 772.073076 = -195413.229354 nChanged 0 Trying to split cluster 28 (941 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1206.455000 sec): 2 clusters Score: Raw -196062.022608 + Penalty 105.934996 = -195956.087612 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1206.485000 sec): 3 clusters Score: Raw -195501.835388 + Penalty 207.369873 = -195294.465515 nChanged 400 SP:Iteration 1F (1206.515000 sec): 3 clusters Score: Raw -195760.204908 + Penalty 205.688073 = -195554.516835 nChanged 85 SP:Iteration 2F (1206.545000 sec): 3 clusters Score: Raw -195801.318411 + Penalty 204.690835 = -195596.627576 nChanged 51 SP:Iteration 3F (1206.575000 sec): 3 clusters Score: Raw -195830.703543 + Penalty 203.356158 = -195627.347384 nChanged 41 SP:Iteration 4Q (1206.605000 sec): 3 clusters Score: Raw -195863.186390 + Penalty 202.177506 = -195661.008884 nChanged 37 SP:Iteration 5Q (1206.635000 sec): 3 clusters Score: Raw -195912.822306 + Penalty 199.055898 = -195713.766407 nChanged 37 SP:Iteration 6Q (1206.665000 sec): 3 clusters Score: Raw -195973.243768 + Penalty 198.655798 = -195774.587970 nChanged 22 SP:Iteration 7Q (1206.685000 sec): 3 clusters Score: Raw -195987.132866 + Penalty 198.205035 = -195788.927831 nChanged 12 SP:Iteration 8Q (1206.715000 sec): 3 clusters Score: Raw -195989.586177 + Penalty 198.304230 = -195791.281948 nChanged 2 SP:Iteration 9Q (1206.745000 sec): 3 clusters Score: Raw -195990.133396 + Penalty 198.623358 = -195791.510038 nChanged 4 SP:Iteration 10Q (1206.775000 sec): 3 clusters Score: Raw -195991.238408 + Penalty 198.912896 = -195792.325512 nChanged 4 SP:Iteration 11Q (1206.805000 sec): 3 clusters Score: Raw -195993.754441 + Penalty 199.698336 = -195794.056105 nChanged 6 SP:Iteration 12Q (1206.825000 sec): 3 clusters Score: Raw -195995.868750 + Penalty 200.380300 = -195795.488451 nChanged 6 SP:Iteration 13Q (1206.855000 sec): 3 clusters Score: Raw -195997.685581 + Penalty 201.215167 = -195796.470415 nChanged 6 SP:Iteration 14Q (1206.885000 sec): 3 clusters Score: Raw -195998.731757 + Penalty 201.215167 = -195797.516590 nChanged 0 SP:Iteration 15F (1206.915000 sec): 3 clusters Score: Raw -195999.416734 + Penalty 201.359290 = -195798.057445 nChanged 2 SP:Iteration 16Q (1206.945000 sec): 3 clusters Score: Raw -196000.148625 + Penalty 201.176685 = -195798.971940 nChanged 4 SP:Iteration 17Q (1207.005000 sec): 3 clusters Score: Raw -196000.381844 + Penalty 201.302910 = -195799.078935 nChanged 2 SP:Iteration 18Q (1207.035000 sec): 3 clusters Score: Raw -196000.324923 + Penalty 201.302910 = -195799.022013 nChanged 0 SP:Iteration 19F (1207.065000 sec): 3 clusters Score: Raw -196000.324923 + Penalty 201.302910 = -195799.022013 nChanged 0 Trying to split cluster 30 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1207.075000 sec): 2 clusters Score: Raw -4442.044277 + Penalty 3628.530048 = -813.514229 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1207.075000 sec): 3 clusters Score: Raw -2851.989663 + Penalty 7258.584950 = 4406.595287 nChanged 4 SP:Iteration 1F (1207.075000 sec): 3 clusters Score: Raw -3783.621183 + Penalty 7258.584950 = 3474.963766 nChanged 0 Trying to split cluster 32 (712 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1207.145000 sec): 2 clusters Score: Raw -147356.625962 + Penalty 117.593706 = -147239.032256 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1207.165000 sec): 3 clusters Score: Raw -146938.933955 + Penalty 231.210732 = -146707.723223 nChanged 305 SP:Iteration 1F (1207.185000 sec): 3 clusters Score: Raw -147347.977508 + Penalty 230.653445 = -147117.324062 nChanged 69 SP:Iteration 2F (1207.215000 sec): 3 clusters Score: Raw -147409.864183 + Penalty 230.769180 = -147179.095004 nChanged 28 SP:Iteration 3Q (1207.235000 sec): 3 clusters Score: Raw -147433.471998 + Penalty 231.562420 = -147201.909578 nChanged 17 SP:Iteration 4Q (1207.255000 sec): 3 clusters Score: Raw -147441.225129 + Penalty 233.212630 = -147208.012499 nChanged 12 SP:Iteration 5Q (1207.275000 sec): 3 clusters Score: Raw -147448.119125 + Penalty 235.688616 = -147212.430510 nChanged 15 SP:Iteration 6Q (1207.295000 sec): 3 clusters Score: Raw -147456.578648 + Penalty 238.260921 = -147218.317726 nChanged 16 SP:Iteration 7Q (1207.325000 sec): 3 clusters Score: Raw -147466.723143 + Penalty 240.419472 = -147226.303672 nChanged 12 SP:Iteration 8Q (1207.345000 sec): 3 clusters Score: Raw -147471.558934 + Penalty 241.335846 = -147230.223088 nChanged 8 SP:Iteration 9Q (1207.365000 sec): 3 clusters Score: Raw -147473.636945 + Penalty 242.363243 = -147231.273702 nChanged 5 SP:Iteration 10Q (1207.385000 sec): 3 clusters Score: Raw -147474.984383 + Penalty 242.363243 = -147232.621140 nChanged 0 SP:Iteration 11F (1207.415000 sec): 3 clusters Score: Raw -147474.984383 + Penalty 242.363243 = -147232.621140 nChanged 0 Trying to split cluster 33 (73 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1207.425000 sec): 2 clusters Score: Raw -15031.426185 + Penalty 3504.268120 = -11527.158065 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1207.445000 sec): 3 clusters Score: Raw -15212.773190 + Penalty 6931.485171 = -8281.288019 nChanged 17 SP:Iteration 1F (1207.455000 sec): 3 clusters Score: Raw -15328.364073 + Penalty 6931.485171 = -8396.878902 nChanged 0 Trying to split cluster 34 (38 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1207.475000 sec): 2 clusters Score: Raw -8370.522342 + Penalty 5272.681099 = -3097.841243 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1207.485000 sec): 3 clusters Score: Raw -8468.286119 + Penalty 10433.387583 = 1965.101464 nChanged 10 SP:Iteration 1F (1207.495000 sec): 3 clusters Score: Raw -8660.657649 + Penalty 10433.387583 = 1772.729934 nChanged 0 Trying to split cluster 35 (203 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1207.525000 sec): 2 clusters Score: Raw -40514.621521 + Penalty 1214.189319 = -39300.432202 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1207.535000 sec): 3 clusters Score: Raw -40608.477398 + Penalty 2358.058231 = -38250.419167 nChanged 66 SP:Iteration 1F (1207.545000 sec): 3 clusters Score: Raw -40844.083734 + Penalty 2358.281546 = -38485.802187 nChanged 10 SP:Iteration 2Q (1207.555000 sec): 3 clusters Score: Raw -40884.484210 + Penalty 2375.815814 = -38508.668395 nChanged 6 SP:Iteration 3Q (1207.565000 sec): 3 clusters Score: Raw -40903.969907 + Penalty 2375.815814 = -38528.154092 nChanged 0 SP:Iteration 4F (1207.575000 sec): 3 clusters Score: Raw -40903.969907 + Penalty 2375.815814 = -38528.154092 nChanged 0 Trying to split cluster 36 (989 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1207.715000 sec): 2 clusters Score: Raw -205633.116458 + Penalty 1475.237176 = -204157.879282 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1207.765000 sec): 3 clusters Score: Raw -205138.984447 + Penalty 2944.643125 = -202194.341321 nChanged 319 SP:Iteration 1F (1207.825000 sec): 3 clusters Score: Raw -205393.810759 + Penalty 2948.126619 = -202445.684140 nChanged 81 SP:Iteration 2F (1207.885000 sec): 3 clusters Score: Raw -205462.610005 + Penalty 2961.722033 = -202500.887972 nChanged 60 SP:Iteration 3F (1207.945000 sec): 3 clusters Score: Raw -205514.879652 + Penalty 3004.867172 = -202510.012480 nChanged 67 SP:Iteration 4F (1208.005000 sec): 3 clusters Score: Raw -205584.914283 + Penalty 3083.785114 = -202501.129169 nChanged 82 SP:Iteration 5F (1208.055000 sec): 3 clusters Score: Raw -205684.394771 + Penalty 3200.765475 = -202483.629297 nChanged 77 SP:Iteration 6F (1208.115000 sec): 3 clusters Score: Raw -205801.159464 + Penalty 3326.142137 = -202475.017327 nChanged 55 SP:Iteration 7F (1208.165000 sec): 3 clusters Score: Raw -205860.976742 + Penalty 3423.285579 = -202437.691163 nChanged 28 SP:Iteration 8F (1208.225000 sec): 3 clusters Score: Raw -205905.390329 + Penalty 3463.126960 = -202442.263369 nChanged 10 SP:Iteration 9Q (1208.275000 sec): 3 clusters Score: Raw -205918.487732 + Penalty 3479.058988 = -202439.428744 nChanged 7 SP:Iteration 10F (1208.335000 sec): 3 clusters Score: Raw -205929.109354 + Penalty 3507.356832 = -202421.752522 nChanged 5 SP:Iteration 11F (1208.385000 sec): 3 clusters Score: Raw -205936.573563 + Penalty 3535.063875 = -202401.509688 nChanged 4 SP:Iteration 12F (1208.445000 sec): 3 clusters Score: Raw -205940.148435 + Penalty 3535.063875 = -202405.084560 nChanged 0 Trying to split cluster 37 (54 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1208.455000 sec): 2 clusters Score: Raw -12085.027744 + Penalty 5065.135526 = -7019.892217 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1208.465000 sec): 3 clusters Score: Raw -12302.427250 + Penalty 9689.950834 = -2612.476415 nChanged 14 SP:Iteration 1F (1208.485000 sec): 3 clusters Score: Raw -12014.994415 + Penalty 9689.950834 = -2325.043580 nChanged 0 Trying to split cluster 38 (34 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1208.495000 sec): 2 clusters Score: Raw -7404.576349 + Penalty 5276.472625 = -2128.103724 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1208.505000 sec): 3 clusters Score: Raw -7435.169034 + Penalty 11337.139699 = 3901.970665 nChanged 10 SP:Iteration 1F (1208.515000 sec): 3 clusters Score: Raw -6981.168578 + Penalty 11832.181229 = 4851.012651 nChanged 4 SP:Iteration 2F (1208.525000 sec): 3 clusters Score: Raw -7464.098928 + Penalty 11832.181229 = 4368.082302 nChanged 0 Trying to split cluster 40 (34 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1208.535000 sec): 2 clusters Score: Raw -7086.534992 + Penalty 4293.369807 = -2793.165185 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1208.545000 sec): 3 clusters Score: Raw -6997.872293 + Penalty 7916.143924 = 918.271630 nChanged 8 SP:Iteration 1F (1208.545000 sec): 3 clusters Score: Raw -6705.398613 + Penalty 9096.154653 = 2390.756040 nChanged 4 SP:Iteration 2F (1208.555000 sec): 3 clusters Score: Raw -7028.572809 + Penalty 9096.154653 = 2067.581844 nChanged 0 Trying to split cluster 42 (31 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1208.565000 sec): 2 clusters Score: Raw -6369.845201 + Penalty 3736.214891 = -2633.630311 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1208.575000 sec): 3 clusters Score: Raw -5082.278551 + Penalty 7343.793869 = 2261.515318 nChanged 5 SP:Iteration 1F (1208.575000 sec): 3 clusters Score: Raw -5153.529161 + Penalty 7343.793869 = 2190.264708 nChanged 0 Trying to split cluster 44 (210 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1208.605000 sec): 2 clusters Score: Raw -46642.224263 + Penalty 7965.809039 = -38676.415225 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1208.635000 sec): 3 clusters Score: Raw -47953.850481 + Penalty 15566.014117 = -32387.836364 nChanged 53 SP:Iteration 1F (1208.665000 sec): 3 clusters Score: Raw -48933.412461 + Penalty 15566.014117 = -33367.398344 nChanged 0 Trying to split cluster 45 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1208.675000 sec): 2 clusters Score: Raw -5264.117322 + Penalty 4492.764628 = -771.352694 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1208.675000 sec): 3 clusters Score: Raw -3811.823010 + Penalty 8865.905844 = 5054.082834 nChanged 5 SP:Iteration 1F (1208.685000 sec): 3 clusters Score: Raw -4861.814870 + Penalty 9046.312941 = 4184.498071 nChanged 2 SP:Iteration 2F (1208.695000 sec): 3 clusters Score: Raw -5110.090733 + Penalty 9046.312941 = 3936.222208 nChanged 0 Trying to split cluster 46 (86 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1208.705000 sec): 2 clusters Score: Raw -17143.559105 + Penalty 1123.321510 = -16020.237595 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1208.705000 sec): 3 clusters Score: Raw -17189.609679 + Penalty 2262.152530 = -14927.457149 nChanged 18 SP:Iteration 1F (1208.715000 sec): 3 clusters Score: Raw -17281.035651 + Penalty 2262.152530 = -15018.883121 nChanged 0 Trying to split cluster 47 (307 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1208.755000 sec): 2 clusters Score: Raw -71442.338247 + Penalty 11881.631237 = -59560.707010 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1208.785000 sec): 3 clusters Score: Raw -72544.374200 + Penalty 23776.856180 = -48767.518020 nChanged 75 SP:Iteration 1F (1208.825000 sec): 3 clusters Score: Raw -74090.782151 + Penalty 23776.856180 = -50313.925971 nChanged 0 Trying to split cluster 48 (532 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1208.895000 sec): 2 clusters Score: Raw -110304.958657 + Penalty 1374.617026 = -108930.341631 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1208.925000 sec): 3 clusters Score: Raw -110083.191114 + Penalty 2748.079622 = -107335.111492 nChanged 160 SP:Iteration 1F (1208.945000 sec): 3 clusters Score: Raw -110223.991457 + Penalty 2748.919909 = -107475.071547 nChanged 25 SP:Iteration 2Q (1208.975000 sec): 3 clusters Score: Raw -110246.448298 + Penalty 2750.485141 = -107495.963157 nChanged 9 SP:Iteration 3Q (1209.005000 sec): 3 clusters Score: Raw -110251.625218 + Penalty 2751.495579 = -107500.129639 nChanged 2 SP:Iteration 4Q (1209.035000 sec): 3 clusters Score: Raw -110252.165055 + Penalty 2751.495579 = -107500.669476 nChanged 0 SP:Iteration 5F (1209.065000 sec): 3 clusters Score: Raw -110252.165055 + Penalty 2751.495579 = -107500.669476 nChanged 0 Trying to split cluster 52 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1209.065000 sec): 2 clusters Score: Raw -435.735210 + Penalty 218.486131 = -217.249079 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1209.065000 sec): 3 clusters Score: Raw -416.647050 + Penalty 218.486131 = -198.160919 nChanged 1 SP:Iteration 1F (1209.065000 sec): 2 clusters Score: Raw -435.735210 + Penalty 218.486131 = -217.249079 nChanged 0 Trying to split cluster 53 (534 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1209.135000 sec): 2 clusters Score: Raw -144749.810743 + Penalty 14721.431783 = -130028.378960 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1209.195000 sec): 3 clusters Score: Raw -148697.382011 + Penalty 29441.024723 = -119256.357288 nChanged 133 SP:Iteration 1F (1209.245000 sec): 3 clusters Score: Raw -151816.257395 + Penalty 29441.024723 = -122375.232672 nChanged 0 Trying to split cluster 56 (72 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1209.265000 sec): 2 clusters Score: Raw -14689.038484 + Penalty 4177.204056 = -10511.834428 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1209.285000 sec): 3 clusters Score: Raw -14876.701475 + Penalty 8281.731507 = -6594.969969 nChanged 18 SP:Iteration 1F (1209.295000 sec): 3 clusters Score: Raw -14954.513622 + Penalty 8281.731507 = -6672.782115 nChanged 0 Trying to split cluster 58 (28 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1209.305000 sec): 2 clusters Score: Raw -4908.075482 + Penalty 158.740738 = -4749.334745 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1209.305000 sec): 3 clusters Score: Raw -2049.070361 + Penalty 382.817712 = -1666.252649 nChanged 11 SP:Iteration 1F (1209.305000 sec): 3 clusters Score: Raw -4959.327016 + Penalty 382.817712 = -4576.509303 nChanged 0 Trying to split cluster 63 (51 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1209.325000 sec): 2 clusters Score: Raw -10815.830359 + Penalty 4818.337397 = -5997.492963 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1209.335000 sec): 3 clusters Score: Raw -11228.503837 + Penalty 9213.779076 = -2014.724762 nChanged 12 SP:Iteration 1F (1209.345000 sec): 3 clusters Score: Raw -10751.224230 + Penalty 9213.779076 = -1537.445154 nChanged 0 Trying to split cluster 65 (39 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1209.355000 sec): 2 clusters Score: Raw -8414.264477 + Penalty 4917.835338 = -3496.429139 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1209.375000 sec): 3 clusters Score: Raw -8547.618085 + Penalty 9772.354694 = 1224.736609 nChanged 6 SP:Iteration 1F (1209.385000 sec): 3 clusters Score: Raw -8499.173913 + Penalty 9772.354694 = 1273.180782 nChanged 0 Trying to split cluster 67 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1209.395000 sec): 2 clusters Score: Raw -4059.100850 + Penalty 4205.866778 = 146.765929 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1209.395000 sec): 3 clusters Score: Raw -3524.725017 + Penalty 4205.866778 = 681.141761 nChanged 5 SP:Iteration 1F (1209.405000 sec): 2 clusters Score: Raw -4059.100850 + Penalty 4205.866778 = 146.765929 nChanged 0 Trying to split cluster 71 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1209.405000 sec): 2 clusters Score: Raw -852.237916 + Penalty 1255.034351 = 402.796434 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1209.405000 sec): 3 clusters Score: Raw -847.830205 + Penalty 1255.034351 = 407.204146 nChanged 2 SP:Iteration 1F (1209.405000 sec): 2 clusters Score: Raw -852.237916 + Penalty 1255.034351 = 402.796434 nChanged 0 Trying to split cluster 72 (29 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1209.415000 sec): 2 clusters Score: Raw -6018.793828 + Penalty 1130.149537 = -4888.644292 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1209.415000 sec): 3 clusters Score: Raw -5890.400238 + Penalty 2205.800783 = -3684.599456 nChanged 8 SP:Iteration 1F (1209.425000 sec): 3 clusters Score: Raw -5986.295149 + Penalty 2205.800783 = -3780.494366 nChanged 0 Trying to split cluster 73 (49 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1209.435000 sec): 2 clusters Score: Raw -10492.709388 + Penalty 4215.893447 = -6276.815941 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1209.445000 sec): 3 clusters Score: Raw -10445.233200 + Penalty 7594.493134 = -2850.740066 nChanged 14 SP:Iteration 1F (1209.455000 sec): 3 clusters Score: Raw -10383.886959 + Penalty 8308.818265 = -2075.068694 nChanged 4 SP:Iteration 2F (1209.465000 sec): 3 clusters Score: Raw -10523.808017 + Penalty 8308.818265 = -2214.989752 nChanged 0 Trying to split cluster 75 (64 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1209.475000 sec): 2 clusters Score: Raw -13098.090524 + Penalty 101.553130 = -12996.537394 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1209.475000 sec): 3 clusters Score: Raw -13107.627506 + Penalty 277.114592 = -12830.512914 nChanged 23 SP:Iteration 1F (1209.475000 sec): 3 clusters Score: Raw -12969.364435 + Penalty 361.473949 = -12607.890486 nChanged 7 SP:Iteration 2F (1209.485000 sec): 3 clusters Score: Raw -13111.170945 + Penalty 361.473949 = -12749.696996 nChanged 0 Trying to split cluster 76 (484 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1209.545000 sec): 2 clusters Score: Raw -96036.601417 + Penalty 6062.967388 = -89973.634029 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1209.595000 sec): 3 clusters Score: Raw -96196.402685 + Penalty 12131.643240 = -84064.759445 nChanged 122 SP:Iteration 1F (1209.645000 sec): 3 clusters Score: Raw -96647.415139 + Penalty 12128.731214 = -84518.683925 nChanged 12 SP:Iteration 2Q (1209.685000 sec): 3 clusters Score: Raw -96676.113356 + Penalty 12126.775337 = -84549.338019 nChanged 2 SP:Iteration 3Q (1209.735000 sec): 3 clusters Score: Raw -96679.110294 + Penalty 12126.775337 = -84552.334957 nChanged 0 SP:Iteration 4F (1209.785000 sec): 3 clusters Score: Raw -96679.110294 + Penalty 12126.775337 = -84552.334957 nChanged 0 Trying to split cluster 77 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1209.785000 sec): 2 clusters Score: Raw -1279.253641 + Penalty 1473.327646 = 194.074005 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1209.785000 sec): 3 clusters Score: Raw -1315.125120 + Penalty 3372.703681 = 2057.578562 nChanged 2 SP:Iteration 1F (1209.785000 sec): 3 clusters Score: Raw -1362.279609 + Penalty 3372.703681 = 2010.424072 nChanged 0 Trying to split cluster 79 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1209.795000 sec): 2 clusters Score: Raw -3997.965467 + Penalty 4362.359084 = 364.393617 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1209.805000 sec): 3 clusters Score: Raw -720.583105 + Penalty 8627.097882 = 7906.514777 nChanged 5 SP:Iteration 1F (1209.805000 sec): 3 clusters Score: Raw -2490.501773 + Penalty 8627.097882 = 6136.596109 nChanged 0 Trying to split cluster 80 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1209.805000 sec): 2 clusters Score: Raw -449.191730 + Penalty 393.845508 = -55.346221 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1209.805000 sec): 2 clusters Score: Raw -449.191730 + Penalty 393.845508 = -55.346221 nChanged 0 Trying to split cluster 81 (49 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1209.825000 sec): 2 clusters Score: Raw -10178.619862 + Penalty 3332.683627 = -6845.936235 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1209.835000 sec): 3 clusters Score: Raw -10157.571022 + Penalty 6668.493782 = -3489.077240 nChanged 12 SP:Iteration 1F (1209.835000 sec): 3 clusters Score: Raw -10254.989232 + Penalty 6668.493782 = -3586.495449 nChanged 0 Trying to split cluster 83 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1209.845000 sec): 2 clusters Score: Raw -3919.621611 + Penalty 76.665909 = -3842.955702 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1209.845000 sec): 3 clusters Score: Raw -3905.178948 + Penalty 76.665909 = -3828.513039 nChanged 7 SP:Iteration 1F (1209.845000 sec): 2 clusters Score: Raw -3919.621611 + Penalty 76.665909 = -3842.955702 nChanged 0 Trying to split cluster 85 (32 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1209.855000 sec): 2 clusters Score: Raw -7506.507668 + Penalty 5948.582508 = -1557.925160 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1209.875000 sec): 3 clusters Score: Raw -7194.079092 + Penalty 11266.085304 = 4072.006211 nChanged 9 SP:Iteration 1F (1209.875000 sec): 3 clusters Score: Raw -3105.055717 + Penalty 5948.582508 = 2843.526790 nChanged 7 SP:Iteration 2F (1209.885000 sec): 2 clusters Score: Raw -7506.507668 + Penalty 5948.582508 = -1557.925160 nChanged 0 Trying to split cluster 86 (32 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1209.895000 sec): 2 clusters Score: Raw -6791.854045 + Penalty 1099.945547 = -5691.908498 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1209.895000 sec): 3 clusters Score: Raw -6624.080603 + Penalty 2199.891094 = -4424.189508 nChanged 8 SP:Iteration 1F (1209.905000 sec): 3 clusters Score: Raw -6718.933373 + Penalty 2199.891094 = -4519.042279 nChanged 0 Trying to split cluster 89 (117 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1209.915000 sec): 2 clusters Score: Raw -23463.283865 + Penalty 235.887895 = -23227.395969 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1209.915000 sec): 3 clusters Score: Raw -23452.373064 + Penalty 471.477460 = -22980.895605 nChanged 35 SP:Iteration 1F (1209.925000 sec): 3 clusters Score: Raw -23525.326483 + Penalty 472.645812 = -23052.680672 nChanged 2 SP:Iteration 2Q (1209.925000 sec): 3 clusters Score: Raw -23532.120001 + Penalty 475.130505 = -23056.989496 nChanged 5 SP:Iteration 3Q (1209.935000 sec): 3 clusters Score: Raw -23548.494715 + Penalty 476.863408 = -23071.631306 nChanged 4 SP:Iteration 4Q (1209.935000 sec): 3 clusters Score: Raw -23558.314979 + Penalty 476.863408 = -23081.451571 nChanged 0 SP:Iteration 5F (1209.945000 sec): 3 clusters Score: Raw -23558.314979 + Penalty 476.863408 = -23081.451571 nChanged 0 Trying to split cluster 91 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1209.945000 sec): 2 clusters Score: Raw -445.928386 + Penalty 701.802742 = 255.874356 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1209.945000 sec): 2 clusters Score: Raw -445.928386 + Penalty 701.802742 = 255.874356 nChanged 0 Trying to split cluster 93 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1209.955000 sec): 2 clusters Score: Raw -855.169052 + Penalty 865.558548 = 10.389496 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1209.955000 sec): 3 clusters Score: Raw -888.416012 + Penalty 1731.117095 = 842.701083 nChanged 0 Trying to split cluster 94 (93 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1209.975000 sec): 2 clusters Score: Raw -19229.615367 + Penalty 4095.810741 = -15133.804626 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1209.985000 sec): 3 clusters Score: Raw -19370.861910 + Penalty 8143.887193 = -11226.974717 nChanged 21 SP:Iteration 1F (1210.005000 sec): 3 clusters Score: Raw -19531.820170 + Penalty 8143.887193 = -11387.932977 nChanged 0 Trying to split cluster 95 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1210.015000 sec): 2 clusters Score: Raw -4941.160242 + Penalty 3957.021440 = -984.138802 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1210.025000 sec): 3 clusters Score: Raw -3715.250895 + Penalty 7736.028048 = 4020.777153 nChanged 5 SP:Iteration 1F (1210.025000 sec): 3 clusters Score: Raw -4021.324103 + Penalty 7534.535629 = 3513.211526 nChanged 2 SP:Iteration 2F (1210.025000 sec): 3 clusters Score: Raw -4530.025005 + Penalty 7636.861268 = 3106.836263 nChanged 2 SP:Iteration 3F (1210.035000 sec): 3 clusters Score: Raw -4853.820292 + Penalty 7636.861268 = 2783.040976 nChanged 0 Trying to split cluster 96 (28 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1210.045000 sec): 2 clusters Score: Raw -6192.269513 + Penalty 4814.407966 = -1377.861548 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1210.055000 sec): 3 clusters Score: Raw -6048.817824 + Penalty 10081.629060 = 4032.811236 nChanged 8 SP:Iteration 1F (1210.065000 sec): 3 clusters Score: Raw -6210.749159 + Penalty 10081.629060 = 3870.879900 nChanged 0 Trying to split cluster 97 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1210.075000 sec): 2 clusters Score: Raw -3956.647726 + Penalty 4443.369992 = 486.722267 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1210.075000 sec): 3 clusters Score: Raw -1286.555461 + Penalty 9051.036972 = 7764.481511 nChanged 6 SP:Iteration 1F (1210.075000 sec): 3 clusters Score: Raw -3138.225109 + Penalty 9051.036972 = 5912.811864 nChanged 0 Trying to split cluster 99 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1210.075000 sec): 2 clusters Score: Raw -2511.888478 + Penalty 1705.077023 = -806.811455 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1210.085000 sec): 3 clusters Score: Raw -2135.007978 + Penalty 3209.306507 = 1074.298529 nChanged 4 SP:Iteration 1F (1210.085000 sec): 3 clusters Score: Raw -2207.488292 + Penalty 3209.306507 = 1001.818216 nChanged 0 Deleting Class 11 (76 points): Lose 867.954910 but Gain 19739.768000 Iteration 20F (1340.795000 sec): 65 clusters Score: Raw -31094389.295650 + Penalty 581050.166487 = -30513339.129164 nChanged 515 Deleting Class 85 (32 points): Lose 2278.073494 but Gain 20458.258393 Iteration 21Q (1352.493000 sec): 64 clusters Score: Raw -31093753.065940 + Penalty 562818.360200 = -30530934.705740 nChanged 367 Deleting Class 97 (18 points): Lose 346.120782 but Gain 18323.541156 Iteration 22Q (1364.073000 sec): 63 clusters Score: Raw -31094647.403935 + Penalty 537202.934408 = -30557444.469527 nChanged 286 Deleting Class 23 (146 points): Lose 2486.434712 but Gain 20239.260509 Iteration 23Q (1375.583000 sec): 62 clusters Score: Raw -31091970.303490 + Penalty 523493.770291 = -30568476.533199 nChanged 348 Deleting Class 79 (18 points): Lose 365.613128 but Gain 17989.468882 Iteration 24Q (1387.034000 sec): 61 clusters Score: Raw -31092325.078743 + Penalty 498763.604804 = -30593561.473939 nChanged 207 Deleting Class 38 (32 points): Lose 590.826670 but Gain 17895.480999 Iteration 25Q (1398.324000 sec): 59 clusters Score: Raw -31092485.069983 + Penalty 481082.979085 = -30611402.090898 nChanged 138 Deleting Class 96 (30 points): Lose 549.234841 but Gain 17624.381728 Iteration 26Q (1409.534000 sec): 58 clusters Score: Raw -31092167.986615 + Penalty 463905.496045 = -30628262.490570 nChanged 117 Deleting Class 67 (18 points): Lose 314.351357 but Gain 17344.126899 Iteration 27Q (1420.676000 sec): 57 clusters Score: Raw -31092047.633640 + Penalty 446648.705844 = -30645398.927796 nChanged 87 Deleting Class 10 (20 points): Lose 261.507598 but Gain 17162.470949 Iteration 28Q (1431.816000 sec): 56 clusters Score: Raw -31091905.383631 + Penalty 431915.733614 = -30659989.650017 nChanged 58 Deleting Class 34 (38 points): Lose 545.193257 but Gain 17277.020623 Iteration 29Q (1442.878000 sec): 55 clusters Score: Raw -31091487.018605 + Penalty 415451.327022 = -30676035.691584 nChanged 68 Deleting Class 45 (24 points): Lose 404.992123 but Gain 16850.122133 Iteration 30Q (1453.879000 sec): 54 clusters Score: Raw -31091237.974795 + Penalty 398737.143322 = -30692500.831473 nChanged 45 Deleting Class 47 (311 points): Lose 9187.550934 but Gain 24708.578446 Iteration 31Q (1464.879000 sec): 53 clusters Score: Raw -31082206.465522 + Penalty 378619.788480 = -30703586.677042 nChanged 334 Deleting Class 65 (39 points): Lose 593.573672 but Gain 16000.041711 Iteration 32Q (1475.974000 sec): 52 clusters Score: Raw -31086590.676373 + Penalty 363700.269460 = -30722890.406913 nChanged 103 Deleting Class 95 (22 points): Lose 381.906034 but Gain 15258.578233 Iteration 33Q (1487.000000 sec): 51 clusters Score: Raw -31086806.226245 + Penalty 348567.994651 = -30738238.231594 nChanged 71 Deleting Class 37 (56 points): Lose 865.039493 but Gain 15322.810530 Iteration 34Q (1497.900000 sec): 50 clusters Score: Raw -31086196.423542 + Penalty 333844.182167 = -30752352.241375 nChanged 107 Deleting Class 40 (32 points): Lose 476.657275 but Gain 14870.457086 Iteration 35Q (1508.792000 sec): 49 clusters Score: Raw -31086025.477037 + Penalty 319262.683777 = -30766762.793260 nChanged 72 Deleting Class 16 (22 points): Lose 559.014723 but Gain 14930.868846 Iteration 36Q (1519.703000 sec): 48 clusters Score: Raw -31085651.762060 + Penalty 304648.803342 = -30781002.958718 nChanged 66 Deleting Class 30 (20 points): Lose 368.448453 but Gain 14437.046687 Iteration 37Q (1530.564000 sec): 47 clusters Score: Raw -31085461.116007 + Penalty 290184.825088 = -30795276.290919 nChanged 65 Deleting Class 63 (49 points): Lose 912.372414 but Gain 14629.332765 Iteration 38Q (1541.366000 sec): 46 clusters Score: Raw -31084705.740700 + Penalty 276250.244347 = -30808455.496353 nChanged 97 Deleting Class 73 (53 points): Lose 638.645794 but Gain 14398.839224 Iteration 39Q (1552.188000 sec): 45 clusters Score: Raw -31084478.004444 + Penalty 262021.630742 = -30822456.373702 nChanged 87 Deleting Class 6 (38 points): Lose 386.154123 but Gain 14008.609379 Iteration 40F (1627.154000 sec): 44 clusters Score: Raw -31084385.119634 + Penalty 249323.641950 = -30835061.477685 nChanged 81 Deleting Class 56 (64 points): Lose 367.040353 but Gain 12448.132147 Iteration 41Q (1637.964000 sec): 43 clusters Score: Raw -31084466.063155 + Penalty 237337.030416 = -30847129.032739 nChanged 91 Deleting Class 91 (2 points): Lose 74.155347 but Gain 12068.137089 Iteration 42Q (1648.734000 sec): 42 clusters Score: Raw -31084591.103468 + Penalty 225244.236246 = -30859346.867222 nChanged 28 Deleting Class 44 (428 points): Lose 10630.914610 but Gain 21579.257930 Iteration 43Q (1659.484000 sec): 