FileBase DT3_rLS_rCA1_20150928_516um_432um ElecNo 8 UseFeatures DropLastNFeatures 1 UseDistributional 0 MaskStarts 500 MinClusters 20 MaxClusters 21 MaxPossibleClusters 50 nStarts 1 StartCluFile SplitEvery 40 SplitFirst 20 PenaltyK 0.000000 PenaltyKLogN 1.000000 Subset 1 FullStepEvery 20 MaxIter 10000 RandomSeed 1 Debug 0 SplitInfo 1 Verbose 1 DistDump 0 DistThresh 6.907755 ChangedThresh 0.050000 Log 1 SaveTempCluEveryIter 0 Screen 1 PriorPoint 1 SaveSorted 0 SaveCovarianceMeans 0 UseMaskedInitialConditions 0 AssignToFirstClosestMask 0 RamLimitGB 0.000000 AlwaysSplitBimodal 0 PointsForClusterMask 10.000000 MinMaskOverlap 0.000000 help 0 help 0 Starting KlustaKwik. Version: 0.3.0-nogit Setting RAM limit to total physical memory, 15.63 GB. Expected memory usage by array (largest first): Array LogP will use between 0.05 and 0.07 GB. - 8 bytes per element (scalar), 3173000 elements when full. - Memory usage scales as MaxPossibleClusters*nPoints. Array AllVector2Mean will use between 0.02 and 0.03 GB. - 8 bytes per element (scalar), 1523040 elements when full. - Memory usage scales as nPoints*nDims. Array Data will use between 0.01 and 0.01 GB. - 2 bytes per element (data_int), 1523040 elements when full. - Memory usage scales as nPoints*nDims. Array Masks will use between 0.00 and 0.00 GB. - 1 bytes per element (char), 1523040 elements when full. - Memory usage scales as nPoints*nDims. Array CharFloatMasks will use between 0.00 and 0.00 GB. - 1 bytes per element (char), 1523040 elements when full. - Memory usage scales as nPoints*nDims. Array Cov will use between 0.00 and 0.00 GB. - 8 bytes per element (scalar), 28800 elements when full. - Memory usage scales as MaxPossibleClusters*nDims*nDims. Note that nPoints=63460, nDims=24, MaxPossibleClusters=50 Total memory usage will be between 0.08 and 0.12 GB. RAM limit is set at 15.63 GB. ---------------------------------------------------------- Loaded 63460 data points of dimension 24. MEMO: A lower score indicates a better clustering Starting from 20 clusters... ------ Clustering full data set of 63460 points ------ SP: Assigned 20 initial classes randomly. Deleting Class 17 (64 points): Lose 109.772057 but Gain 1796.951823 Iteration 0F (1.894278 sec): 19 clusters Score: Raw -6354082.217147 + Penalty 32345.132816 = -6321737.084332 nChanged 60097 Deleting Class 9 (95 points): Lose 338.965024 but Gain 1796.951823 Iteration 1F (3.008091 sec): 18 clusters Score: Raw -7364698.351803 + Penalty 30548.180992 = -7334150.170810 nChanged 12423 Deleting Class 4 (456 points): Lose 1034.026708 but Gain 1796.951823 Iteration 2F (4.089592 sec): 17 clusters Score: Raw -7438908.889771 + Penalty 28751.229169 = -7410157.660602 nChanged 10347 Deleting Class 12 (138 points): Lose 1366.115301 but Gain 1796.951823 Iteration 3F (5.085212 sec): 16 clusters Score: Raw -7477777.361569 + Penalty 26954.277346 = -7450823.084222 nChanged 9940 Iteration 4F (6.026920 sec): 16 clusters Score: Raw -7512848.374568 + Penalty 26954.277346 = -7485894.097222 nChanged 7915 Iteration 5F (6.963301 sec): 16 clusters Score: Raw -7541043.409857 + Penalty 26954.277346 = -7514089.132510 nChanged 5113 Iteration 6F (7.883003 sec): 16 clusters Score: Raw -7555436.912220 + Penalty 26954.277346 = -7528482.634874 nChanged 3329 Iteration 7F (8.831993 sec): 16 clusters Score: Raw -7563171.546119 + Penalty 26954.277346 = -7536217.268772 nChanged 2304 Iteration 8Q (9.361390 sec): 16 clusters Score: Raw -7567601.032156 + Penalty 26954.277346 = -7540646.754810 nChanged 1745 Iteration 9Q (9.924186 sec): 16 clusters Score: Raw -7569865.755335 + Penalty 26954.277346 = -7542911.477989 nChanged 1318 Iteration 10Q (10.447661 sec): 16 clusters Score: Raw -7571270.281960 + Penalty 26954.277346 = -7544316.004614 nChanged 1004 Iteration 11Q (10.988618 sec): 16 clusters Score: Raw -7572148.966729 + Penalty 26954.277346 = -7545194.689383 nChanged 809 Iteration 12Q (11.522125 sec): 16 clusters Score: Raw -7572715.780722 + Penalty 26954.277346 = -7545761.503376 nChanged 642 Iteration 13Q (12.052580 sec): 16 clusters Score: Raw -7573097.745405 + Penalty 26954.277346 = -7546143.468059 nChanged 575 Iteration 14Q (12.612922 sec): 16 clusters Score: Raw -7573429.017104 + Penalty 26954.277346 = -7546474.739758 nChanged 517 Iteration 15Q (13.181902 sec): 16 clusters Score: Raw -7573699.933523 + Penalty 26954.277346 = -7546745.656176 nChanged 486 Iteration 16Q (13.727376 sec): 16 clusters Score: Raw -7573934.246580 + Penalty 26954.277346 = -7546979.969234 nChanged 436 Iteration 17Q (14.278155 sec): 16 clusters Score: Raw -7574150.469737 + Penalty 26954.277346 = -7547196.192390 nChanged 366 Iteration 18Q (14.823110 sec): 16 clusters Score: Raw -7574313.074050 + Penalty 26954.277346 = -7547358.796704 nChanged 359 Iteration 19Q (15.383285 sec): 16 clusters Score: Raw -7574445.660713 + Penalty 26954.277346 = -7547491.383367 nChanged 311 Writing temp clu file Because OldScore, -7547358.796704, is greater than current (better) Score,-7547491.383367 Compute initial score before splitting: Score: Raw -7574445.660713 + Penalty 26954.277346 = -7547491.383367 Trying to split cluster 1 (1285 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.435903 sec): 2 clusters Score: Raw -154191.670577 + Penalty 1163.258525 = -153028.412052 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.488718 sec): 3 clusters Score: Raw -153791.321446 + Penalty 2326.517049 = -151464.804397 nChanged 430 SP:Iteration 1F (15.530390 sec): 3 clusters Score: Raw -154282.319039 + Penalty 2326.517049 = -151955.801990 nChanged 121 SP:Iteration 2F (15.585106 sec): 3 clusters Score: Raw -154432.374816 + Penalty 2326.517049 = -152105.857767 nChanged 65 SP:Iteration 3F (15.634727 sec): 3 clusters Score: Raw -154491.959410 + Penalty 2326.517049 = -152165.442361 nChanged 43 SP:Iteration 4Q (15.673557 sec): 3 clusters Score: Raw -154530.356230 + Penalty 2326.517049 = -152203.839181 nChanged 35 SP:Iteration 5Q (15.725723 sec): 3 clusters Score: Raw -154559.291747 + Penalty 2326.517049 = -152232.774697 nChanged 31 SP:Iteration 6Q (15.778674 sec): 3 clusters Score: Raw -154584.533545 + Penalty 2326.517049 = -152258.016496 nChanged 14 SP:Iteration 7Q (15.827577 sec): 3 clusters Score: Raw -154590.747728 + Penalty 2326.517049 = -152264.230679 nChanged 10 SP:Iteration 8Q (15.873468 sec): 3 clusters Score: Raw -154597.380283 + Penalty 2326.517049 = -152270.863234 nChanged 9 SP:Iteration 9Q (15.907324 sec): 3 clusters Score: Raw -154602.834861 + Penalty 2326.517049 = -152276.317811 nChanged 5 SP:Iteration 10Q (15.962818 sec): 3 clusters Score: Raw -154604.767796 + Penalty 2326.517049 = -152278.250746 nChanged 5 SP:Iteration 11Q (16.001624 sec): 3 clusters Score: Raw -154608.329914 + Penalty 2326.517049 = -152281.812865 nChanged 4 SP:Iteration 12Q (16.046791 sec): 3 clusters Score: Raw -154611.267376 + Penalty 2326.517049 = -152284.750326 nChanged 5 SP:Iteration 13Q (16.105763 sec): 3 clusters Score: Raw -154613.098310 + Penalty 2326.517049 = -152286.581261 nChanged 4 SP:Iteration 14Q (16.153585 sec): 3 clusters Score: Raw -154615.823317 + Penalty 2326.517049 = -152289.306268 nChanged 1 SP:Iteration 15Q (16.195491 sec): 3 clusters Score: Raw -154615.996521 + Penalty 2326.517049 = -152289.479472 nChanged 2 SP:Iteration 16Q (16.254478 sec): 3 clusters Score: Raw -154617.392163 + Penalty 2326.517049 = -152290.875114 nChanged 1 SP:Iteration 17Q (16.309525 sec): 3 clusters Score: Raw -154618.028686 + Penalty 2326.517049 = -152291.511637 nChanged 4 SP:Iteration 18Q (16.356412 sec): 3 clusters Score: Raw -154620.037060 + Penalty 2326.517049 = -152293.520011 nChanged 2 SP:Iteration 19Q (16.407080 sec): 3 clusters Score: Raw -154620.742592 + Penalty 2326.517049 = -152294.225543 nChanged 0 SP:Iteration 20F (16.459148 sec): 3 clusters Score: Raw -154620.742592 + Penalty 2326.517049 = -152294.225543 nChanged 0 Trying to split cluster 2 (26800 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.522040 sec): 2 clusters Score: Raw -3371915.434973 + Penalty 1656.875540 = -3370258.559434 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.615014 sec): 3 clusters Score: Raw -3355561.110101 + Penalty 3313.751079 = -3352247.359022 nChanged 12193 SP:Iteration 1F (16.706815 sec): 3 clusters Score: Raw -3362385.967413 + Penalty 3313.751079 = -3359072.216334 nChanged 1269 SP:Iteration 2Q (16.787532 sec): 3 clusters Score: Raw -3362916.017994 + Penalty 3313.751079 = -3359602.266915 nChanged 1345 SP:Iteration 3F (16.886170 sec): 3 clusters Score: Raw -3363536.723026 + Penalty 3313.751079 = -3360222.971947 nChanged 1411 SP:Iteration 4F (16.977572 sec): 3 clusters Score: Raw -3364234.409191 + Penalty 3313.751079 = -3360920.658112 nChanged 1503 SP:Iteration 5F (17.064655 sec): 3 clusters Score: Raw -3365096.977494 + Penalty 3313.751079 = -3361783.226415 nChanged 1648 SP:Iteration 6F (17.160924 sec): 3 clusters Score: Raw -3366074.804748 + Penalty 3313.751079 = -3362761.053669 nChanged 1637 SP:Iteration 7F (17.243297 sec): 3 clusters Score: Raw -3367005.169867 + Penalty 3313.751079 = -3363691.418788 nChanged 1425 SP:Iteration 8F (17.348854 sec): 3 clusters Score: Raw -3367650.630371 + Penalty 3313.751079 = -3364336.879292 nChanged 1100 SP:Iteration 9Q (17.444353 sec): 3 clusters Score: Raw -3368058.422222 + Penalty 3313.751079 = -3364744.671143 nChanged 826 SP:Iteration 10Q (17.540797 sec): 3 clusters Score: Raw -3368324.193453 + Penalty 3313.751079 = -3365010.442374 nChanged 642 SP:Iteration 11Q (17.631406 sec): 3 clusters Score: Raw -3368499.820121 + Penalty 3313.751079 = -3365186.069042 nChanged 513 SP:Iteration 12Q (17.721571 sec): 3 clusters Score: Raw -3368622.078275 + Penalty 3313.751079 = -3365308.327196 nChanged 409 SP:Iteration 13Q (17.805583 sec): 3 clusters Score: Raw -3368717.305054 + Penalty 3313.751079 = -3365403.553975 nChanged 380 SP:Iteration 14Q (17.893142 sec): 3 clusters Score: Raw -3368789.678002 + Penalty 3313.751079 = -3365475.926923 nChanged 336 SP:Iteration 15Q (17.989006 sec): 3 clusters Score: Raw -3368853.119366 + Penalty 3313.751079 = -3365539.368287 nChanged 296 SP:Iteration 16Q (18.088862 sec): 3 clusters Score: Raw -3368905.838408 + Penalty 3313.751079 = -3365592.087329 nChanged 228 SP:Iteration 17Q (18.170011 sec): 3 clusters Score: Raw -3368936.372426 + Penalty 3313.751079 = -3365622.621347 nChanged 193 SP:Iteration 18Q (18.273404 sec): 3 clusters Score: Raw -3368960.981911 + Penalty 3313.751079 = -3365647.230831 nChanged 171 SP:Iteration 19Q (18.367037 sec): 3 clusters Score: Raw -3368980.883923 + Penalty 3313.751079 = -3365667.132843 nChanged 140 SP:Iteration 20F (18.447641 sec): 3 clusters Score: Raw -3368995.597935 + Penalty 3313.751079 = -3365681.846856 nChanged 132 SP:Iteration 21Q (18.551049 sec): 3 clusters Score: Raw -3369010.411768 + Penalty 3313.751079 = -3365696.660689 nChanged 123 SP:Iteration 22Q (18.645449 sec): 3 clusters Score: Raw -3369022.657644 + Penalty 3313.751079 = -3365708.906565 nChanged 113 SP:Iteration 23Q (18.737826 sec): 3 clusters Score: Raw -3369033.860723 + Penalty 3313.751079 = -3365720.109644 nChanged 108 SP:Iteration 24Q (18.823889 sec): 3 clusters Score: Raw -3369044.222553 + Penalty 3313.751079 = -3365730.471474 nChanged 119 SP:Iteration 25Q (18.917847 sec): 3 clusters Score: Raw -3369057.438760 + Penalty 3313.751079 = -3365743.687681 nChanged 113 SP:Iteration 26Q (19.017893 sec): 3 clusters Score: Raw -3369070.118968 + Penalty 3313.751079 = -3365756.367889 nChanged 142 SP:Iteration 27Q (19.106559 sec): 3 clusters Score: Raw -3369085.955161 + Penalty 3313.751079 = -3365772.204082 nChanged 143 SP:Iteration 28Q (19.196731 sec): 3 clusters Score: Raw -3369104.503685 + Penalty 3313.751079 = -3365790.752606 nChanged 169 SP:Iteration 29Q (19.289864 sec): 3 clusters Score: Raw -3369125.564871 + Penalty 3313.751079 = -3365811.813792 nChanged 164 SP:Iteration 30Q (19.383752 sec): 3 clusters Score: Raw -3369144.825073 + Penalty 3313.751079 = -3365831.073994 nChanged 147 SP:Iteration 31Q (19.473949 sec): 3 clusters Score: Raw -3369160.568285 + Penalty 3313.751079 = -3365846.817206 nChanged 148 SP:Iteration 32Q (19.562520 sec): 3 clusters Score: Raw -3369180.515622 + Penalty 3313.751079 = -3365866.764543 nChanged 187 SP:Iteration 33Q (19.663710 sec): 3 clusters Score: Raw -3369210.526147 + Penalty 3313.751079 = -3365896.775068 nChanged 219 SP:Iteration 34Q (19.742365 sec): 3 clusters Score: Raw -3369246.924321 + Penalty 3313.751079 = -3365933.173242 nChanged 218 SP:Iteration 35Q (19.843973 sec): 3 clusters Score: Raw -3369281.373932 + Penalty 3313.751079 = -3365967.622852 nChanged 244 SP:Iteration 36Q (19.941360 sec): 3 clusters Score: Raw -3369319.733852 + Penalty 3313.751079 = -3366005.982773 nChanged 230 SP:Iteration 37Q (20.035874 sec): 3 clusters Score: Raw -3369357.768540 + Penalty 3313.751079 = -3366044.017461 nChanged 215 SP:Iteration 38Q (20.130089 sec): 3 clusters Score: Raw -3369394.153256 + Penalty 3313.751079 = -3366080.402177 nChanged 213 SP:Iteration 39Q (20.220835 sec): 3 clusters Score: Raw -3369432.071132 + Penalty 3313.751079 = -3366118.320053 nChanged 249 SP:Iteration 40F (20.306646 sec): 3 clusters Score: Raw -3369478.288779 + Penalty 3313.751079 = -3366164.537700 nChanged 275 SP:Iteration 41Q (20.388089 sec): 3 clusters Score: Raw -3369534.853444 + Penalty 3313.751079 = -3366221.102365 nChanged 275 SP:Iteration 42Q (20.489930 sec): 3 clusters Score: Raw -3369587.035437 + Penalty 3313.751079 = -3366273.284358 nChanged 266 SP:Iteration 43Q (20.580811 sec): 3 clusters Score: Raw -3369639.482414 + Penalty 3313.751079 = -3366325.731335 nChanged 263 SP:Iteration 44Q (20.664569 sec): 3 clusters Score: Raw -3369696.498273 + Penalty 3313.751079 = -3366382.747194 nChanged 288 SP:Iteration 45Q (20.763467 sec): 3 clusters Score: Raw -3369761.382325 + Penalty 3313.751079 = -3366447.631246 nChanged 311 SP:Iteration 46Q (20.852125 sec): 3 clusters Score: Raw -3369833.401714 + Penalty 3313.751079 = -3366519.650635 nChanged 326 SP:Iteration 47Q (20.948272 sec): 3 clusters Score: Raw -3369921.242698 + Penalty 3313.751079 = -3366607.491619 nChanged 367 SP:Iteration 48Q (21.041230 sec): 3 clusters Score: Raw -3370035.177429 + Penalty 3313.751079 = -3366721.426350 nChanged 402 SP:Iteration 49Q (21.138757 sec): 3 clusters Score: Raw -3370173.499552 + Penalty 3313.751079 = -3366859.748473 nChanged 431 SP:Iteration 50Q (21.226680 sec): 3 clusters Score: Raw -3370334.539435 + Penalty 3313.751079 = -3367020.788356 nChanged 419 SP:Iteration 51Q (21.328864 sec): 3 clusters Score: Raw -3370520.832360 + Penalty 3313.751079 = -3367207.081281 nChanged 449 SP:Iteration 52Q (21.414096 sec): 3 clusters Score: Raw -3370771.264076 + Penalty 3313.751079 = -3367457.512997 nChanged 452 SP:Iteration 53Q (21.505622 sec): 3 clusters Score: Raw -3371121.751870 + Penalty 3313.751079 = -3367808.000791 nChanged 417 SP:Iteration 54Q (21.608627 sec): 3 clusters Score: Raw -3371662.953229 + Penalty 3313.751079 = -3368349.202150 nChanged 251 SP:Iteration 55Q (21.692334 sec): 3 clusters Score: Raw -3372163.873586 + Penalty 3313.751079 = -3368850.122507 nChanged 215 SP:Iteration 56Q (21.776486 sec): 3 clusters Score: Raw -3372399.953265 + Penalty 3313.751079 = -3369086.202186 nChanged 276 SP:Iteration 57Q (21.863049 sec): 3 clusters Score: Raw -3372533.595540 + Penalty 3313.751079 = -3369219.844461 nChanged 228 SP:Iteration 58Q (21.946292 sec): 3 clusters Score: Raw -3372629.174162 + Penalty 3313.751079 = -3369315.423083 nChanged 228 SP:Iteration 59Q (22.035234 sec): 3 clusters Score: Raw -3372715.636640 + Penalty 3313.751079 = -3369401.885561 nChanged 225 SP:Iteration 60F (22.119129 sec): 3 clusters Score: Raw -3372807.742448 + Penalty 3313.751079 = -3369493.991368 nChanged 237 SP:Iteration 61Q (22.210253 sec): 3 clusters Score: Raw -3372890.389546 + Penalty 3313.751079 = -3369576.638467 nChanged 199 SP:Iteration 62Q (22.297444 sec): 3 clusters Score: Raw -3372955.558176 + Penalty 3313.751079 = -3369641.807097 nChanged 177 SP:Iteration 63Q (22.383932 sec): 3 clusters Score: Raw -3373011.835464 + Penalty 3313.751079 = -3369698.084385 nChanged 174 SP:Iteration 64Q (22.470660 sec): 3 clusters Score: Raw -3373062.665210 + Penalty 3313.751079 = -3369748.914130 nChanged 158 SP:Iteration 65Q (22.556750 sec): 3 clusters Score: Raw -3373105.321311 + Penalty 3313.751079 = -3369791.570232 nChanged 151 SP:Iteration 66Q (22.640844 sec): 3 clusters Score: Raw -3373145.946549 + Penalty 3313.751079 = -3369832.195470 nChanged 153 SP:Iteration 67Q (22.728008 sec): 3 clusters Score: Raw -3373188.785383 + Penalty 3313.751079 = -3369875.034304 nChanged 135 SP:Iteration 68Q (22.802206 sec): 3 clusters Score: Raw -3373228.168424 + Penalty 3313.751079 = -3369914.417345 nChanged 135 SP:Iteration 69Q (22.887629 sec): 3 clusters Score: Raw -3373267.407262 + Penalty 3313.751079 = -3369953.656182 nChanged 132 SP:Iteration 70Q (22.980064 sec): 3 clusters Score: Raw -3373300.453050 + Penalty 3313.751079 = -3369986.701971 nChanged 125 SP:Iteration 71Q (23.061067 sec): 3 clusters Score: Raw -3373332.168253 + Penalty 3313.751079 = -3370018.417174 nChanged 132 SP:Iteration 72Q (23.132305 sec): 3 clusters Score: Raw -3373367.528994 + Penalty 3313.751079 = -3370053.777914 nChanged 150 SP:Iteration 73Q (23.220835 sec): 3 clusters Score: Raw -3373412.494895 + Penalty 3313.751079 = -3370098.743816 nChanged 154 SP:Iteration 74Q (23.319689 sec): 3 clusters Score: Raw -3373452.816503 + Penalty 3313.751079 = -3370139.065424 nChanged 131 SP:Iteration 75Q (23.402752 sec): 3 clusters Score: Raw -3373491.778666 + Penalty 3313.751079 = -3370178.027587 nChanged 143 SP:Iteration 76Q (23.489821 sec): 3 clusters Score: Raw -3373532.562856 + Penalty 3313.751079 = -3370218.811777 nChanged 162 SP:Iteration 77Q (23.576902 sec): 3 clusters Score: Raw -3373576.665427 + Penalty 3313.751079 = -3370262.914348 nChanged 161 SP:Iteration 78Q (23.664874 sec): 3 clusters Score: Raw -3373620.592410 + Penalty 3313.751079 = -3370306.841331 nChanged 179 SP:Iteration 79Q (23.754684 sec): 3 clusters Score: Raw -3373668.759713 + Penalty 3313.751079 = -3370355.008634 nChanged 172 SP:Iteration 80F (23.846261 sec): 3 clusters Score: Raw -3373709.372528 + Penalty 3313.751079 = -3370395.621449 nChanged 155 SP:Iteration 81Q (23.930869 sec): 3 clusters Score: Raw -3373743.275983 + Penalty 3313.751079 = -3370429.524904 nChanged 129 SP:Iteration 82Q (24.019323 sec): 3 clusters Score: Raw -3373769.989129 + Penalty 3313.751079 = -3370456.238050 nChanged 122 SP:Iteration 83Q (24.106450 sec): 3 clusters Score: Raw -3373794.558432 + Penalty 3313.751079 = -3370480.807353 nChanged 120 SP:Iteration 84Q (24.195634 sec): 3 clusters Score: Raw -3373819.268771 + Penalty 3313.751079 = -3370505.517692 nChanged 136 SP:Iteration 85Q (24.279717 sec): 3 clusters Score: Raw -3373849.175619 + Penalty 3313.751079 = -3370535.424539 nChanged 152 SP:Iteration 86Q (24.359680 sec): 3 clusters Score: Raw -3373883.133803 + Penalty 3313.751079 = -3370569.382724 nChanged 174 SP:Iteration 87Q (24.456181 sec): 3 clusters Score: Raw -3373929.571470 + Penalty 3313.751079 = -3370615.820391 nChanged 191 SP:Iteration 88Q (24.536634 sec): 3 clusters Score: Raw -3373986.167667 + Penalty 3313.751079 = -3370672.416588 nChanged 214 SP:Iteration 89Q (24.628565 sec): 3 clusters Score: Raw -3374064.662909 + Penalty 3313.751079 = -3370750.911830 nChanged 269 SP:Iteration 90Q (24.715117 sec): 3 clusters Score: Raw -3374178.680150 + Penalty 3313.751079 = -3370864.929071 nChanged 370 SP:Iteration 91Q (24.798164 sec): 3 clusters Score: Raw -3374348.044224 + Penalty 3313.751079 = -3371034.293144 nChanged 463 SP:Iteration 92Q (24.882788 sec): 3 clusters Score: Raw -3374602.043679 + Penalty 3313.751079 = -3371288.292600 nChanged 600 SP:Iteration 93Q (24.963689 sec): 3 clusters Score: Raw -3374987.202884 + Penalty 3313.751079 = -3371673.451805 nChanged 772 SP:Iteration 94Q (25.051227 sec): 3 clusters Score: Raw -3375521.307514 + Penalty 3313.751079 = -3372207.556435 nChanged 883 SP:Iteration 95Q (25.137255 sec): 3 clusters Score: Raw -3376144.252148 + Penalty 3313.751079 = -3372830.501069 nChanged 862 SP:Iteration 96Q (25.211466 sec): 3 clusters Score: Raw -3376706.054948 + Penalty 3313.751079 = -3373392.303869 nChanged 711 SP:Iteration 97Q (25.291511 sec): 3 clusters Score: Raw -3377083.224858 + Penalty 3313.751079 = -3373769.473779 nChanged 507 SP:Iteration 98Q (25.387074 sec): 3 clusters Score: Raw -3377289.462558 + Penalty 3313.751079 = -3373975.711479 nChanged 343 SP:Iteration 99Q (25.471789 sec): 3 clusters Score: Raw -3377418.873950 + Penalty 3313.751079 = -3374105.122871 nChanged 276 SP:Iteration 100F (25.564946 sec): 3 clusters Score: Raw -3378630.292845 + Penalty 3313.751079 = -3375316.541765 nChanged 1184 SP:Iteration 101Q (25.646622 sec): 3 clusters Score: Raw -3379937.337882 + Penalty 3313.751079 = -3376623.586803 nChanged 603 SP:Iteration 102Q (25.736833 sec): 3 clusters Score: Raw -3380261.053279 + Penalty 3313.751079 = -3376947.302200 nChanged 363 SP:Iteration 103Q (25.827347 sec): 3 clusters Score: Raw -3380423.699457 + Penalty 3313.751079 = -3377109.948378 nChanged 289 SP:Iteration 104Q (25.898033 sec): 3 clusters Score: Raw -3380567.867161 + Penalty 3313.751079 = -3377254.116082 nChanged 227 SP:Iteration 105Q (25.994333 sec): 3 clusters Score: Raw -3380673.535556 + Penalty 3313.751079 = -3377359.784477 nChanged 204 SP:Iteration 106Q (26.076327 sec): 3 clusters Score: Raw -3380739.120959 + Penalty 3313.751079 = -3377425.369880 nChanged 162 SP:Iteration 107Q (26.167401 sec): 3 clusters Score: Raw -3380793.822703 + Penalty 3313.751079 = -3377480.071624 nChanged 149 SP:Iteration 108Q (26.254200 sec): 3 clusters Score: Raw -3380832.791350 + Penalty 3313.751079 = -3377519.040271 nChanged 120 SP:Iteration 109Q (26.339361 sec): 3 clusters Score: Raw -3380856.616895 + Penalty 3313.751079 = -3377542.865815 nChanged 100 SP:Iteration 110Q (26.421555 sec): 3 clusters Score: Raw -3380873.244601 + Penalty 3313.751079 = -3377559.493522 nChanged 92 SP:Iteration 111Q (26.523686 sec): 3 clusters Score: Raw -3380886.749174 + Penalty 3313.751079 = -3377572.998095 nChanged 82 SP:Iteration 112Q (26.613070 sec): 3 clusters Score: Raw -3380898.044912 + Penalty 3313.751079 = -3377584.293833 nChanged 71 SP:Iteration 113Q (26.701673 sec): 3 clusters Score: Raw -3380906.427666 + Penalty 3313.751079 = -3377592.676587 nChanged 62 SP:Iteration 114Q (26.786479 sec): 3 clusters Score: Raw -3380913.334700 + Penalty 3313.751079 = -3377599.583621 nChanged 59 SP:Iteration 115Q (26.877848 sec): 3 clusters Score: Raw -3380920.924831 + Penalty 3313.751079 = -3377607.173752 nChanged 55 SP:Iteration 116Q (26.962663 sec): 3 clusters Score: Raw -3380927.071466 + Penalty 3313.751079 = -3377613.320387 nChanged 47 SP:Iteration 117Q (27.051731 sec): 3 clusters Score: Raw -3380931.555913 + Penalty 3313.751079 = -3377617.804834 nChanged 43 SP:Iteration 118Q (27.139102 sec): 3 clusters Score: Raw -3380935.874356 + Penalty 3313.751079 = -3377622.123276 nChanged 42 SP:Iteration 119Q (27.223386 sec): 3 clusters Score: Raw -3380939.578105 + Penalty 3313.751079 = -3377625.827026 nChanged 35 SP:Iteration 120F (27.315528 sec): 3 clusters Score: Raw -3380942.265462 + Penalty 3313.751079 = -3377628.514383 nChanged 27 SP:Iteration 121Q (27.405073 sec): 3 clusters Score: Raw -3380944.593801 + Penalty 3313.751079 = -3377630.842722 nChanged 26 SP:Iteration 122Q (27.493818 sec): 3 clusters Score: Raw -3380946.388067 + Penalty 3313.751079 = -3377632.636988 nChanged 23 SP:Iteration 123Q (27.583073 sec): 3 clusters Score: Raw -3380948.122831 + Penalty 3313.751079 = -3377634.371752 nChanged 22 SP:Iteration 124Q (27.666335 sec): 3 clusters Score: Raw -3380949.442893 + Penalty 3313.751079 = -3377635.691813 nChanged 12 SP:Iteration 125Q (27.752286 sec): 3 clusters Score: Raw -3380949.955952 + Penalty 3313.751079 = -3377636.204873 nChanged 15 SP:Iteration 126Q (27.842314 sec): 3 clusters Score: Raw -3380950.771671 + Penalty 3313.751079 = -3377637.020592 nChanged 15 SP:Iteration 127Q (27.924459 sec): 3 clusters Score: Raw -3380951.553346 + Penalty 3313.751079 = -3377637.802267 nChanged 12 SP:Iteration 128Q (28.008630 sec): 3 clusters Score: Raw -3380952.257182 + Penalty 3313.751079 = -3377638.506103 nChanged 14 SP:Iteration 129Q (28.097683 sec): 3 clusters Score: Raw -3380952.853929 + Penalty 3313.751079 = -3377639.102849 nChanged 10 SP:Iteration 130Q (28.183518 sec): 3 clusters Score: Raw -3380953.562581 + Penalty 3313.751079 = -3377639.811502 nChanged 15 SP:Iteration 131Q (28.269333 sec): 3 clusters Score: Raw -3380954.553613 + Penalty 3313.751079 = -3377640.802534 nChanged 14 SP:Iteration 132Q (28.356063 sec): 3 clusters Score: Raw -3380955.597724 + Penalty 3313.751079 = -3377641.846645 nChanged 15 SP:Iteration 133Q (28.440034 sec): 3 clusters Score: Raw -3380956.451028 + Penalty 3313.751079 = -3377642.699949 nChanged 9 SP:Iteration 134Q (28.526644 sec): 3 clusters Score: Raw -3380956.882133 + Penalty 3313.751079 = -3377643.131054 nChanged 8 SP:Iteration 135Q (28.613226 sec): 3 clusters Score: Raw -3380957.233355 + Penalty 3313.751079 = -3377643.482275 nChanged 9 SP:Iteration 136Q (28.686175 sec): 3 clusters Score: Raw -3380957.820916 + Penalty 3313.751079 = -3377644.069836 nChanged 12 SP:Iteration 137Q (28.774902 sec): 3 clusters Score: Raw -3380958.503935 + Penalty 3313.751079 = -3377644.752856 nChanged 9 SP:Iteration 138Q (28.870563 sec): 3 clusters Score: Raw -3380958.907082 + Penalty 3313.751079 = -3377645.156003 nChanged 8 SP:Iteration 139Q (28.957570 sec): 3 clusters Score: Raw -3380959.339628 + Penalty 3313.751079 = -3377645.588549 nChanged 7 SP:Iteration 140F (29.051207 sec): 3 clusters Score: Raw -3380959.737042 + Penalty 3313.751079 = -3377645.985963 nChanged 4 SP:Iteration 141Q (29.131653 sec): 3 clusters Score: Raw -3380959.891411 + Penalty 3313.751079 = -3377646.140331 nChanged 2 SP:Iteration 142Q (29.218182 sec): 3 clusters Score: Raw -3380960.046395 + Penalty 3313.751079 = -3377646.295316 nChanged 1 SP:Iteration 143Q (29.288039 sec): 3 clusters Score: Raw -3380960.089395 + Penalty 3313.751079 = -3377646.338316 nChanged 1 SP:Iteration 144Q (29.385315 sec): 3 clusters Score: Raw -3380960.120099 + Penalty 3313.751079 = -3377646.369020 nChanged 0 SP:Iteration 145F (29.476633 sec): 3 clusters Score: Raw -3380960.120099 + Penalty 3313.751079 = -3377646.369020 nChanged 0 Score: Raw -7583562.416888 + Penalty 28751.229169 = -7554811.187718 Splitting cluster 2 changes total score from -7547491.383367 to -7554811.187718 So it's getting split into cluster 4. Trying to split cluster 3 (389 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.465635 sec): 2 clusters Score: Raw -38937.759682 + Penalty 969.081643 = -37968.678038 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.507219 sec): 3 clusters Score: Raw -39097.110795 + Penalty 1938.163287 = -37158.947508 nChanged 97 SP:Iteration 1F (30.562649 sec): 3 clusters Score: Raw -39342.929425 + Penalty 1938.163287 = -37404.766138 nChanged 26 SP:Iteration 2F (30.603187 sec): 3 clusters Score: Raw -39430.678387 + Penalty 1938.163287 = -37492.515100 nChanged 16 SP:Iteration 3Q (30.652559 sec): 3 clusters Score: Raw -39518.539044 + Penalty 1938.163287 = -37580.375757 nChanged 18 SP:Iteration 4Q (30.695311 sec): 3 clusters Score: Raw -39619.953317 + Penalty 1938.163287 = -37681.790031 nChanged 10 SP:Iteration 5Q (30.745473 sec): 3 clusters Score: Raw -39663.205577 + Penalty 1938.163287 = -37725.042290 nChanged 6 SP:Iteration 6Q (30.781426 sec): 3 clusters Score: Raw -39676.596181 + Penalty 1938.163287 = -37738.432894 nChanged 2 SP:Iteration 7Q (30.829721 sec): 3 clusters Score: Raw -39680.215051 + Penalty 1938.163287 = -37742.051764 nChanged 1 SP:Iteration 8Q (30.877102 sec): 3 clusters Score: Raw -39681.881872 + Penalty 1938.163287 = -37743.718586 nChanged 1 SP:Iteration 9Q (30.923691 sec): 3 clusters Score: Raw -39684.129856 + Penalty 1938.163287 = -37745.966569 nChanged 0 SP:Iteration 10F (30.976949 sec): 3 clusters Score: Raw -39684.372818 + Penalty 1938.163287 = -37746.209532 nChanged 1 SP:Iteration 11Q (31.025354 sec): 3 clusters Score: Raw -39694.731060 + Penalty 1938.163287 = -37756.567773 nChanged 0 SP:Iteration 12F (31.072221 sec): 3 clusters Score: Raw -39694.731060 + Penalty 1938.163287 = -37756.567773 nChanged 0 Trying to split cluster 5 (5022 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31.102642 sec): 2 clusters Score: Raw -602670.920982 + Penalty 1384.757325 = -601286.163657 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31.152277 sec): 3 clusters Score: Raw -600118.322380 + Penalty 2769.514650 = -597348.807730 nChanged 2047 SP:Iteration 1F (31.209837 sec): 3 clusters Score: Raw -601488.457355 + Penalty 2769.514650 = -598718.942704 nChanged 456 SP:Iteration 2F (31.270483 sec): 3 clusters Score: Raw -601877.963946 + Penalty 2769.514650 = -599108.449295 nChanged 387 SP:Iteration 3F (31.324406 sec): 3 clusters Score: Raw -602197.958692 + Penalty 2769.514650 = -599428.444041 nChanged 326 SP:Iteration 4F (31.370516 sec): 3 clusters Score: Raw -602470.698525 + Penalty 2769.514650 = -599701.183875 nChanged 291 SP:Iteration 5F (31.428352 sec): 3 clusters Score: Raw -602739.683500 + Penalty 2769.514650 = -599970.168850 nChanged 271 SP:Iteration 6F (31.485572 sec): 3 clusters Score: Raw -602993.583127 + Penalty 2769.514650 = -600224.068476 nChanged 216 SP:Iteration 7Q (31.541933 sec): 3 clusters Score: Raw -603146.300351 + Penalty 2769.514650 = -600376.785701 nChanged 159 SP:Iteration 8Q (31.601130 sec): 3 clusters Score: Raw -603253.290834 + Penalty 2769.514650 = -600483.776183 nChanged 101 SP:Iteration 9Q (31.654050 sec): 3 clusters Score: Raw -603303.599160 + Penalty 2769.514650 = -600534.084510 nChanged 69 SP:Iteration 10Q (31.709691 sec): 3 clusters Score: Raw -603336.747717 + Penalty 2769.514650 = -600567.233066 nChanged 51 SP:Iteration 11Q (31.752081 sec): 3 clusters Score: Raw -603363.027432 + Penalty 2769.514650 = -600593.512782 nChanged 50 SP:Iteration 12Q (31.809532 sec): 3 clusters Score: Raw -603381.579983 + Penalty 2769.514650 = -600612.065332 nChanged 24 SP:Iteration 13Q (31.863796 sec): 3 clusters Score: Raw -603390.492850 + Penalty 2769.514650 = -600620.978199 nChanged 21 SP:Iteration 14Q (31.917319 sec): 3 clusters Score: Raw -603400.009806 + Penalty 2769.514650 = -600630.495155 nChanged 28 SP:Iteration 15Q (31.970707 sec): 3 clusters Score: Raw -603408.999715 + Penalty 2769.514650 = -600639.485065 nChanged 27 SP:Iteration 16Q (32.020598 sec): 3 clusters Score: Raw -603420.784326 + Penalty 2769.514650 = -600651.269676 nChanged 30 SP:Iteration 17Q (32.088167 sec): 3 clusters Score: Raw -603434.910071 + Penalty 2769.514650 = -600665.395420 nChanged 23 SP:Iteration 18Q (32.140970 sec): 3 clusters Score: Raw -603449.165441 + Penalty 2769.514650 = -600679.650790 nChanged 29 SP:Iteration 19Q (32.194356 sec): 3 clusters Score: Raw -603466.557416 + Penalty 2769.514650 = -600697.042766 nChanged 43 SP:Iteration 20F (32.258626 sec): 3 clusters Score: Raw -603495.444158 + Penalty 2769.514650 = -600725.929508 nChanged 52 SP:Iteration 21Q (32.314980 sec): 3 clusters Score: Raw -603533.590090 + Penalty 2769.514650 = -600764.075440 nChanged 62 SP:Iteration 22Q (32.367097 sec): 3 clusters Score: Raw -603591.703115 + Penalty 2769.514650 = -600822.188464 nChanged 80 SP:Iteration 23Q (32.425004 sec): 3 clusters Score: Raw -603670.934141 + Penalty 2769.514650 = -600901.419491 nChanged 85 SP:Iteration 24Q (32.474582 sec): 3 clusters Score: Raw -603741.396431 + Penalty 2769.514650 = -600971.881781 nChanged 71 SP:Iteration 25Q (32.529017 sec): 3 clusters Score: Raw -603815.306316 + Penalty 2769.514650 = -601045.791666 nChanged 61 SP:Iteration 26Q (32.577378 sec): 3 clusters Score: Raw -603872.040695 + Penalty 2769.514650 = -601102.526045 nChanged 59 SP:Iteration 27Q (32.628367 sec): 3 clusters Score: Raw -603934.413160 + Penalty 2769.514650 = -601164.898509 nChanged 52 SP:Iteration 28Q (32.692832 sec): 3 clusters Score: Raw -603978.171782 + Penalty 2769.514650 = -601208.657131 nChanged 45 SP:Iteration 29Q (32.737892 sec): 3 clusters Score: Raw -604004.326532 + Penalty 2769.514650 = -601234.811882 nChanged 29 SP:Iteration 30Q (32.800314 sec): 3 clusters Score: Raw -604019.473847 + Penalty 2769.514650 = -601249.959196 nChanged 24 SP:Iteration 31Q (32.847453 sec): 3 clusters Score: Raw -604026.917034 + Penalty 2769.514650 = -601257.402383 nChanged 11 SP:Iteration 32Q (32.907777 sec): 3 clusters Score: Raw -604030.607598 + Penalty 2769.514650 = -601261.092947 nChanged 10 SP:Iteration 33Q (32.955136 sec): 3 clusters Score: Raw -604035.091627 + Penalty 2769.514650 = -601265.576976 nChanged 8 SP:Iteration 34Q (33.013179 sec): 3 clusters Score: Raw -604036.786396 + Penalty 2769.514650 = -601267.271746 nChanged 5 SP:Iteration 35Q (33.069632 sec): 3 clusters Score: Raw -604038.448535 + Penalty 2769.514650 = -601268.933885 nChanged 2 SP:Iteration 36Q (33.119387 sec): 3 clusters Score: Raw -604039.090077 + Penalty 2769.514650 = -601269.575427 nChanged 2 SP:Iteration 37Q (33.174585 sec): 3 clusters Score: Raw -604039.459195 + Penalty 2769.514650 = -601269.944544 nChanged 1 SP:Iteration 38Q (33.231347 sec): 3 clusters Score: Raw -604039.628432 + Penalty 2769.514650 = -601270.113781 nChanged 1 SP:Iteration 39Q (33.287410 sec): 3 clusters Score: Raw -604039.792606 + Penalty 2769.514650 = -601270.277955 nChanged 0 SP:Iteration 40F (33.352084 sec): 3 clusters Score: Raw -604042.137247 + Penalty 2769.514650 = -601272.622597 nChanged 1 SP:Iteration 41Q (33.406872 sec): 3 clusters Score: Raw -604044.253211 + Penalty 2769.514650 = -601274.738560 nChanged 7 SP:Iteration 42Q (33.451137 sec): 3 clusters Score: Raw -604047.455192 + Penalty 2769.514650 = -601277.940542 nChanged 6 SP:Iteration 43Q (33.500782 sec): 3 clusters Score: Raw -604049.064097 + Penalty 2769.514650 = -601279.549446 nChanged 3 SP:Iteration 44Q (33.562927 sec): 3 clusters Score: Raw -604050.268214 + Penalty 2769.514650 = -601280.753564 nChanged 3 SP:Iteration 45Q (33.614888 sec): 3 clusters Score: Raw -604051.070247 + Penalty 2769.514650 = -601281.555597 nChanged 2 SP:Iteration 46Q (33.682733 sec): 3 clusters Score: Raw -604051.591231 + Penalty 2769.514650 = -601282.076580 nChanged 2 SP:Iteration 47Q (33.730900 sec): 3 clusters Score: Raw -604052.615233 + Penalty 2769.514650 = -601283.100583 nChanged 4 SP:Iteration 48Q (33.790806 sec): 3 clusters Score: Raw -604053.959388 + Penalty 2769.514650 = -601284.444738 nChanged 2 SP:Iteration 49Q (33.836417 sec): 3 clusters Score: Raw -604054.373232 + Penalty 2769.514650 = -601284.858582 nChanged 1 SP:Iteration 50Q (33.900467 sec): 3 clusters Score: Raw -604054.844326 + Penalty 2769.514650 = -601285.329676 nChanged 2 SP:Iteration 51Q (33.942874 sec): 3 clusters Score: Raw -604055.286147 + Penalty 2769.514650 = -601285.771496 nChanged 1 SP:Iteration 52Q (34.003708 sec): 3 clusters Score: Raw -604055.510815 + Penalty 2769.514650 = -601285.996165 nChanged 1 SP:Iteration 53Q (34.060767 sec): 3 clusters Score: Raw -604056.252579 + Penalty 2769.514650 = -601286.737928 nChanged 2 SP:Iteration 54Q (34.104291 sec): 3 clusters Score: Raw -604057.084698 + Penalty 2769.514650 = -601287.570048 nChanged 1 SP:Iteration 55Q (34.157760 sec): 3 clusters Score: Raw -604057.148671 + Penalty 2769.514650 = -601287.634021 nChanged 0 SP:Iteration 56F (34.221837 sec): 3 clusters Score: Raw -604057.148671 + Penalty 2769.514650 = -601287.634021 nChanged 0 Score: Raw -7584948.644577 + Penalty 30548.180992 = -7554400.463585 Splitting cluster 5 changes total score from -7547491.383367 to -7554400.463585 So it's getting split into cluster 9. Trying to split cluster 6 (544 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.253117 sec): 2 clusters Score: Raw -61011.800587 + Penalty 1023.579253 = -59988.221334 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.300235 sec): 3 clusters Score: Raw -61017.532061 + Penalty 2047.158505 = -58970.373556 nChanged 156 SP:Iteration 1F (35.354015 sec): 3 clusters Score: Raw -61289.445959 + Penalty 2047.158505 = -59242.287454 nChanged 36 SP:Iteration 2F (35.398383 sec): 3 clusters Score: Raw -61359.089904 + Penalty 2047.158505 = -59311.931399 nChanged 31 SP:Iteration 3F (35.441015 sec): 3 clusters Score: Raw -61457.086406 + Penalty 2047.158505 = -59409.927901 nChanged 37 SP:Iteration 4F (35.484669 sec): 3 clusters Score: Raw -61572.527146 + Penalty 2047.158505 = -59525.368640 nChanged 26 SP:Iteration 5Q (35.530530 sec): 3 clusters Score: Raw -61683.183386 + Penalty 2047.158505 = -59636.024881 nChanged 19 SP:Iteration 6Q (35.585891 sec): 3 clusters Score: Raw -61745.890805 + Penalty 2047.158505 = -59698.732300 nChanged 13 SP:Iteration 7Q (35.633832 sec): 3 clusters Score: Raw -61779.557439 + Penalty 2047.158505 = -59732.398934 nChanged 8 SP:Iteration 8Q (35.681324 sec): 3 clusters Score: Raw -61800.862379 + Penalty 2047.158505 = -59753.703873 nChanged 4 SP:Iteration 9Q (35.731397 sec): 3 clusters Score: Raw -61806.057342 + Penalty 2047.158505 = -59758.898837 nChanged 2 SP:Iteration 10Q (35.773426 sec): 3 clusters Score: Raw -61811.762861 + Penalty 2047.158505 = -59764.604356 nChanged 1 SP:Iteration 11Q (35.807411 sec): 3 clusters Score: Raw -61815.278274 + Penalty 2047.158505 = -59768.119768 nChanged 1 SP:Iteration 12Q (35.858518 sec): 3 clusters Score: Raw -61816.240434 + Penalty 2047.158505 = -59769.081929 nChanged 1 SP:Iteration 13Q (35.899377 sec): 3 clusters Score: Raw -61818.306685 + Penalty 2047.158505 = -59771.148180 nChanged 2 SP:Iteration 14Q (35.951513 sec): 3 clusters Score: Raw -61820.887845 + Penalty 2047.158505 = -59773.729340 nChanged 1 SP:Iteration 15Q (35.987568 sec): 3 clusters Score: Raw -61823.702065 + Penalty 2047.158505 = -59776.543560 nChanged 0 SP:Iteration 16F (36.040461 sec): 3 clusters Score: Raw -61823.702065 + Penalty 2047.158505 = -59776.543560 nChanged 0 Trying to split cluster 7 (450 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.067224 sec): 2 clusters Score: Raw -37441.053304 + Penalty 992.752732 = -36448.300572 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.111691 sec): 3 clusters Score: Raw -37550.138007 + Penalty 1985.505464 = -35564.632543 nChanged 131 SP:Iteration 1F (36.171534 sec): 3 clusters Score: Raw -37871.721820 + Penalty 1985.505464 = -35886.216355 nChanged 46 SP:Iteration 2F (36.212569 sec): 3 clusters Score: Raw -38015.526909 + Penalty 1985.505464 = -36030.021444 nChanged 28 SP:Iteration 3F (36.262034 sec): 3 clusters Score: Raw -38135.839730 + Penalty 1985.505464 = -36150.334266 nChanged 15 SP:Iteration 4Q (36.311924 sec): 3 clusters Score: Raw -38192.094344 + Penalty 1985.505464 = -36206.588879 nChanged 7 SP:Iteration 5Q (36.353473 sec): 3 clusters Score: Raw -38240.773469 + Penalty 1985.505464 = -36255.268005 nChanged 9 SP:Iteration 6Q (36.410238 sec): 3 clusters Score: Raw -38292.624885 + Penalty 1985.505464 = -36307.119421 nChanged 5 SP:Iteration 7Q (36.459479 sec): 3 clusters Score: Raw -38318.107613 + Penalty 1985.505464 = -36332.602149 nChanged 2 SP:Iteration 8Q (36.503557 sec): 3 clusters Score: Raw -38319.964768 + Penalty 1985.505464 = -36334.459303 nChanged 0 SP:Iteration 9F (36.553766 sec): 3 clusters Score: Raw -38319.964768 + Penalty 1985.505464 = -36334.459303 nChanged 0 Trying to split cluster 8 (2548 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.582401 sec): 2 clusters Score: Raw -297594.895799 + Penalty 1274.497903 = -296320.397896 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.636542 sec): 3 clusters Score: Raw -296434.770833 + Penalty 2548.995805 = -293885.775027 nChanged 949 SP:Iteration 1F (36.689438 sec): 3 clusters Score: Raw -297077.947254 + Penalty 2548.995805 = -294528.951449 nChanged 226 SP:Iteration 2F (36.741618 sec): 3 clusters Score: Raw -297281.071188 + Penalty 2548.995805 = -294732.075383 nChanged 165 SP:Iteration 3F (36.791944 sec): 3 clusters Score: Raw -297501.812338 + Penalty 2548.995805 = -294952.816532 nChanged 189 SP:Iteration 4F (36.842686 sec): 3 clusters Score: Raw -297766.462090 + Penalty 2548.995805 = -295217.466285 nChanged 198 SP:Iteration 5F (36.896261 sec): 3 clusters Score: Raw -298035.261867 + Penalty 2548.995805 = -295486.266062 nChanged 180 SP:Iteration 6F (36.949551 sec): 3 clusters Score: Raw -298258.316460 + Penalty 2548.995805 = -295709.320655 nChanged 130 SP:Iteration 7F (37.002064 sec): 3 clusters Score: Raw -298403.218407 + Penalty 2548.995805 = -295854.222602 nChanged 91 SP:Iteration 8Q (37.062455 sec): 3 clusters Score: Raw -298487.582244 + Penalty 2548.995805 = -295938.586438 nChanged 63 SP:Iteration 9Q (37.112748 sec): 3 clusters Score: Raw -298533.756025 + Penalty 2548.995805 = -295984.760220 nChanged 45 SP:Iteration 10Q (37.156667 sec): 3 clusters Score: Raw -298574.636750 + Penalty 2548.995805 = -296025.640944 nChanged 27 SP:Iteration 11Q (37.220769 sec): 3 clusters Score: Raw -298594.297627 + Penalty 2548.995805 = -296045.301822 nChanged 28 SP:Iteration 12Q (37.270081 sec): 3 clusters Score: Raw -298615.699660 + Penalty 2548.995805 = -296066.703855 nChanged 19 SP:Iteration 13Q (37.326052 sec): 3 clusters Score: Raw -298625.958391 + Penalty 2548.995805 = -296076.962585 nChanged 16 SP:Iteration 14Q (37.377745 sec): 3 clusters Score: Raw -298631.940754 + Penalty 2548.995805 = -296082.944949 nChanged 11 SP:Iteration 15Q (37.424900 sec): 3 clusters Score: Raw -298637.526637 + Penalty 2548.995805 = -296088.530832 nChanged 10 SP:Iteration 16Q (37.475925 sec): 3 clusters Score: Raw -298642.698955 + Penalty 2548.995805 = -296093.703149 nChanged 4 SP:Iteration 17Q (37.516397 sec): 3 clusters Score: Raw -298644.897941 + Penalty 2548.995805 = -296095.902136 nChanged 4 SP:Iteration 18Q (37.580459 sec): 3 clusters Score: Raw -298647.226376 + Penalty 2548.995805 = -296098.230571 nChanged 1 SP:Iteration 19Q (37.621151 sec): 3 clusters Score: Raw -298647.684975 + Penalty 2548.995805 = -296098.689170 nChanged 1 SP:Iteration 20F (37.669889 sec): 3 clusters Score: Raw -298647.924321 + Penalty 2548.995805 = -296098.928516 nChanged 1 SP:Iteration 21Q (37.720387 sec): 3 clusters Score: Raw -298648.954726 + Penalty 2548.995805 = -296099.958921 nChanged 0 SP:Iteration 22F (37.780501 sec): 3 clusters Score: Raw -298648.954726 + Penalty 2548.995805 = -296099.958921 nChanged 0 Trying to split cluster 10 (5411 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.812556 sec): 2 clusters Score: Raw -632105.745728 + Penalty 1396.880745 = -630708.864984 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.872350 sec): 3 clusters Score: Raw -629318.320523 + Penalty 2793.761489 = -626524.559034 nChanged 2224 SP:Iteration 1F (37.913361 sec): 3 clusters Score: Raw -630857.077337 + Penalty 2793.761489 = -628063.315847 nChanged 521 SP:Iteration 2F (37.976916 sec): 3 clusters Score: Raw -631456.917539 + Penalty 2793.761489 = -628663.156050 nChanged 467 SP:Iteration 3F (38.044341 sec): 3 clusters Score: Raw -632005.024459 + Penalty 2793.761489 = -629211.262970 nChanged 416 SP:Iteration 4F (38.090488 sec): 3 clusters Score: Raw -632445.593570 + Penalty 2793.761489 = -629651.832081 nChanged 328 SP:Iteration 5F (38.152184 sec): 3 clusters Score: Raw -632739.975750 + Penalty 2793.761489 = -629946.214260 nChanged 290 SP:Iteration 6F (38.205500 sec): 3 clusters Score: Raw -633010.746845 + Penalty 2793.761489 = -630216.985356 nChanged 266 SP:Iteration 7Q (38.267205 sec): 3 clusters Score: Raw -633269.033563 + Penalty 2793.761489 = -630475.272074 nChanged 243 SP:Iteration 8Q (38.323753 sec): 3 clusters Score: Raw -633468.492784 + Penalty 2793.761489 = -630674.731294 nChanged 219 SP:Iteration 9Q (38.372464 sec): 3 clusters Score: Raw -633636.732828 + Penalty 2793.761489 = -630842.971339 nChanged 169 SP:Iteration 10Q (38.424965 sec): 3 clusters Score: Raw -633750.444141 + Penalty 2793.761489 = -630956.682652 nChanged 121 SP:Iteration 11Q (38.483373 sec): 3 clusters Score: Raw -633808.432719 + Penalty 2793.761489 = -631014.671230 nChanged 86 SP:Iteration 12Q (38.545792 sec): 3 clusters Score: Raw -633838.910964 + Penalty 2793.761489 = -631045.149475 nChanged 64 SP:Iteration 13Q (38.596342 sec): 3 clusters Score: Raw -633859.839638 + Penalty 2793.761489 = -631066.078149 nChanged 45 SP:Iteration 14Q (38.659733 sec): 3 clusters Score: Raw -633874.312583 + Penalty 2793.761489 = -631080.551094 nChanged 31 SP:Iteration 15Q (38.716561 sec): 3 clusters Score: Raw -633882.040847 + Penalty 2793.761489 = -631088.279358 nChanged 21 SP:Iteration 16Q (38.760144 sec): 3 clusters Score: Raw -633886.624239 + Penalty 2793.761489 = -631092.862749 nChanged 14 SP:Iteration 17Q (38.815455 sec): 3 clusters Score: Raw -633890.315147 + Penalty 2793.761489 = -631096.553658 nChanged 10 SP:Iteration 18Q (38.881909 sec): 3 clusters Score: Raw -633892.453223 + Penalty 2793.761489 = -631098.691734 nChanged 5 SP:Iteration 19Q (38.934276 sec): 3 clusters Score: Raw -633893.303033 + Penalty 2793.761489 = -631099.541544 nChanged 3 SP:Iteration 20F (38.982494 sec): 3 clusters Score: Raw -633893.651022 + Penalty 2793.761489 = -631099.889532 nChanged 3 SP:Iteration 21Q (39.048739 sec): 3 clusters Score: Raw -633894.317476 + Penalty 2793.761489 = -631100.555987 nChanged 3 SP:Iteration 22Q (39.091926 sec): 3 clusters Score: Raw -633894.749119 + Penalty 2793.761489 = -631100.987630 nChanged 4 SP:Iteration 23Q (39.160465 sec): 3 clusters Score: Raw -633895.269963 + Penalty 2793.761489 = -631101.508474 nChanged 1 SP:Iteration 24Q (39.219192 sec): 3 clusters Score: Raw -633895.321091 + Penalty 2793.761489 = -631101.559602 nChanged 0 SP:Iteration 25F (39.272672 sec): 3 clusters Score: Raw -633895.321091 + Penalty 2793.761489 = -631101.559602 nChanged 0 Score: Raw -7586738.219940 + Penalty 32345.132816 = -7554393.087124 Splitting cluster 10 changes total score from -7547491.383367 to -7554393.087124 So it's getting split into cluster 12. Trying to split cluster 11 (317 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.375298 sec): 2 clusters Score: Raw -28978.949336 + Penalty 935.821538 = -28043.127798 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.412109 sec): 3 clusters Score: Raw -29137.061427 + Penalty 1871.643077 = -27265.418350 nChanged 87 SP:Iteration 1F (40.461470 sec): 3 clusters Score: Raw -29423.157583 + Penalty 1871.643077 = -27551.514507 nChanged 37 SP:Iteration 2F (40.504448 sec): 3 clusters Score: Raw -29598.189801 + Penalty 1871.643077 = -27726.546724 nChanged 20 SP:Iteration 3F (40.553671 sec): 3 clusters Score: Raw -29717.239269 + Penalty 1871.643077 = -27845.596193 nChanged 12 SP:Iteration 4Q (40.585793 sec): 3 clusters Score: Raw -29864.741063 + Penalty 1871.643077 = -27993.097986 nChanged 10 SP:Iteration 5Q (40.639325 sec): 3 clusters Score: Raw -29948.265417 + Penalty 1871.643077 = -28076.622340 nChanged 7 SP:Iteration 6Q (40.675134 sec): 3 clusters Score: Raw -29976.738527 + Penalty 1871.643077 = -28105.095451 nChanged 2 SP:Iteration 7Q (40.718962 sec): 3 clusters Score: Raw -29982.018055 + Penalty 1871.643077 = -28110.374978 nChanged 2 SP:Iteration 8Q (40.758406 sec): 3 clusters Score: Raw -29986.370917 + Penalty 1871.643077 = -28114.727840 nChanged 0 SP:Iteration 9F (40.801771 sec): 3 clusters Score: Raw -29986.370917 + Penalty 1871.643077 = -28114.727840 nChanged 0 Score: Raw -7587745.641520 + Penalty 34142.084639 = -7553603.556882 Splitting cluster 11 changes total score from -7547491.383367 to -7553603.556882 So it's getting split into cluster 17. Trying to split cluster 13 (2002 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (41.963458 sec): 2 clusters Score: Raw -219765.034464 + Penalty 1235.309068 = -218529.725396 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.009696 sec): 3 clusters Score: Raw -218993.552519 + Penalty 2470.618137 = -216522.934382 nChanged 722 SP:Iteration 1F (42.058484 sec): 3 clusters Score: Raw -219874.285089 + Penalty 2470.618137 = -217403.666952 nChanged 268 SP:Iteration 2F (42.108127 sec): 3 clusters Score: Raw -220469.843541 + Penalty 2470.618137 = -217999.225404 nChanged 206 SP:Iteration 3F (42.159142 sec): 3 clusters Score: Raw -220898.266436 + Penalty 2470.618137 = -218427.648300 nChanged 145 SP:Iteration 4F (42.211645 sec): 3 clusters Score: Raw -221182.143101 + Penalty 2470.618137 = -218711.524964 nChanged 104 SP:Iteration 5F (42.257843 sec): 3 clusters Score: Raw -221370.496032 + Penalty 2470.618137 = -218899.877895 nChanged 74 SP:Iteration 6Q (42.303681 sec): 3 clusters Score: Raw -221473.756399 + Penalty 2470.618137 = -219003.138262 nChanged 61 SP:Iteration 7Q (42.352222 sec): 3 clusters Score: Raw -221540.326551 + Penalty 2470.618137 = -219069.708414 nChanged 47 SP:Iteration 8Q (42.404021 sec): 3 clusters Score: Raw -221591.718015 + Penalty 2470.618137 = -219121.099878 nChanged 33 SP:Iteration 9Q (42.454640 sec): 3 clusters Score: Raw -221620.338155 + Penalty 2470.618137 = -219149.720018 nChanged 26 SP:Iteration 10Q (42.494704 sec): 3 clusters Score: Raw -221643.840278 + Penalty 2470.618137 = -219173.222141 nChanged 15 SP:Iteration 11Q (42.552136 sec): 3 clusters Score: Raw -221653.103819 + Penalty 2470.618137 = -219182.485682 nChanged 14 SP:Iteration 12Q (42.600184 sec): 3 clusters Score: Raw -221660.375168 + Penalty 2470.618137 = -219189.757031 nChanged 7 SP:Iteration 13Q (42.645113 sec): 3 clusters Score: Raw -221663.965731 + Penalty 2470.618137 = -219193.347594 nChanged 4 SP:Iteration 14Q (42.700669 sec): 3 clusters Score: Raw -221666.076440 + Penalty 2470.618137 = -219195.458303 nChanged 5 SP:Iteration 15Q (42.743115 sec): 3 clusters Score: Raw -221667.663145 + Penalty 2470.618137 = -219197.045009 nChanged 4 SP:Iteration 16Q (42.797458 sec): 3 clusters Score: Raw -221669.189815 + Penalty 2470.618137 = -219198.571678 nChanged 2 SP:Iteration 17Q (42.849227 sec): 3 clusters Score: Raw -221670.563973 + Penalty 2470.618137 = -219199.945836 nChanged 2 SP:Iteration 18Q (42.908490 sec): 3 clusters Score: Raw -221671.544414 + Penalty 2470.618137 = -219200.926277 nChanged 0 SP:Iteration 19F (42.957145 sec): 3 clusters Score: Raw -221671.544414 + Penalty 2470.618137 = -219200.926277 nChanged 0 Score: Raw -7589652.151470 + Penalty 35939.036462 = -7553713.115008 Splitting cluster 13 changes total score from -7547491.383367 to -7553713.115008 So it's getting split into cluster 20. Trying to split cluster 14 (140 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44.158956 sec): 2 clusters Score: Raw -11574.782114 + Penalty 803.016894 = -10771.765220 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44.200252 sec): 3 clusters Score: Raw -11849.689410 + Penalty 1606.033787 = -10243.655623 nChanged 29 SP:Iteration 1F (44.251972 sec): 3 clusters Score: Raw -11991.194456 + Penalty 1606.033787 = -10385.160668 nChanged 11 SP:Iteration 2F (44.302453 sec): 3 clusters Score: Raw -12022.494871 + Penalty 1606.033787 = -10416.461083 nChanged 3 SP:Iteration 3Q (44.352193 sec): 3 clusters Score: Raw -12029.491905 + Penalty 1606.033787 = -10423.458117 nChanged 1 SP:Iteration 4Q (44.385890 sec): 3 clusters Score: Raw -12031.170225 + Penalty 1606.033787 = -10425.136437 nChanged 2 SP:Iteration 5Q (44.442891 sec): 3 clusters Score: Raw -12037.906448 + Penalty 1606.033787 = -10431.872660 nChanged 2 SP:Iteration 6Q (44.482406 sec): 3 clusters Score: Raw -12042.434508 + Penalty 1606.033787 = -10436.400721 nChanged 1 SP:Iteration 7Q (44.526821 sec): 3 clusters Score: Raw -12044.174901 + Penalty 1606.033787 = -10438.141114 nChanged 0 SP:Iteration 8F (44.573282 sec): 3 clusters Score: Raw -12044.174901 + Penalty 1606.033787 = -10438.141114 nChanged 0 Trying to split cluster 15 (260 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44.598287 sec): 2 clusters Score: Raw -14217.769828 + Penalty 903.610765 = -13314.159063 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44.639414 sec): 3 clusters Score: Raw -14495.067976 + Penalty 1807.221530 = -12687.846446 nChanged 79 SP:Iteration 1F (44.689008 sec): 3 clusters Score: Raw -14977.875222 + Penalty 1807.221530 = -13170.653692 nChanged 25 SP:Iteration 2F (44.740374 sec): 3 clusters Score: Raw -15186.565609 + Penalty 1807.221530 = -13379.344079 nChanged 7 SP:Iteration 3Q (44.781022 sec): 3 clusters Score: Raw -15258.846364 + Penalty 1807.221530 = -13451.624834 nChanged 1 SP:Iteration 4Q (44.825333 sec): 3 clusters Score: Raw -15286.117915 + Penalty 1807.221530 = -13478.896385 nChanged 1 SP:Iteration 5Q (44.860264 sec): 3 clusters Score: Raw -15289.417481 + Penalty 1807.221530 = -13482.195951 nChanged 1 SP:Iteration 6Q (44.902013 sec): 3 clusters Score: Raw -15290.909680 + Penalty 1807.221530 = -13483.688150 nChanged 0 SP:Iteration 7F (44.951743 sec): 3 clusters Score: Raw -15290.909680 + Penalty 1807.221530 = -13483.688150 nChanged 0 Score: Raw -7590725.291322 + Penalty 37735.988285 = -7552989.303037 Splitting cluster 15 changes total score from -7547491.383367 to -7552989.303037 So it's getting split into cluster 21. Trying to split cluster 16 (1310 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.227044 sec): 2 clusters Score: Raw -138127.244672 + Penalty 1166.389643 = -136960.855030 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.274300 sec): 3 clusters Score: Raw -137675.065475 + Penalty 2332.779285 = -135342.286189 nChanged 422 SP:Iteration 1F (46.316863 sec): 3 clusters Score: Raw -138079.490879 + Penalty 2332.779285 = -135746.711594 nChanged 113 SP:Iteration 2F (46.359524 sec): 3 clusters Score: Raw -138255.341425 + Penalty 2332.779285 = -135922.562140 nChanged 92 SP:Iteration 3F (46.412009 sec): 3 clusters Score: Raw -138394.683547 + Penalty 2332.779285 = -136061.904262 nChanged 64 SP:Iteration 4Q (46.467789 sec): 3 clusters Score: Raw -138486.523234 + Penalty 2332.779285 = -136153.743949 nChanged 56 SP:Iteration 5Q (46.522248 sec): 3 clusters Score: Raw -138567.498984 + Penalty 2332.779285 = -136234.719699 nChanged 52 SP:Iteration 6Q (46.560152 sec): 3 clusters Score: Raw -138658.215933 + Penalty 2332.779285 = -136325.436648 nChanged 47 SP:Iteration 7Q (46.611020 sec): 3 clusters Score: Raw -138740.080218 + Penalty 2332.779285 = -136407.300933 nChanged 46 SP:Iteration 8Q (46.656314 sec): 3 clusters Score: Raw -138808.748228 + Penalty 2332.779285 = -136475.968943 nChanged 26 SP:Iteration 9Q (46.699475 sec): 3 clusters Score: Raw -138842.501399 + Penalty 2332.779285 = -136509.722113 nChanged 15 SP:Iteration 10Q (46.739849 sec): 3 clusters Score: Raw -138856.979085 + Penalty 2332.779285 = -136524.199800 nChanged 7 SP:Iteration 11Q (46.795682 sec): 3 clusters Score: Raw -138862.731304 + Penalty 2332.779285 = -136529.952019 nChanged 4 SP:Iteration 12Q (46.840159 sec): 3 clusters Score: Raw -138869.377101 + Penalty 2332.779285 = -136536.597816 nChanged 5 SP:Iteration 13Q (46.877341 sec): 3 clusters Score: Raw -138873.588106 + Penalty 2332.779285 = -136540.808821 nChanged 8 SP:Iteration 14Q (46.933511 sec): 3 clusters Score: Raw -138881.066300 + Penalty 2332.779285 = -136548.287014 nChanged 5 SP:Iteration 15Q (46.982975 sec): 3 clusters Score: Raw -138884.226571 + Penalty 2332.779285 = -136551.447286 nChanged 3 SP:Iteration 16Q (47.036659 sec): 3 clusters Score: Raw -138886.087465 + Penalty 2332.779285 = -136553.308179 nChanged 2 SP:Iteration 17Q (47.086690 sec): 3 clusters Score: Raw -138888.892472 + Penalty 2332.779285 = -136556.113187 nChanged 3 SP:Iteration 18Q (47.136997 sec): 3 clusters Score: Raw -138897.345806 + Penalty 2332.779285 = -136564.566521 nChanged 4 SP:Iteration 19Q (47.178441 sec): 3 clusters Score: Raw -138904.752160 + Penalty 2332.779285 = -136571.972874 nChanged 6 SP:Iteration 20F (47.227026 sec): 3 clusters Score: Raw -138914.264244 + Penalty 2332.779285 = -136581.484959 nChanged 4 SP:Iteration 21Q (47.279025 sec): 3 clusters Score: Raw -138919.504941 + Penalty 2332.779285 = -136586.725656 nChanged 4 SP:Iteration 22Q (47.330141 sec): 3 clusters Score: Raw -138925.874126 + Penalty 2332.779285 = -136593.094840 nChanged 4 SP:Iteration 23Q (47.381897 sec): 3 clusters Score: Raw -138937.168533 + Penalty 2332.779285 = -136604.389247 nChanged 7 SP:Iteration 24Q (47.433522 sec): 3 clusters Score: Raw -138945.218588 + Penalty 2332.779285 = -136612.439303 nChanged 6 SP:Iteration 25Q (47.480590 sec): 3 clusters Score: Raw -138949.045014 + Penalty 2332.779285 = -136616.265729 nChanged 1 SP:Iteration 26Q (47.526004 sec): 3 clusters Score: Raw -138950.761611 + Penalty 2332.779285 = -136617.982326 nChanged 1 SP:Iteration 27Q (47.573085 sec): 3 clusters Score: Raw -138951.263292 + Penalty 2332.779285 = -136618.484006 nChanged 0 SP:Iteration 28F (47.621745 sec): 3 clusters Score: Raw -138951.263292 + Penalty 2332.779285 = -136618.484006 nChanged 0 Trying to split cluster 18 (668 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.644618 sec): 2 clusters Score: Raw -67642.974604 + Penalty 1056.946828 = -66586.027776 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.688779 sec): 3 clusters Score: Raw -67551.901558 + Penalty 2113.893656 = -65438.007902 nChanged 171 SP:Iteration 1F (47.728944 sec): 3 clusters Score: Raw -67904.697893 + Penalty 2113.893656 = -65790.804237 nChanged 70 SP:Iteration 2F (47.776313 sec): 3 clusters Score: Raw -68143.078572 + Penalty 2113.893656 = -66029.184916 nChanged 42 SP:Iteration 3F (47.816320 sec): 3 clusters Score: Raw -68320.860564 + Penalty 2113.893656 = -66206.966907 nChanged 28 SP:Iteration 4Q (47.861913 sec): 3 clusters Score: Raw -68455.801413 + Penalty 2113.893656 = -66341.907757 nChanged 25 SP:Iteration 5Q (47.898642 sec): 3 clusters Score: Raw -68537.689115 + Penalty 2113.893656 = -66423.795458 nChanged 16 SP:Iteration 6Q (47.941843 sec): 3 clusters Score: Raw -68583.617801 + Penalty 2113.893656 = -66469.724145 nChanged 14 SP:Iteration 7Q (47.985395 sec): 3 clusters Score: Raw -68618.588308 + Penalty 2113.893656 = -66504.694652 nChanged 9 SP:Iteration 8Q (48.027000 sec): 3 clusters Score: Raw -68629.374233 + Penalty 2113.893656 = -66515.480577 nChanged 4 SP:Iteration 9Q (48.079838 sec): 3 clusters Score: Raw -68637.981316 + Penalty 2113.893656 = -66524.087659 nChanged 2 SP:Iteration 10Q (48.127442 sec): 3 clusters Score: Raw -68642.239466 + Penalty 2113.893656 = -66528.345810 nChanged 0 SP:Iteration 11F (48.164265 sec): 3 clusters Score: Raw -68642.239466 + Penalty 2113.893656 = -66528.345810 nChanged 0 Trying to split cluster 19 (16133 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.215302 sec): 2 clusters Score: Raw -2009655.626133 + Penalty 1574.401098 = -2008081.225035 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.296289 sec): 3 clusters Score: Raw -2000087.143003 + Penalty 3148.802196 = -1996938.340807 nChanged 7203 SP:Iteration 1F (48.358686 sec): 3 clusters Score: Raw -2004608.455851 + Penalty 3148.802196 = -2001459.653655 nChanged 1374 SP:Iteration 2F (48.436642 sec): 3 clusters Score: Raw -2005791.577265 + Penalty 3148.802196 = -2002642.775069 nChanged 1304 SP:Iteration 3F (48.510121 sec): 3 clusters Score: Raw -2006808.146513 + Penalty 3148.802196 = -2003659.344317 nChanged 1137 SP:Iteration 4F (48.583162 sec): 3 clusters Score: Raw -2007559.269599 + Penalty 3148.802196 = -2004410.467403 nChanged 911 SP:Iteration 5F (48.659803 sec): 3 clusters Score: Raw -2008114.826379 + Penalty 3148.802196 = -2004966.024183 nChanged 761 SP:Iteration 6Q (48.735533 sec): 3 clusters Score: Raw -2008544.107432 + Penalty 3148.802196 = -2005395.305236 nChanged 633 SP:Iteration 7Q (48.811600 sec): 3 clusters Score: Raw -2008865.736512 + Penalty 3148.802196 = -2005716.934316 nChanged 519 SP:Iteration 8Q (48.876750 sec): 3 clusters Score: Raw -2009095.758902 + Penalty 3148.802196 = -2005946.956706 nChanged 400 SP:Iteration 9Q (48.960038 sec): 3 clusters Score: Raw -2009256.740752 + Penalty 3148.802196 = -2006107.938556 nChanged 352 SP:Iteration 10Q (49.034835 sec): 3 clusters Score: Raw -2009412.212830 + Penalty 3148.802196 = -2006263.410634 nChanged 324 SP:Iteration 11Q (49.104805 sec): 3 clusters Score: Raw -2009558.988554 + Penalty 3148.802196 = -2006410.186357 nChanged 300 SP:Iteration 12Q (49.165248 sec): 3 clusters Score: Raw -2009647.735882 + Penalty 3148.802196 = -2006498.933685 nChanged 253 SP:Iteration 13Q (49.248614 sec): 3 clusters Score: Raw -2009704.949170 + Penalty 3148.802196 = -2006556.146974 nChanged 204 SP:Iteration 14Q (49.323051 sec): 3 clusters Score: Raw -2009752.363849 + Penalty 3148.802196 = -2006603.561653 nChanged 194 SP:Iteration 15Q (49.396287 sec): 3 clusters Score: Raw -2009798.155675 + Penalty 3148.802196 = -2006649.353479 nChanged 186 SP:Iteration 16Q (49.457809 sec): 3 clusters Score: Raw -2009841.259788 + Penalty 3148.802196 = -2006692.457592 nChanged 172 SP:Iteration 17Q (49.532707 sec): 3 clusters Score: Raw -2009875.577158 + Penalty 3148.802196 = -2006726.774962 nChanged 145 SP:Iteration 18Q (49.608491 sec): 3 clusters Score: Raw -2009901.722377 + Penalty 3148.802196 = -2006752.920181 nChanged 115 SP:Iteration 19Q (49.686289 sec): 3 clusters Score: Raw -2009920.446659 + Penalty 3148.802196 = -2006771.644463 nChanged 108 SP:Iteration 20F (49.762484 sec): 3 clusters Score: Raw -2009940.563856 + Penalty 3148.802196 = -2006791.761659 nChanged 104 SP:Iteration 21Q (49.835947 sec): 3 clusters Score: Raw -2009956.416092 + Penalty 3148.802196 = -2006807.613896 nChanged 90 SP:Iteration 22Q (49.906593 sec): 3 clusters Score: Raw -2009968.852643 + Penalty 3148.802196 = -2006820.050446 nChanged 75 SP:Iteration 23Q (49.975876 sec): 3 clusters Score: Raw -2009980.373089 + Penalty 3148.802196 = -2006831.570892 nChanged 68 SP:Iteration 24Q (50.049622 sec): 3 clusters Score: Raw -2009990.852269 + Penalty 3148.802196 = -2006842.050072 nChanged 57 SP:Iteration 25Q (50.116583 sec): 3 clusters Score: Raw -2009999.653152 + Penalty 3148.802196 = -2006850.850955 nChanged 50 SP:Iteration 26Q (50.199951 sec): 3 clusters Score: Raw -2010005.364581 + Penalty 3148.802196 = -2006856.562385 nChanged 43 SP:Iteration 27Q (50.274486 sec): 3 clusters Score: Raw -2010010.136691 + Penalty 3148.802196 = -2006861.334495 nChanged 32 SP:Iteration 28Q (50.348190 sec): 3 clusters Score: Raw -2010014.278608 + Penalty 3148.802196 = -2006865.476412 nChanged 29 SP:Iteration 29Q (50.428446 sec): 3 clusters Score: Raw -2010018.125313 + Penalty 3148.802196 = -2006869.323117 nChanged 26 SP:Iteration 30Q (50.500331 sec): 3 clusters Score: Raw -2010022.140678 + Penalty 3148.802196 = -2006873.338481 nChanged 29 SP:Iteration 31Q (50.573975 sec): 3 clusters Score: Raw -2010026.157445 + Penalty 3148.802196 = -2006877.355248 nChanged 25 SP:Iteration 32Q (50.642200 sec): 3 clusters Score: Raw -2010029.078296 + Penalty 3148.802196 = -2006880.276100 nChanged 27 SP:Iteration 33Q (50.702331 sec): 3 clusters Score: Raw -2010033.103949 + Penalty 3148.802196 = -2006884.301753 nChanged 40 SP:Iteration 34Q (50.783219 sec): 3 clusters Score: Raw -2010039.446921 + Penalty 3148.802196 = -2006890.644725 nChanged 40 SP:Iteration 35Q (50.854084 sec): 3 clusters Score: Raw -2010043.906964 + Penalty 3148.802196 = -2006895.104767 nChanged 37 SP:Iteration 36Q (50.924543 sec): 3 clusters Score: Raw -2010048.663466 + Penalty 3148.802196 = -2006899.861269 nChanged 35 SP:Iteration 37Q (50.998334 sec): 3 clusters Score: Raw -2010055.836404 + Penalty 3148.802196 = -2006907.034208 nChanged 45 SP:Iteration 38Q (51.068668 sec): 3 clusters Score: Raw -2010063.461722 + Penalty 3148.802196 = -2006914.659525 nChanged 51 SP:Iteration 39Q (51.145602 sec): 3 clusters Score: Raw -2010071.707141 + Penalty 3148.802196 = -2006922.904944 nChanged 46 SP:Iteration 40F (51.222330 sec): 3 clusters Score: Raw -2010078.046083 + Penalty 3148.802196 = -2006929.243886 nChanged 29 SP:Iteration 41Q (51.296873 sec): 3 clusters Score: Raw -2010081.290641 + Penalty 3148.802196 = -2006932.488445 nChanged 34 SP:Iteration 42Q (51.371299 sec): 3 clusters Score: Raw -2010085.239799 + Penalty 3148.802196 = -2006936.437603 nChanged 31 SP:Iteration 43Q (51.443769 sec): 3 clusters Score: Raw -2010089.161621 + Penalty 3148.802196 = -2006940.359425 nChanged 37 SP:Iteration 44Q (51.515508 sec): 3 clusters Score: Raw -2010093.741421 + Penalty 3148.802196 = -2006944.939225 nChanged 35 SP:Iteration 45Q (51.588876 sec): 3 clusters Score: Raw -2010099.164888 + Penalty 3148.802196 = -2006950.362692 nChanged 39 SP:Iteration 46Q (51.664416 sec): 3 clusters Score: Raw -2010106.604323 + Penalty 3148.802196 = -2006957.802127 nChanged 51 SP:Iteration 47Q (51.738905 sec): 3 clusters Score: Raw -2010116.340270 + Penalty 3148.802196 = -2006967.538073 nChanged 47 SP:Iteration 48Q (51.802758 sec): 3 clusters Score: Raw -2010124.735682 + Penalty 3148.802196 = -2006975.933485 nChanged 41 SP:Iteration 49Q (51.886121 sec): 3 clusters Score: Raw -2010131.936835 + Penalty 3148.802196 = -2006983.134638 nChanged 52 SP:Iteration 50Q (51.947752 sec): 3 clusters Score: Raw -2010141.058012 + Penalty 3148.802196 = -2006992.255815 nChanged 58 SP:Iteration 51Q (52.022312 sec): 3 clusters Score: Raw -2010156.311833 + Penalty 3148.802196 = -2007007.509636 nChanged 77 SP:Iteration 52Q (52.105294 sec): 3 clusters Score: Raw -2010180.361367 + Penalty 3148.802196 = -2007031.559171 nChanged 84 SP:Iteration 53Q (52.167945 sec): 3 clusters Score: Raw -2010213.479596 + Penalty 3148.802196 = -2007064.677399 nChanged 130 SP:Iteration 54Q (52.241476 sec): 3 clusters Score: Raw -2010295.265251 + Penalty 3148.802196 = -2007146.463055 nChanged 194 SP:Iteration 55Q (52.325499 sec): 3 clusters Score: Raw -2010537.474059 + Penalty 3148.802196 = -2007388.671863 nChanged 319 SP:Iteration 56Q (52.390260 sec): 3 clusters Score: Raw -2011025.209966 + Penalty 3148.802196 = -2007876.407770 nChanged 417 SP:Iteration 57Q (52.470561 sec): 3 clusters Score: Raw -2011828.172590 + Penalty 3148.802196 = -2008679.370393 nChanged 458 SP:Iteration 58Q (52.547094 sec): 3 clusters Score: Raw -2012630.512260 + Penalty 3148.802196 = -2009481.710064 nChanged 406 SP:Iteration 59Q (52.618833 sec): 3 clusters Score: Raw -2013082.471763 + Penalty 3148.802196 = -2009933.669567 nChanged 414 SP:Iteration 60F (52.683541 sec): 3 clusters Score: Raw -2013448.347478 + Penalty 3148.802196 = -2010299.545281 nChanged 423 SP:Iteration 61Q (52.754650 sec): 3 clusters Score: Raw -2013747.433060 + Penalty 3148.802196 = -2010598.630863 nChanged 356 SP:Iteration 62Q (52.827066 sec): 3 clusters Score: Raw -2013932.610294 + Penalty 3148.802196 = -2010783.808097 nChanged 301 SP:Iteration 63Q (52.902386 sec): 3 clusters Score: Raw -2014065.027263 + Penalty 3148.802196 = -2010916.225066 nChanged 265 SP:Iteration 64Q (52.975806 sec): 3 clusters Score: Raw -2014174.276663 + Penalty 3148.802196 = -2011025.474467 nChanged 245 SP:Iteration 65Q (53.033727 sec): 3 clusters Score: Raw -2014271.729271 + Penalty 3148.802196 = -2011122.927075 nChanged 224 SP:Iteration 66Q (53.114684 sec): 3 clusters Score: Raw -2014354.879970 + Penalty 3148.802196 = -2011206.077774 nChanged 224 SP:Iteration 67Q (53.186886 sec): 3 clusters Score: Raw -2014430.552317 + Penalty 3148.802196 = -2011281.750120 nChanged 210 SP:Iteration 68Q (53.258440 sec): 3 clusters Score: Raw -2014495.039685 + Penalty 3148.802196 = -2011346.237489 nChanged 176 SP:Iteration 69Q (53.322216 sec): 3 clusters Score: Raw -2014545.672957 + Penalty 3148.802196 = -2011396.870760 nChanged 148 SP:Iteration 70Q (53.402955 sec): 3 clusters Score: Raw -2014583.816855 + Penalty 3148.802196 = -2011435.014659 nChanged 132 SP:Iteration 71Q (53.478569 sec): 3 clusters Score: Raw -2014613.427277 + Penalty 3148.802196 = -2011464.625080 nChanged 103 SP:Iteration 72Q (53.548255 sec): 3 clusters Score: Raw -2014633.361258 + Penalty 3148.802196 = -2011484.559061 nChanged 69 SP:Iteration 73Q (53.614646 sec): 3 clusters Score: Raw -2014643.505199 + Penalty 3148.802196 = -2011494.703002 nChanged 58 SP:Iteration 74Q (53.687626 sec): 3 clusters Score: Raw -2014651.414161 + Penalty 3148.802196 = -2011502.611965 nChanged 46 SP:Iteration 75Q (53.762913 sec): 3 clusters Score: Raw -2014657.757378 + Penalty 3148.802196 = -2011508.955182 nChanged 30 SP:Iteration 76Q (53.837364 sec): 3 clusters Score: Raw -2014661.544830 + Penalty 3148.802196 = -2011512.742634 nChanged 24 SP:Iteration 77Q (53.908341 sec): 3 clusters Score: Raw -2014665.658915 + Penalty 3148.802196 = -2011516.856718 nChanged 23 SP:Iteration 78Q (53.977575 sec): 3 clusters Score: Raw -2014667.911944 + Penalty 3148.802196 = -2011519.109748 nChanged 22 SP:Iteration 79Q (54.051082 sec): 3 clusters Score: Raw -2014671.049320 + Penalty 3148.802196 = -2011522.247124 nChanged 10 SP:Iteration 80F (54.123301 sec): 3 clusters Score: Raw -2014693.378828 + Penalty 3148.802196 = -2011544.576632 nChanged 66 SP:Iteration 81Q (54.196968 sec): 3 clusters Score: Raw -2014710.099919 + Penalty 3148.802196 = -2011561.297723 nChanged 55 SP:Iteration 82Q (54.269581 sec): 3 clusters Score: Raw -2014718.821369 + Penalty 3148.802196 = -2011570.019173 nChanged 52 SP:Iteration 83Q (54.340929 sec): 3 clusters Score: Raw -2014727.314301 + Penalty 3148.802196 = -2011578.512104 nChanged 45 SP:Iteration 84Q (54.413464 sec): 3 clusters Score: Raw -2014733.994010 + Penalty 3148.802196 = -2011585.191813 nChanged 35 SP:Iteration 85Q (54.479691 sec): 3 clusters Score: Raw -2014738.263307 + Penalty 3148.802196 = -2011589.461110 nChanged 34 SP:Iteration 86Q (54.550626 sec): 3 clusters Score: Raw -2014743.322684 + Penalty 3148.802196 = -2011594.520488 nChanged 26 SP:Iteration 87Q (54.624913 sec): 3 clusters Score: Raw -2014746.367275 + Penalty 3148.802196 = -2011597.565079 nChanged 17 SP:Iteration 88Q (54.698319 sec): 3 clusters Score: Raw -2014747.888842 + Penalty 3148.802196 = -2011599.086646 nChanged 8 SP:Iteration 89Q (54.771908 sec): 3 clusters Score: Raw -2014748.726039 + Penalty 3148.802196 = -2011599.923843 nChanged 11 SP:Iteration 90Q (54.840643 sec): 3 clusters Score: Raw -2014750.320327 + Penalty 3148.802196 = -2011601.518130 nChanged 16 SP:Iteration 91Q (54.904802 sec): 3 clusters Score: Raw -2014752.126383 + Penalty 3148.802196 = -2011603.324187 nChanged 16 SP:Iteration 92Q (54.974932 sec): 3 clusters Score: Raw -2014753.861317 + Penalty 3148.802196 = -2011605.059121 nChanged 16 SP:Iteration 93Q (55.059140 sec): 3 clusters Score: Raw -2014755.170590 + Penalty 3148.802196 = -2011606.368394 nChanged 17 SP:Iteration 94Q (55.121468 sec): 3 clusters Score: Raw -2014756.644432 + Penalty 3148.802196 = -2011607.842235 nChanged 14 SP:Iteration 95Q (55.202564 sec): 3 clusters Score: Raw -2014757.760273 + Penalty 3148.802196 = -2011608.958076 nChanged 6 SP:Iteration 96Q (55.272223 sec): 3 clusters Score: Raw -2014758.214510 + Penalty 3148.802196 = -2011609.412314 nChanged 5 SP:Iteration 97Q (55.339697 sec): 3 clusters Score: Raw -2014758.422937 + Penalty 3148.802196 = -2011609.620740 nChanged 1 SP:Iteration 98Q (55.402612 sec): 3 clusters Score: Raw -2014758.655286 + Penalty 3148.802196 = -2011609.853090 nChanged 2 SP:Iteration 99Q (55.484731 sec): 3 clusters Score: Raw -2014758.868997 + Penalty 3148.802196 = -2011610.066801 nChanged 2 SP:Iteration 100F (55.552188 sec): 3 clusters Score: Raw -2014759.148429 + Penalty 3148.802196 = -2011610.346232 nChanged 3 SP:Iteration 101Q (55.634256 sec): 3 clusters Score: Raw -2014759.340417 + Penalty 3148.802196 = -2011610.538220 nChanged 2 SP:Iteration 102Q (55.706670 sec): 3 clusters Score: Raw -2014759.595322 + Penalty 3148.802196 = -2011610.793126 nChanged 8 SP:Iteration 103Q (55.778998 sec): 3 clusters Score: Raw -2014760.637836 + Penalty 3148.802196 = -2011611.835639 nChanged 8 SP:Iteration 104Q (55.840813 sec): 3 clusters Score: Raw -2014761.483420 + Penalty 3148.802196 = -2011612.681224 nChanged 8 SP:Iteration 105Q (55.917638 sec): 3 clusters Score: Raw -2014762.295737 + Penalty 3148.802196 = -2011613.493541 nChanged 5 SP:Iteration 106Q (55.986765 sec): 3 clusters Score: Raw -2014763.104990 + Penalty 3148.802196 = -2011614.302794 nChanged 5 SP:Iteration 107Q (56.067913 sec): 3 clusters Score: Raw -2014763.736717 + Penalty 3148.802196 = -2011614.934521 nChanged 5 SP:Iteration 108Q (56.140645 sec): 3 clusters Score: Raw -2014764.177442 + Penalty 3148.802196 = -2011615.375246 nChanged 7 SP:Iteration 109Q (56.202528 sec): 3 clusters Score: Raw -2014764.850010 + Penalty 3148.802196 = -2011616.047813 nChanged 10 SP:Iteration 110Q (56.286268 sec): 3 clusters Score: Raw -2014765.712817 + Penalty 3148.802196 = -2011616.910620 nChanged 6 SP:Iteration 111Q (56.359260 sec): 3 clusters Score: Raw -2014766.118584 + Penalty 3148.802196 = -2011617.316387 nChanged 5 SP:Iteration 112Q (56.419479 sec): 3 clusters Score: Raw -2014766.374359 + Penalty 3148.802196 = -2011617.572163 nChanged 3 SP:Iteration 113Q (56.501341 sec): 3 clusters Score: Raw -2014766.551101 + Penalty 3148.802196 = -2011617.748904 nChanged 4 SP:Iteration 114Q (56.561997 sec): 3 clusters Score: Raw -2014766.827118 + Penalty 3148.802196 = -2011618.024922 nChanged 2 SP:Iteration 115Q (56.643884 sec): 3 clusters Score: Raw -2014767.058780 + Penalty 3148.802196 = -2011618.256584 nChanged 2 SP:Iteration 116Q (56.710873 sec): 3 clusters Score: Raw -2014767.278488 + Penalty 3148.802196 = -2011618.476291 nChanged 3 SP:Iteration 117Q (56.772621 sec): 3 clusters Score: Raw -2014767.535496 + Penalty 3148.802196 = -2011618.733299 nChanged 1 SP:Iteration 118Q (56.857728 sec): 3 clusters Score: Raw -2014767.596148 + Penalty 3148.802196 = -2011618.793952 nChanged 0 SP:Iteration 119F (56.931724 sec): 3 clusters Score: Raw -2014767.596148 + Penalty 3148.802196 = -2011618.793952 nChanged 0 Score: Raw -7595837.261338 + Penalty 39532.940108 = -7556304.321230 Splitting cluster 19 changes total score from -7547491.383367 to -7556304.321230 So it's getting split into cluster 22. Iteration 20F (59.511666 sec): 23 clusters Score: Raw -7598039.844943 + Penalty 39532.940108 = -7558506.904835 nChanged 2230 Iteration 21Q (60.281655 sec): 23 clusters Score: Raw -7599812.621312 + Penalty 39532.940108 = -7560279.681204 nChanged 970 Iteration 22Q (61.097975 sec): 23 clusters Score: Raw -7600338.844258 + Penalty 39532.940108 = -7560805.904150 nChanged 624 Iteration 23Q (61.883787 sec): 23 clusters Score: Raw -7600632.312105 + Penalty 39532.940108 = -7561099.371997 nChanged 474 Iteration 24Q (62.686403 sec): 23 clusters Score: Raw -7600845.793646 + Penalty 39532.940108 = -7561312.853538 nChanged 378 Iteration 25Q (63.415830 sec): 23 clusters Score: Raw -7601034.657063 + Penalty 39532.940108 = -7561501.716955 nChanged 339 Iteration 26Q (64.158185 sec): 23 clusters Score: Raw -7601197.761773 + Penalty 39532.940108 = -7561664.821666 nChanged 273 Iteration 27Q (64.917287 sec): 23 clusters Score: Raw -7601322.645183 + Penalty 39532.940108 = -7561789.705076 nChanged 274 Iteration 28Q (65.677606 sec): 23 clusters Score: Raw -7601456.145232 + Penalty 39532.940108 = -7561923.205125 nChanged 219 Iteration 29Q (66.459199 sec): 23 clusters Score: Raw -7601528.650314 + Penalty 39532.940108 = -7561995.710206 nChanged 193 Iteration 30Q (67.269292 sec): 23 clusters Score: Raw -7601579.522073 + Penalty 39532.940108 = -7562046.581965 nChanged 178 Iteration 31Q (68.047243 sec): 23 clusters Score: Raw -7601638.675650 + Penalty 39532.940108 = -7562105.735542 nChanged 155 Iteration 32Q (68.839824 sec): 23 clusters Score: Raw -7601703.402696 + Penalty 39532.940108 = -7562170.462588 nChanged 157 Iteration 33Q (69.573330 sec): 23 clusters Score: Raw -7601773.130174 + Penalty 39532.940108 = -7562240.190066 nChanged 169 Iteration 34Q (70.362721 sec): 23 clusters Score: Raw -7601852.113699 + Penalty 39532.940108 = -7562319.173591 nChanged 182 Iteration 35Q (71.138060 sec): 23 clusters Score: Raw -7601932.045880 + Penalty 39532.940108 = -7562399.105772 nChanged 163 Iteration 36Q (71.941202 sec): 23 clusters Score: Raw -7602052.182372 + Penalty 39532.940108 = -7562519.242265 nChanged 178 Iteration 37Q (72.666887 sec): 23 clusters Score: Raw -7602176.431329 + Penalty 39532.940108 = -7562643.491221 nChanged 185 Iteration 38Q (73.447379 sec): 23 clusters Score: Raw -7602272.834656 + Penalty 39532.940108 = -7562739.894548 nChanged 209 Iteration 39Q (74.168086 sec): 23 clusters Score: Raw -7602362.964091 + Penalty 39532.940108 = -7562830.023983 nChanged 210 Iteration 40F (75.478911 sec): 23 clusters Score: Raw -7602750.009432 + Penalty 39532.940108 = -7563217.069324 nChanged 224 Iteration 41Q (76.268361 sec): 23 clusters Score: Raw -7603083.058056 + Penalty 39532.940108 = -7563550.117948 nChanged 206 Iteration 42Q (77.082678 sec): 23 clusters Score: Raw -7603233.730908 + Penalty 39532.940108 = -7563700.790800 nChanged 206 Iteration 43Q (77.889950 sec): 23 clusters Score: Raw -7603362.681946 + Penalty 39532.940108 = -7563829.741838 nChanged 183 Iteration 44Q (78.630992 sec): 23 clusters Score: Raw -7603500.250287 + Penalty 39532.940108 = -7563967.310179 nChanged 173 Iteration 45Q (79.385380 sec): 23 clusters Score: Raw -7603635.929472 + Penalty 39532.940108 = -7564102.989364 nChanged 164 Iteration 46Q (80.176678 sec): 23 clusters Score: Raw -7603714.701736 + Penalty 39532.940108 = -7564181.761628 nChanged 151 Iteration 47Q (80.908127 sec): 23 clusters Score: Raw -7603784.797810 + Penalty 39532.940108 = -7564251.857702 nChanged 158 Iteration 48Q (81.680092 sec): 23 clusters Score: Raw -7603862.778171 + Penalty 39532.940108 = -7564329.838063 nChanged 161 Iteration 49Q (82.412798 sec): 23 clusters Score: Raw -7603940.118263 + Penalty 39532.940108 = -7564407.178155 nChanged 177 Iteration 50Q (83.194386 sec): 23 clusters Score: Raw -7604029.736416 + Penalty 39532.940108 = -7564496.796308 nChanged 177 Iteration 51Q (83.972636 sec): 23 clusters Score: Raw -7604123.368060 + Penalty 39532.940108 = -7564590.427953 nChanged 194 Iteration 52Q (84.715627 sec): 23 clusters Score: Raw -7604195.040349 + Penalty 39532.940108 = -7564662.100242 nChanged 187 Iteration 53Q (85.523118 sec): 23 clusters Score: Raw -7604265.293862 + Penalty 39532.940108 = -7564732.353754 nChanged 188 Iteration 54Q (86.345663 sec): 23 clusters Score: Raw -7604329.658095 + Penalty 39532.940108 = -7564796.717987 nChanged 164 Iteration 55Q (87.133724 sec): 23 clusters Score: Raw -7604389.854612 + Penalty 39532.940108 = -7564856.914504 nChanged 169 Iteration 56Q (87.909502 sec): 23 clusters Score: Raw -7604459.957628 + Penalty 39532.940108 = -7564927.017520 nChanged 192 Iteration 57Q (88.679778 sec): 23 clusters Score: Raw -7604545.026683 + Penalty 39532.940108 = -7565012.086575 nChanged 185 Iteration 58Q (89.444841 sec): 23 clusters Score: Raw -7604644.137884 + Penalty 39532.940108 = -7565111.197776 nChanged 193 Writing temp clu file Because OldScore, -7565012.086575, is greater than current (better) Score,-7565111.197776 Compute initial score before splitting: Score: Raw -7604644.137884 + Penalty 39532.940108 = -7565111.197776 Trying to split cluster 1 (1231 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (89.491415 sec): 2 clusters Score: Raw -148828.315936 + Penalty 1156.282096 = -147672.033841 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (89.542318 sec): 3 clusters Score: Raw -148482.236118 + Penalty 2312.564191 = -146169.671927 nChanged 433 SP:Iteration 1F (89.595581 sec): 3 clusters Score: Raw -149315.280145 + Penalty 2312.564191 = -147002.715954 nChanged 180 SP:Iteration 2F (89.645336 sec): 3 clusters Score: Raw -149674.435420 + Penalty 2312.564191 = -147361.871229 nChanged 73 SP:Iteration 3F (89.697619 sec): 3 clusters Score: Raw -149819.525740 + Penalty 2312.564191 = -147506.961549 nChanged 34 SP:Iteration 4Q (89.749839 sec): 3 clusters Score: Raw -149871.500096 + Penalty 2312.564191 = -147558.935905 nChanged 21 SP:Iteration 5Q (89.799052 sec): 3 clusters Score: Raw -149892.419719 + Penalty 2312.564191 = -147579.855528 nChanged 8 SP:Iteration 6Q (89.848951 sec): 3 clusters Score: Raw -149902.638990 + Penalty 2312.564191 = -147590.074799 nChanged 12 SP:Iteration 7Q (89.899020 sec): 3 clusters Score: Raw -149917.160620 + Penalty 2312.564191 = -147604.596429 nChanged 4 SP:Iteration 8Q (89.941049 sec): 3 clusters Score: Raw -149923.694352 + Penalty 2312.564191 = -147611.130161 nChanged 3 SP:Iteration 9Q (90.002741 sec): 3 clusters Score: Raw -149925.503239 + Penalty 2312.564191 = -147612.939048 nChanged 1 SP:Iteration 10Q (90.054983 sec): 3 clusters Score: Raw -149926.712531 + Penalty 2312.564191 = -147614.148340 nChanged 1 SP:Iteration 11Q (90.100293 sec): 3 clusters Score: Raw -149927.413237 + Penalty 2312.564191 = -147614.849046 nChanged 0 SP:Iteration 12F (90.143309 sec): 3 clusters Score: Raw -149927.413237 + Penalty 2312.564191 = -147614.849046 nChanged 0 Trying to split cluster 2 (15212 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (90.192190 sec): 2 clusters Score: Raw -1913595.933794 + Penalty 1564.848979 = -1912031.084816 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (90.270961 sec): 3 clusters Score: Raw -1904730.063285 + Penalty 3129.697957 = -1901600.365327 nChanged 6711 SP:Iteration 1F (90.339573 sec): 3 clusters Score: Raw -1908416.403123 + Penalty 3129.697957 = -1905286.705166 nChanged 852 SP:Iteration 2F (90.410254 sec): 3 clusters Score: Raw -1908843.238441 + Penalty 3129.697957 = -1905713.540484 nChanged 868 SP:Iteration 3F (90.475950 sec): 3 clusters Score: Raw -1909313.814757 + Penalty 3129.697957 = -1906184.116800 nChanged 825 SP:Iteration 4F (90.554959 sec): 3 clusters Score: Raw -1909857.956619 + Penalty 3129.697957 = -1906728.258661 nChanged 881 SP:Iteration 5F (90.625170 sec): 3 clusters Score: Raw -1910557.088807 + Penalty 3129.697957 = -1907427.390849 nChanged 1001 SP:Iteration 6F (90.701120 sec): 3 clusters Score: Raw -1911546.980441 + Penalty 3129.697957 = -1908417.282483 nChanged 1122 SP:Iteration 7F (90.763526 sec): 3 clusters Score: Raw -1913044.461225 + Penalty 3129.697957 = -1909914.763267 nChanged 1306 SP:Iteration 8F (90.847144 sec): 3 clusters Score: Raw -1914874.894559 + Penalty 3129.697957 = -1911745.196601 nChanged 1154 SP:Iteration 9F (90.909958 sec): 3 clusters Score: Raw -1916647.666831 + Penalty 3129.697957 = -1913517.968873 nChanged 867 SP:Iteration 10F (90.989804 sec): 3 clusters Score: Raw -1918755.593272 + Penalty 3129.697957 = -1915625.895315 nChanged 642 SP:Iteration 11Q (91.065271 sec): 3 clusters Score: Raw -1921200.626146 + Penalty 3129.697957 = -1918070.928188 nChanged 462 SP:Iteration 12Q (91.134784 sec): 3 clusters Score: Raw -1921585.453354 + Penalty 3129.697957 = -1918455.755397 nChanged 244 SP:Iteration 13Q (91.195464 sec): 3 clusters Score: Raw -1921698.123217 + Penalty 3129.697957 = -1918568.425260 nChanged 125 SP:Iteration 14Q (91.271122 sec): 3 clusters Score: Raw -1921741.560750 + Penalty 3129.697957 = -1918611.862792 nChanged 84 SP:Iteration 15Q (91.337550 sec): 3 clusters Score: Raw -1921763.051025 + Penalty 3129.697957 = -1918633.353067 nChanged 66 SP:Iteration 16Q (91.404416 sec): 3 clusters Score: Raw -1921777.219175 + Penalty 3129.697957 = -1918647.521218 nChanged 52 SP:Iteration 17Q (91.468915 sec): 3 clusters Score: Raw -1921786.678153 + Penalty 3129.697957 = -1918656.980195 nChanged 40 SP:Iteration 18Q (91.541547 sec): 3 clusters Score: Raw -1921794.813042 + Penalty 3129.697957 = -1918665.115085 nChanged 35 SP:Iteration 19Q (91.612531 sec): 3 clusters Score: Raw -1921800.982074 + Penalty 3129.697957 = -1918671.284117 nChanged 34 SP:Iteration 20F (91.685144 sec): 3 clusters Score: Raw -1921806.717690 + Penalty 3129.697957 = -1918677.019732 nChanged 33 SP:Iteration 21Q (91.757719 sec): 3 clusters Score: Raw -1921812.513400 + Penalty 3129.697957 = -1918682.815443 nChanged 36 SP:Iteration 22Q (91.829820 sec): 3 clusters Score: Raw -1921820.116650 + Penalty 3129.697957 = -1918690.418693 nChanged 37 SP:Iteration 23Q (91.899800 sec): 3 clusters Score: Raw -1921827.172677 + Penalty 3129.697957 = -1918697.474720 nChanged 30 SP:Iteration 24Q (91.969625 sec): 3 clusters Score: Raw -1921832.552413 + Penalty 3129.697957 = -1918702.854455 nChanged 26 SP:Iteration 25Q (92.030620 sec): 3 clusters Score: Raw -1921836.156114 + Penalty 3129.697957 = -1918706.458156 nChanged 19 SP:Iteration 26Q (92.112738 sec): 3 clusters Score: Raw -1921838.898301 + Penalty 3129.697957 = -1918709.200343 nChanged 23 SP:Iteration 27Q (92.181510 sec): 3 clusters Score: Raw -1921841.571861 + Penalty 3129.697957 = -1918711.873903 nChanged 19 SP:Iteration 28Q (92.254755 sec): 3 clusters Score: Raw -1921843.641301 + Penalty 3129.697957 = -1918713.943344 nChanged 18 SP:Iteration 29Q (92.324563 sec): 3 clusters Score: Raw -1921845.525148 + Penalty 3129.697957 = -1918715.827190 nChanged 19 SP:Iteration 30Q (92.396321 sec): 3 clusters Score: Raw -1921848.068998 + Penalty 3129.697957 = -1918718.371040 nChanged 21 SP:Iteration 31Q (92.465460 sec): 3 clusters Score: Raw -1921851.236729 + Penalty 3129.697957 = -1918721.538772 nChanged 26 SP:Iteration 32Q (92.527373 sec): 3 clusters Score: Raw -1921854.237971 + Penalty 3129.697957 = -1918724.540014 nChanged 20 SP:Iteration 33Q (92.599217 sec): 3 clusters Score: Raw -1921856.879568 + Penalty 3129.697957 = -1918727.181610 nChanged 24 SP:Iteration 34Q (92.667626 sec): 3 clusters Score: Raw -1921860.877217 + Penalty 3129.697957 = -1918731.179260 nChanged 27 SP:Iteration 35Q (92.738590 sec): 3 clusters Score: Raw -1921864.867008 + Penalty 3129.697957 = -1918735.169050 nChanged 31 SP:Iteration 36Q (92.806779 sec): 3 clusters Score: Raw -1921868.750089 + Penalty 3129.697957 = -1918739.052131 nChanged 20 SP:Iteration 37Q (92.875751 sec): 3 clusters Score: Raw -1921871.053431 + Penalty 3129.697957 = -1918741.355473 nChanged 21 SP:Iteration 38Q (92.952087 sec): 3 clusters Score: Raw -1921874.090061 + Penalty 3129.697957 = -1918744.392103 nChanged 19 SP:Iteration 39Q (93.028087 sec): 3 clusters Score: Raw -1921876.115439 + Penalty 3129.697957 = -1918746.417482 nChanged 14 SP:Iteration 40F (93.090959 sec): 3 clusters Score: Raw -1921877.722807 + Penalty 3129.697957 = -1918748.024849 nChanged 13 SP:Iteration 41Q (93.168387 sec): 3 clusters Score: Raw -1921878.886246 + Penalty 3129.697957 = -1918749.188289 nChanged 8 SP:Iteration 42Q (93.227325 sec): 3 clusters Score: Raw -1921879.486209 + Penalty 3129.697957 = -1918749.788251 nChanged 5 SP:Iteration 43Q (93.295655 sec): 3 clusters Score: Raw -1921879.887126 + Penalty 3129.697957 = -1918750.189169 nChanged 6 SP:Iteration 44Q (93.376622 sec): 3 clusters Score: Raw -1921880.466965 + Penalty 3129.697957 = -1918750.769008 nChanged 8 SP:Iteration 45Q (93.449910 sec): 3 clusters Score: Raw -1921880.984186 + Penalty 3129.697957 = -1918751.286228 nChanged 6 SP:Iteration 46Q (93.518260 sec): 3 clusters Score: Raw -1921881.556992 + Penalty 3129.697957 = -1918751.859035 nChanged 10 SP:Iteration 47Q (93.587389 sec): 3 clusters Score: Raw -1921882.349058 + Penalty 3129.697957 = -1918752.651100 nChanged 10 SP:Iteration 48Q (93.646677 sec): 3 clusters Score: Raw -1921883.548731 + Penalty 3129.697957 = -1918753.850774 nChanged 10 SP:Iteration 49Q (93.724564 sec): 3 clusters Score: Raw -1921884.453981 + Penalty 3129.697957 = -1918754.756024 nChanged 17 SP:Iteration 50Q (93.799611 sec): 3 clusters Score: Raw -1921886.189751 + Penalty 3129.697957 = -1918756.491794 nChanged 20 SP:Iteration 51Q (93.874612 sec): 3 clusters Score: Raw -1921888.539364 + Penalty 3129.697957 = -1918758.841407 nChanged 23 SP:Iteration 52Q (93.943365 sec): 3 clusters Score: Raw -1921891.289536 + Penalty 3129.697957 = -1918761.591578 nChanged 21 SP:Iteration 53Q (94.012839 sec): 3 clusters Score: Raw -1921893.725138 + Penalty 3129.697957 = -1918764.027181 nChanged 21 SP:Iteration 54Q (94.092476 sec): 3 clusters Score: Raw -1921895.783706 + Penalty 3129.697957 = -1918766.085749 nChanged 16 SP:Iteration 55Q (94.158543 sec): 3 clusters Score: Raw -1921897.391486 + Penalty 3129.697957 = -1918767.693529 nChanged 13 SP:Iteration 56Q (94.240643 sec): 3 clusters Score: Raw -1921898.518104 + Penalty 3129.697957 = -1918768.820147 nChanged 10 SP:Iteration 57Q (94.302074 sec): 3 clusters Score: Raw -1921899.571035 + Penalty 3129.697957 = -1918769.873078 nChanged 13 SP:Iteration 58Q (94.386341 sec): 3 clusters Score: Raw -1921901.078094 + Penalty 3129.697957 = -1918771.380137 nChanged 19 SP:Iteration 59Q (94.447920 sec): 3 clusters Score: Raw -1921903.231721 + Penalty 3129.697957 = -1918773.533764 nChanged 20 SP:Iteration 60F (94.530499 sec): 3 clusters Score: Raw -1921905.623452 + Penalty 3129.697957 = -1918775.925495 nChanged 20 SP:Iteration 61Q (94.601947 sec): 3 clusters Score: Raw -1921907.905193 + Penalty 3129.697957 = -1918778.207236 nChanged 14 SP:Iteration 62Q (94.676767 sec): 3 clusters Score: Raw -1921909.138801 + Penalty 3129.697957 = -1918779.440844 nChanged 13 SP:Iteration 63Q (94.739420 sec): 3 clusters Score: Raw -1921910.689330 + Penalty 3129.697957 = -1918780.991373 nChanged 13 SP:Iteration 64Q (94.812819 sec): 3 clusters Score: Raw -1921911.792009 + Penalty 3129.697957 = -1918782.094052 nChanged 6 SP:Iteration 65Q (94.883546 sec): 3 clusters Score: Raw -1921912.231829 + Penalty 3129.697957 = -1918782.533871 nChanged 5 SP:Iteration 66Q (94.955968 sec): 3 clusters Score: Raw -1921912.583885 + Penalty 3129.697957 = -1918782.885928 nChanged 4 SP:Iteration 67Q (95.029174 sec): 3 clusters Score: Raw -1921912.872055 + Penalty 3129.697957 = -1918783.174098 nChanged 3 SP:Iteration 68Q (95.104114 sec): 3 clusters Score: Raw -1921913.075056 + Penalty 3129.697957 = -1918783.377099 nChanged 5 SP:Iteration 69Q (95.180597 sec): 3 clusters Score: Raw -1921913.520874 + Penalty 3129.697957 = -1918783.822917 nChanged 8 SP:Iteration 70Q (95.247555 sec): 3 clusters Score: Raw -1921914.085054 + Penalty 3129.697957 = -1918784.387096 nChanged 6 SP:Iteration 71Q (95.319453 sec): 3 clusters Score: Raw -1921914.474617 + Penalty 3129.697957 = -1918784.776660 nChanged 5 SP:Iteration 72Q (95.394054 sec): 3 clusters Score: Raw -1921914.854757 + Penalty 3129.697957 = -1918785.156799 nChanged 3 SP:Iteration 73Q (95.463456 sec): 3 clusters Score: Raw -1921915.081857 + Penalty 3129.697957 = -1918785.383900 nChanged 3 SP:Iteration 74Q (95.522273 sec): 3 clusters Score: Raw -1921915.315186 + Penalty 3129.697957 = -1918785.617229 nChanged 3 SP:Iteration 75Q (95.591871 sec): 3 clusters Score: Raw -1921915.512026 + Penalty 3129.697957 = -1918785.814069 nChanged 3 SP:Iteration 76Q (95.661245 sec): 3 clusters Score: Raw -1921915.626721 + Penalty 3129.697957 = -1918785.928764 nChanged 1 SP:Iteration 77Q (95.742157 sec): 3 clusters Score: Raw -1921915.642538 + Penalty 3129.697957 = -1918785.944581 nChanged 0 SP:Iteration 78F (95.806261 sec): 3 clusters Score: Raw -1921915.642538 + Penalty 3129.697957 = -1918785.944581 nChanged 0 Score: Raw -7613035.396644 + Penalty 41329.891931 = -7571705.504713 Splitting cluster 2 changes total score from -7565111.197776 to -7571705.504713 So it's getting split into cluster 23. Trying to split cluster 3 (372 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (97.224777 sec): 2 clusters Score: Raw -37385.599628 + Penalty 961.820251 = -36423.779376 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (97.261291 sec): 3 clusters Score: Raw -37423.983055 + Penalty 1923.640503 = -35500.342552 nChanged 83 SP:Iteration 1F (97.310487 sec): 3 clusters Score: Raw -37590.074507 + Penalty 1923.640503 = -35666.434005 nChanged 38 SP:Iteration 2F (97.350926 sec): 3 clusters Score: Raw -37714.296952 + Penalty 1923.640503 = -35790.656449 nChanged 20 SP:Iteration 3F (97.394408 sec): 3 clusters Score: Raw -37818.840033 + Penalty 1923.640503 = -35895.199530 nChanged 21 SP:Iteration 4F (97.438911 sec): 3 clusters Score: Raw -37875.354589 + Penalty 1923.640503 = -35951.714087 nChanged 12 SP:Iteration 5Q (97.482525 sec): 3 clusters Score: Raw -37916.895921 + Penalty 1923.640503 = -35993.255418 nChanged 11 SP:Iteration 6Q (97.522284 sec): 3 clusters Score: Raw -37949.189104 + Penalty 1923.640503 = -36025.548602 nChanged 4 SP:Iteration 7Q (97.566860 sec): 3 clusters Score: Raw -37955.125759 + Penalty 1923.640503 = -36031.485257 nChanged 4 SP:Iteration 8Q (97.612315 sec): 3 clusters Score: Raw -37961.121207 + Penalty 1923.640503 = -36037.480705 nChanged 4 SP:Iteration 9Q (97.653266 sec): 3 clusters Score: Raw -37975.350047 + Penalty 1923.640503 = -36051.709545 nChanged 2 SP:Iteration 10Q (97.706304 sec): 3 clusters Score: Raw -38011.687811 + Penalty 1923.640503 = -36088.047309 nChanged 4 SP:Iteration 11Q (97.719725 sec): 3 clusters Score: Raw -38044.567950 + Penalty 1923.640503 = -36120.927447 nChanged 6 SP:Iteration 12Q (97.771507 sec): 3 clusters Score: Raw -38076.302182 + Penalty 1923.640503 = -36152.661679 nChanged 2 SP:Iteration 13Q (97.810892 sec): 3 clusters Score: Raw -38102.989918 + Penalty 1923.640503 = -36179.349416 nChanged 1 SP:Iteration 14Q (97.865373 sec): 3 clusters Score: Raw -38111.189429 + Penalty 1923.640503 = -36187.548926 nChanged 0 SP:Iteration 15F (97.911971 sec): 3 clusters Score: Raw -38111.189429 + Penalty 1923.640503 = -36187.548926 nChanged 0 Trying to split cluster 4 (10697 