41 clusters Score: Raw -31074012.361348 + Penalty 209386.315307 = -30864626.046042 nChanged 450 Deleting Class 71 (4 points): Lose 43.428696 but Gain 10790.729138 Iteration 44Q (1670.337000 sec): 40 clusters Score: Raw -31075981.141996 + Penalty 199085.135928 = -30876896.006068 nChanged 86 Deleting Class 94 (94 points): Lose 569.735357 but Gain 11191.750918 Iteration 45Q (1681.051000 sec): 39 clusters Score: Raw -31075588.145535 + Penalty 187816.703095 = -30887771.442440 nChanged 131 Deleting Class 81 (45 points): Lose 261.212243 but Gain 10297.354771 Iteration 46Q (1691.742000 sec): 38 clusters Score: Raw -31075584.837244 + Penalty 177650.048350 = -30897934.788894 nChanged 93 Deleting Class 33 (61 points): Lose 428.990967 but Gain 10431.784081 Iteration 47Q (1702.411000 sec): 37 clusters Score: Raw -31075316.917090 + Penalty 167332.486922 = -30907984.430168 nChanged 93 Deleting Class 77 (6 points): Lose 35.334838 but Gain 9800.997197 Iteration 48Q (1713.041000 sec): 36 clusters Score: Raw -31075406.318663 + Penalty 157634.829471 = -30917771.489193 nChanged 35 Deleting Class 2 (487 points): Lose 3913.887674 but Gain 12510.988867 Iteration 49Q (1723.671000 sec): 35 clusters Score: Raw -31071531.815183 + Penalty 145653.893870 = -30925877.921313 nChanged 505 Deleting Class 93 (4 points): Lose 28.590629 but Gain 7442.033627 Iteration 50Q (1734.391000 sec): 34 clusters Score: Raw -31073297.835878 + Penalty 138351.729964 = -30934946.105914 nChanged 79 Deleting Class 99 (6 points): Lose 10.604850 but Gain 7231.339502 Iteration 51Q (1744.973000 sec): 33 clusters Score: Raw -31073466.660346 + Penalty 131486.039720 = -30941980.620626 nChanged 48 Deleting Class 80 (2 points): Lose 69.613174 but Gain 6772.532085 Iteration 52Q (1755.518000 sec): 32 clusters Score: Raw -31073490.465775 + Penalty 124753.331296 = -30948737.134479 nChanged 31 Deleting Class 72 (31 points): Lose 158.060203 but Gain 4199.549946 Iteration 53Q (1766.038000 sec): 31 clusters Score: Raw -31073380.819455 + Penalty 120675.001429 = -30952705.818026 nChanged 41 Deleting Class 52 (2 points): Lose 30.238743 but Gain 3757.067943 Iteration 54Q (1776.562000 sec): 30 clusters Score: Raw -31073410.897364 + Penalty 116976.997398 = -30956433.899966 nChanged 7 Deleting Class 86 (32 points): Lose 138.990961 but Gain 3782.913021 Iteration 55Q (1786.996000 sec): 29 clusters Score: Raw -31073285.420789 + Penalty 113258.322911 = -30960027.097878 nChanged 38 Deleting Class 5 (108 points): Lose 5204.470955 but Gain 8120.660113 Iteration 56Q (1797.436000 sec): 28 clusters Score: Raw -31068131.211782 + Penalty 102848.852355 = -30965282.359427 nChanged 110 Deleting Class 12 (1263 points): Lose 8796.814253 but Gain 11169.646955 Iteration 57Q (1807.877000 sec): 27 clusters Score: Raw -31061342.325598 + Penalty 89867.737945 = -30971474.587652 nChanged 1299 Deleting Class 46 (117 points): Lose 1408.449276 but Gain 2789.599033 Iteration 58Q (1818.509000 sec): 26 clusters Score: Raw -31064588.950630 + Penalty 87422.954871 = -30977165.995759 nChanged 204 Deleting Class 15 (226 points): Lose 2892.757012 but Gain 3879.546147 Iteration 59Q (1828.872000 sec): 25 clusters Score: Raw -31062580.186868 + Penalty 83095.444004 = -30979484.742864 nChanged 281 Deleting Class 35 (161 points): Lose 2326.136185 but Gain 2757.985387 Iteration 60F (1870.559000 sec): 24 clusters Score: Raw -31061659.721093 + Penalty 80727.384421 = -30980932.336672 nChanged 268 Deleting Class 83 (18 points): Lose 88.028856 but Gain 299.069409 Iteration 61Q (1880.614000 sec): 23 clusters Score: Raw -31063104.706986 + Penalty 80881.336515 = -30982223.370471 nChanged 185 Deleting Class 20 (266 points): Lose 2120.021183 but Gain 2232.408588 Iteration 62Q (1890.904000 sec): 22 clusters Score: Raw -31061211.774477 + Penalty 78486.372161 = -30982725.402317 nChanged 368 Iteration 63Q (1901.176000 sec): 22 clusters Score: Raw -31062370.681266 + Penalty 78923.400222 = -30983447.281044 nChanged 176 Iteration 64Q (1911.433000 sec): 22 clusters Score: Raw -31062515.404942 + Penalty 79183.508230 = -30983331.896711 nChanged 128 Iteration 65F (1950.326000 sec): 22 clusters Score: Raw -31062817.398317 + Penalty 80616.240833 = -30982201.157484 nChanged 141 Iteration 66F (1989.242000 sec): 22 clusters Score: Raw -31063593.047711 + Penalty 81488.969311 = -30982104.078401 nChanged 129 Iteration 67F (2028.228000 sec): 22 clusters Score: Raw -31063811.065464 + Penalty 83806.855421 = -30980004.210043 nChanged 133 Iteration 68F (2067.487000 sec): 22 clusters Score: Raw -31064493.439887 + Penalty 83949.664424 = -30980543.775463 nChanged 101 Iteration 69Q (2077.757000 sec): 22 clusters Score: Raw -31064557.017499 + Penalty 84105.969817 = -30980451.047682 nChanged 117 Iteration 70F (2117.083000 sec): 22 clusters Score: Raw -31064616.644396 + Penalty 84302.319851 = -30980314.324545 nChanged 123 Iteration 71F (2156.296000 sec): 22 clusters Score: Raw -31064675.928665 + Penalty 84476.967292 = -30980198.961373 nChanged 110 Iteration 72F (2195.761000 sec): 22 clusters Score: Raw -31064722.313696 + Penalty 84568.605128 = -30980153.708568 nChanged 71 Iteration 73F (2234.952000 sec): 22 clusters Score: Raw -31064752.852474 + Penalty 84666.272272 = -30980086.580203 nChanged 74 Iteration 74F (2274.615000 sec): 22 clusters Score: Raw -31064784.872464 + Penalty 84755.066060 = -30980029.806405 nChanged 63 Iteration 75F (2313.885000 sec): 22 clusters Score: Raw -31064808.767770 + Penalty 84827.017681 = -30979981.750089 nChanged 40 Iteration 76F (2353.345000 sec): 22 clusters Score: Raw -31064829.801276 + Penalty 84904.304275 = -30979925.497001 nChanged 33 Iteration 77F (2392.677000 sec): 22 clusters Score: Raw -31064840.700791 + Penalty 84937.616917 = -30979903.083873 nChanged 24 Iteration 78F (2432.201000 sec): 22 clusters Score: Raw -31064849.080695 + Penalty 84961.205361 = -30979887.875334 nChanged 20 Iteration 79F (2471.445000 sec): 22 clusters Score: Raw -31064854.784937 + Penalty 85008.291781 = -30979846.493156 nChanged 33 Iteration 80F (2511.015000 sec): 22 clusters Score: Raw -31064864.054530 + Penalty 85048.599798 = -30979815.454731 nChanged 36 Iteration 81F (2550.436000 sec): 22 clusters Score: Raw -31064870.341137 + Penalty 85062.666874 = -30979807.674264 nChanged 25 Iteration 82F (2590.071000 sec): 22 clusters Score: Raw -31064877.126112 + Penalty 85129.479411 = -30979747.646702 nChanged 31 Iteration 83F (2629.531000 sec): 22 clusters Score: Raw -31064895.586982 + Penalty 85205.096314 = -30979690.490669 nChanged 33 Iteration 84F (2669.256000 sec): 22 clusters Score: Raw -31064918.711447 + Penalty 85288.695511 = -30979630.015936 nChanged 35 Iteration 85F (2708.944000 sec): 22 clusters Score: Raw -31064940.834019 + Penalty 85328.378776 = -30979612.455244 nChanged 31 Iteration 86F (2748.730000 sec): 22 clusters Score: Raw -31064955.312168 + Penalty 85358.520480 = -30979596.791688 nChanged 24 Iteration 87F (2788.403000 sec): 22 clusters Score: Raw -31064959.425858 + Penalty 85385.548670 = -30979573.877187 nChanged 12 Iteration 88F (2828.189000 sec): 22 clusters Score: Raw -31064963.674503 + Penalty 85418.910768 = -30979544.763735 nChanged 18 Iteration 89F (2867.784000 sec): 22 clusters Score: Raw -31064969.530803 + Penalty 85446.867001 = -30979522.663802 nChanged 16 Iteration 90F (2907.523000 sec): 22 clusters Score: Raw -31064973.323200 + Penalty 85458.288773 = -30979515.034427 nChanged 10 Iteration 91F (2947.012000 sec): 22 clusters Score: Raw -31064975.193949 + Penalty 85472.231889 = -30979502.962060 nChanged 13 Iteration 92F (2986.796000 sec): 22 clusters Score: Raw -31064979.171237 + Penalty 85490.342254 = -30979488.828983 nChanged 17 Iteration 93F (3026.269000 sec): 22 clusters Score: Raw -31064984.598992 + Penalty 85509.217595 = -30979475.381397 nChanged 20 Iteration 94F (3066.007000 sec): 22 clusters Score: Raw -31064992.541991 + Penalty 85524.261477 = -30979468.280514 nChanged 12 Iteration 95F (3105.565000 sec): 22 clusters Score: Raw -31064995.548510 + Penalty 85537.493073 = -30979458.055437 nChanged 14 Iteration 96F (3145.301000 sec): 22 clusters Score: Raw -31064999.030111 + Penalty 85559.723214 = -30979439.306897 nChanged 19 Iteration 97F (3184.918000 sec): 22 clusters Score: Raw -31065003.631255 + Penalty 85585.251896 = -30979418.379359 nChanged 16 Iteration 98F (3224.701000 sec): 22 clusters Score: Raw -31065008.108008 + Penalty 85597.093303 = -30979411.014705 nChanged 14 Iteration 99F (3264.325000 sec): 22 clusters Score: Raw -31065009.678125 + Penalty 85615.769017 = -30979393.909108 nChanged 12 Iteration 100F (3304.174000 sec): 22 clusters Score: Raw -31065012.945287 + Penalty 85623.978009 = -30979388.967278 nChanged 6 Iteration 101F (3343.751000 sec): 22 clusters Score: Raw -31065013.633683 + Penalty 85631.101580 = -30979382.532103 nChanged 10 Iteration 102F (3383.412000 sec): 22 clusters Score: Raw -31065014.781579 + Penalty 85640.540814 = -30979374.240765 nChanged 10 Iteration 103F (3422.765000 sec): 22 clusters Score: Raw -31065016.223147 + Penalty 85640.201782 = -30979376.021365 nChanged 2 Iteration 104Q (3433.035000 sec): 22 clusters Score: Raw -31065017.203415 + Penalty 85641.579013 = -30979375.624401 nChanged 2 Iteration 105F (3472.403000 sec): 22 clusters Score: Raw -31065017.639098 + Penalty 85640.082778 = -30979377.556319 nChanged 2 Iteration 106Q (3482.678000 sec): 22 clusters Score: Raw -31065018.295807 + Penalty 85640.082778 = -30979378.213029 nChanged 0 Iteration 107F (3522.072000 sec): 22 clusters Score: Raw -31065018.295807 + Penalty 85640.082778 = -30979378.213029 nChanged 0 Compute initial score before splitting: Score: Raw -31065018.295807 + Penalty 85640.082778 = -30979378.213029 Trying to split cluster 1 (467 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3535.889000 sec): 2 clusters Score: Raw -97073.956864 + Penalty 32.889892 = -97041.066973 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3535.899000 sec): 3 clusters Score: Raw -96793.818809 + Penalty 65.900975 = -96727.917834 nChanged 218 SP:Iteration 1F (3535.919000 sec): 3 clusters Score: Raw -97054.105876 + Penalty 65.908513 = -96988.197363 nChanged 15 SP:Iteration 2Q (3535.929000 sec): 3 clusters Score: Raw -97058.880809 + Penalty 65.924123 = -96992.956686 nChanged 10 SP:Iteration 3Q (3535.939000 sec): 3 clusters Score: Raw -97060.411285 + Penalty 65.940452 = -96994.470832 nChanged 6 SP:Iteration 4Q (3535.949000 sec): 3 clusters Score: Raw -97061.149151 + Penalty 65.975317 = -96995.173834 nChanged 4 SP:Iteration 5Q (3535.969000 sec): 3 clusters Score: Raw -97061.978501 + Penalty 66.023167 = -96995.955334 nChanged 5 SP:Iteration 6Q (3535.979000 sec): 3 clusters Score: Raw -97062.577488 + Penalty 66.043680 = -96996.533808 nChanged 2 SP:Iteration 7Q (3535.989000 sec): 3 clusters Score: Raw -97062.686118 + Penalty 66.065002 = -96996.621116 nChanged 2 SP:Iteration 8Q (3536.009000 sec): 3 clusters Score: Raw -97062.805638 + Penalty 66.065002 = -96996.740637 nChanged 0 SP:Iteration 9F (3536.019000 sec): 3 clusters Score: Raw -97062.805638 + Penalty 66.065002 = -96996.740637 nChanged 0 Trying to split cluster 3 (373 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3536.039000 sec): 2 clusters Score: Raw -77539.348994 + Penalty 77.702638 = -77461.646356 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3536.049000 sec): 3 clusters Score: Raw -77339.302635 + Penalty 164.141213 = -77175.161422 nChanged 160 SP:Iteration 1F (3536.069000 sec): 3 clusters Score: Raw -77528.338766 + Penalty 171.617841 = -77356.720925 nChanged 38 SP:Iteration 2F (3536.079000 sec): 3 clusters Score: Raw -77549.643610 + Penalty 174.479919 = -77375.163691 nChanged 7 SP:Iteration 3Q (3536.089000 sec): 3 clusters Score: Raw -77555.634459 + Penalty 176.867045 = -77378.767413 nChanged 4 SP:Iteration 4Q (3536.099000 sec): 3 clusters Score: Raw -77558.606632 + Penalty 176.371461 = -77382.235171 nChanged 2 SP:Iteration 5Q (3536.109000 sec): 3 clusters Score: Raw -77559.548505 + Penalty 176.023329 = -77383.525176 nChanged 2 SP:Iteration 6Q (3536.119000 sec): 3 clusters Score: Raw -77559.921704 + Penalty 173.938568 = -77385.983137 nChanged 4 SP:Iteration 7Q (3536.129000 sec): 3 clusters Score: Raw -77561.726021 + Penalty 173.938568 = -77387.787453 nChanged 0 SP:Iteration 8F (3536.139000 sec): 3 clusters Score: Raw -77561.726021 + Penalty 173.938568 = -77387.787453 nChanged 0 Trying to split cluster 4 (2502 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3536.369000 sec): 2 clusters Score: Raw -522473.906264 + Penalty 67.973555 = -522405.932710 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3536.449000 sec): 3 clusters Score: Raw -520898.065656 + Penalty 132.301183 = -520765.764473 nChanged 1152 SP:Iteration 1F (3536.519000 sec): 3 clusters Score: Raw -521936.692465 + Penalty 135.134004 = -521801.558461 nChanged 150 SP:Iteration 2F (3536.589000 sec): 3 clusters Score: Raw -522065.410051 + Penalty 134.808729 = -521930.601322 nChanged 89 SP:Iteration 3Q (3536.669000 sec): 3 clusters Score: Raw -522143.622223 + Penalty 134.305858 = -522009.316365 nChanged 62 SP:Iteration 4Q (3536.739000 sec): 3 clusters Score: Raw -522218.663098 + Penalty 133.907575 = -522084.755523 nChanged 38 SP:Iteration 5Q (3536.809000 sec): 3 clusters Score: Raw -522252.022441 + Penalty 132.056841 = -522119.965599 nChanged 33 SP:Iteration 6Q (3536.879000 sec): 3 clusters Score: Raw -522268.803924 + Penalty 132.663405 = -522136.140519 nChanged 30 SP:Iteration 7Q (3536.939000 sec): 3 clusters Score: Raw -522281.269327 + Penalty 133.382608 = -522147.886719 nChanged 26 SP:Iteration 8Q (3537.009000 sec): 3 clusters Score: Raw -522290.755180 + Penalty 132.539681 = -522158.215500 nChanged 32 SP:Iteration 9Q (3537.079000 sec): 3 clusters Score: Raw -522303.295112 + Penalty 128.038910 = -522175.256202 nChanged 32 SP:Iteration 10Q (3537.149000 sec): 3 clusters Score: Raw -522318.437809 + Penalty 126.981360 = -522191.456449 nChanged 36 SP:Iteration 11Q (3537.209000 sec): 3 clusters Score: Raw -522339.803151 + Penalty 121.769049 = -522218.034102 nChanged 32 SP:Iteration 12Q (3537.279000 sec): 3 clusters Score: Raw -522365.005100 + Penalty 121.370933 = -522243.634167 nChanged 29 SP:Iteration 13Q (3537.350000 sec): 3 clusters Score: Raw -522381.159740 + Penalty 122.000294 = -522259.159445 nChanged 22 SP:Iteration 14Q (3537.410000 sec): 3 clusters Score: Raw -522393.506905 + Penalty 120.896027 = -522272.610878 nChanged 24 SP:Iteration 15Q (3537.480000 sec): 3 clusters Score: Raw -522405.435369 + Penalty 122.379734 = -522283.055635 nChanged 16 SP:Iteration 16Q (3537.550000 sec): 3 clusters Score: Raw -522414.015744 + Penalty 122.760608 = -522291.255136 nChanged 18 SP:Iteration 17Q (3537.610000 sec): 3 clusters Score: Raw -522424.254984 + Penalty 125.072361 = -522299.182622 nChanged 20 SP:Iteration 18Q (3537.680000 sec): 3 clusters Score: Raw -522437.605009 + Penalty 128.923200 = -522308.681809 nChanged 21 SP:Iteration 19Q (3537.750000 sec): 3 clusters Score: Raw -522449.951685 + Penalty 131.553373 = -522318.398311 nChanged 22 SP:Iteration 20F (3537.820000 sec): 3 clusters Score: Raw -522472.366428 + Penalty 132.097400 = -522340.269028 nChanged 16 SP:Iteration 21Q (3537.890000 sec): 3 clusters Score: Raw -522490.334811 + Penalty 137.375366 = -522352.959445 nChanged 6 SP:Iteration 22Q (3537.950000 sec): 3 clusters Score: Raw -522495.250987 + Penalty 137.375366 = -522357.875621 nChanged 0 SP:Iteration 23F (3538.030000 sec): 3 clusters Score: Raw -522495.250987 + Penalty 137.375366 = -522357.875621 nChanged 0 Trying to split cluster 7 (1459 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3538.200000 sec): 2 clusters Score: Raw -278856.788839 + Penalty 8340.403497 = -270516.385342 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3538.330000 sec): 3 clusters Score: Raw -278718.831171 + Penalty 16876.040471 = -261842.790700 nChanged 428 SP:Iteration 1F (3538.460000 sec): 3 clusters Score: Raw -280105.618472 + Penalty 17492.919223 = -262612.699249 nChanged 222 SP:Iteration 2F (3538.580000 sec): 3 clusters Score: Raw -281387.829495 + Penalty 17766.991041 = -263620.838455 nChanged 130 SP:Iteration 3F (3538.710000 sec): 3 clusters Score: Raw -282242.569628 + Penalty 17885.400676 = -264357.168951 nChanged 48 SP:Iteration 4Q (3538.820000 sec): 3 clusters Score: Raw -282875.755710 + Penalty 18003.027652 = -264872.728057 nChanged 36 SP:Iteration 5Q (3538.920000 sec): 3 clusters Score: Raw -283082.745894 + Penalty 18071.813242 = -265010.932652 nChanged 19 SP:Iteration 6Q (3539.030000 sec): 3 clusters Score: Raw -283157.338901 + Penalty 18144.172505 = -265013.166396 nChanged 10 SP:Iteration 7Q (3539.130000 sec): 3 clusters Score: Raw -283182.362143 + Penalty 18193.970215 = -264988.391928 nChanged 6 SP:Iteration 8F (3539.260000 sec): 3 clusters Score: Raw -283204.283825 + Penalty 18193.970215 = -265010.313610 nChanged 0 Trying to split cluster 8 (1150 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3539.430000 sec): 2 clusters Score: Raw -234383.530108 + Penalty 2069.158184 = -232314.371923 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3539.540000 sec): 3 clusters Score: Raw -233978.552287 + Penalty 4192.586235 = -229785.966052 nChanged 398 SP:Iteration 1F (3539.640000 sec): 3 clusters Score: Raw -234621.775124 + Penalty 4283.202391 = -230338.572733 nChanged 160 SP:Iteration 2F (3539.730000 sec): 3 clusters Score: Raw -234934.826514 + Penalty 4399.613258 = -230535.213255 nChanged 80 SP:Iteration 3F (3539.820000 sec): 3 clusters Score: Raw -235117.521472 + Penalty 4513.128449 = -230604.393023 nChanged 41 SP:Iteration 4Q (3539.900000 sec): 3 clusters Score: Raw -235200.243693 + Penalty 4585.572365 = -230614.671328 nChanged 22 SP:Iteration 5Q (3539.980000 sec): 3 clusters Score: Raw -235237.894556 + Penalty 4588.217693 = -230649.676863 nChanged 10 SP:Iteration 6Q (3540.060000 sec): 3 clusters Score: Raw -235252.542328 + Penalty 4588.713203 = -230663.829125 nChanged 4 SP:Iteration 7Q (3540.140000 sec): 3 clusters Score: Raw -235258.183391 + Penalty 4595.809619 = -230662.373772 nChanged 4 SP:Iteration 8F (3540.230000 sec): 3 clusters Score: Raw -235264.185353 + Penalty 4610.043636 = -230654.141718 nChanged 6 SP:Iteration 9F (3540.320000 sec): 3 clusters Score: Raw -235276.666412 + Penalty 4618.607240 = -230658.059172 nChanged 4 SP:Iteration 10Q (3540.400000 sec): 3 clusters Score: Raw -235284.074032 + Penalty 4619.153779 = -230664.920253 nChanged 1 SP:Iteration 11Q (3540.480000 sec): 3 clusters Score: Raw -235285.390550 + Penalty 4619.153779 = -230666.236771 nChanged 0 SP:Iteration 12F (3540.570000 sec): 3 clusters Score: Raw -235285.390550 + Penalty 4619.153779 = -230666.236771 nChanged 0 Trying to split cluster 9 (132402 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3560.272000 sec): 2 clusters Score: Raw -27639902.402485 + Penalty 66.846822 = -27639835.555663 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3568.905000 sec): 3 clusters Score: Raw -27548822.130955 + Penalty 133.871476 = -27548688.259480 nChanged 65740 SP:Iteration 1F (3577.114000 sec): 3 clusters Score: Raw -27587342.922055 + Penalty 135.206240 = -27587207.715815 nChanged 16557 SP:Iteration 2F (3584.836000 sec): 3 clusters Score: Raw -27597242.702949 + Penalty 136.679905 = -27597106.023044 nChanged 9716 SP:Iteration 3F (3592.346000 sec): 3 clusters Score: Raw -27602513.343630 + Penalty 138.327867 = -27602375.015763 nChanged 8112 SP:Iteration 4F (3599.762000 sec): 3 clusters Score: Raw -27609087.714232 + Penalty 141.350803 = -27608946.363429 nChanged 9109 SP:Iteration 5F (3607.034000 sec): 3 clusters Score: Raw -27616510.102314 + Penalty 145.393049 = -27616364.709265 nChanged 8364 SP:Iteration 6F (3614.224000 sec): 3 clusters Score: Raw -27622902.036715 + Penalty 150.006445 = -27622752.030270 nChanged 6183 SP:Iteration 7Q (3621.494000 sec): 3 clusters Score: Raw -27627374.963122 + Penalty 154.537094 = -27627220.426027 nChanged 4659 SP:Iteration 8Q (3628.868000 sec): 3 clusters Score: Raw -27630539.730773 + Penalty 157.941530 = -27630381.789243 nChanged 3587 SP:Iteration 9Q (3636.160000 sec): 3 clusters Score: Raw -27632874.745500 + Penalty 160.759220 = -27632713.986280 nChanged 2621 SP:Iteration 10Q (3643.430000 sec): 3 clusters Score: Raw -27634865.572854 + Penalty 162.260430 = -27634703.312424 nChanged 1840 SP:Iteration 11Q (3650.654000 sec): 3 clusters Score: Raw -27636804.172764 + Penalty 161.636534 = -27636642.536229 nChanged 702 SP:Iteration 12Q (3657.887000 sec): 3 clusters Score: Raw -27637518.852952 + Penalty 161.565306 = -27637357.287646 nChanged 209 SP:Iteration 13Q (3664.357000 sec): 3 clusters Score: Raw -27637572.218249 + Penalty 161.273081 = -27637410.945168 nChanged 116 SP:Iteration 14Q (3670.708000 sec): 3 clusters Score: Raw -27637580.218943 + Penalty 160.948589 = -27637419.270355 nChanged 27 SP:Iteration 15Q (3677.038000 sec): 3 clusters Score: Raw -27637580.682127 + Penalty 160.959981 = -27637419.722146 nChanged 16 SP:Iteration 16Q (3683.379000 sec): 3 clusters Score: Raw -27637580.841967 + Penalty 160.901348 = -27637419.940619 nChanged 7 SP:Iteration 17Q (3689.709000 sec): 3 clusters Score: Raw -27637580.884989 + Penalty 160.934670 = -27637419.950319 nChanged 6 SP:Iteration 18Q (3696.041000 sec): 3 clusters Score: Raw -27637580.905693 + Penalty 160.940627 = -27637419.965066 nChanged 4 SP:Iteration 19Q (3702.373000 sec): 3 clusters Score: Raw -27637580.915475 + Penalty 160.940627 = -27637419.974849 nChanged 0 SP:Iteration 20F (3709.570000 sec): 3 clusters Score: Raw -27637580.915475 + Penalty 160.940627 = -27637419.974849 nChanged 0 Trying to split cluster 13 (2054 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3709.880000 sec): 2 clusters Score: Raw -428932.819084 + Penalty 117.134340 = -428815.684745 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3709.950000 sec): 3 clusters Score: Raw -427593.731536 + Penalty 239.261300 = -427354.470236 nChanged 1003 SP:Iteration 1F (3710.010000 sec): 3 clusters Score: Raw -428222.607617 + Penalty 244.209818 = -427978.397800 nChanged 303 SP:Iteration 2F (3710.070000 sec): 3 clusters Score: Raw -428440.535189 + Penalty 248.945510 = -428191.589680 nChanged 232 SP:Iteration 3F (3710.130000 sec): 3 clusters Score: Raw -428629.128625 + Penalty 250.609677 = -428378.518948 nChanged 139 SP:Iteration 4F (3710.190000 sec): 3 clusters Score: Raw -428774.096695 + Penalty 252.863514 = -428521.233180 nChanged 91 SP:Iteration 5Q (3710.260000 sec): 3 clusters Score: Raw -428850.832472 + Penalty 251.065823 = -428599.766649 nChanged 53 SP:Iteration 6Q (3710.320000 sec): 3 clusters Score: Raw -428875.421045 + Penalty 250.003907 = -428625.417138 nChanged 34 SP:Iteration 7Q (3710.390000 sec): 3 clusters Score: Raw -428892.242945 + Penalty 249.287648 = -428642.955297 nChanged 18 SP:Iteration 8Q (3710.450000 sec): 3 clusters Score: Raw -428903.416471 + Penalty 249.784545 = -428653.631926 nChanged 20 SP:Iteration 9Q (3710.520000 sec): 3 clusters Score: Raw -428920.248477 + Penalty 248.923446 = -428671.325031 nChanged 12 SP:Iteration 10Q (3710.580000 sec): 3 clusters Score: Raw -428935.200125 + Penalty 246.550259 = -428688.649866 nChanged 12 SP:Iteration 11Q (3710.640000 sec): 3 clusters Score: Raw -428941.904068 + Penalty 245.114523 = -428696.789545 nChanged 8 SP:Iteration 12Q (3710.700000 sec): 3 clusters Score: Raw -428944.215497 + Penalty 243.263771 = -428700.951726 nChanged 9 SP:Iteration 13Q (3710.760000 sec): 3 clusters Score: Raw -428946.860628 + Penalty 243.032646 = -428703.827982 nChanged 4 SP:Iteration 14Q (3710.820000 sec): 3 clusters Score: Raw -428948.515096 + Penalty 242.998970 = -428705.516126 nChanged 11 SP:Iteration 15Q (3710.880000 sec): 3 clusters Score: Raw -428955.836677 + Penalty 243.214730 = -428712.621946 nChanged 10 SP:Iteration 16Q (3710.950000 sec): 3 clusters Score: Raw -428959.440612 + Penalty 243.534269 = -428715.906342 nChanged 10 SP:Iteration 17Q (3711.010000 sec): 3 clusters Score: Raw -428962.226917 + Penalty 243.201764 = -428719.025154 nChanged 4 SP:Iteration 18Q (3711.070000 sec): 3 clusters Score: Raw -428963.203083 + Penalty 243.085665 = -428720.117418 nChanged 6 SP:Iteration 19Q (3711.130000 sec): 3 clusters Score: Raw -428964.677746 + Penalty 242.310954 = -428722.366792 nChanged 6 SP:Iteration 20F (3711.190000 sec): 3 clusters Score: Raw -428966.257192 + Penalty 242.442439 = -428723.814753 nChanged 4 SP:Iteration 21Q (3711.260000 sec): 3 clusters Score: Raw -428966.764842 + Penalty 242.442439 = -428724.322404 nChanged 0 SP:Iteration 22F (3711.320000 sec): 3 clusters Score: Raw -428966.764842 + Penalty 242.442439 = -428724.322404 nChanged 0 Trying to split cluster 14 (673 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3711.380000 sec): 2 clusters Score: Raw -137055.766227 + Penalty 531.378054 = -136524.388173 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3711.410000 sec): 3 clusters Score: Raw -136734.436674 + Penalty 1065.355101 = -135669.081573 nChanged 237 SP:Iteration 1F (3711.450000 sec): 3 clusters Score: Raw -136967.218002 + Penalty 1069.645324 = -135897.572678 nChanged 67 SP:Iteration 2F (3711.480000 sec): 3 clusters Score: Raw -137036.856235 + Penalty 1066.507049 = -135970.349186 nChanged 27 SP:Iteration 3Q (3711.510000 sec): 3 clusters Score: Raw -137066.913378 + Penalty 1066.455265 = -136000.458112 nChanged 20 SP:Iteration 4Q (3711.540000 sec): 3 clusters Score: Raw -137091.974668 + Penalty 1063.364353 = -136028.610315 nChanged 20 SP:Iteration 5Q (3711.580000 sec): 3 clusters Score: Raw -137115.996807 + Penalty 1059.705914 = -136056.290893 nChanged 18 SP:Iteration 6Q (3711.610000 sec): 3 clusters Score: Raw -137138.397005 + Penalty 1056.153778 = -136082.243228 nChanged 12 SP:Iteration 7Q (3711.640000 sec): 3 clusters Score: Raw -137158.126979 + Penalty 1055.025141 = -136103.101838 nChanged 8 SP:Iteration 8Q (3711.670000 sec): 3 clusters Score: Raw -137163.206328 + Penalty 1053.170247 = -136110.036081 nChanged 6 SP:Iteration 9Q (3711.700000 sec): 3 clusters Score: Raw -137178.585833 + Penalty 1048.434443 = -136130.151390 nChanged 14 SP:Iteration 10Q (3711.730000 sec): 3 clusters Score: Raw -137205.899086 + Penalty 1043.439268 = -136162.459818 nChanged 10 SP:Iteration 11Q (3711.760000 sec): 3 clusters Score: Raw -137229.893197 + Penalty 1042.936871 = -136186.956326 nChanged 6 SP:Iteration 12Q (3711.790000 sec): 3 clusters Score: Raw -137245.728654 + Penalty 1041.178866 = -136204.549789 nChanged 5 SP:Iteration 13Q (3711.820000 sec): 3 clusters Score: Raw -137249.440236 + Penalty 1038.683462 = -136210.756775 nChanged 2 SP:Iteration 14Q (3711.850000 sec): 3 clusters Score: Raw -137252.001440 + Penalty 1035.385905 = -136216.615535 nChanged 4 SP:Iteration 15Q (3711.870000 sec): 3 clusters Score: Raw -137256.173170 + Penalty 1035.385905 = -136220.787266 nChanged 0 SP:Iteration 16F (3711.910000 sec): 3 clusters Score: Raw -137256.173170 + Penalty 1035.385905 = -136220.787266 nChanged 0 Trying to split cluster 17 (508 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3711.940000 sec): 2 clusters Score: Raw -106136.401442 + Penalty 70.062909 = -106066.338533 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3711.960000 sec): 3 clusters Score: Raw -105848.227795 + Penalty 148.095418 = -105700.132376 nChanged 219 SP:Iteration 1F (3711.980000 sec): 3 clusters Score: Raw -106043.928956 + Penalty 148.876556 = -105895.052400 nChanged 48 SP:Iteration 2F (3711.990000 sec): 3 clusters Score: Raw -106080.508989 + Penalty 150.913777 = -105929.595213 nChanged 9 SP:Iteration 3Q (3712.010000 sec): 3 clusters Score: Raw -106084.450088 + Penalty 151.141052 = -105933.309036 nChanged 9 SP:Iteration 4Q (3712.020000 sec): 3 clusters Score: Raw -106091.442021 + Penalty 153.923025 = -105937.518996 nChanged 14 SP:Iteration 5Q (3712.040000 sec): 3 clusters Score: Raw -106101.154538 + Penalty 153.109621 = -105948.044917 nChanged 6 SP:Iteration 6Q (3712.050000 sec): 3 clusters Score: Raw -106103.084409 + Penalty 151.542794 = -105951.541615 nChanged 4 SP:Iteration 7Q (3712.070000 sec): 3 clusters Score: Raw -106106.781165 + Penalty 148.971352 = -105957.809813 nChanged 10 SP:Iteration 8Q (3712.090000 sec): 3 clusters Score: Raw -106118.080117 + Penalty 146.167287 = -105971.912830 nChanged 16 SP:Iteration 9Q (3712.100000 sec): 3 clusters Score: Raw -106134.911469 + Penalty 145.500009 = -105989.411460 nChanged 14 SP:Iteration 10Q (3712.120000 sec): 3 clusters Score: Raw -106146.910521 + Penalty 144.393528 = -106002.516993 nChanged 10 SP:Iteration 11Q (3712.130000 sec): 3 clusters Score: Raw -106151.576252 + Penalty 144.007816 = -106007.568437 nChanged 2 SP:Iteration 12Q (3712.150000 sec): 3 clusters Score: Raw -106151.818247 + Penalty 144.007816 = -106007.810431 nChanged 0 SP:Iteration 13F (3712.160000 sec): 3 clusters Score: Raw -106151.818247 + Penalty 144.007816 = -106007.810431 nChanged 0 Trying to split cluster 18 (251 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3712.180000 sec): 2 clusters Score: Raw -48297.636279 + Penalty 1155.007880 = -47142.628399 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3712.200000 sec): 3 clusters Score: Raw -48330.502101 + Penalty 2316.872194 = -46013.629907 nChanged 70 SP:Iteration 1F (3712.210000 sec): 3 clusters Score: Raw -48537.503443 + Penalty 2324.792284 = -46212.711159 nChanged 4 SP:Iteration 2Q (3712.220000 sec): 3 clusters Score: Raw -48545.247829 + Penalty 2340.775459 = -46204.472370 nChanged 6 SP:Iteration 3F (3712.240000 sec): 3 clusters Score: Raw -48555.161006 + Penalty 2343.227297 = -46211.933708 nChanged 2 SP:Iteration 4Q (3712.250000 sec): 3 clusters Score: Raw -48567.130460 + Penalty 2342.897726 = -46224.232735 nChanged 1 SP:Iteration 5Q (3712.260000 sec): 3 clusters Score: Raw -48578.827967 + Penalty 2345.931890 = -46232.896077 nChanged 1 SP:Iteration 6Q (3712.280000 sec): 3 clusters Score: Raw -48597.631955 + Penalty 2345.931890 = -46251.700065 nChanged 0 SP:Iteration 7F (3712.290000 sec): 3 clusters Score: Raw -48597.631955 + Penalty 2345.931890 = -46251.700065 nChanged 0 Trying to split cluster 21 (178 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3712.310000 sec): 2 clusters Score: Raw -36860.907735 + Penalty 142.967352 = -36717.940383 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3712.320000 sec): 3 clusters Score: Raw -36770.827472 + Penalty 279.282940 = -36491.544531 nChanged 61 SP:Iteration 1F (3712.320000 sec): 3 clusters Score: Raw -36844.837291 + Penalty 279.385772 = -36565.451519 nChanged 13 SP:Iteration 2F (3712.330000 sec): 3 clusters Score: Raw -36859.297256 + Penalty 289.337205 = -36569.960051 nChanged 11 SP:Iteration 3F (3712.340000 sec): 3 clusters Score: Raw -36872.638597 + Penalty 303.031792 = -36569.606805 nChanged 12 SP:Iteration 4F (3712.340000 sec): 3 clusters Score: Raw -36888.413407 + Penalty 329.421036 = -36558.992371 nChanged 10 SP:Iteration 5F (3712.350000 sec): 3 clusters Score: Raw -36902.909361 + Penalty 343.348032 = -36559.561329 nChanged 2 SP:Iteration 6Q (3712.350000 