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (97.942679 sec): 2 clusters Score: Raw -1378420.053160 + Penalty 1507.629274 = -1376912.423887 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (98.009311 sec): 3 clusters Score: Raw -1372305.861798 + Penalty 3015.258547 = -1369290.603251 nChanged 4649 SP:Iteration 1F (98.075970 sec): 3 clusters Score: Raw -1374776.226956 + Penalty 3015.258547 = -1371760.968408 nChanged 693 SP:Iteration 2F (98.136067 sec): 3 clusters Score: Raw -1375126.372754 + Penalty 3015.258547 = -1372111.114207 nChanged 637 SP:Iteration 3F (98.197419 sec): 3 clusters Score: Raw -1375471.256523 + Penalty 3015.258547 = -1372455.997976 nChanged 657 SP:Iteration 4F (98.271691 sec): 3 clusters Score: Raw -1375857.199247 + Penalty 3015.258547 = -1372841.940700 nChanged 663 SP:Iteration 5F (98.329754 sec): 3 clusters Score: Raw -1376331.102904 + Penalty 3015.258547 = -1373315.844356 nChanged 703 SP:Iteration 6F (98.395979 sec): 3 clusters Score: Raw -1376904.756059 + Penalty 3015.258547 = -1373889.497512 nChanged 700 SP:Iteration 7F (98.474238 sec): 3 clusters Score: Raw -1377547.367077 + Penalty 3015.258547 = -1374532.108529 nChanged 658 SP:Iteration 8F (98.528900 sec): 3 clusters Score: Raw -1378174.529486 + Penalty 3015.258547 = -1375159.270939 nChanged 483 SP:Iteration 9Q (98.595289 sec): 3 clusters Score: Raw -1378548.208873 + Penalty 3015.258547 = -1375532.950326 nChanged 316 SP:Iteration 10Q (98.664610 sec): 3 clusters Score: Raw -1378726.213476 + Penalty 3015.258547 = -1375710.954929 nChanged 182 SP:Iteration 11Q (98.725694 sec): 3 clusters Score: Raw -1378813.592041 + Penalty 3015.258547 = -1375798.333494 nChanged 142 SP:Iteration 12Q (98.799271 sec): 3 clusters Score: Raw -1378879.186085 + Penalty 3015.258547 = -1375863.927538 nChanged 109 SP:Iteration 13Q (98.862113 sec): 3 clusters Score: Raw -1378919.462844 + Penalty 3015.258547 = -1375904.204297 nChanged 85 SP:Iteration 14Q (98.916506 sec): 3 clusters Score: Raw -1378948.443452 + Penalty 3015.258547 = -1375933.184904 nChanged 75 SP:Iteration 15Q (98.994003 sec): 3 clusters Score: Raw -1378969.344952 + Penalty 3015.258547 = -1375954.086404 nChanged 71 SP:Iteration 16Q (99.045950 sec): 3 clusters Score: Raw -1378990.051370 + Penalty 3015.258547 = -1375974.792822 nChanged 54 SP:Iteration 17Q (99.123830 sec): 3 clusters Score: Raw -1379003.027103 + Penalty 3015.258547 = -1375987.768556 nChanged 39 SP:Iteration 18Q (99.171365 sec): 3 clusters Score: Raw -1379010.317005 + Penalty 3015.258547 = -1375995.058457 nChanged 23 SP:Iteration 19Q (99.234601 sec): 3 clusters Score: Raw -1379013.534437 + Penalty 3015.258547 = -1375998.275890 nChanged 12 SP:Iteration 20F (99.301032 sec): 3 clusters Score: Raw -1379014.976026 + Penalty 3015.258547 = -1375999.717478 nChanged 5 SP:Iteration 21Q (99.367533 sec): 3 clusters Score: Raw -1379015.599267 + Penalty 3015.258547 = -1376000.340719 nChanged 4 SP:Iteration 22Q (99.430759 sec): 3 clusters Score: Raw -1379016.528403 + Penalty 3015.258547 = -1376001.269856 nChanged 8 SP:Iteration 23Q (99.502005 sec): 3 clusters Score: Raw -1379017.679711 + Penalty 3015.258547 = -1376002.421163 nChanged 6 SP:Iteration 24Q (99.555619 sec): 3 clusters Score: Raw -1379018.651791 + Penalty 3015.258547 = -1376003.393243 nChanged 7 SP:Iteration 25Q (99.630899 sec): 3 clusters Score: Raw -1379019.923258 + Penalty 3015.258547 = -1376004.664710 nChanged 6 SP:Iteration 26Q (99.686034 sec): 3 clusters Score: Raw -1379020.875075 + Penalty 3015.258547 = -1376005.616528 nChanged 5 SP:Iteration 27Q (99.750607 sec): 3 clusters Score: Raw -1379021.468335 + Penalty 3015.258547 = -1376006.209787 nChanged 2 SP:Iteration 28Q (99.825447 sec): 3 clusters Score: Raw -1379021.739885 + Penalty 3015.258547 = -1376006.481338 nChanged 3 SP:Iteration 29Q (99.892206 sec): 3 clusters Score: Raw -1379022.043911 + Penalty 3015.258547 = -1376006.785363 nChanged 4 SP:Iteration 30Q (99.942718 sec): 3 clusters Score: Raw -1379022.921992 + Penalty 3015.258547 = -1376007.663445 nChanged 11 SP:Iteration 31Q (100.015119 sec): 3 clusters Score: Raw -1379024.330295 + Penalty 3015.258547 = -1376009.071748 nChanged 5 SP:Iteration 32Q (100.076775 sec): 3 clusters Score: Raw -1379025.253647 + Penalty 3015.258547 = -1376009.995100 nChanged 6 SP:Iteration 33Q (100.139222 sec): 3 clusters Score: Raw -1379025.967854 + Penalty 3015.258547 = -1376010.709307 nChanged 4 SP:Iteration 34Q (100.216727 sec): 3 clusters Score: Raw -1379026.404278 + Penalty 3015.258547 = -1376011.145730 nChanged 0 SP:Iteration 35F (100.280122 sec): 3 clusters Score: Raw -1379026.404278 + Penalty 3015.258547 = -1376011.145730 nChanged 0 Trying to split cluster 5 (2496 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (100.293697 sec): 2 clusters Score: Raw -305169.576618 + Penalty 1271.147269 = -303898.429350 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (100.347902 sec): 3 clusters Score: Raw -304025.890981 + Penalty 2542.294537 = -301483.596444 nChanged 919 SP:Iteration 1F (100.412011 sec): 3 clusters Score: Raw -304597.498170 + Penalty 2542.294537 = -302055.203632 nChanged 195 SP:Iteration 2F (100.459149 sec): 3 clusters Score: Raw -304749.393354 + Penalty 2542.294537 = -302207.098817 nChanged 156 SP:Iteration 3F (100.500711 sec): 3 clusters Score: Raw -304880.809528 + Penalty 2542.294537 = -302338.514991 nChanged 109 SP:Iteration 4Q (100.562001 sec): 3 clusters Score: Raw -304954.239733 + Penalty 2542.294537 = -302411.945196 nChanged 84 SP:Iteration 5Q (100.618716 sec): 3 clusters Score: Raw -305021.532733 + Penalty 2542.294537 = -302479.238196 nChanged 66 SP:Iteration 6Q (100.669915 sec): 3 clusters Score: Raw -305062.997907 + Penalty 2542.294537 = -302520.703370 nChanged 44 SP:Iteration 7Q (100.717568 sec): 3 clusters Score: Raw -305088.098382 + Penalty 2542.294537 = -302545.803845 nChanged 56 SP:Iteration 8Q (100.769449 sec): 3 clusters Score: Raw -305120.647792 + Penalty 2542.294537 = -302578.353255 nChanged 45 SP:Iteration 9Q (100.828930 sec): 3 clusters Score: Raw -305144.902429 + Penalty 2542.294537 = -302602.607892 nChanged 45 SP:Iteration 10Q (100.879004 sec): 3 clusters Score: Raw -305164.705191 + Penalty 2542.294537 = -302622.410654 nChanged 30 SP:Iteration 11Q (100.926148 sec): 3 clusters Score: Raw -305181.169162 + Penalty 2542.294537 = -302638.874625 nChanged 31 SP:Iteration 12Q (100.978915 sec): 3 clusters Score: Raw -305199.857775 + Penalty 2542.294537 = -302657.563238 nChanged 25 SP:Iteration 13Q (101.021181 sec): 3 clusters Score: Raw -305213.478906 + Penalty 2542.294537 = -302671.184369 nChanged 23 SP:Iteration 14Q (101.081266 sec): 3 clusters Score: Raw -305226.940841 + Penalty 2542.294537 = -302684.646303 nChanged 24 SP:Iteration 15Q (101.137080 sec): 3 clusters Score: Raw -305237.512263 + Penalty 2542.294537 = -302695.217726 nChanged 21 SP:Iteration 16Q (101.180265 sec): 3 clusters Score: Raw -305246.095213 + Penalty 2542.294537 = -302703.800676 nChanged 14 SP:Iteration 17Q (101.244609 sec): 3 clusters Score: Raw -305254.607050 + Penalty 2542.294537 = -302712.312513 nChanged 18 SP:Iteration 18Q (101.287879 sec): 3 clusters Score: Raw -305261.008518 + Penalty 2542.294537 = -302718.713981 nChanged 12 SP:Iteration 19Q (101.342482 sec): 3 clusters Score: Raw -305265.825447 + Penalty 2542.294537 = -302723.530910 nChanged 11 SP:Iteration 20F (101.395303 sec): 3 clusters Score: Raw -305269.268107 + Penalty 2542.294537 = -302726.973570 nChanged 11 SP:Iteration 21Q (101.448461 sec): 3 clusters Score: Raw -305274.425924 + Penalty 2542.294537 = -302732.131387 nChanged 16 SP:Iteration 22Q (101.507431 sec): 3 clusters Score: Raw -305283.080639 + Penalty 2542.294537 = -302740.786102 nChanged 18 SP:Iteration 23Q (101.557790 sec): 3 clusters Score: Raw -305292.298522 + Penalty 2542.294537 = -302750.003985 nChanged 18 SP:Iteration 24Q (101.601445 sec): 3 clusters Score: Raw -305300.175545 + Penalty 2542.294537 = -302757.881008 nChanged 18 SP:Iteration 25Q (101.662864 sec): 3 clusters Score: Raw -305307.866917 + Penalty 2542.294537 = -302765.572380 nChanged 15 SP:Iteration 26Q (101.708589 sec): 3 clusters Score: Raw -305314.395467 + Penalty 2542.294537 = -302772.100930 nChanged 14 SP:Iteration 27Q (101.757246 sec): 3 clusters Score: Raw -305319.848097 + Penalty 2542.294537 = -302777.553560 nChanged 12 SP:Iteration 28Q (101.813654 sec): 3 clusters Score: Raw -305326.479933 + Penalty 2542.294537 = -302784.185396 nChanged 12 SP:Iteration 29Q (101.869781 sec): 3 clusters Score: Raw -305334.170997 + Penalty 2542.294537 = -302791.876460 nChanged 11 SP:Iteration 30Q (101.917020 sec): 3 clusters Score: Raw -305339.549684 + Penalty 2542.294537 = -302797.255147 nChanged 6 SP:Iteration 31Q (101.977609 sec): 3 clusters Score: Raw -305342.410541 + Penalty 2542.294537 = -302800.116004 nChanged 6 SP:Iteration 32Q (102.018932 sec): 3 clusters Score: Raw -305344.943686 + Penalty 2542.294537 = -302802.649149 nChanged 5 SP:Iteration 33Q (102.071272 sec): 3 clusters Score: Raw -305345.968303 + Penalty 2542.294537 = -302803.673766 nChanged 3 SP:Iteration 34Q (102.129515 sec): 3 clusters Score: Raw -305346.773962 + Penalty 2542.294537 = -302804.479425 nChanged 2 SP:Iteration 35Q (102.168063 sec): 3 clusters Score: Raw -305347.067332 + Penalty 2542.294537 = -302804.772795 nChanged 0 SP:Iteration 36F (102.226359 sec): 3 clusters Score: Raw -305347.067332 + Penalty 2542.294537 = -302804.772795 nChanged 0 Trying to split cluster 6 (476 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (102.254857 sec): 2 clusters Score: Raw -54194.347043 + Penalty 1001.880401 = -53192.466642 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (102.294070 sec): 3 clusters Score: Raw -54224.928130 + Penalty 2003.760803 = -52221.167327 nChanged 127 SP:Iteration 1F (102.348909 sec): 3 clusters Score: Raw -54483.790286 + Penalty 2003.760803 = -52480.029484 nChanged 48 SP:Iteration 2F (102.392789 sec): 3 clusters Score: Raw -54637.789967 + Penalty 2003.760803 = -52634.029165 nChanged 33 SP:Iteration 3F (102.447368 sec): 3 clusters Score: Raw -54800.454643 + Penalty 2003.760803 = -52796.693841 nChanged 17 SP:Iteration 4Q (102.501999 sec): 3 clusters Score: Raw -54878.627692 + Penalty 2003.760803 = -52874.866889 nChanged 7 SP:Iteration 5Q (102.553339 sec): 3 clusters Score: Raw -54890.300662 + Penalty 2003.760803 = -52886.539860 nChanged 5 SP:Iteration 6Q (102.596539 sec): 3 clusters Score: Raw -54901.279929 + Penalty 2003.760803 = -52897.519126 nChanged 5 SP:Iteration 7Q (102.642889 sec): 3 clusters Score: Raw -54935.978568 + Penalty 2003.760803 = -52932.217765 nChanged 10 SP:Iteration 8Q (102.700642 sec): 3 clusters Score: Raw -54976.528206 + Penalty 2003.760803 = -52972.767403 nChanged 9 SP:Iteration 9Q (102.750805 sec): 3 clusters Score: Raw -55016.889749 + Penalty 2003.760803 = -53013.128947 nChanged 9 SP:Iteration 10Q (102.797020 sec): 3 clusters Score: Raw -55070.829361 + Penalty 2003.760803 = -53067.068558 nChanged 7 SP:Iteration 11Q (102.838318 sec): 3 clusters Score: Raw -55098.968204 + Penalty 2003.760803 = -53095.207401 nChanged 8 SP:Iteration 12Q (102.888304 sec): 3 clusters Score: Raw -55123.102326 + Penalty 2003.760803 = -53119.341523 nChanged 4 SP:Iteration 13Q (102.924324 sec): 3 clusters Score: Raw -55147.861128 + Penalty 2003.760803 = -53144.100325 nChanged 3 SP:Iteration 14Q (102.971239 sec): 3 clusters Score: Raw -55169.659708 + Penalty 2003.760803 = -53165.898905 nChanged 5 SP:Iteration 15Q (103.017952 sec): 3 clusters Score: Raw -55205.603106 + Penalty 2003.760803 = -53201.842303 nChanged 5 SP:Iteration 16Q (103.056302 sec): 3 clusters Score: Raw -55231.666055 + Penalty 2003.760803 = -53227.905252 nChanged 2 SP:Iteration 17Q (103.104581 sec): 3 clusters Score: Raw -55240.987418 + Penalty 2003.760803 = -53237.226616 nChanged 1 SP:Iteration 18Q (103.154333 sec): 3 clusters Score: Raw -55243.505885 + Penalty 2003.760803 = -53239.745083 nChanged 1 SP:Iteration 19Q (103.198067 sec): 3 clusters Score: Raw -55244.324504 + Penalty 2003.760803 = -53240.563702 nChanged 0 SP:Iteration 20F (103.251876 sec): 3 clusters Score: Raw -55244.324504 + Penalty 2003.760803 = -53240.563702 nChanged 0 Score: Raw -7614085.374105 + Penalty 43126.843754 = -7570958.530351 Splitting cluster 6 changes total score from -7565111.197776 to -7570958.530351 So it's getting split into cluster 24. Trying to split cluster 7 (508 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (104.710056 sec): 2 clusters Score: Raw -42638.457654 + Penalty 1012.453235 = -41626.004419 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (104.753076 sec): 3 clusters Score: Raw -42671.392903 + Penalty 2024.906470 = -40646.486433 nChanged 124 SP:Iteration 1F (104.794909 sec): 3 clusters Score: Raw -42972.347780 + Penalty 2024.906470 = -40947.441310 nChanged 60 SP:Iteration 2F (104.844923 sec): 3 clusters Score: Raw -43154.122604 + Penalty 2024.906470 = -41129.216134 nChanged 39 SP:Iteration 3F (104.891813 sec): 3 clusters Score: Raw -43265.234283 + Penalty 2024.906470 = -41240.327812 nChanged 25 SP:Iteration 4Q (104.936914 sec): 3 clusters Score: Raw -43349.009088 + Penalty 2024.906470 = -41324.102618 nChanged 10 SP:Iteration 5Q (104.983042 sec): 3 clusters Score: Raw -43375.642318 + Penalty 2024.906470 = -41350.735848 nChanged 7 SP:Iteration 6Q (105.022405 sec): 3 clusters Score: Raw -43421.151507 + Penalty 2024.906470 = -41396.245036 nChanged 5 SP:Iteration 7Q (105.055738 sec): 3 clusters Score: Raw -43427.637723 + Penalty 2024.906470 = -41402.731252 nChanged 2 SP:Iteration 8Q (105.109330 sec): 3 clusters Score: Raw -43430.647572 + Penalty 2024.906470 = -41405.741101 nChanged 3 SP:Iteration 9Q (105.149242 sec): 3 clusters Score: Raw -43435.270593 + Penalty 2024.906470 = -41410.364123 nChanged 3 SP:Iteration 10Q (105.181570 sec): 3 clusters Score: Raw -43444.750574 + Penalty 2024.906470 = -41419.844103 nChanged 2 SP:Iteration 11Q (105.224579 sec): 3 clusters Score: Raw -43446.913976 + Penalty 2024.906470 = -41422.007506 nChanged 0 SP:Iteration 12F (105.267983 sec): 3 clusters Score: Raw -43446.913976 + Penalty 2024.906470 = -41422.007506 nChanged 0 Trying to split cluster 8 (3009 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (105.306388 sec): 2 clusters Score: Raw -356549.004795 + Penalty 1301.521500 = -355247.483295 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (105.355098 sec): 3 clusters Score: Raw -355140.163423 + Penalty 2603.043000 = -352537.120423 nChanged 1127 SP:Iteration 1F (105.403160 sec): 3 clusters Score: Raw -355854.218352 + Penalty 2603.043000 = -353251.175352 nChanged 243 SP:Iteration 2F (105.449428 sec): 3 clusters Score: Raw -356033.589656 + Penalty 2603.043000 = -353430.546656 nChanged 176 SP:Iteration 3F (105.497827 sec): 3 clusters Score: Raw -356162.868411 + Penalty 2603.043000 = -353559.825411 nChanged 161 SP:Iteration 4F (105.534644 sec): 3 clusters Score: Raw -356302.031466 + Penalty 2603.043000 = -353698.988466 nChanged 162 SP:Iteration 5F (105.582226 sec): 3 clusters Score: Raw -356433.568618 + Penalty 2603.043000 = -353830.525618 nChanged 131 SP:Iteration 6Q (105.638980 sec): 3 clusters Score: Raw -356531.644139 + Penalty 2603.043000 = -353928.601140 nChanged 112 SP:Iteration 7Q (105.687341 sec): 3 clusters Score: Raw -356613.786518 + Penalty 2603.043000 = -354010.743518 nChanged 99 SP:Iteration 8Q (105.735178 sec): 3 clusters Score: Raw -356693.409909 + Penalty 2603.043000 = -354090.366909 nChanged 111 SP:Iteration 9Q (105.783141 sec): 3 clusters Score: Raw -356792.949671 + Penalty 2603.043000 = -354189.906671 nChanged 110 SP:Iteration 10Q (105.831029 sec): 3 clusters Score: Raw -356895.402695 + Penalty 2603.043000 = -354292.359695 nChanged 117 SP:Iteration 11Q (105.868838 sec): 3 clusters Score: Raw -356994.097259 + Penalty 2603.043000 = -354391.054259 nChanged 99 SP:Iteration 12Q (105.919437 sec): 3 clusters Score: Raw -357053.495969 + Penalty 2603.043000 = -354450.452969 nChanged 70 SP:Iteration 13Q (105.968098 sec): 3 clusters Score: Raw -357092.826098 + Penalty 2603.043000 = -354489.783098 nChanged 56 SP:Iteration 14Q (106.019640 sec): 3 clusters Score: Raw -357123.985399 + Penalty 2603.043000 = -354520.942399 nChanged 37 SP:Iteration 15Q (106.067585 sec): 3 clusters Score: Raw -357139.052933 + Penalty 2603.043000 = -354536.009933 nChanged 23 SP:Iteration 16Q (106.121337 sec): 3 clusters Score: Raw -357148.787198 + Penalty 2603.043000 = -354545.744198 nChanged 20 SP:Iteration 17Q (106.163141 sec): 3 clusters Score: Raw -357157.093580 + Penalty 2603.043000 = -354554.050580 nChanged 17 SP:Iteration 18Q (106.211613 sec): 3 clusters Score: Raw -357163.986716 + Penalty 2603.043000 = -354560.943716 nChanged 13 SP:Iteration 19Q (106.261707 sec): 3 clusters Score: Raw -357167.748610 + Penalty 2603.043000 = -354564.705610 nChanged 10 SP:Iteration 20F (106.317045 sec): 3 clusters Score: Raw -357170.775191 + Penalty 2603.043000 = -354567.732191 nChanged 8 SP:Iteration 21Q (106.359320 sec): 3 clusters Score: Raw -357172.700168 + Penalty 2603.043000 = -354569.657168 nChanged 7 SP:Iteration 22Q (106.418405 sec): 3 clusters Score: Raw -357175.018567 + Penalty 2603.043000 = -354571.975567 nChanged 5 SP:Iteration 23Q (106.466726 sec): 3 clusters Score: Raw -357176.848797 + Penalty 2603.043000 = -354573.805797 nChanged 5 SP:Iteration 24Q (106.514564 sec): 3 clusters Score: Raw -357177.712357 + Penalty 2603.043000 = -354574.669357 nChanged 0 SP:Iteration 25F (106.563039 sec): 3 clusters Score: Raw -357177.712357 + Penalty 2603.043000 = -354574.669357 nChanged 0 Trying to split cluster 9 (1746 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (106.577858 sec): 2 clusters Score: Raw -216916.888917 + Penalty 1213.075945 = -215703.812972 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (106.624706 sec): 3 clusters Score: Raw -216184.505389 + Penalty 2426.151889 = -213758.353500 nChanged 610 SP:Iteration 1F (106.688187 sec): 3 clusters Score: Raw -216576.485065 + Penalty 2426.151889 = -214150.333176 nChanged 133 SP:Iteration 2F (106.733690 sec): 3 clusters Score: Raw -216678.390131 + Penalty 2426.151889 = -214252.238242 nChanged 80 SP:Iteration 3Q (106.782413 sec): 3 clusters Score: Raw -216736.596696 + Penalty 2426.151889 = -214310.444807 nChanged 65 SP:Iteration 4Q (106.822191 sec): 3 clusters Score: Raw -216794.389508 + Penalty 2426.151889 = -214368.237618 nChanged 49 SP:Iteration 5Q (106.879952 sec): 3 clusters Score: Raw -216835.040238 + Penalty 2426.151889 = -214408.888349 nChanged 56 SP:Iteration 6Q (106.929237 sec): 3 clusters Score: Raw -216886.412017 + Penalty 2426.151889 = -214460.260128 nChanged 50 SP:Iteration 7Q (106.980461 sec): 3 clusters Score: Raw -216938.482936 + Penalty 2426.151889 = -214512.331046 nChanged 47 SP:Iteration 8Q (107.026960 sec): 3 clusters Score: Raw -216984.466625 + Penalty 2426.151889 = -214558.314736 nChanged 46 SP:Iteration 9Q (107.079362 sec): 3 clusters Score: Raw -217024.601496 + Penalty 2426.151889 = -214598.449607 nChanged 42 SP:Iteration 10Q (107.128537 sec): 3 clusters Score: Raw -217050.599373 + Penalty 2426.151889 = -214624.447484 nChanged 30 SP:Iteration 11Q (107.170220 sec): 3 clusters Score: Raw -217069.637401 + Penalty 2426.151889 = -214643.485512 nChanged 26 SP:Iteration 12Q (107.216416 sec): 3 clusters Score: Raw -217087.971529 + Penalty 2426.151889 = -214661.819640 nChanged 21 SP:Iteration 13Q (107.265849 sec): 3 clusters Score: Raw -217101.692276 + Penalty 2426.151889 = -214675.540386 nChanged 32 SP:Iteration 14Q (107.309725 sec): 3 clusters Score: Raw -217120.502560 + Penalty 2426.151889 = -214694.350671 nChanged 21 SP:Iteration 15Q (107.353021 sec): 3 clusters Score: Raw -217130.982499 + Penalty 2426.151889 = -214704.830609 nChanged 12 SP:Iteration 16Q (107.391986 sec): 3 clusters Score: Raw -217140.058114 + Penalty 2426.151889 = -214713.906224 nChanged 19 SP:Iteration 17Q (107.438022 sec): 3 clusters Score: Raw -217156.323414 + Penalty 2426.151889 = -214730.171525 nChanged 25 SP:Iteration 18Q (107.489126 sec): 3 clusters Score: Raw -217175.382303 + Penalty 2426.151889 = -214749.230414 nChanged 31 SP:Iteration 19Q (107.529911 sec): 3 clusters Score: Raw -217196.519428 + Penalty 2426.151889 = -214770.367538 nChanged 27 SP:Iteration 20F (107.579788 sec): 3 clusters Score: Raw -217211.485056 + Penalty 2426.151889 = -214785.333166 nChanged 19 SP:Iteration 21Q (107.639452 sec): 3 clusters Score: Raw -217223.195728 + Penalty 2426.151889 = -214797.043839 nChanged 19 SP:Iteration 22Q (107.677745 sec): 3 clusters Score: Raw -217235.159220 + Penalty 2426.151889 = -214809.007331 nChanged 24 SP:Iteration 23Q (107.736767 sec): 3 clusters Score: Raw -217252.572060 + Penalty 2426.151889 = -214826.420171 nChanged 25 SP:Iteration 24Q (107.789862 sec): 3 clusters Score: Raw -217272.987767 + Penalty 2426.151889 = -214846.835877 nChanged 27 SP:Iteration 25Q (107.840604 sec): 3 clusters Score: Raw -217293.122831 + Penalty 2426.151889 = -214866.970942 nChanged 22 SP:Iteration 26Q (107.878464 sec): 3 clusters Score: Raw -217305.661745 + Penalty 2426.151889 = -214879.509856 nChanged 15 SP:Iteration 27Q (107.935603 sec): 3 clusters Score: Raw -217314.779010 + Penalty 2426.151889 = -214888.627120 nChanged 11 SP:Iteration 28Q (107.977992 sec): 3 clusters Score: Raw -217322.809229 + Penalty 2426.151889 = -214896.657340 nChanged 8 SP:Iteration 29Q (108.036519 sec): 3 clusters Score: Raw -217329.014957 + Penalty 2426.151889 = -214902.863068 nChanged 10 SP:Iteration 30Q (108.084411 sec): 3 clusters Score: Raw -217337.146867 + Penalty 2426.151889 = -214910.994978 nChanged 11 SP:Iteration 31Q (108.129529 sec): 3 clusters Score: Raw -217345.533438 + Penalty 2426.151889 = -214919.381549 nChanged 9 SP:Iteration 32Q (108.176582 sec): 3 clusters Score: Raw -217353.324574 + Penalty 2426.151889 = -214927.172684 nChanged 5 SP:Iteration 33Q (108.226584 sec): 3 clusters Score: Raw -217355.605603 + Penalty 2426.151889 = -214929.453713 nChanged 2 SP:Iteration 34Q (108.268904 sec): 3 clusters Score: Raw -217356.740284 + Penalty 2426.151889 = -214930.588395 nChanged 3 SP:Iteration 35Q (108.324694 sec): 3 clusters Score: Raw -217358.853662 + Penalty 2426.151889 = -214932.701773 nChanged 4 SP:Iteration 36Q (108.368729 sec): 3 clusters Score: Raw -217361.171176 + Penalty 2426.151889 = -214935.019287 nChanged 5 SP:Iteration 37Q (108.418882 sec): 3 clusters Score: Raw -217364.801114 + Penalty 2426.151889 = -214938.649224 nChanged 3 SP:Iteration 38Q (108.471578 sec): 3 clusters Score: Raw -217366.818248 + Penalty 2426.151889 = -214940.666359 nChanged 4 SP:Iteration 39Q (108.523329 sec): 3 clusters Score: Raw -217368.373300 + Penalty 2426.151889 = -214942.221411 nChanged 3 SP:Iteration 40F (108.564283 sec): 3 clusters Score: Raw -217369.426816 + Penalty 2426.151889 = -214943.274927 nChanged 2 SP:Iteration 41Q (108.625508 sec): 3 clusters Score: Raw -217370.582399 + Penalty 2426.151889 = -214944.430510 nChanged 5 SP:Iteration 42Q (108.665805 sec): 3 clusters Score: Raw -217375.405438 + Penalty 2426.151889 = -214949.253548 nChanged 5 SP:Iteration 43Q (108.717229 sec): 3 clusters Score: Raw -217380.617389 + Penalty 2426.151889 = -214954.465500 nChanged 5 SP:Iteration 44Q (108.763916 sec): 3 clusters Score: Raw -217383.061983 + Penalty 2426.151889 = -214956.910094 nChanged 3 SP:Iteration 45Q (108.815303 sec): 3 clusters Score: Raw -217384.297063 + Penalty 2426.151889 = -214958.145174 nChanged 1 SP:Iteration 46Q (108.858719 sec): 3 clusters Score: Raw -217384.935623 + Penalty 2426.151889 = -214958.783734 nChanged 0 SP:Iteration 47F (108.905875 sec): 3 clusters Score: Raw -217384.935623 + Penalty 2426.151889 = -214958.783734 nChanged 0 Trying to split cluster 10 (3354 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (108.936140 sec): 2 clusters Score: Raw -396067.426114 + Penalty 1319.160203 = -394748.265911 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (108.984733 sec): 3 clusters Score: Raw -394407.801270 + Penalty 2638.320406 = -391769.480864 nChanged 1298 SP:Iteration 1F (109.024807 sec): 3 clusters Score: Raw -395118.288811 + Penalty 2638.320406 = -392479.968405 nChanged 262 SP:Iteration 2F (109.076393 sec): 3 clusters Score: Raw -395287.922707 + Penalty 2638.320406 = -392649.602301 nChanged 181 SP:Iteration 3F (109.124271 sec): 3 clusters Score: Raw -395390.125337 + Penalty 2638.320406 = -392751.804931 nChanged 157 SP:Iteration 4Q (109.174313 sec): 3 clusters Score: Raw -395487.484500 + Penalty 2638.320406 = -392849.164094 nChanged 117 SP:Iteration 5Q (109.222326 sec): 3 clusters Score: Raw -395551.332033 + Penalty 2638.320406 = -392913.011627 nChanged 88 SP:Iteration 6Q (109.279574 sec): 3 clusters Score: Raw -395594.314963 + Penalty 2638.320406 = -392955.994557 nChanged 69 SP:Iteration 7Q (109.327630 sec): 3 clusters Score: Raw -395628.208943 + Penalty 2638.320406 = -392989.888537 nChanged 63 SP:Iteration 8Q (109.375758 sec): 3 clusters Score: Raw -395658.849708 + Penalty 2638.320406 = -393020.529301 nChanged 67 SP:Iteration 9Q (109.414593 sec): 3 clusters Score: Raw -395695.117284 + Penalty 2638.320406 = -393056.796878 nChanged 83 SP:Iteration 10Q (109.462329 sec): 3 clusters Score: Raw -395738.863089 + Penalty 2638.320406 = -393100.542683 nChanged 74 SP:Iteration 11Q (109.519707 sec): 3 clusters Score: Raw -395777.048672 + Penalty 2638.320406 = -393138.728266 nChanged 69 SP:Iteration 12Q (109.569262 sec): 3 clusters Score: Raw -395811.524282 + Penalty 2638.320406 = -393173.203876 nChanged 61 SP:Iteration 13Q (109.611473 sec): 3 clusters Score: Raw -395839.105791 + Penalty 2638.320406 = -393200.785385 nChanged 58 SP:Iteration 14Q (109.671281 sec): 3 clusters Score: Raw -395866.545340 + Penalty 2638.320406 = -393228.224934 nChanged 56 SP:Iteration 15Q (109.718605 sec): 3 clusters Score: Raw -395891.720857 + Penalty 2638.320406 = -393253.400450 nChanged 48 SP:Iteration 16Q (109.766587 sec): 3 clusters Score: Raw -395915.232490 + Penalty 2638.320406 = -393276.912084 nChanged 54 SP:Iteration 17Q (109.812150 sec): 3 clusters Score: Raw -395942.821747 + Penalty 2638.320406 = -393304.501341 nChanged 62 SP:Iteration 18Q (109.861103 sec): 3 clusters Score: Raw -395974.590052 + Penalty 2638.320406 = -393336.269646 nChanged 58 SP:Iteration 19Q (109.899450 sec): 3 clusters Score: Raw -395999.755597 + Penalty 2638.320406 = -393361.435191 nChanged 49 SP:Iteration 20F (109.948589 sec): 3 clusters Score: Raw -396024.342725 + Penalty 2638.320406 = -393386.022319 nChanged 54 SP:Iteration 21Q (110.004232 sec): 3 clusters Score: Raw -396050.825382 + Penalty 2638.320406 = -393412.504976 nChanged 54 SP:Iteration 22Q (110.046571 sec): 3 clusters Score: Raw -396084.080253 + Penalty 2638.320406 = -393445.759846 nChanged 63 SP:Iteration 23Q (110.105613 sec): 3 clusters Score: Raw -396114.148738 + Penalty 2638.320406 = -393475.828332 nChanged 47 SP:Iteration 24Q (110.155047 sec): 3 clusters Score: Raw -396137.200176 + Penalty 2638.320406 = -393498.879769 nChanged 48 SP:Iteration 25Q (110.198051 sec): 3 clusters Score: Raw -396166.232275 + Penalty 2638.320406 = -393527.911869 nChanged 48 SP:Iteration 26Q (110.247335 sec): 3 clusters Score: Raw -396202.095177 + Penalty 2638.320406 = -393563.774771 nChanged 54 SP:Iteration 27Q (110.293243 sec): 3 clusters Score: Raw -396242.815219 + Penalty 2638.320406 = -393604.494813 nChanged 58 SP:Iteration 28Q (110.346249 sec): 3 clusters Score: Raw -396299.973919 + Penalty 2638.320406 = -393661.653513 nChanged 56 SP:Iteration 29Q (110.394271 sec): 3 clusters Score: Raw -396352.910682 + Penalty 2638.320406 = -393714.590276 nChanged 64 SP:Iteration 30Q (110.445758 sec): 3 clusters Score: Raw -396418.054104 + Penalty 2638.320406 = -393779.733697 nChanged 65 SP:Iteration 31Q (110.488691 sec): 3 clusters Score: Raw -396495.894664 + Penalty 2638.320406 = -393857.574258 nChanged 62 SP:Iteration 32Q (110.533279 sec): 3 clusters Score: Raw -396592.119317 + Penalty 2638.320406 = -393953.798910 nChanged 65 SP:Iteration 33Q (110.580370 sec): 3 clusters Score: Raw -396669.653819 + Penalty 2638.320406 = -394031.333413 nChanged 46 SP:Iteration 34Q (110.632835 sec): 3 clusters Score: Raw -396715.959979 + Penalty 2638.320406 = -394077.639573 nChanged 44 SP:Iteration 35Q (110.684863 sec): 3 clusters Score: Raw -396760.410063 + Penalty 2638.320406 = -394122.089657 nChanged 39 SP:Iteration 36Q (110.742038 sec): 3 clusters Score: Raw -396792.243362 + Penalty 2638.320406 = -394153.922956 nChanged 27 SP:Iteration 37Q (110.792540 sec): 3 clusters Score: Raw -396812.416167 + Penalty 2638.320406 = -394174.095761 nChanged 26 SP:Iteration 38Q (110.839168 sec): 3 clusters Score: Raw -396835.069063 + Penalty 2638.320406 = -394196.748657 nChanged 21 SP:Iteration 39Q (110.904422 sec): 3 clusters Score: Raw -396854.073338 + Penalty 2638.320406 = -394215.752932 nChanged 18 SP:Iteration 40F (110.960767 sec): 3 clusters Score: Raw -396868.164287 + Penalty 2638.320406 = -394229.843881 nChanged 17 SP:Iteration 41Q (111.012733 sec): 3 clusters Score: Raw -396878.798295 + Penalty 2638.320406 = -394240.477889 nChanged 11 SP:Iteration 42Q (111.052359 sec): 3 clusters Score: Raw -396882.649610 + Penalty 2638.320406 = -394244.329204 nChanged 5 SP:Iteration 43Q (111.112413 sec): 3 clusters Score: Raw -396884.441382 + Penalty 2638.320406 = -394246.120976 nChanged 3 SP:Iteration 44Q (111.153167 sec): 3 clusters Score: Raw -396886.187073 + Penalty 2638.320406 = -394247.866667 nChanged 1 SP:Iteration 45Q (111.204530 sec): 3 clusters Score: Raw -396886.599907 + Penalty 2638.320406 = -394248.279500 nChanged 0 SP:Iteration 46F (111.267345 sec): 3 clusters Score: Raw -396886.599907 + Penalty 2638.320406 = -394248.279500 nChanged 0 Trying to split cluster 11 (213 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (111.289834 sec): 2 clusters Score: Raw -19888.420669 + Penalty 871.209977 = -19017.210692 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (111.334712 sec): 3 clusters Score: Raw -20117.135837 + Penalty 1742.419954 = -18374.715883 nChanged 47 SP:Iteration 1F (111.385048 sec): 3 clusters Score: Raw -20262.531589 + Penalty 1742.419954 = -18520.111635 nChanged 10 SP:Iteration 2Q (111.432650 sec): 3 clusters Score: Raw -20288.682144 + Penalty 1742.419954 = -18546.262191 nChanged 3 SP:Iteration 3Q (111.471434 sec): 3 clusters Score: Raw -20304.049404 + Penalty 1742.419954 = -18561.629451 nChanged 3 SP:Iteration 4Q (111.523043 sec): 3 clusters Score: Raw -20308.762981 + Penalty 1742.419954 = -18566.343027 nChanged 0 SP:Iteration 5F (111.569205 sec): 3 clusters Score: Raw -20308.762981 + Penalty 1742.419954 = -18566.343027 nChanged 0 Trying to split cluster 12 (3388 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (111.603181 sec): 2 clusters Score: Raw -401186.453312 + Penalty 1320.799197 = -399865.654115 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (111.662166 sec): 3 clusters Score: Raw -399556.009005 + Penalty 2641.598393 = -396914.410612 nChanged 1292 SP:Iteration 1F (111.708876 sec): 3 clusters Score: Raw -400289.105069 + Penalty 2641.598393 = -397647.506676 nChanged 302 SP:Iteration 2F (111.754477 sec): 3 clusters Score: Raw -400479.856605 + Penalty 2641.598393 = -397838.258212 nChanged 197 SP:Iteration 3F (111.803448 sec): 3 clusters Score: Raw -400595.092123 + Penalty 2641.598393 = -397953.493729 nChanged 131 SP:Iteration 4Q (111.862941 sec): 3 clusters Score: Raw -400664.501711 + Penalty 2641.598393 = -398022.903318 nChanged 106 SP:Iteration 5Q (111.909947 sec): 3 clusters Score: Raw -400712.081438 + Penalty 2641.598393 = -398070.483044 nChanged 103 SP:Iteration 6Q (111.961039 sec): 3 clusters Score: Raw -400768.353761 + Penalty 2641.598393 = -398126.755367 nChanged 104 SP:Iteration 7Q (112.017687 sec): 3 clusters Score: Raw -400826.999592 + Penalty 2641.598393 = -398185.401199 nChanged 106 SP:Iteration 8Q (112.059739 sec): 3 clusters Score: Raw -400886.000794 + Penalty 2641.598393 = -398244.402401 nChanged 99 SP:Iteration 9Q (112.112810 sec): 3 clusters Score: Raw -400939.597313 + Penalty 2641.598393 = -398297.998920 nChanged 87 SP:Iteration 10Q (112.169603 sec): 3 clusters Score: Raw -400990.624709 + Penalty 2641.598393 = -398349.026316 nChanged 107 SP:Iteration 11Q (112.213444 sec): 3 clusters Score: Raw -401053.678612 + Penalty 2641.598393 = -398412.080218 nChanged 80 SP:Iteration 12Q (112.261790 sec): 3 clusters Score: Raw -401110.620393 + Penalty 2641.598393 = -398469.022000 nChanged 86 SP:Iteration 13Q (112.320049 sec): 3 clusters Score: Raw -401167.853638 + Penalty 2641.598393 = -398526.255245 nChanged 71 SP:Iteration 14Q (112.371260 sec): 3 clusters Score: Raw -401219.321572 + Penalty 2641.598393 = -398577.723179 nChanged 80 SP:Iteration 15Q (112.428546 sec): 3 clusters Score: Raw -401289.266276 + Penalty 2641.598393 = -398647.667883 nChanged 77 SP:Iteration 16Q (112.470445 sec): 3 clusters Score: Raw -401352.331720 + Penalty 2641.598393 = -398710.733327 nChanged 68 SP:Iteration 17Q (112.523979 sec): 3 clusters Score: Raw -401417.486467 + Penalty 2641.598393 = -398775.888074 nChanged 68 SP:Iteration 18Q (112.570453 sec): 3 clusters Score: Raw -401489.712896 + Penalty 2641.598393 = -398848.114502 nChanged 83 SP:Iteration 19Q (112.623573 sec): 3 clusters Score: Raw -401573.162480 + Penalty 2641.598393 = -398931.564087 nChanged 76 SP:Iteration 20F (112.680337 sec): 3 clusters Score: Raw -401662.955833 + Penalty 2641.598393 = -399021.357439 nChanged 82 SP:Iteration 21Q (112.727123 sec): 3 clusters Score: Raw -401778.596670 + Penalty 2641.598393 = -399136.998277 nChanged 96 SP:Iteration 22Q (112.772699 sec): 3 clusters Score: Raw -401939.319208 + Penalty 2641.598393 = -399297.720815 nChanged 104 SP:Iteration 23Q (112.827860 sec): 3 clusters Score: Raw -402159.792151 + Penalty 2641.598393 = -399518.193757 nChanged 76 SP:Iteration 24Q (112.882230 sec): 3 clusters Score: Raw -402276.247472 + Penalty 2641.598393 = -399634.649079 nChanged 47 SP:Iteration 25Q (112.937623 sec): 3 clusters Score: Raw -402309.348736 + Penalty 2641.598393 = -399667.750343 nChanged 17 SP:Iteration 26Q (112.984793 sec): 3 clusters Score: Raw -402316.708920 + Penalty 2641.598393 = -399675.110526 nChanged 8 SP:Iteration 27Q (113.039242 sec): 3 clusters Score: Raw -402319.439949 + Penalty 2641.598393 = -399677.841556 nChanged 5 SP:Iteration 28Q (113.083447 sec): 3 clusters Score: Raw -402321.253288 + Penalty 2641.598393 = -399679.654895 nChanged 2 SP:Iteration 29Q (113.147538 sec): 3 clusters Score: Raw -402321.855992 + Penalty 2641.598393 = -399680.257599 nChanged 0 SP:Iteration 30F (113.193957 sec): 3 clusters Score: Raw -402321.855992 + Penalty 2641.598393 = -399680.257599 nChanged 0 Trying to split cluster 13 (1310 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (113.226964 sec): 2 clusters Score: Raw -143636.746911 + Penalty 1166.389643 = -142470.357269 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (113.266675 sec): 3 clusters Score: Raw -143188.886470 + Penalty 2332.779285 = -140856.107185 nChanged 428 SP:Iteration 1F (113.319399 sec): 3 clusters Score: Raw -143623.109542 + Penalty 2332.779285 = -141290.330256 nChanged 128 SP:Iteration 2F (113.368125 sec): 3 clusters Score: Raw -143806.232985 + Penalty 2332.779285 = -141473.453700 nChanged 89 SP:Iteration 3F (113.406522 sec): 3 clusters Score: Raw -143961.828415 + Penalty 2332.779285 = -141629.049130 nChanged 82 SP:Iteration 4F (113.462573 sec): 3 clusters Score: Raw -144095.085113 + Penalty 2332.779285 = -141762.305828 nChanged 64 SP:Iteration 5Q (113.514205 sec): 3 clusters Score: Raw -144191.768301 + Penalty 2332.779285 = -141858.989016 nChanged 48 SP:Iteration 6Q (113.563917 sec): 3 clusters Score: Raw -144256.677166 + Penalty 2332.779285 = -141923.897880 nChanged 35 SP:Iteration 7Q (113.603335 sec): 3 clusters Score: Raw -144307.951076 + Penalty 2332.779285 = -141975.171791 nChanged 26 SP:Iteration 8Q (113.650238 sec): 3 clusters Score: Raw -144350.027342 + Penalty 2332.779285 = -142017.248057 nChanged 25 SP:Iteration 9Q (113.701949 sec): 3 clusters Score: Raw -144389.238988 + Penalty 2332.779285 = -142056.459703 nChanged 14 SP:Iteration 10Q (113.750627 sec): 3 clusters Score: Raw -144401.458375 + Penalty 2332.779285 = -142068.679090 nChanged 7 SP:Iteration 11Q (113.800720 sec): 3 clusters Score: Raw -144409.129264 + Penalty 2332.779285 = -142076.349978 nChanged 8 SP:Iteration 12Q (113.849799 sec): 3 clusters Score: Raw -144418.296536 + Penalty 2332.779285 = -142085.517250 nChanged 4 SP:Iteration 13Q (113.897106 sec): 3 clusters Score: Raw -144424.406576 + Penalty 2332.779285 = -142091.627291 nChanged 2 SP:Iteration 14Q (113.941076 sec): 3 clusters Score: Raw -144426.000439 + Penalty 2332.779285 = -142093.221154 nChanged 1 SP:Iteration 15Q (114.002186 sec): 3 clusters Score: Raw -144426.250990 + Penalty 2332.779285 = -142093.471705 nChanged 0 SP:Iteration 16F (114.045528 sec): 3 clusters Score: Raw -144426.250990 + Penalty 2332.779285 = -142093.471705 nChanged 0 Trying to split cluster 14 (142 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (114.067776 sec): 2 clusters Score: Raw -11754.052365 + Penalty 805.321897 = -10948.730468 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (114.121877 sec): 3 clusters Score: Raw -12060.234098 + Penalty 1610.643794 = -10449.590305 nChanged 21 SP:Iteration 1F (114.170278 sec): 3 clusters Score: Raw -12145.269265 + Penalty 1610.643794 = -10534.625472 nChanged 4 SP:Iteration 2Q (114.217898 sec): 3 clusters Score: Raw -12168.204425 + Penalty 1610.643794 = -10557.560631 nChanged 6 SP:Iteration 3Q (114.265625 sec): 3 clusters Score: Raw -12190.987438 + Penalty 1610.643794 = -10580.343644 nChanged 0 SP:Iteration 4F (114.310957 sec): 3 clusters Score: Raw -12190.987438 + Penalty 1610.643794 = -10580.343644 nChanged 0 Trying to split cluster 15 (162 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (114.337110 sec): 2 clusters Score: Raw -10126.512360 + Penalty 826.734404 = -9299.777956 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (114.387781 sec): 3 clusters Score: Raw -10435.425434 + Penalty 1653.468809 = -8781.956625 nChanged 31 SP:Iteration 1F (114.433169 sec): 3 clusters Score: Raw -10606.758208 + Penalty 1653.468809 = -8953.289399 nChanged 7 SP:Iteration 2Q (114.475870 sec): 3 clusters Score: Raw -10637.980352 + Penalty 1653.468809 = -8984.511543 nChanged 2 SP:Iteration 3Q (114.523754 sec): 3 clusters Score: Raw -10643.178383 + Penalty 1653.468809 = -8989.709574 nChanged 0 SP:Iteration 4F (114.575623 sec): 3 clusters Score: Raw -10643.178383 + Penalty 1653.468809 = -8989.709574 nChanged 0 Trying to split cluster 16 (1242 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (114.606726 sec): 2 clusters Score: Raw -130733.787676 + Penalty 1157.727718 = -129576.059958 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (114.651825 sec): 3 clusters Score: Raw -130257.838815 + Penalty 2315.455435 = -127942.383380 nChanged 417 SP:Iteration 1F (114.686422 sec): 3 clusters Score: Raw -130646.816012 + Penalty 2315.455435 = -128331.360577 nChanged 116 SP:Iteration 2F (114.737234 sec): 3 clusters Score: Raw -130789.375710 + Penalty 2315.455435 = -128473.920274 nChanged 93 SP:Iteration 3F (114.777141 sec): 3 clusters Score: Raw -130906.151303 + Penalty 2315.455435 = -128590.695868 nChanged 61 SP:Iteration 4Q (114.818622 sec): 3 clusters Score: Raw -130992.800561 + Penalty 2315.455435 = -128677.345126 nChanged 43 SP:Iteration 5Q (114.870206 sec): 3 clusters Score: Raw -131052.283375 + Penalty 2315.455435 = -128736.827939 nChanged 29 SP:Iteration 6Q (114.915162 sec): 3 clusters Score: Raw -131089.104184 + Penalty 2315.455435 = -128773.648749 nChanged 21 SP:Iteration 7Q (114.956081 sec): 3 clusters Score: Raw -131113.891689 + Penalty 2315.455435 = -128798.436254 nChanged 24 SP:Iteration 8Q (115.005254 sec): 3 clusters Score: Raw -131139.656887 + Penalty 2315.455435 = -128824.201451 nChanged 11 SP:Iteration 9Q (115.056817 sec): 3 clusters Score: Raw -131151.227650 + Penalty 2315.455435 = -128835.772215 nChanged 10 SP:Iteration 10Q (115.097603 sec): 3 clusters Score: Raw -131160.930850 + Penalty 2315.455435 = -128845.475414 nChanged 9 SP:Iteration 11Q (115.135851 sec): 3 clusters Score: Raw -131166.064274 + Penalty 2315.455435 = -128850.608838 nChanged 7 SP:Iteration 12Q (115.190069 sec): 3 clusters Score: Raw -131170.560503 + Penalty 2315.455435 = -128855.105067 nChanged 6 SP:Iteration 13Q (115.224658 sec): 3 clusters Score: Raw -131174.390457 + Penalty 2315.455435 = -128858.935022 nChanged 8 SP:Iteration 14Q (115.278736 sec): 3 clusters Score: Raw -131179.194544 + Penalty 2315.455435 = -128863.739109 nChanged 7 SP:Iteration 15Q (115.323459 sec): 3 clusters Score: Raw -131188.099752 + Penalty 2315.455435 = -128872.644317 nChanged 7 SP:Iteration 16Q (115.368464 sec): 3 clusters Score: Raw -131192.783595 + Penalty 2315.455435 = -128877.328160 nChanged 8 SP:Iteration 17Q (115.410849 sec): 3 clusters Score: Raw -131201.951556 + Penalty 2315.455435 = -128886.496121 nChanged 5 SP:Iteration 18Q (115.450442 sec): 3 clusters Score: Raw -131205.952072 + Penalty 2315.455435 = -128890.496637 nChanged 2 SP:Iteration 19Q (115.498430 sec): 3 clusters Score: Raw -131209.697222 + Penalty 2315.455435 = -128894.241787 nChanged 2 SP:Iteration 20F (115.533088 sec): 3 clusters Score: Raw -131210.111886 + Penalty 2315.455435 = -128894.656451 nChanged 0 Trying to split cluster 17 (202 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (115.564049 sec): 2 clusters Score: Raw -20855.234363 + Penalty 862.593501 = -19992.640862 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (115.596376 sec): 3 clusters Score: Raw -21130.184721 + Penalty 1725.187002 = -19404.997720 nChanged 44 SP:Iteration 1F (115.639493 sec): 3 clusters Score: Raw -21291.575605 + Penalty 1725.187002 = -19566.388603 nChanged 12 SP:Iteration 2F (115.690863 sec): 3 clusters Score: Raw -21334.934154 + Penalty 1725.187002 = -19609.747152 nChanged 4 SP:Iteration 3Q (115.721439 sec): 3 clusters Score: Raw -21345.420978 + Penalty 1725.187002 = -19620.233976 nChanged 1 SP:Iteration 4Q (115.777694 sec): 3 clusters Score: Raw -21350.072401 + Penalty 1725.187002 = -19624.885400 nChanged 2 SP:Iteration 5Q (115.825001 sec): 3 clusters Score: Raw -21355.906623 + Penalty 1725.187002 = -19630.719622 nChanged 1 SP:Iteration 6Q (115.874522 sec): 3 clusters Score: Raw -21358.942647 + Penalty 1725.187002 = -19633.755646 nChanged 1 SP:Iteration 7Q (115.912265 sec): 3 clusters Score: Raw -21361.358361 + Penalty 1725.187002 = -19636.171359 nChanged 0 SP:Iteration 8F (115.970706 sec): 3 clusters Score: Raw -21361.358361 + Penalty 1725.187002 = -19636.171359 nChanged 0 Trying to split cluster 18 (972 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (115.988869 sec): 2 clusters Score: Raw -103949.270932 + Penalty 1117.895318 = -102831.375614 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (116.038463 sec): 3 clusters Score: Raw -103670.641855 + Penalty 2235.790636 = -101434.851218 nChanged 338 SP:Iteration 1F (116.098561 sec): 3 clusters Score: Raw -104109.737812 + Penalty 2235.790636 = -101873.947175 nChanged 106 SP:Iteration 2F (116.139460 sec): 3 clusters Score: Raw -104310.310065 + Penalty 2235.790636 = -102074.519428 nChanged 58 SP:Iteration 3F (116.195402 sec): 3 clusters Score: Raw -104428.867633 + Penalty 2235.790636 = -102193.076996 nChanged 48 SP:Iteration 4Q (116.245753 sec): 3 clusters Score: Raw -104514.942334 + Penalty 2235.790636 = -102279.151698 nChanged 35 SP:Iteration 5Q (116.294349 sec): 3 clusters Score: Raw -104581.340109 + Penalty 2235.790636 = -102345.549473 nChanged 41 SP:Iteration 6Q (116.334711 sec): 3 clusters Score: Raw -104698.905048 + Penalty 2235.790636 = -102463.114412 nChanged 40 SP:Iteration 7Q (116.384159 sec): 3 clusters Score: Raw -104846.388790 + Penalty 2235.790636 = -102610.598154 nChanged 36 SP:Iteration 8Q (116.430147 sec): 3 clusters Score: Raw -105010.848512 + Penalty 2235.790636 = -102775.057876 nChanged 42 SP:Iteration 9Q (116.474561 sec): 3 clusters Score: Raw -105267.903979 + Penalty 2235.790636 = -103032.113343 nChanged 32 SP:Iteration 10Q (116.522806 sec): 3 clusters Score: Raw -105399.401445 + Penalty 2235.790636 = -103163.610808 nChanged 17 SP:Iteration 11Q (116.574203 sec): 3 clusters Score: Raw -105465.801426 + Penalty 2235.790636 = -103230.010790 nChanged 10 SP:Iteration 12Q (116.615970 sec): 3 clusters Score: Raw -105504.754851 + Penalty 2235.790636 = -103268.964215 nChanged 12 SP:Iteration 13Q (116.666708 sec): 3 clusters Score: Raw -105530.877719 + Penalty 2235.790636 = -103295.087083 nChanged 5 SP:Iteration 14Q (116.716443 sec): 3 clusters Score: Raw -105545.518505 + Penalty 2235.790636 = -103309.727868 nChanged 4 SP:Iteration 15Q (116.769411 sec): 3 clusters Score: Raw -105552.079782 + Penalty 2235.790636 = -103316.289146 nChanged 2 SP:Iteration 16Q (116.820034 sec): 3 clusters Score: Raw -105561.670806 + Penalty 2235.790636 = -103325.880169 nChanged 2 SP:Iteration 17Q (116.872094 sec): 3 clusters Score: Raw -105566.096027 + Penalty 2235.790636 = -103330.305390 nChanged 0 SP:Iteration 18F (116.914204 sec): 3 clusters Score: Raw -105566.096027 + Penalty 2235.790636 = -103330.305390 nChanged 0 Score: Raw -7615702.199199 + Penalty 44923.795577 = -7570778.403622 Splitting cluster 18 changes total score from -7565111.197776 to -7570778.403622 So it's getting split into cluster 25. Trying to split cluster 19 (8637 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (118.411991 sec): 2 clusters Score: Raw -1101187.744314 + Penalty 1472.869219 = -1099714.875095 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (118.463146 sec): 3 clusters Score: Raw -1096370.702901 + Penalty 2945.738438 = -1093424.964463 nChanged 3708 SP:Iteration 1F (118.525216 sec): 3 clusters Score: Raw -1098349.086037 + Penalty 2945.738438 = -1095403.347599 nChanged 548 SP:Iteration 2F (118.597036 sec): 3 clusters Score: Raw -1098626.432372 + Penalty 2945.738438 = -1095680.693934 nChanged 519 SP:Iteration 3F (118.646185 sec): 3 clusters Score: Raw -1098929.778666 + Penalty 2945.738438 = -1095984.040228 nChanged 531 SP:Iteration 4F (118.706798 sec): 3 clusters Score: Raw -1099297.704724 + Penalty 2945.738438 = -1096351.966286 nChanged 568 SP:Iteration 5F (118.773620 sec): 3 clusters Score: Raw -1099773.865006 + Penalty 2945.738438 = -1096828.126567 nChanged 590 SP:Iteration 6F (118.845286 sec): 3 clusters Score: Raw -1100295.785292 + Penalty 2945.738438 = -1097350.046854 nChanged 