sec): 3 clusters Score: Raw -36905.039600 + Penalty 343.348032 = -36561.691568 nChanged 0 SP:Iteration 7F (3712.360000 sec): 3 clusters Score: Raw -36905.039600 + Penalty 343.348032 = -36561.691568 nChanged 0 Trying to split cluster 25 (2434 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3712.700000 sec): 2 clusters Score: Raw -505943.112570 + Penalty 870.729887 = -505072.382683 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3712.820000 sec): 3 clusters Score: Raw -504460.727075 + Penalty 1742.250344 = -502718.476732 nChanged 958 SP:Iteration 1F (3712.940000 sec): 3 clusters Score: Raw -505157.844038 + Penalty 1740.361641 = -503417.482397 nChanged 345 SP:Iteration 2F (3713.060000 sec): 3 clusters Score: Raw -505358.531390 + Penalty 1736.225529 = -503622.305861 nChanged 160 SP:Iteration 3F (3713.180000 sec): 3 clusters Score: Raw -505439.987053 + Penalty 1732.190401 = -503707.796652 nChanged 113 SP:Iteration 4Q (3713.300000 sec): 3 clusters Score: Raw -505508.132541 + Penalty 1735.895209 = -503772.237332 nChanged 102 SP:Iteration 5Q (3713.430000 sec): 3 clusters Score: Raw -505584.178503 + Penalty 1740.057366 = -503844.121137 nChanged 94 SP:Iteration 6Q (3713.550000 sec): 3 clusters Score: Raw -505652.691325 + Penalty 1739.882272 = -503912.809052 nChanged 77 SP:Iteration 7Q (3713.670000 sec): 3 clusters Score: Raw -505697.865372 + Penalty 1750.787847 = -503947.077525 nChanged 53 SP:Iteration 8Q (3713.790000 sec): 3 clusters Score: Raw -505726.244652 + Penalty 1763.131604 = -503963.113048 nChanged 59 SP:Iteration 9Q (3713.910000 sec): 3 clusters Score: Raw -505755.187617 + Penalty 1772.165060 = -503983.022557 nChanged 57 SP:Iteration 10Q (3714.020000 sec): 3 clusters Score: Raw -505787.914608 + Penalty 1788.499007 = -503999.415601 nChanged 61 SP:Iteration 11Q (3714.140000 sec): 3 clusters Score: Raw -505833.818870 + Penalty 1822.221908 = -504011.596961 nChanged 59 SP:Iteration 12Q (3714.260000 sec): 3 clusters Score: Raw -505889.961575 + Penalty 1853.559784 = -504036.401791 nChanged 53 SP:Iteration 13Q (3714.380000 sec): 3 clusters Score: Raw -505944.324367 + Penalty 1875.750470 = -504068.573897 nChanged 45 SP:Iteration 14Q (3714.500000 sec): 3 clusters Score: Raw -505984.925616 + Penalty 1893.350505 = -504091.575111 nChanged 14 SP:Iteration 15Q (3714.610000 sec): 3 clusters Score: Raw -506017.498390 + Penalty 1908.412646 = -504109.085744 nChanged 19 SP:Iteration 16Q (3714.720000 sec): 3 clusters Score: Raw -506062.668756 + Penalty 1909.898697 = -504152.770059 nChanged 16 SP:Iteration 17Q (3714.830000 sec): 3 clusters Score: Raw -506080.268159 + Penalty 1891.834355 = -504188.433804 nChanged 8 SP:Iteration 18Q (3714.940000 sec): 3 clusters Score: Raw -506084.285447 + Penalty 1891.834355 = -504192.451092 nChanged 0 SP:Iteration 19F (3715.060000 sec): 3 clusters Score: Raw -506084.285447 + Penalty 1891.834355 = -504192.451092 nChanged 0 Trying to split cluster 28 (958 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3715.120000 sec): 2 clusters Score: Raw -199553.954400 + Penalty 91.803073 = -199462.151327 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3715.150000 sec): 3 clusters Score: Raw -198960.915675 + Penalty 190.793829 = -198770.121846 nChanged 435 SP:Iteration 1F (3715.180000 sec): 3 clusters Score: Raw -199329.730878 + Penalty 196.789593 = -199132.941285 nChanged 115 SP:Iteration 2F (3715.210000 sec): 3 clusters Score: Raw -199426.801071 + Penalty 200.053874 = -199226.747196 nChanged 47 SP:Iteration 3Q (3715.240000 sec): 3 clusters Score: Raw -199450.198794 + Penalty 201.601858 = -199248.596936 nChanged 32 SP:Iteration 4Q (3715.270000 sec): 3 clusters Score: Raw -199460.942415 + Penalty 202.006849 = -199258.935566 nChanged 18 SP:Iteration 5Q (3715.290000 sec): 3 clusters Score: Raw -199466.380062 + Penalty 202.612111 = -199263.767951 nChanged 4 SP:Iteration 6Q (3715.320000 sec): 3 clusters Score: Raw -199466.755846 + Penalty 203.076093 = -199263.679753 nChanged 6 SP:Iteration 7F (3715.350000 sec): 3 clusters Score: Raw -199467.446350 + Penalty 201.903262 = -199265.543088 nChanged 2 SP:Iteration 8Q (3715.380000 sec): 3 clusters Score: Raw -199467.583512 + Penalty 201.903262 = -199265.680251 nChanged 0 SP:Iteration 9F (3715.410000 sec): 3 clusters Score: Raw -199467.583512 + Penalty 201.903262 = -199265.680251 nChanged 0 Trying to split cluster 32 (731 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3715.470000 sec): 2 clusters Score: Raw -151178.879112 + Penalty 123.807426 = -151055.071686 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3715.500000 sec): 3 clusters Score: Raw -150819.282223 + Penalty 256.748386 = -150562.533837 nChanged 324 SP:Iteration 1F (3715.520000 sec): 3 clusters Score: Raw -151224.076456 + Penalty 245.614295 = -150978.462161 nChanged 79 SP:Iteration 2F (3715.540000 sec): 3 clusters Score: Raw -151335.067895 + Penalty 245.187997 = -151089.879898 nChanged 43 SP:Iteration 3F (3715.570000 sec): 3 clusters Score: Raw -151388.926696 + Penalty 216.736108 = -151172.190588 nChanged 10 SP:Iteration 4Q (3715.590000 sec): 3 clusters Score: Raw -151397.603499 + Penalty 216.736108 = -151180.867391 nChanged 0 SP:Iteration 5F (3715.620000 sec): 3 clusters Score: Raw -151397.603499 + Penalty 216.736108 = -151180.867391 nChanged 0 Score: Raw -31196946.482457 + Penalty 85808.049885 = -31111138.432572 Splitting cluster 32 changes total score from -30979378.213029 to -31111138.432572 So it's getting split into cluster 2. Trying to split cluster 36 (820 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3755.667000 sec): 2 clusters Score: Raw -167464.988674 + Penalty 1880.429269 = -165584.559405 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3755.717000 sec): 3 clusters Score: Raw -167186.839605 + Penalty 3835.184320 = -163351.655285 nChanged 251 SP:Iteration 1F (3755.777000 sec): 3 clusters Score: Raw -167525.284073 + Penalty 3995.518846 = -163529.765227 nChanged 83 SP:Iteration 2F (3755.827000 sec): 3 clusters Score: Raw -167701.505012 + Penalty 4176.853395 = -163524.651617 nChanged 46 SP:Iteration 3F (3755.887000 sec): 3 clusters Score: Raw -167795.470153 + Penalty 4365.405199 = -163430.064954 nChanged 30 SP:Iteration 4F (3755.937000 sec): 3 clusters Score: Raw -167847.534972 + Penalty 4413.982162 = -163433.552810 nChanged 6 SP:Iteration 5Q (3755.977000 sec): 3 clusters Score: Raw -167858.177926 + Penalty 4428.004216 = -163430.173709 nChanged 2 SP:Iteration 6F (3756.027000 sec): 3 clusters Score: Raw -167860.910201 + Penalty 4428.004216 = -163432.905985 nChanged 0 Trying to split cluster 48 (663 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3756.137000 sec): 2 clusters Score: Raw -133784.228153 + Penalty 1884.442168 = -131899.785984 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3756.177000 sec): 3 clusters Score: Raw -133598.327302 + Penalty 3770.751152 = -129827.576150 nChanged 195 SP:Iteration 1F (3756.227000 sec): 3 clusters Score: Raw -133855.010940 + Penalty 3770.040520 = -130084.970420 nChanged 61 SP:Iteration 2F (3756.267000 sec): 3 clusters Score: Raw -133943.189872 + Penalty 3770.816390 = -130172.373482 nChanged 15 SP:Iteration 3Q (3756.317000 sec): 3 clusters Score: Raw -133989.762718 + Penalty 3774.758869 = -130215.003849 nChanged 14 SP:Iteration 4Q (3756.367000 sec): 3 clusters Score: Raw -134013.782229 + Penalty 3780.508538 = -130233.273691 nChanged 27 SP:Iteration 5Q (3756.407000 sec): 3 clusters Score: Raw -134066.991945 + Penalty 3784.214223 = -130282.777723 nChanged 37 SP:Iteration 6F (3756.455000 sec): 3 clusters Score: Raw -134134.862842 + Penalty 3828.354678 = -130306.508164 nChanged 53 SP:Iteration 7F (3756.505000 sec): 3 clusters Score: Raw -134259.025454 + Penalty 3912.831255 = -130346.194199 nChanged 52 SP:Iteration 8F (3756.555000 sec): 3 clusters Score: Raw -134432.965229 + Penalty 4081.373861 = -130351.591368 nChanged 36 SP:Iteration 9F (3756.605000 sec): 3 clusters Score: Raw -134565.507140 + Penalty 4205.878103 = -130359.629037 nChanged 20 SP:Iteration 10Q (3756.645000 sec): 3 clusters Score: Raw -134626.655916 + Penalty 4223.185873 = -130403.470043 nChanged 6 SP:Iteration 11Q (3756.685000 sec): 3 clusters Score: Raw -134645.680867 + Penalty 4247.787431 = -130397.893436 nChanged 2 SP:Iteration 12F (3756.735000 sec): 3 clusters Score: Raw -134659.387171 + Penalty 4288.998947 = -130370.388224 nChanged 4 SP:Iteration 13F (3756.785000 sec): 3 clusters Score: Raw -134683.374494 + Penalty 4288.998947 = -130394.375547 nChanged 0 Trying to split cluster 53 (586 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3756.865000 sec): 2 clusters Score: Raw -156832.350502 + Penalty 14863.413243 = -141968.937259 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3756.925000 sec): 3 clusters Score: Raw -161058.012874 + Penalty 29713.232323 = -131344.780551 nChanged 140 SP:Iteration 1F (3756.985000 sec): 3 clusters Score: Raw -163814.429992 + Penalty 29713.232323 = -134101.197670 nChanged 0 Trying to split cluster 58 (85 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3756.995000 sec): 2 clusters Score: Raw -14375.087163 + Penalty 409.018923 = -13966.068241 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3756.995000 sec): 3 clusters Score: Raw -13923.516318 + Penalty 955.479363 = -12968.036955 nChanged 28 SP:Iteration 1F (3757.005000 sec): 3 clusters Score: Raw -14909.644435 + Penalty 936.836417 = -13972.808018 nChanged 1 SP:Iteration 2Q (3757.005000 sec): 3 clusters Score: Raw -14930.239932 + Penalty 936.836417 = -13993.403515 nChanged 0 SP:Iteration 3F (3757.015000 sec): 3 clusters Score: Raw -14930.239932 + Penalty 936.836417 = -13993.403515 nChanged 0 Score: Raw -31197501.606822 + Penalty 87224.144245 = -31110277.462577 Splitting cluster 58 changes total score from -30979378.213029 to -31110277.462577 So it's getting split into cluster 5. Trying to split cluster 75 (62 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3797.827000 sec): 2 clusters Score: Raw -12493.944705 + Penalty 97.453514 = -12396.491191 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3797.827000 sec): 3 clusters Score: Raw -12528.790079 + Penalty 201.932146 = -12326.857934 nChanged 20 SP:Iteration 1F (3797.827000 sec): 3 clusters Score: Raw -12570.716228 + Penalty 206.596190 = -12364.120038 nChanged 2 SP:Iteration 2Q (3797.837000 sec): 3 clusters Score: Raw -12573.328024 + Penalty 206.596190 = -12366.731834 nChanged 0 SP:Iteration 3F (3797.837000 sec): 3 clusters Score: Raw -12573.328024 + Penalty 206.596190 = -12366.731834 nChanged 0 Trying to split cluster 76 (1590 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3798.017000 sec): 2 clusters Score: Raw -313124.678201 + Penalty 9425.432843 = -303699.245359 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3798.147000 sec): 3 clusters Score: Raw -312839.635667 + Penalty 18898.499652 = -293941.136015 nChanged 449 SP:Iteration 1F (3798.287000 sec): 3 clusters Score: Raw -313953.727291 + Penalty 19384.115143 = -294569.612149 nChanged 167 SP:Iteration 2F (3798.427000 sec): 3 clusters Score: Raw -314565.248627 + Penalty 20102.615615 = -294462.633012 nChanged 124 SP:Iteration 3F (3798.567000 sec): 3 clusters Score: Raw -315175.213426 + Penalty 20559.237334 = -294615.976092 nChanged 86 SP:Iteration 4F (3798.707000 sec): 3 clusters Score: Raw -315756.925560 + Penalty 20772.387994 = -294984.537566 nChanged 56 SP:Iteration 5Q (3798.827000 sec): 3 clusters Score: Raw -316063.379484 + Penalty 20904.528370 = -295158.851114 nChanged 48 SP:Iteration 6Q (3798.937000 sec): 3 clusters Score: Raw -316306.531274 + Penalty 21007.804142 = -295298.727132 nChanged 29 SP:Iteration 7Q (3799.047000 sec): 3 clusters Score: Raw -316487.727562 + Penalty 21108.352017 = -295379.375544 nChanged 18 SP:Iteration 8Q (3799.167000 sec): 3 clusters Score: Raw -316599.829062 + Penalty 21175.756489 = -295424.072573 nChanged 12 SP:Iteration 9Q (3799.277000 sec): 3 clusters Score: Raw -316707.273319 + Penalty 21279.863675 = -295427.409643 nChanged 14 SP:Iteration 10Q (3799.397000 sec): 3 clusters Score: Raw -316814.419421 + Penalty 21417.496788 = -295396.922633 nChanged 28 SP:Iteration 11F (3799.537000 sec): 3 clusters Score: Raw -317022.505659 + Penalty 21494.512294 = -295527.993365 nChanged 22 SP:Iteration 12Q (3799.647000 sec): 3 clusters Score: Raw -317209.302120 + Penalty 21507.301039 = -295702.001080 nChanged 12 SP:Iteration 13Q (3799.757000 sec): 3 clusters Score: Raw -317305.265717 + Penalty 21579.639582 = -295725.626135 nChanged 20 SP:Iteration 14Q (3799.867000 sec): 3 clusters Score: Raw -317490.856977 + Penalty 21700.043703 = -295790.813274 nChanged 18 SP:Iteration 15Q (3799.977000 sec): 3 clusters Score: Raw -317621.939809 + Penalty 21835.558074 = -295786.381735 nChanged 13 SP:Iteration 16F (3800.117000 sec): 3 clusters Score: Raw -317754.597170 + Penalty 21906.425443 = -295848.171727 nChanged 12 SP:Iteration 17Q (3800.227000 sec): 3 clusters Score: Raw -317867.099587 + Penalty 21954.130177 = -295912.969410 nChanged 14 SP:Iteration 18Q (3800.347000 sec): 3 clusters Score: Raw -318015.186934 + Penalty 21997.380641 = -296017.806293 nChanged 14 SP:Iteration 19Q (3800.457000 sec): 3 clusters Score: Raw -318213.759032 + Penalty 22071.672961 = -296142.086070 nChanged 8 SP:Iteration 20F (3800.596000 sec): 3 clusters Score: Raw -318328.925562 + Penalty 22086.733116 = -296242.192445 nChanged 10 SP:Iteration 21Q (3800.706000 sec): 3 clusters Score: Raw -318491.848745 + Penalty 22130.920307 = -296360.928438 nChanged 14 SP:Iteration 22Q (3800.816000 sec): 3 clusters Score: Raw -318745.497222 + Penalty 22166.319678 = -296579.177544 nChanged 12 SP:Iteration 23Q (3800.926000 sec): 3 clusters Score: Raw -318899.308626 + Penalty 22186.002056 = -296713.306570 nChanged 15 SP:Iteration 24Q (3801.036000 sec): 3 clusters Score: Raw -319081.046257 + Penalty 22271.034440 = -296810.011817 nChanged 18 SP:Iteration 25Q (3801.146000 sec): 3 clusters Score: Raw -319353.514095 + Penalty 22265.584545 = -297087.929550 nChanged 13 SP:Iteration 26Q (3801.256000 sec): 3 clusters Score: Raw -319573.349791 + Penalty 22286.612196 = -297286.737594 nChanged 4 SP:Iteration 27Q (3801.366000 sec): 3 clusters Score: Raw -319607.361581 + Penalty 22313.222985 = -297294.138596 nChanged 2 SP:Iteration 28Q (3801.476000 sec): 3 clusters Score: Raw -319617.868567 + Penalty 22313.222985 = -297304.645581 nChanged 0 SP:Iteration 29F (3801.616000 sec): 3 clusters Score: Raw -319626.699619 + Penalty 22336.714986 = -297289.984633 nChanged 1 SP:Iteration 30F (3801.746000 sec): 3 clusters Score: Raw -319706.120608 + Penalty 22353.421981 = -297352.698626 nChanged 4 SP:Iteration 31Q (3801.856000 sec): 3 clusters Score: Raw -319766.002296 + Penalty 22403.782514 = -297362.219783 nChanged 5 SP:Iteration 32Q (3801.966000 sec): 3 clusters Score: Raw -319997.955173 + Penalty 22404.083561 = -297593.871612 nChanged 6 SP:Iteration 33Q (3802.076000 sec): 3 clusters Score: Raw -320125.648209 + Penalty 22416.116477 = -297709.531733 nChanged 2 SP:Iteration 34Q (3802.186000 sec): 3 clusters Score: Raw -320174.182563 + Penalty 22416.116477 = -297758.066086 nChanged 0 SP:Iteration 35F (3802.316000 sec): 3 clusters Score: Raw -320174.182563 + Penalty 22416.116477 = -297758.066086 nChanged 0 Trying to split cluster 89 (181 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3802.336000 sec): 2 clusters Score: Raw -36312.786599 + Penalty 241.157352 = -36071.629247 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3802.346000 sec): 3 clusters Score: Raw -36306.283538 + Penalty 486.779470 = -35819.504068 nChanged 58 SP:Iteration 1F (3802.346000 sec): 3 clusters Score: Raw -36419.256900 + Penalty 481.453076 = -35937.803824 nChanged 17 SP:Iteration 2F (3802.356000 sec): 3 clusters Score: Raw -36440.817009 + Penalty 480.385625 = -35960.431384 nChanged 2 SP:Iteration 3Q (3802.366000 sec): 3 clusters Score: Raw -36441.581288 + Penalty 480.385625 = -35961.195663 nChanged 0 SP:Iteration 4F (3802.366000 sec): 3 clusters Score: Raw -36441.581288 + Penalty 480.385625 = -35961.195663 nChanged 0 Iteration 108F (3843.445000 sec): 24 clusters Score: Raw -31065720.685793 + Penalty 87215.575549 = -30978505.110244 nChanged 36 Compute initial score before splitting: Score: Raw -31065720.685793 + Penalty 87215.575549 = -30978505.110244 Trying to split cluster 1 (467 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3857.315000 sec): 2 clusters Score: Raw -97073.956864 + Penalty 32.889892 = -97041.066973 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3857.335000 sec): 3 clusters Score: Raw -96818.113463 + Penalty 64.565574 = -96753.547889 nChanged 207 SP:Iteration 1F (3857.345000 sec): 3 clusters Score: Raw -97081.808995 + Penalty 65.020324 = -97016.788671 nChanged 26 SP:Iteration 2F (3857.355000 sec): 3 clusters Score: Raw -97110.647180 + Penalty 65.020324 = -97045.626856 nChanged 4 SP:Iteration 3Q (3857.375000 sec): 3 clusters Score: Raw -97111.351508 + Penalty 65.020324 = -97046.331184 nChanged 0 SP:Iteration 4F (3857.385000 sec): 3 clusters Score: Raw -97111.351508 + Penalty 65.020324 = -97046.331184 nChanged 0 Score: Raw -31197567.812128 + Penalty 87277.884635 = -31110289.927493 Splitting cluster 1 changes total score from -30978505.110244 to -31110289.927493 So it's getting split into cluster 6. Trying to split cluster 2 (713 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3899.002000 sec): 2 clusters Score: Raw -147966.208343 + Penalty 124.505746 = -147841.702597 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3899.022000 sec): 3 clusters Score: Raw -147545.105756 + Penalty 248.385143 = -147296.720613 nChanged 316 SP:Iteration 1F (3899.052000 sec): 3 clusters Score: Raw -147814.110113 + Penalty 235.491870 = -147578.618243 nChanged 68 SP:Iteration 2F (3899.072000 sec): 3 clusters Score: Raw -147856.673686 + Penalty 223.971842 = -147632.701844 nChanged 41 SP:Iteration 3F (3899.102000 sec): 3 clusters Score: Raw -147895.643405 + Penalty 223.256777 = -147672.386628 nChanged 36 SP:Iteration 4F (3899.122000 sec): 3 clusters Score: Raw -147928.730842 + Penalty 206.617104 = -147722.113738 nChanged 33 SP:Iteration 5Q (3899.152000 sec): 3 clusters Score: Raw -147958.965307 + Penalty 206.626485 = -147752.338821 nChanged 20 SP:Iteration 6Q (3899.172000 sec): 3 clusters Score: Raw -147982.185601 + Penalty 164.395870 = -147817.789731 nChanged 15 SP:Iteration 7Q (3899.192000 sec): 3 clusters Score: Raw -148004.438902 + Penalty 161.844255 = -147842.594646 nChanged 2 SP:Iteration 8Q (3899.222000 sec): 3 clusters Score: Raw -148011.090948 + Penalty 161.844255 = -147849.246693 nChanged 0 SP:Iteration 9F (3899.242000 sec): 3 clusters Score: Raw -148011.090948 + Penalty 161.844255 = -147849.246693 nChanged 0 Score: Raw -31197612.691409 + Penalty 87345.629522 = -31110267.061887 Splitting cluster 2 changes total score from -30978505.110244 to -31110267.061887 So it's getting split into cluster 10. Trying to split cluster 3 (373 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3941.746000 sec): 2 clusters Score: Raw -77539.348994 + Penalty 77.702638 = -77461.646356 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3941.756000 sec): 3 clusters Score: Raw -77321.457133 + Penalty 155.794037 = -77165.663096 nChanged 163 SP:Iteration 1F (3941.766000 sec): 3 clusters Score: Raw -77428.246096 + Penalty 160.848770 = -77267.397326 nChanged 46 SP:Iteration 2F (3941.776000 sec): 3 clusters Score: Raw -77495.911049 + Penalty 165.406511 = -77330.504539 nChanged 23 SP:Iteration 3F (3941.786000 sec): 3 clusters Score: Raw -77512.415548 + Penalty 168.712014 = -77343.703535 nChanged 10 SP:Iteration 4Q (3941.796000 sec): 3 clusters Score: Raw -77516.946758 + Penalty 170.663802 = -77346.282956 nChanged 8 SP:Iteration 5Q (3941.816000 sec): 3 clusters Score: Raw -77524.773221 + Penalty 171.082946 = -77353.690275 nChanged 8 SP:Iteration 6Q (3941.826000 sec): 3 clusters Score: Raw -77528.269952 + Penalty 171.971107 = -77356.298845 nChanged 2 SP:Iteration 7Q (3941.836000 sec): 3 clusters Score: Raw -77528.903964 + Penalty 173.156649 = -77355.747315 nChanged 2 SP:Iteration 8F (3941.846000 sec): 3 clusters Score: Raw -77529.252950 + Penalty 174.181092 = -77355.071859 nChanged 2 SP:Iteration 9F (3941.856000 sec): 3 clusters Score: Raw -77529.508486 + Penalty 174.540639 = -77354.967847 nChanged 1 SP:Iteration 10F (3941.866000 sec): 3 clusters Score: Raw -77529.800282 + Penalty 176.633060 = -77353.167223 nChanged 4 SP:Iteration 11F (3941.876000 sec): 3 clusters Score: Raw -77531.136729 + Penalty 179.672695 = -77351.464034 nChanged 8 SP:Iteration 12F (3941.886000 sec): 3 clusters Score: Raw -77536.273065 + Penalty 183.539131 = -77352.733934 nChanged 6 SP:Iteration 13Q (3941.896000 sec): 3 clusters Score: Raw -77540.571975 + Penalty 184.698780 = -77355.873196 nChanged 3 SP:Iteration 14Q (3941.906000 sec): 3 clusters Score: Raw -77540.978645 + Penalty 185.552616 = -77355.426029 nChanged 2 SP:Iteration 15F (3941.916000 sec): 3 clusters Score: Raw -77541.288457 + Penalty 185.552616 = -77355.735841 nChanged 0 Trying to split cluster 4 (2502 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3942.138000 sec): 2 clusters Score: Raw -522473.906264 + Penalty 67.973555 = -522405.932710 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3942.218000 sec): 3 clusters Score: Raw -520867.931186 + Penalty 135.428799 = -520732.502387 nChanged 1205 SP:Iteration 1F (3942.298000 sec): 3 clusters Score: Raw -521796.039467 + Penalty 137.260228 = -521658.779239 nChanged 231 SP:Iteration 2F (3942.378000 sec): 3 clusters Score: Raw -521897.003646 + Penalty 138.047664 = -521758.955982 nChanged 121 SP:Iteration 3Q (3942.448000 sec): 3 clusters Score: Raw -521961.127597 + Penalty 138.284850 = -521822.842747 nChanged 119 SP:Iteration 4Q (3942.528000 sec): 3 clusters Score: Raw -522031.132755 + Penalty 138.177541 = -521892.955214 nChanged 118 SP:Iteration 5Q (3942.610000 sec): 3 clusters Score: Raw -522092.021856 + Penalty 139.766849 = -521952.255007 nChanged 77 SP:Iteration 6Q (3942.680000 sec): 3 clusters Score: Raw -522125.542037 + Penalty 139.721929 = -521985.820108 nChanged 58 SP:Iteration 7Q (3942.760000 sec): 3 clusters Score: Raw -522162.624772 + Penalty 138.336046 = -522024.288725 nChanged 56 SP:Iteration 8Q (3942.840000 sec): 3 clusters Score: Raw -522214.511486 + Penalty 138.273504 = -522076.237982 nChanged 55 SP:Iteration 9Q (3942.910000 sec): 3 clusters Score: Raw -522250.562526 + Penalty 138.017661 = -522112.544866 nChanged 36 SP:Iteration 10Q (3942.990000 sec): 3 clusters Score: Raw -522266.236691 + Penalty 138.261928 = -522127.974763 nChanged 22 SP:Iteration 11Q (3943.060000 sec): 3 clusters Score: Raw -522270.271879 + Penalty 138.620510 = -522131.651369 nChanged 14 SP:Iteration 12Q (3943.140000 sec): 3 clusters Score: Raw -522275.671188 + Penalty 139.321447 = -522136.349741 nChanged 20 SP:Iteration 13Q (3943.210000 sec): 3 clusters Score: Raw -522279.916236 + Penalty 137.655678 = -522142.260558 nChanged 16 SP:Iteration 14Q (3943.280000 sec): 3 clusters Score: Raw -522281.224024 + Penalty 137.218000 = -522144.006024 nChanged 10 SP:Iteration 15Q (3943.360000 sec): 3 clusters Score: Raw -522283.824425 + Penalty 137.931945 = -522145.892480 nChanged 19 SP:Iteration 16Q (3943.440000 sec): 3 clusters Score: Raw -522287.731389 + Penalty 138.756214 = -522148.975175 nChanged 23 SP:Iteration 17Q (3943.510000 sec): 3 clusters Score: Raw -522295.884946 + Penalty 138.734204 = -522157.150741 nChanged 30 SP:Iteration 18Q (3943.580000 sec): 3 clusters Score: Raw -522304.679819 + Penalty 139.549133 = -522165.130686 nChanged 34 SP:Iteration 19Q (3943.650000 sec): 3 clusters Score: Raw -522316.160875 + Penalty 140.974450 = -522175.186425 nChanged 34 SP:Iteration 20F (3943.730000 sec): 3 clusters Score: Raw -522328.901959 + Penalty 140.812036 = -522188.089924 nChanged 38 SP:Iteration 21Q (3943.810000 sec): 3 clusters Score: Raw -522341.513462 + Penalty 142.791456 = -522198.722007 nChanged 38 SP:Iteration 22Q (3943.880000 sec): 3 clusters Score: Raw -522356.222212 + Penalty 145.167280 = -522211.054933 nChanged 46 SP:Iteration 23Q (3943.950000 sec): 3 clusters Score: Raw -522379.504842 + Penalty 146.600111 = -522232.904731 nChanged 52 SP:Iteration 24Q (3944.020000 sec): 3 clusters Score: Raw -522405.892491 + Penalty 148.430042 = -522257.462449 nChanged 45 SP:Iteration 25Q (3944.090000 sec): 3 clusters Score: Raw -522431.256578 + Penalty 144.980582 = -522286.275996 nChanged 35 SP:Iteration 26Q (3944.160000 sec): 3 clusters Score: Raw -522452.842891 + Penalty 145.026040 = -522307.816851 nChanged 29 SP:Iteration 27Q (3944.230000 sec): 3 clusters Score: Raw -522469.127342 + Penalty 147.720487 = -522321.406855 nChanged 24 SP:Iteration 28Q (3944.300000 sec): 3 clusters Score: Raw -522483.601115 + Penalty 151.952755 = -522331.648360 nChanged 28 SP:Iteration 29Q (3944.380000 sec): 3 clusters Score: Raw -522499.520803 + Penalty 157.210504 = -522342.310299 nChanged 23 SP:Iteration 30Q (3944.440000 sec): 3 clusters Score: Raw -522511.464807 + Penalty 155.270929 = -522356.193878 nChanged 20 SP:Iteration 31Q (3944.510000 sec): 3 clusters Score: Raw -522520.968806 + Penalty 156.053147 = -522364.915659 nChanged 10 SP:Iteration 32Q (3944.580000 sec): 3 clusters Score: Raw -522527.165217 + Penalty 160.579854 = -522366.585363 nChanged 14 SP:Iteration 33Q (3944.650000 sec): 3 clusters Score: Raw -522534.588821 + Penalty 161.881078 = -522372.707743 nChanged 8 SP:Iteration 34Q (3944.710000 sec): 3 clusters Score: Raw -522537.648072 + Penalty 166.095812 = -522371.552260 nChanged 4 SP:Iteration 35F (3944.790000 sec): 3 clusters Score: Raw -522538.169524 + Penalty 168.458886 = -522369.710638 nChanged 2 SP:Iteration 36F (3944.860000 sec): 3 clusters Score: Raw -522538.307484 + Penalty 168.458886 = -522369.848598 nChanged 0 Trying to split cluster 5 (35 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3944.870000 sec): 2 clusters Score: Raw -5942.408081 + Penalty 644.233673 = -5298.174408 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3944.880000 sec): 3 clusters Score: Raw -3255.162022 + Penalty 644.233673 = -2610.928348 nChanged 13 SP:Iteration 1F (3944.880000 sec): 2 clusters Score: Raw -5942.408081 + Penalty 644.233673 = -5298.174408 nChanged 0 Trying to split cluster 7 (1459 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3945.050000 sec): 2 clusters Score: Raw -278856.788839 + Penalty 8340.403497 = -270516.385342 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3945.180000 sec): 3 clusters Score: Raw -278704.810546 + Penalty 16853.153112 = -261851.657434 nChanged 397 SP:Iteration 1F (3945.310000 sec): 3 clusters Score: Raw -279473.170049 + Penalty 17448.501694 = -262024.668355 nChanged 155 SP:Iteration 2F (3945.440000 sec): 3 clusters Score: Raw -280150.872998 + Penalty 18583.413511 = -261567.459487 nChanged 152 SP:Iteration 3F (3945.560000 sec): 3 clusters Score: Raw -280977.552451 + Penalty 19401.766292 = -261575.786159 nChanged 107 SP:Iteration 4F (3945.690000 sec): 3 clusters Score: Raw -281881.568589 + Penalty 19883.777689 = -261997.790900 nChanged 76 SP:Iteration 5F (3945.820000 sec): 3 clusters Score: Raw -282371.022942 + Penalty 20088.347205 = -262282.675737 nChanged 20 SP:Iteration 6Q (3945.930000 sec): 3 clusters Score: Raw -282485.878909 + Penalty 20177.532094 = -262308.346815 nChanged 10 SP:Iteration 7Q (3946.030000 sec): 3 clusters Score: Raw -282553.018571 + Penalty 20248.238753 = -262304.779818 nChanged 4 SP:Iteration 8F (3946.160000 sec): 3 clusters Score: Raw -282592.872472 + Penalty 20248.238753 = -262344.633719 nChanged 0 Trying to split cluster 8 (1149 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3946.340000 sec): 2 clusters Score: Raw -234208.049951 + Penalty 2070.672716 = -232137.377236 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3946.440000 sec): 3 clusters Score: Raw -233693.899520 + Penalty 4130.119914 = -229563.779606 nChanged 384 SP:Iteration 1F (3946.540000 sec): 3 clusters Score: Raw -234073.097553 + Penalty 4114.568436 = -229958.529117 nChanged 129 SP:Iteration 2F (3946.640000 sec): 3 clusters Score: Raw -234283.415166 + Penalty 4229.265115 = -230054.150051 nChanged 117 SP:Iteration 3F (3946.750000 sec): 3 clusters Score: Raw -234472.141860 + Penalty 4354.083621 = -230118.058239 nChanged 68 SP:Iteration 4F (3946.850000 sec): 3 clusters Score: Raw -234632.174979 + Penalty 4575.810464 = -230056.364516 nChanged 46 SP:Iteration 5F (3946.940000 sec): 3 clusters Score: Raw -234866.713750 + Penalty 4761.762431 = -230104.951319 nChanged 43 SP:Iteration 6Q (3947.030000 sec): 3 clusters Score: Raw -234965.325983 + Penalty 4767.389716 = -230197.936267 nChanged 12 SP:Iteration 7Q (3947.110000 sec): 3 clusters Score: Raw -234981.267268 + Penalty 4711.252845 = -230270.014422 nChanged 8 SP:Iteration 8Q (3947.190000 sec): 3 clusters Score: Raw -234997.713588 + Penalty 4691.047551 = -230306.666037 nChanged 2 SP:Iteration 9Q (3947.270000 sec): 3 clusters Score: Raw -235003.527417 + Penalty 4674.064135 = -230329.463282 nChanged 2 SP:Iteration 10Q (3947.350000 sec): 3 clusters Score: Raw -235012.649279 + Penalty 4677.015381 = -230335.633898 nChanged 2 SP:Iteration 11Q (3947.430000 sec): 3 clusters Score: Raw -235017.482438 + Penalty 4677.015381 = -230340.467057 nChanged 0 SP:Iteration 12F (3947.520000 sec): 3 clusters Score: Raw -235017.482438 + Penalty 4677.015381 = -230340.467057 nChanged 0 Trying to split cluster 9 (132384 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3967.390000 sec): 2 clusters Score: Raw -27636236.349064 + Penalty 66.824756 = -27636169.524308 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3976.030000 sec): 3 clusters Score: Raw -27545675.184940 + Penalty 139.428063 = -27545535.756877 nChanged 65667 SP:Iteration 1F (3983.280000 sec): 3 clusters Score: Raw -27607537.116992 + Penalty 142.601748 = -27607394.515244 nChanged 9848 SP:Iteration 2F (3990.392000 sec): 3 clusters Score: Raw -27614308.036041 + Penalty 146.298371 = -27614161.737670 nChanged 7109 SP:Iteration 3F (3997.551000 sec): 3 clusters Score: Raw -27619078.244596 + Penalty 150.165320 = -27618928.079277 nChanged 5506 SP:Iteration 4Q (4004.651000 sec): 3 clusters Score: Raw -27622604.287064 + Penalty 154.087833 = -27622450.199231 nChanged 4322 SP:Iteration 5Q (4012.025000 sec): 3 clusters Score: Raw -27625353.473951 + Penalty 157.354076 = -27625196.119874 nChanged 3550 SP:Iteration 6Q (4019.447000 sec): 3 clusters Score: Raw -27627567.743203 + Penalty 160.506296 = -27627407.236907 nChanged 2663 SP:Iteration 7Q (4026.819000 sec): 3 clusters Score: Raw -27629081.836908 + Penalty 161.913078 = -27628919.923829 nChanged 2185 SP:Iteration 8Q (4034.119000 sec): 3 clusters Score: Raw -27630602.877338 + Penalty 163.765410 = -27630439.111927 nChanged 1775 SP:Iteration 9Q (4041.361000 sec): 3 clusters Score: Raw -27632366.600746 + Penalty 163.694202 = -27632202.906544 nChanged 1159 SP:Iteration 10Q (4048.226000 sec): 3 clusters Score: Raw -27633360.211078 + Penalty 163.268755 = -27633196.942322 nChanged 728 SP:Iteration 11Q (4054.766000 sec): 3 clusters Score: Raw -27633732.672885 + Penalty 162.124310 = -27633570.548575 nChanged 440 SP:Iteration 12Q (4061.178000 sec): 3 clusters Score: Raw -27633854.101665 + Penalty 161.535536 = -27633692.566129 nChanged 252 SP:Iteration 13Q (4067.558000 sec): 3 clusters Score: Raw -27633891.489783 + Penalty 161.206825 = -27633730.282958 nChanged 150 SP:Iteration 14Q (4073.908000 sec): 3 clusters Score: Raw -27633903.650958 + Penalty 160.831301 = -27633742.819657 nChanged 78 SP:Iteration 15Q (4080.257000 sec): 3 clusters Score: Raw -27633906.785306 + Penalty 160.591049 = -27633746.194257 nChanged 24 SP:Iteration 16Q (4086.577000 sec): 3 clusters Score: Raw -27633907.095362 + Penalty 160.602036 = -27633746.493326 nChanged 16 SP:Iteration 17Q (4092.911000 sec): 3 clusters Score: Raw -27633907.234040 + Penalty 160.535412 = -27633746.698628 nChanged 10 SP:Iteration 18Q (4099.247000 sec): 3 clusters Score: Raw -27633907.294728 + Penalty 160.579837 = -27633746.714890 nChanged 8 SP:Iteration 19Q (4105.580000 sec): 3 clusters Score: Raw -27633907.317731 + Penalty 160.574224 = -27633746.743507 nChanged 2 SP:Iteration 20F (4112.790000 sec): 3 clusters Score: Raw -27633907.325618 + Penalty 160.574224 = -27633746.751394 nChanged 0 Trying to split cluster 13 (2054 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4113.100000 sec): 2 clusters Score: Raw -428932.819084 + Penalty 117.134340 = -428815.684745 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4113.170000 sec): 3 clusters Score: Raw -427610.077345 + Penalty 236.176513 = -427373.900831 nChanged 971 SP:Iteration 1F (4113.230000 sec): 3 clusters Score: Raw -428341.967254 + Penalty 225.049538 = -428116.917717 nChanged 211 SP:Iteration 2F (4113.300000 sec): 3 clusters Score: Raw -428508.978044 + Penalty 223.597937 = -428285.380107 nChanged 135 SP:Iteration 3F (4113.360000 sec): 3 clusters Score: Raw -428649.544277 + Penalty 215.033028 = -428434.511248 nChanged 111 SP:Iteration 4F (4113.430000 sec): 3 clusters Score: Raw -428768.103704 + Penalty 219.421174 = -428548.682530 nChanged 61 SP:Iteration 5Q (4113.500000 sec): 3 clusters Score: Raw -428839.402286 + Penalty 240.337739 = -428599.064547 nChanged 44 SP:Iteration 6Q (4113.570000 sec): 3 clusters Score: Raw -428890.100880 + Penalty 211.991124 = -428678.109756 nChanged 28 SP:Iteration 7Q (4113.630000 sec): 3 clusters Score: Raw -428919.685636 + Penalty 190.234772 = -428729.450865 nChanged 11 SP:Iteration 8Q (4113.690000 sec): 3 clusters Score: Raw -428927.974878 + Penalty 196.529492 = -428731.445386 nChanged 4 SP:Iteration 9Q (4113.760000 sec): 3 clusters Score: Raw -428930.020510 + Penalty 202.243840 = -428727.776670 nChanged 2 SP:Iteration 10F (4113.820000 sec): 3 clusters Score: Raw -428939.393312 + Penalty 202.243840 = -428737.149471 nChanged 0 Trying to split cluster 14 (673 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4113.880000 sec): 2 clusters Score: Raw -137055.766227 + Penalty 531.378054 = -136524.388173 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4113.920000 sec): 3 clusters Score: Raw -136732.591951 + Penalty 1058.930982 = -135673.660968 nChanged 250 SP:Iteration 1F (4113.950000 sec): 3 clusters Score: Raw -136966.008150 + Penalty 1053.900862 = -135912.107289 nChanged 59 SP:Iteration 2F (4113.980000 sec): 3 clusters Score: Raw -137055.122317 + Penalty 1056.307741 = -135998.814576 nChanged 41 SP:Iteration 3F (4114.020000 sec): 3 clusters Score: Raw -137128.000902 + Penalty 1060.878749 = -136067.122153 nChanged 38 SP:Iteration 4F (4114.050000 sec): 3 clusters Score: Raw -137181.604286 + Penalty 1065.142640 = -136116.461646 nChanged 24 SP:Iteration 5Q (4114.080000 sec): 3 clusters Score: Raw -137230.494506 + Penalty 1069.383390 = -136161.111116 nChanged 24 SP:Iteration 6Q (4114.110000 sec): 3 clusters Score: Raw -137268.299708 + Penalty 1074.323011 = -136193.976697 nChanged 16 SP:Iteration 7Q (4114.140000 sec): 3 clusters Score: Raw -137280.721486 + Penalty 1076.591769 = -136204.129717 nChanged 12 SP:Iteration 8Q (4114.170000 sec): 3 clusters Score: Raw -137292.430511 + Penalty 1077.712301 = -136214.718210 nChanged 4 SP:Iteration 9Q (4114.200000 sec): 3 clusters Score: Raw -137295.716454 + Penalty 1077.370620 = -136218.345833 nChanged 4 SP:Iteration 10Q (4114.230000 sec): 3 clusters Score: Raw -137299.332446 + Penalty 1077.370620 = -136221.961826 nChanged 0 SP:Iteration 11F (4114.260000 sec): 3 clusters Score: Raw -137299.332446 + Penalty 1077.370620 = -136221.961826 nChanged 0 Trying to split cluster 17 (508 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4114.300000 sec): 2 clusters Score: Raw -106136.401442 + Penalty 70.062909 = -106066.338533 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4114.310000 sec): 3 clusters Score: Raw -105828.262228 + Penalty 142.617764 = -105685.644464 nChanged 228 SP:Iteration 1F (4114.330000 sec): 3 clusters Score: Raw -105967.162706 + Penalty 148.965302 = -105818.197403 nChanged 42 SP:Iteration 2F (4114.340000 sec): 3 clusters Score: Raw -106003.068110 + Penalty 150.520192 = -105852.547919 nChanged 18 SP:Iteration 3Q (4114.360000 sec): 3 clusters Score: Raw -106049.914147 + Penalty 151.696656 = -105898.217491 nChanged 13 SP:Iteration 4Q (4114.380000 sec): 3 clusters Score: Raw -106062.959491 + Penalty 153.356497 = -105909.602995 nChanged 14 SP:Iteration 5Q (4114.390000 sec): 3 clusters Score: Raw -106071.171228 + Penalty 151.016470 = -105920.154758 nChanged 17 SP:Iteration 6Q (4114.410000 sec): 3 clusters Score: Raw -106081.931503 + Penalty 147.915764 = -105934.015739 nChanged 8 SP:Iteration 7Q (4114.420000 sec): 3 clusters Score: Raw -106086.059981 + Penalty 146.186067 = -105939.873914 nChanged 9 SP:Iteration 8Q (4114.440000 sec): 3 clusters Score: Raw -106089.888501 + Penalty 146.902506 = -105942.985995 nChanged 2 SP:Iteration 9Q (4114.450000 sec): 3 clusters Score: Raw -106090.342810 + Penalty 147.388637 = -105942.954172 nChanged 2 SP:Iteration 10F (4114.470000 sec): 3 clusters Score: Raw -106090.606599 + Penalty 148.172977 = -105942.433622 nChanged 2 SP:Iteration 11F (4114.480000 sec): 3 clusters Score: Raw -106090.764162 + Penalty 148.172977 = -105942.591185 nChanged 0 Trying to split cluster 18 (251 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4114.510000 sec): 2 clusters Score: Raw -48297.636279 + Penalty 1155.007880 = -47142.628399 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4114.520000 sec): 3 clusters Score: Raw -48457.118300 + Penalty 2347.302653 = -46109.815647 nChanged 67 SP:Iteration 1F (4114.530000 sec): 3 clusters Score: Raw -48685.802851 + Penalty 2367.119886 = -46318.682965 nChanged 19 SP:Iteration 2F (4114.550000 sec): 3 clusters Score: Raw -48788.261811 + Penalty 2388.888827 = -46399.372984 nChanged 8 SP:Iteration 3Q (4114.560000 sec): 3 clusters Score: Raw -48810.851527 + Penalty 2388.888827 = -46421.962700 nChanged 0 SP:Iteration 4F (4114.570000 sec): 3 clusters Score: Raw -48810.851527 + Penalty 2388.888827 = -46421.962700 nChanged 0 Trying to split cluster 21 (178 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4114.590000 sec): 2 clusters Score: Raw -36860.907735 + Penalty 142.967352 = -36717.940383 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4114.600000 sec): 3 clusters Score: Raw -36776.737886 + Penalty 281.990376 = -36494.747509 nChanged 79 SP:Iteration 1F (4114.600000 sec): 3 clusters Score: Raw -36864.121914 + Penalty 283.831034 = -36580.290880 nChanged 4 SP:Iteration 2Q (4114.610000 sec): 3 clusters Score: Raw -36865.819894 + Penalty 283.831034 = -36581.988860 nChanged 0 SP:Iteration 3F (4114.620000 sec): 3 clusters Score: Raw -36865.819894 + Penalty 283.831034 = -36581.988860 nChanged 0 Trying to split cluster 25 (2433 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4114.960000 sec): 2 clusters Score: Raw -505754.253245 + Penalty 871.192475 = -504883.060770 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4115.080000 sec): 3 clusters Score: Raw -504342.726554 + Penalty 1737.087489 = -502605.639065 nChanged 976 SP:Iteration 1F (4115.200000 sec): 3 clusters Score: Raw -505160.552481 + Penalty 1732.708407 = -503427.844074 nChanged 297 SP:Iteration 2F (4115.320000 sec): 3 clusters Score: Raw -505377.542571 + Penalty 1738.723807 = -503638.818764 nChanged 123 SP:Iteration 3F (4115.440000 sec): 3 clusters Score: Raw -505463.314750 + Penalty 1738.163870 = -503725.150880 nChanged 67 SP:Iteration 4Q (4115.560000 sec): 3 clusters Score: Raw -505501.553605 + Penalty 1737.836291 = -503763.717314 nChanged 46 SP:Iteration 5Q (4115.680000 sec): 3 clusters Score: Raw -505524.505858 + Penalty 1740.532737 = -503783.973121 nChanged 49 SP:Iteration 6Q (4115.800000 sec): 3 clusters Score: Raw -505549.016261 + Penalty 1747.039023 = -503801.977237 nChanged 49 SP:Iteration 7Q (4115.920000 sec): 3 clusters Score: Raw -505575.705532 + Penalty 1753.990432 = -503821.715100 nChanged 38 SP:Iteration 8Q (4116.040000 sec): 3 clusters Score: Raw -505596.088681 + Penalty 1764.748783 = -503831.339899 nChanged 22 SP:Iteration 9Q (4116.160000 sec): 3 clusters Score: Raw -505608.937216 + Penalty 1766.393899 = -503842.543318 nChanged 19 SP:Iteration 10Q (4116.280000 sec): 3 clusters Score: Raw -505618.562046 + Penalty 1762.333170 = -503856.228875 nChanged 17 SP:Iteration 11Q (4116.400000 sec): 3 clusters Score: Raw -505626.842915 + Penalty 1769.754449 = -503857.088466 nChanged 20 SP:Iteration 12Q (4116.520000 sec): 3 clusters Score: Raw -505639.797171 + Penalty 1770.727060 = -503869.070112 nChanged 24 SP:Iteration 13Q (4116.630000 sec): 3 clusters Score: Raw -505654.303132 + Penalty 1782.147156 = -503872.155976 nChanged 25 SP:Iteration 14Q (4116.750000 sec): 3 clusters Score: Raw -505672.143938 + Penalty 1801.827006 = -503870.316932 nChanged 37 SP:Iteration 15F (4116.870000 sec): 3 clusters Score: Raw -505707.245374 + Penalty 1829.755218 = -503877.490157 nChanged 36 SP:Iteration 16Q (4116.990000 sec): 3 clusters Score: Raw -505746.156006 + Penalty 1856.156405 = -503889.999601 nChanged 32 SP:Iteration 17Q (4117.110000 sec): 3 clusters Score: Raw -505795.309280 + Penalty 1861.359857 = -503933.949423 nChanged 28 SP:Iteration 18Q (4117.230000 sec): 3 clusters Score: Raw -505835.358690 + Penalty 1865.779221 = -503969.579469 nChanged 20 SP:Iteration 19Q (4117.340000 sec): 3 clusters Score: Raw -505876.607941 + Penalty 1853.653532 = -504022.954408 nChanged 14 SP:Iteration 20F (4117.470000 sec): 3 clusters Score: Raw -505886.015843 + Penalty 1855.902445 = -504030.113398 nChanged 3 SP:Iteration 21Q (4117.570000 sec): 3 clusters Score: Raw -505893.017578 + Penalty 1852.611188 = -504040.406390 nChanged 2 SP:Iteration 22Q (4117.680000 sec): 3 clusters Score: Raw -505893.810932 + Penalty 1852.611188 = -504041.199744 nChanged 0 SP:Iteration 23F (4117.800000 sec): 3 clusters Score: Raw -505893.810932 + Penalty 1852.611188 = -504041.199744 nChanged 0 Trying to split cluster 28 (958 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4117.870000 sec): 2 clusters Score: Raw -199553.954400 + Penalty 91.803073 = -199462.151327 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4117.900000 sec): 3 clusters Score: Raw -198967.611930 + Penalty 179.201210 = -198788.410720 nChanged 419 SP:Iteration 1F (4117.930000 sec): 3 clusters Score: Raw -199214.720186 + Penalty 179.273801 = -199035.446385 nChanged 88 SP:Iteration 2F (4117.950000 sec): 3 clusters Score: Raw -199257.656121 + Penalty 180.548446 = -199077.107675 nChanged 50 SP:Iteration 3F (4117.980000 sec): 3 clusters Score: Raw -199294.922818 + Penalty 180.214318 = -199114.708500 nChanged 35 SP:Iteration 4Q (4118.010000 sec): 3 clusters Score: Raw -199316.421151 + Penalty 179.877071 = -199136.544080 nChanged 39 SP:Iteration 5Q (4118.040000 sec): 3 clusters Score: Raw -199340.673115 + Penalty 179.751288 = -199160.921827 nChanged 35 SP:Iteration 6Q (4118.060000 sec): 3 clusters Score: Raw -199357.331768 + Penalty 179.902195 = -199177.429573 nChanged 31 SP:Iteration 7Q (4118.090000 sec): 3 clusters Score: Raw -199368.458664 + Penalty 179.711143 = -199188.747521 nChanged 29 SP:Iteration 8Q (4118.120000 sec): 3 clusters Score: Raw -199383.323969 + Penalty 180.112527 = -199203.211442 nChanged 33 SP:Iteration 9Q (4118.150000 sec): 3 clusters Score: Raw -199398.074857 + Penalty 179.385802 = -199218.689055 nChanged 29 SP:Iteration 10Q (4118.180000 sec): 3 clusters Score: Raw -199410.238464 + Penalty 178.598528 = -199231.639936 nChanged 30 SP:Iteration 11Q (4118.200000 sec): 3 clusters Score: Raw -199425.774172 + Penalty 177.513305 = -199248.260867 nChanged 38 SP:Iteration 12Q (4118.230000 sec): 3 clusters Score: Raw -199448.323966 + Penalty 181.928539 = -199266.395426 nChanged 36 SP:Iteration 13Q (4118.260000 sec): 3 clusters Score: Raw -199477.578841 + Penalty 186.616002 = -199290.962839 nChanged 26 SP:Iteration 14Q (4118.280000 sec): 3 clusters Score: Raw -199495.742583 + Penalty 187.312289 = -199308.430294 nChanged 20 SP:Iteration 15Q (4118.310000 sec): 3 clusters Score: Raw -199508.461172 + Penalty 191.894888 = -199316.566284 nChanged 16 SP:Iteration 16Q (4118.340000 sec): 3 clusters Score: Raw -199517.188706 + Penalty 191.200763 = -199325.987943 nChanged 14 SP:Iteration 17Q (4118.360000 sec): 3 clusters Score: Raw -199524.679883 + Penalty 197.865987 = -199326.813896 nChanged 13 SP:Iteration 18Q (4118.390000 sec): 3 clusters Score: Raw -199534.589716 + Penalty 200.538602 = -199334.051115 nChanged 10 SP:Iteration 19Q (4118.410000 sec): 3 clusters Score: Raw -199539.472786 + Penalty 202.888219 = -199336.584566 nChanged 4 SP:Iteration 20F (4118.440000 sec): 3 clusters Score: Raw -199543.928808 + Penalty 205.060931 = -199338.867878 nChanged 2 SP:Iteration 21Q (4118.470000 sec): 3 clusters Score: Raw -199546.225668 + Penalty 206.630264 = -199339.595404 nChanged 2 SP:Iteration 22Q (4118.490000 sec): 3 clusters Score: Raw -199547.817359 + Penalty 206.630264 = -199341.187095 nChanged 0 SP:Iteration 23F (4118.520000 sec): 3 clusters Score: Raw -199547.817359 + Penalty 206.630264 = -199341.187095 nChanged 0 Trying to split cluster 32 (36 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4118.530000 sec): 2 clusters Score: Raw -7348.343563 + Penalty 49.813614 = -7298.529949 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4118.530000 sec): 3 clusters Score: Raw -6961.792281 + Penalty 90.161832 = -6871.630448 nChanged 20 SP:Iteration 1F (4118.530000 sec): 3 clusters Score: Raw -7343.676894 + Penalty 84.760661 = -7258.916234 nChanged 1 SP:Iteration 2Q (4118.530000 sec): 3 clusters Score: Raw -7355.186900 + Penalty 84.760661 = -7270.426239 nChanged 0 SP:Iteration 3F (4118.540000 sec): 3 clusters Score: Raw -7355.186900 + Penalty 84.760661 = -7270.426239 nChanged 0 Trying to split cluster 36 (818 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4118.650000 sec): 2 clusters Score: Raw -167106.843117 + Penalty 1884.194920 = -165222.648197 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4118.700000 sec): 3 clusters Score: Raw -166782.459274 + Penalty 3792.438868 = -162990.020406 nChanged 238 SP:Iteration 1F (4118.750000 sec): 3 clusters Score: Raw -167085.713876 + Penalty 3834.560627 = -163251.153248 nChanged 91 SP:Iteration 2F (4118.800000 sec): 3 clusters Score: Raw -167268.073429 + Penalty 3860.638110 = -163407.435319 nChanged 51 SP:Iteration 3F (4118.850000 sec): 3 clusters Score: Raw -167379.720846 + Penalty 3853.930086 = -163525.790760 nChanged 38 SP:Iteration 4Q (4118.900000 sec): 3 clusters Score: Raw -167468.048337 + Penalty 3881.697570 = -163586.350766 nChanged 26 SP:Iteration 5Q (4118.950000 sec): 3 clusters Score: Raw -167516.296174 + Penalty 3877.847879 = -163638.448295 nChanged 14 SP:Iteration 6Q (4119.000000 sec): 3 clusters Score: Raw -167538.872045 + Penalty 3855.320099 = -163683.551947 nChanged 4 SP:Iteration 7Q (4119.050000 sec): 3 clusters Score: Raw -167554.587384 + Penalty 3855.499982 = -163699.087403 nChanged 2 SP:Iteration 8Q (4119.100000 sec): 3 clusters Score: Raw -167556.350879 + Penalty 3855.499982 = -163700.850898 nChanged 0 SP:Iteration 9F (4119.150000 sec): 3 clusters Score: Raw -167556.350879 + Penalty 3855.499982 = -163700.850898 nChanged 0 Trying to split cluster 48 (663 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4119.250000 sec): 2 clusters Score: Raw -133784.228153 + Penalty 1884.442168 = -131899.785984 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4119.290000 sec): 3 clusters Score: Raw -133719.217671 + Penalty 3834.856561 = -129884.361110 nChanged 206 SP:Iteration 1F (4119.340000 sec): 3 clusters Score: Raw -134087.482350 + Penalty 4022.373996 = -130065.108354 nChanged 81 SP:Iteration 2F (4119.390000 sec): 3 clusters Score: Raw -134296.989848 + Penalty 4151.451529 = -130145.538319 nChanged 38 SP:Iteration 3F (4119.440000 sec): 3 clusters Score: Raw -134365.330319 + Penalty 4121.075109 = -130244.255210 nChanged 26 SP:Iteration 4Q (4119.490000 sec): 3 clusters Score: Raw -134439.285655 + Penalty 4150.854952 = -130288.430702 nChanged 17 SP:Iteration 5Q (4119.530000 sec): 3 clusters Score: Raw -134512.320063 + Penalty 4158.929052 = -130353.391011 nChanged 8 SP:Iteration 6Q (4119.580000 sec): 3 clusters Score: Raw -134527.783213 + Penalty 4158.929052 = -130368.854161 nChanged 0 SP:Iteration 7F (4119.630000 sec): 3 clusters Score: Raw -134527.783213 + Penalty 4158.929052 = -130368.854161 nChanged 0 Trying to split cluster 53 (586 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4119.710000 sec): 2 clusters Score: Raw -156832.350502 + Penalty 14863.413243 = -141968.937259 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4119.760000 sec): 3 clusters Score: Raw -161623.663737 + Penalty 29661.628182 = -131962.035555 nChanged 144 SP:Iteration 1F (4119.820000 sec): 3 clusters Score: Raw -164342.854333 + Penalty 29661.628182 = -134681.226152 nChanged 0 Trying to split cluster 58 (54 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4119.830000 sec): 2 clusters Score: Raw -9794.123670 + Penalty 111.646551 = -9682.477118 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4119.830000 sec): 3 clusters Score: Raw -9332.730184 + Penalty 111.646551 = -9221.083633 nChanged 24 SP:Iteration 1F (4119.840000 sec): 2 clusters Score: Raw -9794.123670 + Penalty 111.646551 = -9682.477118 nChanged 0 Trying to split cluster 75 (62 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4119.840000 sec): 2 clusters Score: Raw -12493.944705 + Penalty 97.453514 = -12396.491191 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4119.850000 sec): 3 clusters Score: Raw -12512.203832 + Penalty 185.141531 = -12327.062301 nChanged 19 SP:Iteration 1F (4119.850000 sec): 3 clusters Score: Raw -12290.525836 + Penalty 97.453514 = -12193.072321 nChanged 7 SP:Iteration 2F (4119.850000 sec): 2 clusters Score: Raw -12493.944705 + Penalty 97.453514 = -12396.491191 nChanged 0 Trying to split cluster 76 (1590 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4120.040000 sec): 2 clusters Score: Raw -313124.678201 + Penalty 9425.432843 = -303699.245359 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4120.180000 sec): 3 clusters Score: Raw -313074.543015 + Penalty 19334.828090 = -293739.714925 nChanged 464 SP:Iteration 1F (4120.310000 sec): 3 clusters Score: Raw -314679.679753 + Penalty 20209.539351 = -294470.140402 nChanged 204 SP:Iteration 2F (4120.450000 sec): 3 clusters Score: Raw -316012.204187 + Penalty 20961.268729 = -295050.935459 nChanged 132 SP:Iteration 3F (4120.590000 sec): 3 clusters Score: Raw -317144.631668 + Penalty 21437.944553 = -295706.687116 nChanged 71 SP:Iteration 4Q (4120.710000 sec): 3 clusters Score: Raw -317893.867832 + Penalty 21610.999599 = -296282.868234 nChanged 30 SP:Iteration 5Q (4120.820000 sec): 3 clusters Score: Raw -318239.913931 + Penalty 21694.295002 = -296545.618929 nChanged 16 SP:Iteration 6Q (4120.930000 sec): 3 clusters Score: Raw -318638.066687 + Penalty 21807.531849 = -296830.534838 nChanged 18 SP:Iteration 7Q (4121.040000 sec): 3 clusters Score: Raw -318942.025193 + Penalty 21909.403115 = -297032.622078 nChanged 18 SP:Iteration 8Q (4121.150000 sec): 3 clusters Score: Raw -319163.283195 + Penalty 22016.849874 = -297146.433321 nChanged 14 SP:Iteration 9Q (4121.260000 sec): 3 clusters Score: Raw -319327.795925 + Penalty 22101.071024 = -297226.724901 nChanged 10 SP:Iteration 10Q (4121.370000 sec): 3 clusters Score: Raw -319429.436856 + Penalty 22105.147713 = -297324.289143 nChanged 4 SP:Iteration 11Q (4121.480000 sec): 3 clusters Score: Raw -319495.030335 + Penalty 22160.510488 = -297334.519848 nChanged 5 SP:Iteration 12Q (4121.590000 sec): 3 clusters Score: Raw -319612.167634 + Penalty 22224.350311 = -297387.817323 nChanged 6 SP:Iteration 13Q (4121.700000 sec): 3 clusters Score: Raw -319659.258381 + Penalty 22224.350311 = -297434.908070 nChanged 0 SP:Iteration 14F (4121.840000 sec): 3 clusters Score: Raw -319671.194804 + Penalty 22246.655019 = -297424.539785 nChanged 1 SP:Iteration 15F (4121.980000 sec): 3 clusters Score: Raw -319748.278305 + Penalty 22291.345693 = -297456.932612 nChanged 3 SP:Iteration 16Q (4122.090000 sec): 3 clusters Score: Raw -319898.290477 + Penalty 22358.776925 = -297539.513552 nChanged 10 SP:Iteration 17Q (4122.200000 sec): 3 clusters Score: Raw -320036.371916 + Penalty 22418.600300 = -297617.771617 nChanged 8 SP:Iteration 18Q (4122.300000 sec): 3 clusters Score: Raw -320182.529596 + Penalty 22463.692239 = -297718.837357 nChanged 8 SP:Iteration 19Q (4122.420000 sec): 3 clusters Score: Raw -320399.571182 + Penalty 22463.692239 = -297935.878943 nChanged 0 SP:Iteration 20F (4122.560000 sec): 3 clusters Score: Raw -320399.571182 + Penalty 22463.692239 = -297935.878943 nChanged 0 Trying to split cluster 89 (181 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4122.570000 sec): 2 clusters Score: Raw -36312.786599 + Penalty 241.157352 = -36071.629247 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4122.580000 sec): 3 clusters Score: Raw -36310.852569 + Penalty 479.223578 = -35831.628991 nChanged 55 SP:Iteration 1F (4122.590000 sec): 3 clusters Score: Raw -36419.682269 + Penalty 480.596800 = -35939.085469 nChanged 6 SP:Iteration 2Q (4122.590000 sec): 3 clusters Score: Raw -36432.610984 + Penalty 480.596800 = -35952.014184 nChanged 0 SP:Iteration 3F (4122.600000 sec): 3 clusters Score: Raw -36432.610984 + Penalty 480.596800 = -35952.014184 nChanged 0 Iteration 109F (4165.121000 sec): 26 clusters Score: Raw -31065813.374171 + Penalty 87342.874390 = -30978470.499781 nChanged 62 Iteration 110F (4207.908000 sec): 26 clusters Score: Raw -31065830.287117 + Penalty 87346.743539 = -30978483.543578 nChanged 20 Iteration 111Q (4218.258000 sec): 26 clusters Score: Raw -31065833.658259 + Penalty 87348.826414 = -30978484.831845 nChanged 15 Iteration 112Q (4228.690000 sec): 26 clusters Score: Raw -31065837.996679 + Penalty 87348.975378 = -30978489.021301 nChanged 8 Iteration 113Q (4239.058000 sec): 26 clusters Score: Raw -31065840.016518 + Penalty 87348.792980 = -30978491.223539 nChanged 8 Iteration 114Q (4249.442000 sec): 26 clusters Score: Raw -31065840.681477 + Penalty 87348.793711 = -30978491.887766 nChanged 6 Iteration 115Q (4259.812000 sec): 26 clusters Score: Raw -31065841.253317 + Penalty 87348.720375 = -30978492.532942 nChanged 4 Iteration 116Q (4270.192000 sec): 26 clusters Score: Raw -31065841.683685 + Penalty 87348.720375 = -30978492.963310 nChanged 0 Iteration 117F (4312.721000 sec): 26 clusters Score: Raw -31065841.683685 + Penalty 87348.720375 = -30978492.963310 nChanged 0 Compute initial score before splitting: Score: Raw -31065841.683685 + Penalty 87348.720375 = -30978492.963310 Trying to split cluster 1 (415 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4326.581000 sec): 2 clusters Score: Raw -86551.133528 + Penalty 32.325881 = -86518.807647 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4326.591000 sec): 3 clusters Score: Raw -86302.699377 + Penalty 64.857588 = -86237.841789 nChanged 197 SP:Iteration 1F (4326.611000 sec): 3 clusters Score: Raw -86424.461136 + Penalty 64.727618 = -86359.733518 nChanged 34 SP:Iteration 2F (4326.621000 sec): 3 clusters Score: Raw -86444.869413 + Penalty 64.735129 = -86380.134283 nChanged 29 SP:Iteration 3F (4326.631000 sec): 3 clusters Score: Raw -86458.547701 + Penalty 64.743702 = -86393.803998 nChanged 11 SP:Iteration 4Q (4326.641000 sec): 3 clusters Score: Raw -86462.117693 + Penalty 64.766480 = -86397.351213 nChanged 11 SP:Iteration 5Q (4326.651000 sec): 3 clusters Score: Raw -86466.437511 + Penalty 64.804543 = -86401.632968 nChanged 8 SP:Iteration 6Q (4326.671000 sec): 3 clusters Score: Raw -86468.400697 + Penalty 64.771141 = -86403.629556 nChanged 10 SP:Iteration 7Q (4326.681000 sec): 3 clusters Score: Raw -86473.918782 + Penalty 64.738085 = -86409.180697 nChanged 8 SP:Iteration 8Q (4326.691000 sec): 3 clusters Score: Raw -86477.974117 + Penalty 64.683196 = -86413.290922 nChanged 10 SP:Iteration 9Q (4326.701000 sec): 3 clusters Score: Raw -86479.521700 + Penalty 64.657154 = -86414.864546 nChanged 7 SP:Iteration 10Q (4326.711000 sec): 3 clusters Score: Raw -86480.445441 + Penalty 64.657154 = -86415.788287 nChanged 4 SP:Iteration 11Q (4326.721000 sec): 3 clusters Score: Raw -86480.782772 + Penalty 64.657154 = -86416.125618 nChanged 0 SP:Iteration 12F (4326.741000 sec): 3 clusters Score: Raw -86480.782772 + Penalty 64.657154 = -86416.125618 nChanged 0 Trying to split cluster 2 (705 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4326.801000 sec): 2 clusters Score: Raw -146471.477855 + Penalty 126.613732 = -146344.864123 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4326.831000 sec): 3 clusters Score: Raw -146074.822955 + Penalty 298.774625 = -145776.048330 nChanged 295 SP:Iteration 1F (4326.851000 sec): 3 clusters Score: Raw -146353.858630 + Penalty 329.513073 = -146024.345557 nChanged 41 SP:Iteration 2F (4326.871000 sec): 3 clusters Score: Raw -146397.627339 + Penalty 378.266966 = -146019.360373 nChanged 41 SP:Iteration 3F (4326.901000 sec): 3 clusters Score: Raw -146454.252681 + Penalty 404.020746 = -146050.231935 nChanged 9 SP:Iteration 4Q (4326.921000 sec): 3 clusters Score: Raw -146463.024616 + Penalty 422.543385 = -146040.481231 nChanged 4 SP:Iteration 5F (4326.941000 sec): 3 clusters Score: Raw -146466.044288 + Penalty 504.347772 = -145961.696516 nChanged 8 SP:Iteration 6F (4326.971000 sec): 3 clusters Score: Raw -146478.047136 + Penalty 574.849762 = -145903.197374 nChanged 6 SP:Iteration 7F (4326.991000 sec): 3 clusters Score: Raw -146496.130466 + Penalty 574.849762 = -145921.280704 nChanged 0 Trying to split cluster 3 (373 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4327.021000 sec): 2 clusters Score: Raw -77539.348994 + Penalty 77.702638 = -77461.646356 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4327.031000 sec): 3 clusters Score: Raw -77340.432446 + Penalty 164.867018 = -77175.565427 nChanged 158 SP:Iteration 1F (4327.041000 sec): 3 clusters Score: Raw -77531.866409 + Penalty 167.514484 = -77364.351925 nChanged 20 SP:Iteration 2F (4327.051000 sec): 3 clusters Score: Raw -77565.915607 + Penalty 167.282643 = -77398.632964 nChanged 14 SP:Iteration 3Q (4327.071000 sec): 3 clusters Score: Raw -77577.508290 + Penalty 164.553436 = -77412.954854 nChanged 8 SP:Iteration 4Q (4327.081000 sec): 3 clusters Score: Raw -77584.869363 + Penalty 163.881091 = -77420.988273 nChanged 3 SP:Iteration 5Q (4327.091000 sec): 3 clusters Score: Raw -77585.656338 + Penalty 163.569909 = -77422.086429 nChanged 2 SP:Iteration 6Q (4327.101000 sec): 3 clusters Score: Raw -77586.610855 + Penalty 163.807161 = -77422.803694 nChanged 4 SP:Iteration 7Q (4327.111000 sec): 3 clusters Score: Raw -77589.165806 + Penalty 163.610977 = -77425.554829 nChanged 2 SP:Iteration 8Q (4327.121000 sec): 3 clusters Score: Raw -77589.938382 + Penalty 163.707407 = -77426.230975 nChanged 4 SP:Iteration 9Q (4327.131000 sec): 3 clusters Score: Raw -77595.950667 + Penalty 162.775505 = -77433.175162 nChanged 6 SP:Iteration 10Q (4327.141000 sec): 3 clusters Score: Raw -77603.275788 + Penalty 161.377588 = -77441.898200 nChanged 6 SP:Iteration 11Q (4327.151000 sec): 3 clusters Score: Raw -77606.147489 + Penalty 161.377588 = -77444.769902 nChanged 0 SP:Iteration 12F (4327.161000 sec): 3 clusters Score: Raw -77606.147489 + Penalty 161.377588 = -77444.769902 nChanged 0 Trying to split cluster 4 (2502 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4327.391000 sec): 2 clusters Score: Raw -522473.906264 + Penalty 67.973555 = -522405.932710 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4327.471000 sec): 3 clusters Score: Raw -520860.289014 + Penalty 138.035564 = -520722.253450 nChanged 1166 SP:Iteration 1F (4327.541000 sec): 3 clusters Score: Raw -521899.022356 + Penalty 138.496866 = -521760.525490 nChanged 161 SP:Iteration 2F (4327.621000 sec): 3 clusters Score: Raw -521990.077251 + Penalty 138.987937 = -521851.089314 nChanged 104 SP:Iteration 3Q (4327.691000 sec): 3 clusters Score: Raw -522045.132301 + Penalty 139.732441 = -521905.399860 nChanged 94 SP:Iteration 4Q (4327.771000 sec): 3 clusters Score: Raw -522100.184448 + Penalty 139.435261 = -521960.749186 nChanged 78 SP:Iteration 5Q (4327.851000 sec): 3 clusters Score: Raw -522151.750308 + Penalty 138.706030 = -522013.044278 nChanged 59 SP:Iteration 6Q (4327.931000 sec): 3 clusters Score: Raw -522182.862691 + Penalty 138.761453 = -522044.101237 nChanged 35 SP:Iteration 7Q (4328.011000 sec): 3 clusters Score: Raw -522192.181745 + Penalty 138.670128 = -522053.511616 nChanged 34 SP:Iteration 8Q (4328.081000 sec): 3 clusters Score: Raw -522207.284723 + Penalty 138.680705 = -522068.604017 nChanged 33 SP:Iteration 9Q (4328.161000 sec): 3 clusters Score: Raw -522221.452566 + Penalty 139.147762 = -522082.304805 nChanged 44 SP:Iteration 10Q (4328.241000 sec): 3 clusters Score: Raw -522236.364874 + Penalty 139.819363 = -522096.545510 nChanged 37 SP:Iteration 11Q (4328.311000 sec): 3 clusters Score: Raw -522246.355633 + Penalty 139.650412 = -522106.705221 nChanged 23 SP:Iteration 12Q (4328.391000 sec): 3 clusters Score: Raw -522253.049164 + Penalty 138.832302 = -522114.216862 nChanged 24 SP:Iteration 13Q (4328.471000 sec): 3 clusters Score: Raw -522258.593854 + Penalty 138.854818 = -522119.739036 nChanged 30 SP:Iteration 14Q (4328.541000 sec): 3 clusters Score: Raw -522264.373036 + Penalty 138.683467 = -522125.689569 nChanged 20 SP:Iteration 15Q (4328.621000 sec): 3 clusters Score: Raw -522267.736968 + Penalty 138.395510 = -522129.341458 nChanged 30 SP:Iteration 16Q (4328.691000 sec): 3 clusters Score: Raw -522277.322773 + Penalty 138.538363 = -522138.784410 nChanged 29 SP:Iteration 17Q (4328.761000 sec): 3 clusters Score: Raw -522284.479858 + Penalty 137.833554 = -522146.646304 nChanged 19 SP:Iteration 18Q (4328.841000 sec): 3 clusters Score: Raw -522287.703285 + Penalty 137.400109 = -522150.303176 nChanged 16 SP:Iteration 19Q (4328.911000 sec): 3 clusters Score: Raw -522290.445446 + Penalty 137.521387 = -522152.924059 nChanged 17 SP:Iteration 20F (4328.981000 sec): 3 clusters Score: Raw -522295.801098 + Penalty 138.491802 = -522157.309297 nChanged 23 SP:Iteration 21Q (4329.061000 sec): 3 clusters Score: Raw -522301.522469 + Penalty 140.071330 = -522161.451140 nChanged 33 SP:Iteration 22Q (4329.131000 sec): 3 clusters Score: Raw -522311.255194 + Penalty 140.659920 = -522170.595274 nChanged 40 SP:Iteration 23Q (4329.201000 sec): 3 clusters Score: Raw -522324.075249 + Penalty 140.861648 = -522183.213600 nChanged 42 SP:Iteration 24Q (4329.271000 sec): 3 clusters Score: Raw -522338.510959 + Penalty 144.221207 = -522194.289751 nChanged 48 SP:Iteration 25Q (4329.351000 sec): 3 clusters Score: Raw -522360.905906 + Penalty 143.655313 = -522217.250593 nChanged 52 SP:Iteration 26Q (4329.421000 sec): 3 clusters Score: Raw -522387.566958 + Penalty 147.672243 = -522239.894715 nChanged 50 SP:Iteration 27Q (4329.491000 sec): 3 clusters Score: Raw -522413.927009 + Penalty 148.961707 = -522264.965302 nChanged 44 SP:Iteration 28Q (4329.561000 sec): 3 clusters Score: Raw -522436.594110 + Penalty 145.663067 = -522290.931043 nChanged 32 SP:Iteration 29Q (4329.631000 sec): 3 clusters Score: Raw -522455.574530 + Penalty 144.216894 = -522311.357636 nChanged 31 SP:Iteration 30Q (4329.701000 sec): 3 clusters Score: Raw -522474.226500 + Penalty 148.727530 = -522325.498970 nChanged 26 SP:Iteration 31Q (4329.781000 sec): 3 clusters Score: Raw -522487.948787 + Penalty 153.347980 = -522334.600808 nChanged 24 SP:Iteration 32Q (4329.851000 sec): 3 clusters Score: Raw -522501.668020 + Penalty 158.129152 = -522343.538868 nChanged 21 SP:Iteration 33Q (4329.921000 sec): 3 clusters Score: Raw -522512.564682 + Penalty 155.270929 = -522357.293754 nChanged 18 SP:Iteration 34Q (4329.981000 sec): 3 clusters Score: Raw -522520.968806 + Penalty 156.053147 = -522364.915659 nChanged 10 SP:Iteration 35Q (4330.051000 sec): 3 clusters Score: Raw -522527.165217 + Penalty 160.579854 = -522366.585363 nChanged 14 SP:Iteration 36Q (4330.121000 sec): 3 clusters Score: Raw -522534.539241 + Penalty 159.994157 = -522374.545085 nChanged 6 SP:Iteration 37Q (4330.181000 sec): 3 clusters Score: Raw -522536.608484 + Penalty 161.881078 = -522374.727405 nChanged 2 SP:Iteration 38Q (4330.251000 sec): 3 clusters Score: Raw -522537.545665 + Penalty 163.909522 = -522373.636143 nChanged 2 SP:Iteration 39F (4330.331000 sec): 3 clusters Score: Raw -522538.030580 + Penalty 166.095812 = -522371.934768 nChanged 2 SP:Iteration 40F (4330.411000 sec): 3 clusters Score: Raw -522538.169524 + Penalty 168.458886 = -522369.710638 nChanged 2 SP:Iteration 41F (4330.491000 sec): 3 clusters Score: Raw -522538.307484 + Penalty 168.458886 = -522369.848598 nChanged 0 Trying to split cluster 5 (35 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4330.491000 sec): 2 clusters Score: Raw -5942.408081 + Penalty 644.233673 = -5298.174408 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4330.501000 sec): 3 clusters Score: Raw -2934.509958 + Penalty 1857.243294 = -1077.266663 nChanged 12 SP:Iteration 1F (4330.501000 sec): 3 clusters Score: Raw -5649.375561 + Penalty 1857.243294 = -3792.132267 nChanged 0 Trying to split cluster 6 (85 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4330.511000 sec): 2 clusters Score: Raw -17632.233243 + Penalty 22.924037 = -17609.309206 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4330.511000 sec): 3 clusters Score: Raw -17591.794707 + Penalty 46.182258 = -17545.612449 nChanged 36 SP:Iteration 1F (4330.521000 sec): 3 clusters Score: Raw -17684.045145 + Penalty 46.098739 = -17637.946407 nChanged 2 SP:Iteration 2Q (4330.521000 sec): 3 clusters Score: Raw -17686.502786 + Penalty 46.098739 = -17640.404047 nChanged 0 SP:Iteration 3F (4330.521000 sec): 3 clusters Score: Raw -17686.502786 + Penalty 46.098739 = -17640.404047 nChanged 0 Score: Raw -31197730.463739 + Penalty 87410.896344 = -31110319.567395 Splitting cluster 6 changes total score from -30978492.963310 to -31110319.567395 So it's getting split into cluster 11. Trying to split cluster 7 (1459 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4373.760000 sec): 2 clusters Score: Raw -278856.788839 + Penalty 8340.403497 = -270516.385342 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4373.890000 sec): 3 clusters Score: Raw -278679.893466 + Penalty 16812.482471 = -261867.410995 nChanged 410 SP:Iteration 1F (4374.020000 sec): 3 clusters Score: Raw -279964.318103 + Penalty 17740.560805 = -262223.757298 nChanged 216 SP:Iteration 2F (4374.150000 sec): 3 clusters Score: Raw -281036.555748 + Penalty 18688.426418 = -262348.129330 nChanged 131 SP:Iteration 3F (4374.280000 sec): 3 clusters Score: Raw -281965.865102 + Penalty 19166.887718 = -262798.977384 nChanged 64 SP:Iteration 4Q (4374.390000 sec): 3 clusters Score: Raw -282447.896859 + Penalty 19410.136853 = -263037.760006 nChanged 33 SP:Iteration 5Q (4374.490000 sec): 3 clusters Score: Raw -282643.086389 + Penalty 19428.937588 = -263214.148801 nChanged 15 SP:Iteration 6Q (4374.600000 sec): 3 clusters Score: Raw -282747.848727 + Penalty 19472.390939 = -263275.457788 nChanged 8 SP:Iteration 7Q (4374.700000 sec): 3 clusters Score: Raw -282788.280622 + Penalty 19472.390939 = -263315.889682 nChanged 0 SP:Iteration 8F (4374.830000 sec): 3 clusters Score: Raw -282788.280622 + Penalty 19472.390939 = -263315.889682 nChanged 0 Trying to split cluster 8 (1147 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4375.000000 sec): 2 clusters Score: Raw -233814.245987 + Penalty 2070.682920 = -231743.563067 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4375.100000 sec): 3 clusters Score: Raw -233326.625182 + Penalty 4209.971783 = -229116.653399 nChanged 380 SP:Iteration 1F (4375.200000 sec): 3 clusters Score: Raw -233911.052118 + Penalty 4440.530996 = -229470.521121 nChanged 178 SP:Iteration 2F (4375.290000 sec): 3 clusters Score: Raw -234287.187468 + Penalty 4739.925156 = -229547.262312 nChanged 105 SP:Iteration 3F (4375.390000 sec): 3 clusters Score: Raw -234515.942651 + Penalty 4832.334233 = -229683.608418 nChanged 35 SP:Iteration 4Q (4375.470000 sec): 3 clusters Score: Raw -234595.599098 + Penalty 4930.964635 = -229664.634462 nChanged 20 SP:Iteration 5F (4375.570000 sec): 3 clusters Score: Raw -234656.583366 + Penalty 4921.067890 = -229735.515476 nChanged 6 SP:Iteration 6Q (4375.650000 sec): 3 clusters Score: Raw -234665.501503 + Penalty 4921.821464 = -229743.680039 nChanged 4 SP:Iteration 7Q (4375.720000 sec): 3 clusters Score: Raw -234677.137814 + Penalty 4948.693063 = -229728.444751 nChanged 2 SP:Iteration 8F (4375.820000 sec): 3 clusters Score: Raw -234683.515802 + Penalty 4948.693063 = -229734.822739 nChanged 0 Trying to split cluster 9 (132337 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4395.363000 sec): 2 clusters Score: Raw -27626753.768425 + Penalty 66.813284 = -27626686.955141 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4404.406000 sec): 3 clusters Score: Raw -27535606.108984 + Penalty 135.041326 = -27535471.067658 nChanged 65712 SP:Iteration 1F (4413.300000 sec): 3 clusters Score: Raw -27587400.919886 + Penalty 136.005128 = -27587264.914758 nChanged 10382 SP:Iteration 2F (4421.900000 sec): 3 clusters Score: Raw -27594889.231285 + Penalty 137.177717 = -27594752.053568 nChanged 6889 SP:Iteration 3F (4430.623000 sec): 3 clusters Score: Raw -27601806.879394 + Penalty 138.021780 = -27601668.857614 nChanged 5317 SP:Iteration 4Q (4439.313000 sec): 3 clusters Score: Raw -27607590.174252 + Penalty 138.875807 = -27607451.298445 nChanged 4387 SP:Iteration 5Q (4447.905000 sec): 3 clusters Score: Raw -27611130.702975 + Penalty 139.677729 = -27610991.025245 nChanged 3818 SP:Iteration 6Q (4456.425000 sec): 3 clusters Score: Raw -27613400.706158 + Penalty 140.543949 = -27613260.162209 nChanged 3438 SP:Iteration 7Q (4464.905000 sec): 3 clusters Score: Raw -27615317.310120 + Penalty 141.611718 = -27615175.698403 nChanged 3056 SP:Iteration 8Q (4473.376000 sec): 3 clusters Score: Raw -27617081.433735 + Penalty 142.431540 = -27616939.002195 nChanged 2867 SP:Iteration 9Q (4481.815000 sec): 3 clusters Score: Raw -27618840.829599 + Penalty 144.355882 = -27618696.473717 nChanged 2443 SP:Iteration 10Q (4490.255000 sec): 3 clusters Score: Raw -27620371.799746 + Penalty 146.346004 = -27620225.453742 nChanged 1991 SP:Iteration 11Q (4498.732000 sec): 3 clusters Score: Raw -27621619.436158 + Penalty 148.819352 = -27621470.616807 nChanged 1648 SP:Iteration 12Q (4507.198000 sec): 3 clusters Score: Raw -27622710.796941 + Penalty 151.233970 = -27622559.562971 nChanged 1408 SP:Iteration 13Q (4515.708000 sec): 3 clusters Score: Raw -27623668.214012 + Penalty 153.070784 = -27623515.143228 nChanged 1139 SP:Iteration 14Q (4524.198000 sec): 3 clusters Score: Raw -27624426.235145 + Penalty 154.582529 = -27624271.652615 nChanged 846 SP:Iteration 15Q (4532.640000 sec): 3 clusters Score: Raw -27624936.249842 + Penalty 156.099578 = -27624780.150265 nChanged 696 SP:Iteration 16Q (4541.090000 sec): 3 clusters Score: Raw -27625351.511091 + Penalty 158.454007 = -27625193.057084 nChanged 604 SP:Iteration 17Q (4549.590000 sec): 3 clusters Score: Raw -27625715.779538 + Penalty 156.561567 = -27625559.217971 nChanged 476 SP:Iteration 18Q (4558.059000 sec): 3 clusters Score: Raw -27625975.010743 + Penalty 157.222590 = -27625817.788154 nChanged 352 SP:Iteration 19Q (4566.529000 sec): 3 clusters Score: Raw -27626144.772141 + Penalty 157.727077 = -27625987.045064 nChanged 262 SP:Iteration 20F (4575.621000 sec): 3 clusters Score: Raw -27626252.239514 + Penalty 158.690101 = -27626093.549413 nChanged 196 SP:Iteration 21Q (4584.073000 sec): 3 clusters Score: Raw -27626320.566126 + Penalty 158.337112 = -27626162.229015 nChanged 146 SP:Iteration 22Q (4592.523000 sec): 3 clusters Score: Raw -27626361.992929 + Penalty 158.374157 = -27626203.618772 nChanged 108 SP:Iteration 23Q (4601.035000 sec): 3 clusters Score: Raw -27626388.684679 + Penalty 158.301123 = -27626230.383555 nChanged 101 SP:Iteration 24Q (4609.495000 sec): 3 clusters Score: Raw -27626416.502439 + Penalty 159.172721 = -27626257.329719 nChanged 107 SP:Iteration 25Q (4617.982000 sec): 3 clusters Score: Raw -27626446.170138 + Penalty 159.107366 = -27626287.062772 nChanged 96 SP:Iteration 26Q (4626.474000 sec): 3 clusters Score: Raw -27626467.273799 + Penalty 158.761888 = -27626308.511912 nChanged 70 SP:Iteration 27Q (4634.974000 sec): 3 clusters Score: Raw -27626483.553265 + Penalty 159.087483 = -27626324.465782 nChanged 80 SP:Iteration 28Q (4643.447000 sec): 3 clusters Score: Raw -27626503.613247 + Penalty 160.312793 = -27626343.300454 nChanged 90 SP:Iteration 29Q (4651.907000 sec): 3 clusters Score: Raw -27626529.397721 + Penalty 161.581272 = -27626367.816449 nChanged 78 SP:Iteration 30Q (4660.367000 sec): 3 clusters Score: Raw -27626550.874572 + Penalty 162.284528 = -27626388.590044 nChanged 74 SP:Iteration 31Q (4668.846000 sec): 3 clusters Score: Raw -27626573.093664 + Penalty 159.021236 = -27626414.072428 nChanged 61 SP:Iteration 32Q (4677.318000 sec): 3 clusters Score: Raw -27626591.660829 + Penalty 160.213807 = -27626431.447022 nChanged 74 SP:Iteration 33Q (4685.758000 sec): 3 clusters Score: Raw -27626618.923227 + Penalty 161.035933 = -27626457.887294 nChanged 58 SP:Iteration 34Q (4694.243000 sec): 3 clusters Score: Raw -27626638.919555 + Penalty 160.019411 = -27626478.900144 nChanged 48 SP:Iteration 35Q (4702.675000 sec): 3 clusters Score: Raw -27626656.069874 + Penalty 160.826151 = -27626495.243723 nChanged 42 SP:Iteration 36Q (4711.165000 sec): 3 clusters Score: Raw -27626672.841657 + Penalty 161.531772 = -27626511.309885 nChanged 37 SP:Iteration 37Q (4719.617000 sec): 3 clusters Score: Raw -27626686.871360 + Penalty 162.337436 = -27626524.533924 nChanged 35 SP:Iteration 38Q (4728.069000 sec): 3 clusters Score: Raw -27626701.068941 + Penalty 161.969193 = -27626539.099748 nChanged 31 SP:Iteration 39Q (4736.519000 sec): 3 clusters Score: Raw -27626711.626427 + Penalty 163.145020 = -27626548.481408 nChanged 20 SP:Iteration 40F (4745.676000 sec): 3 clusters Score: Raw -27626716.550979 + Penalty 163.829057 = -27626552.721922 nChanged 23 SP:Iteration 41Q (4754.138000 sec): 3 clusters Score: Raw -27626722.621315 + Penalty 162.469971 = -27626560.151344 nChanged 17 SP:Iteration 42Q (4762.588000 sec): 3 clusters Score: Raw -27626727.482578 + Penalty 161.827721 = -27626565.654858 nChanged 17 SP:Iteration 43Q (4771.049000 sec): 3 clusters Score: Raw -27626731.710332 + Penalty 162.323574 = -27626569.386758 nChanged 14 SP:Iteration 44Q (4779.469000 sec): 3 clusters Score: Raw -27626735.733486 + Penalty 163.277619 = -27626572.455867 nChanged 22 SP:Iteration 45Q (4787.940000 sec): 3 clusters Score: Raw -27626741.053509 + Penalty 164.179285 = -27626576.874224 nChanged 12 SP:Iteration 46Q (4796.350000 sec): 3 clusters Score: Raw -27626743.775471 + Penalty 164.270057 = -27626579.505414 nChanged 9 SP:Iteration 47Q (4804.781000 sec): 3 clusters Score: Raw -27626745.468826 + Penalty 164.485173 = -27626580.983653 nChanged 6 SP:Iteration 48Q (4813.279000 sec): 3 clusters Score: Raw -27626746.914220 + Penalty 164.920956 = -27626581.993265 nChanged 8 SP:Iteration 49Q (4821.720000 sec): 3 clusters Score: Raw -27626748.621816 + Penalty 163.150950 = -27626585.470867 nChanged 14 SP:Iteration 50Q (4830.166000 sec): 3 clusters Score: Raw -27626750.908021 + Penalty 163.907518 = -27626587.000504 nChanged 8 SP:Iteration 51Q (4838.606000 sec): 3 clusters Score: Raw -27626753.286408 + Penalty 163.841044 = -27626589.445364 nChanged 5 SP:Iteration 52Q (4847.038000 sec): 3 clusters Score: Raw -27626753.789275 + Penalty 161.910770 = -27626591.878505 nChanged 2 SP:Iteration 53Q (4855.453000 sec): 3 clusters Score: Raw -27626753.950386 + Penalty 162.143249 = -27626591.807137 nChanged 2 SP:Iteration 54F (4864.574000 sec): 3 clusters Score: Raw -27626753.988454 + Penalty 162.143249 = -27626591.845205 nChanged 0 Trying to split cluster 10 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4864.694000 sec): 2 clusters Score: Raw -4142.763732 + Penalty 15.845392 = -4126.918340 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4864.694000 sec): 3 clusters Score: Raw -4132.746725 + Penalty 38.624629 = -4094.122096 nChanged 6 SP:Iteration 1F (4864.694000 sec): 3 clusters Score: Raw -4139.302110 + Penalty 15.845392 = -4123.456718 nChanged 2 SP:Iteration 2F (4864.704000 sec): 2 clusters Score: Raw -4142.763732 + Penalty 15.845392 = -4126.918340 nChanged 0 Trying to split cluster 13 (2058 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4864.904000 sec): 2 clusters Score: Raw -429768.095846 + Penalty 117.013232 = -429651.082614 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4864.964000 sec): 3 clusters Score: Raw -428484.363444 + Penalty 235.819575 = -428248.543869 nChanged 915 SP:Iteration 1F (4865.034000 sec): 3 clusters Score: Raw -429171.719052 + Penalty 237.113416 = -428934.605635 nChanged 135 SP:Iteration 2F (4865.094000 sec): 3 clusters Score: Raw -429273.242707 + Penalty 238.218895 = -429035.023812 nChanged 72 SP:Iteration 3Q (4865.164000 sec): 3 clusters Score: Raw -429362.985880 + Penalty 240.943644 = -429122.042236 nChanged 66 SP:Iteration 4Q (4865.224000 sec): 3 clusters Score: Raw -429396.701013 + Penalty 242.454650 = -429154.246363 nChanged 62 SP:Iteration 5Q (4865.294000 sec): 3 clusters Score: Raw -429440.304478 + Penalty 242.915258 = -429197.389220 nChanged 65 SP:Iteration 6Q (4865.364000 sec): 3 clusters Score: Raw -429487.537696 + Penalty 246.414182 = -429241.123515 nChanged 59 SP:Iteration 7Q (4865.424000 sec): 3 clusters Score: Raw -429524.704072 + Penalty 250.645837 = -429274.058235 nChanged 65 SP:Iteration 8Q (4865.494000 sec): 3 clusters Score: Raw -429562.600977 + Penalty 250.876358 = -429311.724619 nChanged 60 SP:Iteration 9Q (4865.554000 sec): 3 clusters Score: Raw -429596.531069 + Penalty 254.050315 = -429342.480754 nChanged 62 SP:Iteration 10Q (4865.614000 sec): 3 clusters Score: Raw -429634.544863 + Penalty 265.410636 = -429369.134227 nChanged 54 SP:Iteration 11Q (4865.684000 sec): 3 clusters Score: Raw -429677.047432 + Penalty 290.118805 = -429386.928628 nChanged 50 SP:Iteration 12Q (4865.744000 sec): 3 clusters Score: Raw -429727.649194 + Penalty 307.212719 = -429420.436475 nChanged 23 SP:Iteration 13Q (4865.814000 sec): 3 clusters Score: Raw -429758.978392 + Penalty 321.323490 = -429437.654902 nChanged 15 SP:Iteration 14Q (4865.874000 sec): 3 clusters Score: Raw -429791.480015 + Penalty 327.336016 = -429464.143999 nChanged 6 SP:Iteration 15Q (4865.934000 sec): 3 clusters Score: Raw -429816.542638 + Penalty 330.674879 = -429485.867759 nChanged 2 SP:Iteration 16Q (4865.994000 sec): 3 clusters Score: Raw -429828.683183 + Penalty 331.313201 = -429497.369982 nChanged 4 SP:Iteration 17Q (4866.054000 sec): 3 clusters Score: Raw -429831.171288 + Penalty 332.735548 = -429498.435740 nChanged 7 SP:Iteration 18Q (4866.114000 sec): 3 clusters Score: Raw -429834.949198 + Penalty 330.951585 = -429503.997613 nChanged 8 SP:Iteration 19Q (4866.174000 sec): 3 clusters Score: Raw -429840.004780 + Penalty 327.586553 = -429512.418227 nChanged 6 SP:Iteration 20F (4866.244000 sec): 3 clusters Score: Raw -429842.758221 + Penalty 326.037884 = -429516.720337 nChanged 2 SP:Iteration 21Q (4866.304000 sec): 3 clusters Score: Raw -429843.114188 + Penalty 326.037884 = -429517.076304 nChanged 0 SP:Iteration 22F (4866.374000 sec): 3 clusters Score: Raw -429843.114188 + Penalty 326.037884 = -429517.076304 nChanged 0 Trying to split cluster 14 (673 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4866.434000 sec): 2 clusters Score: Raw -137055.766227 + Penalty 531.378054 = -136524.388173 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4866.464000 sec): 3 clusters Score: Raw -136755.354655 + Penalty 1073.434419 = -135681.920235 nChanged 232 SP:Iteration 1F (4866.504000 sec): 3 clusters Score: Raw -137047.234038 + Penalty 1083.953491 = -135963.280548 nChanged 83 SP:Iteration 2F (4866.534000 sec): 3 clusters Score: Raw -137174.040479 + Penalty 1085.239563 = -136088.800916 nChanged 52 SP:Iteration 3F (4866.564000 sec): 3 clusters Score: Raw -137284.871064 + Penalty 1076.579588 = -136208.291476 nChanged 21 SP:Iteration 4Q (4866.594000 sec): 3 clusters Score: Raw -137313.587169 + Penalty 1073.276742 = -136240.310427 nChanged 8 SP:Iteration 5Q (4866.624000 sec): 3 clusters Score: Raw -137318.745485 + Penalty 1073.276742 = -136245.468743 nChanged 0 SP:Iteration 6F (4866.654000 sec): 3 clusters Score: Raw -137318.745485 + Penalty 1073.276742 = -136245.468743 nChanged 0 Trying to split cluster 17 (508 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4866.694000 sec): 2 clusters Score: Raw -106136.401442 + Penalty 70.062909 = -106066.338533 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4866.714000 sec): 3 clusters Score: Raw -105814.920117 + Penalty 138.882331 = -105676.037786 nChanged 233 SP:Iteration 1F (4866.724000 sec): 3 clusters Score: Raw -106032.583090 + Penalty 137.963707 = -105894.619383 nChanged 52 SP:Iteration 2F (4866.744000 sec): 3 clusters Score: Raw -106063.281011 + Penalty 139.333863 = -105923.947148 nChanged 16 SP:Iteration 3Q (4866.754000 sec): 3 clusters Score: Raw -106069.925221 + Penalty 138.437238 = -105931.487983 nChanged 14 SP:Iteration 4Q (4866.774000 sec): 3 clusters Score: Raw -106077.116289 + Penalty 138.173919 = -105938.942369 nChanged 8 SP:Iteration 5Q (4866.784000 sec): 3 clusters Score: Raw -106081.565496 + Penalty 138.476297 = -105943.089199 nChanged 15 SP:Iteration 6Q (4866.804000 sec): 3 clusters Score: Raw -106087.313325 + Penalty 138.726765 = -105948.586560 nChanged 12 SP:Iteration 7Q (4866.814000 sec): 3 clusters Score: Raw -106095.850379 + Penalty 140.081306 = -105955.769074 nChanged 25 SP:Iteration 8Q (4866.834000 sec): 3 clusters Score: Raw -106113.132359 + Penalty 140.635621 = -105972.496738 nChanged 10 SP:Iteration 9Q (4866.844000 sec): 3 clusters Score: Raw -106117.580031 + Penalty 141.157948 = -105976.422082 nChanged 11 SP:Iteration 10Q (4866.864000 sec): 3 clusters Score: Raw -106121.684259 + Penalty 141.824059 = -105979.860201 nChanged 10 SP:Iteration 11Q (4866.874000 sec): 3 clusters Score: Raw -106126.284484 + Penalty 142.481750 = -105983.802734 nChanged 6 SP:Iteration 12Q (4866.894000 sec): 3 clusters Score: Raw -106129.272522 + Penalty 143.056309 = -105986.216212 nChanged 9 SP:Iteration 13Q (4866.914000 sec): 3 clusters Score: Raw -106132.281389 + Penalty 143.127086 = -105989.154303 nChanged 4 SP:Iteration 14Q (4866.924000 sec): 3 clusters Score: Raw -106133.263771 + Penalty 143.219984 = -105990.043787 nChanged 4 SP:Iteration 15Q (4866.944000 sec): 3 clusters Score: Raw -106135.528591 + Penalty 143.177109 = -105992.351482 nChanged 8 SP:Iteration 16Q (4866.954000 sec): 3 clusters Score: Raw -106141.993412 + Penalty 143.148551 = -105998.844861 nChanged 10 SP:Iteration 17Q (4866.974000 sec): 3 clusters Score: Raw -106146.141031 + Penalty 142.616525 = -106003.524506 nChanged 7 SP:Iteration 18Q (4866.984000 sec): 3 clusters Score: Raw -106149.014143 + Penalty 142.926627 = -106006.087516 nChanged 8 SP:Iteration 19Q (4867.004000 sec): 3 clusters Score: Raw -106151.343332 + Penalty 142.197498 = -106009.145833 nChanged 4 SP:Iteration 20F (4867.014000 sec): 3 clusters Score: Raw -106153.194977 + Penalty 141.629289 = -106011.565688 nChanged 6 SP:Iteration 21Q (4867.034000 sec): 3 clusters Score: Raw -106153.543681 + Penalty 141.629289 = -106011.914392 nChanged 0 SP:Iteration 22F (4867.044000 sec): 3 clusters Score: Raw -106153.543681 + Penalty 141.629289 = -106011.914392 nChanged 0 Trying to split cluster 18 (251 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4867.064000 sec): 2 clusters Score: Raw -48297.636279 + Penalty 1155.007880 = -47142.628399 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4867.084000 sec): 3 clusters Score: Raw -48381.066055 + Penalty 2334.887600 = -46046.178456 nChanged 66 SP:Iteration 1F (4867.094000 sec): 3 clusters Score: Raw -48647.558311 + Penalty 2352.920505 = -46294.637806 nChanged 15 SP:Iteration 2F (4867.114000 sec): 3 clusters Score: Raw -48710.572467 + Penalty 2387.224990 = -46323.347477 nChanged 16 SP:Iteration 3F (4867.124000 sec): 3 clusters Score: Raw -48775.460609 + Penalty 2428.831399 = -46346.629210 nChanged 7 SP:Iteration 4Q (4867.134000 sec): 3 clusters Score: Raw -48836.780636 + Penalty 2465.219219 = -46371.561417 nChanged 6 SP:Iteration 5Q (4867.144000 sec): 3 clusters Score: Raw -48856.437034 + Penalty 2481.195663 = -46375.241371 nChanged 2 SP:Iteration 6Q (4867.164000 sec): 3 clusters Score: Raw -48863.722706 + Penalty 2481.195663 = -46382.527043 nChanged 0 SP:Iteration 7F (4867.174000 sec): 3 clusters Score: Raw -48863.722706 + Penalty 2481.195663 = -46382.527043 nChanged 0 Trying to split cluster 21 (178 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4867.194000 sec): 2 clusters Score: Raw -36860.907735 + Penalty 142.967352 = -36717.940383 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4867.194000 sec): 3 clusters Score: Raw -36774.410799 + Penalty 334.500477 = -36439.910321 nChanged 69 SP:Iteration 1F (4867.204000 sec): 3 clusters Score: Raw -36887.455606 + Penalty 342.692812 = -36544.762793 nChanged 3 SP:Iteration 2Q (4867.214000 sec): 3 clusters Score: Raw -36894.619474 + Penalty 347.879420 = -36546.740053 nChanged 2 SP:Iteration 3Q (4867.214000 sec): 3 clusters Score: Raw -36899.051316 + Penalty 347.879420 = -36551.171895 nChanged 0 SP:Iteration 4F (4867.224000 sec): 3 clusters Score: Raw -36899.051316 + Penalty 347.879420 = -36551.171895 nChanged 0 Trying to split cluster 25 (2434 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4867.574000 sec): 2 clusters Score: Raw -505982.286842 + Penalty 873.758016 = -505108.528826 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4867.694000 sec): 3 clusters Score: Raw -504462.633722 + Penalty 1751.580300 = -502711.053422 nChanged 980 SP:Iteration 1F (4867.814000 sec): 3 clusters Score: Raw -505019.875528 + Penalty 1763.429039 = -503256.446489 nChanged 383 SP:Iteration 2F (4867.934000 sec): 3 clusters Score: Raw -505337.312200 + Penalty 1785.942002 = -503551.370198 nChanged 203 SP:Iteration 3F (4868.054000 sec): 3 clusters Score: Raw -505466.226408 + Penalty 1797.694447 = -503668.531961 nChanged 117 SP:Iteration 4Q (4868.174000 sec): 3 clusters Score: Raw -505521.410944 + Penalty 1806.915930 = -503714.495014 nChanged 60 SP:Iteration 5Q (4868.294000 sec): 3 clusters Score: Raw -505536.674150 + Penalty 1823.415185 = -503713.258965 nChanged 45 SP:Iteration 6F (4868.414000 sec): 3 clusters Score: Raw -505552.639735 + Penalty 1848.264217 = -503704.375519 nChanged 50 SP:Iteration 7F (4868.534000 sec): 3 clusters Score: Raw -505577.968934 + Penalty 1888.175815 = -503689.793119 nChanged 74 SP:Iteration 8F (4868.666000 sec): 3 clusters Score: Raw -505622.815009 + Penalty 1943.157287 = -503679.657722 nChanged 89 SP:Iteration 9F (4868.786000 sec): 3 clusters Score: Raw -505681.053976 + Penalty 2030.132430 = -503650.921546 nChanged 108 SP:Iteration 10F (4868.906000 sec): 3 clusters Score: Raw -505763.691914 + Penalty 2123.266133 = -503640.425781 nChanged 100 SP:Iteration 11F (4869.026000 sec): 3 clusters Score: Raw -505848.027885 + Penalty 2225.846010 = -503622.181875 nChanged 89 SP:Iteration 12F (4869.156000 sec): 3 clusters Score: Raw -505928.560436 + Penalty 2316.145946 = -503612.414489 nChanged 68 SP:Iteration 13F (4869.276000 sec): 3 clusters Score: Raw -505988.331137 + Penalty 2396.883434 = -503591.447702 nChanged 55 SP:Iteration 14F (4869.406000 sec): 3 clusters Score: Raw -506030.402120 + Penalty 2455.964188 = -503574.437933 nChanged 39 SP:Iteration 15F (4869.526000 sec): 3 clusters Score: Raw -506052.446832 + Penalty 2478.295949 = -503574.150883 nChanged 16 SP:Iteration 16F (4869.646000 sec): 3 clusters Score: Raw -506059.000648 + Penalty 2497.978253 = -503561.022395 nChanged 12 SP:Iteration 17F (4869.766000 sec): 3 clusters Score: Raw -506063.365245 + Penalty 2511.934596 = -503551.430648 nChanged 7 SP:Iteration 18F (4869.896000 sec): 3 clusters Score: Raw -506067.696334 + Penalty 2531.687483 = -503536.008851 nChanged 8 SP:Iteration 19F (4870.016000 sec): 3 clusters Score: Raw -506072.143577 + Penalty 2553.937924 = -503518.205653 nChanged 14 SP:Iteration 20F (4870.136000 sec): 3 clusters Score: Raw -506079.731077 + Penalty 2584.099802 = -503495.631274 nChanged 16 SP:Iteration 21F (4870.266000 sec): 3 clusters Score: Raw -506089.858727 + Penalty 2608.775559 = -503481.083167 nChanged 14 SP:Iteration 22F (4870.386000 sec): 3 clusters Score: Raw -506096.230604 + Penalty 2636.383027 = -503459.847578 nChanged 11 SP:Iteration 23F (4870.506000 sec): 3 clusters Score: Raw -506103.627591 + Penalty 2646.426973 = -503457.200618 nChanged 8 SP:Iteration 24F (4870.636000 sec): 3 clusters Score: Raw -506107.818152 + Penalty 2653.466565 = -503454.351587 nChanged 4 SP:Iteration 25F (4870.756000 sec): 3 clusters Score: Raw -506109.933159 + Penalty 2657.630235 = -503452.302924 nChanged 2 SP:Iteration 26F (4870.876000 sec): 3 clusters Score: Raw -506111.539255 + Penalty 2662.469212 = -503449.070043 nChanged 6 SP:Iteration 27F (4870.996000 sec): 3 clusters Score: Raw -506114.187836 + Penalty 2666.601616 = -503447.586220 nChanged 2 SP:Iteration 28F (4871.116000 sec): 3 clusters Score: Raw -506114.778833 + Penalty 2662.602367 = -503452.176466 nChanged 2 SP:Iteration 29Q (4871.236000 sec): 3 clusters Score: Raw -506115.629893 + Penalty 2665.060586 = -503450.569308 nChanged 2 SP:Iteration 30F (4871.356000 sec): 3 clusters Score: Raw -506116.751665 + Penalty 2671.565013 = -503445.186652 nChanged 2 SP:Iteration 31F (4871.476000 sec): 3 clusters Score: Raw -506118.454390 + Penalty 2684.633104 = -503433.821286 nChanged 4 SP:Iteration 32F (4871.606000 sec): 3 clusters Score: Raw -506120.350867 + Penalty 2693.241808 = -503427.109059 nChanged 4 SP:Iteration 33F (4871.726000 sec): 3 clusters Score: Raw -506123.481793 + Penalty 2709.544447 = -503413.937346 nChanged 11 SP:Iteration 34F (4871.846000 sec): 3 clusters Score: Raw -506129.511913 + Penalty 2717.979568 = -503411.532345 nChanged 10 SP:Iteration 35F (4871.966000 sec): 3 clusters Score: Raw -506133.778374 + Penalty 2723.793787 = -503409.984586 nChanged 2 SP:Iteration 36F (4872.086000 sec): 3 clusters Score: Raw -506134.229176 + Penalty 2726.966009 = -503407.263167 nChanged 2 SP:Iteration 37F (4872.216000 sec): 3 clusters Score: Raw -506134.932563 + Penalty 2726.966009 = -503407.966554 nChanged 0 Trying to split cluster 28 (958 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4872.276000 sec): 2 clusters Score: Raw -199553.954400 + Penalty 91.803073 = -199462.151327 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4872.306000 sec): 3 clusters Score: Raw -198972.239856 + Penalty 186.904051 = -198785.335805 nChanged 430 SP:Iteration 1F (4872.336000 sec): 3 clusters Score: Raw -199271.087029 + Penalty 193.657577 = -199077.429452 nChanged 97 SP:Iteration 2F (4872.366000 sec): 3 clusters Score: Raw -199355.138233 + Penalty 202.683570 = -199152.454664 nChanged 72 SP:Iteration 3F (4872.386000 sec): 3 clusters Score: Raw -199412.651101 + Penalty 201.633982 = -199211.017119 nChanged 56 SP:Iteration 4F (4872.416000 sec): 3 clusters Score: Raw -199465.579501 + Penalty 217.198975 = -199248.380526 nChanged 60 SP:Iteration 5F (4872.446000 sec): 3 clusters Score: Raw -199535.668596 + Penalty 225.059928 = -199310.608667 nChanged 34 SP:Iteration 6Q (4872.476000 sec): 3 clusters Score: Raw -199571.292791 + Penalty 237.703750 = -199333.589041 nChanged 16 SP:Iteration 7Q (4872.506000 sec): 3 clusters Score: Raw -199599.963055 + Penalty 241.313606 = -199358.649449 nChanged 6 SP:Iteration 8Q (4872.526000 sec): 3 clusters Score: Raw -199606.584748 + Penalty 241.313606 = -199365.271142 nChanged 0 SP:Iteration 9F (4872.556000 sec): 3 clusters Score: Raw -199606.584748 + Penalty 241.313606 = -199365.271142 nChanged 0 Trying to split cluster 32 (36 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4872.566000 sec): 2 clusters Score: Raw -7348.343563 + Penalty 49.813614 = -7298.529949 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4872.566000 sec): 3 clusters Score: Raw -6997.874048 + Penalty 122.116507 = -6875.757541 nChanged 10 SP:Iteration 1F (4872.566000 sec): 3 clusters Score: Raw -7351.299896 + Penalty 107.696051 = -7243.603845 nChanged 2 SP:Iteration 2F (4872.576000 sec): 3 clusters Score: Raw -7364.269457 + Penalty 86.261505 = -7278.007951 nChanged 2 SP:Iteration 3F (4872.576000 sec): 3 clusters Score: Raw -7016.129086 + Penalty 72.614563 = -6943.514523 nChanged 5 SP:Iteration 4F (4872.576000 sec): 3 clusters Score: Raw -7342.817977 + Penalty 68.642523 = -7274.175454 nChanged 3 SP:Iteration 5F (4872.576000 sec): 3 clusters Score: Raw -7346.050806 + Penalty 49.813614 = -7296.237192 nChanged 1 SP:Iteration 6Q (4872.586000 sec): 2 clusters Score: Raw -7348.343563 + Penalty 49.813614 = -7298.529949 nChanged 0 SP:Iteration 7F (4872.586000 sec): 2 clusters Score: Raw -7348.343563 + Penalty 49.813614 = -7298.529949 nChanged 0 Trying to split cluster 36 (816 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4872.696000 sec): 2 clusters Score: Raw -166744.306445 + Penalty 1887.989132 = -164856.317313 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4872.746000 sec): 3 clusters Score: Raw -166396.615646 + Penalty 3758.096515 = -162638.519131 nChanged 246 SP:Iteration 1F (4872.796000 sec): 3 clusters Score: Raw -166623.301563 + Penalty 3738.339525 = -162884.962038 nChanged 59 SP:Iteration 2F (4872.856000 sec): 3 clusters Score: Raw -166680.329689 + Penalty 3724.276808 = -162956.052881 nChanged 28 SP:Iteration 3Q (4872.906000 sec): 3 clusters Score: Raw -166714.065361 + Penalty 3694.403233 = -163019.662128 nChanged 30 SP:Iteration 4Q (4872.956000 sec): 3 clusters Score: Raw -166775.811611 + Penalty 3660.324677 = -163115.486934 nChanged 32 SP:Iteration 5Q (4873.006000 sec): 3 clusters Score: Raw -166816.128345 + Penalty 3607.859958 = -163208.268387 nChanged 34 SP:Iteration 6Q (4873.056000 sec): 3 clusters Score: Raw -166871.219320 + Penalty 3545.177491 = -163326.041829 nChanged 28 SP:Iteration 7Q (4873.116000 sec): 3 clusters Score: Raw -166923.405180 + Penalty 3508.842948 = -163414.562232 nChanged 24 SP:Iteration 8Q (4873.166000 sec): 3 clusters Score: Raw -166971.078619 + Penalty 3486.004386 = -163485.074233 nChanged 14 SP:Iteration 9Q (4873.216000 sec): 3 clusters Score: Raw -166995.118726 + Penalty 3470.802289 = -163524.316436 nChanged 8 SP:Iteration 10Q (4873.256000 sec): 3 clusters Score: Raw -167006.986578 + Penalty 3465.416136 = -163541.570442 nChanged 8 SP:Iteration 11Q (4873.306000 sec): 3 clusters Score: Raw -167022.666122 + Penalty 3421.901284 = -163600.764839 nChanged 8 SP:Iteration 12Q (4873.356000 sec): 3 clusters Score: Raw -167043.047266 + Penalty 3421.901284 = -163621.145982 nChanged 0 SP:Iteration 13F (4873.406000 sec): 3 clusters Score: Raw -167043.047266 + Penalty 3421.901284 = -163621.145982 nChanged 0 Trying to split cluster 48 (661 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4873.516000 sec): 2 clusters Score: Raw -133370.094485 + Penalty 1885.062801 = -131485.031684 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4873.556000 sec): 3 clusters Score: Raw -133200.712738 + Penalty 3774.317264 = -129426.395474 nChanged 183 SP:Iteration 1F (4873.606000 sec): 3 clusters Score: Raw -133432.727526 + Penalty 3788.814819 = -129643.912707 nChanged 38 SP:Iteration 2F (4873.646000 sec): 3 clusters Score: Raw -133482.361060 + Penalty 3812.337293 = -129670.023767 nChanged 21 SP:Iteration 3Q (4873.696000 sec): 3 clusters Score: Raw -133502.436526 + Penalty 3829.036429 = -129673.400097 nChanged 12 SP:Iteration 4Q (4873.736000 sec): 3 clusters Score: Raw -133517.498019 + Penalty 3852.626408 = -129664.871611 nChanged 16 SP:Iteration 5F (4873.786000 sec): 3 clusters Score: Raw -133538.630246 + Penalty 3866.805695 = -129671.824551 nChanged 8 SP:Iteration 6Q (4873.826000 sec): 3 clusters Score: Raw -133548.737158 + Penalty 3877.256352 = -129671.480806 nChanged 6 SP:Iteration 7F (4873.876000 sec): 3 clusters Score: Raw -133554.229128 + Penalty 3877.256352 = -129676.972776 nChanged 0 Trying to split cluster 53 (586 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4873.946000 sec): 2 clusters Score: Raw -156832.350502 + Penalty 14863.413243 = -141968.937259 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4874.006000 sec): 3 clusters Score: Raw -161293.662917 + Penalty 29793.862016 = -131499.800901 nChanged 161 SP:Iteration 1F (4874.066000 sec): 3 clusters Score: Raw -164633.135898 + Penalty 29793.862016 = -134839.273882 nChanged 0 Trying to split cluster 58 (57 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4874.076000 sec): 2 clusters Score: Raw -10351.329163 + Penalty 109.441262 = -10241.887901 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4874.076000 sec): 3 clusters Score: Raw -10230.152082 + Penalty 249.170519 = -9980.981562 nChanged 19 SP:Iteration 1F (4874.086000 sec): 3 clusters Score: Raw -8894.293936 + Penalty 237.812975 = -8656.480961 nChanged 8 SP:Iteration 2F (4874.086000 sec): 3 clusters Score: Raw -10323.237156 + Penalty 109.441262 = -10213.795894 nChanged 3 SP:Iteration 3F (4874.086000 sec): 2 clusters Score: Raw -10351.329163 + Penalty 109.441262 = -10241.887901 nChanged 0 Trying to split cluster 75 (62 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4874.096000 sec): 2 clusters Score: Raw -12493.944705 + Penalty 97.453514 = -12396.491191 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4874.096000 sec): 3 clusters Score: Raw -12508.469883 + Penalty 193.530676 = -12314.939207 nChanged 19 SP:Iteration 1F (4874.106000 sec): 3 clusters Score: Raw -12537.902353 + Penalty 194.313756 = -12343.588597 nChanged 2 SP:Iteration 2Q (4874.106000 sec): 3 clusters Score: Raw -12539.736578 + Penalty 196.274787 = -12343.461791 nChanged 3 SP:Iteration 3F (4874.106000 sec): 3 clusters Score: Raw -12483.746780 + Penalty 199.872070 = -12283.874710 nChanged 2 SP:Iteration 4F (4874.116000 sec): 3 clusters Score: Raw -12486.085451 + Penalty 212.333472 = -12273.751979 nChanged 4 SP:Iteration 5F (4874.116000 sec): 3 clusters Score: Raw -12502.323585 + Penalty 221.096318 = -12281.227267 nChanged 2 SP:Iteration 6Q (4874.116000 sec): 3 clusters Score: Raw -12378.066556 + Penalty 277.706662 = -12100.359894 nChanged 9 SP:Iteration 7F (4874.116000 sec): 3 clusters Score: Raw -12399.798079 + Penalty 97.453514 = -12302.344565 nChanged 7 SP:Iteration 8F (4874.126000 sec): 2 clusters Score: Raw -12493.944705 + Penalty 97.453514 = -12396.491191 nChanged 0 Trying to split cluster 76 (1590 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4874.306000 sec): 2 clusters Score: Raw -313124.678201 + Penalty 9425.432843 = -303699.245359 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4874.446000 sec): 3 clusters Score: Raw -312862.118356 + Penalty 18984.220013 = -293877.898343 nChanged 438 SP:Iteration 1F (4874.576000 sec): 3 clusters Score: Raw -313771.994730 + Penalty 19370.067811 = -294401.926919 nChanged 150 SP:Iteration 2F (4874.716000 sec): 3 clusters Score: Raw -314292.500747 + Penalty 19930.140706 = -294362.360042 nChanged 141 SP:Iteration 3F (4874.856000 sec): 3 clusters Score: Raw -315110.319733 + Penalty 20503.856456 = -294606.463278 nChanged 137 SP:Iteration 4F (4874.986000 sec): 3 clusters Score: Raw -316252.731324 + Penalty 20983.191743 = -295269.539581 nChanged 107 SP:Iteration 5F (4875.126000 sec): 3 clusters Score: Raw -317097.342292 + Penalty 21277.465918 = -295819.876373 nChanged 59 SP:Iteration 6Q (4875.236000 sec): 3 clusters Score: Raw -317537.734433 + Penalty 21406.098480 = -296131.635953 nChanged 26 SP:Iteration 7Q (4875.356000 sec): 3 clusters Score: Raw -317714.963618 + Penalty 21527.587449 = -296187.376169 nChanged 26 SP:Iteration 8Q (4875.466000 sec): 3 clusters Score: Raw -318088.998235 + Penalty 21671.673977 = -296417.324258 nChanged 18 SP:Iteration 9Q (4875.576000 sec): 3 clusters Score: Raw -318336.739288 + Penalty 21741.555435 = -296595.183853 nChanged 10 SP:Iteration 10Q (4875.686000 sec): 3 clusters Score: Raw -318628.986930 + Penalty 21840.153513 = -296788.833417 nChanged 20 SP:Iteration 11Q (4875.796000 sec): 3 clusters Score: Raw -318894.639774 + Penalty 21860.813326 = -297033.826448 nChanged 8 SP:Iteration 12Q (4875.906000 sec): 3 clusters Score: Raw -319013.119817 + Penalty 21903.008636 = -297110.111181 nChanged 10 SP:Iteration 13Q (4876.016000 sec): 3 clusters Score: Raw -319132.933721 + Penalty 21958.622084 = -297174.311637 nChanged 9 SP:Iteration 14Q (4876.126000 sec): 3 clusters Score: Raw -319246.450351 + Penalty 22028.865682 = -297217.584669 nChanged 9 SP:Iteration 15Q (4876.236000 sec): 3 clusters Score: Raw -319397.344361 + Penalty 22095.142321 = -297302.202040 nChanged 11 SP:Iteration 16Q (4876.356000 sec): 3 clusters Score: Raw -319648.114185 + Penalty 22168.140177 = -297479.974008 nChanged 12 SP:Iteration 17Q (4876.456000 sec): 3 clusters Score: Raw -319828.782546 + Penalty 22204.892846 = -297623.889700 nChanged 6 SP:Iteration 18Q (4876.576000 sec): 3 clusters Score: Raw -319915.421488 + Penalty 22233.244477 = -297682.177011 nChanged 6 SP:Iteration 19Q (4876.676000 sec): 3 clusters Score: Raw -319999.813769 + Penalty 22266.981841 = -297732.831929 nChanged 4 SP:Iteration 20F (4876.816000 sec): 3 clusters Score: Raw -320050.445835 + Penalty 22296.502914 = -297753.942921 nChanged 6 SP:Iteration 21Q (4876.926000 sec): 3 clusters Score: Raw -320223.063604 + Penalty 22308.039523 = -297915.024081 nChanged 2 SP:Iteration 22Q (4877.036000 sec): 3 clusters Score: Raw -320272.749048 + Penalty 22308.039523 = -297964.709524 nChanged 0 SP:Iteration 23F (4877.176000 sec): 3 clusters Score: Raw -320272.749048 + Penalty 22308.039523 = -297964.709524 nChanged 0 Trying to split cluster 89 (181 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4877.186000 sec): 2 clusters Score: Raw -36312.786599 + Penalty 241.157352 = -36071.629247 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4877.196000 sec): 3 clusters Score: Raw -36292.192826 + Penalty 480.426824 = -35811.766002 nChanged 53 SP:Iteration 1F (4877.206000 sec): 3 clusters Score: Raw -36378.770870 + Penalty 475.402865 = -35903.368005 nChanged 16 SP:Iteration 2F (4877.206000 sec): 3 clusters Score: Raw -36405.465469 + Penalty 469.111508 = -35936.353962 nChanged 5 SP:Iteration 3Q (4877.216000 sec): 3 clusters Score: Raw -36377.604432 + Penalty 465.718045 = -35911.886386 nChanged 2 SP:Iteration 4F (4877.226000 sec): 3 clusters Score: Raw -36381.858178 + Penalty 466.505391 = -35915.352787 nChanged 1 SP:Iteration 5Q (4877.226000 sec): 3 clusters Score: Raw -36389.097797 + Penalty 458.235055 = -35930.862742 nChanged 5 SP:Iteration 6Q (4877.236000 sec): 3 clusters Score: Raw -36421.029708 + Penalty 459.228854 = -35961.800854 nChanged 4 SP:Iteration 7Q (4877.246000 sec): 3 clusters Score: Raw -36425.342329 + Penalty 458.618750 = -35966.723579 nChanged 2 SP:Iteration 8Q (4877.246000 sec): 3 clusters Score: Raw -36426.373539 + Penalty 458.618750 = -35967.754789 nChanged 0 SP:Iteration 9F (4877.256000 sec): 3 clusters Score: Raw -36426.373539 + Penalty 458.618750 = -35967.754789 nChanged 0 Iteration 118F (4920.627000 sec): 27 clusters Score: Raw -31065907.753225 + Penalty 87414.296368 = -30978493.456856 nChanged 25 Iteration 119Q (4930.992000 sec): 27 clusters Score: Raw -31065918.070822 + Penalty 87414.324706 = -30978503.746116 nChanged 17 Iteration 120F (4974.303000 sec): 27 clusters Score: Raw -31065922.535948 + Penalty 87414.276462 = -30978508.259485 nChanged 18 Iteration 121Q (4984.649000 sec): 27 clusters Score: Raw -31065927.005923 + Penalty 87414.083741 = -30978512.922183 nChanged 13 Iteration 122Q (4995.042000 sec): 27 clusters Score: Raw -31065927.926087 + Penalty 87413.952819 = -30978513.973268 nChanged 10 Iteration 123Q (5005.402000 sec): 27 clusters Score: Raw -31065928.345740 + Penalty 87414.379530 = -30978513.966210 nChanged 20 Iteration 124F (5048.732000 sec): 27 clusters Score: Raw -31065929.126940 + Penalty 87414.155353 = -30978514.971587 nChanged 16 Iteration 125Q (5059.062000 sec): 27 clusters Score: Raw -31065930.673752 + Penalty 87414.060958 = -30978516.612794 nChanged 22 Iteration 126Q (5069.483000 sec): 27 clusters Score: Raw -31065932.252793 + Penalty 87414.168776 = -30978518.084017 nChanged 18 Iteration 127Q (5079.882000 sec): 27 clusters Score: Raw -31065934.233923 + Penalty 87414.367768 = -30978519.866154 nChanged 10 Iteration 128Q (5090.265000 sec): 27 clusters Score: Raw -31065934.568928 + Penalty 87414.359293 = -30978520.209635 nChanged 4 Iteration 129Q (5100.637000 sec): 27 clusters Score: Raw -31065934.655352 + Penalty 87414.359293 = -30978520.296059 nChanged 0 Iteration 130F (5144.038000 sec): 27 clusters Score: Raw -31065934.655352 + Penalty 87414.359293 = -30978520.296059 nChanged 0 Compute initial score before splitting: Score: Raw -31065934.655352 + Penalty 87414.359293 = -30978520.296059 Trying to split cluster 1 (351 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5157.914000 sec): 2 clusters Score: Raw -73230.542183 + Penalty 31.605090 = -73198.937093 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5157.924000 sec): 3 clusters Score: Raw -73031.576064 + Penalty 63.604493 = -72967.971571 nChanged 163 SP:Iteration 1F (5157.934000 sec): 3 clusters Score: Raw -73206.389938 + Penalty 63.641000 = -73142.748938 nChanged 20 SP:Iteration 2F (5157.944000 sec): 3 clusters Score: Raw -73218.284920 + Penalty 63.721230 = -73154.563689 nChanged 13 SP:Iteration 3Q (5157.954000 sec): 3 clusters Score: Raw -73223.484433 + Penalty 63.623113 = -73159.861320 nChanged 9 SP:Iteration 4Q (5157.964000 sec): 3 clusters Score: Raw -73226.481486 + Penalty 63.553844 = -73162.927643 nChanged 4 SP:Iteration 5Q (5157.974000 sec): 3 clusters Score: Raw -73227.077610 + Penalty 63.695717 = -73163.381893 nChanged 1 SP:Iteration 6Q (5157.984000 sec): 3 clusters Score: Raw -73227.351856 + Penalty 63.657549 = -73163.694306 nChanged 2 SP:Iteration 7Q (5157.994000 sec): 3 clusters Score: Raw -73227.528257 + Penalty 63.674983 = -73163.853274 nChanged 2 SP:Iteration 8Q (5158.004000 sec): 3 clusters Score: Raw -73228.499076 + Penalty 63.674983 = -73164.824094 nChanged 0 SP:Iteration 9F (5158.014000 sec): 3 clusters Score: Raw -73228.499076 + Penalty 63.674983 = -73164.824094 nChanged 0 Trying to split cluster 2 (705 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5158.084000 sec): 2 clusters Score: Raw -146471.477855 + Penalty 126.613732 = -146344.864123 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5158.114000 sec): 3 clusters Score: Raw -146047.186637 + Penalty 247.935370 = -145799.251267 nChanged 324 SP:Iteration 1F (5158.134000 sec): 3 clusters Score: Raw -146267.595949 + Penalty 246.099785 = -146021.496163 nChanged 72 SP:Iteration 2F (5158.154000 sec): 3 clusters Score: Raw -146327.739904 + Penalty 247.585573 = -146080.154331 nChanged 51 SP:Iteration 3F (5158.184000 sec): 3 clusters Score: Raw -146363.700217 + Penalty 248.214176 = -146115.486040 nChanged 33 SP:Iteration 4Q (5158.204000 sec): 3 clusters Score: Raw -146405.514682 + Penalty 250.391871 = -146155.122811 nChanged 25 SP:Iteration 5Q (5158.224000 sec): 3 clusters Score: Raw -146450.390249 + Penalty 253.874428 = -146196.515821 nChanged 33 SP:Iteration 6Q (5158.254000 sec): 3 clusters Score: Raw -146496.945173 + Penalty 256.301912 = -146240.643262 nChanged 32 SP:Iteration 7Q (5158.274000 sec): 3 clusters Score: Raw -146548.648803 + Penalty 260.742787 = -146287.906017 nChanged 30 SP:Iteration 8Q (5158.294000 sec): 3 clusters Score: Raw -146618.614292 + Penalty 263.663017 = -146354.951275 nChanged 16 SP:Iteration 9Q (5158.314000 sec): 3 clusters Score: Raw -146662.730302 + Penalty 265.142831 = -146397.587471 nChanged 6 SP:Iteration 10Q (5158.344000 sec): 3 clusters Score: Raw -146687.934299 + Penalty 264.613153 = -146423.321146 nChanged 6 SP:Iteration 11Q (5158.364000 sec): 3 clusters Score: Raw -146693.633909 + Penalty 264.613153 = -146429.020756 nChanged 0 SP:Iteration 12F (5158.384000 sec): 3 clusters Score: Raw -146693.633909 + Penalty 264.613153 = -146429.020756 nChanged 0 Score: Raw -31197989.979754 + Penalty 87665.168451 = -31110324.811303 Splitting cluster 2 changes total score from -30978520.296059 to -31110324.811303 So it's getting split into cluster 12. Trying to split cluster 3 (375 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5202.180000 sec): 2 clusters Score: Raw -77957.790077 + Penalty 77.949347 = -77879.840730 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5202.190000 sec): 3 clusters Score: Raw -77746.452190 + Penalty 150.520060 = -77595.932130 nChanged 159 SP:Iteration 1F (5202.200000 sec): 3 clusters Score: Raw -77892.232334 + Penalty 149.800037 = -77742.432297 nChanged 27 SP:Iteration 2F (5202.210000 sec): 3 clusters Score: Raw -77914.220747 + Penalty 159.164364 = -77755.056383 nChanged 29 SP:Iteration 3F (5202.220000 sec): 3 clusters Score: Raw -77948.309779 + Penalty 171.303395 = -77777.006384 nChanged 18 SP:Iteration 4Q (5202.230000 sec): 3 clusters Score: Raw -77965.686830 + Penalty 171.266875 = -77794.419955 nChanged 12 SP:Iteration 5Q (5202.250000 sec): 3 clusters Score: Raw -77974.716437 + Penalty 169.400620 = -77805.315817 nChanged 4 SP:Iteration 6Q (5202.260000 sec): 3 clusters Score: Raw -77978.759297 + Penalty 169.400620 = -77809.358677 nChanged 0 SP:Iteration 7F (5202.270000 sec): 3 clusters Score: Raw -77978.759297 + Penalty 169.400620 = -77809.358677 nChanged 0 Trying to split cluster 4 (2524 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5202.500000 sec): 2 clusters Score: Raw -527045.239892 + Penalty 68.166513 = -526977.073379 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5202.580000 sec): 3 clusters Score: Raw -525463.809667 + Penalty 138.257941 = -525325.551726 nChanged 1150 SP:Iteration 1F (5202.660000 sec): 3 clusters Score: Raw -526484.574801 + Penalty 140.304593 = -526344.270207 nChanged 179 SP:Iteration 2F (5202.730000 sec): 3 clusters Score: Raw -526681.314734 + Penalty 142.194943 = -526539.119791 nChanged 123 SP:Iteration 3Q (5202.810000 sec): 3 clusters Score: Raw -526749.488773 + Penalty 145.453758 = -526604.035015 nChanged 78 SP:Iteration 4Q (5202.880000 sec): 3 clusters Score: Raw -526785.461509 + Penalty 146.941564 = -526638.519945 nChanged 70 SP:Iteration 5Q (5202.960000 sec): 3 clusters Score: Raw -526824.545624 + Penalty 150.690906 = -526673.854718 nChanged 56 SP:Iteration 6Q (5203.030000 sec): 3 clusters Score: Raw -526853.400896 + Penalty 153.461165 = -526699.939731 nChanged 56 SP:Iteration 7Q (5203.100000 sec): 3 clusters Score: Raw -526880.153877 + Penalty 158.854175 = -526721.299701 nChanged 64 SP:Iteration 8Q (5203.170000 sec): 3 clusters Score: Raw -526921.876132 + Penalty 158.480778 = -526763.395355 nChanged 55 SP:Iteration 9Q (5203.240000 sec): 3 clusters Score: Raw -526960.994162 + Penalty 161.975625 = -526799.018537 nChanged 38 SP:Iteration 10Q (5203.300000 sec): 3 clusters Score: Raw -526983.113651 + Penalty 162.347330 = -526820.766321 nChanged 34 SP:Iteration 11Q (5203.370000 sec): 3 clusters Score: Raw -527001.435742 + Penalty 166.894355 = -526834.541387 nChanged 27 SP:Iteration 12Q (5203.440000 sec): 3 clusters Score: Raw -527016.908721 + Penalty 165.204093 = -526851.704628 nChanged 25 SP:Iteration 13Q (5203.510000 sec): 3 clusters Score: Raw -527032.985562 + Penalty 164.674396 = -526868.311167 nChanged 28 SP:Iteration 14Q (5203.580000 sec): 3 clusters Score: Raw -527053.316792 + Penalty 164.493493 = -526888.823299 nChanged 12 SP:Iteration 15Q (5203.650000 sec): 3 clusters Score: Raw -527062.108420 + Penalty 163.029861 = -526899.078559 nChanged 6 SP:Iteration 16Q (5203.720000 sec): 3 clusters Score: Raw -527064.383357 + Penalty 164.555893 = -526899.827463 nChanged 2 SP:Iteration 17Q (5203.790000 sec): 3 clusters Score: Raw -527064.449767 + Penalty 164.555893 = -526899.893874 nChanged 0 SP:Iteration 18F (5203.870000 sec): 3 clusters Score: Raw -527064.449767 + Penalty 164.555893 = -526899.893874 nChanged 0 Trying to split cluster 5 (35 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5203.870000 sec): 2 clusters Score: Raw -5942.408081 + Penalty 644.233673 = -5298.174408 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5203.880000 sec): 3 clusters Score: Raw -2137.655479 + Penalty 644.233673 = -1493.421806 nChanged 16 SP:Iteration 1F (5203.880000 sec): 2 clusters Score: Raw -5942.408081 + Penalty 644.233673 = -5298.174408 nChanged 0 Trying to split cluster 6 (100 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5203.890000 sec): 2 clusters Score: Raw -20962.410448 + Penalty 23.136579 = -20939.273869 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5203.890000 sec): 3 clusters Score: Raw -20910.871487 + Penalty 46.253026 = -20864.618461 nChanged 42 SP:Iteration 1F (5203.900000 sec): 3 clusters Score: Raw -20939.240008 + Penalty 46.242612 = -20892.997396 nChanged 9 SP:Iteration 2F (5203.900000 sec): 3 clusters Score: Raw -20946.180424 + Penalty 46.219472 = -20899.960952 nChanged 8 SP:Iteration 3F (5203.900000 sec): 3 clusters Score: Raw -20952.975612 + Penalty 46.203384 = -20906.772228 nChanged 7 SP:Iteration 4F (5203.910000 sec): 3 clusters Score: Raw -20962.634157 + Penalty 46.195505 = -20916.438653 nChanged 4 SP:Iteration 5Q (5203.910000 sec): 3 clusters Score: Raw -20967.564632 + Penalty 46.195505 = -20921.369127 nChanged 0 SP:Iteration 6F (5203.920000 sec): 3 clusters Score: Raw -20967.564632 + Penalty 46.195505 = -20921.369127 nChanged 0 Trying to split cluster 7 (1459 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5204.091000 sec): 2 clusters Score: Raw -278856.788839 + Penalty 8340.403497 = -270516.385342 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5204.211000 sec): 3 clusters Score: Raw -278836.173782 + Penalty 16935.641085 = -261900.532696 nChanged 451 SP:Iteration 1F (5204.341000 sec): 3 clusters Score: Raw -280576.799610 + Penalty 17218.137085 = -263358.662525 nChanged 201 SP:Iteration 2F (5204.471000 sec): 3 clusters Score: Raw -281622.099707 + Penalty 17493.966331 = -264128.133376 nChanged 93 SP:Iteration 3F (5204.591000 sec): 3 clusters Score: Raw -282458.166234 + Penalty 17646.755677 = -264811.410558 nChanged 38 SP:Iteration 4Q (5204.701000 sec): 3 clusters Score: Raw -282712.728847 + Penalty 17776.040261 = -264936.688586 nChanged 23 SP:Iteration 5Q (5204.801000 sec): 3 clusters Score: Raw -282835.027300 + Penalty 17783.792726 = -265051.234574 nChanged 8 SP:Iteration 6Q (5204.911000 sec): 3 clusters Score: Raw -282874.487286 + Penalty 17793.990952 = -265080.496334 nChanged 2 SP:Iteration 7Q (5205.011000 sec): 3 clusters Score: Raw -282881.723942 + Penalty 17793.990952 = -265087.732990 nChanged 0 SP:Iteration 8F (5205.141000 sec): 3 clusters Score: Raw -282881.723942 + Penalty 17793.990952 = -265087.732990 nChanged 0 Trying to split cluster 8 (1147 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5205.311000 sec): 2 clusters Score: Raw -233814.245987 + Penalty 2070.682920 = -231743.563067 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5205.421000 sec): 3 clusters Score: Raw -233351.520521 + Penalty 4179.131159 = -229172.389362 nChanged 370 SP:Iteration 1F (5205.521000 sec): 3 clusters Score: Raw -233840.526030 + Penalty 4265.525011 = -229575.001018 nChanged 159 SP:Iteration 2F (5205.621000 sec): 3 clusters Score: Raw -234218.933920 + Penalty 4341.279881 = -229877.654040 nChanged 94 SP:Iteration 3F (5205.711000 sec): 3 clusters Score: Raw -234371.417755 + Penalty 4400.409581 = -229971.008174 nChanged 45 SP:Iteration 4Q (5205.791000 sec): 3 clusters Score: Raw -234465.878569 + Penalty 4486.848148 = -229979.030421 nChanged 22 SP:Iteration 5Q (5205.881000 sec): 3 clusters Score: Raw -234509.742940 + Penalty 4537.295488 = -229972.447452 nChanged 10 SP:Iteration 6F (5205.971000 sec): 3 clusters Score: Raw -234530.759632 + Penalty 4494.913111 = -230035.846521 nChanged 10 SP:Iteration 7Q (5206.051000 sec): 3 clusters Score: Raw -234542.635805 + Penalty 4483.654724 = -230058.981080 nChanged 2 SP:Iteration 8Q (5206.131000 sec): 3 clusters Score: Raw -234546.061290 + Penalty 4483.654724 = -230062.406566 nChanged 0 SP:Iteration 9F (5206.221000 sec): 3 clusters Score: Raw -234546.061290 + Penalty 4483.654724 = -230062.406566 nChanged 0 Trying to split cluster 9 (132289 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5225.803000 sec): 2 clusters Score: Raw -27616918.323916 + Penalty 66.780299 = -27616851.543616 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5234.283000 sec): 3 clusters Score: Raw -27526018.678051 + Penalty 134.353169 = -27525884.324882 nChanged 65724 SP:Iteration 1F (5242.803000 sec): 3 clusters Score: Raw -27574147.972769 + Penalty 135.749049 = -27574012.223720 nChanged 9590 SP:Iteration 2F (5251.438000 sec): 3 clusters Score: Raw -27581621.968861 + Penalty 138.165057 = -27581483.803804 nChanged 9603 SP:Iteration 3F (5260.268000 sec): 3 clusters Score: Raw -27591027.050614 + Penalty 141.426547 = -27590885.624067 nChanged 8259 SP:Iteration 4F (5269.162000 sec): 3 clusters Score: Raw -27600484.246242 + Penalty 144.792312 = -27600339.453931 nChanged 5514 SP:Iteration 5Q (5278.009000 sec): 3 clusters Score: Raw -27606614.921011 + Penalty 147.787863 = -27606467.133148 nChanged 3533 SP:Iteration 6Q (5286.589000 sec): 3 clusters Score: Raw -27609669.770975 + Penalty 150.320850 = -27609519.450125 nChanged 2595 SP:Iteration 7Q (5295.081000 sec): 3 clusters Score: Raw -27611401.897655 + Penalty 152.799588 = -27611249.098067 nChanged 2071 SP:Iteration 8Q (5303.533000 sec): 3 clusters Score: Raw -27612625.768045 + Penalty 154.958559 = -27612470.809486 nChanged 1597 SP:Iteration 9Q (5311.955000 sec): 3 clusters Score: Raw -27613472.869284 + Penalty 157.132729 = -27613315.736555 nChanged 1241 SP:Iteration 10Q (5320.377000 sec): 3 clusters Score: Raw -27614083.130493 + Penalty 158.869079 = -27613924.261415 nChanged 1037 SP:Iteration 11Q (5328.792000 sec): 3 clusters Score: Raw -27614583.043950 + Penalty 160.097203 = -27614422.946747 nChanged 845 SP:Iteration 12Q (5337.212000 sec): 3 clusters Score: Raw -27614998.090789 + Penalty 161.343282 = -27614836.747507 nChanged 779 SP:Iteration 13Q (5345.604000 sec): 3 clusters Score: Raw -27615385.416281 + Penalty 162.273437 = -27615223.142844 nChanged 598 SP:Iteration 14Q (5354.044000 sec): 3 clusters Score: Raw -27615645.291756 + Penalty 162.154422 = -27615483.137335 nChanged 480 SP:Iteration 15Q (5362.429000 sec): 3 clusters Score: Raw -27615835.574277 + Penalty 162.301721 = -27615673.272556 nChanged 369 SP:Iteration 16Q (5370.859000 sec): 3 clusters Score: Raw -27615964.686724 + Penalty 162.768720 = -27615801.918004 nChanged 283 SP:Iteration 17Q (5379.271000 sec): 3 clusters Score: Raw -27616051.236302 + Penalty 163.321848 = -27615887.914455 nChanged 279 SP:Iteration 18Q (5387.705000 sec): 3 clusters Score: Raw -27616139.114897 + Penalty 161.948527 = -27615977.166370 nChanged 240 SP:Iteration 19Q (5396.137000 sec): 3 clusters Score: Raw -27616215.061942 + Penalty 160.726208 = -27616054.335734 nChanged 216 SP:Iteration 20F (5405.237000 sec): 3 clusters Score: Raw -27616284.454892 + Penalty 161.299033 = -27616123.155860 nChanged 214 SP:Iteration 21Q (5413.679000 sec): 3 clusters Score: Raw -27616358.377432 + Penalty 160.213738 = -27616198.163694 nChanged 213 SP:Iteration 22Q (5422.087000 sec): 3 clusters Score: Raw -27616440.829968 + Penalty 160.262025 = -27616280.567942 nChanged 187 SP:Iteration 23Q (5430.507000 sec): 3 clusters Score: Raw -27616506.137910 + Penalty 158.342176 = -27616347.795734 nChanged 158 SP:Iteration 24Q (5438.917000 sec): 3 clusters Score: Raw -27616555.379871 + Penalty 158.844427 = -27616396.535444 nChanged 136 SP:Iteration 25Q (5447.319000 sec): 3 clusters Score: Raw -27616600.720997 + Penalty 159.919658 = -27616440.801339 nChanged 135 SP:Iteration 26Q (5455.729000 sec): 3 clusters Score: Raw -27616644.804429 + Penalty 160.834444 = -27616483.969985 nChanged 105 SP:Iteration 27Q (5464.141000 sec): 3 clusters Score: Raw -27616670.854544 + Penalty 161.479918 = -27616509.374626 nChanged 79 SP:Iteration 28Q (5472.551000 sec): 3 clusters Score: Raw -27616690.443815 + Penalty 161.835571 = -27616528.608244 nChanged 72 SP:Iteration 29Q (5480.952000 sec): 3 clusters Score: Raw -27616708.214812 + Penalty 161.031862 = -27616547.182950 nChanged 59 SP:Iteration 30Q (5489.394000 sec): 3 clusters Score: Raw -27616721.855055 + Penalty 160.058661 = -27616561.796394 nChanged 57 SP:Iteration 31Q (5497.846000 sec): 3 clusters Score: Raw -27616733.539886 + Penalty 160.153780 = -27616573.386106 nChanged 50 SP:Iteration 32Q (5506.276000 sec): 3 clusters Score: Raw -27616744.573044 + Penalty 158.623349 = -27616585.949695 nChanged 45 SP:Iteration 33Q (5514.702000 sec): 3 clusters Score: Raw -27616754.318483 + Penalty 157.640428 = -27616596.678055 nChanged 37 SP:Iteration 34Q (5523.132000 sec): 3 clusters Score: Raw -27616761.741697 + Penalty 157.298403 = -27616604.443294 nChanged 31 SP:Iteration 35Q (5531.542000 sec): 3 clusters Score: Raw -27616767.001992 + Penalty 157.043968 = -27616609.958024 nChanged 46 SP:Iteration 36Q (5539.983000 sec): 3 clusters Score: Raw -27616776.640947 + Penalty 158.886370 = -27616617.754577 nChanged 58 SP:Iteration 37Q (5548.397000 sec): 3 clusters Score: Raw -27616798.322349 + Penalty 159.596636 = -27616638.725713 nChanged 68 SP:Iteration 38Q (5556.839000 sec): 3 clusters Score: Raw -27616823.057712 + Penalty 162.319898 = -27616660.737814 nChanged 45 SP:Iteration 39Q (5565.271000 sec): 3 clusters Score: Raw -27616838.409098 + Penalty 163.935426 = -27616674.473671 nChanged 29 SP:Iteration 40F (5574.353000 sec): 3 clusters Score: Raw -27616850.365392 + Penalty 163.102936 = -27616687.262456 nChanged 30 SP:Iteration 41Q (5582.803000 sec): 3 clusters Score: Raw -27616863.321167 + Penalty 163.678854 = -27616699.642313 nChanged 24 SP:Iteration 42Q (5591.233000 sec): 3 clusters Score: Raw -27616873.195450 + Penalty 164.542304 = -27616708.653146 nChanged 20 SP:Iteration 43Q (5599.682000 sec): 3 clusters Score: Raw -27616881.341730 + Penalty 163.924707 = -27616717.417023 nChanged 24 SP:Iteration 44Q (5608.116000 sec): 3 clusters Score: Raw -27616890.495316 + Penalty 164.156452 = -27616726.338864 nChanged 24 SP:Iteration 45Q (5616.548000 sec): 3 clusters Score: Raw -27616898.124890 + Penalty 161.459718 = -27616736.665172 nChanged 18 SP:Iteration 46Q (5624.964000 sec): 3 clusters Score: Raw -27616905.305449 + Penalty 160.925125 = -27616744.380324 nChanged 18 SP:Iteration 47Q (5633.388000 sec): 3 clusters Score: Raw -27616913.161720 + Penalty 161.301284 = -27616751.860435 nChanged 16 SP:Iteration 48Q (5641.818000 sec): 3 clusters Score: Raw -27616918.094754 + Penalty 162.752139 = -27616755.342615 nChanged 14 SP:Iteration 49Q (5650.238000 sec): 3 clusters Score: Raw -27616921.478485 + Penalty 162.833958 = -27616758.644527 nChanged 4 SP:Iteration 50Q (5658.647000 sec): 3 clusters Score: Raw -27616922.904006 + Penalty 163.270040 = -27616759.633966 nChanged 4 SP:Iteration 51Q (5667.089000 sec): 3 clusters Score: Raw -27616922.702224 + Penalty 163.563549 = -27616759.138674 nChanged 2 SP:Iteration 52F (5676.199000 sec): 3 clusters Score: Raw -27616922.373958 + Penalty 163.563549 = -27616758.810409 nChanged 0 Trying to split cluster 10 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5676.319000 sec): 2 clusters Score: Raw -4142.763732 + Penalty 15.845392 = -4126.918340 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5676.319000 sec): 3 clusters Score: Raw -4136.509525 + Penalty 15.845392 = -4120.664133 nChanged 4 SP:Iteration 1F (5676.319000 sec): 2 clusters Score: Raw -4142.763732 + Penalty 15.845392 = -4126.918340 nChanged 0 Trying to split cluster 11 (32 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5676.329000 sec): 2 clusters Score: Raw -6658.677229 + Penalty 19.636662 = -6639.040567 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5676.329000 sec): 3 clusters Score: Raw -6645.555854 + Penalty 39.168612 = -6606.387242 nChanged 11 SP:Iteration 1F (5676.329000 sec): 3 clusters Score: Raw -6635.487555 + Penalty 43.661333 = -6591.826222 nChanged 6 SP:Iteration 2F (5676.329000 sec): 3 clusters Score: Raw -6654.032643 + Penalty 19.636662 = -6634.395981 nChanged 2 SP:Iteration 3F (5676.339000 sec): 2 clusters Score: Raw -6658.677229 + Penalty 19.636662 = -6639.040567 nChanged 0 Trying to split cluster 13 (2097 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5676.539000 sec): 2 clusters Score: Raw -437922.592409 + Penalty 116.674672 = -437805.917737 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5676.609000 sec): 3 clusters Score: Raw -436572.704207 + Penalty 208.502755 = -436364.201452 nChanged 983 SP:Iteration 1F (5676.669000 sec): 3 clusters Score: Raw -437600.281974 + Penalty 210.822337 = -437389.459637 nChanged 193 SP:Iteration 2F (5676.749000 sec): 3 clusters Score: Raw -437726.176941 + Penalty 212.756853 = -437513.420088 nChanged 89 SP:Iteration 3Q (5676.809000 sec): 3 clusters Score: Raw -437774.971860 + Penalty 217.006649 = -437557.965211 nChanged 51 SP:Iteration 4Q (5676.879000 sec): 3 clusters Score: Raw -437817.009651 + Penalty 218.426940 = -437598.582712 nChanged 38 SP:Iteration 5Q (5676.949000 sec): 3 clusters Score: Raw -437844.135769 + Penalty 220.183129 = -437623.952641 nChanged 31 SP:Iteration 6Q (5677.007000 sec): 3 clusters Score: Raw -437854.947805 + Penalty 222.812064 = -437632.135741 nChanged 28 SP:Iteration 7Q (5677.077000 sec): 3 clusters Score: Raw -437866.629503 + Penalty 224.248903 = -437642.380601 nChanged 24 SP:Iteration 8Q (5677.137000 sec): 3 clusters Score: Raw -437885.870351 + Penalty 226.844284 = -437659.026067 nChanged 22 SP:Iteration 9Q (5677.207000 sec): 3 clusters Score: Raw -437898.146183 + Penalty 227.841220 = -437670.304963 nChanged 23 SP:Iteration 10Q (5677.267000 sec): 3 clusters Score: Raw -437907.291249 + Penalty 227.350095 = -437679.941154 nChanged 30 SP:Iteration 11Q (5677.327000 sec): 3 clusters Score: Raw -437938.114736 + Penalty 229.262149 = -437708.852587 nChanged 34 SP:Iteration 12Q (5677.397000 sec): 3 clusters Score: Raw -437956.515740 + Penalty 231.284757 = -437725.230983 nChanged 16 SP:Iteration 13Q (5677.457000 sec): 3 clusters Score: Raw -437963.423952 + Penalty 232.287897 = -437731.136055 nChanged 10 SP:Iteration 14Q (5677.517000 sec): 3 clusters Score: Raw -437965.525293 + Penalty 230.575907 = -437734.949386 nChanged 6 SP:Iteration 15Q (5677.577000 sec): 3 clusters Score: Raw -437966.937282 + Penalty 231.038753 = -437735.898529 nChanged 6 SP:Iteration 16Q (5677.637000 sec): 3 clusters Score: Raw -437967.906648 + Penalty 231.810561 = -437736.096088 nChanged 6 SP:Iteration 17Q (5677.697000 sec): 3 clusters Score: Raw -437968.612136 + Penalty 230.571877 = -437738.040259 nChanged 4 SP:Iteration 18Q (5677.757000 sec): 3 clusters Score: Raw -437968.914078 + Penalty 230.571877 = -437738.342201 nChanged 0 SP:Iteration 19F (5677.817000 sec): 3 clusters Score: Raw -437968.914078 + Penalty 230.571877 = -437738.342201 nChanged 0 Trying to split cluster 14 (673 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5677.877000 sec): 2 clusters Score: Raw -137055.766227 + Penalty 531.378054 = -136524.388173 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5677.917000 sec): 3 clusters Score: Raw -136739.361394 + Penalty 1084.282214 = -135655.079180 nChanged 243 SP:Iteration 1F (5677.947000 sec): 3 clusters Score: Raw -136991.052212 + Penalty 1107.296938 = -135883.755274 nChanged 66 SP:Iteration 2F (5677.977000 sec): 3 clusters Score: Raw -137066.449620 + Penalty 1107.436129 = -135959.013491 nChanged 23 SP:Iteration 3Q (5678.007000 sec): 3 clusters Score: Raw -137094.409377 + Penalty 1109.486464 = -135984.922914 nChanged 18 SP:Iteration 4Q (5678.037000 sec): 3 clusters Score: Raw -137116.136788 + Penalty 1113.141461 = -136002.995327 nChanged 9 SP:Iteration 5Q (5678.077000 sec): 3 clusters Score: Raw -137125.752851 + Penalty 1118.206405 = -136007.546446 nChanged 4 SP:Iteration 6Q (5678.107000 sec): 3 clusters Score: Raw -137131.943264 + Penalty 1118.908186 = -136013.035077 nChanged 1 SP:Iteration 7Q (5678.137000 sec): 3 clusters Score: Raw -137132.981348 + Penalty 1118.908186 = -136014.073161 nChanged 0 SP:Iteration 8F (5678.167000 sec): 3 clusters Score: Raw -137132.981348 + Penalty 1118.908186 = -136014.073161 nChanged 0 Trying to split cluster 17 (508 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5678.207000 sec): 2 clusters Score: Raw -106136.401442 + Penalty 70.062909 = -106066.338533 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5678.227000 sec): 3 clusters Score: Raw -105824.250815 + Penalty 157.478328 = -105666.772487 nChanged 216 SP:Iteration 1F (5678.237000 sec): 3 clusters Score: Raw -106054.488971 + Penalty 146.834497 = -105907.654475 nChanged 55 SP:Iteration 2F (5678.257000 sec): 3 clusters Score: Raw -106109.426395 + Penalty 140.649638 = -105968.776758 nChanged 19 SP:Iteration 3Q (5678.277000 sec): 3 clusters Score: Raw -106123.738972 + Penalty 144.528526 = -105979.210446 nChanged 14 SP:Iteration 4Q (5678.287000 sec): 3 clusters Score: Raw -106134.373309 + Penalty 144.989634 = -105989.383675 nChanged 6 SP:Iteration 5Q (5678.307000 sec): 3 clusters Score: Raw -106138.444032 + Penalty 140.212680 = -105998.231353 nChanged 8 SP:Iteration 6Q (5678.327000 sec): 3 clusters Score: Raw -106143.565199 + Penalty 129.718030 = -106013.847169 nChanged 2 SP:Iteration 7Q (5678.347000 sec): 3 clusters Score: Raw -106144.266422 + Penalty 129.718030 = -106014.548392 nChanged 0 SP:Iteration 8F (5678.357000 sec): 3 clusters Score: Raw -106144.266422 + Penalty 129.718030 = -106014.548392 nChanged 0 Trying to split cluster 18 (251 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5678.387000 sec): 2 clusters Score: Raw -48297.636279 + Penalty 1155.007880 = -47142.628399 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5678.397000 sec): 3 clusters Score: Raw -48392.836161 + Penalty 2303.794550 = -46089.041611 nChanged 69 SP:Iteration 1F (5678.407000 sec): 3 clusters Score: Raw -48563.037019 + Penalty 2319.984703 = -46243.052316 nChanged 11 SP:Iteration 2Q (5678.427000 sec): 3 clusters Score: Raw -48603.164257 + Penalty 2334.656637 = -46268.507620 nChanged 7 SP:Iteration 3Q (5678.437000 sec): 3 clusters Score: Raw -48625.892693 + Penalty 2369.293682 = -46256.599011 nChanged 6 SP:Iteration 4F (5678.447000 sec): 3 clusters Score: Raw -48642.582269 + Penalty 2389.232879 = -46253.349390 nChanged 6 SP:Iteration 5F (5678.467000 sec): 3 clusters Score: Raw -48669.168048 + Penalty 2417.398142 = -46251.769905 nChanged 2 SP:Iteration 6F (5678.477000 sec): 3 clusters Score: Raw -48673.360522 + Penalty 2417.398142 = -46255.962379 nChanged 0 Trying to split cluster 21 (178 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5678.497000 sec): 2 clusters Score: Raw -36860.907735 + Penalty 142.967352 = -36717.940383 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5678.497000 sec): 3 clusters Score: Raw -36768.035271 + Penalty 287.437639 = -36480.597632 nChanged 55 SP:Iteration 1F (5678.507000 sec): 3 clusters Score: Raw -36822.010948 + Penalty 288.163739 = -36533.847208 nChanged 6 SP:Iteration 2Q (5678.517000 sec): 3 clusters Score: Raw -36828.629008 + Penalty 288.343747 = -36540.285261 nChanged 4 SP:Iteration 3Q (5678.517000 sec): 3 clusters Score: Raw -36832.094017 + Penalty 288.343747 = -36543.750270 nChanged 0 SP:Iteration 4F (5678.527000 sec): 3 clusters Score: Raw -36832.094017 + Penalty 288.343747 = -36543.750270 nChanged 0 Trying to split cluster 25 (2434 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5678.867000 sec): 2 clusters Score: Raw -505982.286842 + Penalty 873.758016 = -505108.528826 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5678.997000 sec): 3 clusters Score: Raw -504587.649264 + Penalty 1781.649865 = -502805.999398 nChanged 992 SP:Iteration 1F (5679.117000 sec): 3 clusters Score: Raw -505477.896109 + Penalty 1822.257451 = -503655.638658 nChanged 299 SP:Iteration 2F (5679.237000 sec): 3 clusters Score: Raw -505690.846775 + Penalty 1846.189219 = -503844.657556 nChanged 148 SP:Iteration 3F (5679.367000 sec): 3 clusters Score: Raw -505800.243704 + Penalty 1851.142155 = -503949.101548 nChanged 126 SP:Iteration 4F (5679.487000 sec): 3 clusters Score: Raw -505918.216808 + Penalty 1851.400306 = -504066.816502 nChanged 92 SP:Iteration 5Q (5679.607000 sec): 3 clusters Score: Raw -506009.380929 + Penalty 1841.971155 = -504167.409775 nChanged 55 SP:Iteration 6Q (5679.727000 sec): 3 clusters Score: Raw -506031.240504 + Penalty 1827.454771 = -504203.785732 nChanged 44 SP:Iteration 7Q (5679.837000 sec): 3 clusters Score: Raw -506046.120594 + Penalty 1810.955071 = -504235.165523 nChanged 32 SP:Iteration 8Q (5679.957000 sec): 3 clusters Score: Raw -506062.936023 + Penalty 1799.965929 = -504262.970094 nChanged 21 SP:Iteration 9Q (5680.067000 sec): 3 clusters Score: Raw -506069.028759 + Penalty 1789.286925 = -504279.741834 nChanged 20 SP:Iteration 10Q (5680.187000 sec): 3 clusters Score: Raw -506074.627885 + Penalty 1781.128166 = -504293.499719 nChanged 15 SP:Iteration 11Q (5680.307000 sec): 3 clusters Score: Raw -506079.122382 + Penalty 1774.341131 = -504304.781250 nChanged 13 SP:Iteration 12Q (5680.427000 sec): 3 clusters Score: Raw -506080.509999 + Penalty 1770.101295 = -504310.408704 nChanged 8 SP:Iteration 13Q (5680.547000 sec): 3 clusters Score: Raw -506081.283195 + Penalty 1765.061399 = -504316.221796 nChanged 10 SP:Iteration 14Q (5680.667000 sec): 3 clusters Score: Raw -506082.589108 + Penalty 1758.984186 = -504323.604922 nChanged 12 SP:Iteration 15Q (5680.787000 sec): 3 clusters Score: Raw -506085.237415 + Penalty 1755.069934 = -504330.167481 nChanged 8 SP:Iteration 16Q (5680.907000 sec): 3 clusters Score: Raw -506087.550099 + Penalty 1752.049324 = -504335.500775 nChanged 6 SP:Iteration 17Q (5681.027000 sec): 3 clusters Score: Raw -506088.234150 + Penalty 1750.030514 = -504338.203636 nChanged 4 SP:Iteration 18Q (5681.147000 sec): 3 clusters Score: Raw -506088.756840 + Penalty 1746.015217 = -504342.741623 nChanged 8 SP:Iteration 19Q (5681.267000 sec): 3 clusters Score: Raw -506089.721350 + Penalty 1741.030972 = -504348.690378 nChanged 10 SP:Iteration 20F (5681.387000 sec): 3 clusters Score: Raw -506091.436686 + Penalty 1739.024918 = -504352.411769 nChanged 4 SP:Iteration 21Q (5681.507000 sec): 3 clusters Score: Raw -506091.954191 + Penalty 1739.024918 = -504352.929274 nChanged 0 SP:Iteration 22F (5681.627000 sec): 3 clusters Score: Raw -506091.954191 + Penalty 1739.024918 = -504352.929274 nChanged 0 Trying to split cluster 28 (960 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5681.697000 sec): 2 clusters Score: Raw -199971.650413 + Penalty 91.738328 = -199879.912085 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5681.727000 sec): 3 clusters Score: Raw -199370.983110 + Penalty 194.084075 = -199176.899035 nChanged 430 SP:Iteration 1F (5681.757000 sec): 3 clusters Score: Raw -199761.103295 + Penalty 211.014950 = -199550.088345 nChanged 119 SP:Iteration 2F (5681.777000 sec): 3 clusters Score: Raw -199906.565256 + Penalty 199.955016 = -199706.610240 nChanged 46 SP:Iteration 3Q (5681.807000 sec): 3 clusters Score: Raw -199955.950740 + Penalty 202.608776 = -199753.341964 nChanged 14 SP:Iteration 4Q (5681.837000 sec): 3 clusters Score: Raw -199960.774473 + Penalty 203.856243 = -199756.918230 nChanged 7 SP:Iteration 5Q (5681.867000 sec): 3 clusters Score: Raw -199962.820682 + Penalty 202.382430 = -199760.438252 nChanged 6 SP:Iteration 6Q (5681.887000 sec): 3 clusters Score: Raw -199966.845976 + Penalty 203.915130 = -199762.930846 nChanged 6 SP:Iteration 7Q (5681.917000 sec): 3 clusters Score: Raw -199970.196090 + Penalty 213.523185 = -199756.672905 nChanged 13 SP:Iteration 8F (5681.947000 sec): 3 clusters Score: Raw -199986.203533 + Penalty 229.197116 = -199757.006417 nChanged 11 SP:Iteration 9Q (5681.967000 sec): 3 clusters Score: Raw -200002.803824 + Penalty 235.896088 = -199766.907736 nChanged 4 SP:Iteration 10Q (5681.997000 sec): 3 clusters Score: Raw -200007.619448 + Penalty 235.010507 = -199772.608941 nChanged 2 SP:Iteration 11Q (5682.017000 sec): 3 clusters Score: Raw -200008.087731 + Penalty 235.010507 = -199773.077225 nChanged 0 SP:Iteration 12F (5682.047000 sec): 3 clusters Score: Raw -200008.087731 + Penalty 235.010507 = -199773.077225 nChanged 0 Trying to split cluster 32 (36 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5682.057000 sec): 2 clusters Score: Raw -7348.343563 + Penalty 49.813614 = -7298.529949 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5682.057000 sec): 3 clusters Score: Raw -7330.986047 + Penalty 152.289486 = -7178.696561 nChanged 11 SP:Iteration 1F (5682.067000 sec): 3 clusters Score: Raw -7337.928339 + Penalty 49.813614 = -7288.114726 nChanged 6 SP:Iteration 2F (5682.067000 sec): 2 clusters Score: Raw -7348.343563 + Penalty 49.813614 = -7298.529949 nChanged 0 Trying to split cluster 36 (816 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5682.177000 sec): 2 clusters Score: Raw -166744.306445 + Penalty 1887.989132 = -164856.317313 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5682.227000 sec): 3 clusters Score: Raw -166398.299873 + Penalty 3787.981629 = -162610.318244 nChanged 255 SP:Iteration 1F (5682.287000 sec): 3 clusters Score: Raw -166619.890005 + Penalty 3811.930907 = -162807.959099 nChanged 51 SP:Iteration 2F (5682.337000 sec): 3 clusters Score: Raw -166704.850011 + Penalty 3872.250323 = -162832.599688 nChanged 62 SP:Iteration 3F (5682.387000 sec): 3 clusters Score: Raw -166824.591083 + Penalty 3975.979962 = -162848.611121 nChanged 54 SP:Iteration 4F (5682.447000 sec): 3 clusters Score: Raw -166910.240993 + Penalty 4121.040941 = -162789.200052 nChanged 54 SP:Iteration 5F (5682.497000 sec): 3 clusters Score: Raw -167022.092513 + Penalty 4237.863944 = -162784.228569 nChanged 32 SP:Iteration 6F (5682.547000 sec): 3 clusters Score: Raw -167076.040871 + Penalty 4331.819176 = -162744.221695 nChanged 29 SP:Iteration 7F (5682.597000 sec): 3 clusters Score: Raw -167131.921656 + Penalty 4344.160366 = -162787.761290 nChanged 10 SP:Iteration 8Q (5682.647000 sec): 3 clusters Score: Raw -167150.729915 + Penalty 4353.486437 = -162797.243478 nChanged 4 SP:Iteration 9Q (5682.697000 sec): 3 clusters Score: Raw -167155.890823 + Penalty 4365.257726 = -162790.633097 nChanged 2 SP:Iteration 10F (5682.747000 sec): 3 clusters Score: Raw -167158.854682 + Penalty 4379.898676 = -162778.956006 nChanged 2 SP:Iteration 11F (5682.807000 sec): 3 clusters Score: Raw -167161.393700 + Penalty 4379.898676 = -162781.495024 nChanged 0 Trying to split cluster 48 (661 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5682.907000 sec): 2 clusters Score: Raw -133370.094485 + Penalty 1885.062801 = -131485.031684 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5682.947000 sec): 3 clusters Score: Raw -133243.654784 + Penalty 4012.128472 = -129231.526312 nChanged 214 SP:Iteration 1F (5682.997000 sec): 3 clusters Score: Raw -133910.055973 + Penalty 4337.711229 = -129572.344744 nChanged 89 SP:Iteration 2F (5683.047000 sec): 3 clusters Score: Raw -134181.430582 + Penalty 4471.157187 = -129710.273395 nChanged 28 SP:Iteration 3Q (5683.087000 sec): 3 clusters Score: Raw -134270.596986 + Penalty 4522.378857 = -129748.218129 nChanged 14 SP:Iteration 4Q (5683.137000 sec): 3 clusters Score: Raw -134315.601228 + Penalty 4554.272914 = -129761.328314 nChanged 4 SP:Iteration 5Q (5683.177000 sec): 3 clusters Score: Raw -134328.348315 + Penalty 4554.272914 = -129774.075401 nChanged 0 SP:Iteration 6F (5683.227000 sec): 3 clusters Score: Raw -134328.348315 + Penalty 4554.272914 = -129774.075401 nChanged 0 Trying to split cluster 53 (586 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5683.307000 sec): 2 clusters Score: Raw -156832.350502 + Penalty 14863.413243 = -141968.937259 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5683.367000 sec): 3 clusters Score: Raw -160933.078800 + Penalty 29733.356028 = -131199.722772 nChanged 141 SP:Iteration 1F (5683.427000 sec): 3 clusters Score: Raw -163892.678179 + Penalty 29733.356028 = -134159.322151 nChanged 0 Trying to split cluster 58 (57 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5683.437000 sec): 2 clusters Score: Raw -10351.329163 + Penalty 109.441262 = -10241.887901 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5683.437000 sec): 3 clusters Score: Raw -10145.926397 + Penalty 230.324606 = -9915.601791 nChanged 17 SP:Iteration 1F (5683.447000 sec): 3 clusters Score: Raw -3998.291239 + Penalty 109.441262 = -3888.849977 nChanged 14 SP:Iteration 2F (5683.447000 sec): 2 clusters Score: Raw -10351.329163 + Penalty 109.441262 = -10241.887901 nChanged 0 Trying to split cluster 75 (62 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5683.457000 sec): 2 clusters Score: Raw -12493.944705 + Penalty 97.453514 = -12396.491191 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5683.457000 sec): 3 clusters Score: Raw -12512.429312 + Penalty 201.103356 = -12311.325956 nChanged 23 SP:Iteration 1F (5683.457000 sec): 3 clusters Score: Raw -12568.223797 + Penalty 213.877833 = -12354.345964 nChanged 6 SP:Iteration 2F (5683.467000 sec): 3 clusters Score: Raw -12581.009779 + Penalty 213.877833 = -12367.131946 nChanged 0 Trying to split cluster 76 (1590 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5683.647000 sec): 2 clusters Score: Raw -313124.678201 + Penalty 9425.432843 = -303699.245359 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5683.787000 sec): 3 clusters Score: Raw -312874.894897 + Penalty 18842.479942 = -294032.414955 nChanged 441 SP:Iteration 1F (5683.927000 sec): 3 clusters Score: Raw -313704.612767 + Penalty 18838.499036 = -294866.113730 nChanged 81 SP:Iteration 2F (5684.057000 sec): 3 clusters Score: Raw -313881.092575 + Penalty 18889.006930 = -294992.085645 nChanged 74 SP:Iteration 3Q (5684.187000 sec): 3 clusters Score: Raw -314079.094703 + Penalty 18982.491009 = -295096.603694 nChanged 78 SP:Iteration 4Q (5684.317000 sec): 3 clusters Score: Raw -314383.429589 + Penalty 19148.536337 = -295234.893252 nChanged 102 SP:Iteration 5F (5684.457000 sec): 3 clusters Score: Raw -314852.682880 + Penalty 19316.873170 = -295535.809711 nChanged 84 SP:Iteration 6F (5684.597000 sec): 3 clusters Score: Raw -315248.467705 + Penalty 19441.992627 = -295806.475078 nChanged 68 SP:Iteration 7Q (5684.717000 sec): 3 clusters Score: Raw -315572.333110 + Penalty 19571.583225 = -296000.749885 nChanged 57 SP:Iteration 8Q (5684.837000 sec): 3 clusters Score: Raw -315854.561999 + Penalty 19667.599996 = -296186.962003 nChanged 45 SP:Iteration 9Q (5684.957000 sec): 3 clusters Score: Raw -316038.040622 + Penalty 19719.308958 = -296318.731663 nChanged 32 SP:Iteration 10Q (5685.077000 sec): 3 clusters Score: Raw -316184.759102 + Penalty 19728.381066 = -296456.378036 nChanged 20 SP:Iteration 11Q (5685.197000 sec): 3 clusters Score: Raw -316283.313747 + Penalty 19759.755287 = -296523.558460 nChanged 10 SP:Iteration 12Q (5685.307000 sec): 3 clusters Score: Raw -316323.783299 + Penalty 19781.582857 = -296542.200442 nChanged 6 SP:Iteration 13Q (5685.427000 sec): 3 clusters Score: Raw -316338.265794 + Penalty 19780.202629 = -296558.063165 nChanged 2 SP:Iteration 14Q (5685.537000 sec): 3 clusters Score: Raw -316345.876358 + Penalty 19782.048228 = -296563.828130 nChanged 2 SP:Iteration 15Q (5685.657000 sec): 3 clusters Score: Raw -316380.445151 + Penalty 19740.663997 = -296639.781153 nChanged 10 SP:Iteration 16Q (5685.777000 sec): 3 clusters Score: Raw -316413.978285 + Penalty 19722.471207 = -296691.507078 nChanged 4 SP:Iteration 17Q (5685.887000 sec): 3 clusters Score: Raw -316446.051532 + Penalty 19728.499277 = -296717.552256 nChanged 2 SP:Iteration 18Q (5686.007000 sec): 3 clusters Score: Raw -316453.088439 + Penalty 19736.677404 = -296716.411035 nChanged 2 SP:Iteration 19F (5686.147000 sec): 3 clusters Score: Raw -316463.246827 + Penalty 19751.222758 = -296712.024069 nChanged 6 SP:Iteration 20F (5686.277000 sec): 3 clusters Score: Raw -316515.337180 + Penalty 19749.084836 = -296766.252344 nChanged 5 SP:Iteration 21Q (5686.397000 sec): 3 clusters Score: Raw -316584.041611 + Penalty 19760.149961 = -296823.891650 nChanged 5 SP:Iteration 22Q (5686.517000 sec): 3 clusters Score: Raw -316628.251459 + Penalty 19803.592951 = -296824.658508 nChanged 8 SP:Iteration 23Q (5686.627000 sec): 3 clusters Score: Raw -316653.392354 + Penalty 19861.775264 = -296791.617090 nChanged 8 SP:Iteration 24F (5686.767000 sec): 3 clusters Score: Raw -316676.132057 + Penalty 19861.775264 = -296814.356793 nChanged 0 Trying to split cluster 89 (181 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5686.787000 sec): 2 clusters Score: Raw -36312.786599 + Penalty 241.157352 = -36071.629247 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5686.787000 sec): 3 clusters Score: Raw -36296.640495 + Penalty 485.883009 = -35810.757487 nChanged 64 SP:Iteration 1F (5686.797000 sec): 3 clusters Score: Raw -36453.667917 + Penalty 489.098178 = -35964.569738 nChanged 9 SP:Iteration 2Q (5686.807000 sec): 3 clusters Score: Raw -36433.042980 + Penalty 485.999472 = -35947.043508 nChanged 2 SP:Iteration 3F (5686.807000 sec): 3 clusters Score: Raw -36423.921739 + Penalty 485.999472 = -35937.922267 nChanged 0 Iteration 131F (5730.837000 sec): 28 clusters Score: Raw -31066141.820702 + Penalty 87635.984188 = -30978505.836514 nChanged 77 Iteration 132F (5775.105000 sec): 28 clusters Score: Raw -31066175.014924 + Penalty 87617.054322 = -30978557.960602 nChanged 38 Iteration 133Q (5785.515000 sec): 28 clusters Score: Raw -31066199.695489 + Penalty 87614.010361 = -30978585.685129 nChanged 40 Iteration 134Q (5795.940000 sec): 28 clusters Score: Raw -31066211.045226 + Penalty 87628.959332 = -30978582.085894 nChanged 16 Iteration 135F (5839.943000 sec): 28 clusters Score: Raw -31066213.343513 + Penalty 87644.463038 = -30978568.880475 nChanged 3 Iteration 136F (5884.104000 sec): 28 clusters Score: Raw -31066213.916686 + Penalty 87643.240988 = -30978570.675698 nChanged 2 Iteration 137Q (5894.498000 sec): 28 clusters Score: Raw -31066213.955485 + Penalty 87643.240988 = -30978570.714497 nChanged 0 Iteration 138F (5938.625000 sec): 28 clusters Score: Raw -31066213.955485 + Penalty 87643.240988 = -30978570.714497 nChanged 0 Compute initial score before splitting: Score: Raw -31066213.955485 + Penalty 87643.240988 = -30978570.714497 Trying to split cluster 1 (351 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5952.479000 sec): 2 clusters Score: Raw -73230.542183 + Penalty 31.605090 = -73198.937093 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5952.489000 sec): 3 clusters Score: Raw -73030.138856 + Penalty 63.215527 = -72966.923330 nChanged 150 SP:Iteration 1F (5952.499000 sec): 3 clusters Score: Raw -73187.243192 + Penalty 63.185476 = -73124.057716 nChanged 25 SP:Iteration 2F (5952.509000 sec): 3 clusters Score: Raw -73201.745174 + Penalty 63.784344 = -73137.960830 nChanged 16 SP:Iteration 3Q (5952.519000 sec): 3 clusters Score: Raw -73211.011529 + Penalty 63.908361 = -73147.103168 nChanged 5 SP:Iteration 4Q (5952.529000 sec): 3 clusters Score: Raw -73215.431940 + Penalty 63.961394 = -73151.470546 nChanged 6 SP:Iteration 5Q (5952.539000 sec): 3 clusters Score: Raw -73217.653426 + Penalty 64.016497 = -73153.636929 nChanged 2 SP:Iteration 6Q (5952.549000 sec): 3 clusters Score: Raw -73218.055226 + Penalty 64.073751 = -73153.981475 nChanged 2 SP:Iteration 7Q (5952.559000 sec): 3 clusters Score: Raw -73218.796481 + Penalty 63.282517 = -73155.513964 nChanged 6 SP:Iteration 8Q (5952.569000 sec): 3 clusters Score: Raw -73222.148295 + Penalty 63.402980 = -73158.745315 nChanged 10 SP:Iteration 9Q (5952.579000 sec): 3 clusters Score: Raw -73229.533407 + Penalty 63.571857 = -73165.961550 nChanged 10 SP:Iteration 10Q (5952.589000 sec): 3 clusters Score: Raw -73238.983811 + Penalty 63.612407 = -73175.371404 nChanged 2 SP:Iteration 11Q (5952.599000 sec): 3 clusters Score: Raw -73239.495429 + Penalty 63.655474 = -73175.839955 nChanged 2 SP:Iteration 12Q (5952.609000 sec): 3 clusters Score: Raw -73239.675854 + Penalty 63.655474 = -73176.020381 nChanged 0 SP:Iteration 13F (5952.619000 sec): 3 clusters Score: Raw -73239.675854 + Penalty 63.655474 = -73176.020381 nChanged 0 Trying to split cluster 2 (306 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5952.649000 sec): 2 clusters Score: Raw -64075.100532 + Penalty 117.823637 = -63957.276894 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5952.659000 sec): 3 clusters Score: Raw -63899.273978 + Penalty 274.436025 = -63624.837953 nChanged 120 SP:Iteration 1F (5952.669000 sec): 3 clusters Score: Raw -64019.629232 + Penalty 301.531119 = -63718.098113 nChanged 27 SP:Iteration 2F (5952.679000 sec): 3 clusters Score: Raw -64038.371763 + Penalty 309.001827 = -63729.369936 nChanged 10 SP:Iteration 3Q (5952.689000 sec): 3 clusters Score: Raw -64045.142022 + Penalty 312.663275 = -63732.478748 nChanged 3 SP:Iteration 4Q (5952.699000 sec): 3 clusters Score: Raw -64045.250064 + Penalty 312.663275 = -63732.586789 nChanged 0 SP:Iteration 5F (5952.709000 sec): 3 clusters Score: Raw -64045.250064 + Penalty 312.663275 = -63732.586789 nChanged 0 Trying to split cluster 3 (375 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5952.729000 sec): 2 clusters Score: Raw -77957.790077 + Penalty 77.949347 = -77879.840730 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5952.739000 sec): 3 clusters Score: Raw -77769.204170 + Penalty 172.323744 = -77596.880426 nChanged 154 SP:Iteration 1F (5952.749000 sec): 3 clusters Score: Raw -77970.917543 + Penalty 173.043923 = -77797.873620 nChanged 18 SP:Iteration 2Q (5952.759000 sec): 3 clusters Score: Raw -77978.007090 + Penalty 173.206322 = -77804.800768 nChanged 4 SP:Iteration 3Q (5952.779000 sec): 3 clusters Score: Raw -77980.302950 + Penalty 172.374787 = -77807.928163 nChanged 4 SP:Iteration 4Q (5952.789000 sec): 3 clusters Score: Raw -77982.959821 + Penalty 169.133073 = -77813.826747 nChanged 8 SP:Iteration 5Q (5952.799000 sec): 3 clusters Score: Raw -77989.602201 + Penalty 168.079762 = -77821.522439 nChanged 4 SP:Iteration 6Q (5952.809000 sec): 3 clusters Score: Raw -77992.872480 + Penalty 167.068071 = -77825.804408 nChanged 12 SP:Iteration 7Q (5952.819000 sec): 3 clusters Score: Raw -78004.251780 + Penalty 163.812263 = -77840.439516 nChanged 10 SP:Iteration 8Q (5952.829000 sec): 3 clusters Score: Raw -78013.245016 + Penalty 161.880002 = -77851.365015 nChanged 11 SP:Iteration 9Q (5952.839000 sec): 3 clusters Score: Raw -78022.584941 + Penalty 161.338217 = -77861.246724 nChanged 5 SP:Iteration 10Q (5952.849000 sec): 3 clusters Score: Raw -78024.745277 + Penalty 161.338217 = -77863.407060 nChanged 0 SP:Iteration 11F (5952.859000 sec): 3 clusters Score: Raw -78024.745277 + Penalty 161.338217 = -77863.407060 nChanged 0 Trying to split cluster 4 (2524 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5953.089000 sec): 2 clusters Score: Raw -527045.239892 + Penalty 68.166513 = -526977.073379 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5953.169000 sec): 3 clusters Score: Raw -525391.739777 + Penalty 141.980932 = -525249.758845 nChanged 1189 SP:Iteration 1F (5953.249000 sec): 3 clusters Score: Raw -526339.420667 + Penalty 139.323420 = -526200.097246 nChanged 228 SP:Iteration 2F (5953.329000 sec): 3 clusters Score: Raw -526515.490790 + Penalty 139.173946 = -526376.316843 nChanged 176 SP:Iteration 3F (5953.409000 sec): 3 clusters Score: Raw -526677.767696 + Penalty 141.529591 = -526536.238105 nChanged 131 SP:Iteration 4F (5953.489000 sec): 3 clusters Score: Raw -526809.237501 + Penalty 140.981864 = -526668.255637 nChanged 115 SP:Iteration 5Q (5953.559000 sec): 3 clusters Score: Raw -526908.776910 + Penalty 149.782958 = -526758.993953 nChanged 94 SP:Iteration 6Q (5953.639000 sec): 3 clusters Score: Raw -526997.624474 + Penalty 149.691326 = -526847.933148 nChanged 59 SP:Iteration 7Q (5953.719000 sec): 3 clusters Score: Raw -527045.152055 + Penalty 155.557666 = -526889.594389 nChanged 34 SP:Iteration 8Q (5953.789000 sec): 3 clusters Score: Raw -527083.052370 + Penalty 158.993501 = -526924.058869 nChanged 17 SP:Iteration 9Q (5953.859000 sec): 3 clusters Score: Raw -527099.140200 + Penalty 162.610989 = -526936.529211 nChanged 12 SP:Iteration 10Q (5953.929000 sec): 3 clusters Score: Raw -527105.360652 + Penalty 164.217995 = -526941.142658 nChanged 8 SP:Iteration 11Q (5953.999000 sec): 3 clusters Score: Raw -527107.951144 + Penalty 166.406835 = -526941.544309 nChanged 2 SP:Iteration 12Q (5954.059000 sec): 3 clusters Score: Raw -527108.144471 + Penalty 168.772656 = -526939.371815 nChanged 2 SP:Iteration 13F (5954.139000 sec): 3 clusters Score: Raw -527108.281747 + Penalty 168.772656 = -526939.509090 nChanged 0 Trying to split cluster 5 (35 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5954.149000 sec): 2 clusters Score: Raw -5942.408081 + Penalty 644.233673 = -5298.174408 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5954.149000 sec): 3 clusters Score: Raw -2996.649238 + Penalty 1292.363587 = -1704.285651 nChanged 2 SP:Iteration 1F (5954.159000 sec): 3 clusters Score: Raw -4257.305767 + Penalty 1292.695217 = -2964.610550 nChanged 1 SP:Iteration 2Q (5954.159000 sec): 3 clusters Score: Raw -1226.200792 + Penalty 1227.726313 = 1.525522 nChanged 9 SP:Iteration 3F (5954.159000 sec): 3 clusters Score: Raw -4910.481123 + Penalty 644.233673 = -4266.247449 nChanged 5 SP:Iteration 4F (5954.159000 sec): 2 clusters Score: Raw -5942.408081 + Penalty 644.233673 = -5298.174408 nChanged 0 Trying to split cluster 6 (100 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5954.169000 sec): 2 clusters Score: Raw -20962.410448 + Penalty 23.136579 = -20939.273869 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5954.179000 sec): 3 clusters Score: Raw -20912.675528 + Penalty 46.245962 = -20866.429566 nChanged 38 SP:Iteration 1F (5954.179000 sec): 3 clusters Score: Raw -20946.501369 + Penalty 46.303357 = -20900.198012 nChanged 7 SP:Iteration 2F (5954.189000 sec): 3 clusters Score: Raw -20954.859676 + Penalty 46.287293 = -20908.572383 nChanged 3 SP:Iteration 3Q (5954.189000 sec): 3 clusters Score: Raw -20957.461141 + Penalty 46.277677 = -20911.183464 nChanged 2 SP:Iteration 4Q (5954.199000 sec): 3 clusters Score: Raw -20958.302433 + Penalty 46.268816 = -20912.033617 nChanged 2 SP:Iteration 5Q (5954.199000 sec): 3 clusters Score: Raw -20957.832719 + Penalty 46.268816 = -20911.563904 nChanged 0 SP:Iteration 6F (5954.199000 sec): 3 clusters Score: Raw -20957.832719 + Penalty 46.268816 = -20911.563904 nChanged 0 Trying to split cluster 7 (1455 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5954.369000 