548 SP:Iteration 7F (118.903096 sec): 3 clusters Score: Raw -1100723.106328 + Penalty 2945.738438 = -1097777.367890 nChanged 455 SP:Iteration 8F (118.959480 sec): 3 clusters Score: Raw -1101034.394162 + Penalty 2945.738438 = -1098088.655723 nChanged 327 SP:Iteration 9Q (119.017086 sec): 3 clusters Score: Raw -1101202.370854 + Penalty 2945.738438 = -1098256.632415 nChanged 217 SP:Iteration 10Q (119.080084 sec): 3 clusters Score: Raw -1101294.434329 + Penalty 2945.738438 = -1098348.695891 nChanged 166 SP:Iteration 11Q (119.134696 sec): 3 clusters Score: Raw -1101347.209164 + Penalty 2945.738438 = -1098401.470726 nChanged 108 SP:Iteration 12Q (119.210579 sec): 3 clusters Score: Raw -1101372.852662 + Penalty 2945.738438 = -1098427.114224 nChanged 64 SP:Iteration 13Q (119.262838 sec): 3 clusters Score: Raw -1101386.594390 + Penalty 2945.738438 = -1098440.855952 nChanged 56 SP:Iteration 14Q (119.332533 sec): 3 clusters Score: Raw -1101395.856528 + Penalty 2945.738438 = -1098450.118089 nChanged 37 SP:Iteration 15Q (119.392635 sec): 3 clusters Score: Raw -1101403.166926 + Penalty 2945.738438 = -1098457.428487 nChanged 31 SP:Iteration 16Q (119.460590 sec): 3 clusters Score: Raw -1101409.515370 + Penalty 2945.738438 = -1098463.776932 nChanged 19 SP:Iteration 17Q (119.512027 sec): 3 clusters Score: Raw -1101412.761963 + Penalty 2945.738438 = -1098467.023525 nChanged 24 SP:Iteration 18Q (119.568729 sec): 3 clusters Score: Raw -1101416.605505 + Penalty 2945.738438 = -1098470.867067 nChanged 24 SP:Iteration 19Q (119.637018 sec): 3 clusters Score: Raw -1101419.982770 + Penalty 2945.738438 = -1098474.244332 nChanged 17 SP:Iteration 20F (119.696360 sec): 3 clusters Score: Raw -1101422.791209 + Penalty 2945.738438 = -1098477.052770 nChanged 17 SP:Iteration 21Q (119.759969 sec): 3 clusters Score: Raw -1101425.080228 + Penalty 2945.738438 = -1098479.341790 nChanged 14 SP:Iteration 22Q (119.826627 sec): 3 clusters Score: Raw -1101428.460066 + Penalty 2945.738438 = -1098482.721628 nChanged 22 SP:Iteration 23Q (119.875022 sec): 3 clusters Score: Raw -1101431.553276 + Penalty 2945.738438 = -1098485.814838 nChanged 14 SP:Iteration 24Q (119.932387 sec): 3 clusters Score: Raw -1101434.379356 + Penalty 2945.738438 = -1098488.640918 nChanged 23 SP:Iteration 25Q (119.993649 sec): 3 clusters Score: Raw -1101437.641999 + Penalty 2945.738438 = -1098491.903561 nChanged 17 SP:Iteration 26Q (120.054179 sec): 3 clusters Score: Raw -1101439.888519 + Penalty 2945.738438 = -1098494.150081 nChanged 15 SP:Iteration 27Q (120.124868 sec): 3 clusters Score: Raw -1101441.863852 + Penalty 2945.738438 = -1098496.125413 nChanged 16 SP:Iteration 28Q (120.190883 sec): 3 clusters Score: Raw -1101443.668218 + Penalty 2945.738438 = -1098497.929780 nChanged 13 SP:Iteration 29Q (120.249181 sec): 3 clusters Score: Raw -1101445.855095 + Penalty 2945.738438 = -1098500.116657 nChanged 13 SP:Iteration 30Q (120.314170 sec): 3 clusters Score: Raw -1101447.363740 + Penalty 2945.738438 = -1098501.625302 nChanged 8 SP:Iteration 31Q (120.372630 sec): 3 clusters Score: Raw -1101448.367388 + Penalty 2945.738438 = -1098502.628950 nChanged 9 SP:Iteration 32Q (120.424822 sec): 3 clusters Score: Raw -1101449.775669 + Penalty 2945.738438 = -1098504.037230 nChanged 10 SP:Iteration 33Q (120.484902 sec): 3 clusters Score: Raw -1101451.246824 + Penalty 2945.738438 = -1098505.508386 nChanged 8 SP:Iteration 34Q (120.548301 sec): 3 clusters Score: Raw -1101452.040567 + Penalty 2945.738438 = -1098506.302129 nChanged 5 SP:Iteration 35Q (120.605394 sec): 3 clusters Score: Raw -1101452.520247 + Penalty 2945.738438 = -1098506.781809 nChanged 2 SP:Iteration 36Q (120.670213 sec): 3 clusters Score: Raw -1101452.609513 + Penalty 2945.738438 = -1098506.871075 nChanged 3 SP:Iteration 37Q (120.733131 sec): 3 clusters Score: Raw -1101452.858697 + Penalty 2945.738438 = -1098507.120259 nChanged 2 SP:Iteration 38Q (120.789508 sec): 3 clusters Score: Raw -1101453.097146 + Penalty 2945.738438 = -1098507.358708 nChanged 2 SP:Iteration 39Q (120.857160 sec): 3 clusters Score: Raw -1101453.338257 + Penalty 2945.738438 = -1098507.599819 nChanged 4 SP:Iteration 40F (120.918519 sec): 3 clusters Score: Raw -1101453.838946 + Penalty 2945.738438 = -1098508.100507 nChanged 2 SP:Iteration 41Q (120.974673 sec): 3 clusters Score: Raw -1101454.123781 + Penalty 2945.738438 = -1098508.385343 nChanged 4 SP:Iteration 42Q (121.033423 sec): 3 clusters Score: Raw -1101454.544965 + Penalty 2945.738438 = -1098508.806527 nChanged 2 SP:Iteration 43Q (121.097116 sec): 3 clusters Score: Raw -1101454.864568 + Penalty 2945.738438 = -1098509.126130 nChanged 2 SP:Iteration 44Q (121.164890 sec): 3 clusters Score: Raw -1101455.250820 + Penalty 2945.738438 = -1098509.512382 nChanged 2 SP:Iteration 45Q (121.226519 sec): 3 clusters Score: Raw -1101455.391288 + Penalty 2945.738438 = -1098509.652850 nChanged 1 SP:Iteration 46Q (121.273363 sec): 3 clusters Score: Raw -1101455.452982 + Penalty 2945.738438 = -1098509.714544 nChanged 0 SP:Iteration 47F (121.341616 sec): 3 clusters Score: Raw -1101455.452982 + Penalty 2945.738438 = -1098509.714544 nChanged 0 Trying to split cluster 20 (1020 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (121.368933 sec): 2 clusters Score: Raw -115873.862945 + Penalty 1125.728160 = -114748.134785 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (121.419046 sec): 3 clusters Score: Raw -115553.147529 + Penalty 2251.456320 = -113301.691210 nChanged 298 SP:Iteration 1F (121.467109 sec): 3 clusters Score: Raw -115889.909424 + Penalty 2251.456320 = -113638.453105 nChanged 80 SP:Iteration 2F (121.511425 sec): 3 clusters Score: Raw -115973.573393 + Penalty 2251.456320 = -113722.117074 nChanged 46 SP:Iteration 3Q (121.550551 sec): 3 clusters Score: Raw -116036.227323 + Penalty 2251.456320 = -113784.771004 nChanged 34 SP:Iteration 4Q (121.597090 sec): 3 clusters Score: Raw -116091.188643 + Penalty 2251.456320 = -113839.732324 nChanged 25 SP:Iteration 5Q (121.652035 sec): 3 clusters Score: Raw -116128.877875 + Penalty 2251.456320 = -113877.421555 nChanged 28 SP:Iteration 6Q (121.695355 sec): 3 clusters Score: Raw -116162.736685 + Penalty 2251.456320 = -113911.280366 nChanged 18 SP:Iteration 7Q (121.738400 sec): 3 clusters Score: Raw -116178.303100 + Penalty 2251.456320 = -113926.846781 nChanged 16 SP:Iteration 8Q (121.797733 sec): 3 clusters Score: Raw -116201.889573 + Penalty 2251.456320 = -113950.433254 nChanged 17 SP:Iteration 9Q (121.840062 sec): 3 clusters Score: Raw -116231.131446 + Penalty 2251.456320 = -113979.675127 nChanged 17 SP:Iteration 10Q (121.895991 sec): 3 clusters Score: Raw -116246.094605 + Penalty 2251.456320 = -113994.638286 nChanged 10 SP:Iteration 11Q (121.944162 sec): 3 clusters Score: Raw -116257.518578 + Penalty 2251.456320 = -114006.062259 nChanged 9 SP:Iteration 12Q (121.987711 sec): 3 clusters Score: Raw -116268.178830 + Penalty 2251.456320 = -114016.722511 nChanged 3 SP:Iteration 13Q (122.034279 sec): 3 clusters Score: Raw -116271.047687 + Penalty 2251.456320 = -114019.591368 nChanged 5 SP:Iteration 14Q (122.091496 sec): 3 clusters Score: Raw -116273.979499 + Penalty 2251.456320 = -114022.523180 nChanged 1 SP:Iteration 15Q (122.140879 sec): 3 clusters Score: Raw -116274.443362 + Penalty 2251.456320 = -114022.987043 nChanged 1 SP:Iteration 16Q (122.191354 sec): 3 clusters Score: Raw -116275.179085 + Penalty 2251.456320 = -114023.722766 nChanged 0 SP:Iteration 17F (122.240738 sec): 3 clusters Score: Raw -116275.179085 + Penalty 2251.456320 = -114023.722766 nChanged 0 Trying to split cluster 21 (132 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (122.265103 sec): 2 clusters Score: Raw -6437.408297 + Penalty 793.455312 = -5643.952984 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (122.309085 sec): 3 clusters Score: Raw -6708.426245 + Penalty 1586.910625 = -5121.515620 nChanged 16 SP:Iteration 1F (122.360434 sec): 3 clusters Score: Raw -6786.448633 + Penalty 1586.910625 = -5199.538008 nChanged 2 SP:Iteration 2Q (122.415343 sec): 3 clusters Score: Raw -6799.901143 + Penalty 1586.910625 = -5212.990518 nChanged 2 SP:Iteration 3Q (122.456283 sec): 3 clusters Score: Raw -6821.301644 + Penalty 1586.910625 = -5234.391020 nChanged 3 SP:Iteration 4Q (122.510700 sec): 3 clusters Score: Raw -6854.932955 + Penalty 1586.910625 = -5268.022330 nChanged 1 SP:Iteration 5Q (122.557179 sec): 3 clusters Score: Raw -6868.054450 + Penalty 1586.910625 = -5281.143825 nChanged 1 SP:Iteration 6Q (122.613177 sec): 3 clusters Score: Raw -6875.817541 + Penalty 1586.910625 = -5288.906917 nChanged 0 SP:Iteration 7F (122.659781 sec): 3 clusters Score: Raw -6875.817541 + Penalty 1586.910625 = -5288.906917 nChanged 0 Trying to split cluster 22 (6799 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (122.699444 sec): 2 clusters Score: Raw -841466.853030 + Penalty 1433.986258 = -840032.866772 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (122.753494 sec): 3 clusters Score: Raw -837790.316293 + Penalty 2867.972517 = -834922.343776 nChanged 2830 SP:Iteration 1F (122.805204 sec): 3 clusters Score: Raw -839293.444589 + Penalty 2867.972517 = -836425.472072 nChanged 475 SP:Iteration 2F (122.867796 sec): 3 clusters Score: Raw -839575.538987 + Penalty 2867.972517 = -836707.566470 nChanged 432 SP:Iteration 3F (122.927932 sec): 3 clusters Score: Raw -839823.365389 + Penalty 2867.972517 = -836955.392872 nChanged 358 SP:Iteration 4F (122.989235 sec): 3 clusters Score: Raw -840055.370330 + Penalty 2867.972517 = -837187.397813 nChanged 381 SP:Iteration 5F (123.049776 sec): 3 clusters Score: Raw -840308.625225 + Penalty 2867.972517 = -837440.652708 nChanged 364 SP:Iteration 6F (123.109566 sec): 3 clusters Score: Raw -840551.230648 + Penalty 2867.972517 = -837683.258131 nChanged 303 SP:Iteration 7Q (123.167717 sec): 3 clusters Score: Raw -840733.194051 + Penalty 2867.972517 = -837865.221534 nChanged 260 SP:Iteration 8Q (123.222941 sec): 3 clusters Score: Raw -840892.261731 + Penalty 2867.972517 = -838024.289214 nChanged 254 SP:Iteration 9Q (123.272087 sec): 3 clusters Score: Raw -841019.502656 + Penalty 2867.972517 = -838151.530139 nChanged 186 SP:Iteration 10Q (123.342479 sec): 3 clusters Score: Raw -841106.120327 + Penalty 2867.972517 = -838238.147810 nChanged 153 SP:Iteration 11Q (123.401475 sec): 3 clusters Score: Raw -841178.239700 + Penalty 2867.972517 = -838310.267183 nChanged 147 SP:Iteration 12Q (123.458758 sec): 3 clusters Score: Raw -841251.366934 + Penalty 2867.972517 = -838383.394417 nChanged 140 SP:Iteration 13Q (123.513486 sec): 3 clusters Score: Raw -841332.251338 + Penalty 2867.972517 = -838464.278821 nChanged 156 SP:Iteration 14Q (123.571140 sec): 3 clusters Score: Raw -841411.094420 + Penalty 2867.972517 = -838543.121903 nChanged 157 SP:Iteration 15Q (123.631936 sec): 3 clusters Score: Raw -841506.826552 + Penalty 2867.972517 = -838638.854035 nChanged 162 SP:Iteration 16Q (123.689630 sec): 3 clusters Score: Raw -841601.913316 + Penalty 2867.972517 = -838733.940799 nChanged 163 SP:Iteration 17Q (123.746438 sec): 3 clusters Score: Raw -841696.212466 + Penalty 2867.972517 = -838828.239949 nChanged 162 SP:Iteration 18Q (123.799422 sec): 3 clusters Score: Raw -841794.211468 + Penalty 2867.972517 = -838926.238951 nChanged 162 SP:Iteration 19Q (123.857597 sec): 3 clusters Score: Raw -841888.878786 + Penalty 2867.972517 = -839020.906269 nChanged 145 SP:Iteration 20F (123.911788 sec): 3 clusters Score: Raw -841952.659280 + Penalty 2867.972517 = -839084.686763 nChanged 128 SP:Iteration 21Q (123.978942 sec): 3 clusters Score: Raw -841997.834174 + Penalty 2867.972517 = -839129.861657 nChanged 106 SP:Iteration 22Q (124.039888 sec): 3 clusters Score: Raw -842024.691487 + Penalty 2867.972517 = -839156.718970 nChanged 75 SP:Iteration 23Q (124.101357 sec): 3 clusters Score: Raw -842041.549422 + Penalty 2867.972517 = -839173.576905 nChanged 60 SP:Iteration 24Q (124.152037 sec): 3 clusters Score: Raw -842057.325012 + Penalty 2867.972517 = -839189.352495 nChanged 57 SP:Iteration 25Q (124.222669 sec): 3 clusters Score: Raw -842069.380923 + Penalty 2867.972517 = -839201.408406 nChanged 43 SP:Iteration 26Q (124.270162 sec): 3 clusters Score: Raw -842079.059944 + Penalty 2867.972517 = -839211.087427 nChanged 44 SP:Iteration 27Q (124.340727 sec): 3 clusters Score: Raw -842087.872881 + Penalty 2867.972517 = -839219.900364 nChanged 31 SP:Iteration 28Q (124.391126 sec): 3 clusters Score: Raw -842093.124435 + Penalty 2867.972517 = -839225.151918 nChanged 30 SP:Iteration 29Q (124.454734 sec): 3 clusters Score: Raw -842098.392873 + Penalty 2867.972517 = -839230.420356 nChanged 25 SP:Iteration 30Q (124.517032 sec): 3 clusters Score: Raw -842101.982080 + Penalty 2867.972517 = -839234.009563 nChanged 20 SP:Iteration 31Q (124.567795 sec): 3 clusters Score: Raw -842104.646638 + Penalty 2867.972517 = -839236.674121 nChanged 23 SP:Iteration 32Q (124.625101 sec): 3 clusters Score: Raw -842107.984035 + Penalty 2867.972517 = -839240.011518 nChanged 26 SP:Iteration 33Q (124.680570 sec): 3 clusters Score: Raw -842112.031342 + Penalty 2867.972517 = -839244.058825 nChanged 21 SP:Iteration 34Q (124.751088 sec): 3 clusters Score: Raw -842114.240783 + Penalty 2867.972517 = -839246.268266 nChanged 20 SP:Iteration 35Q (124.807569 sec): 3 clusters Score: Raw -842116.325019 + Penalty 2867.972517 = -839248.352502 nChanged 14 SP:Iteration 36Q (124.860615 sec): 3 clusters Score: Raw -842117.354356 + Penalty 2867.972517 = -839249.381839 nChanged 9 SP:Iteration 37Q (124.928732 sec): 3 clusters Score: Raw -842118.476510 + Penalty 2867.972517 = -839250.503993 nChanged 11 SP:Iteration 38Q (124.989116 sec): 3 clusters Score: Raw -842119.520467 + Penalty 2867.972517 = -839251.547950 nChanged 8 SP:Iteration 39Q (125.046794 sec): 3 clusters Score: Raw -842120.250693 + Penalty 2867.972517 = -839252.278176 nChanged 9 SP:Iteration 40F (125.111421 sec): 3 clusters Score: Raw -842121.306357 + Penalty 2867.972517 = -839253.333840 nChanged 11 SP:Iteration 41Q (125.166749 sec): 3 clusters Score: Raw -842122.580044 + Penalty 2867.972517 = -839254.607527 nChanged 7 SP:Iteration 42Q (125.222533 sec): 3 clusters Score: Raw -842123.450403 + Penalty 2867.972517 = -839255.477886 nChanged 6 SP:Iteration 43Q (125.287876 sec): 3 clusters Score: Raw -842124.103152 + Penalty 2867.972517 = -839256.130635 nChanged 8 SP:Iteration 44Q (125.342035 sec): 3 clusters Score: Raw -842125.085390 + Penalty 2867.972517 = -839257.112873 nChanged 7 SP:Iteration 45Q (125.400128 sec): 3 clusters Score: Raw -842126.064171 + Penalty 2867.972517 = -839258.091654 nChanged 14 SP:Iteration 46Q (125.463371 sec): 3 clusters Score: Raw -842128.110691 + Penalty 2867.972517 = -839260.138174 nChanged 12 SP:Iteration 47Q (125.525087 sec): 3 clusters Score: Raw -842129.531038 + Penalty 2867.972517 = -839261.558521 nChanged 13 SP:Iteration 48Q (125.588464 sec): 3 clusters Score: Raw -842130.899321 + Penalty 2867.972517 = -839262.926804 nChanged 13 SP:Iteration 49Q (125.651733 sec): 3 clusters Score: Raw -842132.360422 + Penalty 2867.972517 = -839264.387905 nChanged 10 SP:Iteration 50Q (125.709250 sec): 3 clusters Score: Raw -842133.931463 + Penalty 2867.972517 = -839265.958946 nChanged 17 SP:Iteration 51Q (125.760288 sec): 3 clusters Score: Raw -842136.598886 + Penalty 2867.972517 = -839268.626369 nChanged 11 SP:Iteration 52Q (125.832470 sec): 3 clusters Score: Raw -842138.630781 + Penalty 2867.972517 = -839270.658264 nChanged 17 SP:Iteration 53Q (125.894901 sec): 3 clusters Score: Raw -842142.106162 + Penalty 2867.972517 = -839274.133645 nChanged 18 SP:Iteration 54Q (125.944465 sec): 3 clusters Score: Raw -842145.515305 + Penalty 2867.972517 = -839277.542788 nChanged 14 SP:Iteration 55Q (126.013902 sec): 3 clusters Score: Raw -842147.935357 + Penalty 2867.972517 = -839279.962840 nChanged 16 SP:Iteration 56Q (126.078261 sec): 3 clusters Score: Raw -842150.646872 + Penalty 2867.972517 = -839282.674355 nChanged 16 SP:Iteration 57Q (126.134594 sec): 3 clusters Score: Raw -842154.067965 + Penalty 2867.972517 = -839286.095448 nChanged 25 SP:Iteration 58Q (126.198057 sec): 3 clusters Score: Raw -842159.653870 + Penalty 2867.972517 = -839291.681353 nChanged 29 SP:Iteration 59Q (126.257950 sec): 3 clusters Score: Raw -842165.775454 + Penalty 2867.972517 = -839297.802937 nChanged 37 SP:Iteration 60F (126.315614 sec): 3 clusters Score: Raw -842172.893365 + Penalty 2867.972517 = -839304.920848 nChanged 24 SP:Iteration 61Q (126.368428 sec): 3 clusters Score: Raw -842178.030816 + Penalty 2867.972517 = -839310.058299 nChanged 28 SP:Iteration 62Q (126.434309 sec): 3 clusters Score: Raw -842183.599764 + Penalty 2867.972517 = -839315.627247 nChanged 28 SP:Iteration 63Q (126.486398 sec): 3 clusters Score: Raw -842188.627457 + Penalty 2867.972517 = -839320.654940 nChanged 26 SP:Iteration 64Q (126.551013 sec): 3 clusters Score: Raw -842195.104600 + Penalty 2867.972517 = -839327.132083 nChanged 31 SP:Iteration 65Q (126.608990 sec): 3 clusters Score: Raw -842200.779269 + Penalty 2867.972517 = -839332.806752 nChanged 33 SP:Iteration 66Q (126.670640 sec): 3 clusters Score: Raw -842206.667387 + Penalty 2867.972517 = -839338.694870 nChanged 27 SP:Iteration 67Q (126.725306 sec): 3 clusters Score: Raw -842211.733541 + Penalty 2867.972517 = -839343.761024 nChanged 19 SP:Iteration 68Q (126.788853 sec): 3 clusters Score: Raw -842214.472910 + Penalty 2867.972517 = -839346.500393 nChanged 18 SP:Iteration 69Q (126.847869 sec): 3 clusters Score: Raw -842216.375297 + Penalty 2867.972517 = -839348.402780 nChanged 8 SP:Iteration 70Q (126.903303 sec): 3 clusters Score: Raw -842217.244261 + Penalty 2867.972517 = -839349.271744 nChanged 9 SP:Iteration 71Q (126.954494 sec): 3 clusters Score: Raw -842218.229305 + Penalty 2867.972517 = -839350.256788 nChanged 4 SP:Iteration 72Q (127.005596 sec): 3 clusters Score: Raw -842218.820288 + Penalty 2867.972517 = -839350.847771 nChanged 7 SP:Iteration 73Q (127.069357 sec): 3 clusters Score: Raw -842219.336620 + Penalty 2867.972517 = -839351.364103 nChanged 3 SP:Iteration 74Q (127.122763 sec): 3 clusters Score: Raw -842219.683458 + Penalty 2867.972517 = -839351.710941 nChanged 3 SP:Iteration 75Q (127.184413 sec): 3 clusters Score: Raw -842219.834638 + Penalty 2867.972517 = -839351.862121 nChanged 3 SP:Iteration 76Q (127.238763 sec): 3 clusters Score: Raw -842220.089650 + Penalty 2867.972517 = -839352.117133 nChanged 4 SP:Iteration 77Q (127.306921 sec): 3 clusters Score: Raw -842220.553053 + Penalty 2867.972517 = -839352.580536 nChanged 7 SP:Iteration 78Q (127.359553 sec): 3 clusters Score: Raw -842221.547725 + Penalty 2867.972517 = -839353.575208 nChanged 4 SP:Iteration 79Q (127.409163 sec): 3 clusters Score: Raw -842222.035994 + Penalty 2867.972517 = -839354.063477 nChanged 8 SP:Iteration 80F (127.472989 sec): 3 clusters Score: Raw -842222.729377 + Penalty 2867.972517 = -839354.756860 nChanged 7 SP:Iteration 81Q (127.532051 sec): 3 clusters Score: Raw -842223.541570 + Penalty 2867.972517 = -839355.569053 nChanged 5 SP:Iteration 82Q (127.593476 sec): 3 clusters Score: Raw -842223.962685 + Penalty 2867.972517 = -839355.990168 nChanged 3 SP:Iteration 83Q (127.641344 sec): 3 clusters Score: Raw -842224.401040 + Penalty 2867.972517 = -839356.428523 nChanged 2 SP:Iteration 84Q (127.709960 sec): 3 clusters Score: Raw -842224.808085 + Penalty 2867.972517 = -839356.835568 nChanged 1 SP:Iteration 85Q (127.762153 sec): 3 clusters Score: Raw -842224.889432 + Penalty 2867.972517 = -839356.916915 nChanged 1 SP:Iteration 86Q (127.826511 sec): 3 clusters Score: Raw -842225.085135 + Penalty 2867.972517 = -839357.112618 nChanged 2 SP:Iteration 87Q (127.885416 sec): 3 clusters Score: Raw -842225.222382 + Penalty 2867.972517 = -839357.249865 nChanged 0 SP:Iteration 88F (127.953298 sec): 3 clusters Score: Raw -842225.222382 + Penalty 2867.972517 = -839357.249865 nChanged 0 Deleting Class 6 (217 points): Lose 1785.024543 but Gain 1796.951823 Iteration 59Q (128.880229 sec): 25 clusters Score: Raw -7614420.682240 + Penalty 43126.843754 = -7571293.838486 nChanged 1044 Iteration 60F (130.334897 sec): 25 clusters Score: Raw -7615944.186061 + Penalty 43126.843754 = -7572817.342307 nChanged 983 Iteration 61Q (131.199172 sec): 25 clusters Score: Raw -7617052.170135 + Penalty 43126.843754 = -7573925.326381 nChanged 705 Iteration 62Q (132.070528 sec): 25 clusters Score: Raw -7617585.648064 + Penalty 43126.843754 = -7574458.804310 nChanged 486 Iteration 63Q (132.984211 sec): 25 clusters Score: Raw -7617904.120268 + Penalty 43126.843754 = -7574777.276514 nChanged 393 Iteration 64Q (133.796629 sec): 25 clusters Score: Raw -7618034.191520 + Penalty 43126.843754 = -7574907.347765 nChanged 307 Iteration 65Q (134.668942 sec): 25 clusters Score: Raw -7618124.009175 + Penalty 43126.843754 = -7574997.165421 nChanged 269 Iteration 66Q (135.522778 sec): 25 clusters Score: Raw -7618204.087568 + Penalty 43126.843754 = -7575077.243814 nChanged 245 Iteration 67Q (136.376381 sec): 25 clusters Score: Raw -7618280.133309 + Penalty 43126.843754 = -7575153.289555 nChanged 222 Iteration 68Q (137.161269 sec): 25 clusters Score: Raw -7618346.230344 + Penalty 43126.843754 = -7575219.386590 nChanged 193 Iteration 69Q (137.968920 sec): 25 clusters Score: Raw -7618405.317122 + Penalty 43126.843754 = -7575278.473368 nChanged 175 Iteration 70Q (138.811307 sec): 25 clusters Score: Raw -7618457.788542 + Penalty 43126.843754 = -7575330.944788 nChanged 150 Iteration 71Q (139.719504 sec): 25 clusters Score: Raw -7618503.527314 + Penalty 43126.843754 = -7575376.683560 nChanged 144 Iteration 72Q (140.570757 sec): 25 clusters Score: Raw -7618544.522454 + Penalty 43126.843754 = -7575417.678700 nChanged 126 Iteration 73Q (141.356193 sec): 25 clusters Score: Raw -7618581.555801 + Penalty 43126.843754 = -7575454.712047 nChanged 121 Iteration 74Q (142.201577 sec): 25 clusters Score: Raw -7618607.839941 + Penalty 43126.843754 = -7575480.996187 nChanged 88 Iteration 75Q (143.058860 sec): 25 clusters Score: Raw -7618630.786683 + Penalty 43126.843754 = -7575503.942929 nChanged 89 Iteration 76Q (143.956915 sec): 25 clusters Score: Raw -7618655.112253 + Penalty 43126.843754 = -7575528.268498 nChanged 98 Iteration 77Q (144.802239 sec): 25 clusters Score: Raw -7618675.154953 + Penalty 43126.843754 = -7575548.311199 nChanged 97 Iteration 78Q (145.617325 sec): 25 clusters Score: Raw -7618692.438277 + Penalty 43126.843754 = -7575565.594523 nChanged 71 Iteration 79Q (146.481746 sec): 25 clusters Score: Raw -7618702.766879 + Penalty 43126.843754 = -7575575.923125 nChanged 76 Iteration 80F (147.933851 sec): 25 clusters Score: Raw -7618864.373146 + Penalty 43126.843754 = -7575737.529392 nChanged 81 Iteration 81Q (148.785060 sec): 25 clusters Score: Raw -7619183.464568 + Penalty 43126.843754 = -7576056.620814 nChanged 62 Iteration 82Q (149.620149 sec): 25 clusters Score: Raw -7619212.105598 + Penalty 43126.843754 = -7576085.261844 nChanged 73 Iteration 83Q (150.503338 sec): 25 clusters Score: Raw -7619239.661791 + Penalty 43126.843754 = -7576112.818037 nChanged 65 Iteration 84Q (151.390725 sec): 25 clusters Score: Raw -7619250.460489 + Penalty 43126.843754 = -7576123.616735 nChanged 54 Iteration 85Q (152.161738 sec): 25 clusters Score: Raw -7619260.934207 + Penalty 43126.843754 = -7576134.090453 nChanged 49 Iteration 86Q (153.029061 sec): 25 clusters Score: Raw -7619270.793820 + Penalty 43126.843754 = -7576143.950066 nChanged 53 Iteration 87Q (153.825460 sec): 25 clusters Score: Raw -7619280.212623 + Penalty 43126.843754 = -7576153.368869 nChanged 38 Iteration 88Q (154.692574 sec): 25 clusters Score: Raw -7619287.083291 + Penalty 43126.843754 = -7576160.239537 nChanged 41 Iteration 89Q (155.536448 sec): 25 clusters Score: Raw -7619292.836140 + Penalty 43126.843754 = -7576165.992386 nChanged 43 Iteration 90Q (156.424416 sec): 25 clusters Score: Raw -7619300.088344 + Penalty 43126.843754 = -7576173.244589 nChanged 34 Iteration 91Q (157.216034 sec): 25 clusters Score: Raw -7619306.502012 + Penalty 43126.843754 = -7576179.658258 nChanged 36 Iteration 92Q (158.051623 sec): 25 clusters Score: Raw -7619312.709241 + Penalty 43126.843754 = -7576185.865487 nChanged 38 Iteration 93Q (158.895190 sec): 25 clusters Score: Raw -7619322.360751 + Penalty 43126.843754 = -7576195.516997 nChanged 29 Iteration 94Q (159.753734 sec): 25 clusters Score: Raw -7619327.149046 + Penalty 43126.843754 = -7576200.305292 nChanged 20 Iteration 95Q (160.617582 sec): 25 clusters Score: Raw -7619330.439697 + Penalty 43126.843754 = -7576203.595943 nChanged 28 Iteration 96Q (161.444047 sec): 25 clusters Score: Raw -7619334.498399 + Penalty 43126.843754 = -7576207.654645 nChanged 37 Iteration 97Q (162.321334 sec): 25 clusters Score: Raw -7619340.765453 + Penalty 43126.843754 = -7576213.921699 nChanged 32 Iteration 98Q (163.132860 sec): 25 clusters Score: Raw -7619347.011665 + Penalty 43126.843754 = -7576220.167911 nChanged 34 Writing temp clu file Because OldScore, -7576213.921699, is greater than current (better) Score,-7576220.167911 Compute initial score before splitting: Score: Raw -7619347.011665 + Penalty 43126.843754 = -7576220.167911 Trying to split cluster 1 (1195 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (163.174536 sec): 2 clusters Score: Raw -144965.029032 + Penalty 1151.458988 = -143813.570044 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (163.209113 sec): 3 clusters Score: Raw -144546.065357 + Penalty 2302.917976 = -142243.147381 nChanged 374 SP:Iteration 1F (163.255826 sec): 3 clusters Score: Raw -144933.431128 + Penalty 2302.917976 = -142630.513152 nChanged 113 SP:Iteration 2F (163.305582 sec): 3 clusters Score: Raw -145106.830462 + Penalty 2302.917976 = -142803.912486 nChanged 93 SP:Iteration 3F (163.357571 sec): 3 clusters Score: Raw -145259.514737 + Penalty 2302.917976 = -142956.596761 nChanged 73 SP:Iteration 4F (163.392526 sec): 3 clusters Score: Raw -145396.781352 + Penalty 2302.917976 = -143093.863376 nChanged 68 SP:Iteration 5F (163.435986 sec): 3 clusters Score: Raw -145498.464704 + Penalty 2302.917976 = -143195.546728 nChanged 60 SP:Iteration 6F (163.484573 sec): 3 clusters Score: Raw -145593.541852 + Penalty 2302.917976 = -143290.623876 nChanged 58 SP:Iteration 7Q (163.529866 sec): 3 clusters Score: Raw -145687.055580 + Penalty 2302.917976 = -143384.137604 nChanged 40 SP:Iteration 8Q (163.564212 sec): 3 clusters Score: Raw -145734.800779 + Penalty 2302.917976 = -143431.882803 nChanged 23 SP:Iteration 9Q (163.616792 sec): 3 clusters Score: Raw -145773.135165 + Penalty 2302.917976 = -143470.217189 nChanged 16 SP:Iteration 10Q (163.669919 sec): 3 clusters Score: Raw -145787.690797 + Penalty 2302.917976 = -143484.772821 nChanged 9 SP:Iteration 11Q (163.721144 sec): 3 clusters Score: Raw -145796.410005 + Penalty 2302.917976 = -143493.492029 nChanged 10 SP:Iteration 12Q (163.755975 sec): 3 clusters Score: Raw -145806.824652 + Penalty 2302.917976 = -143503.906676 nChanged 4 SP:Iteration 13Q (163.813282 sec): 3 clusters Score: Raw -145810.668218 + Penalty 2302.917976 = -143507.750242 nChanged 3 SP:Iteration 14Q (163.861976 sec): 3 clusters Score: Raw -145813.402830 + Penalty 2302.917976 = -143510.484854 nChanged 2 SP:Iteration 15Q (163.909878 sec): 3 clusters Score: Raw -145814.269806 + Penalty 2302.917976 = -143511.351830 nChanged 1 SP:Iteration 16Q (163.947833 sec): 3 clusters Score: Raw -145815.845923 + Penalty 2302.917976 = -143512.927947 nChanged 2 SP:Iteration 17Q (163.997368 sec): 3 clusters Score: Raw -145819.005286 + Penalty 2302.917976 = -143516.087310 nChanged 2 SP:Iteration 18Q (164.031382 sec): 3 clusters Score: Raw -145820.497870 + Penalty 2302.917976 = -143517.579895 nChanged 1 SP:Iteration 19Q (164.079018 sec): 3 clusters Score: Raw -145820.983436 + Penalty 2302.917976 = -143518.065461 nChanged 0 SP:Iteration 20F (164.122103 sec): 3 clusters Score: Raw -145820.983436 + Penalty 2302.917976 = -143518.065461 nChanged 0 Trying to split cluster 2 (6477 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (164.159406 sec): 2 clusters Score: Raw -806065.979936 + Penalty 1426.102067 = -804639.877869 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (164.210670 sec): 3 clusters Score: Raw -802587.521836 + Penalty 2852.204134 = -799735.317703 nChanged 2665 SP:Iteration 1F (164.271497 sec): 3 clusters Score: Raw -804045.657247 + Penalty 2852.204134 = -801193.453114 nChanged 434 SP:Iteration 2F (164.332250 sec): 3 clusters Score: Raw -804281.063731 + Penalty 2852.204134 = -801428.859598 nChanged 373 SP:Iteration 3F (164.383480 sec): 3 clusters Score: Raw -804496.229590 + Penalty 2852.204134 = -801644.025457 nChanged 325 SP:Iteration 4F (164.440785 sec): 3 clusters Score: Raw -804697.344735 + Penalty 2852.204134 = -801845.140602 nChanged 322 SP:Iteration 5Q (164.507027 sec): 3 clusters Score: Raw -804904.078424 + Penalty 2852.204134 = -802051.874290 nChanged 304 SP:Iteration 6Q (164.563782 sec): 3 clusters Score: Raw -805115.903578 + Penalty 2852.204134 = -802263.699444 nChanged 296 SP:Iteration 7Q (164.613110 sec): 3 clusters Score: Raw -805335.695513 + Penalty 2852.204134 = -802483.491379 nChanged 288 SP:Iteration 8Q (164.671103 sec): 3 clusters Score: Raw -805549.316646 + Penalty 2852.204134 = -802697.112512 nChanged 226 SP:Iteration 9Q (164.740977 sec): 3 clusters Score: Raw -805708.868989 + Penalty 2852.204134 = -802856.664856 nChanged 178 SP:Iteration 10Q (164.796849 sec): 3 clusters Score: Raw -805844.880152 + Penalty 2852.204134 = -802992.676018 nChanged 142 SP:Iteration 11Q (164.843891 sec): 3 clusters Score: Raw -805956.691788 + Penalty 2852.204134 = -803104.487654 nChanged 118 SP:Iteration 12Q (164.908723 sec): 3 clusters Score: Raw -806043.785335 + Penalty 2852.204134 = -803191.581202 nChanged 85 SP:Iteration 13Q (164.969112 sec): 3 clusters Score: Raw -806127.227535 + Penalty 2852.204134 = -803275.023402 nChanged 76 SP:Iteration 14Q (165.022825 sec): 3 clusters Score: Raw -806190.322931 + Penalty 2852.204134 = -803338.118797 nChanged 50 SP:Iteration 15Q (165.078625 sec): 3 clusters Score: Raw -806226.412435 + Penalty 2852.204134 = -803374.208301 nChanged 29 SP:Iteration 16Q (165.142288 sec): 3 clusters Score: Raw -806246.865573 + Penalty 2852.204134 = -803394.661439 nChanged 24 SP:Iteration 17Q (165.197223 sec): 3 clusters Score: Raw -806263.359312 + Penalty 2852.204134 = -803411.155178 nChanged 20 SP:Iteration 18Q (165.253151 sec): 3 clusters Score: Raw -806276.853284 + Penalty 2852.204134 = -803424.649150 nChanged 10 SP:Iteration 19Q (165.316029 sec): 3 clusters Score: Raw -806284.861445 + Penalty 2852.204134 = -803432.657311 nChanged 7 SP:Iteration 20F (165.368076 sec): 3 clusters Score: Raw -806291.535175 + Penalty 2852.204134 = -803439.331042 nChanged 11 SP:Iteration 21Q (165.417039 sec): 3 clusters Score: Raw -806298.948156 + Penalty 2852.204134 = -803446.744023 nChanged 9 SP:Iteration 22Q (165.485927 sec): 3 clusters Score: Raw -806308.273596 + Penalty 2852.204134 = -803456.069462 nChanged 18 SP:Iteration 23Q (165.536391 sec): 3 clusters Score: Raw -806322.848554 + Penalty 2852.204134 = -803470.644420 nChanged 15 SP:Iteration 24Q (165.579448 sec): 3 clusters Score: Raw -806336.220536 + Penalty 2852.204134 = -803484.016403 nChanged 10 SP:Iteration 25Q (165.638121 sec): 3 clusters Score: Raw -806343.320624 + Penalty 2852.204134 = -803491.116490 nChanged 6 SP:Iteration 26Q (165.684887 sec): 3 clusters Score: Raw -806347.273972 + Penalty 2852.204134 = -803495.069838 nChanged 3 SP:Iteration 27Q (165.739583 sec): 3 clusters Score: Raw -806349.672338 + Penalty 2852.204134 = -803497.468205 nChanged 5 SP:Iteration 28Q (165.799130 sec): 3 clusters Score: Raw -806354.248368 + Penalty 2852.204134 = -803502.044234 nChanged 8 SP:Iteration 29Q (165.850074 sec): 3 clusters Score: Raw -806362.903594 + Penalty 2852.204134 = -803510.699460 nChanged 6 SP:Iteration 30Q (165.910779 sec): 3 clusters Score: Raw -806369.647930 + Penalty 2852.204134 = -803517.443796 nChanged 6 SP:Iteration 31Q (165.965920 sec): 3 clusters Score: Raw -806375.856589 + Penalty 2852.204134 = -803523.652456 nChanged 5 SP:Iteration 32Q (166.020849 sec): 3 clusters Score: Raw -806379.857305 + Penalty 2852.204134 = -803527.653171 nChanged 5 SP:Iteration 33Q (166.066938 sec): 3 clusters Score: Raw -806382.848561 + Penalty 2852.204134 = -803530.644427 nChanged 4 SP:Iteration 34Q (166.128326 sec): 3 clusters Score: Raw -806386.580069 + Penalty 2852.204134 = -803534.375936 nChanged 6 SP:Iteration 35Q (166.186239 sec): 3 clusters Score: Raw -806389.871641 + Penalty 2852.204134 = -803537.667507 nChanged 2 SP:Iteration 36Q (166.230627 sec): 3 clusters Score: Raw -806392.369613 + Penalty 2852.204134 = -803540.165479 nChanged 2 SP:Iteration 37Q (166.298008 sec): 3 clusters Score: Raw -806393.348838 + Penalty 2852.204134 = -803541.144704 nChanged 1 SP:Iteration 38Q (166.339006 sec): 3 clusters Score: Raw -806393.822733 + Penalty 2852.204134 = -803541.618599 nChanged 0 SP:Iteration 39F (166.391294 sec): 3 clusters Score: Raw -806393.822733 + Penalty 2852.204134 = -803541.618599 nChanged 0 Trying to split cluster 3 (382 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (166.425811 sec): 2 clusters Score: Raw -38393.509201 + Penalty 966.130849 = -37427.378352 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (166.466071 sec): 3 clusters Score: Raw -38482.793765 + Penalty 1932.261698 = -36550.532068 nChanged 84 SP:Iteration 1F (166.518867 sec): 3 clusters Score: Raw -38687.164766 + Penalty 1932.261698 = -36754.903068 nChanged 43 SP:Iteration 2F (166.559222 sec): 3 clusters Score: Raw -38851.992056 + Penalty 1932.261698 = -36919.730358 nChanged 28 SP:Iteration 3F (166.613681 sec): 3 clusters Score: Raw -38955.796579 + Penalty 1932.261698 = -37023.534881 nChanged 14 SP:Iteration 4Q (166.659094 sec): 3 clusters Score: Raw -39003.464034 + Penalty 1932.261698 = -37071.202336 nChanged 12 SP:Iteration 5Q (166.700049 sec): 3 clusters Score: Raw -39043.296693 + Penalty 1932.261698 = -37111.034995 nChanged 5 SP:Iteration 6Q (166.745239 sec): 3 clusters Score: Raw -39080.417593 + Penalty 1932.261698 = -37148.155895 nChanged 2 SP:Iteration 7Q (166.790884 sec): 3 clusters Score: Raw -39087.269335 + Penalty 1932.261698 = -37155.007637 nChanged 1 SP:Iteration 8Q (166.823562 sec): 3 clusters Score: Raw -39090.200693 + Penalty 1932.261698 = -37157.938995 nChanged 0 SP:Iteration 9F (166.866391 sec): 3 clusters Score: Raw -39090.200693 + Penalty 1932.261698 = -37157.938995 nChanged 0 Trying to split cluster 4 (12320 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (166.916375 sec): 2 clusters Score: Raw -1582890.507762 + Penalty 1530.584126 = -1581359.923636 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (166.980394 sec): 3 clusters Score: Raw -1575782.154941 + Penalty 3061.168252 = -1572720.986689 nChanged 5386 SP:Iteration 1F (167.044869 sec): 3 clusters Score: Raw -1578960.311985 + Penalty 3061.168252 = -1575899.143733 nChanged 884 SP:Iteration 2F (167.109893 sec): 3 clusters Score: Raw -1579673.974446 + Penalty 3061.168252 = -1576612.806194 nChanged 1016 SP:Iteration 3F (167.178957 sec): 3 clusters Score: Raw -1580601.816774 + Penalty 3061.168252 = -1577540.648522 nChanged 999 SP:Iteration 4F (167.247165 sec): 3 clusters Score: Raw -1581536.045069 + Penalty 3061.168252 = -1578474.876817 nChanged 948 SP:Iteration 5F (167.315451 sec): 3 clusters Score: Raw -1582400.733640 + Penalty 3061.168252 = -1579339.565388 nChanged 805 SP:Iteration 6F (167.382960 sec): 3 clusters Score: Raw -1583064.289122 + Penalty 3061.168252 = -1580003.120870 nChanged 608 SP:Iteration 7Q (167.439705 sec): 3 clusters Score: Raw -1583476.820641 + Penalty 3061.168252 = -1580415.652389 nChanged 428 SP:Iteration 8Q (167.516603 sec): 3 clusters Score: Raw -1583704.508975 + Penalty 3061.168252 = -1580643.340723 nChanged 293 SP:Iteration 9Q (167.578168 sec): 3 clusters Score: Raw -1583845.233971 + Penalty 3061.168252 = -1580784.065719 nChanged 244 SP:Iteration 10Q (167.641818 sec): 3 clusters Score: Raw -1583937.923326 + Penalty 3061.168252 = -1580876.755074 nChanged 173 SP:Iteration 11Q (167.711921 sec): 3 clusters Score: Raw -1583982.106953 + Penalty 3061.168252 = -1580920.938700 nChanged 98 SP:Iteration 12Q (167.766689 sec): 3 clusters Score: Raw -1584003.587540 + Penalty 3061.168252 = -1580942.419288 nChanged 74 SP:Iteration 13Q (167.842167 sec): 3 clusters Score: Raw -1584018.116322 + Penalty 3061.168252 = -1580956.948070 nChanged 73 SP:Iteration 14Q (167.907482 sec): 3 clusters Score: Raw -1584030.378273 + Penalty 3061.168252 = -1580969.210021 nChanged 52 SP:Iteration 15Q (167.972974 sec): 3 clusters Score: Raw -1584039.976671 + Penalty 3061.168252 = -1580978.808419 nChanged 42 SP:Iteration 16Q (168.030596 sec): 3 clusters Score: Raw -1584046.824794 + Penalty 3061.168252 = -1580985.656542 nChanged 31 SP:Iteration 17Q (168.107860 sec): 3 clusters Score: Raw -1584052.855930 + Penalty 3061.168252 = -1580991.687678 nChanged 37 SP:Iteration 18Q (168.164693 sec): 3 clusters Score: Raw -1584060.841610 + Penalty 3061.168252 = -1580999.673358 nChanged 44 SP:Iteration 19Q (168.240212 sec): 3 clusters Score: Raw -1584068.686178 + Penalty 3061.168252 = -1581007.517925 nChanged 37 SP:Iteration 20F (168.306522 sec): 3 clusters Score: Raw -1584075.591457 + Penalty 3061.168252 = -1581014.423205 nChanged 37 SP:Iteration 21Q (168.369339 sec): 3 clusters Score: Raw -1584081.786257 + Penalty 3061.168252 = -1581020.618005 nChanged 34 SP:Iteration 22Q (168.428997 sec): 3 clusters Score: Raw -1584086.200489 + Penalty 3061.168252 = -1581025.032237 nChanged 23 SP:Iteration 23Q (168.498344 sec): 3 clusters Score: Raw -1584088.689909 + Penalty 3061.168252 = -1581027.521657 nChanged 22 SP:Iteration 24Q (168.565313 sec): 3 clusters Score: Raw -1584091.435575 + Penalty 3061.168252 = -1581030.267323 nChanged 21 SP:Iteration 25Q (168.615641 sec): 3 clusters Score: Raw -1584093.641025 + Penalty 3061.168252 = -1581032.472773 nChanged 17 SP:Iteration 26Q (168.689016 sec): 3 clusters Score: Raw -1584095.349228 + Penalty 3061.168252 = -1581034.180976 nChanged 13 SP:Iteration 27Q (168.756253 sec): 3 clusters Score: Raw -1584096.692934 + Penalty 3061.168252 = -1581035.524682 nChanged 14 SP:Iteration 28Q (168.815959 sec): 3 clusters Score: Raw -1584098.323787 + Penalty 3061.168252 = -1581037.155534 nChanged 14 SP:Iteration 29Q (168.892466 sec): 3 clusters Score: Raw -1584099.933481 + Penalty 3061.168252 = -1581038.765229 nChanged 15 SP:Iteration 30Q (168.960337 sec): 3 clusters Score: Raw -1584101.361711 + Penalty 3061.168252 = -1581040.193459 nChanged 13 SP:Iteration 31Q (169.014803 sec): 3 clusters Score: Raw -1584102.440015 + Penalty 3061.168252 = -1581041.271763 nChanged 11 SP:Iteration 32Q (169.082616 sec): 3 clusters Score: Raw -1584103.258573 + Penalty 3061.168252 = -1581042.090321 nChanged 8 SP:Iteration 33Q (169.153543 sec): 3 clusters Score: Raw -1584104.062329 + Penalty 3061.168252 = -1581042.894077 nChanged 10 SP:Iteration 34Q (169.211698 sec): 3 clusters Score: Raw -1584105.080739 + Penalty 3061.168252 = -1581043.912487 nChanged 9 SP:Iteration 35Q (169.277187 sec): 3 clusters Score: Raw -1584105.579665 + Penalty 3061.168252 = -1581044.411412 nChanged 4 SP:Iteration 36Q (169.351827 sec): 3 clusters Score: Raw -1584105.890002 + Penalty 3061.168252 = -1581044.721750 nChanged 5 SP:Iteration 37Q (169.425789 sec): 3 clusters Score: Raw -1584106.336231 + Penalty 3061.168252 = -1581045.167979 nChanged 6 SP:Iteration 38Q (169.480402 sec): 3 clusters Score: Raw -1584106.821439 + Penalty 3061.168252 = -1581045.653187 nChanged 4 SP:Iteration 39Q (169.561093 sec): 3 clusters Score: Raw -1584107.195606 + Penalty 3061.168252 = -1581046.027354 nChanged 4 SP:Iteration 40F (169.618647 sec): 3 clusters Score: Raw -1584107.573169 + Penalty 3061.168252 = -1581046.404917 nChanged 2 SP:Iteration 41Q (169.687551 sec): 3 clusters Score: Raw -1584107.748085 + Penalty 3061.168252 = -1581046.579833 nChanged 1 SP:Iteration 42Q (169.767314 sec): 3 clusters Score: Raw -1584107.813273 + Penalty 3061.168252 = -1581046.645021 nChanged 0 SP:Iteration 43F (169.827928 sec): 3 clusters Score: Raw -1584107.813273 + Penalty 3061.168252 = -1581046.645021 nChanged 0 Trying to split cluster 5 (2063 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (169.868368 sec): 2 clusters Score: Raw -253697.601864 + Penalty 1240.186433 = -252457.415431 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (169.909831 sec): 3 clusters Score: Raw -252782.907399 + Penalty 2480.372867 = -250302.534532 nChanged 739 SP:Iteration 1F (169.967983 sec): 3 clusters Score: Raw -253279.072527 + Penalty 2480.372867 = -250798.699660 nChanged 160 SP:Iteration 2F (170.023960 sec): 3 clusters Score: Raw -253405.328646 + Penalty 2480.372867 = -250924.955779 nChanged 86 SP:Iteration 3Q (170.070896 sec): 3 clusters Score: Raw -253477.115676 + Penalty 2480.372867 = -250996.742809 nChanged 75 SP:Iteration 4Q (170.121950 sec): 3 clusters Score: Raw -253540.435952 + Penalty 2480.372867 = -251060.063086 nChanged 76 SP:Iteration 5Q (170.160011 sec): 3 clusters Score: Raw -253586.053363 + Penalty 2480.372867 = -251105.680496 nChanged 56 SP:Iteration 6Q (170.222894 sec): 3 clusters Score: Raw -253623.806560 + Penalty 2480.372867 = -251143.433693 nChanged 43 SP:Iteration 7Q (170.266128 sec): 3 clusters Score: Raw -253649.626848 + Penalty 2480.372867 = -251169.253981 nChanged 49 SP:Iteration 8Q (170.323221 sec): 3 clusters Score: Raw -253682.600487 + Penalty 2480.372867 = -251202.227620 nChanged 43 SP:Iteration 9Q (170.373150 sec): 3 clusters Score: Raw -253706.492945 + Penalty 2480.372867 = -251226.120078 nChanged 39 SP:Iteration 10Q (170.419376 sec): 3 clusters Score: Raw -253731.612183 + Penalty 2480.372867 = -251251.239316 nChanged 39 SP:Iteration 11Q (170.468870 sec): 3 clusters Score: Raw -253758.139504 + Penalty 2480.372867 = -251277.766638 nChanged 36 SP:Iteration 12Q (170.523774 sec): 3 clusters Score: Raw -253779.878238 + Penalty 2480.372867 = -251299.505371 nChanged 22 SP:Iteration 13Q (170.564767 sec): 3 clusters Score: Raw -253793.739383 + Penalty 2480.372867 = -251313.366516 nChanged 25 SP:Iteration 14Q (170.613275 sec): 3 clusters Score: Raw -253808.247085 + Penalty 2480.372867 = -251327.874218 nChanged 19 SP:Iteration 15Q (170.663791 sec): 3 clusters Score: Raw -253816.884150 + Penalty 2480.372867 = -251336.511284 nChanged 18 SP:Iteration 16Q (170.713663 sec): 3 clusters Score: Raw -253825.024967 + Penalty 2480.372867 = -251344.652100 nChanged 16 SP:Iteration 17Q (170.773224 sec): 3 clusters Score: Raw -253832.622900 + Penalty 2480.372867 = -251352.250033 nChanged 16 SP:Iteration 18Q (170.825464 sec): 3 clusters Score: Raw -253840.365890 + Penalty 2480.372867 = -251359.993023 nChanged 15 SP:Iteration 19Q (170.873253 sec): 3 clusters Score: Raw -253846.348273 + Penalty 2480.372867 = -251365.975407 nChanged 11 SP:Iteration 20F (170.926773 sec): 3 clusters Score: Raw -253852.482696 + Penalty 2480.372867 = -251372.109829 nChanged 15 SP:Iteration 21Q (170.977705 sec): 3 clusters Score: Raw -253861.129304 + Penalty 2480.372867 = -251380.756437 nChanged 13 SP:Iteration 22Q (171.027654 sec): 3 clusters Score: Raw -253869.452947 + Penalty 2480.372867 = -251389.080080 nChanged 12 SP:Iteration 23Q (171.073931 sec): 3 clusters Score: Raw -253876.186474 + Penalty 2480.372867 = -251395.813607 nChanged 11 SP:Iteration 24Q (171.128390 sec): 3 clusters Score: Raw -253882.867236 + Penalty 2480.372867 = -251402.494369 nChanged 15 SP:Iteration 25Q (171.164446 sec): 3 clusters Score: Raw -253895.116379 + Penalty 2480.372867 = -251414.743512 nChanged 22 SP:Iteration 26Q (171.218894 sec): 3 clusters Score: Raw -253916.788596 + Penalty 2480.372867 = -251436.415729 nChanged 23 SP:Iteration 27Q (171.268659 sec): 3 clusters Score: Raw -253934.035268 + Penalty 2480.372867 = -251453.662401 nChanged 15 SP:Iteration 28Q (171.321088 sec): 3 clusters Score: Raw -253942.407103 + Penalty 2480.372867 = -251462.034237 nChanged 12 SP:Iteration 29Q (171.363634 sec): 3 clusters Score: Raw -253949.978468 + Penalty 2480.372867 = -251469.605602 nChanged 11 SP:Iteration 30Q (171.403073 sec): 3 clusters Score: Raw -253957.209800 + Penalty 2480.372867 = -251476.836933 nChanged 7 SP:Iteration 31Q (171.454467 sec): 3 clusters Score: Raw -253962.412093 + Penalty 2480.372867 = -251482.039227 nChanged 2 SP:Iteration 32Q (171.497135 sec): 3 clusters Score: Raw -253964.196572 + Penalty 2480.372867 = -251483.823705 nChanged 2 SP:Iteration 33Q (171.555209 sec): 3 clusters Score: Raw -253966.664176 + Penalty 2480.372867 = -251486.291309 nChanged 2 SP:Iteration 34Q (171.606068 sec): 3 clusters Score: Raw -253968.270876 + Penalty 2480.372867 = -251487.898009 nChanged 2 SP:Iteration 35Q (171.652158 sec): 3 clusters Score: Raw -253970.233763 + Penalty 2480.372867 = -251489.860896 nChanged 2 SP:Iteration 36Q (171.708968 sec): 3 clusters Score: Raw -253970.917078 + Penalty 2480.372867 = -251490.544211 nChanged 2 SP:Iteration 37Q (171.757145 sec): 3 clusters Score: Raw -253971.736232 + Penalty 2480.372867 = -251491.363366 nChanged 0 SP:Iteration 38F (171.814653 sec): 3 clusters Score: Raw -253971.736232 + Penalty 2480.372867 = -251491.363366 nChanged 0 Trying to split cluster 7 (501 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (171.840332 sec): 2 clusters Score: Raw -41923.744258 + Penalty 1010.198491 = -40913.545767 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (171.887288 sec): 3 clusters Score: Raw -41980.698722 + Penalty 2020.396983 = -39960.301739 nChanged 144 SP:Iteration 1F (171.922274 sec): 3 clusters Score: Raw -42273.630822 + Penalty 2020.396983 = -40253.233839 nChanged 49 SP:Iteration 2F (171.978192 sec): 3 clusters Score: Raw -42403.740106 + Penalty 2020.396983 = -40383.343123 nChanged 33 SP:Iteration 3F (172.013971 sec): 3 clusters Score: Raw -42506.469061 + Penalty 2020.396983 = -40486.072078 nChanged 32 SP:Iteration 4F (172.065540 sec): 3 clusters Score: Raw -42614.782053 + Penalty 2020.396983 = -40594.385070 nChanged 17 SP:Iteration 5Q (172.104401 sec): 3 clusters Score: Raw -42687.556708 + Penalty 2020.396983 = -40667.159725 nChanged 14 SP:Iteration 6Q (172.155464 sec): 3 clusters Score: Raw -42723.283652 + Penalty 2020.396983 = -40702.886669 nChanged 9 SP:Iteration 7Q (172.198823 sec): 3 clusters Score: Raw -42741.203057 + Penalty 2020.396983 = -40720.806074 nChanged 5 SP:Iteration 8Q (172.246159 sec): 3 clusters Score: Raw -42745.570589 + Penalty 2020.396983 = -40725.173606 nChanged 3 SP:Iteration 9Q (172.287552 sec): 3 clusters Score: Raw -42748.163898 + Penalty 2020.396983 = -40727.766915 nChanged 2 SP:Iteration 10Q (172.328316 sec): 3 clusters Score: Raw -42751.475478 + Penalty 2020.396983 = -40731.078495 nChanged 4 SP:Iteration 11Q (172.373922 sec): 3 clusters Score: Raw -42757.495896 + Penalty 2020.396983 = -40737.098913 nChanged 3 SP:Iteration 12Q (172.422410 sec): 3 clusters Score: Raw -42766.822461 + Penalty 2020.396983 = -40746.425478 nChanged 7 SP:Iteration 13Q (172.467202 sec): 3 clusters Score: Raw -42790.900148 + Penalty 2020.396983 = -40770.503165 nChanged 4 SP:Iteration 14Q (172.504427 sec): 3 clusters Score: Raw -42804.284983 + Penalty 2020.396983 = -40783.888000 nChanged 2 SP:Iteration 15Q (172.555590 sec): 3 clusters Score: Raw -42806.189476 + Penalty 2020.396983 = -40785.792494 nChanged 0 SP:Iteration 16F (172.606855 sec): 3 clusters Score: Raw -42806.189476 + Penalty 2020.396983 = -40785.792494 nChanged 0 Trying to split cluster 8 (3010 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (172.630548 sec): 2 clusters Score: Raw -360791.426039 + Penalty 1301.575496 = -359489.850543 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (172.691235 sec): 3 clusters Score: Raw -359348.723643 + Penalty 2603.150991 = -356745.572652 nChanged 1182 SP:Iteration 1F (172.745882 sec): 3 clusters Score: Raw -360096.846792 + Penalty 2603.150991 = -357493.695801 nChanged 244 SP:Iteration 2F (172.784733 sec): 3 clusters Score: Raw -360295.139597 + Penalty 2603.150991 = -357691.988606 nChanged 191 SP:Iteration 3F (172.847755 sec): 3 clusters Score: Raw -360434.037443 + Penalty 2603.150991 = -357830.886452 nChanged 142 SP:Iteration 4Q (172.901632 sec): 3 clusters Score: Raw -360541.852485 + Penalty 2603.150991 = -357938.701494 nChanged 143 SP:Iteration 5Q (172.943836 sec): 3 clusters Score: Raw -360687.356303 + Penalty 2603.150991 = -358084.205311 nChanged 139 SP:Iteration 6Q (172.995300 sec): 3 clusters Score: Raw -360874.814628 + Penalty 2603.150991 = -358271.663637 nChanged 158 SP:Iteration 7F (173.053511 sec): 3 clusters Score: Raw -361091.323655 + Penalty 2603.150991 = -358488.172664 nChanged 142 SP:Iteration 8Q (173.112960 sec): 3 clusters Score: Raw -361263.604896 + Penalty 2603.150991 = -358660.453905 nChanged 116 SP:Iteration 9Q (173.168383 sec): 3 clusters Score: Raw -361376.171519 + Penalty 2603.150991 = -358773.020528 nChanged 78 SP:Iteration 10Q (173.223505 sec): 3 clusters Score: Raw -361441.800994 + Penalty 2603.150991 = -358838.650003 nChanged 55 SP:Iteration 11Q (173.276530 sec): 3 clusters Score: Raw -361468.253558 + Penalty 2603.150991 = -358865.102567 nChanged 27 SP:Iteration 12Q (173.327308 sec): 3 clusters Score: Raw -361486.221854 + Penalty 2603.150991 = -358883.070863 nChanged 21 SP:Iteration 13Q (173.370297 sec): 3 clusters Score: Raw -361501.749247 + Penalty 2603.150991 = -358898.598256 nChanged 30 SP:Iteration 14Q (173.434798 sec): 3 clusters Score: Raw -361518.354614 + Penalty 2603.150991 = -358915.203623 nChanged 32 SP:Iteration 15Q (173.489172 sec): 3 clusters Score: Raw -361534.913088 + Penalty 2603.150991 = -358931.762097 nChanged 26 SP:Iteration 16Q (173.529866 sec): 3 clusters Score: Raw -361547.778158 + Penalty 2603.150991 = -358944.627167 nChanged 20 SP:Iteration 17Q (173.589830 sec): 3 clusters Score: Raw -361557.458484 + Penalty 2603.150991 = -358954.307493 nChanged 17 SP:Iteration 18Q (173.643058 sec): 3 clusters Score: Raw -361564.312416 + Penalty 2603.150991 = -358961.161425 nChanged 16 SP:Iteration 19Q (173.690153 sec): 3 clusters Score: Raw -361570.440667 + Penalty 2603.150991 = -358967.289676 nChanged 13 SP:Iteration 20F (173.749246 sec): 3 clusters Score: Raw -361575.403071 + Penalty 2603.150991 = -358972.252079 nChanged 10 SP:Iteration 21Q (173.788675 sec): 3 clusters Score: Raw -361581.385082 + Penalty 2603.150991 = -358978.234091 nChanged 9 SP:Iteration 22Q (173.850419 sec): 3 clusters Score: Raw -361584.129145 + Penalty 2603.150991 = -358980.978154 nChanged 4 SP:Iteration 23Q (173.899372 sec): 3 clusters Score: Raw -361585.763782 + Penalty 2603.150991 = -358982.612791 nChanged 5 SP:Iteration 24Q (173.944548 sec): 3 clusters Score: Raw -361587.893161 + Penalty 2603.150991 = -358984.742170 nChanged 3 SP:Iteration 25Q (173.996512 sec): 3 clusters Score: Raw -361589.485731 + Penalty 2603.150991 = -358986.334739 nChanged 4 SP:Iteration 26Q (174.051230 sec): 3 clusters Score: Raw -361591.383057 + Penalty 2603.150991 = -358988.232066 nChanged 6 SP:Iteration 27Q (174.108710 sec): 3 clusters Score: Raw -361593.826563 + Penalty 2603.150991 = -358990.675572 nChanged 5 SP:Iteration 28Q (174.154307 sec): 3 clusters Score: Raw -361595.265480 + Penalty 2603.150991 = -358992.114489 nChanged 4 SP:Iteration 29Q (174.191944 sec): 3 clusters Score: Raw -361596.299702 + Penalty 2603.150991 = -358993.148711 nChanged 5 SP:Iteration 30Q (174.241647 sec): 3 clusters Score: Raw -361598.118814 + Penalty 2603.150991 = -358994.967823 nChanged 0 SP:Iteration 31F (174.289609 sec): 3 clusters Score: Raw -361598.118814 + Penalty 2603.150991 = -358994.967823 nChanged 0 Trying to split cluster 9 (1876 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (174.308259 sec): 2 clusters Score: Raw -233214.701730 + Penalty 1224.745784 = -231989.955946 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (174.360716 sec): 3 clusters Score: Raw -232444.410402 + Penalty 2449.491567 = -229994.918834 nChanged 653 SP:Iteration 1F (174.416020 sec): 3 clusters Score: Raw -232871.997156 + Penalty 2449.491567 = -230422.505589 nChanged 144 SP:Iteration 2F (174.468815 sec): 3 clusters Score: Raw -232993.936423 + Penalty 2449.491567 = -230544.444856 nChanged 93 SP:Iteration 3Q (174.515261 sec): 3 clusters Score: Raw -233091.545422 + Penalty 2449.491567 = -230642.053855 nChanged 84 SP:Iteration 4Q (174.556335 sec): 3 clusters Score: Raw -233195.145246 + Penalty 2449.491567 = -230745.653679 nChanged 85 SP:Iteration 5Q (174.617374 sec): 3 clusters Score: Raw -233280.185903 + Penalty 2449.491567 = -230830.694336 nChanged 77 SP:Iteration 6Q (174.666649 sec): 3 clusters Score: Raw -233357.298316 + Penalty 2449.491567 = -230907.806748 nChanged 72 SP:Iteration 7Q (174.714203 sec): 3 clusters Score: Raw -233426.918706 + Penalty 2449.491567 = -230977.427139 nChanged 65 SP:Iteration 8Q (174.753871 sec): 3 clusters Score: Raw -233491.028132 + Penalty 2449.491567 = -231041.536565 nChanged 65 SP:Iteration 9Q (174.816144 sec): 3 clusters Score: Raw -233557.116404 + Penalty 2449.491567 = -231107.624837 nChanged 55 SP:Iteration 10Q (174.863743 sec): 3 clusters Score: Raw -233599.687949 + Penalty 2449.491567 = -231150.196382 nChanged 33 SP:Iteration 11Q (174.904233 sec): 3 clusters Score: Raw -233622.530345 + Penalty 2449.491567 = -231173.038778 nChanged 23 SP:Iteration 12Q (174.956605 sec): 3 clusters Score: Raw -233639.821593 + Penalty 2449.491567 = -231190.330026 nChanged 28 SP:Iteration 13Q (175.012870 sec): 3 clusters Score: Raw -233655.294129 + Penalty 2449.491567 = -231205.802562 nChanged 19 SP:Iteration 14Q (175.068351 sec): 3 clusters Score: Raw -233669.102165 + Penalty 2449.491567 = -231219.610598 nChanged 22 SP:Iteration 15Q (175.123242 sec): 3 clusters Score: Raw -233684.380957 + Penalty 2449.491567 = -231234.889390 nChanged 16 SP:Iteration 16Q (175.167988 sec): 3 clusters Score: Raw -233695.318822 + Penalty 2449.491567 = -231245.827255 nChanged 13 SP:Iteration 17Q (175.208648 sec): 3 clusters Score: Raw -233701.300163 + Penalty 2449.491567 = -231251.808596 nChanged 8 SP:Iteration 18Q (175.269594 sec): 3 clusters Score: Raw -233704.729130 + Penalty 2449.491567 = -231255.237563 nChanged 5 SP:Iteration 19Q (175.323645 sec): 3 clusters Score: Raw -233707.008234 + Penalty 2449.491567 = -231257.516667 nChanged 5 SP:Iteration 20F (175.371589 sec): 3 clusters Score: Raw -233709.869651 + Penalty 2449.491567 = -231260.378084 nChanged 3 SP:Iteration 21Q (175.422802 sec): 3 clusters Score: Raw -233712.266740 + Penalty 2449.491567 = -231262.775173 nChanged 4 SP:Iteration 22Q (175.461192 sec): 3 clusters Score: Raw -233714.424952 + Penalty 2449.491567 = -231264.933385 nChanged 7 SP:Iteration 23Q (175.512140 sec): 3 clusters Score: Raw -233719.969211 + Penalty 2449.491567 = -231270.477644 nChanged 9 SP:Iteration 24Q (175.570688 sec): 3 clusters Score: Raw -233725.312912 + Penalty 2449.491567 = -231275.821345 nChanged 13 SP:Iteration 25Q (175.620380 sec): 3 clusters Score: Raw -233732.975023 + Penalty 2449.491567 = -231283.483455 nChanged 8 SP:Iteration 26Q (175.671502 sec): 3 clusters Score: Raw -233737.051389 + Penalty 2449.491567 = -231287.559822 nChanged 5 SP:Iteration 27Q (175.720155 sec): 3 clusters Score: Raw -233739.614553 + Penalty 2449.491567 = -231290.122986 nChanged 4 SP:Iteration 28Q (175.771940 sec): 3 clusters Score: Raw -233740.888360 + Penalty 2449.491567 = -231291.396793 nChanged 1 SP:Iteration 29Q (175.813329 sec): 3 clusters Score: Raw -233741.530534 + Penalty 2449.491567 = -231292.038967 nChanged 2 SP:Iteration 30Q (175.865832 sec): 3 clusters Score: Raw -233742.333660 + Penalty 2449.491567 = -231292.842093 nChanged 1 SP:Iteration 31Q (175.920613 sec): 3 clusters Score: Raw -233742.813848 + Penalty 2449.491567 = -231293.322281 nChanged 1 SP:Iteration 32Q (175.972764 sec): 3 clusters Score: Raw -233742.958207 + Penalty 2449.491567 = -231293.466640 nChanged 0 SP:Iteration 33F (176.010296 sec): 3 clusters Score: Raw -233742.958207 + Penalty 2449.491567 = -231293.466640 nChanged 0 Trying to split cluster 10 (3762 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (176.038882 sec): 2 clusters Score: Raw -442951.838597 + Penalty 1337.814727 = -441614.023871 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (176.095584 sec): 3 clusters Score: Raw -441089.154035 + Penalty 2675.629453 = -438413.524582 nChanged 1483 SP:Iteration 1F (176.149468 sec): 3 clusters Score: Raw -441994.303814 + Penalty 2675.629453 = -439318.674361 nChanged 277 SP:Iteration 2F (176.200305 sec): 3 clusters Score: Raw -442144.890433 + Penalty 2675.629453 = -439469.260980 nChanged 179 SP:Iteration 3Q (176.250027 sec): 3 clusters Score: Raw -442242.076746 + Penalty 2675.629453 = -439566.447293 nChanged 153 SP:Iteration 4Q (176.299526 sec): 3 clusters Score: Raw -442317.796040 + Penalty 2675.629453 = -439642.166587 nChanged 121 SP:Iteration 5Q (176.353041 sec): 3 clusters Score: Raw -442396.755598 + Penalty 2675.629453 = -439721.126144 nChanged 125 SP:Iteration 6Q (176.400483 sec): 3 clusters Score: Raw -442475.810712 + Penalty 2675.629453 = -439800.181258 nChanged 117 SP:Iteration 7Q (176.457300 sec): 3 clusters Score: Raw -442546.610083 + Penalty 2675.629453 = -439870.980630 nChanged 109 SP:Iteration 8Q (176.497529 sec): 3 clusters Score: Raw -442620.917325 + Penalty 2675.629453 = -439945.287871 nChanged 125 SP:Iteration 9Q (176.562604 sec): 3 clusters Score: Raw -442715.092161 + Penalty 2675.629453 = -440039.462708 nChanged 119 SP:Iteration 10Q (176.604789 sec): 3 clusters Score: Raw -442801.631883 + Penalty 2675.629453 = -440126.002430 nChanged 109 SP:Iteration 11Q (176.666163 sec): 3 clusters Score: Raw -442882.777594 + Penalty 2675.629453 = -440207.148141 nChanged 93 SP:Iteration 12Q (176.715395 sec): 3 clusters Score: Raw -442952.674069 + Penalty 2675.629453 = -440277.044616 nChanged 95 SP:Iteration 13Q (176.765447 sec): 3 clusters Score: Raw -443019.451808 + Penalty 2675.629453 = -440343.822355 nChanged 64 SP:Iteration 14Q (176.809070 sec): 3 clusters Score: Raw -443058.959366 + Penalty 2675.629453 = -440383.329913 nChanged 60 SP:Iteration 15Q (176.854020 sec): 3 clusters Score: Raw -443090.862629 + Penalty 2675.629453 = -440415.233176 nChanged 45 SP:Iteration 16Q (176.912935 sec): 3 clusters Score: Raw -443123.732171 + Penalty 2675.629453 = -440448.102718 nChanged 50 SP:Iteration 17Q (176.962666 sec): 3 clusters Score: Raw -443158.669997 + Penalty 2675.629453 = -440483.040544 nChanged 47 SP:Iteration 18Q (177.022157 sec): 3 clusters Score: Raw -443190.450418 + Penalty 2675.629453 = -440514.820965 nChanged 56 SP:Iteration 19Q (177.067616 sec): 3 clusters Score: Raw -443230.720089 + Penalty 2675.629453 = -440555.090636 nChanged 50 SP:Iteration 20F (177.119689 sec): 3 clusters Score: Raw -443264.204147 + Penalty 2675.629453 = -440588.574694 nChanged 42 SP:Iteration 21Q (177.167199 sec): 3 clusters Score: Raw -443293.691009 + Penalty 2675.629453 = -440618.061556 nChanged 41 SP:Iteration 22Q (177.208159 sec): 3 clusters Score: Raw -443326.928778 + Penalty 2675.629453 = -440651.299324 nChanged 40 SP:Iteration 23Q (177.266736 sec): 3 clusters Score: Raw -443361.098481 + Penalty 2675.629453 = -440685.469028 nChanged 34 SP:Iteration 24Q (177.313342 sec): 3 clusters Score: Raw -443397.122169 + Penalty 2675.629453 = -440721.492716 nChanged 34 SP:Iteration 25Q (177.354924 sec): 3 clusters Score: Raw -443451.465075 + Penalty 2675.629453 = -440775.835622 nChanged 51 SP:Iteration 26Q (177.415390 sec): 3 clusters Score: Raw -443569.393978 + Penalty 2675.629453 = -440893.764525 nChanged 63 SP:Iteration 27Q (177.454341 sec): 3 clusters Score: Raw -443675.623987 + Penalty 2675.629453 = -440999.994534 nChanged 52 SP:Iteration 28Q (177.514038 sec): 3 clusters Score: Raw -443747.500333 + Penalty 2675.629453 = -441071.870880 nChanged 42 SP:Iteration 29Q (177.567044 sec): 3 clusters Score: Raw -443786.820866 + Penalty 2675.629453 = -441111.191412 nChanged 14 SP:Iteration 30Q (177.620428 sec): 3 clusters Score: Raw -443800.278616 + Penalty 2675.629453 = -441124.649162 nChanged 19 SP:Iteration 31Q (177.673541 sec): 3 clusters Score: Raw -443815.719745 + Penalty 2675.629453 = -441140.090292 nChanged 11 SP:Iteration 32Q (177.717090 sec): 3 clusters Score: Raw -443822.526299 + Penalty 2675.629453 = -441146.896845 nChanged 4 SP:Iteration 33Q (177.763844 sec): 3 clusters Score: Raw -443824.114221 + Penalty 2675.629453 = -441148.484768 nChanged 1 SP:Iteration 34Q (177.825116 sec): 3 clusters Score: Raw -443825.190920 + Penalty 2675.629453 = -441149.561467 nChanged 1 SP:Iteration 35Q (177.880507 sec): 3 clusters Score: Raw -443825.672037 + Penalty 2675.629453 = -441150.042584 nChanged 3 SP:Iteration 36Q (177.922885 sec): 3 clusters Score: Raw -443826.445816 + Penalty 2675.629453 = -441150.816362 nChanged 1 SP:Iteration 37Q (177.982347 sec): 3 clusters Score: Raw -443827.383729 + Penalty 2675.629453 = -441151.754276 nChanged 0 SP:Iteration 38F (178.031419 sec): 3 clusters Score: Raw -443827.383729 + Penalty 2675.629453 = -441151.754276 nChanged 0 Trying to split cluster 11 (284 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (178.065656 sec): 2 clusters Score: Raw -27181.952960 + Penalty 917.958314 = -26263.994647 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (178.112266 sec): 3 clusters Score: Raw -27358.255476 + Penalty 1835.916627 = -25522.338849 nChanged 76 SP:Iteration 1F (178.163400 sec): 3 clusters Score: Raw -27677.880822 + Penalty 1835.916627 = -25841.964194 nChanged 25 SP:Iteration 2F (178.216841 sec): 3 clusters Score: Raw -27773.585954 + Penalty 1835.916627 = -25937.669327 nChanged 7 SP:Iteration 3Q (178.270043 sec): 3 clusters Score: Raw -27804.993760 + Penalty 1835.916627 = -25969.077133 nChanged 3 SP:Iteration 4Q (178.318951 sec): 3 clusters Score: Raw -27825.317756 + Penalty 1835.916627 = -25989.401129 nChanged 2 SP:Iteration 5Q (178.360288 sec): 3 clusters Score: Raw -27832.715585 + Penalty 1835.916627 = -25996.798957 nChanged 1 SP:Iteration 6Q (178.414478 sec): 3 clusters Score: Raw -27833.487906 + Penalty 1835.916627 = -25997.571278 nChanged 1 SP:Iteration 7Q (178.457592 sec): 3 clusters Score: Raw -27835.196351 + Penalty 1835.916627 = -25999.279724 nChanged 1 SP:Iteration 8Q (178.504418 sec): 3 clusters Score: Raw -27875.690119 + Penalty 1835.916627 = -26039.773492 nChanged 0 SP:Iteration 9F (178.554398 sec): 3 clusters Score: Raw -27875.690119 + Penalty 1835.916627 = -26039.773492 nChanged 0 Trying to split cluster 12 (3323 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (178.581580 sec): 2 clusters Score: Raw -393068.459666 + Penalty 1317.651281 = -391750.808385 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (178.634467 sec): 3 clusters Score: Raw -391461.854123 + Penalty 2635.302562 = -388826.551561 nChanged 1290 SP:Iteration 1F (178.686443 sec): 3 clusters Score: Raw -392180.367379 + Penalty 2635.302562 = -389545.064817 nChanged 260 SP:Iteration 2F (178.736239 sec): 3 clusters Score: Raw -392342.949840 + Penalty 2635.302562 = -389707.647278 nChanged 185 SP:Iteration 3F (178.790373 sec): 3 clusters Score: Raw -392474.578966 + Penalty 2635.302562 = -389839.276404 nChanged 164 SP:Iteration 4Q (178.833281 sec): 3 clusters Score: Raw -392590.663217 + Penalty 2635.302562 = -389955.360654 nChanged 163 SP:Iteration 5Q (178.888786 sec): 3 clusters Score: Raw -392726.509051 + Penalty 2635.302562 = -390091.206489 nChanged 153 SP:Iteration 6Q (178.930786 sec): 3 clusters Score: Raw -392864.489061 + Penalty 2635.302562 = -390229.186499 nChanged 154 SP:Iteration 7Q (178.990268 sec): 3 clusters Score: Raw -393015.434281 + Penalty 2635.302562 = -390380.131719 nChanged 165 SP:Iteration 8Q (179.036671 sec): 3 clusters Score: Raw -393162.996494 + Penalty 2635.302562 = -390527.693932 nChanged 148 SP:Iteration 9Q (179.088192 sec): 3 clusters Score: Raw -393295.323541 + Penalty 2635.302562 = -390660.020978 nChanged 135 SP:Iteration 10Q (179.137357 sec): 3 clusters Score: Raw -393409.939896 + Penalty 2635.302562 = -390774.637334 nChanged 99 SP:Iteration 11Q (179.184242 sec): 3 clusters Score: Raw -393523.080849 + Penalty 2635.302562 = -390887.778287 nChanged 111 SP:Iteration 12Q (179.240823 sec): 3 clusters Score: Raw -393633.761452 + Penalty 2635.302562 = -390998.458890 nChanged 79 SP:Iteration 13Q (179.293634 sec): 3 clusters Score: Raw -393731.347600 + Penalty 2635.302562 = -391096.045038 nChanged 81 SP:Iteration 14Q (179.336123 sec): 3 clusters Score: Raw -393840.158040 + Penalty 2635.302562 = -391204.855478 nChanged 79 SP:Iteration 15Q (179.394424 sec): 3 clusters Score: Raw -393969.526293 + Penalty 2635.302562 = -391334.223731 nChanged 69 SP:Iteration 16Q (179.447815 sec): 3 clusters Score: Raw -394114.793430 + Penalty 2635.302562 = -391479.490868 nChanged 68 SP:Iteration 17Q (179.498054 sec): 3 clusters Score: Raw -394291.720571 + Penalty 2635.302562 = -391656.418009 nChanged 53 SP:Iteration 18Q (179.552091 sec): 3 clusters Score: Raw -394443.124258 + Penalty 2635.302562 = -391807.821696 nChanged 29 SP:Iteration 19Q (179.604859 sec): 3 clusters Score: Raw -394508.253042 + Penalty 2635.302562 = -391872.950480 nChanged 3 SP:Iteration 20F (179.656960 sec): 3 clusters Score: Raw -394531.074522 + Penalty 2635.302562 = -391895.771960 nChanged 3 SP:Iteration 21Q (179.713889 sec): 3 clusters Score: Raw -394536.622572 + Penalty 2635.302562 = -391901.320010 nChanged 1 SP:Iteration 22Q (179.763673 sec): 3 clusters Score: Raw -394537.506651 + Penalty 2635.302562 = -391902.204089 nChanged 1 SP:Iteration 23Q (179.812410 sec): 3 clusters Score: Raw -394538.841449 + Penalty 2635.302562 = -391903.538887 nChanged 0 SP:Iteration 24F (179.867851 sec): 3 clusters Score: Raw -394538.841449 + Penalty 2635.302562 = -391903.538887 nChanged 0 Score: Raw -7620821.055339 + Penalty 44923.795577 = -7575897.259762 Splitting cluster 12 changes total score from -7576220.167911 to -7575897.259762 So it's not getting split. Trying to split cluster 13 (1125 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (181.378180 sec): 2 clusters Score: Raw -123084.803855 + Penalty 1141.649976 = -121943.153879 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (181.427366 sec): 3 clusters Score: Raw -122774.464446 + Penalty 2283.299952 = -120491.164493 nChanged 333 SP:Iteration 1F (181.480245 sec): 3 clusters Score: Raw -123084.167335 + Penalty 2283.299952 = -120800.867383 nChanged 85 SP:Iteration 2F (181.521699 sec): 3 clusters Score: Raw -123193.898750 + Penalty 2283.299952 = -120910.598797 nChanged 56 SP:Iteration 3Q (181.571434 sec): 3 clusters Score: Raw -123255.657211 + Penalty 2283.299952 = -120972.357259 nChanged 42 SP:Iteration 4Q (181.624997 sec): 3 clusters Score: Raw -123327.442536 + Penalty 2283.299952 = -121044.142584 nChanged 35 SP:Iteration 5Q (181.682596 sec): 3 clusters Score: Raw -123375.954856 + Penalty 2283.299952 = -121092.654904 nChanged 33 SP:Iteration 6Q (181.725556 sec): 3 clusters Score: Raw -123399.861621 + Penalty 2283.299952 = -121116.561669 nChanged 20 SP:Iteration 7Q (181.766974 sec): 3 clusters Score: Raw -123427.339706 + Penalty 2283.299952 = -121144.039753 nChanged 23 SP:Iteration 8Q (181.824877 sec): 3 clusters Score: Raw -123466.210253 + Penalty 2283.299952 = -121182.910301 nChanged 23 SP:Iteration 9Q (181.863292 sec): 3 clusters Score: Raw -123493.016558 + Penalty 2283.299952 = -121209.716606 nChanged 23 SP:Iteration 10Q (181.923198 sec): 3 clusters Score: Raw -123525.174577 + Penalty 2283.299952 = -121241.874625 nChanged 19 SP:Iteration 11Q (181.968713 sec): 3 clusters Score: Raw -123558.947256 + Penalty 2283.299952 = -121275.647304 nChanged 24 SP:Iteration 12Q (181.998634 sec): 3 clusters Score: Raw -123602.010296 + Penalty 2283.299952 = -121318.710343 nChanged 23 SP:Iteration 13Q (182.042285 sec): 3 clusters Score: Raw -123646.765760 + Penalty 2283.299952 = -121363.465807 nChanged 21 SP:Iteration 14Q (182.090753 sec): 3 clusters Score: Raw -123674.771916 + Penalty 2283.299952 = -121391.471964 nChanged 22 SP:Iteration 15Q (182.135225 sec): 3 clusters Score: Raw -123713.026675 + Penalty 2283.299952 = -121429.726723 nChanged 18 SP:Iteration 16Q (182.186463 sec): 3 clusters Score: Raw -123740.796046 + Penalty 2283.299952 = -121457.496093 nChanged 10 SP:Iteration 17Q (182.224975 sec): 3 clusters Score: Raw -123756.821948 + Penalty 2283.299952 = -121473.521996 nChanged 12 SP:Iteration 18Q (182.267972 sec): 3 clusters Score: Raw -123779.805811 + Penalty 2283.299952 = -121496.505859 nChanged 10 SP:Iteration 19Q (182.321178 sec): 3 clusters Score: Raw -123793.885465 + Penalty 2283.299952 = -121510.585512 nChanged 6 SP:Iteration 20F (182.371570 sec): 3 clusters Score: Raw -123820.596962 + Penalty 2283.299952 = -121537.297009 nChanged 6 SP:Iteration 21Q (182.422148 sec): 3 clusters Score: Raw -123846.169043 + Penalty 2283.299952 = -121562.869090 nChanged 10 SP:Iteration 22Q (182.472751 sec): 3 clusters Score: Raw -123864.558373 + Penalty 2283.299952 = -121581.258421 nChanged 14 SP:Iteration 23Q (182.524698 sec): 3 clusters Score: Raw -123886.872293 + Penalty 2283.299952 = -121603.572341 nChanged 11 SP:Iteration 24Q (182.566549 sec): 3 clusters Score: Raw -123900.910271 + Penalty 2283.299952 = -121617.610319 nChanged 6 SP:Iteration 25Q (182.615934 sec): 3 clusters Score: Raw -123904.625239 + Penalty 2283.299952 = -121621.325287 nChanged 1 SP:Iteration 26Q (182.663809 sec): 3 clusters Score: Raw -123905.059076 + Penalty 2283.299952 = -121621.759124 nChanged 1 SP:Iteration 27Q (182.714905 sec): 3 clusters Score: Raw -123905.623317 + Penalty 2283.299952 = -121622.323365 nChanged 1 SP:Iteration 28Q (182.767078 sec): 3 clusters Score: Raw -123906.296806 + Penalty 2283.299952 = -121622.996854 nChanged 1 SP:Iteration 29Q (182.816211 sec): 3 clusters Score: Raw -123907.597917 + Penalty 2283.299952 = -121624.297964 nChanged 2 SP:Iteration 30Q (182.859867 sec): 3 clusters Score: Raw -123908.719146 + Penalty 2283.299952 = -121625.419194 nChanged 1 SP:Iteration 31Q (182.906573 sec): 3 clusters Score: Raw -123909.041359 + Penalty 2283.299952 = -121625.741407 nChanged 1 SP:Iteration 32Q (182.963320 sec): 3 clusters Score: Raw -123909.231188 + Penalty 2283.299952 = -121625.931236 nChanged 0 SP:Iteration 33F (183.013432 sec): 3 clusters Score: Raw -123909.231188 + Penalty 2283.299952 = -121625.931236 nChanged 0 Trying to split cluster 14 (138 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (183.037390 sec): 2 clusters Score: Raw -11366.515265 + Penalty 800.678724 = -10565.836541 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (183.082374 sec): 3 clusters Score: Raw -11665.300597 + Penalty 1601.357448 = -10063.943149 nChanged 22 SP:Iteration 1F (183.130165 sec): 3 clusters Score: Raw -11741.476702 + Penalty 1601.357448 = -10140.119255 nChanged 3 SP:Iteration 2Q (183.176176 sec): 3 clusters Score: Raw -11795.262652 + Penalty 1601.357448 = -10193.905204 nChanged 7 SP:Iteration 3F (183.218679 sec): 3 clusters Score: Raw -11812.604113 + Penalty 1601.357448 = -10211.246665 nChanged 4 SP:Iteration 4Q (183.262060 sec): 3 clusters Score: Raw -11826.640128 + Penalty 1601.357448 = -10225.282681 nChanged 3 SP:Iteration 5Q (183.307803 sec): 3 clusters Score: Raw -11836.542581 + Penalty 1601.357448 = -10235.185133 nChanged 2 SP:Iteration 6Q (183.353861 sec): 3 clusters Score: Raw -11869.039226 + Penalty 1601.357448 = -10267.681778 nChanged 1 SP:Iteration 7Q (183.412726 sec): 3 clusters Score: Raw -11872.075233 + Penalty 1601.357448 = -10270.717785 nChanged 1 SP:Iteration 8Q (183.457318 sec): 3 clusters Score: Raw -11875.135063 + Penalty 1601.357448 = -10273.777615 nChanged 0 SP:Iteration 9F (183.497269 sec): 3 clusters Score: Raw -11875.135063 + Penalty 1601.357448 = -10273.777615 nChanged 0 Trying to split cluster 15 (163 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (183.523554 sec): 2 clusters Score: Raw -10209.734191 + Penalty 827.734408 = -9381.999784 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (183.564335 sec): 3 clusters Score: Raw -10481.381604 + Penalty 1655.468815 = -8825.912789 nChanged 38 SP:Iteration 1F (183.607362 sec): 3 clusters Score: Raw -10662.356260 + Penalty 1655.468815 = -9006.887445 nChanged 8 SP:Iteration 2Q (183.647990 sec): 3 clusters Score: Raw -10690.726738 + Penalty 1655.468815 = -9035.257922 nChanged 3 SP:Iteration 3Q (183.690863 sec): 3 clusters Score: Raw -10699.964677 + Penalty 1655.468815 = -9044.495862 nChanged 3 SP:Iteration 4Q (183.736877 sec): 3 clusters Score: Raw -10713.951789 + Penalty 1655.468815 = -9058.482973 nChanged 0 SP:Iteration 5F (183.781367 sec): 3 clusters Score: Raw -10713.951789 + Penalty 1655.468815 = -9058.482973 nChanged 0 Trying to split cluster 16 (1013 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (183.798278 sec): 2 clusters Score: Raw -105707.519893 + Penalty 1124.609119 = -104582.910774 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (183.852160 sec): 3 clusters Score: Raw -105408.258028 + Penalty 2249.218239 = -103159.039789 nChanged 304 SP:Iteration 1F (183.903846 sec): 3 clusters Score: Raw -105680.952908 + Penalty 2249.218239 = -103431.734669 nChanged 61 SP:Iteration 2F (183.955350 sec): 3 clusters Score: Raw -105748.978866 + Penalty 2249.218239 = -103499.760628 nChanged 44 SP:Iteration 3Q (184.000539 sec): 3 clusters Score: Raw -105805.603449 + Penalty 2249.218239 = -103556.385210 nChanged 34 SP:Iteration 4Q (184.048450 sec): 3 clusters Score: Raw -105844.520980 + Penalty 2249.218239 = -103595.302741 nChanged 29 SP:Iteration 5Q (184.091544 sec): 3 clusters Score: Raw -105872.139239 + Penalty 2249.218239 = -103622.921000 nChanged 21 SP:Iteration 6Q (184.143771 sec): 3 clusters Score: Raw -105902.936074 + Penalty 2249.218239 = -103653.717835 nChanged 25 SP:Iteration 7Q (184.195487 sec): 3 clusters Score: Raw -105935.108369 + Penalty 2249.218239 = -103685.890130 nChanged 27 SP:Iteration 8Q (184.244711 sec): 3 clusters Score: Raw -105968.089326 + Penalty 2249.218239 = -103718.871087 nChanged 24 SP:Iteration 9Q (184.294012 sec): 3 clusters Score: Raw -105992.826164 + Penalty 2249.218239 = -103743.607925 nChanged 15 SP:Iteration 10Q (184.335060 sec): 3 clusters Score: Raw -106009.596474 + Penalty 2249.218239 = -103760.378235 nChanged 14 SP:Iteration 11Q (184.372368 sec): 3 clusters Score: Raw -106032.734213 + Penalty 2249.218239 = -103783.515974 nChanged 11 SP:Iteration 12Q (184.427936 sec): 3 clusters Score: Raw -106043.976496 + Penalty 2249.218239 = -103794.758257 nChanged 4 SP:Iteration 13Q (184.466799 sec): 3 clusters Score: Raw -106049.622672 + Penalty 2249.218239 = -103800.404433 nChanged 5 SP:Iteration 14Q (184.520788 sec): 3 clusters Score: Raw -106058.400616 + Penalty 2249.218239 = -103809.182378 nChanged 5 SP:Iteration 15Q (184.574340 sec): 3 clusters Score: Raw -106066.594725 + Penalty 2249.218239 = -103817.376487 nChanged 3 SP:Iteration 16Q (184.610198 sec): 3 clusters Score: Raw -106068.252059 + Penalty 2249.218239 = -103819.033820 nChanged 1 SP:Iteration 17Q (184.662362 sec): 3 clusters Score: Raw -106070.238146 + Penalty 2249.218239 = -103821.019907 nChanged 1 SP:Iteration 18Q (184.719666 sec): 3 clusters Score: Raw -106070.578928 + Penalty 2249.218239 = -103821.360689 nChanged 1 SP:Iteration 19Q (184.767424 sec): 3 clusters Score: Raw -106073.323159 + Penalty 2249.218239 = -103824.104920 nChanged 2 SP:Iteration 20F (184.804344 sec): 3 clusters Score: Raw -106074.359856 + Penalty 2249.218239 = -103825.141617 nChanged 2 SP:Iteration 21Q (184.854143 sec): 3 clusters Score: Raw -106076.852172 + Penalty 2249.218239 = -103827.633934 nChanged 1 SP:Iteration 22Q (184.898569 sec): 3 clusters Score: Raw -106077.401610 + Penalty 2249.218239 = -103828.183371 nChanged 1 SP:Iteration 23Q (184.942904 sec): 3 clusters Score: Raw -106078.355521 + Penalty 2249.218239 = -103829.137282 nChanged 2 SP:Iteration 24Q (184.983999 sec): 3 clusters Score: Raw -106079.268125 + Penalty 2249.218239 = -103830.049886 nChanged 1 SP:Iteration 25Q (185.028623 sec): 3 clusters Score: Raw -106080.067932 + Penalty 2249.218239 = -103830.849693 nChanged 1 SP:Iteration 26Q (185.075228 sec): 3 clusters Score: Raw -106080.496079 + Penalty 2249.218239 = -103831.277840 nChanged 2 SP:Iteration 27Q (185.112705 sec): 3 clusters Score: Raw -106082.633856 + Penalty 2249.218239 = -103833.415618 nChanged 3 SP:Iteration 28Q (185.161145 sec): 3 clusters Score: Raw -106084.996568 + Penalty 2249.218239 = -103835.778329 nChanged 1 SP:Iteration 29Q (185.199968 sec): 3 clusters Score: Raw -106086.101693 + Penalty 2249.218239 = -103836.883454 nChanged 1 SP:Iteration 30Q (185.244318 sec): 3 clusters Score: Raw -106086.701971 + Penalty 2249.218239 = -103837.483732 nChanged 1 SP:Iteration 31Q (185.297280 sec): 3 clusters Score: Raw -106087.733515 + Penalty 2249.218239 = -103838.515276 nChanged 0 SP:Iteration 32F (185.345447 sec): 3 clusters Score: Raw -106087.733515 + Penalty 2249.218239 = -103838.515276 nChanged 0 Trying to split cluster 17 (276 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (185.358578 sec): 2 clusters Score: Raw -30410.629230 + Penalty 913.315141 = -29497.314089 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (185.400934 sec): 3 clusters Score: Raw -30570.769530 + Penalty 1826.630281 = -28744.139248 nChanged 77 SP:Iteration 1F (185.447512 sec): 3 clusters Score: Raw -30812.137726 + Penalty 1826.630281 = -28985.507445 nChanged 23 SP:Iteration 2F (185.488913 sec): 3 clusters Score: Raw -30932.435524 + Penalty 1826.630281 = -29105.805242 nChanged 12 SP:Iteration 3Q (185.527831 sec): 3 clusters Score: Raw -30982.620638 + Penalty 1826.630281 = -29155.990357 nChanged 7 SP:Iteration 4Q (185.579598 sec): 3 clusters Score: Raw -31040.189663 + Penalty 1826.630281 = -29213.559381 nChanged 5 SP:Iteration 5Q (185.619062 sec): 3 clusters Score: Raw -31065.491598 + Penalty 1826.630281 = -29238.861317 nChanged 2 SP:Iteration 6Q (185.664785 sec): 3 clusters Score: Raw -31075.637010 + Penalty 1826.630281 = -29249.006729 nChanged 2 SP:Iteration 7Q (185.711595 sec): 3 clusters Score: Raw -31082.244934 + Penalty 1826.630281 = -29255.614652 nChanged 2 SP:Iteration 8Q (185.754668 sec): 3 clusters Score: Raw -31087.592892 + Penalty 1826.630281 = -29260.962611 nChanged 1 SP:Iteration 9Q (185.799787 sec): 3 clusters Score: Raw -31094.993969 + Penalty 1826.630281 = -29268.363687 nChanged 1 SP:Iteration 10Q (185.832270 sec): 3 clusters Score: Raw -31098.030418 + Penalty 1826.630281 = -29271.400137 nChanged 2 SP:Iteration 11Q (185.875285 sec): 3 clusters Score: Raw -31104.211235 + Penalty 1826.630281 = -29277.580953 nChanged 0 SP:Iteration 12F (185.924960 sec): 3 clusters Score: Raw -31104.211235 + Penalty 1826.630281 = -29277.580953 nChanged 0 Trying to split cluster 18 (554 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (185.940294 sec): 2 clusters Score: Raw -62884.321244 + Penalty 1026.539262 = -61857.781982 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (185.987735 sec): 3 clusters Score: Raw -62830.746596 + Penalty 2053.078523 = -60777.668073 nChanged 121 SP:Iteration 1F (186.036738 sec): 3 clusters Score: Raw -63063.021159 + Penalty 2053.078523 = -61009.942636 nChanged 45 SP:Iteration 2F (186.081184 sec): 3 clusters Score: Raw -63148.157805 + Penalty 2053.078523 = -61095.079282 nChanged 22 SP:Iteration 3Q (186.133898 sec): 3 clusters Score: Raw -63186.026268 + Penalty 2053.078523 = -61132.947745 nChanged 11 SP:Iteration 4Q (186.176192 sec): 3 clusters Score: Raw -63202.785325 + Penalty 2053.078523 = -61149.706802 nChanged 12 SP:Iteration 5Q (186.227827 sec): 3 clusters Score: Raw -63218.071045 + Penalty 2053.078523 = -61164.992522 nChanged 11 SP:Iteration 6Q (186.275861 sec): 3 clusters Score: Raw -63235.176323 + Penalty 2053.078523 = -61182.097799 nChanged 9 SP:Iteration 7Q (186.327801 sec): 3 clusters Score: Raw -63257.159511 + Penalty 2053.078523 = -61204.080988 nChanged 6 SP:Iteration 8Q (186.380651 sec): 3 clusters Score: Raw -63266.356155 + Penalty 2053.078523 = -61213.277631 nChanged 4 SP:Iteration 9Q (186.418187 sec): 3 clusters Score: Raw -63273.791307 + Penalty 2053.078523 = -61220.712784 nChanged 5 SP:Iteration 10Q (186.470771 sec): 3 clusters Score: Raw -63278.889995 + Penalty 2053.078523 = -61225.811472 nChanged 3 SP:Iteration 11Q (186.501330 sec): 3 clusters Score: Raw -63282.463635 + Penalty 2053.078523 = -61229.385112 nChanged 2 SP:Iteration 12Q (186.541351 sec): 3 clusters Score: Raw -63285.166102 + Penalty 2053.078523 = -61232.087578 nChanged 5 SP:Iteration 13Q (186.583876 sec): 3 clusters Score: Raw -63294.858582 + Penalty 2053.078523 = -61241.780059 nChanged 1 SP:Iteration 14Q (186.630796 sec): 3 clusters Score: Raw -63295.783718 + Penalty 2053.078523 = -61242.705195 nChanged 1 SP:Iteration 15Q (186.675373 sec): 3 clusters Score: Raw -63297.638993 + Penalty 2053.078523 = -61244.560469 nChanged 2 SP:Iteration 16Q (186.719872 sec): 3 clusters Score: Raw -63301.188763 + Penalty 2053.078523 = -61248.110240 nChanged 2 SP:Iteration 17Q (186.756264 sec): 3 clusters Score: Raw -63303.879488 + Penalty 2053.078523 = -61250.800965 nChanged 1 SP:Iteration 18Q (186.809343 sec): 3 clusters Score: Raw -63305.140856 + Penalty 2053.078523 = -61252.062333 nChanged 2 SP:Iteration 19Q (186.853145 sec): 3 clusters Score: Raw -63308.245797 + Penalty 2053.078523 = -61255.167274 nChanged 0 SP:Iteration 20F (186.893178 sec): 3 clusters Score: Raw -63308.245797 + Penalty 2053.078523 = -61255.167274 nChanged 0 Trying to split cluster 19 (8125 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (186.937402 sec): 2 clusters Score: Raw -1036997.284564 + Penalty 1462.938914 = -1035534.345650 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (186.998766 sec): 3 clusters Score: Raw -1032531.617850 + Penalty 2925.877827 = -1029605.740023 nChanged 3422 SP:Iteration 1F (187.061338 sec): 3 clusters Score: Raw -1034484.199274 + Penalty 2925.877827 = -1031558.321447 nChanged 617 SP:Iteration 2F (187.117260 sec): 3 clusters Score: Raw -1034887.752397 + Penalty 2925.877827 = -1031961.874570 nChanged 626 SP:Iteration 3F (187.172043 sec): 3 clusters Score: Raw -1035348.290441 + Penalty 2925.877827 = -1032422.412614 nChanged 569 SP:Iteration 4F (187.230866 sec): 3 clusters Score: Raw -1035768.979600 + Penalty 2925.877827 = -1032843.101772 nChanged 487 SP:Iteration 5F (187.292836 sec): 3 clusters Score: Raw -1036152.081166 + Penalty 2925.877827 = -1033226.203339 nChanged 399 SP:Iteration 6Q (187.350201 sec): 3 clusters Score: Raw -1036444.582537 + Penalty 2925.877827 = -1033518.704710 nChanged 299 SP:Iteration 7Q (187.407647 sec): 3 clusters Score: Raw -1036630.759596 + Penalty 2925.877827 = -1033704.881768 nChanged 232 SP:Iteration 8Q (187.459889 sec): 3 clusters Score: Raw -1036760.797028 + Penalty 2925.877827 = -1033834.919201 nChanged 176 SP:Iteration 9Q (187.518638 sec): 3 clusters Score: Raw -1036842.291471 + Penalty 2925.877827 = -1033916.413644 nChanged 147 SP:Iteration 10Q (187.578438 sec): 3 clusters Score: Raw -1036899.899675 + Penalty 2925.877827 = -1033974.021848 nChanged 109 SP:Iteration 11Q (187.633991 sec): 3 clusters Score: Raw -1036941.019903 + Penalty 2925.877827 = -1034015.142076 nChanged 82 SP:Iteration 12Q (187.701853 sec): 3 clusters Score: Raw -1036968.651405 + Penalty 2925.877827 = -1034042.773577 nChanged 69 SP:Iteration 13Q (187.761995 sec): 3 clusters Score: Raw -1036986.786108 + Penalty 2925.877827 = -1034060.908281 nChanged 49 SP:Iteration 14Q (187.818999 sec): 3 clusters Score: Raw -1036997.284274 + Penalty 2925.877827 = -1034071.406447 nChanged 32 SP:Iteration 15Q (187.884684 sec): 3 clusters Score: Raw -1037003.985358 + Penalty 2925.877827 = -1034078.107531 nChanged 29 SP:Iteration 16Q (187.949491 sec): 3 clusters Score: Raw -1037010.107543 + Penalty 2925.877827 = -1034084.229716 nChanged 21 SP:Iteration 17Q (188.006564 sec): 3 clusters Score: Raw -1037013.500216 + Penalty 2925.877827 = -1034087.622389 nChanged 19 SP:Iteration 18Q (188.055033 sec): 3 clusters Score: Raw -1037016.519332 + Penalty 2925.877827 = -1034090.641504 nChanged 20 SP:Iteration 19Q (188.113461 sec): 3 clusters Score: Raw -1037019.683797 + Penalty 2925.877827 = -1034093.805970 nChanged 17 SP:Iteration 20F (188.184036 sec): 3 clusters Score: Raw -1037022.887634 + Penalty 2925.877827 = -1034097.009807 nChanged 22 SP:Iteration 21Q (188.238158 sec): 3 clusters Score: Raw -1037027.047456 + Penalty 2925.877827 = -1034101.169629 nChanged 25 SP:Iteration 22Q (188.308635 sec): 3 clusters Score: Raw -1037032.946631 + Penalty 2925.877827 = -1034107.068803 nChanged 25 SP:Iteration 23Q (188.372710 sec): 3 clusters Score: Raw -1037038.696098 + Penalty 2925.877827 = -1034112.818271 nChanged 27 SP:Iteration 24Q (188.433740 sec): 3 clusters Score: Raw -1037045.840125 + Penalty 2925.877827 = -1034119.962298 nChanged 22 SP:Iteration 25Q (188.484259 sec): 3 clusters Score: Raw -1037049.946409 + Penalty 2925.877827 = -1034124.068582 nChanged 17 SP:Iteration 26Q (188.544582 sec): 3 clusters Score: Raw -1037054.203847 + Penalty 2925.877827 = -1034128.326020 nChanged 22 SP:Iteration 27Q (188.604695 sec): 3 clusters Score: Raw -1037059.493254 + Penalty 2925.877827 = -1034133.615426 nChanged 15 SP:Iteration 28Q (188.667235 sec): 3 clusters Score: Raw -1037063.086689 + Penalty 2925.877827 = -1034137.208861 nChanged 14 SP:Iteration 29Q (188.729182 sec): 3 clusters Score: Raw -1037066.184992 + Penalty 2925.877827 = -1034140.307164 nChanged 16 SP:Iteration 30Q (188.802009 sec): 3 clusters Score: Raw -1037070.764055 + Penalty 2925.877827 = -1034144.886228 nChanged 16 SP:Iteration 31Q (188.864323 sec): 3 clusters Score: Raw -1037076.402519 + Penalty 2925.877827 = -1034150.524692 nChanged 28 SP:Iteration 32Q (188.927322 sec): 3 clusters Score: Raw -1037086.744152 + Penalty 2925.877827 = -1034160.866324 nChanged 34 SP:Iteration 33Q (188.986794 sec): 3 clusters Score: Raw -1037102.158555 + Penalty 2925.877827 = -1034176.280728 nChanged 48 SP:Iteration 34Q (189.038284 sec): 3 clusters Score: Raw -1037129.009387 + Penalty 2925.877827 = -1034203.131559 nChanged 59 SP:Iteration 35Q (189.106409 sec): 3 clusters Score: Raw -1037155.667733 + Penalty 2925.877827 = -1034229.789906 nChanged 50 SP:Iteration 36Q (189.151753 sec): 3 clusters Score: Raw -1037178.255183 + Penalty 2925.877827 = -1034252.377356 nChanged 53 SP:Iteration 37Q (189.217282 sec): 3 clusters Score: Raw -1037196.930431 + Penalty 2925.877827 = -1034271.052603 nChanged 46 SP:Iteration 38Q (189.277194 sec): 3 clusters Score: Raw -1037213.702903 + Penalty 2925.877827 = -1034287.825076 nChanged 38 SP:Iteration 39Q (189.335100 sec): 3 clusters Score: Raw -1037227.331500 + Penalty 2925.877827 = -1034301.453673 nChanged 28 SP:Iteration 40F (189.385460 sec): 3 clusters Score: Raw -1037234.640105 + Penalty 2925.877827 = -1034308.762277 nChanged 28 SP:Iteration 41Q (189.449640 sec): 3 clusters Score: Raw -1037240.478565 + Penalty 2925.877827 = -1034314.600737 nChanged 18 SP:Iteration 42Q (189.516754 sec): 3 clusters Score: Raw -1037244.781858 + Penalty 2925.877827 = -1034318.904031 nChanged 14 SP:Iteration 43Q (189.577653 sec): 3 clusters Score: Raw -1037246.865658 + Penalty 2925.877827 = -1034320.987831 nChanged 10 SP:Iteration 44Q (189.637917 sec): 3 clusters Score: Raw -1037248.538357 + Penalty 2925.877827 = -1034322.660529 nChanged 11 SP:Iteration 45Q (189.696806 sec): 3 clusters Score: Raw -1037250.887273 + Penalty 2925.877827 = -1034325.009446 nChanged 10 SP:Iteration 46Q (189.754341 sec): 3 clusters Score: Raw -1037252.616833 + Penalty 2925.877827 = -1034326.739006 nChanged 11 SP:Iteration 47Q (189.814658 sec): 3 clusters Score: Raw -1037255.100075 + Penalty 2925.877827 = -1034329.222248 nChanged 13 SP:Iteration 48Q (189.878000 sec): 3 clusters Score: Raw -1037258.387314 + Penalty 2925.877827 = -1034332.509487 nChanged 12 SP:Iteration 49Q (189.940249 sec): 3 clusters Score: Raw -1037261.126162 + Penalty 2925.877827 = -1034335.248335 nChanged 18 SP:Iteration 50Q (189.990095 sec): 3 clusters Score: Raw -1037266.030065 + Penalty 2925.877827 = -1034340.152237 nChanged 9 SP:Iteration 51Q (190.055328 sec): 3 clusters Score: Raw -1037268.061352 + Penalty 2925.877827 = -1034342.183525 nChanged 12 SP:Iteration 52Q (190.107799 sec): 3 clusters Score: Raw -1037271.016952 + Penalty 2925.877827 = -1034345.139124 nChanged 11 SP:Iteration 53Q (190.167784 sec): 3 clusters Score: Raw -1037273.767917 + Penalty 2925.877827 = -1034347.890090 nChanged 11 SP:Iteration 54Q (190.236328 sec): 3 clusters Score: Raw -1037277.480350 + Penalty 2925.877827 = -1034351.602523 nChanged 12 SP:Iteration 55Q (190.294047 sec): 3 clusters Score: Raw -1037280.907361 + Penalty 2925.877827 = -1034355.029534 nChanged 15 SP:Iteration 56Q (190.357482 sec): 3 clusters Score: Raw -1037283.898688 + Penalty 2925.877827 = -1034358.020860 nChanged 10 SP:Iteration 57Q (190.404021 sec): 3 clusters Score: Raw -1037286.794099 + Penalty 2925.877827 = -1034360.916272 nChanged 7 SP:Iteration 58Q (190.469039 sec): 3 clusters Score: Raw -1037289.154301 + Penalty 2925.877827 = -1034363.276474 nChanged 7 SP:Iteration 59Q (190.527202 sec): 3 clusters Score: Raw -1037290.280660 + Penalty 2925.877827 = -1034364.402833 nChanged 3 SP:Iteration 60F (190.580127 sec): 3 clusters Score: Raw -1037290.877366 + Penalty 2925.877827 = -1034364.999539 nChanged 9 SP:Iteration 61Q (190.639721 sec): 3 clusters Score: Raw -1037293.835068 + Penalty 2925.877827 = -1034367.957240 nChanged 10 SP:Iteration 62Q (190.701366 sec): 3 clusters Score: Raw -1037295.614907 + Penalty 2925.877827 = -1034369.737079 nChanged 7 SP:Iteration 63Q (190.762533 sec): 3 clusters Score: Raw -1037296.687312 + Penalty 2925.877827 = -1034370.809485 nChanged 4 SP:Iteration 64Q (190.812307 sec): 3 clusters Score: Raw -1037297.360435 + Penalty 2925.877827 = -1034371.482607 nChanged 5 SP:Iteration 65Q (190.882078 sec): 3 clusters Score: Raw -1037298.672816 + Penalty 2925.877827 = -1034372.794989 nChanged 6 SP:Iteration 66Q (190.937337 sec): 3 clusters Score: Raw -1037299.448379 + Penalty 2925.877827 = -1034373.570552 nChanged 1 SP:Iteration 67Q (190.989822 sec): 3 clusters Score: Raw -1037299.828293 + Penalty 2925.877827 = -1034373.950466 nChanged 4 SP:Iteration 68Q (191.061490 sec): 3 clusters Score: Raw -1037300.485038 + Penalty 2925.877827 = -1034374.607211 nChanged 2 SP:Iteration 69Q (191.109996 sec): 3 clusters Score: Raw -1037301.421284 + Penalty 2925.877827 = -1034375.543456 nChanged 3 SP:Iteration 70Q (191.165195 sec): 3 clusters Score: Raw -1037301.866666 + Penalty 2925.877827 = -1034375.988839 nChanged 4 SP:Iteration 71Q (191.232118 sec): 3 clusters Score: Raw -1037302.588584 + Penalty 2925.877827 = -1034376.710757 nChanged 2 SP:Iteration 72Q (191.285208 sec): 3 clusters Score: Raw -1037302.853679 + Penalty 2925.877827 = -1034376.975852 nChanged 2 SP:Iteration 73Q (191.343749 sec): 3 clusters Score: Raw -1037303.354216 + Penalty 2925.877827 = -1034377.476389 nChanged 3 SP:Iteration 74Q (191.409559 sec): 3 clusters Score: Raw -1037303.673351 + Penalty 2925.877827 = -1034377.795524 nChanged 0 SP:Iteration 75F (191.474177 sec): 3 clusters Score: Raw -1037303.673351 + Penalty 2925.877827 = -1034377.795524 nChanged 0 Trying to split cluster 20 (1010 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (191.498944 sec): 2 clusters Score: Raw -114996.447385 + Penalty 1124.127162 = -113872.320223 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (191.549241 sec): 3 clusters Score: Raw -114702.170620 + Penalty 2248.254323 = -112453.916297 nChanged 294 SP:Iteration 1F (191.587777 sec): 3 clusters Score: Raw -114981.450995 + Penalty 2248.254323 = -112733.196671 nChanged 94 SP:Iteration 2F (191.647617 sec): 3 clusters Score: Raw -115091.324045 + Penalty 2248.254323 = -112843.069722 nChanged 52 SP:Iteration 3F (191.697794 sec): 3 clusters Score: Raw -115145.212495 + Penalty 2248.254323 = -112896.958172 nChanged 34 SP:Iteration 4Q (191.745781 sec): 3 clusters Score: Raw -115170.341825 + Penalty 2248.254323 = -112922.087502 nChanged 15 SP:Iteration 5Q (191.798470 sec): 3 clusters Score: Raw -115199.134948 + Penalty 2248.254323 = -112950.880624 nChanged 29 SP:Iteration 6Q (191.845656 sec): 3 clusters Score: Raw -115240.679047 + Penalty 2248.254323 = -112992.424724 nChanged 20 SP:Iteration 7Q (191.881090 sec): 3 clusters Score: Raw -115272.479735 + Penalty 2248.254323 = -113024.225412 nChanged 21 SP:Iteration 8Q (191.930697 sec): 3 clusters Score: Raw -115306.429766 + Penalty 2248.254323 = -113058.175443 nChanged 18 SP:Iteration 9Q (191.991505 sec): 3 clusters Score: Raw -115331.147205 + Penalty 2248.254323 = -113082.892882 nChanged 14 SP:Iteration 10Q (192.038263 sec): 3 clusters Score: Raw -115363.755337 + Penalty 2248.254323 = -113115.501014 nChanged 13 SP:Iteration 11Q (192.079030 sec): 3 clusters Score: Raw -115384.109228 + Penalty 2248.254323 = -113135.854904 nChanged 15 SP:Iteration 12Q (192.141377 sec): 3 clusters