sec): 2 clusters Score: Raw -278040.139444 + Penalty 8346.785143 = -269693.354301 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5954.499000 sec): 3 clusters Score: Raw -277927.743231 + Penalty 16806.853928 = -261120.889303 nChanged 428 SP:Iteration 1F (5954.629000 sec): 3 clusters Score: Raw -278899.442119 + Penalty 17486.330319 = -261413.111801 nChanged 186 SP:Iteration 2F (5954.749000 sec): 3 clusters Score: Raw -279755.840586 + Penalty 18378.094980 = -261377.745606 nChanged 154 SP:Iteration 3F (5954.879000 sec): 3 clusters Score: Raw -281049.070215 + Penalty 18889.747107 = -262159.323109 nChanged 115 SP:Iteration 4F (5955.009000 sec): 3 clusters Score: Raw -282007.112151 + Penalty 18889.580852 = -263117.531299 nChanged 41 SP:Iteration 5Q (5955.109000 sec): 3 clusters Score: Raw -282210.094102 + Penalty 18930.365513 = -263279.728590 nChanged 8 SP:Iteration 6Q (5955.219000 sec): 3 clusters Score: Raw -282251.923622 + Penalty 18939.039420 = -263312.884203 nChanged 2 SP:Iteration 7Q (5955.319000 sec): 3 clusters Score: Raw -282257.063879 + Penalty 18939.039420 = -263318.024459 nChanged 0 SP:Iteration 8F (5955.449000 sec): 3 clusters Score: Raw -282257.063879 + Penalty 18939.039420 = -263318.024459 nChanged 0 Trying to split cluster 8 (1145 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5955.619000 sec): 2 clusters Score: Raw -233376.961996 + Penalty 2081.385522 = -231295.576474 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5955.719000 sec): 3 clusters Score: Raw -232910.165309 + Penalty 4163.173103 = -228746.992205 nChanged 386 SP:Iteration 1F (5955.829000 sec): 3 clusters Score: Raw -233414.897765 + Penalty 4161.501226 = -229253.396539 nChanged 165 SP:Iteration 2F (5955.919000 sec): 3 clusters Score: Raw -233735.122415 + Penalty 4172.922378 = -229562.200037 nChanged 88 SP:Iteration 3F (5956.009000 sec): 3 clusters Score: Raw -233933.916882 + Penalty 4210.605702 = -229723.311180 nChanged 62 SP:Iteration 4F (5956.099000 sec): 3 clusters Score: Raw -234023.483856 + Penalty 4272.588679 = -229750.895177 nChanged 38 SP:Iteration 5Q (5956.179000 sec): 3 clusters Score: Raw -234075.847214 + Penalty 4305.973527 = -229769.873687 nChanged 28 SP:Iteration 6Q (5956.269000 sec): 3 clusters Score: Raw -234111.498739 + Penalty 4362.691221 = -229748.807519 nChanged 16 SP:Iteration 7F (5956.359000 sec): 3 clusters Score: Raw -234137.017852 + Penalty 4380.532036 = -229756.485816 nChanged 4 SP:Iteration 8Q (5956.439000 sec): 3 clusters Score: Raw -234142.293666 + Penalty 4410.488300 = -229731.805366 nChanged 4 SP:Iteration 9F (5956.529000 sec): 3 clusters Score: Raw -234147.222472 + Penalty 4426.170795 = -229721.051677 nChanged 6 SP:Iteration 10F (5956.609000 sec): 3 clusters Score: Raw -234145.150681 + Penalty 4404.857846 = -229740.292835 nChanged 4 SP:Iteration 11Q (5956.699000 sec): 3 clusters Score: Raw -234154.419289 + Penalty 4404.857846 = -229749.561443 nChanged 0 SP:Iteration 12F (5956.779000 sec): 3 clusters Score: Raw -234154.419289 + Penalty 4404.857846 = -229749.561443 nChanged 0 Trying to split cluster 9 (132209 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5976.362000 sec): 2 clusters Score: Raw -27600739.736166 + Penalty 66.792088 = -27600672.944078 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5984.852000 sec): 3 clusters Score: Raw -27510024.233349 + Penalty 135.677322 = -27509888.556027 nChanged 65479 SP:Iteration 1F (5992.382000 sec): 3 clusters Score: Raw -27570152.980289 + Penalty 136.735838 = -27570016.244451 nChanged 8499 SP:Iteration 2F (5999.844000 sec): 3 clusters Score: Raw -27574047.251258 + Penalty 137.932401 = -27573909.318857 nChanged 5159 SP:Iteration 3Q (6007.188000 sec): 3 clusters Score: Raw -27577089.079231 + Penalty 139.290467 = -27576949.788764 nChanged 4184 SP:Iteration 4Q (6014.452000 sec): 3 clusters Score: Raw -27579605.218354 + Penalty 140.760587 = -27579464.457768 nChanged 3852 SP:Iteration 5Q (6021.634000 sec): 3 clusters Score: Raw -27581927.757786 + Penalty 142.452853 = -27581785.304934 nChanged 3637 SP:Iteration 6Q (6028.744000 sec): 3 clusters Score: Raw -27584193.979688 + Penalty 144.076730 = -27584049.902958 nChanged 3205 SP:Iteration 7Q (6035.794000 sec): 3 clusters Score: Raw -27585910.501371 + Penalty 145.635480 = -27585764.865890 nChanged 2828 SP:Iteration 8Q (6042.773000 sec): 3 clusters Score: Raw -27587078.739729 + Penalty 147.220912 = -27586931.518817 nChanged 2416 SP:Iteration 9Q (6049.633000 sec): 3 clusters Score: Raw -27587917.889062 + Penalty 148.578675 = -27587769.310387 nChanged 2086 SP:Iteration 10Q (6056.409000 sec): 3 clusters Score: Raw -27588559.586147 + Penalty 149.949507 = -27588409.636641 nChanged 1974 SP:Iteration 11Q (6063.259000 sec): 3 clusters Score: Raw -27589174.582508 + Penalty 151.343709 = -27589023.238799 nChanged 1856 SP:Iteration 12Q (6070.061000 sec): 3 clusters Score: Raw -27589766.442265 + Penalty 153.005916 = -27589613.436349 nChanged 1924 SP:Iteration 13Q (6076.941000 sec): 3 clusters Score: Raw -27590420.249318 + Penalty 154.507593 = -27590265.741725 nChanged 1951 SP:Iteration 14Q (6083.811000 sec): 3 clusters Score: Raw -27591142.332927 + Penalty 156.168184 = -27590986.164743 nChanged 1910 SP:Iteration 15Q (6090.811000 sec): 3 clusters Score: Raw -27591876.716099 + Penalty 158.453703 = -27591718.262396 nChanged 1887 SP:Iteration 16Q (6097.891000 sec): 3 clusters Score: Raw -27592680.384630 + Penalty 159.694190 = -27592520.690440 nChanged 1852 SP:Iteration 17Q (6104.998000 sec): 3 clusters Score: Raw -27593524.498942 + Penalty 160.951963 = -27593363.546979 nChanged 1748 SP:Iteration 18Q (6112.078000 sec): 3 clusters Score: Raw -27594426.353462 + Penalty 162.434330 = -27594263.919132 nChanged 1538 SP:Iteration 19Q (6119.141000 sec): 3 clusters Score: Raw -27595181.433297 + Penalty 163.024023 = -27595018.409274 nChanged 1128 SP:Iteration 20F (6126.381000 sec): 3 clusters Score: Raw -27596304.793506 + Penalty 163.793110 = -27596141.000396 nChanged 1440 SP:Iteration 21Q (6133.636000 sec): 3 clusters Score: Raw -27597946.045179 + Penalty 163.176155 = -27597782.869023 nChanged 628 SP:Iteration 22Q (6140.236000 sec): 3 clusters Score: Raw -27598300.560980 + Penalty 162.300592 = -27598138.260387 nChanged 343 SP:Iteration 23Q (6146.666000 sec): 3 clusters Score: Raw -27598391.561704 + Penalty 161.580231 = -27598229.981473 nChanged 202 SP:Iteration 24Q (6152.994000 sec): 3 clusters Score: Raw -27598415.302400 + Penalty 161.143677 = -27598254.158723 nChanged 108 SP:Iteration 25Q (6159.305000 sec): 3 clusters Score: Raw -27598421.679941 + Penalty 160.796459 = -27598260.883481 nChanged 49 SP:Iteration 26Q (6165.615000 sec): 3 clusters Score: Raw -27598422.819935 + Penalty 160.800721 = -27598262.019213 nChanged 12 SP:Iteration 27Q (6171.918000 sec): 3 clusters Score: Raw -27598422.881702 + Penalty 160.770769 = -27598262.110933 nChanged 2 SP:Iteration 28Q (6178.258000 sec): 3 clusters Score: Raw -27598422.883783 + Penalty 160.695126 = -27598262.188657 nChanged 2 SP:Iteration 29Q (6184.576000 sec): 3 clusters Score: Raw -27598422.899039 + Penalty 160.688669 = -27598262.210369 nChanged 4 SP:Iteration 30Q (6190.896000 sec): 3 clusters Score: Raw -27598422.918987 + Penalty 160.711400 = -27598262.207587 nChanged 4 SP:Iteration 31F (6198.118000 sec): 3 clusters Score: Raw -27598422.936790 + Penalty 160.723017 = -27598262.213772 nChanged 2 SP:Iteration 32Q (6204.508000 sec): 3 clusters Score: Raw -27598422.939977 + Penalty 160.723017 = -27598262.216960 nChanged 0 SP:Iteration 33F (6211.716000 sec): 3 clusters Score: Raw -27598422.939977 + Penalty 160.723017 = -27598262.216960 nChanged 0 Trying to split cluster 10 (28 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6211.836000 sec): 2 clusters Score: Raw -5798.187405 + Penalty 19.126310 = -5779.061094 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6211.836000 sec): 3 clusters Score: Raw -5780.624462 + Penalty 37.286665 = -5743.337797 nChanged 12 SP:Iteration 1F (6211.836000 sec): 3 clusters Score: Raw -5765.118779 + Penalty 19.126310 = -5745.992468 nChanged 8 SP:Iteration 2F (6211.836000 sec): 2 clusters Score: Raw -5798.187405 + Penalty 19.126310 = -5779.061094 nChanged 0 Trying to split cluster 11 (32 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6211.846000 sec): 2 clusters Score: Raw -6658.677229 + Penalty 19.636662 = -6639.040567 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6211.846000 sec): 3 clusters Score: Raw -6641.920449 + Penalty 37.978298 = -6603.942151 nChanged 11 SP:Iteration 1F (6211.846000 sec): 3 clusters Score: Raw -6648.495775 + Penalty 19.636662 = -6628.859114 nChanged 4 SP:Iteration 2F (6211.856000 sec): 2 clusters Score: Raw -6658.677229 + Penalty 19.636662 = -6639.040567 nChanged 0 Trying to split cluster 12 (457 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6211.886000 sec): 2 clusters Score: Raw -95479.943123 + Penalty 93.154156 = -95386.788967 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6211.896000 sec): 3 clusters Score: Raw -95205.882524 + Penalty 180.493330 = -95025.389194 nChanged 195 SP:Iteration 1F (6211.916000 sec): 3 clusters Score: Raw -95350.867967 + Penalty 178.385064 = -95172.482903 nChanged 48 SP:Iteration 2F (6211.926000 sec): 3 clusters Score: Raw -95389.242211 + Penalty 177.227854 = -95212.014357 nChanged 36 SP:Iteration 3F (6211.946000 sec): 3 clusters Score: Raw -95435.405924 + Penalty 173.815428 = -95261.590496 nChanged 18 SP:Iteration 4Q (6211.956000 sec): 3 clusters Score: Raw -95471.126995 + Penalty 171.302422 = -95299.824573 nChanged 4 SP:Iteration 5Q (6211.976000 sec): 3 clusters Score: Raw -95473.091835 + Penalty 171.302422 = -95301.789413 nChanged 0 SP:Iteration 6F (6211.986000 sec): 3 clusters Score: Raw -95473.091835 + Penalty 171.302422 = -95301.789413 nChanged 0 Trying to split cluster 13 (2097 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6212.186000 sec): 2 clusters Score: Raw -437922.592409 + Penalty 116.674672 = -437805.917737 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6212.256000 sec): 3 clusters Score: Raw -436627.777301 + Penalty 228.165245 = -436399.612057 nChanged 964 SP:Iteration 1F (6212.316000 sec): 3 clusters Score: Raw -437519.069193 + Penalty 224.164060 = -437294.905134 nChanged 132 SP:Iteration 2F (6212.386000 sec): 3 clusters Score: Raw -437624.798766 + Penalty 224.655258 = -437400.143508 nChanged 65 SP:Iteration 3Q (6212.446000 sec): 3 clusters Score: Raw -437682.653430 + Penalty 223.960948 = -437458.692482 nChanged 69 SP:Iteration 4Q (6212.516000 sec): 3 clusters Score: Raw -437761.451521 + Penalty 225.847594 = -437535.603927 nChanged 72 SP:Iteration 5Q (6212.586000 sec): 3 clusters Score: Raw -437861.554482 + Penalty 229.308628 = -437632.245854 nChanged 58 SP:Iteration 6Q (6212.646000 sec): 3 clusters Score: Raw -437907.869400 + Penalty 231.433898 = -437676.435502 nChanged 24 SP:Iteration 7Q (6212.706000 sec): 3 clusters Score: Raw -437929.249205 + Penalty 234.673342 = -437694.575863 nChanged 26 SP:Iteration 8Q (6212.776000 sec): 3 clusters Score: Raw -437953.626745 + Penalty 236.930498 = -437716.696246 nChanged 18 SP:Iteration 9Q (6212.836000 sec): 3 clusters Score: Raw -437962.997741 + Penalty 237.249037 = -437725.748704 nChanged 21 SP:Iteration 10Q (6212.896000 sec): 3 clusters Score: Raw -437969.278730 + Penalty 237.186229 = -437732.092501 nChanged 6 SP:Iteration 11Q (6212.956000 sec): 3 clusters Score: Raw -437969.978647 + Penalty 236.197651 = -437733.780996 nChanged 4 SP:Iteration 12Q (6213.016000 sec): 3 clusters Score: Raw -437970.388887 + Penalty 236.472322 = -437733.916565 nChanged 2 SP:Iteration 13Q (6213.076000 sec): 3 clusters Score: Raw -437970.721894 + Penalty 236.690981 = -437734.030913 nChanged 2 SP:Iteration 14Q (6213.136000 sec): 3 clusters Score: Raw -437970.866239 + Penalty 235.478798 = -437735.387441 nChanged 2 SP:Iteration 15Q (6213.196000 sec): 3 clusters Score: Raw -437971.065231 + Penalty 235.478798 = -437735.586433 nChanged 0 SP:Iteration 16F (6213.266000 sec): 3 clusters Score: Raw -437971.065231 + Penalty 235.478798 = -437735.586433 nChanged 0 Trying to split cluster 14 (673 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6213.326000 sec): 2 clusters Score: Raw -137055.766227 + Penalty 531.378054 = -136524.388173 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6213.356000 sec): 3 clusters Score: Raw -136733.567000 + Penalty 1090.048453 = -135643.518547 nChanged 253 SP:Iteration 1F (6213.386000 sec): 3 clusters Score: Raw -137028.687544 + Penalty 1114.630101 = -135914.057443 nChanged 64 SP:Iteration 2F (6213.426000 sec): 3 clusters Score: Raw -137131.161027 + Penalty 1141.698623 = -135989.462403 nChanged 41 SP:Iteration 3F (6213.456000 sec): 3 clusters Score: Raw -137200.380317 + Penalty 1159.347251 = -136041.033066 nChanged 20 SP:Iteration 4Q (6213.486000 sec): 3 clusters Score: Raw -137219.338889 + Penalty 1162.321047 = -136057.017842 nChanged 9 SP:Iteration 5Q (6213.516000 sec): 3 clusters Score: Raw -137228.951211 + Penalty 1168.326901 = -136060.624311 nChanged 13 SP:Iteration 6Q (6213.546000 sec): 3 clusters Score: Raw -137241.698180 + Penalty 1174.278030 = -136067.420150 nChanged 6 SP:Iteration 7Q (6213.576000 sec): 3 clusters Score: Raw -137247.933709 + Penalty 1176.374940 = -136071.558768 nChanged 2 SP:Iteration 8Q (6213.606000 sec): 3 clusters Score: Raw -137251.521176 + Penalty 1174.442342 = -136077.078834 nChanged 4 SP:Iteration 9Q (6213.646000 sec): 3 clusters Score: Raw -137253.304291 + Penalty 1174.901148 = -136078.403143 nChanged 2 SP:Iteration 10Q (6213.676000 sec): 3 clusters Score: Raw -137254.338224 + Penalty 1180.050027 = -136074.288197 nChanged 4 SP:Iteration 11F (6213.706000 sec): 3 clusters Score: Raw -137256.422032 + Penalty 1185.318957 = -136071.103074 nChanged 4 SP:Iteration 12F (6213.736000 sec): 3 clusters Score: Raw -137258.515788 + Penalty 1191.445699 = -136067.070089 nChanged 4 SP:Iteration 13F (6213.766000 sec): 3 clusters Score: Raw -137260.725199 + Penalty 1194.079946 = -136066.645254 nChanged 2 SP:Iteration 14F (6213.806000 sec): 3 clusters Score: Raw -137261.910874 + Penalty 1194.079946 = -136067.830929 nChanged 0 Trying to split cluster 17 (508 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6213.846000 sec): 2 clusters Score: Raw -106136.401442 + Penalty 70.062909 = -106066.338533 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6213.856000 sec): 3 clusters Score: Raw -105818.857826 + Penalty 144.781911 = -105674.075915 nChanged 220 SP:Iteration 1F (6213.876000 sec): 3 clusters Score: Raw -105970.783122 + Penalty 145.357945 = -105825.425177 nChanged 57 SP:Iteration 2F (6213.886000 sec): 3 clusters Score: Raw -106018.410768 + Penalty 143.071622 = -105875.339146 nChanged 46 SP:Iteration 3F (6213.906000 sec): 3 clusters Score: Raw -106057.666833 + Penalty 128.467210 = -105929.199623 nChanged 37 SP:Iteration 4F (6213.926000 sec): 3 clusters Score: Raw -106095.740019 + Penalty 126.261481 = -105969.478538 nChanged 26 SP:Iteration 5F (6213.936000 sec): 3 clusters Score: Raw -106124.548522 + Penalty 132.314776 = -105992.233746 nChanged 15 SP:Iteration 6Q (6213.956000 sec): 3 clusters Score: Raw -106135.791226 + Penalty 123.800467 = -106011.990759 nChanged 3 SP:Iteration 7Q (6213.976000 sec): 3 clusters Score: Raw -106137.048602 + Penalty 125.059975 = -106011.988627 nChanged 2 SP:Iteration 8F (6213.986000 sec): 3 clusters Score: Raw -106138.760339 + Penalty 127.670023 = -106011.090316 nChanged 4 SP:Iteration 9F (6214.006000 sec): 3 clusters Score: Raw -106141.666500 + Penalty 116.067601 = -106025.598899 nChanged 2 SP:Iteration 10Q (6214.026000 sec): 3 clusters Score: Raw -106142.276805 + Penalty 116.067601 = -106026.209204 nChanged 0 SP:Iteration 11F (6214.046000 sec): 3 clusters Score: Raw -106142.276805 + Penalty 116.067601 = -106026.209204 nChanged 0 Trying to split cluster 18 (251 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6214.066000 sec): 2 clusters Score: Raw -48297.636279 + Penalty 1155.007880 = -47142.628399 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6214.076000 sec): 3 clusters Score: Raw -48345.240236 + Penalty 2365.635563 = -45979.604672 nChanged 74 SP:Iteration 1F (6214.086000 sec): 3 clusters Score: Raw -48551.540660 + Penalty 2377.574465 = -46173.966195 nChanged 9 SP:Iteration 2Q (6214.106000 sec): 3 clusters Score: Raw -48582.531214 + Penalty 2377.574465 = -46204.956749 nChanged 0 SP:Iteration 3F (6214.116000 sec): 3 clusters Score: Raw -48582.531214 + Penalty 2377.574465 = -46204.956749 nChanged 0 Trying to split cluster 21 (178 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6214.136000 sec): 2 clusters Score: Raw -36860.907735 + Penalty 142.967352 = -36717.940383 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6214.136000 sec): 3 clusters Score: Raw -36773.987973 + Penalty 285.081585 = -36488.906388 nChanged 65 SP:Iteration 1F (6214.146000 sec): 3 clusters Score: Raw -36851.744377 + Penalty 285.046488 = -36566.697889 nChanged 16 SP:Iteration 2F (6214.156000 sec): 3 clusters Score: Raw -36870.750078 + Penalty 286.312677 = -36584.437401 nChanged 8 SP:Iteration 3Q (6214.156000 sec): 3 clusters Score: Raw -36874.416748 + Penalty 288.081380 = -36586.335368 nChanged 4 SP:Iteration 4Q (6214.166000 sec): 3 clusters Score: Raw -36876.513428 + Penalty 288.081380 = -36588.432048 nChanged 0 SP:Iteration 5F (6214.166000 sec): 3 clusters Score: Raw -36876.513428 + Penalty 288.081380 = -36588.432048 nChanged 0 Trying to split cluster 25 (2448 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6214.516000 sec): 2 clusters Score: Raw -508894.771371 + Penalty 876.559298 = -508018.212074 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6214.636000 sec): 3 clusters Score: Raw -507401.761537 + Penalty 1743.711500 = -505658.050037 nChanged 1016 SP:Iteration 1F (6214.746000 sec): 3 clusters Score: Raw -508211.392038 + Penalty 1725.720797 = -506485.671241 nChanged 321 SP:Iteration 2F (6214.866000 sec): 3 clusters Score: Raw -508515.174329 + Penalty 1707.405458 = -506807.768871 nChanged 161 SP:Iteration 3F (6214.986000 sec): 3 clusters Score: Raw -508655.915966 + Penalty 1685.633395 = -506970.282571 nChanged 97 SP:Iteration 4Q (6215.116000 sec): 3 clusters Score: Raw -508721.848015 + Penalty 1666.888881 = -507054.959134 nChanged 75 SP:Iteration 5Q (6215.226000 sec): 3 clusters Score: Raw -508757.537961 + Penalty 1654.162515 = -507103.375446 nChanged 57 SP:Iteration 6Q (6215.346000 sec): 3 clusters Score: Raw -508777.240120 + Penalty 1644.307240 = -507132.932881 nChanged 53 SP:Iteration 7Q (6215.466000 sec): 3 clusters Score: Raw -508800.416981 + Penalty 1633.802126 = -507166.614856 nChanged 54 SP:Iteration 8Q (6215.586000 sec): 3 clusters Score: Raw -508827.737841 + Penalty 1633.163107 = -507194.574735 nChanged 31 SP:Iteration 9Q (6215.696000 sec): 3 clusters Score: Raw -508842.701704 + Penalty 1641.130745 = -507201.570959 nChanged 28 SP:Iteration 10Q (6215.816000 sec): 3 clusters Score: Raw -508854.632959 + Penalty 1646.338261 = -507208.294698 nChanged 26 SP:Iteration 11Q (6215.926000 sec): 3 clusters Score: Raw -508865.422483 + Penalty 1652.739836 = -507212.682647 nChanged 33 SP:Iteration 12Q (6216.046000 sec): 3 clusters Score: Raw -508884.403217 + Penalty 1668.083896 = -507216.319320 nChanged 33 SP:Iteration 13Q (6216.156000 sec): 3 clusters Score: Raw -508901.201999 + Penalty 1682.464335 = -507218.737664 nChanged 26 SP:Iteration 14Q (6216.276000 sec): 3 clusters Score: Raw -508914.421160 + Penalty 1705.214740 = -507209.206420 nChanged 32 SP:Iteration 15F (6216.396000 sec): 3 clusters Score: Raw -508931.381325 + Penalty 1719.597975 = -507211.783350 nChanged 21 SP:Iteration 16Q (6216.506000 sec): 3 clusters Score: Raw -508937.269296 + Penalty 1727.826307 = -507209.442989 nChanged 12 SP:Iteration 17F (6216.626000 sec): 3 clusters Score: Raw -508939.401021 + Penalty 1732.038443 = -507207.362579 nChanged 6 SP:Iteration 18F (6216.736000 sec): 3 clusters Score: Raw -508940.034586 + Penalty 1735.974201 = -507204.060385 nChanged 6 SP:Iteration 19F (6216.856000 sec): 3 clusters Score: Raw -508941.362504 + Penalty 1735.974201 = -507205.388303 nChanged 0 Trying to split cluster 28 (960 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6216.916000 sec): 2 clusters Score: Raw -199971.650413 + Penalty 91.738328 = -199879.912085 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6216.946000 sec): 3 clusters Score: Raw -199399.022716 + Penalty 179.137249 = -199219.885467 nChanged 417 SP:Iteration 1F (6216.976000 sec): 3 clusters Score: Raw -199714.432795 + Penalty 183.765301 = -199530.667493 nChanged 100 SP:Iteration 2F (6217.006000 sec): 3 clusters Score: Raw -199796.416624 + Penalty 189.374531 = -199607.042093 nChanged 50 SP:Iteration 3F (6217.036000 sec): 3 clusters Score: Raw -199836.481679 + Penalty 191.363173 = -199645.118506 nChanged 39 SP:Iteration 4Q (6217.066000 sec): 3 clusters Score: Raw -199870.470287 + Penalty 192.975418 = -199677.494868 nChanged 35 SP:Iteration 5Q (6217.086000 sec): 3 clusters Score: Raw -199912.080425 + Penalty 189.406334 = -199722.674091 nChanged 28 SP:Iteration 6Q (6217.116000 sec): 3 clusters Score: Raw -199952.537893 + Penalty 198.575683 = -199753.962210 nChanged 14 SP:Iteration 7Q (6217.136000 sec): 3 clusters Score: Raw -199963.516473 + Penalty 205.134027 = -199758.382446 nChanged 10 SP:Iteration 8Q (6217.166000 sec): 3 clusters Score: Raw -199974.817332 + Penalty 217.980965 = -199756.836367 nChanged 14 SP:Iteration 9F (6217.196000 sec): 3 clusters Score: Raw -199988.012339 + Penalty 223.262980 = -199764.749359 nChanged 5 SP:Iteration 10Q (6217.216000 sec): 3 clusters Score: Raw -199991.006141 + Penalty 226.423669 = -199764.582472 nChanged 3 SP:Iteration 11F (6217.246000 sec): 3 clusters Score: Raw -199995.446886 + Penalty 235.063098 = -199760.383788 nChanged 3 SP:Iteration 12F (6217.276000 sec): 3 clusters Score: Raw -199999.893573 + Penalty 232.987892 = -199766.905681 nChanged 4 SP:Iteration 13Q (6217.296000 sec): 3 clusters Score: Raw -200001.681792 + Penalty 232.987892 = -199768.693899 nChanged 0 SP:Iteration 14F (6217.326000 sec): 3 clusters Score: Raw -200001.681792 + Penalty 232.987892 = -199768.693899 nChanged 0 Trying to split cluster 32 (38 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6217.326000 sec): 2 clusters Score: Raw -7757.277907 + Penalty 49.260349 = -7708.017558 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6217.336000 sec): 3 clusters Score: Raw -7267.914889 + Penalty 143.768163 = -7124.146726 nChanged 18 SP:Iteration 1F (6217.336000 sec): 3 clusters Score: Raw -7350.179714 + Penalty 81.431375 = -7268.748339 nChanged 10 SP:Iteration 2F (6217.336000 sec): 3 clusters Score: Raw -7365.142766 + Penalty 72.021381 = -7293.121384 nChanged 4 SP:Iteration 3F (6217.336000 sec): 3 clusters Score: Raw -7752.174078 + Penalty 68.288075 = -7683.886003 nChanged 3 SP:Iteration 4F (6217.346000 sec): 3 clusters Score: Raw -7754.996174 + Penalty 49.260349 = -7705.735824 nChanged 1 SP:Iteration 5Q (6217.346000 sec): 2 clusters Score: Raw -7757.277907 + Penalty 49.260349 = -7708.017558 nChanged 0 SP:Iteration 6F (6217.346000 sec): 2 clusters Score: Raw -7757.277907 + Penalty 49.260349 = -7708.017558 nChanged 0 Trying to split cluster 36 (814 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6217.456000 sec): 2 clusters Score: Raw -166335.539205 + Penalty 1889.349941 = -164446.189264 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6217.516000 sec): 3 clusters Score: Raw -166076.540128 + Penalty 3792.299951 = -162284.240177 nChanged 275 SP:Iteration 1F (6217.566000 sec): 3 clusters Score: Raw -166503.821770 + Penalty 3790.067363 = -162713.754407 nChanged 88 SP:Iteration 2F (6217.616000 sec): 3 clusters Score: Raw -166701.080607 + Penalty 3775.195206 = -162925.885402 nChanged 51 SP:Iteration 3F (6217.666000 sec): 3 clusters Score: Raw -166802.086644 + Penalty 3742.515444 = -163059.571199 nChanged 35 SP:Iteration 4Q (6217.716000 sec): 3 clusters Score: Raw -166855.551910 + Penalty 3741.891070 = -163113.660840 nChanged 13 SP:Iteration 5Q (6217.766000 sec): 3 clusters Score: Raw -166868.163555 + Penalty 3738.724669 = -163129.438886 nChanged 6 SP:Iteration 6Q (6217.816000 sec): 3 clusters Score: Raw -166872.744010 + Penalty 3733.364414 = -163139.379596 nChanged 4 SP:Iteration 7Q (6217.866000 sec): 3 clusters Score: Raw -166874.369153 + Penalty 3733.364414 = -163141.004739 nChanged 0 SP:Iteration 8F (6217.916000 sec): 3 clusters Score: Raw -166874.369153 + Penalty 3733.364414 = -163141.004739 nChanged 0 Trying to split cluster 48 (661 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6218.016000 sec): 2 clusters Score: Raw -133370.094485 + Penalty 1885.062801 = -131485.031684 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6218.066000 sec): 3 clusters Score: Raw -133288.722851 + Penalty 3960.636151 = -129328.086699 nChanged 226 SP:Iteration 1F (6218.106000 sec): 3 clusters Score: Raw -133880.648183 + Penalty 4224.879791 = -129655.768392 nChanged 86 SP:Iteration 2F (6218.156000 sec): 3 clusters Score: Raw -134108.417132 + Penalty 4332.259930 = -129776.157202 nChanged 20 SP:Iteration 3Q (6218.206000 sec): 3 clusters Score: Raw -134202.256919 + Penalty 4357.754147 = -129844.502773 nChanged 6 SP:Iteration 4Q (6218.246000 sec): 3 clusters Score: Raw -134229.130674 + Penalty 4362.388393 = -129866.742281 nChanged 4 SP:Iteration 5Q (6218.286000 sec): 3 clusters Score: Raw -134246.787989 + Penalty 4369.907052 = -129876.880936 nChanged 2 SP:Iteration 6Q (6218.336000 sec): 3 clusters Score: Raw -134252.968715 + Penalty 4369.907052 = -129883.061663 nChanged 0 SP:Iteration 7F (6218.386000 sec): 3 clusters Score: Raw -134252.968715 + Penalty 4369.907052 = -129883.061663 nChanged 0 Trying to split cluster 53 (586 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6218.456000 sec): 2 clusters Score: Raw -156832.350502 + Penalty 14863.413243 = -141968.937259 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6218.516000 sec): 3 clusters Score: Raw -161071.220755 + Penalty 29726.788659 = -131344.432095 nChanged 141 SP:Iteration 1F (6218.576000 sec): 3 clusters Score: Raw -163931.092808 + Penalty 29726.788659 = -134204.304148 nChanged 0 Trying to split cluster 58 (57 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6218.586000 sec): 2 clusters Score: Raw -10351.329163 + Penalty 109.441262 = -10241.887901 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6218.586000 sec): 3 clusters Score: Raw -10218.354021 + Penalty 207.953330 = -10010.400690 nChanged 17 SP:Iteration 1F (6218.586000 sec): 3 clusters Score: Raw -10237.752622 + Penalty 200.628891 = -10037.123731 nChanged 9 SP:Iteration 2F (6218.596000 sec): 3 clusters Score: Raw -10640.056721 + Penalty 203.779690 = -10436.277031 nChanged 3 SP:Iteration 3F (6218.596000 sec): 3 clusters Score: Raw -10261.409989 + Penalty 109.441262 = -10151.968727 nChanged 25 SP:Iteration 4F (6218.596000 sec): 2 clusters Score: Raw -10351.329163 + Penalty 109.441262 = -10241.887901 nChanged 0 Trying to split cluster 75 (68 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6218.606000 sec): 2 clusters Score: Raw -13702.153137 + Penalty 95.995054 = -13606.158083 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6218.606000 sec): 3 clusters Score: Raw -13740.685434 + Penalty 204.547709 = -13536.137725 nChanged 23 SP:Iteration 1F (6218.616000 sec): 3 clusters Score: Raw -13760.963730 + Penalty 200.486729 = -13560.477000 nChanged 4 SP:Iteration 2F (6218.616000 sec): 3 clusters Score: Raw -13786.633184 + Penalty 200.486729 = -13586.146455 nChanged 0 Trying to split cluster 76 (1590 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6218.796000 sec): 2 clusters Score: Raw -313124.678201 + Penalty 9425.432843 = -303699.245359 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6218.936000 sec): 3 clusters Score: Raw -312889.153899 + Penalty 18838.156856 = -294050.997043 nChanged 416 SP:Iteration 1F (6219.076000 sec): 3 clusters Score: Raw -313938.711506 + Penalty 19016.173264 = -294922.538242 nChanged 208 SP:Iteration 2F (6219.216000 sec): 3 clusters Score: Raw -315109.594349 + Penalty 19486.862964 = -295622.731385 nChanged 196 SP:Iteration 3F (6219.346000 sec): 3 clusters Score: Raw -316166.632842 + Penalty 19684.290393 = -296482.342449 nChanged 73 SP:Iteration 4Q (6219.466000 sec): 3 clusters Score: Raw -316538.651471 + Penalty 19870.238465 = -296668.413006 nChanged 34 SP:Iteration 5Q (6219.586000 sec): 3 clusters Score: Raw -316671.659351 + Penalty 19941.601586 = -296730.057765 nChanged 18 SP:Iteration 6Q (6219.696000 sec): 3 clusters Score: Raw -316736.015078 + Penalty 19957.927788 = -296778.087291 nChanged 4 SP:Iteration 7Q (6219.816000 sec): 3 clusters Score: Raw -316752.172361 + Penalty 19978.513557 = -296773.658805 nChanged 4 SP:Iteration 8F (6219.956000 sec): 3 clusters Score: Raw -316764.665255 + Penalty 19978.513557 = -296786.151699 nChanged 0 Trying to split cluster 89 (181 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6219.966000 sec): 2 clusters Score: Raw -36312.786599 + Penalty 241.157352 = -36071.629247 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6219.976000 sec): 3 clusters Score: Raw -36286.207142 + Penalty 485.055543 = -35801.151600 nChanged 64 SP:Iteration 1F (6219.976000 sec): 3 clusters Score: Raw -36414.962698 + Penalty 490.762538 = -35924.200160 nChanged 13 SP:Iteration 2F (6219.986000 sec): 3 clusters Score: Raw -36444.224896 + Penalty 494.720184 = -35949.504712 nChanged 4 SP:Iteration 3Q (6219.996000 sec): 3 clusters Score: Raw -36446.320389 + Penalty 495.570428 = -35950.749961 nChanged 1 SP:Iteration 4Q (6220.006000 sec): 3 clusters Score: Raw -36447.304660 + Penalty 498.884492 = -35948.420169 nChanged 4 SP:Iteration 5F (6220.006000 sec): 3 clusters Score: Raw -36453.118579 + Penalty 503.079392 = -35950.039188 nChanged 8 SP:Iteration 6Q (6220.016000 sec): 3 clusters Score: Raw -36463.652292 + Penalty 504.616297 = -35959.035995 nChanged 4 SP:Iteration 7Q (6220.026000 sec): 3 clusters Score: Raw -36468.429492 + Penalty 512.649046 = -35955.780446 nChanged 6 SP:Iteration 8F (6220.026000 sec): 3 clusters Score: Raw -36476.712171 + Penalty 514.071519 = -35962.640651 nChanged 2 SP:Iteration 9Q (6220.036000 sec): 3 clusters Score: Raw -36477.708431 + Penalty 514.071519 = -35963.636912 nChanged 0 SP:Iteration 10F (6220.046000 sec): 3 clusters Score: Raw -36477.708431 + Penalty 514.071519 = -35963.636912 nChanged 0 Time taken for this iteration:6172.351000 seconds. 100->28 Clusters: Score -30978570.714497, best is 100000000000000010000000000000000.000000 THE BEST YET! Main iterations: 139 (time per iteration =44749.107914 ms) Total iterations: 2068 (time per iteration =3007.797872 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 479701568612.000000 (time per metric unit =12.966658ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 46531052155364.000000 (time per metric unit=133.676883ps) That took 6220.126000 seconds.