Score: Raw -115407.414247 + Penalty 2248.254323 = -113159.159924 nChanged 13 SP:Iteration 13Q (192.185687 sec): 3 clusters Score: Raw -115428.638984 + Penalty 2248.254323 = -113180.384661 nChanged 13 SP:Iteration 14Q (192.230651 sec): 3 clusters Score: Raw -115443.274857 + Penalty 2248.254323 = -113195.020534 nChanged 10 SP:Iteration 15Q (192.281339 sec): 3 clusters Score: Raw -115460.350251 + Penalty 2248.254323 = -113212.095928 nChanged 10 SP:Iteration 16Q (192.327376 sec): 3 clusters Score: Raw -115471.028222 + Penalty 2248.254323 = -113222.773898 nChanged 8 SP:Iteration 17Q (192.384703 sec): 3 clusters Score: Raw -115476.675249 + Penalty 2248.254323 = -113228.420926 nChanged 7 SP:Iteration 18Q (192.428783 sec): 3 clusters Score: Raw -115483.468726 + Penalty 2248.254323 = -113235.214403 nChanged 6 SP:Iteration 19Q (192.479373 sec): 3 clusters Score: Raw -115490.703010 + Penalty 2248.254323 = -113242.448687 nChanged 9 SP:Iteration 20F (192.529500 sec): 3 clusters Score: Raw -115498.838600 + Penalty 2248.254323 = -113250.584277 nChanged 8 SP:Iteration 21Q (192.584587 sec): 3 clusters Score: Raw -115505.977604 + Penalty 2248.254323 = -113257.723281 nChanged 10 SP:Iteration 22Q (192.625224 sec): 3 clusters Score: Raw -115514.431153 + Penalty 2248.254323 = -113266.176830 nChanged 8 SP:Iteration 23Q (192.687028 sec): 3 clusters Score: Raw -115520.712067 + Penalty 2248.254323 = -113272.457744 nChanged 1 SP:Iteration 24Q (192.735162 sec): 3 clusters Score: Raw -115521.407199 + Penalty 2248.254323 = -113273.152876 nChanged 2 SP:Iteration 25Q (192.779809 sec): 3 clusters Score: Raw -115522.820632 + Penalty 2248.254323 = -113274.566308 nChanged 0 SP:Iteration 26F (192.826845 sec): 3 clusters Score: Raw -115522.820632 + Penalty 2248.254323 = -113274.566308 nChanged 0 Trying to split cluster 21 (165 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (192.855014 sec): 2 clusters Score: Raw -7610.756638 + Penalty 829.716140 = -6781.040499 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (192.908218 sec): 3 clusters Score: Raw -7856.878187 + Penalty 1659.432279 = -6197.445908 nChanged 39 SP:Iteration 1F (192.949733 sec): 3 clusters Score: Raw -8152.404836 + Penalty 1659.432279 = -6492.972557 nChanged 11 SP:Iteration 2F (192.990710 sec): 3 clusters Score: Raw -8246.188776 + Penalty 1659.432279 = -6586.756497 nChanged 7 SP:Iteration 3Q (193.039542 sec): 3 clusters Score: Raw -8439.008557 + Penalty 1659.432279 = -6779.576278 nChanged 4 SP:Iteration 4Q (193.088721 sec): 3 clusters Score: Raw -8548.500963 + Penalty 1659.432279 = -6889.068684 nChanged 1 SP:Iteration 5Q (193.138828 sec): 3 clusters Score: Raw -8549.897830 + Penalty 1659.432279 = -6890.465551 nChanged 0 SP:Iteration 6F (193.190165 sec): 3 clusters Score: Raw -8549.897830 + Penalty 1659.432279 = -6890.465551 nChanged 0 Score: Raw -7620289.814748 + Penalty 44923.795577 = -7575366.019171 Splitting cluster 21 changes total score from -7576220.167911 to -7575366.019171 So it's not getting split. Trying to split cluster 22 (6441 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (194.716824 sec): 2 clusters Score: Raw -797631.855527 + Penalty 1425.196352 = -796206.659175 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (194.775384 sec): 3 clusters Score: Raw -794145.750931 + Penalty 2850.392703 = -791295.358228 nChanged 2709 SP:Iteration 1F (194.845868 sec): 3 clusters Score: Raw -795822.751791 + Penalty 2850.392703 = -792972.359088 nChanged 544 SP:Iteration 2F (194.905033 sec): 3 clusters Score: Raw -796271.080009 + Penalty 2850.392703 = -793420.687306 nChanged 480 SP:Iteration 3F (194.957585 sec): 3 clusters Score: Raw -796660.190557 + Penalty 2850.392703 = -793809.797853 nChanged 439 SP:Iteration 4F (195.014879 sec): 3 clusters Score: Raw -797045.734097 + Penalty 2850.392703 = -794195.341393 nChanged 396 SP:Iteration 5F (195.070737 sec): 3 clusters Score: Raw -797398.075351 + Penalty 2850.392703 = -794547.682648 nChanged 340 SP:Iteration 6F (195.129711 sec): 3 clusters Score: Raw -797696.933143 + Penalty 2850.392703 = -794846.540440 nChanged 294 SP:Iteration 7Q (195.182642 sec): 3 clusters Score: Raw -797886.446577 + Penalty 2850.392703 = -795036.053873 nChanged 243 SP:Iteration 8Q (195.238391 sec): 3 clusters Score: Raw -798031.788233 + Penalty 2850.392703 = -795181.395529 nChanged 176 SP:Iteration 9Q (195.298593 sec): 3 clusters Score: Raw -798128.502381 + Penalty 2850.392703 = -795278.109678 nChanged 147 SP:Iteration 10Q (195.355777 sec): 3 clusters Score: Raw -798191.567733 + Penalty 2850.392703 = -795341.175029 nChanged 111 SP:Iteration 11Q (195.404082 sec): 3 clusters Score: Raw -798235.538941 + Penalty 2850.392703 = -795385.146237 nChanged 83 SP:Iteration 12Q (195.466929 sec): 3 clusters Score: Raw -798261.271535 + Penalty 2850.392703 = -795410.878832 nChanged 64 SP:Iteration 13Q (195.528002 sec): 3 clusters Score: Raw -798281.958478 + Penalty 2850.392703 = -795431.565775 nChanged 56 SP:Iteration 14Q (195.590302 sec): 3 clusters Score: Raw -798298.905865 + Penalty 2850.392703 = -795448.513162 nChanged 46 SP:Iteration 15Q (195.649579 sec): 3 clusters Score: Raw -798311.269099 + Penalty 2850.392703 = -795460.876396 nChanged 24 SP:Iteration 16Q (195.707352 sec): 3 clusters Score: Raw -798317.435145 + Penalty 2850.392703 = -795467.042442 nChanged 17 SP:Iteration 17Q (195.755944 sec): 3 clusters Score: Raw -798322.152378 + Penalty 2850.392703 = -795471.759675 nChanged 18 SP:Iteration 18Q (195.822398 sec): 3 clusters Score: Raw -798326.096941 + Penalty 2850.392703 = -795475.704238 nChanged 13 SP:Iteration 19Q (195.874864 sec): 3 clusters Score: Raw -798328.745535 + Penalty 2850.392703 = -795478.352832 nChanged 10 SP:Iteration 20F (195.931334 sec): 3 clusters Score: Raw -798330.673712 + Penalty 2850.392703 = -795480.281009 nChanged 10 SP:Iteration 21Q (195.990834 sec): 3 clusters Score: Raw -798332.632321 + Penalty 2850.392703 = -795482.239618 nChanged 9 SP:Iteration 22Q (196.049670 sec): 3 clusters Score: Raw -798335.129458 + Penalty 2850.392703 = -795484.736755 nChanged 15 SP:Iteration 23Q (196.113877 sec): 3 clusters Score: Raw -798338.302849 + Penalty 2850.392703 = -795487.910146 nChanged 12 SP:Iteration 24Q (196.176658 sec): 3 clusters Score: Raw -798341.347810 + Penalty 2850.392703 = -795490.955107 nChanged 17 SP:Iteration 25Q (196.234986 sec): 3 clusters Score: Raw -798346.154097 + Penalty 2850.392703 = -795495.761394 nChanged 17 SP:Iteration 26Q (196.291550 sec): 3 clusters Score: Raw -798349.979136 + Penalty 2850.392703 = -795499.586433 nChanged 17 SP:Iteration 27Q (196.350084 sec): 3 clusters Score: Raw -798355.335135 + Penalty 2850.392703 = -795504.942432 nChanged 23 SP:Iteration 28Q (196.408546 sec): 3 clusters Score: Raw -798360.789366 + Penalty 2850.392703 = -795510.396663 nChanged 23 SP:Iteration 29Q (196.467669 sec): 3 clusters Score: Raw -798365.874810 + Penalty 2850.392703 = -795515.482107 nChanged 18 SP:Iteration 30Q (196.514490 sec): 3 clusters Score: Raw -798369.391230 + Penalty 2850.392703 = -795518.998527 nChanged 14 SP:Iteration 31Q (196.569098 sec): 3 clusters Score: Raw -798372.891014 + Penalty 2850.392703 = -795522.498311 nChanged 16 SP:Iteration 32Q (196.632869 sec): 3 clusters Score: Raw -798378.235767 + Penalty 2850.392703 = -795527.843064 nChanged 18 SP:Iteration 33Q (196.690492 sec): 3 clusters Score: Raw -798381.102265 + Penalty 2850.392703 = -795530.709562 nChanged 11 SP:Iteration 34Q (196.736690 sec): 3 clusters Score: Raw -798383.362464 + Penalty 2850.392703 = -795532.969760 nChanged 7 SP:Iteration 35Q (196.800360 sec): 3 clusters Score: Raw -798384.535101 + Penalty 2850.392703 = -795534.142398 nChanged 8 SP:Iteration 36Q (196.849820 sec): 3 clusters Score: Raw -798385.591571 + Penalty 2850.392703 = -795535.198868 nChanged 9 SP:Iteration 37Q (196.919174 sec): 3 clusters Score: Raw -798386.798591 + Penalty 2850.392703 = -795536.405887 nChanged 6 SP:Iteration 38Q (196.973563 sec): 3 clusters Score: Raw -798387.417586 + Penalty 2850.392703 = -795537.024883 nChanged 0 SP:Iteration 39F (197.020163 sec): 3 clusters Score: Raw -798387.417586 + Penalty 2850.392703 = -795537.024883 nChanged 0 Trying to split cluster 23 (7814 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (197.064021 sec): 2 clusters Score: Raw -1009256.680487 + Penalty 1456.596745 = -1007800.083742 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (197.122470 sec): 3 clusters Score: Raw -1004878.270210 + Penalty 2913.193490 = -1001965.076721 nChanged 3280 SP:Iteration 1F (197.184426 sec): 3 clusters Score: Raw -1006651.981771 + Penalty 2913.193490 = -1003738.788281 nChanged 528 SP:Iteration 2F (197.244644 sec): 3 clusters Score: Raw -1006914.847811 + Penalty 2913.193490 = -1004001.654321 nChanged 427 SP:Iteration 3F (197.301148 sec): 3 clusters Score: Raw -1007140.372105 + Penalty 2913.193490 = -1004227.178615 nChanged 412 SP:Iteration 4F (197.364658 sec): 3 clusters Score: Raw -1007398.809838 + Penalty 2913.193490 = -1004485.616348 nChanged 427 SP:Iteration 5F (197.418738 sec): 3 clusters Score: Raw -1007692.972886 + Penalty 2913.193490 = -1004779.779396 nChanged 461 SP:Iteration 6F (197.472323 sec): 3 clusters Score: Raw -1008065.866877 + Penalty 2913.193490 = -1005152.673387 nChanged 501 SP:Iteration 7F (197.535824 sec): 3 clusters Score: Raw -1008462.883973 + Penalty 2913.193490 = -1005549.690483 nChanged 498 SP:Iteration 8F (197.603143 sec): 3 clusters Score: Raw -1008918.041407 + Penalty 2913.193490 = -1006004.847918 nChanged 416 SP:Iteration 9F (197.654271 sec): 3 clusters Score: Raw -1009230.779228 + Penalty 2913.193490 = -1006317.585738 nChanged 286 SP:Iteration 10Q (197.728186 sec): 3 clusters Score: Raw -1009392.162132 + Penalty 2913.193490 = -1006478.968643 nChanged 200 SP:Iteration 11Q (197.781123 sec): 3 clusters Score: Raw -1009483.657228 + Penalty 2913.193490 = -1006570.463738 nChanged 140 SP:Iteration 12Q (197.854411 sec): 3 clusters Score: Raw -1009530.945767 + Penalty 2913.193490 = -1006617.752277 nChanged 98 SP:Iteration 13Q (197.911533 sec): 3 clusters Score: Raw -1009560.719734 + Penalty 2913.193490 = -1006647.526245 nChanged 66 SP:Iteration 14Q (197.977657 sec): 3 clusters Score: Raw -1009579.666812 + Penalty 2913.193490 = -1006666.473323 nChanged 51 SP:Iteration 15Q (198.027408 sec): 3 clusters Score: Raw -1009599.333173 + Penalty 2913.193490 = -1006686.139683 nChanged 40 SP:Iteration 16Q (198.100913 sec): 3 clusters Score: Raw -1009611.332235 + Penalty 2913.193490 = -1006698.138746 nChanged 37 SP:Iteration 17Q (198.160512 sec): 3 clusters Score: Raw -1009624.845506 + Penalty 2913.193490 = -1006711.652016 nChanged 36 SP:Iteration 18Q (198.222094 sec): 3 clusters Score: Raw -1009635.736860 + Penalty 2913.193490 = -1006722.543370 nChanged 34 SP:Iteration 19Q (198.284365 sec): 3 clusters Score: Raw -1009648.782793 + Penalty 2913.193490 = -1006735.589303 nChanged 31 SP:Iteration 20F (198.333231 sec): 3 clusters Score: Raw -1009661.987609 + Penalty 2913.193490 = -1006748.794120 nChanged 31 SP:Iteration 21Q (198.394925 sec): 3 clusters Score: Raw -1009675.828161 + Penalty 2913.193490 = -1006762.634671 nChanged 31 SP:Iteration 22Q (198.463195 sec): 3 clusters Score: Raw -1009686.734900 + Penalty 2913.193490 = -1006773.541410 nChanged 29 SP:Iteration 23Q (198.520630 sec): 3 clusters Score: Raw -1009694.206444 + Penalty 2913.193490 = -1006781.012955 nChanged 17 SP:Iteration 24Q (198.579175 sec): 3 clusters Score: Raw -1009699.962318 + Penalty 2913.193490 = -1006786.768829 nChanged 23 SP:Iteration 25Q (198.641441 sec): 3 clusters Score: Raw -1009707.189892 + Penalty 2913.193490 = -1006793.996403 nChanged 19 SP:Iteration 26Q (198.701567 sec): 3 clusters Score: Raw -1009710.735629 + Penalty 2913.193490 = -1006797.542140 nChanged 8 SP:Iteration 27Q (198.759739 sec): 3 clusters Score: Raw -1009712.549548 + Penalty 2913.193490 = -1006799.356059 nChanged 7 SP:Iteration 28Q (198.820797 sec): 3 clusters Score: Raw -1009713.455763 + Penalty 2913.193490 = -1006800.262273 nChanged 1 SP:Iteration 29Q (198.877630 sec): 3 clusters Score: Raw -1009713.610178 + Penalty 2913.193490 = -1006800.416688 nChanged 3 SP:Iteration 30Q (198.948823 sec): 3 clusters Score: Raw -1009713.965308 + Penalty 2913.193490 = -1006800.771818 nChanged 3 SP:Iteration 31Q (198.998520 sec): 3 clusters Score: Raw -1009714.592061 + Penalty 2913.193490 = -1006801.398571 nChanged 5 SP:Iteration 32Q (199.067174 sec): 3 clusters Score: Raw -1009715.365227 + Penalty 2913.193490 = -1006802.171738 nChanged 2 SP:Iteration 33Q (199.131381 sec): 3 clusters Score: Raw -1009715.787512 + Penalty 2913.193490 = -1006802.594022 nChanged 7 SP:Iteration 34Q (199.185735 sec): 3 clusters Score: Raw -1009716.981767 + Penalty 2913.193490 = -1006803.788277 nChanged 9 SP:Iteration 35Q (199.257321 sec): 3 clusters Score: Raw -1009718.319132 + Penalty 2913.193490 = -1006805.125642 nChanged 3 SP:Iteration 36Q (199.317678 sec): 3 clusters Score: Raw -1009718.804087 + Penalty 2913.193490 = -1006805.610597 nChanged 6 SP:Iteration 37Q (199.375612 sec): 3 clusters Score: Raw -1009719.523956 + Penalty 2913.193490 = -1006806.330466 nChanged 6 SP:Iteration 38Q (199.425898 sec): 3 clusters Score: Raw -1009720.909734 + Penalty 2913.193490 = -1006807.716244 nChanged 11 SP:Iteration 39Q (199.481510 sec): 3 clusters Score: Raw -1009722.660163 + Penalty 2913.193490 = -1006809.466673 nChanged 7 SP:Iteration 40F (199.546705 sec): 3 clusters Score: Raw -1009723.824491 + Penalty 2913.193490 = -1006810.631001 nChanged 4 SP:Iteration 41Q (199.598111 sec): 3 clusters Score: Raw -1009724.455784 + Penalty 2913.193490 = -1006811.262295 nChanged 3 SP:Iteration 42Q (199.664552 sec): 3 clusters Score: Raw -1009725.159294 + Penalty 2913.193490 = -1006811.965804 nChanged 2 SP:Iteration 43Q (199.727157 sec): 3 clusters Score: Raw -1009725.405149 + Penalty 2913.193490 = -1006812.211659 nChanged 0 SP:Iteration 44F (199.784870 sec): 3 clusters Score: Raw -1009725.405149 + Penalty 2913.193490 = -1006812.211659 nChanged 0 Trying to split cluster 24 (326 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (199.797064 sec): 2 clusters Score: Raw -38511.363764 + Penalty 940.370824 = -37570.992939 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (199.839776 sec): 3 clusters Score: Raw -38586.842608 + Penalty 1880.741649 = -36706.100959 nChanged 76 SP:Iteration 1F (199.887910 sec): 3 clusters Score: Raw -38746.359890 + Penalty 1880.741649 = -36865.618241 nChanged 14 SP:Iteration 2Q (199.937014 sec): 3 clusters Score: Raw -38772.401472 + Penalty 1880.741649 = -36891.659824 nChanged 11 SP:Iteration 3Q (199.985524 sec): 3 clusters Score: Raw -38787.880029 + Penalty 1880.741649 = -36907.138381 nChanged 9 SP:Iteration 4Q (200.029533 sec): 3 clusters Score: Raw -38803.450048 + Penalty 1880.741649 = -36922.708399 nChanged 3 SP:Iteration 5Q (200.060686 sec): 3 clusters Score: Raw -38806.009540 + Penalty 1880.741649 = -36925.267892 nChanged 1 SP:Iteration 6Q (200.107769 sec): 3 clusters Score: Raw -38806.756180 + Penalty 1880.741649 = -36926.014531 nChanged 0 SP:Iteration 7F (200.159480 sec): 3 clusters Score: Raw -38806.756180 + Penalty 1880.741649 = -36926.014531 nChanged 0 Trying to split cluster 25 (1001 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (200.186167 sec): 2 clusters Score: Raw -108676.056359 + Penalty 1122.672652 = -107553.383708 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (200.222494 sec): 3 clusters Score: Raw -108383.408837 + Penalty 2245.345303 = -106138.063533 nChanged 313 SP:Iteration 1F (200.277425 sec): 3 clusters Score: Raw -108695.325143 + Penalty 2245.345303 = -106449.979840 nChanged 76 SP:Iteration 2F (200.319594 sec): 3 clusters Score: Raw -108784.440621 + Penalty 2245.345303 = -106539.095318 nChanged 44 SP:Iteration 3Q (200.370009 sec): 3 clusters Score: Raw -108843.408657 + Penalty 2245.345303 = -106598.063353 nChanged 33 SP:Iteration 4Q (200.419836 sec): 3 clusters Score: Raw -108886.801827 + Penalty 2245.345303 = -106641.456523 nChanged 35 SP:Iteration 5Q (200.462288 sec): 3 clusters Score: Raw -108941.519329 + Penalty 2245.345303 = -106696.174026 nChanged 29 SP:Iteration 6Q (200.511178 sec): 3 clusters Score: Raw -108972.072710 + Penalty 2245.345303 = -106726.727407 nChanged 21 SP:Iteration 7Q (200.559035 sec): 3 clusters Score: Raw -108994.572078 + Penalty 2245.345303 = -106749.226775 nChanged 17 SP:Iteration 8Q (200.619716 sec): 3 clusters Score: Raw -109015.927893 + Penalty 2245.345303 = -106770.582590 nChanged 6 SP:Iteration 9Q (200.669385 sec): 3 clusters Score: Raw -109020.984006 + Penalty 2245.345303 = -106775.638703 nChanged 9 SP:Iteration 10Q (200.716161 sec): 3 clusters Score: Raw -109035.773901 + Penalty 2245.345303 = -106790.428597 nChanged 6 SP:Iteration 11Q (200.758715 sec): 3 clusters Score: Raw -109043.839305 + Penalty 2245.345303 = -106798.494002 nChanged 5 SP:Iteration 12Q (200.809933 sec): 3 clusters Score: Raw -109050.624805 + Penalty 2245.345303 = -106805.279502 nChanged 10 SP:Iteration 13Q (200.846188 sec): 3 clusters Score: Raw -109062.830582 + Penalty 2245.345303 = -106817.485279 nChanged 7 SP:Iteration 14Q (200.889997 sec): 3 clusters Score: Raw -109072.339957 + Penalty 2245.345303 = -106826.994654 nChanged 5 SP:Iteration 15Q (200.926904 sec): 3 clusters Score: Raw -109077.450977 + Penalty 2245.345303 = -106832.105673 nChanged 5 SP:Iteration 16Q (200.979728 sec): 3 clusters Score: Raw -109080.750008 + Penalty 2245.345303 = -106835.404704 nChanged 1 SP:Iteration 17Q (201.016914 sec): 3 clusters Score: Raw -109081.023750 + Penalty 2245.345303 = -106835.678447 nChanged 0 SP:Iteration 18F (201.066070 sec): 3 clusters Score: Raw -109081.023750 + Penalty 2245.345303 = -106835.678447 nChanged 0 Iteration 99Q (201.888514 sec): 25 clusters Score: Raw -7619351.199160 + Penalty 43126.843754 = -7576224.355406 nChanged 18 Iteration 100F (203.298992 sec): 25 clusters Score: Raw -7619376.258137 + Penalty 43126.843754 = -7576249.414383 nChanged 28 Iteration 101Q (204.086959 sec): 25 clusters Score: Raw -7619430.761665 + Penalty 43126.843754 = -7576303.917911 nChanged 30 Iteration 102Q (204.961850 sec): 25 clusters Score: Raw -7619475.141149 + Penalty 43126.843754 = -7576348.297395 nChanged 26 Iteration 103Q (205.751137 sec): 25 clusters Score: Raw -7619490.769920 + Penalty 43126.843754 = -7576363.926166 nChanged 25 Iteration 104Q (206.564377 sec): 25 clusters Score: Raw -7619494.725869 + Penalty 43126.843754 = -7576367.882115 nChanged 25 Iteration 105Q (207.376096 sec): 25 clusters Score: Raw -7619498.112107 + Penalty 43126.843754 = -7576371.268353 nChanged 22 Iteration 106Q (208.191939 sec): 25 clusters Score: Raw -7619501.368732 + Penalty 43126.843754 = -7576374.524978 nChanged 16 Iteration 107Q (209.052148 sec): 25 clusters Score: Raw -7619505.117176 + Penalty 43126.843754 = -7576378.273422 nChanged 13 Iteration 108Q (209.941370 sec): 25 clusters Score: Raw -7619508.324559 + Penalty 43126.843754 = -7576381.480805 nChanged 18 Iteration 109Q (210.761628 sec): 25 clusters Score: Raw -7619512.042933 + Penalty 43126.843754 = -7576385.199179 nChanged 17 Iteration 110Q (211.633825 sec): 25 clusters Score: Raw -7619515.440740 + Penalty 43126.843754 = -7576388.596986 nChanged 19 Iteration 111Q (212.482281 sec): 25 clusters Score: Raw -7619518.650011 + Penalty 43126.843754 = -7576391.806257 nChanged 22 Iteration 112Q (213.366211 sec): 25 clusters Score: Raw -7619520.610396 + Penalty 43126.843754 = -7576393.766642 nChanged 14 Iteration 113Q (214.286058 sec): 25 clusters Score: Raw -7619522.263881 + Penalty 43126.843754 = -7576395.420127 nChanged 15 Iteration 114Q (215.123576 sec): 25 clusters Score: Raw -7619524.324561 + Penalty 43126.843754 = -7576397.480807 nChanged 15 Iteration 115Q (215.942400 sec): 25 clusters Score: Raw -7619525.462063 + Penalty 43126.843754 = -7576398.618308 nChanged 17 Iteration 116Q (216.821556 sec): 25 clusters Score: Raw -7619526.500206 + Penalty 43126.843754 = -7576399.656452 nChanged 10 Iteration 117Q (217.685871 sec): 25 clusters Score: Raw -7619527.282538 + Penalty 43126.843754 = -7576400.438784 nChanged 7 Iteration 118Q (218.587839 sec): 25 clusters Score: Raw -7619527.741105 + Penalty 43126.843754 = -7576400.897351 nChanged 7 Iteration 119Q (219.432129 sec): 25 clusters Score: Raw -7619528.058315 + Penalty 43126.843754 = -7576401.214561 nChanged 6 Iteration 120F (220.876407 sec): 25 clusters Score: Raw -7619541.168143 + Penalty 43126.843754 = -7576414.324389 nChanged 6 Iteration 121Q (221.745485 sec): 25 clusters Score: Raw -7619550.326409 + Penalty 43126.843754 = -7576423.482655 nChanged 9 Iteration 122Q (222.617195 sec): 25 clusters Score: Raw -7619551.035698 + Penalty 43126.843754 = -7576424.191944 nChanged 8 Iteration 123Q (223.446758 sec): 25 clusters Score: Raw -7619551.468230 + Penalty 43126.843754 = -7576424.624476 nChanged 3 Iteration 124Q (224.362945 sec): 25 clusters Score: Raw -7619551.728825 + Penalty 43126.843754 = -7576424.885071 nChanged 5 Iteration 125Q (225.183569 sec): 25 clusters Score: Raw -7619552.065701 + Penalty 43126.843754 = -7576425.221947 nChanged 5 Iteration 126Q (226.106212 sec): 25 clusters Score: Raw -7619552.327024 + Penalty 43126.843754 = -7576425.483270 nChanged 3 Iteration 127Q (227.009455 sec): 25 clusters Score: Raw -7619552.564077 + Penalty 43126.843754 = -7576425.720323 nChanged 7 Iteration 128Q (227.820036 sec): 25 clusters Score: Raw -7619552.977140 + Penalty 43126.843754 = -7576426.133386 nChanged 6 Iteration 129Q (228.645614 sec): 25 clusters Score: Raw -7619553.322494 + Penalty 43126.843754 = -7576426.478740 nChanged 10 Iteration 130Q (229.480766 sec): 25 clusters Score: Raw -7619553.920701 + Penalty 43126.843754 = -7576427.076947 nChanged 13 Iteration 131Q (230.360175 sec): 25 clusters Score: Raw -7619554.799217 + Penalty 43126.843754 = -7576427.955463 nChanged 13 Iteration 132Q (231.238721 sec): 25 clusters Score: Raw -7619555.625891 + Penalty 43126.843754 = -7576428.782137 nChanged 15 Iteration 133Q (232.115507 sec): 25 clusters Score: Raw -7619557.851096 + Penalty 43126.843754 = -7576431.007342 nChanged 22 Iteration 134Q (232.985435 sec): 25 clusters Score: Raw -7619560.536666 + Penalty 43126.843754 = -7576433.692912 nChanged 20 Iteration 135Q (233.861448 sec): 25 clusters Score: Raw -7619563.208987 + Penalty 43126.843754 = -7576436.365233 nChanged 14 Iteration 136Q (234.708649 sec): 25 clusters Score: Raw -7619566.295332 + Penalty 43126.843754 = -7576439.451578 nChanged 8 Iteration 137Q (235.499027 sec): 25 clusters Score: Raw -7619567.559492 + Penalty 43126.843754 = -7576440.715738 nChanged 6 Iteration 138Q (236.353139 sec): 25 clusters Score: Raw -7619568.252227 + Penalty 43126.843754 = -7576441.408473 nChanged 5 Writing temp clu file Because OldScore, -7576440.715738, is greater than current (better) Score,-7576441.408473 Compute initial score before splitting: Score: Raw -7619568.252227 + Penalty 43126.843754 = -7576441.408473 Trying to split cluster 1 (1195 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (236.400966 sec): 2 clusters Score: Raw -144965.029032 + Penalty 1151.458988 = -143813.570044 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (236.452726 sec): 3 clusters Score: Raw -144606.430827 + Penalty 2302.917976 = -142303.512851 nChanged 362 SP:Iteration 1F (236.502085 sec): 3 clusters Score: Raw -145150.621784 + Penalty 2302.917976 = -142847.703809 nChanged 170 SP:Iteration 2F (236.551833 sec): 3 clusters Score: Raw -145520.814189 + Penalty 2302.917976 = -143217.896213 nChanged 112 SP:Iteration 3F (236.605874 sec): 3 clusters Score: Raw -145722.595224 + Penalty 2302.917976 = -143419.677248 nChanged 50 SP:Iteration 4Q (236.645758 sec): 3 clusters Score: Raw -145792.133694 + Penalty 2302.917976 = -143489.215718 nChanged 26 SP:Iteration 5Q (236.704627 sec): 3 clusters Score: Raw -145823.628719 + Penalty 2302.917976 = -143520.710743 nChanged 14 SP:Iteration 6Q (236.750491 sec): 3 clusters Score: Raw -145845.936723 + Penalty 2302.917976 = -143543.018747 nChanged 6 SP:Iteration 7Q (236.808449 sec): 3 clusters Score: Raw -145856.563061 + Penalty 2302.917976 = -143553.645085 nChanged 7 SP:Iteration 8Q (236.854325 sec): 3 clusters Score: Raw -145881.825231 + Penalty 2302.917976 = -143578.907255 nChanged 8 SP:Iteration 9Q (236.900575 sec): 3 clusters Score: Raw -145908.231462 + Penalty 2302.917976 = -143605.313486 nChanged 13 SP:Iteration 10Q (236.951066 sec): 3 clusters Score: Raw -145943.294864 + Penalty 2302.917976 = -143640.376888 nChanged 14 SP:Iteration 11Q (236.997707 sec): 3 clusters Score: Raw -145989.099571 + Penalty 2302.917976 = -143686.181595 nChanged 11 SP:Iteration 12Q (237.049298 sec): 3 clusters Score: Raw -146013.134398 + Penalty 2302.917976 = -143710.216422 nChanged 6 SP:Iteration 13Q (237.094716 sec): 3 clusters Score: Raw -146017.341211 + Penalty 2302.917976 = -143714.423235 nChanged 2 SP:Iteration 14Q (237.143648 sec): 3 clusters Score: Raw -146019.514799 + Penalty 2302.917976 = -143716.596823 nChanged 1 SP:Iteration 15Q (237.193182 sec): 3 clusters Score: Raw -146020.125425 + Penalty 2302.917976 = -143717.207449 nChanged 0 SP:Iteration 16F (237.241357 sec): 3 clusters Score: Raw -146020.125425 + Penalty 2302.917976 = -143717.207449 nChanged 0 Trying to split cluster 2 (6243 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (237.269529 sec): 2 clusters Score: Raw -776783.251628 + Penalty 1420.122619 = -775363.129009 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (237.341584 sec): 3 clusters Score: Raw -773381.142127 + Penalty 2840.245237 = -770540.896890 nChanged 2662 SP:Iteration 1F (237.397655 sec): 3 clusters Score: Raw -774835.405752 + Penalty 2840.245237 = -771995.160515 nChanged 443 SP:Iteration 2F (237.454043 sec): 3 clusters Score: Raw -775075.788365 + Penalty 2840.245237 = -772235.543127 nChanged 359 SP:Iteration 3F (237.511185 sec): 3 clusters Score: Raw -775249.833522 + Penalty 2840.245237 = -772409.588285 nChanged 293 SP:Iteration 4Q (237.569899 sec): 3 clusters Score: Raw -775403.585179 + Penalty 2840.245237 = -772563.339942 nChanged 246 SP:Iteration 5Q (237.630891 sec): 3 clusters Score: Raw -775534.539803 + Penalty 2840.245237 = -772694.294566 nChanged 209 SP:Iteration 6Q (237.694303 sec): 3 clusters Score: Raw -775646.714846 + Penalty 2840.245237 = -772806.469609 nChanged 202 SP:Iteration 7Q (237.750100 sec): 3 clusters Score: Raw -775776.091435 + Penalty 2840.245237 = -772935.846198 nChanged 190 SP:Iteration 8Q (237.803287 sec): 3 clusters Score: Raw -775904.183166 + Penalty 2840.245237 = -773063.937929 nChanged 196 SP:Iteration 9Q (237.860027 sec): 3 clusters Score: Raw -776023.171063 + Penalty 2840.245237 = -773182.925825 nChanged 193 SP:Iteration 10Q (237.918842 sec): 3 clusters Score: Raw -776147.111286 + Penalty 2840.245237 = -773306.866048 nChanged 205 SP:Iteration 11Q (237.975191 sec): 3 clusters Score: Raw -776272.653810 + Penalty 2840.245237 = -773432.408572 nChanged 200 SP:Iteration 12Q (238.025095 sec): 3 clusters Score: Raw -776373.306442 + Penalty 2840.245237 = -773533.061205 nChanged 157 SP:Iteration 13Q (238.077708 sec): 3 clusters Score: Raw -776463.798592 + Penalty 2840.245237 = -773623.553355 nChanged 141 SP:Iteration 14Q (238.142324 sec): 3 clusters Score: Raw -776545.212153 + Penalty 2840.245237 = -773704.966916 nChanged 132 SP:Iteration 15Q (238.194054 sec): 3 clusters Score: Raw -776616.107196 + Penalty 2840.245237 = -773775.861959 nChanged 122 SP:Iteration 16Q (238.239443 sec): 3 clusters Score: Raw -776686.694129 + Penalty 2840.245237 = -773846.448891 nChanged 131 SP:Iteration 17Q (238.302580 sec): 3 clusters Score: Raw -776776.111727 + Penalty 2840.245237 = -773935.866490 nChanged 119 SP:Iteration 18Q (238.362537 sec): 3 clusters Score: Raw -776856.938072 + Penalty 2840.245237 = -774016.692835 nChanged 127 SP:Iteration 19Q (238.413810 sec): 3 clusters Score: Raw -776954.371576 + Penalty 2840.245237 = -774114.126339 nChanged 104 SP:Iteration 20F (238.467579 sec): 3 clusters Score: Raw -777014.461996 + Penalty 2840.245237 = -774174.216759 nChanged 85 SP:Iteration 21Q (238.521346 sec): 3 clusters Score: Raw -777078.836018 + Penalty 2840.245237 = -774238.590780 nChanged 75 SP:Iteration 22Q (238.585221 sec): 3 clusters Score: Raw -777134.414769 + Penalty 2840.245237 = -774294.169532 nChanged 84 SP:Iteration 23Q (238.646604 sec): 3 clusters Score: Raw -777186.033335 + Penalty 2840.245237 = -774345.788097 nChanged 76 SP:Iteration 24Q (238.707227 sec): 3 clusters Score: Raw -777240.220963 + Penalty 2840.245237 = -774399.975725 nChanged 62 SP:Iteration 25Q (238.765068 sec): 3 clusters Score: Raw -777283.426730 + Penalty 2840.245237 = -774443.181492 nChanged 59 SP:Iteration 26Q (238.811682 sec): 3 clusters Score: Raw -777337.577580 + Penalty 2840.245237 = -774497.332342 nChanged 67 SP:Iteration 27Q (238.863613 sec): 3 clusters Score: Raw -777411.749468 + Penalty 2840.245237 = -774571.504231 nChanged 85 SP:Iteration 28Q (238.920408 sec): 3 clusters Score: Raw -777519.780964 + Penalty 2840.245237 = -774679.535727 nChanged 90 SP:Iteration 29Q (238.975249 sec): 3 clusters Score: Raw -777648.484199 + Penalty 2840.245237 = -774808.238961 nChanged 73 SP:Iteration 30Q (239.032877 sec): 3 clusters Score: Raw -777749.316923 + Penalty 2840.245237 = -774909.071686 nChanged 67 SP:Iteration 31Q (239.091089 sec): 3 clusters Score: Raw -777858.038398 + Penalty 2840.245237 = -775017.793161 nChanged 62 SP:Iteration 32Q (239.150367 sec): 3 clusters Score: Raw -777972.603134 + Penalty 2840.245237 = -775132.357897 nChanged 64 SP:Iteration 33Q (239.206222 sec): 3 clusters Score: Raw -778089.875885 + Penalty 2840.245237 = -775249.630647 nChanged 61 SP:Iteration 34Q (239.261170 sec): 3 clusters Score: Raw -778256.080355 + Penalty 2840.245237 = -775415.835117 nChanged 45 SP:Iteration 35Q (239.299081 sec): 3 clusters Score: Raw -778539.776913 + Penalty 2840.245237 = -775699.531675 nChanged 39 SP:Iteration 36Q (239.363369 sec): 3 clusters Score: Raw -778667.325794 + Penalty 2840.245237 = -775827.080557 nChanged 32 SP:Iteration 37Q (239.419738 sec): 3 clusters Score: Raw -778690.029944 + Penalty 2840.245237 = -775849.784707 nChanged 21 SP:Iteration 38Q (239.470911 sec): 3 clusters Score: Raw -778703.634151 + Penalty 2840.245237 = -775863.388913 nChanged 16 SP:Iteration 39Q (239.524458 sec): 3 clusters Score: Raw -778716.819131 + Penalty 2840.245237 = -775876.573894 nChanged 13 SP:Iteration 40F (239.572343 sec): 3 clusters Score: Raw -778734.941192 + Penalty 2840.245237 = -775894.695955 nChanged 26 SP:Iteration 41Q (239.628632 sec): 3 clusters Score: Raw -778754.057480 + Penalty 2840.245237 = -775913.812243 nChanged 22 SP:Iteration 42Q (239.676418 sec): 3 clusters Score: Raw -778770.963653 + Penalty 2840.245237 = -775930.718416 nChanged 21 SP:Iteration 43Q (239.737081 sec): 3 clusters Score: Raw -778787.474158 + Penalty 2840.245237 = -775947.228921 nChanged 24 SP:Iteration 44Q (239.787009 sec): 3 clusters Score: Raw -778808.284390 + Penalty 2840.245237 = -775968.039153 nChanged 31 SP:Iteration 45Q (239.843738 sec): 3 clusters Score: Raw -778827.698357 + Penalty 2840.245237 = -775987.453120 nChanged 20 SP:Iteration 46Q (239.898738 sec): 3 clusters Score: Raw -778839.903378 + Penalty 2840.245237 = -775999.658141 nChanged 22 SP:Iteration 47Q (239.959604 sec): 3 clusters Score: Raw -778854.490068 + Penalty 2840.245237 = -776014.244830 nChanged 26 SP:Iteration 48Q (240.006379 sec): 3 clusters Score: Raw -778867.988734 + Penalty 2840.245237 = -776027.743496 nChanged 14 SP:Iteration 49Q (240.058224 sec): 3 clusters Score: Raw -778875.210924 + Penalty 2840.245237 = -776034.965687 nChanged 9 SP:Iteration 50Q (240.109081 sec): 3 clusters Score: Raw -778879.263442 + Penalty 2840.245237 = -776039.018205 nChanged 6 SP:Iteration 51Q (240.177711 sec): 3 clusters Score: Raw -778881.236774 + Penalty 2840.245237 = -776040.991537 nChanged 3 SP:Iteration 52Q (240.225837 sec): 3 clusters Score: Raw -778882.325192 + Penalty 2840.245237 = -776042.079955 nChanged 0 SP:Iteration 53F (240.281122 sec): 3 clusters Score: Raw -778883.230146 + Penalty 2840.245237 = -776042.984909 nChanged 2 SP:Iteration 54Q (240.332926 sec): 3 clusters Score: Raw -778883.802284 + Penalty 2840.245237 = -776043.557047 nChanged 1 SP:Iteration 55Q (240.382136 sec): 3 clusters Score: Raw -778883.959053 + Penalty 2840.245237 = -776043.713815 nChanged 0 SP:Iteration 56F (240.444083 sec): 3 clusters Score: Raw -778883.959053 + Penalty 2840.245237 = -776043.713815 nChanged 0 Score: Raw -7621669.403222 + Penalty 44923.795577 = -7576745.607645 Splitting cluster 2 changes total score from -7576441.408473 to -7576745.607645 So it's getting split into cluster 6. Trying to split cluster 3 (382 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (241.983977 sec): 2 clusters Score: Raw -38393.509201 + Penalty 966.130849 = -37427.378352 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (242.025187 sec): 3 clusters Score: Raw -38510.008529 + Penalty 1932.261698 = -36577.746832 nChanged 110 SP:Iteration 1F (242.072997 sec): 3 clusters Score: Raw -38844.176490 + Penalty 1932.261698 = -36911.914792 nChanged 37 SP:Iteration 2F (242.122554 sec): 3 clusters Score: Raw -39001.501990 + Penalty 1932.261698 = -37069.240292 nChanged 13 SP:Iteration 3Q (242.179504 sec): 3 clusters Score: Raw -39055.740373 + Penalty 1932.261698 = -37123.478675 nChanged 8 SP:Iteration 4Q (242.227018 sec): 3 clusters Score: Raw -39080.485288 + Penalty 1932.261698 = -37148.223590 nChanged 6 SP:Iteration 5Q (242.272535 sec): 3 clusters Score: Raw -39102.531805 + Penalty 1932.261698 = -37170.270108 nChanged 1 SP:Iteration 6Q (242.317254 sec): 3 clusters Score: Raw -39105.133550 + Penalty 1932.261698 = -37172.871853 nChanged 2 SP:Iteration 7Q (242.353347 sec): 3 clusters Score: Raw -39111.276956 + Penalty 1932.261698 = -37179.015258 nChanged 3 SP:Iteration 8Q (242.396690 sec): 3 clusters Score: Raw -39124.976836 + Penalty 1932.261698 = -37192.715138 nChanged 3 SP:Iteration 9Q (242.443199 sec): 3 clusters Score: Raw -39147.154954 + Penalty 1932.261698 = -37214.893256 nChanged 3 SP:Iteration 10Q (242.480509 sec): 3 clusters Score: Raw -39156.739545 + Penalty 1932.261698 = -37224.477847 nChanged 1 SP:Iteration 11Q (242.529127 sec): 3 clusters Score: Raw -39160.858611 + Penalty 1932.261698 = -37228.596913 nChanged 0 SP:Iteration 12F (242.563353 sec): 3 clusters Score: Raw -39160.858611 + Penalty 1932.261698 = -37228.596913 nChanged 0 Trying to split cluster 4 (12554 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (242.599332 sec): 2 clusters Score: Raw -1612073.172122 + Penalty 1533.641626 = -1610539.530497 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (242.674601 sec): 3 clusters Score: Raw -1604811.435931 + Penalty 3067.283251 = -1601744.152679 nChanged 5542 SP:Iteration 1F (242.748847 sec): 3 clusters Score: Raw -1608108.168821 + Penalty 3067.283251 = -1605040.885570 nChanged 857 SP:Iteration 2F (242.816195 sec): 3 clusters Score: Raw -1608762.846848 + Penalty 3067.283251 = -1605695.563597 nChanged 960 SP:Iteration 3F (242.894263 sec): 3 clusters Score: Raw -1609711.957786 + Penalty 3067.283251 = -1606644.674535 nChanged 1035 SP:Iteration 4F (242.960162 sec): 3 clusters Score: Raw -1610832.512785 + Penalty 3067.283251 = -1607765.229534 nChanged 979 SP:Iteration 5F (243.032668 sec): 3 clusters Score: Raw -1611789.096457 + Penalty 3067.283251 = -1608721.813206 nChanged 767 SP:Iteration 6F (243.101860 sec): 3 clusters Score: Raw -1612431.096050 + Penalty 3067.283251 = -1609363.812799 nChanged 558 SP:Iteration 7Q (243.156489 sec): 3 clusters Score: Raw -1612853.323325 + Penalty 3067.283251 = -1609786.040074 nChanged 370 SP:Iteration 8Q (243.228327 sec): 3 clusters Score: Raw -1613107.613675 + Penalty 3067.283251 = -1610040.330424 nChanged 296 SP:Iteration 9Q (243.302946 sec): 3 clusters Score: Raw -1613251.739392 + Penalty 3067.283251 = -1610184.456141 nChanged 215 SP:Iteration 10Q (243.365482 sec): 3 clusters Score: Raw -1613322.826691 + Penalty 3067.283251 = -1610255.543440 nChanged 160 SP:Iteration 11Q (243.417324 sec): 3 clusters Score: Raw -1613366.536867 + Penalty 3067.283251 = -1610299.253616 nChanged 105 SP:Iteration 12Q (243.479567 sec): 3 clusters Score: Raw -1613389.414908 + Penalty 3067.283251 = -1610322.131657 nChanged 82 SP:Iteration 13Q (243.547529 sec): 3 clusters Score: Raw -1613403.553623 + Penalty 3067.283251 = -1610336.270372 nChanged 59 SP:Iteration 14Q (243.619580 sec): 3 clusters Score: Raw -1613411.092882 + Penalty 3067.283251 = -1610343.809631 nChanged 45 SP:Iteration 15Q (243.680747 sec): 3 clusters Score: Raw -1613418.351899 + Penalty 3067.283251 = -1610351.068648 nChanged 39 SP:Iteration 16Q (243.760270 sec): 3 clusters Score: Raw -1613423.147543 + Penalty 3067.283251 = -1610355.864292 nChanged 37 SP:Iteration 17Q (243.827922 sec): 3 clusters Score: Raw -1613427.597445 + Penalty 3067.283251 = -1610360.314194 nChanged 28 SP:Iteration 18Q (243.897489 sec): 3 clusters Score: Raw -1613430.321830 + Penalty 3067.283251 = -1610363.038579 nChanged 19 SP:Iteration 19Q (243.951488 sec): 3 clusters Score: Raw -1613431.815944 + Penalty 3067.283251 = -1610364.532692 nChanged 11 SP:Iteration 20F (244.026930 sec): 3 clusters Score: Raw -1613432.592072 + Penalty 3067.283251 = -1610365.308821 nChanged 10 SP:Iteration 21Q (244.098637 sec): 3 clusters Score: Raw -1613433.518869 + Penalty 3067.283251 = -1610366.235618 nChanged 11 SP:Iteration 22Q (244.165790 sec): 3 clusters Score: Raw -1613434.400257 + Penalty 3067.283251 = -1610367.117006 nChanged 10 SP:Iteration 23Q (244.230354 sec): 3 clusters Score: Raw -1613435.088052 + Penalty 3067.283251 = -1610367.804801 nChanged 7 SP:Iteration 24Q (244.291778 sec): 3 clusters Score: Raw -1613435.875239 + Penalty 3067.283251 = -1610368.591988 nChanged 9 SP:Iteration 25Q (244.363941 sec): 3 clusters Score: Raw -1613436.815019 + Penalty 3067.283251 = -1610369.531768 nChanged 7 SP:Iteration 26Q (244.432841 sec): 3 clusters Score: Raw -1613437.275805 + Penalty 3067.283251 = -1610369.992554 nChanged 3 SP:Iteration 27Q (244.500709 sec): 3 clusters Score: Raw -1613437.555625 + Penalty 3067.283251 = -1610370.272374 nChanged 2 SP:Iteration 28Q (244.569010 sec): 3 clusters Score: Raw -1613437.786974 + Penalty 3067.283251 = -1610370.503723 nChanged 3 SP:Iteration 29Q (244.623296 sec): 3 clusters Score: Raw -1613437.967560 + Penalty 3067.283251 = -1610370.684309 nChanged 3 SP:Iteration 30Q (244.695235 sec): 3 clusters Score: Raw -1613438.234798 + Penalty 3067.283251 = -1610370.951547 nChanged 2 SP:Iteration 31Q (244.748643 sec): 3 clusters Score: Raw -1613438.382596 + Penalty 3067.283251 = -1610371.099345 nChanged 1 SP:Iteration 32Q (244.818450 sec): 3 clusters Score: Raw -1613438.425861 + Penalty 3067.283251 = -1610371.142610 nChanged 1 SP:Iteration 33Q (244.888230 sec): 3 clusters Score: Raw -1613438.514391 + Penalty 3067.283251 = -1610371.231140 nChanged 3 SP:Iteration 34Q (244.944130 sec): 3 clusters Score: Raw -1613438.799045 + Penalty 3067.283251 = -1610371.515794 nChanged 2 SP:Iteration 35Q (245.020969 sec): 3 clusters Score: Raw -1613438.990030 + Penalty 3067.283251 = -1610371.706779 nChanged 1 SP:Iteration 36Q (245.087995 sec): 3 clusters Score: Raw -1613439.077664 + Penalty 3067.283251 = -1610371.794413 nChanged 1 SP:Iteration 37Q (245.155632 sec): 3 clusters Score: Raw -1613439.131422 + Penalty 3067.283251 = -1610371.848171 nChanged 2 SP:Iteration 38Q (245.211702 sec): 3 clusters Score: Raw -1613439.364297 + Penalty 3067.283251 = -1610372.081046 nChanged 5 SP:Iteration 39Q (245.280667 sec): 3 clusters Score: Raw -1613439.672719 + Penalty 3067.283251 = -1610372.389468 nChanged 2 SP:Iteration 40F (245.362459 sec): 3 clusters Score: Raw -1613439.777155 + Penalty 3067.283251 = -1610372.493904 nChanged 1 SP:Iteration 41Q (245.419285 sec): 3 clusters Score: Raw -1613439.808576 + Penalty 3067.283251 = -1610372.525325 nChanged 0 SP:Iteration 42F (245.498638 sec): 3 clusters Score: Raw -1613439.808576 + Penalty 3067.283251 = -1610372.525325 nChanged 0 Trying to split cluster 5 (2049 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (245.521050 sec): 2 clusters Score: Raw -251995.565462 + Penalty 1239.079912 = -250756.485551 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (245.563403 sec): 3 clusters Score: Raw -251097.767317 + Penalty 2478.159823 = -248619.607494 nChanged 757 SP:Iteration 1F (245.611454 sec): 3 clusters Score: Raw -251607.728485 + Penalty 2478.159823 = -249129.568662 nChanged 198 SP:Iteration 2F (245.668576 sec): 3 clusters Score: Raw -251775.322469 + Penalty 2478.159823 = -249297.162646 nChanged 144 SP:Iteration 3F (245.712498 sec): 3 clusters Score: Raw -251905.567522 + Penalty 2478.159823 = -249427.407699 nChanged 103 SP:Iteration 4F (245.759730 sec): 3 clusters Score: Raw -252004.824076 + Penalty 2478.159823 = -249526.664253 nChanged 95 SP:Iteration 5Q (245.804600 sec): 3 clusters Score: Raw -252094.347667 + Penalty 2478.159823 = -249616.187843 nChanged 67 SP:Iteration 6Q (245.859140 sec): 3 clusters Score: Raw -252157.565875 + Penalty 2478.159823 = -249679.406051 nChanged 52 SP:Iteration 7Q (245.897999 sec): 3 clusters Score: Raw -252199.395479 + Penalty 2478.159823 = -249721.235656 nChanged 44 SP:Iteration 8Q (245.954028 sec): 3 clusters Score: Raw -252232.876593 + Penalty 2478.159823 = -249754.716770 nChanged 30 SP:Iteration 9Q (246.005114 sec): 3 clusters Score: Raw -252254.213731 + Penalty 2478.159823 = -249776.053907 nChanged 19 SP:Iteration 10Q (246.051560 sec): 3 clusters Score: Raw -252268.089515 + Penalty 2478.159823 = -249789.929692 nChanged 16 SP:Iteration 11Q (246.106678 sec): 3 clusters Score: Raw -252279.398428 + Penalty 2478.159823 = -249801.238605 nChanged 12 SP:Iteration 12Q (246.163252 sec): 3 clusters Score: Raw -252287.161471 + Penalty 2478.159823 = -249809.001648 nChanged 6 SP:Iteration 13Q (246.201639 sec): 3 clusters Score: Raw -252293.766919 + Penalty 2478.159823 = -249815.607096 nChanged 13 SP:Iteration 14Q (246.260073 sec): 3 clusters Score: Raw -252303.604514 + Penalty 2478.159823 = -249825.444691 nChanged 10 SP:Iteration 15Q (246.312525 sec): 3 clusters Score: Raw -252313.282879 + Penalty 2478.159823 = -249835.123056 nChanged 9 SP:Iteration 16Q (246.364845 sec): 3 clusters Score: Raw -252320.592718 + Penalty 2478.159823 = -249842.432895 nChanged 10 SP:Iteration 17Q (246.416033 sec): 3 clusters Score: Raw -252325.887481 + Penalty 2478.159823 = -249847.727658 nChanged 7 SP:Iteration 18Q (246.458817 sec): 3 clusters Score: Raw -252332.390724 + Penalty 2478.159823 = -249854.230901 nChanged 5 SP:Iteration 19Q (246.515570 sec): 3 clusters Score: Raw -252336.609548 + Penalty 2478.159823 = -249858.449725 nChanged 2 SP:Iteration 20F (246.560239 sec): 3 clusters Score: Raw -252337.481502 + Penalty 2478.159823 = -249859.321679 nChanged 0 Trying to split cluster 7 (502 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (246.575828 sec): 2 clusters Score: Raw -42015.471640 + Penalty 1010.522519 = -41004.949120 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (246.616255 sec): 3 clusters Score: Raw -42079.750430 + Penalty 2021.045039 = -40058.705391 nChanged 135 SP:Iteration 1F (246.660172 sec): 3 clusters Score: Raw -42401.091562 + Penalty 2021.045039 = -40380.046523 nChanged 51 SP:Iteration 2F (246.717476 sec): 3 clusters Score: Raw -42551.297331 + Penalty 2021.045039 = -40530.252292 nChanged 29 SP:Iteration 3F (246.760590 sec): 3 clusters Score: Raw -42688.093443 + Penalty 2021.045039 = -40667.048404 nChanged 25 SP:Iteration 4Q (246.798707 sec): 3 clusters Score: Raw -42763.929167 + Penalty 2021.045039 = -40742.884128 nChanged 14 SP:Iteration 5Q (246.850046 sec): 3 clusters Score: Raw -42802.033090 + Penalty 2021.045039 = -40780.988051 nChanged 10 SP:Iteration 6Q (246.889625 sec): 3 clusters Score: Raw -42823.056546 + Penalty 2021.045039 = -40802.011507 nChanged 3 SP:Iteration 7Q (246.939676 sec): 3 clusters Score: Raw -42826.279488 + Penalty 2021.045039 = -40805.234449 nChanged 1 SP:Iteration 8Q (246.998675 sec): 3 clusters Score: Raw -42826.972466 + Penalty 2021.045039 = -40805.927428 nChanged 0 SP:Iteration 9F (247.043486 sec): 3 clusters Score: Raw -42826.972466 + Penalty 2021.045039 = -40805.927428 nChanged 0 Trying to split cluster 8 (2999 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (247.072576 sec): 2 clusters Score: Raw -360154.074878 + Penalty 1300.980554 = -358853.094323 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (247.120282 sec): 3 clusters Score: Raw -358757.175722 + Penalty 2601.961108 = -356155.214613 nChanged 1153 SP:Iteration 1F (247.166657 sec): 3 clusters Score: Raw -359465.270329 + Penalty 2601.961108 = -356863.309220 nChanged 237 SP:Iteration 2F (247.208685 sec): 3 clusters Score: Raw -359731.075340 + Penalty 2601.961108 = -357129.114231 nChanged 245 SP:Iteration 3F (247.268794 sec): 3 clusters Score: Raw -360000.417119 + Penalty 2601.961108 = -357398.456011 nChanged 204 SP:Iteration 4F (247.322133 sec): 3 clusters Score: Raw -360213.995280 + Penalty 2601.961108 = -357612.034171 nChanged 169 SP:Iteration 5F (247.369274 sec): 3 clusters Score: Raw -360394.953528 + Penalty 2601.961108 = -357792.992420 nChanged 160 SP:Iteration 6F (247.423022 sec): 3 clusters Score: Raw -360563.814947 + Penalty 2601.961108 = -357961.853838 nChanged 127 SP:Iteration 7Q (247.464902 sec): 3 clusters Score: Raw -360671.143229 + Penalty 2601.961108 = -358069.182121 nChanged 104 SP:Iteration 8Q (247.521526 sec): 3 clusters Score: Raw -360762.405432 + Penalty 2601.961108 = -358160.444324 nChanged 83 SP:Iteration 9Q (247.577625 sec): 3 clusters Score: Raw -360825.037639 + Penalty 2601.961108 = -358223.076531 nChanged 78 SP:Iteration 10Q (247.611946 sec): 3 clusters Score: Raw -360876.538380 + Penalty 2601.961108 = -358274.577272 nChanged 81 SP:Iteration 11Q (247.664296 sec): 3 clusters Score: Raw -360933.698443 + Penalty 2601.961108 = -358331.737335 nChanged 60 SP:Iteration 12Q (247.727405 sec): 3 clusters Score: Raw -360971.750540 + Penalty 2601.961108 = -358369.789431 nChanged 45 SP:Iteration 13Q (247.768660 sec): 3 clusters Score: Raw -360999.423365 + Penalty 2601.961108 = -358397.462257 nChanged 45 SP:Iteration 14Q (247.823713 sec): 3 clusters Score: Raw -361022.235146 + Penalty 2601.961108 = -358420.274038 nChanged 34 SP:Iteration 15Q (247.883210 sec): 3 clusters Score: Raw -361039.000983 + Penalty 2601.961108 = -358437.039875 nChanged 26 SP:Iteration 16Q (247.934454 sec): 3 clusters Score: Raw -361052.466725 + Penalty 2601.961108 = -358450.505616 nChanged 35 SP:Iteration 17Q (247.983957 sec): 3 clusters Score: Raw -361070.251871 + Penalty 2601.961108 = -358468.290763 nChanged 33 SP:Iteration 18Q (248.033472 sec): 3 clusters Score: Raw -361086.718229 + Penalty 2601.961108 = -358484.757121 nChanged 28 SP:Iteration 19Q (248.086928 sec): 3 clusters Score: Raw -361099.362815 + Penalty 2601.961108 = -358497.401707 nChanged 23 SP:Iteration 20F (248.130057 sec): 3 clusters Score: Raw -361109.523405 + Penalty 2601.961108 = -358507.562297 nChanged 12 SP:Iteration 21Q (248.178565 sec): 3 clusters Score: Raw -361112.815528 + Penalty 2601.961108 = -358510.854419 nChanged 10 SP:Iteration 22Q (248.240430 sec): 3 clusters Score: Raw -361116.074318 + Penalty 2601.961108 = -358514.113210 nChanged 10 SP:Iteration 23Q (248.282072 sec): 3 clusters Score: Raw -361118.621639 + Penalty 2601.961108 = -358516.660531 nChanged 9 SP:Iteration 24Q (248.332283 sec): 3 clusters Score: Raw -361121.915992 + Penalty 2601.961108 = -358519.954884 nChanged 10 SP:Iteration 25Q (248.392062 sec): 3 clusters Score: Raw -361125.406103 + Penalty 2601.961108 = -358523.444995 nChanged 6 SP:Iteration 26Q (248.445501 sec): 3 clusters Score: Raw -361127.359507 + Penalty 2601.961108 = -358525.398399 nChanged 7 SP:Iteration 27Q (248.496071 sec): 3 clusters Score: Raw -361130.031906 + Penalty 2601.961108 = -358528.070798 nChanged 4 SP:Iteration 28Q (248.537028 sec): 3 clusters Score: Raw -361131.169583 + Penalty 2601.961108 = -358529.208475 nChanged 3 SP:Iteration 29Q (248.594734 sec): 3 clusters Score: Raw -361131.717911 + Penalty 2601.961108 = -358529.756803 nChanged 2 SP:Iteration 30Q (248.648890 sec): 3 clusters Score: Raw -361132.115149 + Penalty 2601.961108 = -358530.154041 nChanged 2 SP:Iteration 31Q (248.700438 sec): 3 clusters Score: Raw -361132.743912 + Penalty 2601.961108 = -358530.782804 nChanged 0 SP:Iteration 32F (248.753789 sec): 3 clusters Score: Raw -361132.743912 + Penalty 2601.961108 = -358530.782804 nChanged 0 Trying to split cluster 9 (1875 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (248.780450 sec): 2 clusters Score: Raw -233114.283622 + Penalty 1224.659140 = -231889.624482 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (248.827021 sec): 3 clusters Score: Raw -232314.627132 + Penalty 2449.318280 = -229865.308852 nChanged 666 SP:Iteration 1F (248.874609 sec): 3 clusters Score: Raw -232757.400786 + Penalty 2449.318280 = -230308.082506 nChanged 149 SP:Iteration 2F (248.920028 sec): 3 clusters Score: Raw -232886.838880 + Penalty 2449.318280 = -230437.520600 nChanged 96 SP:Iteration 3F (248.975180 sec): 3 clusters Score: Raw -232967.412936 + Penalty 2449.318280 = -230518.094656 nChanged 69 SP:Iteration 4Q (249.022933 sec): 3 clusters Score: Raw -233017.095286 + Penalty 2449.318280 = -230567.777006 nChanged 61 SP:Iteration 5Q (249.074292 sec): 3 clusters Score: Raw -233073.662534 + Penalty 2449.318280 = -230624.344254 nChanged 72 SP:Iteration 6Q (249.123720 sec): 3 clusters Score: Raw -233148.431398 + Penalty 2449.318280 = -230699.113118 nChanged 79 SP:Iteration 7Q (249.170204 sec): 3 clusters Score: Raw -233216.068213 + Penalty 2449.318280 = -230766.749933 nChanged 74 SP:Iteration 8Q (249.205654 sec): 3 clusters Score: Raw -233279.904366 + Penalty 2449.318280 = -230830.586086 nChanged 55 SP:Iteration 9Q (249.252040 sec): 3 clusters Score: Raw -233336.613944 + Penalty 2449.318280 = -230887.295664 nChanged 52 SP:Iteration 10Q (249.298320 sec): 3 clusters Score: Raw -233385.199912 + Penalty 2449.318280 = -230935.881632 nChanged 53 SP:Iteration 11Q (249.348030 sec): 3 clusters Score: Raw -233434.347926 + Penalty 2449.318280 = -230985.029646 nChanged 47 SP:Iteration 12Q (249.401321 sec): 3 clusters Score: Raw -233476.153620 + Penalty 2449.318280 = -231026.835340 nChanged 30 SP:Iteration 13Q (249.445723 sec): 3 clusters Score: Raw -233499.623760 + Penalty 2449.318280 = -231050.305480 nChanged 24 SP:Iteration 14Q (249.490193 sec): 3 clusters Score: Raw -233519.094076 + Penalty 2449.318280 = -231069.775796 nChanged 22 SP:Iteration 15Q (249.532855 sec): 3 clusters Score: Raw -233540.370939 + Penalty 2449.318280 = -231091.052659 nChanged 21 SP:Iteration 16Q (249.573842 sec): 3 clusters Score: Raw -233555.661457 + Penalty 2449.318280 = -231106.343177 nChanged 18 SP:Iteration 17Q (249.616135 sec): 3 clusters Score: Raw -233571.732761 + Penalty 2449.318280 = -231122.414481 nChanged 20 SP:Iteration 18Q (249.661810 sec): 3 clusters Score: Raw -233587.778312 + Penalty 2449.318280 = -231138.460033 nChanged 14 SP:Iteration 19Q (249.711263 sec): 3 clusters Score: Raw -233602.329741 + Penalty 2449.318280 = -231153.011461 nChanged 19 SP:Iteration 20F (249.760977 sec): 3 clusters Score: Raw -233616.403910 + Penalty 2449.318280 = -231167.085630 nChanged 13 SP:Iteration 21Q (249.798712 sec): 3 clusters Score: Raw -233628.447954 + Penalty 2449.318280 = -231179.129674 nChanged 6 SP:Iteration 22Q (249.855887 sec): 3 clusters Score: Raw -233632.129554 + Penalty 2449.318280 = -231182.811274 nChanged 5 SP:Iteration 23Q (249.899964 sec): 3 clusters Score: Raw -233635.229849 + Penalty 2449.318280 = -231185.911569 nChanged 4 SP:Iteration 24Q (249.951868 sec): 3 clusters Score: Raw -233638.401075 + Penalty 2449.318280 = -231189.082795 nChanged 2 SP:Iteration 25Q (249.994531 sec): 3 clusters Score: Raw -233640.335348 + Penalty 2449.318280 = -231191.017068 nChanged 1 SP:Iteration 26Q (250.056711 sec): 3 clusters Score: Raw -233640.690379 + Penalty 2449.318280 = -231191.372099 nChanged 0 SP:Iteration 27F (250.102911 sec): 3 clusters Score: Raw -233640.690379 + Penalty 2449.318280 = -231191.372099 nChanged 0 Trying to split cluster 10 (3795 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (250.130906 sec): 2 clusters Score: Raw -446744.490157 + Penalty 1339.233950 = -445405.256207 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (250.178709 sec): 3 clusters Score: Raw -444878.791100 + Penalty 2678.467899 = -442200.323201 nChanged 1450 SP:Iteration 1F (250.235803 sec): 3 clusters Score: Raw -445710.957887 + Penalty 2678.467899 = -443032.489987 nChanged 279 SP:Iteration 2F (250.281774 sec): 3 clusters Score: Raw -445890.610268 + Penalty 2678.467899 = -443212.142369 nChanged 207 SP:Iteration 3F (250.340625 sec): 3 clusters Score: Raw -446017.120106 + Penalty 2678.467899 = -443338.652207 nChanged 158 SP:Iteration 4Q (250.392969 sec): 3 clusters Score: Raw -446100.495268 + Penalty 2678.467899 = -443422.027369 nChanged 120 SP:Iteration 5Q (250.445820 sec): 3 clusters Score: Raw -446173.708984 + Penalty 2678.467899 = -443495.241085 nChanged 108 SP:Iteration 6Q (250.498918 sec): 3 clusters Score: Raw -446241.175083 + Penalty 2678.467899 = -443562.707183 nChanged 121 SP:Iteration 7Q (250.547815 sec): 3 clusters Score: Raw -446323.331863 + Penalty 2678.467899 = -443644.863964 nChanged 135 SP:Iteration 8Q (250.600905 sec): 3 clusters Score: Raw -446430.591674 + Penalty 2678.467899 = -443752.123775 nChanged 119 SP:Iteration 9Q (250.661938 sec): 3 clusters Score: Raw -446512.304428 + Penalty 2678.467899 = -443833.836529 nChanged 120 SP:Iteration 10Q (250.715402 sec): 3 clusters Score: Raw -446597.446835 + Penalty 2678.467899 = -443918.978936 nChanged 109 SP:Iteration 11Q (250.767426 sec): 3 clusters Score: Raw -446666.708945 + Penalty 2678.467899 = -443988.241046 nChanged 110 SP:Iteration 12Q (250.817536 sec): 3 clusters Score: Raw -446747.892982 + Penalty 2678.467899 = -444069.425082 nChanged 107 SP:Iteration 13Q (250.860240 sec): 3 clusters Score: Raw -446828.225478 + Penalty 2678.467899 = -444149.757578 nChanged 100 SP:Iteration 14Q (250.920689 sec): 3 clusters Score: Raw -446897.312058 + Penalty 2678.467899 = -444218.844159 nChanged 89 SP:Iteration 15Q (250.964804 sec): 3 clusters Score: Raw -446960.105575 + Penalty 2678.467899 = -444281.637676 nChanged 84 SP:Iteration 16Q (251.017588 sec): 3 clusters Score: Raw -447018.552414 + Penalty 2678.467899 = -444340.084515 nChanged 52 SP:Iteration 17Q (251.064408 sec): 3 clusters Score: Raw -447053.977718 + Penalty 2678.467899 = -444375.509819 nChanged 43 SP:Iteration 18Q (251.108604 sec): 3 clusters Score: Raw -447079.293660 + Penalty 2678.467899 = -444400.825761 nChanged 38 SP:Iteration 19Q (251.157929 sec): 3 clusters Score: Raw -447099.945438 + Penalty 2678.467899 = -444421.477539 nChanged 30 SP:Iteration 20F (251.210044 sec): 3 clusters Score: Raw -447115.451650 + Penalty 2678.467899 = -444436.983751 nChanged 28 SP:Iteration 21Q (251.265157 sec): 3 clusters Score: Raw -447134.491524 + Penalty 2678.467899 = -444456.023625 nChanged 32 SP:Iteration 22Q (251.327959 sec): 3 clusters Score: Raw -447156.923903 + Penalty 2678.467899 = -444478.456003 nChanged 27 SP:Iteration 23Q (251.386077 sec): 3 clusters Score: Raw -447175.970429 + Penalty 2678.467899 = -444497.502529 nChanged 23 SP:Iteration 24Q (251.431902 sec): 3 clusters Score: Raw -447188.134359 + Penalty 2678.467899 = -444509.666460 nChanged 17 SP:Iteration 25Q (251.485301 sec): 3 clusters Score: Raw -447199.574187 + Penalty 2678.467899 = -444521.106288 nChanged 9 SP:Iteration 26Q (251.543000 sec): 3 clusters Score: Raw -447204.218328 + Penalty 2678.467899 = -444525.750429 nChanged 12 SP:Iteration 27Q (251.592699 sec): 3 clusters Score: Raw -447211.922262 + Penalty 2678.467899 = -444533.454363 nChanged 13 SP:Iteration 28Q (251.636298 sec): 3 clusters Score: Raw -447220.403131 + Penalty 2678.467899 = -444541.935232 nChanged 9 SP:Iteration 29Q (251.692182 sec): 3 clusters Score: Raw -447225.812232 + Penalty 2678.467899 = -444547.344333 nChanged 10 SP:Iteration 30Q (251.753766 sec): 3 clusters Score: Raw -447231.925577 + Penalty 2678.467899 = -444553.457678 nChanged 4 SP:Iteration 31Q (251.802290 sec): 3 clusters Score: Raw -447233.853849 + Penalty 2678.467899 = -444555.385950 nChanged 6 SP:Iteration 32Q (251.866394 sec): 3 clusters Score: Raw -447235.836183 + Penalty 2678.467899 = -444557.368284 nChanged 5 SP:Iteration 33Q (251.918318 sec): 3 clusters Score: Raw -447238.662422 + Penalty 2678.467899 = -444560.194523 nChanged 6 SP:Iteration 34Q (251.965236 sec): 3 clusters Score: Raw -447241.622137 + Penalty 2678.467899 = -444563.154237 nChanged 6 SP:Iteration 35Q (252.015808 sec): 3 clusters Score: Raw -447245.128845 + Penalty 2678.467899 = -444566.660946 nChanged 4 SP:Iteration 36Q (252.079588 sec): 3 clusters Score: Raw -447247.357759 + Penalty 2678.467899 = -444568.889860 nChanged 5 SP:Iteration 37Q (252.130193 sec): 3 clusters Score: Raw -447249.044654 + Penalty 2678.467899 = -444570.576755 nChanged 7 SP:Iteration 38Q (252.179649 sec): 3 clusters Score: Raw -447253.333478 + Penalty 2678.467899 = -444574.865578 nChanged 10 SP:Iteration 39Q (252.216887 sec): 3 clusters Score: Raw -447261.145551 + Penalty 2678.467899 = -444582.677652 nChanged 11 SP:Iteration 40F (252.267001 sec): 3 clusters Score: Raw -447269.499363 + Penalty 2678.467899 = -444591.031464 nChanged 9 SP:Iteration 41Q (252.326627 sec): 3 clusters Score: Raw -447273.135006 + Penalty 2678.467899 = -444594.667107 nChanged 5 SP:Iteration 42Q (252.375717 sec): 3 clusters Score: Raw -447274.761226 + Penalty 2678.467899 = -444596.293327 nChanged 3 SP:Iteration 43Q (252.414456 sec): 3 clusters Score: Raw -447276.037965 + Penalty 2678.467899 = -444597.570066 nChanged 2 SP:Iteration 44Q (252.467461 sec): 3 clusters Score: Raw -447276.962368 + Penalty 2678.467899 = -444598.494469 nChanged 2 SP:Iteration 45Q (252.519259 sec): 3 clusters Score: Raw -447279.019814 + Penalty 2678.467899 = -444600.551915 nChanged 3 SP:Iteration 46Q (252.581205 sec): 3 clusters Score: Raw -447280.370829 + Penalty 2678.467899 = -444601.902930 nChanged 0 SP:Iteration 47F (252.623612 sec): 3 clusters Score: Raw -447280.370829 + Penalty 2678.467899 = -444601.902930 nChanged 0 Trying to split cluster 11 (285 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (252.643911 sec): 2 clusters Score: Raw -27281.937009 + Penalty 918.529492 = -26363.407517 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (252.688272 sec): 3 clusters Score: Raw -27437.239421 + Penalty 1837.058984 = -25600.180437 nChanged 68 SP:Iteration 1F (252.734583 sec): 3 clusters Score: Raw -27626.388062 + Penalty 1837.058984 = -25789.329078 nChanged 31 SP:Iteration 2F (252.786788 sec): 3 clusters Score: Raw -27735.521885 + Penalty 1837.058984 = -25898.462901 nChanged 16 SP:Iteration 3F (252.840367 sec): 3 clusters Score: Raw -27856.433462 + Penalty 1837.058984 = -26019.374478 nChanged 11 SP:Iteration 4Q (252.882891 sec): 3 clusters Score: Raw -27932.381740 + Penalty 1837.058984 = -26095.322756 nChanged 6 SP:Iteration 5Q (252.927168 sec): 3 clusters Score: Raw -27952.171830 + Penalty 1837.058984 = -26115.112846 nChanged 2 SP:Iteration 6Q (252.973646 sec): 3 clusters Score: Raw -27955.908156 + Penalty 1837.058984 = -26118.849173 nChanged 1 SP:Iteration 7Q (253.006044 sec): 3 clusters Score: Raw -27960.496083 + Penalty 1837.058984 = -26123.437099 nChanged 1 SP:Iteration 8Q (253.057731 sec): 3 clusters Score: Raw -27962.877329 + Penalty 1837.058984 = -26125.818345 nChanged 0 SP:Iteration 9F (253.088298 sec): 3 clusters Score: Raw -27962.877329 + Penalty 1837.058984 = -26125.818345 nChanged 0 Trying to split cluster 12 (3332 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (253.122137 sec): 2 clusters Score: Raw -393960.061543 + Penalty 1318.090801 = -392641.970743 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (253.166883 sec): 3 clusters Score: Raw -392404.122693 + Penalty 2636.181601 = -389767.941091 nChanged 1261 SP:Iteration 1F (253.232869 sec): 3 clusters Score: Raw -393191.712161 + Penalty 2636.181601 = -390555.530560 nChanged 257 SP:Iteration 2F (253.279799 sec): 3 clusters Score: Raw -393351.505349 + Penalty 2636.181601 = -390715.323748 nChanged 173 SP:Iteration 3F (253.321476 sec): 3 clusters Score: Raw -393454.429204 + Penalty 2636.181601 = -390818.247603 nChanged 110 SP:Iteration 4Q (253.376044 sec): 3 clusters Score: Raw -393511.152809 + Penalty 2636.181601 = -390874.971208 nChanged 88 SP:Iteration 5Q (253.429995 sec): 3 clusters Score: Raw -393555.266672 + Penalty 2636.181601 = -390919.085071 nChanged 76 SP:Iteration 6Q (253.486829 sec): 3 clusters Score: Raw -393598.757052 + Penalty 2636.181601 = -390962.575451 nChanged 71 SP:Iteration 7Q (253.528000 sec): 3 clusters Score: Raw -393638.139168 + Penalty 2636.181601 = -391001.957567 nChanged 74 SP:Iteration 8Q (253.582892 sec): 3 clusters Score: Raw -393675.410824 + Penalty 2636.181601 = -391039.229223 nChanged 66 SP:Iteration 9Q (253.634404 sec): 3 clusters Score: Raw -393709.263116 + Penalty 2636.181601 = -391073.081515 nChanged 60 SP:Iteration 10Q (253.675004 sec): 3 clusters Score: Raw -393745.073686 + Penalty 2636.181601 = -391108.892085 nChanged 76 SP:Iteration 11Q (253.734631 sec): 3 clusters Score: Raw -393785.587536 + Penalty 2636.181601 = -391149.405935 nChanged 75 SP:Iteration 12Q (253.784196 sec): 3 clusters Score: Raw -393843.891404 + Penalty 2636.181601 = -391207.709803 nChanged 95 SP:Iteration 13Q (253.828515 sec): 3 clusters Score: Raw -393908.320371 + Penalty 2636.181601 = -391272.138770 nChanged 91 SP:Iteration 14Q (253.883365 sec): 3 clusters Score: Raw -393977.103277 + Penalty 2636.181601 = -391340.921676 nChanged 86 SP:Iteration 15Q (253.935792 sec): 3 clusters Score: Raw -394060.851173 + Penalty 2636.181601 = -391424.669572 nChanged 95 SP:Iteration 16Q (253.990908 sec): 3 clusters Score: Raw -394170.372685 + Penalty 2636.181601 = -391534.191084 nChanged 70 SP:Iteration 17Q (254.038991 sec): 3 clusters Score: Raw -394259.885613 + Penalty 2636.181601 = -391623.704012 nChanged 49 SP:Iteration 18Q (254.082166 sec): 3 clusters Score: Raw -394345.041650 + Penalty 2636.181601 = -391708.860049 nChanged 48 SP:Iteration 19Q (254.131509 sec): 3 clusters Score: Raw -394409.942839 + Penalty 2636.181601 = -391773.761238 nChanged 39 SP:Iteration 20F (254.181405 sec): 3 clusters Score: Raw -394439.010363 + Penalty 2636.181601 = -391802.828762 nChanged 29 SP:Iteration 21Q (254.231024 sec): 3 clusters Score: Raw -394454.599959 + Penalty 2636.181601 = -391818.418358 nChanged 32 SP:Iteration 22Q (254.282452 sec): 3 clusters Score: Raw -394473.377585 + Penalty 2636.181601 = -391837.195984 nChanged 28 SP:Iteration 23Q (254.326382 sec): 3 clusters Score: Raw -394489.845088 + Penalty 2636.181601 = -391853.663487 nChanged 24 SP:Iteration 24Q (254.376528 sec): 3 clusters Score: Raw -394499.814910 + Penalty 2636.181601 = -391863.633309 nChanged 17 SP:Iteration 25Q (254.419026 sec): 3 clusters Score: Raw -394507.809997 + Penalty 2636.181601 = -391871.628396 nChanged 16 SP:Iteration 26Q (254.474835 sec): 3 clusters Score: Raw -394514.271471 + Penalty 2636.181601 = -391878.089870 nChanged 9 SP:Iteration 27Q (254.526097 sec): 3 clusters Score: Raw -394519.932156 + Penalty 2636.181601 = -391883.750555 nChanged 15 SP:Iteration 28Q (254.572995 sec): 3 clusters Score: Raw -394530.607440 + Penalty 2636.181601 = -391894.425839 nChanged 19 SP:Iteration 29Q (254.624216 sec): 3 clusters Score: Raw -394541.230219 + Penalty 2636.181601 = -391905.048618 nChanged 19 SP:Iteration 30Q (254.674649 sec): 3 clusters Score: Raw -394550.784469 + Penalty 2636.181601 = -391914.602868 nChanged 19 SP:Iteration 31Q (254.716421 sec): 3 clusters Score: Raw -394559.522508 + Penalty 2636.181601 = -391923.340907 nChanged 21 SP:Iteration 32Q (254.765341 sec): 3 clusters Score: Raw -394570.208834 + Penalty 2636.181601 = -391934.027233 nChanged 28 SP:Iteration 33Q (254.813547 sec): 3 clusters Score: Raw -394582.823872 + Penalty 2636.181601 = -391946.642271 nChanged 36 SP:Iteration 34Q (254.865630 sec): 3 clusters Score: Raw -394599.602695 + Penalty 2636.181601 = -391963.421094 nChanged 49 SP:Iteration 35Q (254.910399 sec): 3 clusters Score: Raw -394624.930812 + Penalty 2636.181601 = -391988.749211 nChanged 71 SP:Iteration 36Q (254.965470 sec): 3 clusters Score: Raw -394671.600532 + Penalty 2636.181601 = -392035.418931 nChanged 76 SP:Iteration 37Q (255.017073 sec): 3 clusters Score: Raw -394722.354072 + Penalty 2636.181601 = -392086.172471 nChanged 80 SP:Iteration 38Q (255.055156 sec): 3 clusters Score: Raw -394772.192803 + Penalty 2636.181601 = -392136.011202 nChanged 79 SP:Iteration 39Q (255.109238 sec): 3 clusters Score: Raw -394819.532447 + Penalty 2636.181601 = -392183.350846 nChanged 68 SP:Iteration 40F (255.150808 sec): 3 clusters Score: Raw -394860.625910 + Penalty 2636.181601 = -392224.444309 nChanged 57 SP:Iteration 41Q (255.205494 sec): 3 clusters Score: Raw -394892.359951 + Penalty 2636.181601 = -392256.178350 nChanged 54 SP:Iteration 42Q (255.246348 sec): 3 clusters Score: Raw -394919.042992 + Penalty 2636.181601 = -392282.861391 nChanged 59 SP:Iteration 43Q (255.297244 sec): 3 clusters Score: Raw -394947.945546 + Penalty 2636.181601 = -392311.763945 nChanged 46 SP:Iteration 44Q (255.351154 sec): 3 clusters Score: Raw -394969.395054 + Penalty 2636.181601 = -392333.213453 nChanged 34 SP:Iteration 45Q (255.411574 sec): 3 clusters Score: Raw -394983.664940 + Penalty 2636.181601 = -392347.483339 nChanged 25 SP:Iteration 46Q (255.461805 sec): 3 clusters Score: Raw -394993.032708 + Penalty 2636.181601 = -392356.851107 nChanged 31 SP:Iteration 47Q (255.512468 sec): 3 clusters Score: Raw -395006.209960 + Penalty 2636.181601 = -392370.028359 nChanged 27 SP:Iteration 48Q (255.561244 sec): 3 clusters Score: Raw -395015.221980 + Penalty 2636.181601 = -392379.040379 nChanged 22 SP:Iteration 49Q (255.612185 sec): 3 clusters Score: Raw -395022.904654 + Penalty 2636.181601 = -392386.723053 nChanged 15 SP:Iteration 50Q (255.658712 sec): 3 clusters Score: Raw -395029.181658 + Penalty 2636.181601 = -392393.000057 nChanged 13 SP:Iteration 51Q (255.701904 sec): 3 clusters Score: Raw -395035.048744 + Penalty 2636.181601 = -392398.867143 nChanged 14 SP:Iteration 52Q (255.743151 sec): 3 clusters Score: Raw -395039.031729 + Penalty 2636.181601 = -392402.850128 nChanged 13 SP:Iteration 53Q (255.797227 sec): 3 clusters Score: Raw -395042.948598 + Penalty 2636.181601 = -392406.766997 nChanged 8 SP:Iteration 54Q (255.846199 sec): 3 clusters Score: Raw -395045.179399 + Penalty 2636.181601 = -392408.997798 nChanged 6 SP:Iteration 55Q (255.896001 sec): 3 clusters Score: Raw -395047.106677 + Penalty 2636.181601 = -392410.925076 nChanged 4 SP:Iteration 56Q (255.943492 sec): 3 clusters Score: Raw -395047.910919 + Penalty 2636.181601 = -392411.729318 nChanged 5 SP:Iteration 57Q (255.992421 sec): 3 clusters Score: Raw -395049.296619 + Penalty 2636.181601 = -392413.115018 nChanged 0 SP:Iteration 58F (256.043588 sec): 3 clusters Score: Raw -395049.296619 + Penalty 2636.181601 = -392413.115018 nChanged 0 Trying to split cluster 13 (1104 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (256.073447 sec): 2 clusters Score: Raw -120708.736068 + Penalty 1138.587974 = -119570.148094 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (256.120412 sec): 3 clusters Score: Raw -120374.531234 + Penalty 2277.175949 = -118097.355285 nChanged 360 SP:Iteration 1F (256.163355 sec): 3 clusters Score: Raw -120790.520289 + Penalty 2277.175949 = -118513.344341 nChanged 118 SP:Iteration 2F (256.210572 sec): 3 clusters Score: Raw -121048.401081 + Penalty 2277.175949 = -118771.225132 nChanged 95 SP:Iteration 3F (256.266897 sec): 3 clusters Score: Raw -121196.491434 + Penalty 2277.175949 = -118919.315485 nChanged 57 SP:Iteration 4F (256.304481 sec): 3 clusters Score: Raw -121305.383364 + Penalty 2277.175949 = -119028.207415 nChanged 52 SP:Iteration 5Q (256.355945 sec): 3 clusters Score: Raw -121382.374979 + Penalty 2277.175949 = -119105.199030 nChanged 31 SP:Iteration 6Q (256.408842 sec): 3 clusters Score: Raw -121419.868115 + Penalty 2277.175949 = -119142.692166 nChanged 21 SP:Iteration 7Q (256.456002 sec): 3 clusters Score: Raw -121441.121475 + Penalty 2277.175949 = -119163.945526 nChanged 14 SP:Iteration 8Q (256.500377 sec): 3 clusters Score: Raw -121458.931143 + Penalty 2277.175949 = -119181.755195 nChanged 12 SP:Iteration 9Q (256.544669 sec): 3 clusters Score: Raw -121473.844850 + Penalty 2277.175949 = -119196.668902 nChanged 6 SP:Iteration 10Q (256.588962 sec): 3 clusters Score: Raw -121479.548462 + Penalty 2277.175949 = -119202.372513 nChanged 4 SP:Iteration 11Q (256.625450 sec): 3 clusters Score: Raw -121484.213167 + Penalty 2277.175949 = -119207.037218 nChanged 6 SP:Iteration 12Q (256.686090 sec): 3 clusters Score: Raw -121488.674786 + Penalty 2277.175949 = -119211.498837 nChanged 4 SP:Iteration 13Q (256.726548 sec): 3 clusters Score: Raw -121490.987637 + Penalty 2277.175949 = -119213.811688 nChanged 3 SP:Iteration 14Q (256.782690 sec): 3 clusters Score: Raw -121494.532654 + Penalty 2277.175949 = -119217.356706 nChanged 2 SP:Iteration 15Q (256.830454 sec): 3 clusters Score: Raw -121497.680071 + Penalty 2277.175949 = -119220.504123 nChanged 2 SP:Iteration 16Q (256.868679 sec): 3 clusters Score: Raw -121499.102070 + Penalty 2277.175949 = -119221.926121 nChanged 1 SP:Iteration 17Q (256.909662 sec): 3 clusters Score: Raw -121499.255116 + Penalty 2277.175949 = -119222.079168 nChanged 0 SP:Iteration 18F (256.957727 sec): 3 clusters Score: Raw -121499.255116 + Penalty 2277.175949 = -119222.079168 nChanged 0 Trying to split cluster 14 (138 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (256.986503 sec): 2 clusters Score: Raw -11366.515265 + Penalty 800.678724 = -10565.836541 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (257.029168 sec): 3 clusters Score: Raw -11670.778055 + Penalty 1601.357448 = -10069.420607 nChanged 25 SP:Iteration 1F (257.065616 sec): 3 clusters Score: Raw -11764.846435 + Penalty 1601.357448 = -10163.488987 nChanged 5 SP:Iteration 2Q (257.110878 sec): 3 clusters Score: Raw -11782.529142 + Penalty 1601.357448 = -10181.171695 nChanged 3 SP:Iteration 3Q (257.156431 sec): 3 clusters Score: Raw -11793.226658 + Penalty 1601.357448 = -10191.869210 nChanged 0 SP:Iteration 4F (257.197928 sec): 3 clusters Score: Raw -11793.226658 + Penalty 1601.357448 = -10191.869210 nChanged 0 Trying to split cluster 15 (162 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (257.213942 sec): 2 clusters Score: Raw -10197.033108 + Penalty 826.734404 = -9370.298703 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (257.260429 sec): 3 clusters Score: Raw -10527.595105 + Penalty 1653.468809 = -8874.126296 nChanged 37 SP:Iteration 1F (257.296603 sec): 3 clusters Score: Raw -10689.063338 + Penalty 1653.468809 = -9035.594529 nChanged 4 SP:Iteration 2Q (257.342648 sec): 3 clusters Score: Raw -10712.429530 + Penalty 1653.468809 = -9058.960721 nChanged 0 SP:Iteration 3F (257.385344 sec): 3 clusters Score: Raw -10712.429530 + Penalty 1653.468809 = -9058.960721 nChanged 0 Trying to split cluster 16 (1001 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (257.402649 sec): 2 clusters Score: Raw -104408.808623 + Penalty 1122.672652 = -103286.135971 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (257.451420 sec): 3 clusters Score: Raw -104111.048487 + Penalty 2245.345303 = -101865.703184 nChanged 281 SP:Iteration 1F (257.494823 sec): 3 clusters Score: Raw -104394.858568 + Penalty 2245.345303 = -102149.513265 nChanged 71 SP:Iteration 2F (257.532407 sec): 3 clusters Score: Raw -104461.829832 + Penalty 2245.345303 = -102216.484528 nChanged 32 SP:Iteration 3Q (257.577954 sec): 3 clusters Score: Raw -104495.702087 + Penalty 2245.345303 = -102250.356783 nChanged 25 SP:Iteration 4Q (257.630264 sec): 3 clusters Score: Raw -104519.612690 + Penalty 2245.345303 = -102274.267387 nChanged 22 SP:Iteration 5Q (257.671836 sec): 3 clusters Score: Raw -104539.989987 + Penalty 2245.345303 = -102294.644684 nChanged 14 SP:Iteration 6Q (257.716267 sec): 3 clusters Score: Raw -104551.666019 + Penalty 2245.345303 = -102306.320716 nChanged 12 SP:Iteration 7Q (257.747722 sec): 3 clusters Score: Raw -104571.089130 + Penalty 2245.345303 = -102325.743827 nChanged 11 SP:Iteration 8Q (257.800333 sec): 3 clusters Score: Raw -104588.447391 + Penalty 2245.345303 = -102343.102088 nChanged 14 SP:Iteration 9Q (257.832683 sec): 3 clusters Score: Raw -104614.672727 + Penalty 2245.345303 = -102369.327423 nChanged 17 SP:Iteration 10Q (257.891682 sec): 3 clusters Score: Raw -104636.699804 + Penalty 2245.345303 = -102391.354501 nChanged 12 SP:Iteration 11Q (257.936621 sec): 3 clusters Score: Raw -104649.376294 + Penalty 2245.345303 = -102404.030991 nChanged 7 SP:Iteration 12Q (257.982113 sec): 3 clusters Score: Raw -104654.236657 + Penalty 2245.345303 = -102408.891354 nChanged 6 SP:Iteration 13Q (258.035082 sec): 3 clusters Score: Raw -104663.357878 + Penalty 2245.345303 = -102418.012574 nChanged 6 SP:Iteration 14Q (258.082365 sec): 3 clusters Score: Raw -104668.323608 + Penalty 2245.345303 = -102422.978304 nChanged 6 SP:Iteration 15Q (258.118552 sec): 3 clusters Score: Raw -104673.020581 + Penalty 2245.345303 = -102427.675278 nChanged 6 SP:Iteration 16Q (258.177590 sec): 3 clusters Score: Raw -104680.662246 + Penalty 2245.345303 = -102435.316943 nChanged 10 SP:Iteration 17Q (258.214621 sec): 3 clusters Score: Raw -104687.407857 + Penalty 2245.345303 = -102442.062554 nChanged 9 SP:Iteration 18Q (258.264714 sec): 3 clusters Score: Raw -104699.373685 + Penalty 2245.345303 = -102454.028382 nChanged 13 SP:Iteration 19Q (258.305463 sec): 3 clusters Score: Raw -104714.440144 + Penalty 2245.345303 = -102469.094840 nChanged 9 SP:Iteration 20F (258.349839 sec): 3 clusters Score: Raw -104721.068000 + Penalty 2245.345303 = -102475.722696 nChanged 10 SP:Iteration 21Q (258.397723 sec): 3 clusters Score: Raw -104731.516287 + Penalty 2245.345303 = -102486.170984 nChanged 9 SP:Iteration 22Q (258.435147 sec): 3 clusters Score: Raw -104741.442344 + Penalty 2245.345303 = -102496.097041 nChanged 9 SP:Iteration 23Q (258.482906 sec): 3 clusters Score: Raw -104753.539810 + Penalty 2245.345303 = -102508.194507 nChanged 9 SP:Iteration 24Q (258.520381 sec): 3 clusters Score: Raw -104775.073017 + Penalty 2245.345303 = -102529.727714 nChanged 10 SP:Iteration 25Q (258.563817 sec): 3 clusters Score: Raw -104787.222893 + Penalty 2245.345303 = -102541.877590 nChanged 10 SP:Iteration 26Q (258.611193 sec): 3 clusters Score: Raw -104795.162638 + Penalty 2245.345303 = -102549.817335 nChanged 7 SP:Iteration 27Q (258.661592 sec): 3 clusters Score: Raw -104800.841321 + Penalty 2245.345303 = -102555.496018 nChanged 8 SP:Iteration 28Q (258.706035 sec): 3 clusters Score: Raw -104808.927372 + Penalty 2245.345303 = -102563.582069 nChanged 7 SP:Iteration 29Q (258.747052 sec): 3 clusters Score: Raw -104818.178230 + Penalty 2245.345303 = -102572.832926 nChanged 8 SP:Iteration 30Q (258.791286 sec): 3 clusters Score: Raw -104827.687467 + Penalty 2245.345303 = -102582.342164 nChanged 9 SP:Iteration 31Q (258.834642 sec): 3 clusters Score: Raw -104838.992460 + Penalty 2245.345303 = -102593.647157 nChanged 4 SP:Iteration 32Q (258.870520 sec): 3 clusters Score: Raw -104846.194327 + Penalty 2245.345303 = -102600.849024 nChanged 5 SP:Iteration 33Q (258.918575 sec): 3 clusters Score: Raw -104850.662487 + Penalty 2245.345303 = -102605.317184 nChanged 3 SP:Iteration 34Q (258.963023 sec): 3 clusters Score: Raw -104852.289115 + Penalty 2245.345303 = -102606.943812 nChanged 2 SP:Iteration 35Q (258.998004 sec): 3 clusters Score: Raw -104853.273443 + Penalty 2245.345303 = -102607.928140 nChanged 0 SP:Iteration 36F (259.045564 sec): 3 clusters Score: Raw -104853.273443 + Penalty 2245.345303 = -102607.928140 nChanged 0 Trying to split cluster 17 (276 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (259.062447 sec): 2 clusters Score: Raw -30410.629230 + Penalty 913.315141 = -29497.314089 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (259.115978 sec): 3 clusters Score: Raw -30624.240548 + Penalty 1826.630281 = -28797.610267 nChanged 68 SP:Iteration 1F (259.148270 sec): 3 clusters Score: Raw -30783.389682 + Penalty 1826.630281 = -28956.759401 nChanged 21 SP:Iteration 2F (259.196670 sec): 3 clusters Score: Raw -30823.931496 + Penalty 1826.630281 = -28997.301215 nChanged 5 SP:Iteration 3Q (259.237457 sec): 3 clusters Score: Raw -30843.315860 + Penalty 1826.630281 = -29016.685578 nChanged 3 SP:Iteration 4Q (259.278408 sec): 3 clusters Score: Raw -30858.514823 + Penalty 1826.630281 = -29031.884542 nChanged 2 SP:Iteration 5Q (259.322863 sec): 3 clusters Score: Raw -30864.225752 + Penalty 1826.630281 = -29037.595471 nChanged 3 SP:Iteration 6Q (259.355187 sec): 3 clusters Score: Raw -30875.037842 + Penalty 1826.630281 = -29048.407561 nChanged 2 SP:Iteration 7Q (259.405417 sec): 3 clusters Score: Raw -30918.732773 + Penalty 1826.630281 = -29092.102492 nChanged 3 SP:Iteration 8Q (259.446366 sec): 3 clusters Score: Raw -30924.794785 + Penalty 1826.630281 = -29098.164503 nChanged 0 SP:Iteration 9F (259.477464 sec): 3 clusters Score: Raw -30924.794785 + Penalty 1826.630281 = -29098.164503 nChanged 0 Trying to split cluster 18 (556 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (259.507254 sec): 2 clusters Score: Raw -63153.443109 + Penalty 1027.124848 = -62126.318261 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (259.542379 sec): 3 clusters Score: Raw -63113.922723 + Penalty 2054.249696 = -61059.673027 nChanged 152 SP:Iteration 1F (259.586839 sec): 3 clusters Score: Raw -63345.575612 + Penalty 2054.249696 = -61291.325916 nChanged 43 SP:Iteration 2F (259.634047 sec): 3 clusters Score: Raw -63427.024855 + Penalty 2054.249696 = -61372.775160 nChanged 29 SP:Iteration 3F (259.680108 sec): 3 clusters Score: Raw -63480.903794 + Penalty 2054.249696 = -61426.654099 nChanged 19 SP:Iteration 4Q (259.712995 sec): 3 clusters Score: Raw -63524.484485 + Penalty 2054.249696 = -61470.234789 nChanged 16 SP:Iteration 5Q (259.754646 sec): 3 clusters Score: Raw -63566.549278 + Penalty 2054.249696 = -61512.299583 nChanged 14 SP:Iteration 6Q (259.798202 sec): 3 clusters Score: Raw -63593.258823 + Penalty 2054.249696 = -61539.009127 nChanged 5 SP:Iteration 7Q (259.842509 sec): 3 clusters Score: Raw -63612.019300 + Penalty 2054.249696 = -61557.769605 nChanged 5 SP:Iteration 8Q (259.894226 sec): 3 clusters Score: Raw -63625.102478 + Penalty 2054.249696 = -61570.852783 nChanged 6 SP:Iteration 9Q (259.926972 sec): 3 clusters Score: Raw -63635.841641 + Penalty 2054.249696 = -61581.591946 nChanged 6 SP:Iteration 10Q (259.971691 sec): 3 clusters Score: Raw -63653.069662 + Penalty 2054.249696 = -61598.819967 nChanged 5 SP:Iteration 11Q (260.024646 sec): 3 clusters Score: Raw -63661.890190 + Penalty 2054.249696 = -61607.640494 nChanged 2 SP:Iteration 12Q (260.069765 sec): 3 clusters Score: Raw -63667.065991 + Penalty 2054.249696 = -61612.816295 nChanged 1 SP:Iteration 13Q (260.107852 sec): 3 clusters Score: Raw -63667.745545 + Penalty 2054.249696 = -61613.495849 nChanged 0 SP:Iteration 14F (260.151307 sec): 3 clusters Score: Raw -63667.745545 + Penalty 2054.249696 = -61613.495849 nChanged 0 Trying to split cluster 19 (8101 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (260.186026 sec): 2 clusters Score: Raw -1034078.736008 + Penalty 1462.458203 = -1032616.277805 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (260.247862 sec): 3 clusters Score: Raw -1029594.766097 + Penalty 2924.916407 = -1026669.849690 nChanged 3473 SP:Iteration 1F (260.318600 sec): 3 clusters Score: Raw -1031413.145626 + Penalty 2924.916407 = -1028488.229219 nChanged 493 SP:Iteration 2F (260.370425 sec): 3 clusters Score: Raw -1031645.178097 + Penalty 2924.916407 = -1028720.261690 nChanged 433 SP:Iteration 3F (260.428699 sec): 3 clusters Score: Raw -1031864.712506 + Penalty 2924.916407 = -1028939.796099 nChanged 419 SP:Iteration 4F (260.487586 sec): 3 clusters Score: Raw -1032085.320786 + Penalty 2924.916407 = -1029160.404379 nChanged 358 SP:Iteration 5Q (260.550114 sec): 3 clusters Score: Raw -1032280.646276 + Penalty 2924.916407 = -1029355.729869 nChanged 363 SP:Iteration 6Q (260.607691 sec): 3 clusters Score: Raw -1032496.932750 + Penalty 2924.916407 = -1029572.016344 nChanged 359 SP:Iteration 7Q (260.671462 sec): 3 clusters Score: Raw -1032743.932412 + Penalty 2924.916407 = -1029819.016005 nChanged 357 SP:Iteration 8Q (260.722303 sec): 3 clusters Score: Raw -1032980.879170 + Penalty 2924.916407 = -1030055.962763 nChanged 326 SP:Iteration 9Q (260.776302 sec): 3 clusters Score: Raw -1033184.210021 + Penalty 2924.916407 = -1030259.293614 nChanged 305 SP:Iteration 10Q (260.844747 sec): 3 clusters Score: Raw -1033360.383517 + Penalty 2924.916407 = -1030435.467110 nChanged 246 SP:Iteration 11Q (260.891019 sec): 3 clusters Score: Raw -1033482.218758 + Penalty 2924.916407 = -1030557.302351 nChanged 185 SP:Iteration 12Q (260.953103 sec): 3 clusters Score: Raw -1033561.000077 + Penalty 2924.916407 = -1030636.083670 nChanged 151 SP:Iteration 13Q (261.027535 sec): 3 clusters Score: Raw -1033612.827864 + Penalty 2924.916407 = -1030687.911458 nChanged 117 SP:Iteration 14Q (261.079316 sec): 3 clusters Score: Raw -1033647.988392 + Penalty 2924.916407 = -1030723.071985 nChanged 93 SP:Iteration 15Q (261.133752 sec): 3 clusters Score: Raw -1033676.729305 + Penalty 2924.916407 = -1030751.812899 nChanged 80 SP:Iteration 16Q (261.195906 sec): 3 clusters Score: Raw -1033698.288737 + Penalty 2924.916407 = -1030773.372331 nChanged 65 SP:Iteration 17Q (261.256081 sec): 3 clusters Score: Raw -1033716.685503 + Penalty 2924.916407 = -1030791.769097 nChanged 67 SP:Iteration 18Q (261.310681 sec): 3 clusters Score: Raw -1033735.790325 + Penalty 2924.916407 = -1030810.873919 nChanged 55 SP:Iteration 19Q (261.376289 sec): 3 clusters Score: Raw -1033749.819472 + Penalty 2924.916407 = -1030824.903065 nChanged 43 SP:Iteration 20F (261.427564 sec): 3 clusters Score: Raw -1033760.064015 + Penalty 2924.916407 = -1030835.147608 nChanged 52 SP:Iteration 21Q (261.494593 sec): 3 clusters Score: Raw -1033771.034858 + Penalty 2924.916407 = -1030846.118451 nChanged 48 SP:Iteration 22Q (261.550811 sec): 3 clusters Score: Raw -1033780.400339 + Penalty 2924.916407 = -1030855.483932 nChanged 49 SP:Iteration 23Q (261.602680 sec): 3 clusters Score: Raw -1033791.463053 + Penalty 2924.916407 = -1030866.546646 nChanged 34 SP:Iteration 24Q (261.670347 sec): 3 clusters Score: Raw -1033798.807355 + Penalty 2924.916407 = -1030873.890948 nChanged 35 SP:Iteration 25Q (261.723692 sec): 3 clusters Score: Raw -1033805.963313 + Penalty 2924.916407 = -1030881.046906 nChanged 44 SP:Iteration 26Q (261.782994 sec): 3 clusters Score: Raw -1033815.832627 + Penalty 2924.916407 = -1030890.916221 nChanged 42 SP:Iteration 27Q (261.846055 sec): 3 clusters Score: Raw -1033824.731466 + Penalty 2924.916407 = -1030899.815059 nChanged 41 SP:Iteration 28Q (261.892513 sec): 3 clusters Score: Raw -1033834.712103 + Penalty 2924.916407 = -1030909.795696 nChanged 43 SP:Iteration 29Q (261.956511 sec): 3 clusters Score: Raw -1033844.347817 + Penalty 2924.916407 = -1030919.431410 nChanged 40 SP:Iteration 30Q (262.009200 sec): 3 clusters Score: Raw -1033852.741051 + Penalty 2924.916407 = -1030927.824645 nChanged 40 SP:Iteration 31Q (262.069214 sec): 3 clusters Score: Raw -1033860.620180 + Penalty 2924.916407 = -1030935.703774 nChanged 36 SP:Iteration 32Q (262.120756 sec): 3 clusters Score: Raw -1033868.505260 + Penalty 2924.916407 = -1030943.588853 nChanged 45 SP:Iteration 33Q (262.178904 sec): 3 clusters Score: Raw -1033878.723541 + Penalty 2924.916407 = -1030953.807134 nChanged 44 SP:Iteration 34Q (262.234265 sec): 3 clusters Score: Raw -1033889.239097 + Penalty 2924.916407 = -1030964.322690 nChanged 40 SP:Iteration 35Q (262.300428 sec): 3 clusters Score: Raw -1033898.117184 + Penalty 2924.916407 = -1030973.200777 nChanged 43 SP:Iteration 36Q (262.348036 sec): 3 clusters Score: Raw -1033905.654457 + Penalty 2924.916407 = -1030980.738051 nChanged 35 SP:Iteration 37Q (262.407243 sec): 3 clusters Score: Raw -1033912.109494 + Penalty 2924.916407 = -1030987.193088 nChanged 33 SP:Iteration 38Q (262.478925 sec): 3 clusters Score: Raw -1033918.645961 + Penalty 2924.916407 = -1030993.729554 nChanged 25 SP:Iteration 39Q (262.525677 sec): 3 clusters Score: Raw -1033923.554409 + Penalty 2924.916407 = -1030998.638003 nChanged 21 SP:Iteration 40F (262.583279 sec): 3 clusters Score: Raw -1033926.691557 + Penalty 2924.916407 = -1031001.775150 nChanged 18 SP:Iteration 41Q (262.648411 sec): 3 clusters Score: Raw -1033929.617303 + Penalty 2924.916407 = -1031004.700896 nChanged 29 SP:Iteration 42Q (262.703448 sec): 3 clusters Score: Raw -1033934.393068 + Penalty 2924.916407 = -1031009.476661 nChanged 27 SP:Iteration 43Q (262.765946 sec): 3 clusters Score: Raw -1033939.421707 + Penalty 2924.916407 = -1031014.505301 nChanged 23 SP:Iteration 44Q (262.828130 sec): 3 clusters Score: Raw -1033943.056649 + Penalty 2924.916407 = -1031018.140243 nChanged 24 SP:Iteration 45Q (262.884604 sec): 3 clusters Score: Raw -1033946.699157 + Penalty 2924.916407 = -1031021.782750 nChanged 23 SP:Iteration 46Q (262.944699 sec): 3 clusters Score: Raw -1033949.907922 + Penalty 2924.916407 = -1031024.991515 nChanged 17 SP:Iteration 47Q (263.006934 sec): 3 clusters Score: Raw -1033952.728438 + Penalty 2924.916407 = -1031027.812031 nChanged 19 SP:Iteration 48Q (263.062076 sec): 3 clusters Score: Raw -1033956.005296 + Penalty 2924.916407 = -1031031.088890 nChanged 18 SP:Iteration 49Q (263.122079 sec): 3 clusters Score: Raw -1033960.850801 + Penalty 2924.916407 = -1031035.934394 nChanged 28 SP:Iteration 50Q (263.170209 sec): 3 clusters Score: Raw -1033966.465108 + Penalty 2924.916407 = -1031041.548702 nChanged 29 SP:Iteration 51Q (263.233203 sec): 3 clusters Score: Raw -1033973.534330 + Penalty 2924.916407 = -1031048.617923 nChanged 34 SP:Iteration 52Q (263.292473 sec): 3 clusters Score: Raw -1033981.523031 + Penalty 2924.916407 = -1031056.606624 nChanged 45 SP:Iteration 53Q (263.343240 sec): 3 clusters Score: Raw -1033993.184182 + Penalty 2924.916407 = -1031068.267776 nChanged 45 SP:Iteration 54Q (263.401246 sec): 3 clusters Score: Raw -1034003.379023 + Penalty 2924.916407 = -1031078.462617 nChanged 51 SP:Iteration 55Q (263.459914 sec): 3 clusters Score: Raw -1034015.871455 + Penalty 2924.916407 = -1031090.955049 nChanged 46 SP:Iteration 56Q (263.527380 sec): 3 clusters Score: Raw -1034027.307291 + Penalty 2924.916407 = -1031102.390884 nChanged 48 SP:Iteration 57Q (263.587744 sec): 3 clusters Score: Raw -1034038.461345 + Penalty 2924.916407 = -1031113.544938 nChanged 39 SP:Iteration 58Q (263.637532 sec): 3 clusters Score: Raw -1034048.198595 + Penalty 2924.916407 = -1031123.282189 nChanged 41 SP:Iteration 59Q (263.705033 sec): 3 clusters Score: Raw -1034057.250774 + Penalty 2924.916407 = -1031132.334367 nChanged 39 SP:Iteration 60F (263.753390 sec): 3 clusters Score: Raw -1034066.159757 + Penalty 2924.916407 = -1031141.243350 nChanged 41 SP:Iteration 61Q (263.827245 sec): 3 clusters Score: Raw -1034076.002010 + Penalty 2924.916407 = -1031151.085603 nChanged 35 SP:Iteration 62Q (263.886939 sec): 3 clusters Score: Raw -1034084.382782 + Penalty 2924.916407 = -1031159.466376 nChanged 38 SP:Iteration 63Q (263.947971 sec): 3 clusters Score: Raw -1034092.751794 + Penalty 2924.916407 = -1031167.835387 nChanged 35 SP:Iteration 64Q (264.007246 sec): 3 clusters Score: Raw -1034101.258874 + Penalty 2924.916407 = -1031176.342467 nChanged 34 SP:Iteration 65Q (264.056388 sec): 3 clusters Score: Raw -1034109.202216 + Penalty 2924.916407 = -1031184.285809 nChanged 40 SP:Iteration 66Q (264.125632 sec): 3 clusters Score: Raw -1034118.979439 + Penalty 2924.916407 = -1031194.063032 nChanged 38 SP:Iteration 67Q (264.182453 sec): 3 clusters Score: Raw -1034131.657786 + Penalty 2924.916407 = -1031206.741379 nChanged 44 SP:Iteration 68Q (264.237644 sec): 3 clusters Score: Raw -1034143.414915 + Penalty 2924.916407 = -1031218.498508 nChanged 43 SP:Iteration 69Q (264.299301 sec): 3 clusters Score: Raw -1034155.950347 + Penalty 2924.916407 = -1031231.033941 nChanged 43 SP:Iteration 70Q (264.351654 sec): 3 clusters Score: Raw -1034169.298681 + Penalty 2924.916407 = -1031244.382275 nChanged 51 SP:Iteration 71Q (264.409520 sec): 3 clusters Score: Raw -1034181.916612 + Penalty 2924.916407 = -1031257.000205 nChanged 42 SP:Iteration 72Q (264.464579 sec): 3 clusters Score: Raw -1034192.750876 + Penalty 2924.916407 = -1031267.834469 nChanged 51 SP:Iteration 73Q (264.528214 sec): 3 clusters Score: Raw -1034209.658305 + Penalty 2924.916407 = -1031284.741898 nChanged 49 SP:Iteration 74Q (264.589829 sec): 3 clusters Score: Raw -1034230.467407 + Penalty 2924.916407 = -1031305.551000 nChanged 51 SP:Iteration 75Q (264.636426 sec): 3 clusters Score: Raw -1034249.078012 + Penalty 2924.916407 = -1031324.161606 nChanged 45 SP:Iteration 76Q (264.707966 sec): 3 clusters Score: Raw -1034265.028984 + Penalty 2924.916407 = -1031340.112577 nChanged 39 SP:Iteration 77Q (264.757520 sec): 3 clusters Score: Raw -1034277.344508 + Penalty 2924.916407 = -1031352.428101 nChanged 33 SP:Iteration 78Q (264.822655 sec): 3 clusters Score: Raw -1034286.130999 + Penalty 2924.916407 = -1031361.214592 nChanged 20 SP:Iteration 79Q (264.880965 sec): 3 clusters Score: Raw -1034289.696871 + Penalty 2924.916407 = -1031364.780465 nChanged 17 SP:Iteration 80F (264.947314 sec): 3 clusters Score: Raw -1034292.919762 + Penalty 2924.916407 = -1031368.003355 nChanged 10 SP:Iteration 81Q (265.007081 sec): 3 clusters Score: Raw -1034294.509454 + Penalty 2924.916407 = -1031369.593048 nChanged 8 SP:Iteration 82Q (265.067557 sec): 3 clusters Score: Raw -1034296.006198 + Penalty 2924.916407 = -1031371.089791 nChanged 9 SP:Iteration 83Q (265.127433 sec): 3 clusters Score: Raw -1034297.953929 + Penalty 2924.916407 = -1031373.037523 nChanged 11 SP:Iteration 84Q (265.190649 sec): 3 clusters Score: Raw -1034299.981081 + Penalty 2924.916407 = -1031375.064674 nChanged 9 SP:Iteration 85Q (265.253199 sec): 3 clusters Score: Raw -1034301.730159 + Penalty 2924.916407 = -1031376.813753 nChanged 7 SP:Iteration 86Q (265.301337 sec): 3 clusters Score: Raw -1034302.654934 + Penalty 2924.916407 = -1031377.738527 nChanged 2 SP:Iteration 87Q (265.367582 sec): 3 clusters Score: Raw -1034302.946812 + Penalty 2924.916407 = -1031378.030405 nChanged 3 SP:Iteration 88Q (265.419792 sec): 3 clusters Score: Raw -1034303.475238 + Penalty 2924.916407 = -1031378.558831 nChanged 5 SP:Iteration 89Q (265.473894 sec): 3 clusters Score: Raw -1034304.290330 + Penalty 2924.916407 = -1031379.373924 nChanged 5 SP:Iteration 90Q (265.538403 sec): 3 clusters Score: Raw -1034305.195626 + Penalty 2924.916407 = -1031380.279220 nChanged 11 SP:Iteration 91Q (265.600619 sec): 3 clusters Score: Raw -1034307.003846 + Penalty 2924.916407 = -1031382.087439 nChanged 10 SP:Iteration 92Q (265.646980 sec): 3 clusters Score: Raw -1034308.972123 + Penalty 2924.916407 = -1031384.055716 nChanged 7 SP:Iteration 93Q (265.707940 sec): 3 clusters Score: Raw -1034309.972791 + Penalty 2924.916407 = -1031385.056385 nChanged 6 SP:Iteration 94Q (265.776924 sec): 3 clusters Score: Raw -1034310.783843 + Penalty 2924.916407 = -1031385.867436 nChanged 4 SP:Iteration 95Q (265.825006 sec): 3 clusters Score: Raw -1034311.169089 + Penalty 2924.916407 = -1031386.252682 nChanged 6 SP:Iteration 96Q (265.891635 sec): 3 clusters Score: Raw -1034312.456498 + Penalty 2924.916407 = -1031387.540091 nChanged 10 SP:Iteration 97Q (265.938715 sec): 3 clusters Score: Raw -1034314.176002 + Penalty 2924.916407 = -1031389.259595 nChanged 9 SP:Iteration 98Q (266.016259 sec): 3 clusters Score: Raw -1034316.305953 + Penalty 2924.916407 = -1031391.389546 nChanged 6 SP:Iteration 99Q (266.065282 sec): 3 clusters Score: Raw -1034318.104295 + Penalty 2924.916407 = -1031393.187889 nChanged 5 SP:Iteration 100F (266.132068 sec): 3 clusters Score: Raw -1034319.112550 + Penalty 2924.916407 = -1031394.196144 nChanged 12 SP:Iteration 101Q (266.189494 sec): 3 clusters Score: Raw -1034321.697756 + Penalty 2924.916407 = -1031396.781349 nChanged 13 SP:Iteration 102Q (266.241991 sec): 3 clusters Score: Raw -1034323.819124 + Penalty 2924.916407 = -1031398.902717 nChanged 13 SP:Iteration 103Q (266.296677 sec): 3 clusters Score: Raw -1034326.252194 + Penalty 2924.916407 = -1031401.335787 nChanged 14 SP:Iteration 104Q (266.365401 sec): 3 clusters Score: Raw -1034329.136718 + Penalty 2924.916407 = -1031404.220311 nChanged 8 SP:Iteration 105Q (266.414466 sec): 3 clusters Score: Raw -1034330.707797 + Penalty 2924.916407 = -1031405.791390 nChanged 7 SP:Iteration 106Q (266.480506 sec): 3 clusters Score: Raw -1034331.885138 + Penalty 2924.916407 = -1031406.968731 nChanged 9 SP:Iteration 107Q (266.545973 sec): 3 clusters Score: Raw -1034333.127699 + Penalty 2924.916407 = -1031408.211293 nChanged 6 SP:Iteration 108Q (266.606976 sec): 3 clusters Score: Raw -1034334.181705 + Penalty 2924.916407 = -1031409.265299 nChanged 6 SP:Iteration 109Q (266.669636 sec): 3 clusters Score: Raw -1034335.314226 + Penalty 2924.916407 = -1031410.397819 nChanged 5 SP:Iteration 110Q (266.719225 sec): 3 clusters Score: Raw -1034336.274157 + Penalty 2924.916407 = -1031411.357750 nChanged 7 SP:Iteration 111Q (266.786894 sec): 3 clusters Score: Raw -1034337.567253 + Penalty 2924.916407 = -1031412.650846 nChanged 5 SP:Iteration 112Q (266.848627 sec): 3 clusters Score: Raw -1034338.208532 + Penalty 2924.916407 = -1031413.292125 nChanged 2 SP:Iteration 113Q (266.908739 sec): 3 clusters Score: Raw -1034338.606452 + Penalty 2924.916407 = -1031413.690046 nChanged 4 SP:Iteration 114Q (266.971770 sec): 3 clusters Score: Raw -1034339.154084 + Penalty 2924.916407 = -1031414.237677 nChanged 1 SP:Iteration 115Q (267.030507 sec): 3 clusters Score: Raw -1034339.297269 + Penalty 2924.916407 = -1031414.380863 nChanged 1 SP:Iteration 116Q (267.091040 sec): 3 clusters Score: Raw -1034339.426296 + Penalty 2924.916407 = -1031414.509889 nChanged 0 SP:Iteration 117F (267.152782 sec): 3 clusters Score: Raw -1034339.426296 + Penalty 2924.916407 = -1031414.509889 nChanged 0 Trying to split cluster 20 (1016 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (267.176003 sec): 2 clusters Score: Raw -115709.530815 + Penalty 1125.089652 = -114584.441163 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (267.222897 sec): 3 clusters Score: Raw -115420.556674 + Penalty 2250.179304 = -113170.377370 nChanged 333 SP:Iteration 1F (267.273960 sec): 3 clusters Score: Raw -115822.157660 + Penalty 2250.179304 = -113571.978356 nChanged 104 SP:Iteration 2F (267.317463 sec): 3 clusters Score: Raw -115976.855599 + Penalty 2250.179304 = -113726.676294 nChanged 62 SP:Iteration 3F (267.365999 sec): 3 clusters Score: Raw -116053.665880 + Penalty 2250.179304 = -113803.486576 nChanged 31 SP:Iteration 4Q (267.410264 sec): 3 clusters Score: Raw -116089.227270 + Penalty 2250.179304 = -113839.047966 nChanged 23 SP:Iteration 5Q (267.465385 sec): 3 clusters Score: Raw -116115.354566 + Penalty 2250.179304 = -113865.175262 nChanged 14 SP:Iteration 6Q (267.512564 sec): 3 clusters Score: Raw -116134.143039 + Penalty 2250.179304 = -113883.963735 nChanged 9 SP:Iteration 7Q (267.559902 sec): 3 clusters Score: Raw -116152.060106 + Penalty 2250.179304 = -113901.880802 nChanged 4 SP:Iteration 8Q (267.604054 sec): 3 clusters Score: Raw -116157.068548 + Penalty 2250.179304 = -113906.889244 nChanged 2 SP:Iteration 9Q (267.644047 sec): 3 clusters Score: Raw -116159.224032 + Penalty 2250.179304 = -113909.044728 nChanged 1 SP:Iteration 10Q (267.691671 sec): 3 clusters Score: Raw -116159.417650 + Penalty 2250.179304 = -113909.238346 nChanged 0 SP:Iteration 11F (267.732300 sec): 3 clusters Score: Raw -116159.417650 + Penalty 2250.179304 = -113909.238346 nChanged 0 Trying to split cluster 21 (171 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (267.763907 sec): 2 clusters Score: Raw -7768.265576 + Penalty 835.520328 = -6932.745248 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (267.796073 sec): 3 clusters Score: Raw -8102.547289 + Penalty 1671.040656 = -6431.506633 nChanged 32 SP:Iteration 1F (267.840250 sec): 3 clusters Score: Raw -8282.865227 + Penalty 1671.040656 = -6611.824571 nChanged 9 SP:Iteration 2F (267.882006 sec): 3 clusters Score: Raw -8378.689237 + Penalty 1671.040656 = -6707.648582 nChanged 8 SP:Iteration 3Q (267.924881 sec): 3 clusters Score: Raw -8437.247929 + Penalty 1671.040656 = -6766.207273 nChanged 1 SP:Iteration 4Q (267.975235 sec): 3 clusters Score: Raw -8439.498081 + Penalty 1671.040656 = -6768.457425 nChanged 0 SP:Iteration 5F (268.021546 sec): 3 clusters Score: Raw -8439.498081 + Penalty 1671.040656 = -6768.457425 nChanged 0 Trying to split cluster 22 (6427 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (268.059838 sec): 2 clusters Score: Raw -795956.512733 + Penalty 1424.842761 = -794531.669972 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (268.114873 sec): 3 clusters Score: Raw -792564.530939 + Penalty 2849.685522 = -789714.845417 nChanged 2681 SP:Iteration 1F (268.179223 sec): 3 clusters Score: Raw -794107.824192 + Penalty 2849.685522 = -791258.138670 nChanged 539 SP:Iteration 2F (268.223470 sec): 3 clusters Score: Raw -794506.036862 + Penalty 2849.685522 = -791656.351340 nChanged 486 SP:Iteration 3F (268.277864 sec): 3 clusters Score: Raw -794852.959198 + Penalty 2849.685522 = -792003.273676 nChanged 412 SP:Iteration 4F (268.330105 sec): 3 clusters Score: Raw -795125.160868 + Penalty 2849.685522 = -792275.475346 nChanged 358 SP:Iteration 5F (268.397522 sec): 3 clusters Score: Raw -795372.182592 + Penalty 2849.685522 = -792522.497069 nChanged 326 SP:Iteration 6F (268.458140 sec): 3 clusters Score: Raw -795574.550840 + Penalty 2849.685522 = -792724.865318 nChanged 244 SP:Iteration 7Q (268.516635 sec): 3 clusters Score: Raw -795709.854518 + Penalty 2849.685522 = -792860.168996 nChanged 203 SP:Iteration 8Q (268.578465 sec): 3 clusters Score: Raw -795813.404029 + Penalty 2849.685522 = -792963.718507 nChanged 167 SP:Iteration 9Q (268.620426 sec): 3 clusters Score: Raw -795898.339174 + Penalty 2849.685522 = -793048.653652 nChanged 167 SP:Iteration 10Q (268.690042 sec): 3 clusters Score: Raw -795992.791209 + Penalty 2849.685522 = -793143.105687 nChanged 139 SP:Iteration 11Q (268.741539 sec): 3 clusters Score: Raw -796073.032893 + Penalty 2849.685522 = -793223.347371 nChanged 129 SP:Iteration 12Q (268.808647 sec): 3 clusters Score: Raw -796151.570873 + Penalty 2849.685522 = -793301.885351 nChanged 123 SP:Iteration 13Q (268.867903 sec): 3 clusters Score: Raw -796225.243282 + Penalty 2849.685522 = -793375.557760 nChanged 123 SP:Iteration 14Q (268.934242 sec): 3 clusters Score: Raw -796298.645972 + Penalty 2849.685522 = -793448.960450 nChanged 112 SP:Iteration 15Q (268.983645 sec): 3 clusters Score: Raw -796368.081505 + Penalty 2849.685522 = -793518.395983 nChanged 92 SP:Iteration 16Q (269.030218 sec): 3 clusters Score: Raw -796434.153148 + Penalty 2849.685522 = -793584.467626 nChanged 94 SP:Iteration 17Q (269.083039 sec): 3 clusters Score: Raw -796505.316703 + Penalty 2849.685522 = -793655.631181 nChanged 98 SP:Iteration 18Q (269.139094 sec): 3 clusters Score: Raw -796574.746793 + Penalty 2849.685522 = -793725.061271 nChanged 81 SP:Iteration 19Q (269.190749 sec): 3 clusters Score: Raw -796610.636578 + Penalty 2849.685522 = -793760.951056 nChanged 63 SP:Iteration 20F (269.239465 sec): 3 clusters Score: Raw -796637.609057 + Penalty 2849.685522 = -793787.923535 nChanged 69 SP:Iteration 21Q (269.276084 sec): 3 clusters Score: Raw -796663.445059 + Penalty 2849.685522 = -793813.759536 nChanged 63 SP:Iteration 22Q (269.345920 sec): 3 clusters Score: Raw -796687.532101 + Penalty 2849.685522 = -793837.846579 nChanged 46 SP:Iteration 23Q (269.391656 sec): 3 clusters Score: Raw -796699.666904 + Penalty 2849.685522 = -793849.981381 nChanged 29 SP:Iteration 24Q (269.438201 sec): 3 clusters Score: Raw -796706.981828 + Penalty 2849.685522 = -793857.296306 nChanged 25 SP:Iteration 25Q (269.501226 sec): 3 clusters Score: Raw -796712.205487 + Penalty 2849.685522 = -793862.519965 nChanged 22 SP:Iteration 26Q (269.567663 sec): 3 clusters Score: Raw -796715.171996 + Penalty 2849.685522 = -793865.486473 nChanged 11 SP:Iteration 27Q (269.628916 sec): 3 clusters Score: Raw -796717.253379 + Penalty 2849.685522 = -793867.567856 nChanged 10 SP:Iteration 28Q (269.682732 sec): 3 clusters Score: Raw -796720.592970 + Penalty 2849.685522 = -793870.907447 nChanged 10 SP:Iteration 29Q (269.742346 sec): 3 clusters Score: Raw -796722.496419 + Penalty 2849.685522 = -793872.810896 nChanged 7 SP:Iteration 30Q (269.799729 sec): 3 clusters Score: Raw -796723.371526 + Penalty 2849.685522 = -793873.686004 nChanged 3 SP:Iteration 31Q (269.846315 sec): 3 clusters Score: Raw -796723.722279 + Penalty 2849.685522 = -793874.036756 nChanged 0 SP:Iteration 32F (269.895762 sec): 3 clusters Score: Raw -796723.722279 + Penalty 2849.685522 = -793874.036756 nChanged 0 Trying to split cluster 23 (7807 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (269.937647 sec): 2 clusters Score: Raw -1008415.149617 + Penalty 1456.451107 = -1006958.698510 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (269.991306 sec): 3 clusters Score: Raw -1004043.026418 + Penalty 2912.902215 = -1001130.124203 nChanged 3345 SP:Iteration 1F (270.051575 sec): 3 clusters Score: Raw -1005854.905478 + Penalty 2912.902215 = -1002942.003263 nChanged 484 SP:Iteration 2F (270.124083 sec): 3 clusters Score: Raw -1006066.498334 + Penalty 2912.902215 = -1003153.596119 nChanged 378 SP:Iteration 3Q (270.175288 sec): 3 clusters Score: Raw -1006227.010520 + Penalty 2912.902215 = -1003314.108305 nChanged 328 SP:Iteration 4Q (270.244492 sec): 3 clusters Score: Raw -1006367.816043 + Penalty 2912.902215 = -1003454.913828 nChanged 293 SP:Iteration 5Q (270.299083 sec): 3 clusters Score: Raw -1006483.752452 + Penalty 2912.902215 = -1003570.850237 nChanged 252 SP:Iteration 6Q (270.361763 sec): 3 clusters Score: Raw -1006586.100911 + Penalty 2912.902215 = -1003673.198696 nChanged 217 SP:Iteration 7Q (270.432077 sec): 3 clusters Score: Raw -1006666.885320 + Penalty 2912.902215 = -1003753.983105 nChanged 210 SP:Iteration 8Q (270.491655 sec): 3 clusters Score: Raw -1006756.583967 + Penalty 2912.902215 = -1003843.681752 nChanged 207 SP:Iteration 9Q (270.554745 sec): 3 clusters Score: Raw -1006845.736069 + Penalty 2912.902215 = -1003932.833854 nChanged 202 SP:Iteration 10Q (270.614579 sec): 3 clusters Score: Raw -1006940.461293 + Penalty 2912.902215 = -1004027.559078 nChanged 220 SP:Iteration 11Q (270.663720 sec): 3 clusters Score: Raw -1007055.638650 + Penalty 2912.902215 = -1004142.736435 nChanged 246 SP:Iteration 12Q (270.725901 sec): 3 clusters Score: Raw -1007207.988185 + Penalty 2912.902215 = -1004295.085970 nChanged 271 SP:Iteration 13Q (270.791441 sec): 3 clusters Score: Raw -1007375.841912 + Penalty 2912.902215 = -1004462.939697 nChanged 249 SP:Iteration 14Q (270.858965 sec): 3 clusters Score: Raw -1007513.533278 + Penalty 2912.902215 = -1004600.631063 nChanged 235 SP:Iteration 15Q (270.908235 sec): 3 clusters Score: Raw -1007632.530285 + Penalty 2912.902215 = -1004719.628070 nChanged 192 SP:Iteration 16Q (270.974593 sec): 3 clusters Score: Raw -1007725.004254 + Penalty 2912.902215 = -1004812.102039 nChanged 171 SP:Iteration 17Q (271.037452 sec): 3 clusters Score: Raw -1007803.027006 + Penalty 2912.902215 = -1004890.124791 nChanged 151 SP:Iteration 18Q (271.088522 sec): 3 clusters Score: Raw -1007863.567959 + Penalty 2912.902215 = -1004950.665744 nChanged 145 SP:Iteration 19Q (271.150287 sec): 3 clusters Score: Raw -1007921.985919 + Penalty 2912.902215 = -1005009.083704 nChanged 147 SP:Iteration 20F (271.211898 sec): 3 clusters Score: Raw -1007977.366351 + Penalty 2912.902215 = -1005064.464136 nChanged 134 SP:Iteration 21Q (271.266198 sec): 3 clusters Score: Raw -1008036.691760 + Penalty 2912.902215 = -1005123.789545 nChanged 128 SP:Iteration 22Q (271.338299 sec): 3 clusters Score: Raw -1008097.664950 + Penalty 2912.902215 = -1005184.762735 nChanged 152 SP:Iteration 23Q (271.398027 sec): 3 clusters Score: Raw -1008164.535714 + Penalty 2912.902215 = -1005251.633499 nChanged 163 SP:Iteration 24Q (271.450675 sec): 3 clusters Score: Raw -1008242.002968 + Penalty 2912.902215 = -1005329.100753 nChanged 176 SP:Iteration 25Q (271.521846 sec): 3 clusters Score: Raw -1008333.258373 + Penalty 2912.902215 = -1005420.356158 nChanged 183 SP:Iteration 26Q (271.582108 sec): 3 clusters Score: Raw -1008423.469731 + Penalty 2912.902215 = -1005510.567516 nChanged 160 SP:Iteration 27Q (271.645824 sec): 3 clusters Score: Raw -1008497.270413 + Penalty 2912.902215 = -1005584.368199 nChanged 160 SP:Iteration 28Q (271.697859 sec): 3 clusters Score: Raw -1008572.402787 + Penalty 2912.902215 = -1005659.500572 nChanged 142 SP:Iteration 29Q (271.767485 sec): 3 clusters Score: Raw -1008630.104913 + Penalty 2912.902215 = -1005717.202698 nChanged 124 SP:Iteration 30Q (271.832702 sec): 3 clusters Score: Raw -1008676.891125 + Penalty 2912.902215 = -1005763.988910 nChanged 99 SP:Iteration 31Q (271.894911 sec): 3 clusters Score: Raw -1008711.149249 + Penalty 2912.902215 = -1005798.247034 nChanged 79 SP:Iteration 32Q (271.943755 sec): 3 clusters Score: Raw -1008733.237895 + Penalty 2912.902215 = -1005820.335680 nChanged 74 SP:Iteration 33Q (272.004310 sec): 3 clusters Score: Raw -1008753.953232 + Penalty 2912.902215 = -1005841.051017 nChanged 50 SP:Iteration 34Q (272.069575 sec): 3 clusters Score: Raw -1008763.990513 + Penalty 2912.902215 = -1005851.088298 nChanged 34 SP:Iteration 35Q (272.132883 sec): 3 clusters Score: Raw -1008771.058165 + Penalty 2912.902215 = -1005858.155950 nChanged 28 SP:Iteration 36Q (272.191711 sec): 3 clusters Score: Raw -1008777.353524 + Penalty 2912.902215 = -1005864.451309 nChanged 24 SP:Iteration 37Q (272.240533 sec): 3 clusters Score: Raw -1008781.897421 + Penalty 2912.902215 = -1005868.995206 nChanged 19 SP:Iteration 38Q (272.299856 sec): 3 clusters Score: Raw -1008786.299900 + Penalty 2912.902215 = -1005873.397685 nChanged 26 SP:Iteration 39Q (272.365437 sec): 3 clusters Score: Raw -1008794.496450 + Penalty 2912.902215 = -1005881.594235 nChanged 35 SP:Iteration 40F (272.430109 sec): 3 clusters Score: Raw -1008808.742271 + Penalty 2912.902215 = -1005895.840056 nChanged 44 SP:Iteration 41Q (272.492585 sec): 3 clusters Score: Raw -1008827.361543 + Penalty 2912.902215 = -1005914.459328 nChanged 53 SP:Iteration 42Q (272.551791 sec): 3 clusters Score: Raw -1008845.717166 + Penalty 2912.902215 = -1005932.814951 nChanged 54 SP:Iteration 43Q (272.603278 sec): 3 clusters Score: Raw -1008868.532042 + Penalty 2912.902215 = -1005955.629827 nChanged 58 SP:Iteration 44Q (272.673987 sec): 3 clusters Score: Raw -1008896.140004 + Penalty 2912.902215 = -1005983.237789 nChanged 57 SP:Iteration 45Q (272.731918 sec): 3 clusters Score: Raw -1008922.194555 + Penalty 2912.902215 = -1006009.292340 nChanged 68 SP:Iteration 46Q (272.793236 sec): 3 clusters Score: Raw -1008949.200490 + Penalty 2912.902215 = -1006036.298275 nChanged 60 SP:Iteration 47Q (272.854008 sec): 3 clusters Score: Raw -1008974.993234 + Penalty 2912.902215 = -1006062.091019 nChanged 67 SP:Iteration 48Q (272.904595 sec): 3 clusters Score: Raw -1009000.477193 + Penalty 2912.902215 = -1006087.574978 nChanged 67 SP:Iteration 49Q (272.977212 sec): 3 clusters Score: Raw -1009024.568403 + Penalty 2912.902215 = -1006111.666188 nChanged 55 SP:Iteration 50Q (273.038093 sec): 3 clusters Score: Raw -1009040.108957 + Penalty 2912.902215 = -1006127.206742 nChanged 48 SP:Iteration 51Q (273.101372 sec): 3 clusters Score: Raw -1009053.384882 + Penalty 2912.902215 = -1006140.482667 nChanged 48 SP:Iteration 52Q (273.156210 sec): 3 clusters Score: Raw -1009067.583796 + Penalty 2912.902215 = -1006154.681581 nChanged 40 SP:Iteration 53Q (273.217676 sec): 3 clusters Score: Raw -1009076.724266 + Penalty 2912.902215 = -1006163.822051 nChanged 30 SP:Iteration 54Q (273.281661 sec): 3 clusters Score: Raw -1009083.153466 + Penalty 2912.902215 = -1006170.251251 nChanged 26 SP:Iteration 55Q (273.325146 sec): 3 clusters Score: Raw -1009088.469233 + Penalty 2912.902215 = -1006175.567018 nChanged 23 SP:Iteration 56Q (273.383425 sec): 3 clusters Score: Raw -1009093.096774 + Penalty 2912.902215 = -1006180.194559 nChanged 14 SP:Iteration 57Q (273.436844 sec): 3 clusters Score: Raw -1009095.493252 + Penalty 2912.902215 = -1006182.591037 nChanged 14 SP:Iteration 58Q (273.496711 sec): 3 clusters Score: Raw -1009098.890528 + Penalty 2912.902215 = -1006185.988313 nChanged 15 SP:Iteration 59Q (273.558829 sec): 3 clusters Score: Raw -1009101.674659 + Penalty 2912.902215 = -1006188.772444 nChanged 17 SP:Iteration 60F (273.611114 sec): 3 clusters Score: Raw -1009103.868597 + Penalty 2912.902215 = -1006190.966382 nChanged 8 SP:Iteration 61Q (273.678166 sec): 3 clusters Score: Raw -1009105.048596 + Penalty 2912.902215 = -1006192.146381 nChanged 10 SP:Iteration 62Q (273.737595 sec): 3 clusters Score: Raw -1009106.405018 + Penalty 2912.902215 = -1006193.502803 nChanged 9 SP:Iteration 63Q (273.798199 sec): 3 clusters Score: Raw -1009107.579969 + Penalty 2912.902215 = -1006194.677754 nChanged 10 SP:Iteration 64Q (273.864613 sec): 3 clusters Score: Raw -1009109.064288 + Penalty 2912.902215 = -1006196.162073 nChanged 11 SP:Iteration 65Q (273.925489 sec): 3 clusters Score: Raw -1009110.409998 + Penalty 2912.902215 = -1006197.507783 nChanged 5 SP:Iteration 66Q (273.975411 sec): 3 clusters Score: Raw -1009110.856147 + Penalty 2912.902215 = -1006197.953932 nChanged 0 SP:Iteration 67F (274.032692 sec): 3 clusters Score: Raw -1009110.856147 + Penalty 2912.902215 = -1006197.953932 nChanged 0 Trying to split cluster 24 (325 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (274.055125 sec): 2 clusters Score: Raw -38392.057568 + Penalty 939.871592 = -37452.185976 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (274.102517 sec): 3 clusters Score: Raw -38491.703949 + Penalty 1879.743184 = -36611.960765 nChanged 69 SP:Iteration 1F (274.153998 sec): 3 clusters Score: Raw -38630.089430 + Penalty 1879.743184 = -36750.346246 nChanged 17 SP:Iteration 2F (274.197638 sec): 3 clusters Score: Raw -38662.076708 + Penalty 1879.743184 = -36782.333524 nChanged 11 SP:Iteration 3Q (274.241725 sec): 3 clusters Score: Raw -38713.010728 + Penalty 1879.743184 = -36833.267543 nChanged 10 SP:Iteration 4Q (274.291411 sec): 3 clusters Score: Raw -38751.298029 + Penalty 1879.743184 = -36871.554844 nChanged 5 SP:Iteration 5Q (274.340276 sec): 3 clusters Score: Raw -38765.244465 + Penalty 1879.743184 = -36885.501280 nChanged 1 SP:Iteration 6Q (274.393877 sec): 3 clusters Score: Raw -38765.742219 + Penalty 1879.743184 = -36885.999035 nChanged 1 SP:Iteration 7Q (274.439975 sec): 3 clusters Score: Raw -38767.009201 + Penalty 1879.743184 = -36887.266017 nChanged 0 SP:Iteration 8F (274.485037 sec): 3 clusters Score: Raw -38767.009201 + Penalty 1879.743184 = -36887.266017 nChanged 0 Trying to split cluster 25 (1054 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (274.519513 sec): 2 clusters Score: Raw -114563.222039 + Penalty 1131.056506 = -113432.165533 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (274.565331 sec): 3 clusters Score: Raw -114253.423696 + Penalty 2262.113012 = -111991.310684 nChanged 293 SP:Iteration 1F (274.612133 sec): 3 clusters Score: Raw -114558.797209 + Penalty 2262.113012 = -112296.684197 nChanged 82 SP:Iteration 2F (274.658259 sec): 3 clusters Score: Raw -114671.312160 + Penalty 2262.113012 = -112409.199148 nChanged 63 SP:Iteration 3F (274.711795 sec): 3 clusters Score: Raw -114745.793659 + Penalty 2262.113012 = -112483.680647 nChanged 33 SP:Iteration 4Q (274.761461 sec): 3 clusters Score: Raw -114793.357599 + Penalty 2262.113012 = -112531.244587 nChanged 23 SP:Iteration 5Q (274.795235 sec): 3 clusters Score: Raw -114823.454745 + Penalty 2262.113012 = -112561.341733 nChanged 21 SP:Iteration 6Q (274.848364 sec): 3 clusters Score: Raw -114859.060406 + Penalty 2262.113012 = -112596.947394 nChanged 24 SP:Iteration 7Q (274.885590 sec): 3 clusters Score: Raw -114906.033413 + Penalty 2262.113012 = -112643.920401 nChanged 23 SP:Iteration 8Q (274.927994 sec): 3 clusters Score: Raw -114948.705696 + Penalty 2262.113012 = -112686.592684 nChanged 23 SP:Iteration 9Q (274.966068 sec): 3 clusters Score: Raw -114981.535109 + Penalty 2262.113012 = -112719.422097 nChanged 13 SP:Iteration 10Q (275.000128 sec): 3 clusters Score: Raw -114999.776566 + Penalty 2262.113012 = -112737.663554 nChanged 17 SP:Iteration 11Q (275.050026 sec): 3 clusters Score: Raw -115016.408558 + Penalty 2262.113012 = -112754.295546 nChanged 10 SP:Iteration 12Q (275.101959 sec): 3 clusters Score: Raw -115024.871422 + Penalty 2262.113012 = -112762.758410 nChanged 5 SP:Iteration 13Q (275.147234 sec): 3 clusters Score: Raw -115033.211615 + Penalty 2262.113012 = -112771.098603 nChanged 7 SP:Iteration 14Q (275.200774 sec): 3 clusters Score: Raw -115041.554742 + Penalty 2262.113012 = -112779.441730 nChanged 10 SP:Iteration 15Q (275.249467 sec): 3 clusters Score: Raw -115050.217369 + Penalty 2262.113012 = -112788.104357 nChanged 9 SP:Iteration 16Q (275.306544 sec): 3 clusters Score: Raw -115055.251701 + Penalty 2262.113012 = -112793.138689 nChanged 8 SP:Iteration 17Q (275.342506 sec): 3 clusters Score: Raw -115064.024765 + Penalty 2262.113012 = -112801.911753 nChanged 10 SP:Iteration 18Q (275.400522 sec): 3 clusters Score: Raw -115072.670121 + Penalty 2262.113012 = -112810.557109 nChanged 10 SP:Iteration 19Q (275.444385 sec): 3 clusters Score: Raw -115080.999123 + Penalty 2262.113012 = -112818.886111 nChanged 6 SP:Iteration 20F (275.488552 sec): 3 clusters Score: Raw -115085.913648 + Penalty 2262.113012 = -112823.800636 nChanged 3 SP:Iteration 21Q (275.529025 sec): 3 clusters Score: Raw -115092.788528 + Penalty 2262.113012 = -112830.675516 nChanged 2 SP:Iteration 22Q (275.590810 sec): 3 clusters Score: Raw -115094.616116 + Penalty 2262.113012 = -112832.503104 nChanged 1 SP:Iteration 23Q (275.632902 sec): 3 clusters Score: Raw -115096.377504 + Penalty 2262.113012 = -112834.264492 nChanged 2 SP:Iteration 24Q (275.679688 sec): 3 clusters Score: Raw -115097.813514 + Penalty 2262.113012 = -112835.700502 nChanged 1 SP:Iteration 25Q (275.727811 sec): 3 clusters Score: Raw -115098.799187 + Penalty 2262.113012 = -112836.686175 nChanged 2 SP:Iteration 26Q (275.776485 sec): 3 clusters Score: Raw -115099.479583 + Penalty 2262.113012 = -112837.366571 nChanged 2 SP:Iteration 27Q (275.822619 sec): 3 clusters Score: Raw -115101.488990 + Penalty 2262.113012 = -112839.375978 nChanged 1 SP:Iteration 28Q (275.873559 sec): 3 clusters Score: Raw -115102.965802 + Penalty 2262.113012 = -112840.852790 nChanged 1 SP:Iteration 29Q (275.921757 sec): 3 clusters Score: Raw -115103.142291 + Penalty 2262.113012 = -112841.029279 nChanged 0 SP:Iteration 30F (275.968724 sec): 3 clusters Score: Raw -115103.142291 + Penalty 2262.113012 = -112841.029279 nChanged 0 Iteration 139Q (276.918751 sec): 26 clusters Score: Raw -7621768.099492 + Penalty 44923.795577 = -7576844.303915 nChanged 319 Iteration 140F (278.391142 sec): 26 clusters Score: Raw -7622018.619614 + Penalty 44923.795577 = -7577094.824037 nChanged 314 Iteration 141Q (279.271149 sec): 26 clusters Score: Raw -7622145.424627 + Penalty 44923.795577 = -7577221.629050 nChanged 184 Iteration 142Q (280.154753 sec): 26 clusters Score: Raw -7622208.352408 + Penalty 44923.795577 = -7577284.556831 nChanged 140 Iteration 143Q (281.044476 sec): 26 clusters Score: Raw -7622247.567684 + Penalty 44923.795577 = -7577323.772106 nChanged 103 Iteration 144Q (281.964650 sec): 26 clusters Score: Raw -7622275.202956 + Penalty 44923.795577 = -7577351.407379 nChanged 91 Iteration 145Q (282.898987 sec): 26 clusters Score: Raw -7622302.708939 + Penalty 44923.795577 = -7577378.913362 nChanged 91 Iteration 146Q (283.795144 sec): 26 clusters Score: Raw -7622334.220189 + Penalty 44923.795577 = -7577410.424612 nChanged 81 Iteration 147Q (284.733927 sec): 26 clusters Score: Raw -7622356.358482 + Penalty 44923.795577 = -7577432.562905 nChanged 77 Iteration 148Q (285.635896 sec): 26 clusters Score: Raw -7622374.636435 + Penalty 44923.795577 = -7577450.840858 nChanged 73 Iteration 149Q (286.500955 sec): 26 clusters Score: Raw -7622392.476490 + Penalty 44923.795577 = -7577468.680913 nChanged 71 Iteration 150Q (287.318507 sec): 26 clusters Score: Raw -7622411.351505 + Penalty 44923.795577 = -7577487.555928 nChanged 57 Iteration 151Q (288.242924 sec): 26 clusters Score: Raw -7622424.784204 + Penalty 44923.795577 = -7577500.988627 nChanged 57 Iteration 152Q (289.128645 sec): 26 clusters Score: Raw -7622436.823446 + Penalty 44923.795577 = -7577513.027869 nChanged 52 Iteration 153Q (289.989121 sec): 26 clusters Score: Raw -7622447.474526 + Penalty 44923.795577 = -7577523.678949 nChanged 42 Iteration 154Q (290.918707 sec): 26 clusters Score: Raw -7622458.754795 + Penalty 44923.795577 = -7577534.959218 nChanged 51 Iteration 155Q (291.859066 sec): 26 clusters Score: Raw -7622476.090954 + Penalty 44923.795577 = -7577552.295376 nChanged 59 Iteration 156Q (292.743783 sec): 26 clusters Score: Raw -7622493.855902 + Penalty 44923.795577 = -7577570.060325 nChanged 56 Iteration 157Q (293.672111 sec): 26 clusters Score: Raw -7622506.065170 + Penalty 44923.795577 = -7577582.269593 nChanged 45 Iteration 158Q (294.619811 sec): 26 clusters Score: Raw -7622517.429494 + Penalty 44923.795577 = -7577593.633917 nChanged 48 Iteration 159Q (295.509750 sec): 26 clusters Score: Raw -7622531.955495 + Penalty 44923.795577 = -7577608.159917 nChanged 39 Iteration 160F (297.010215 sec): 26 clusters Score: Raw -7622540.370345 + Penalty 44923.795577 = -7577616.574768 nChanged 40 Iteration 161Q (297.950864 sec): 26 clusters Score: Raw -7622547.107587 + Penalty 44923.795577 = -7577623.312010 nChanged 30 Iteration 162Q (298.859248 sec): 26 clusters Score: Raw -7622551.337050 + Penalty 44923.795577 = -7577627.541473 nChanged 34 Iteration 163Q (299.800267 sec): 26 clusters Score: Raw -7622556.253593 + Penalty 44923.795577 = -7577632.458015 nChanged 32 Iteration 164Q (300.719416 sec): 26 clusters Score: Raw -7622561.391540 + Penalty 44923.795577 = -7577637.595963 nChanged 36 Iteration 165Q (301.652156 sec): 26 clusters Score: Raw -7622568.283259 + Penalty 44923.795577 = -7577644.487682 nChanged 38 Iteration 166Q (302.578244 sec): 26 clusters Score: Raw -7622574.846013 + Penalty 44923.795577 = -7577651.050436 nChanged 37 Iteration 167Q (303.467589 sec): 26 clusters Score: Raw -7622581.291457 + Penalty 44923.795577 = -7577657.495880 nChanged 31 Iteration 168Q (304.325897 sec): 26 clusters Score: Raw -7622586.529711 + Penalty 44923.795577 = -7577662.734134 nChanged 18 Iteration 169Q (305.153264 sec): 26 clusters Score: Raw -7622589.964600 + Penalty 44923.795577 = -7577666.169022 nChanged 18 Iteration 170Q (306.062694 sec): 26 clusters Score: Raw -7622592.493746 + Penalty 44923.795577 = -7577668.698169 nChanged 14 Iteration 171Q (306.984755 sec): 26 clusters Score: Raw -7622594.878708 + Penalty 44923.795577 = -7577671.083130 nChanged 21 Iteration 172Q (307.918632 sec): 26 clusters Score: Raw -7622598.199314 + Penalty 44923.795577 = -7577674.403736 nChanged 21 Iteration 173Q (308.806026 sec): 26 clusters Score: Raw -7622601.036129 + Penalty 44923.795577 = -7577677.240552 nChanged 16 Iteration 174Q (309.673588 sec): 26 clusters Score: Raw -7622603.525406 + Penalty 44923.795577 = -7577679.729829 nChanged 9 Iteration 175Q (310.536462 sec): 26 clusters Score: Raw -7622604.488538 + Penalty 44923.795577 = -7577680.692961 nChanged 6 Iteration 176Q (311.342672 sec): 26 clusters Score: Raw -7622605.076012 + Penalty 44923.795577 = -7577681.280435 nChanged 1 Iteration 177Q (312.224689 sec): 26 clusters Score: Raw -7622605.188067 + Penalty 44923.795577 = -7577681.392490 nChanged 1 Iteration 178Q (313.104750 sec): 26 clusters Score: Raw -7622605.266871 + Penalty 44923.795577 = -7577681.471294 nChanged 2 Writing temp clu file Because OldScore, -7577681.392490, is greater than current (better) Score,-7577681.471294 Compute initial score before splitting: Score: Raw -7622605.266871 + Penalty 44923.795577 = -7577681.471294 Trying to split cluster 1 (1195 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (313.146164 sec): 2 clusters Score: Raw -144965.029032 + Penalty 1151.458988 = -143813.570044 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (313.181863 sec): 3 clusters Score: Raw -144659.352843 + Penalty 2302.917976 = -142356.434867 nChanged 384 SP:Iteration 1F (313.239416 sec): 3 clusters Score: Raw -145262.779068 + Penalty 2302.917976 = -142959.861092 nChanged 159 SP:Iteration 2F (313.293283 sec): 3 clusters Score: Raw -145645.025433 + Penalty 2302.917976 = -143342.107457 nChanged 106 SP:Iteration 3F (313.330389 sec): 3 clusters Score: Raw -145829.732743 + Penalty 2302.917976 = -143526.814767 nChanged 49 SP:Iteration 4Q (313.385677 sec): 3 clusters Score: Raw -145900.185045 + Penalty 2302.917976 = -143597.267069 nChanged 30 SP:Iteration 5Q (313.433908 sec): 3 clusters Score: Raw -145941.738724 + Penalty 2302.917976 = -143638.820748 nChanged 15 SP:Iteration 6Q (313.484552 sec): 3 clusters Score: Raw -145959.823193 + Penalty 2302.917976 = -143656.905217 nChanged 14 SP:Iteration 7Q (313.527055 sec): 3 clusters Score: Raw -145975.715444 + Penalty 2302.917976 = -143672.797468 nChanged 5 SP:Iteration 8Q (313.570312 sec): 3 clusters Score: Raw -145980.110607 + Penalty 2302.917976 = -143677.192631 nChanged 0 SP:Iteration 9F (313.614871 sec): 3 clusters Score: Raw -145980.110607 + Penalty 2302.917976 = -143677.192631 nChanged 0 Trying to split cluster 2 (4276 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (313.651630 sec): 2 clusters Score: Raw -530786.545572 + Penalty 1358.625657 = -529427.919915 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (313.700773 sec): 3 clusters Score: Raw -528674.834242 + Penalty 2717.251313 = -525957.582929 nChanged 1623 SP:Iteration 1F (313.757495 sec): 3 clusters Score: Raw -529526.240291 + Penalty 2717.251313 = -526808.988978 nChanged 306 SP:Iteration 2F (313.798929 sec): 3 clusters Score: Raw -529683.604898 + Penalty 2717.251313 = -526966.353584 nChanged 212 SP:Iteration 3Q (313.846961 sec): 3 clusters Score: Raw -529786.592080 + Penalty 2717.251313 = -527069.340767 nChanged 148 SP:Iteration 4Q (313.902185 sec): 3 clusters Score: Raw -529856.866658 + Penalty 2717.251313 = -527139.615344 nChanged 127 SP:Iteration 5Q (313.946298 sec): 3 clusters Score: Raw -529911.439347 + Penalty 2717.251313 = -527194.188034 nChanged 116 SP:Iteration 6Q (314.004182 sec): 3 clusters Score: Raw -529949.733909 + Penalty 2717.251313 = -527232.482596 nChanged 81 SP:Iteration 7Q (314.048441 sec): 3 clusters Score: Raw -529977.149169 + Penalty 2717.251313 = -527259.897855 nChanged 72 SP:Iteration 8Q (314.108247 sec): 3 clusters Score: Raw -530004.426051 + Penalty 2717.251313 = -527287.174737 nChanged 84 SP:Iteration 9Q (314.152010 sec): 3 clusters Score: Raw -530033.942431 + Penalty 2717.251313 = -527316.691118 nChanged 86 SP:Iteration 10Q (314.216538 sec): 3 clusters Score: Raw -530065.489708 + Penalty 2717.251313 = -527348.238395 nChanged 64 SP:Iteration 11Q (314.258045 sec): 3 clusters Score: Raw -530088.026250 + Penalty 2717.251313 = -527370.774936 nChanged 65 SP:Iteration 12Q (314.314961 sec): 3 clusters Score: Raw -530111.212557 + Penalty 2717.251313 = -527393.961243 nChanged 69 SP:Iteration 13Q (314.369443 sec): 3 clusters Score: Raw -530133.109643 + Penalty 2717.251313 = -527415.858330 nChanged 63 SP:Iteration 14Q (314.418783 sec): 3 clusters Score: Raw -530159.388753 + Penalty 2717.251313 = -527442.137439 nChanged 60 SP:Iteration 15Q (314.471725 sec): 3 clusters Score: Raw -530183.088613 + Penalty 2717.251313 = -527465.837299 nChanged 70 SP:Iteration 16Q (314.526289 sec): 3 clusters Score: Raw -530212.510660 + Penalty 2717.251313 = -527495.259346 nChanged 69 SP:Iteration 17Q (314.581399 sec): 3 clusters Score: Raw -530246.906021 + Penalty 2717.251313 = -527529.654708 nChanged 80 SP:Iteration 18Q (314.624472 sec): 3 clusters Score: Raw -530293.084700 + Penalty 2717.251313 = -527575.833387 nChanged 90 SP:Iteration 19Q (314.681841 sec): 3 clusters Score: Raw -530343.264549 + Penalty 2717.251313 = -527626.013236 nChanged 97 SP:Iteration 20F (314.745330 sec): 3 clusters Score: Raw -530395.085912 + Penalty 2717.251313 = -527677.834599 nChanged 77 SP:Iteration 21Q (314.784961 sec): 3 clusters Score: Raw -530440.170432 + Penalty 2717.251313 = -527722.919118 nChanged 85 SP:Iteration 22Q (314.851371 sec): 3 clusters Score: Raw -530486.596026 + Penalty 2717.251313 = -527769.344713 nChanged 84 SP:Iteration 23Q (314.906252 sec): 3 clusters Score: Raw -530536.396447 + Penalty 2717.251313 = -527819.145134 nChanged 71 SP:Iteration 24Q (314.947199 sec): 3 clusters Score: Raw -530583.043970 + Penalty 2717.251313 = -527865.792656 nChanged 82 SP:Iteration 25Q (315.011526 sec): 3 clusters Score: Raw -530640.693201 + Penalty 2717.251313 = -527923.441888 nChanged 72 SP:Iteration 26Q (315.065924 sec): 3 clusters Score: Raw -530692.746958 + Penalty 2717.251313 = -527975.495644 nChanged 55 SP:Iteration 27Q (315.115834 sec): 3 clusters Score: Raw -530732.998282 + Penalty 2717.251313 = -528015.746968 nChanged 46 SP:Iteration 28Q (315.175301 sec): 3 clusters Score: Raw -530774.931747 + Penalty 2717.251313 = -528057.680433 nChanged 51 SP:Iteration 29Q (315.223867 sec): 3 clusters Score: Raw -530815.394377 + Penalty 2717.251313 = -528098.143063 nChanged 46 SP:Iteration 30Q (315.282748 sec): 3 clusters Score: Raw -530853.134382 + Penalty 2717.251313 = -528135.883069 nChanged 46 SP:Iteration 31Q (315.334077 sec): 3 clusters Score: Raw -530894.574876 + Penalty 2717.251313 = -528177.323563 nChanged 37 SP:Iteration 32Q (315.380529 sec): 3 clusters Score: Raw -530931.028759 + Penalty 2717.251313 = -528213.777445 nChanged 37 SP:Iteration 33Q (315.441258 sec): 3 clusters Score: Raw -530964.831710 + Penalty 2717.251313 = -528247.580397 nChanged 32 SP:Iteration 34Q (315.494930 sec): 3 clusters Score: Raw -530993.870713 + Penalty 2717.251313 = -528276.619400 nChanged 22 SP:Iteration 35Q (315.543390 sec): 3 clusters Score: Raw -531013.100032 + Penalty 2717.251313 = -528295.848719 nChanged 17 SP:Iteration 36Q (315.593698 sec): 3 clusters Score: Raw -531028.729988 + Penalty 2717.251313 = -528311.478675 nChanged 8 SP:Iteration 37Q (315.649389 sec): 3 clusters Score: Raw -531034.339246 + Penalty 2717.251313 = -528317.087932 nChanged 4 SP:Iteration 38Q (315.703149 sec): 3 clusters Score: Raw -531037.252745 + Penalty 2717.251313 = -528320.001432 nChanged 1 SP:Iteration 39Q (315.748217 sec): 3 clusters Score: Raw -531037.519008 + Penalty 2717.251313 = -528320.267695 nChanged 1 SP:Iteration 40F (315.815875 sec): 3 clusters Score: Raw -531038.195043 + Penalty 2717.251313 = -528320.943729 nChanged 2 SP:Iteration 41Q (315.869563 sec): 3 clusters Score: Raw -531040.870331 + Penalty 2717.251313 = -528323.619018 nChanged 2 SP:Iteration 42Q (315.923856 sec): 3 clusters Score: Raw -531042.979061 + Penalty 2717.251313 = -528325.727747 nChanged 1 SP:Iteration 43Q (315.978436 sec): 3 clusters Score: Raw -531044.419903 + Penalty 2717.251313 = -528327.168590 nChanged 2 SP:Iteration 44Q (316.021407 sec): 3 clusters Score: Raw -531048.513607 + Penalty 2717.251313 = -528331.262294 nChanged 5 SP:Iteration 45Q (316.069438 sec): 3 clusters Score: Raw -531052.733222 + Penalty 2717.251313 = -528335.481908 nChanged 4 SP:Iteration 46Q (316.127299 sec): 3 clusters Score: Raw -531055.305327 + Penalty 2717.251313 = -528338.054014 nChanged 1 SP:Iteration 47Q (316.179316 sec): 3 clusters Score: Raw -531056.081257 + Penalty 2717.251313 = -528338.829943 nChanged 1 SP:Iteration 48Q (316.234205 sec): 3 clusters Score: Raw -531058.121647 + Penalty 2717.251313 = -528340.870333 nChanged 0 SP:Iteration 49F (316.286596 sec): 3 clusters Score: Raw -531058.121647 + Penalty 2717.251313 = -528340.870333 nChanged 0 Trying to split cluster 3 (382 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (316.309210 sec): 2 clusters Score: Raw -38393.509201 + Penalty 966.130849 = -37427.378352 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (316.345336 sec): 3 clusters Score: Raw -38573.553149 + Penalty 1932.261698 = -36641.291452 nChanged 105 SP:Iteration 1F (316.390825 sec): 3 clusters Score: Raw -38906.656097 + Penalty 1932.261698 = -36974.394399 nChanged 41 SP:Iteration 2F (316.426938 sec): 3 clusters Score: Raw -39142.115880 + Penalty 1932.261698 = -37209.854183 nChanged 21 SP:Iteration 3F (316.472727 sec): 3 clusters Score: Raw -39348.720548 + Penalty 1932.261698 = -37416.458851 nChanged 12 SP:Iteration 4Q (316.517940 sec): 3 clusters Score: Raw -39399.366090 + Penalty 1932.261698 = -37467.104392 nChanged 8 SP:Iteration 5Q (316.561001 sec): 3 clusters Score: Raw -39435.280730 + Penalty 1932.261698 = -37503.019032 nChanged 7 SP:Iteration 6Q (316.610112 sec): 3 clusters Score: Raw -39461.690301 + Penalty 1932.261698 = -37529.428603 nChanged 6 SP:Iteration 7Q (316.646289 sec): 3 clusters Score: Raw -39470.678105 + Penalty 1932.261698 = -37538.416407 nChanged 0 SP:Iteration 8F (316.692594 sec): 3 clusters Score: Raw -39470.678105 + Penalty 1932.261698 = -37538.416407 nChanged 0 Score: Raw -7623682.741154 + Penalty 46720.747400 = -7576961.993754 Splitting cluster 3 changes total score from -7577681.471294 to -7576961.993754 So it's not getting split. Trying to split cluster 4 (12367 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (318.308155 sec): 2 clusters Score: Raw -1587621.439896 + Penalty 1531.202873 = -1586090.237023 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (318.376123 sec): 3 clusters Score: Raw -1580445.091019 + Penalty 3062.405747 = -1577382.685272 nChanged 5388 SP:Iteration 1F (318.430637 sec): 3 clusters Score: Raw -1583344.860798 + Penalty 3062.405747 = -1580282.455051 nChanged 704 SP:Iteration 2F (318.493661 sec): 3 clusters Score: Raw -1583662.768188 + Penalty 3062.405747 = -1580600.362441 nChanged 603 SP:Iteration 3Q (318.561567 sec): 3 clusters Score: Raw -1583979.559941 + Penalty 3062.405747 = -1580917.154194 nChanged 653 SP:Iteration 4F (318.643005 sec): 3 clusters Score: Raw -1584420.354052 + Penalty 3062.405747 = -1581357.948305 nChanged 668 SP:Iteration 5F (318.710123 sec): 3 clusters Score: Raw -1584966.396541 + Penalty 3062.405747 = -1581903.990794 nChanged 742 SP:Iteration 6F (318.783706 sec): 3 clusters Score: Raw -1585666.480424 + Penalty 3062.405747 = -1582604.074677 nChanged 848 SP:Iteration 7F (318.849301 sec): 3 clusters Score: Raw -1586565.700163 + Penalty 3062.405747 = -1583503.294416 nChanged 848 SP:Iteration 8F (318.916586 sec): 3 clusters Score: Raw -1587356.410604 + Penalty 3062.405747 = -1584294.004857 nChanged 717 SP:Iteration 9F (318.980483 sec): 3 clusters Score: Raw -1587954.074790 + Penalty 3062.405747 = -1584891.669043 nChanged 618 SP:Iteration 10Q (319.038920 sec): 3 clusters Score: Raw -1588414.029601 + Penalty 3062.405747 = -1585351.623854 nChanged 438 SP:Iteration 11Q (319.110418 sec): 3 clusters Score: Raw -1588664.603814 + Penalty 3062.405747 = -1585602.198067 nChanged 320 SP:Iteration 12Q (319.178687 sec): 3 clusters Score: Raw -1588822.505410 + Penalty 3062.405747 = -1585760.099663 nChanged 258 SP:Iteration 13Q (319.246633 sec): 3 clusters Score: Raw -1588932.521757 + Penalty 3062.405747 = -1585870.116010 nChanged 229 SP:Iteration 14Q (319.303886 sec): 3 clusters Score: Raw -1589020.600282 + Penalty 3062.405747 = -1585958.194535 nChanged 180 SP:Iteration 15Q (319.374439 sec): 3 clusters Score: Raw -1589076.214072 + Penalty 3062.405747 = -1586013.808325 nChanged 132 SP:Iteration 16Q (319.439462 sec): 3 clusters Score: Raw -1589112.945483 + Penalty 3062.405747 = -1586050.539736 nChanged 113 SP:Iteration 17Q (319.505823 sec): 3 clusters Score: Raw -1589142.123841 + Penalty 3062.405747 = -1586079.718094 nChanged 92 SP:Iteration 18Q (319.568155 sec): 3 clusters Score: Raw -1589158.869494 + Penalty 3062.405747 = -1586096.463747 nChanged 59 SP:Iteration 19Q (319.623780 sec): 3 clusters Score: Raw -1589168.056746 + Penalty 3062.405747 = -1586105.650999 nChanged 48 SP:Iteration 20F (319.690573 sec): 3 clusters Score: Raw -1589176.370971 + Penalty 3062.405747 = -1586113.965224 nChanged 42 SP:Iteration 21Q (319.758454 sec): 3 clusters Score: Raw -1589181.571901 + Penalty 3062.405747 = -1586119.166154 nChanged 30 SP:Iteration 22Q (319.829068 sec): 3 clusters Score: Raw -1589184.435774 + Penalty 3062.405747 = -1586122.030027 nChanged 21 SP:Iteration 23Q (319.901371 sec): 3 clusters Score: Raw -1589186.869060 + Penalty 3062.405747 = -1586124.463313 nChanged 15 SP:Iteration 24Q (319.964259 sec): 3 clusters Score: Raw -1589188.268653 + Penalty 3062.405747 = -1586125.862906 nChanged 10 SP:Iteration 25Q (320.036413 sec): 3 clusters Score: Raw -1589189.132748 + Penalty 3062.405747 = -1586126.727001 nChanged 6 SP:Iteration 26Q (320.097406 sec): 3 clusters Score: Raw -1589189.664473 + Penalty 3062.405747 = -1586127.258726 nChanged 5 SP:Iteration 27Q (320.164232 sec): 3 clusters Score: Raw -1589190.393015 + Penalty 3062.405747 = -1586127.987268 nChanged 4 SP:Iteration 28Q (320.224896 sec): 3 clusters Score: Raw -1589190.717753 + Penalty 3062.405747 = -1586128.312007 nChanged 3 SP:Iteration 29Q (320.288495 sec): 3 clusters Score: Raw -1589190.914999 + Penalty 3062.405747 = -1586128.509252 nChanged 2 SP:Iteration 30Q (320.354605 sec): 3 clusters Score: Raw -1589191.015154 + Penalty 3062.405747 = -1586128.609407 nChanged 1 SP:Iteration 31Q (320.408773 sec): 3 clusters Score: Raw -1589191.080258 + Penalty 3062.405747 = -1586128.674511 nChanged 0 SP:Iteration 32F (320.479591 sec): 3 clusters Score: Raw -1589191.080258 + Penalty 3062.405747 = -1586128.674511 nChanged 0 Score: Raw -7624175.212612 + Penalty 46720.747400 = -7577454.465211 Splitting cluster 4 changes total score from -7577681.471294 to -7577454.465211 So it's not getting split. Trying to split cluster 5 (2031 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (322.058105 sec): 2 clusters Score: Raw -249858.103291 + Penalty 1237.646079 = -248620.457212 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (322.098734 sec): 3 clusters Score: Raw -248990.241196 + Penalty 2475.292158 = -246514.949038 nChanged 731 SP:Iteration 1F (322.136638 sec): 3 clusters Score: Raw -249509.500752 + Penalty 2475.292158 = -247034.208594 nChanged 175 SP:Iteration 2F (322.187630 sec): 3 clusters Score: Raw -249684.945871 + Penalty 2475.292158 = -247209.653714 nChanged 134 SP:Iteration 3F (322.242275 sec): 3 clusters Score: Raw -249831.722685 + Penalty 2475.292158 = -247356.430528 nChanged 110 SP:Iteration 4F (322.293256 sec): 3 clusters Score: Raw -249932.773995 + Penalty 2475.292158 = -247457.481837 nChanged 90 SP:Iteration 5Q (322.344971 sec): 3 clusters Score: Raw -250004.938543 + Penalty 2475.292158 = -247529.646385 nChanged 61 SP:Iteration 6Q (322.388380 sec): 3 clusters Score: Raw -250046.442331 + Penalty 2475.292158 = -247571.150174 nChanged 39 SP:Iteration 7Q (322.436873 sec): 3 clusters Score: Raw -250072.260724 + Penalty 2475.292158 = -247596.968567 nChanged 32 SP:Iteration 8Q (322.487792 sec): 3 clusters Score: Raw -250097.473589 + Penalty 2475.292158 = -247622.181431 nChanged 29 SP:Iteration 9Q (322.542652 sec): 3 clusters Score: Raw -250114.975051 + Penalty 2475.292158 = -247639.682893 nChanged 18 SP:Iteration 10Q (322.592598 sec): 3 clusters Score: Raw -250127.433610 + Penalty 2475.292158 = -247652.141452 nChanged 21 SP:Iteration 11Q (322.628706 sec): 3 clusters Score: Raw -250140.749433 + Penalty 2475.292158 = -247665.457276 nChanged 20 SP:Iteration 12Q (322.685495 sec): 3 clusters Score: Raw -250151.297798 + Penalty 2475.292158 = -247676.005641 nChanged 13 SP:Iteration 13Q (322.718700 sec): 3 clusters Score: Raw -250159.554963 + Penalty 2475.292158 = -247684.262806 nChanged 13 SP:Iteration 14Q (322.769129 sec): 3 clusters Score: Raw -250167.375940 + Penalty 2475.292158 = -247692.083783 nChanged 9 SP:Iteration 15Q (322.812204 sec): 3 clusters Score: Raw -250172.438584 + Penalty 2475.292158 = -247697.146427 nChanged 5 SP:Iteration 16Q (322.862404 sec): 3 clusters Score: Raw -250176.466492 + Penalty 2475.292158 = -247701.174335 nChanged 4 SP:Iteration 17Q (322.917935 sec): 3 clusters Score: Raw -250179.351203 + Penalty 2475.292158 = -247704.059045 nChanged 1 SP:Iteration 18Q (322.959735 sec): 3 clusters Score: Raw -250180.185385 + Penalty 2475.292158 = -247704.893227 nChanged 2 SP:Iteration 19Q (323.015485 sec): 3 clusters Score: Raw -250181.057998 + Penalty 2475.292158 = -247705.765841 nChanged 3 SP:Iteration 20F (323.056182 sec): 3 clusters Score: Raw -250182.194274 + Penalty 2475.292158 = -247706.902116 nChanged 1 SP:Iteration 21Q (323.106238 sec): 3 clusters Score: Raw -250183.132971 + Penalty 2475.292158 = -247707.840814 nChanged 1 SP:Iteration 22Q (323.170671 sec): 3 clusters Score: Raw -250183.803078 + Penalty 2475.292158 = -247708.510920 nChanged 1 SP:Iteration 23Q (323.215475 sec): 3 clusters Score: Raw -250184.239280 + Penalty 2475.292158 = -247708.947123 nChanged 0 SP:Iteration 24F (323.259484 sec): 3 clusters Score: Raw -250184.239280 + Penalty 2475.292158 = -247708.947123 nChanged 0 Trying to split cluster 6 (1920 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (323.284186 sec): 2 clusters Score: Raw -247186.938473 + Penalty 1228.513076 = -245958.425397 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (323.333721 sec): 3 clusters Score: Raw -246338.973030 + Penalty 2457.026151 = -243881.946879 nChanged 680 SP:Iteration 1F (323.383406 sec): 3 clusters Score: Raw -246781.900620 + Penalty 2457.026151 = -244324.874469 nChanged 155 SP:Iteration 2F (323.434347 sec): 3 clusters Score: Raw -246895.444181 + Penalty 2457.026151 = -244438.418030 nChanged 97 SP:Iteration 3F (323.482340 sec): 3 clusters Score: Raw -246962.884964 + Penalty 2457.026151 = -244505.858813 nChanged 63 SP:Iteration 4Q (323.524088 sec): 3 clusters Score: Raw -247000.722023 + Penalty 2457.026151 = -244543.695872 nChanged 44 SP:Iteration 5Q (323.584561 sec): 3 clusters Score: Raw -247026.347481 + Penalty 2457.026151 = -244569.321330 nChanged 31 SP:Iteration 6Q (323.625281 sec): 3 clusters Score: Raw -247046.069625 + Penalty 2457.026151 = -244589.043474 nChanged 31 SP:Iteration 7Q (323.668627 sec): 3 clusters Score: Raw -247067.711268 + Penalty 2457.026151 = -244610.685117 nChanged 36 SP:Iteration 8Q (323.712975 sec): 3 clusters Score: Raw -247088.410395 + Penalty 2457.026151 = -244631.384244 nChanged 24 SP:Iteration 9Q (323.771262 sec): 3 clusters Score: Raw -247102.197909 + Penalty 2457.026151 = -244645.171758 nChanged 20 SP:Iteration 10Q (323.815151 sec): 3 clusters Score: Raw -247111.628487 + Penalty 2457.026151 = -244654.602336 nChanged 14 SP:Iteration 11Q (323.863264 sec): 3 clusters Score: Raw -247124.777180 + Penalty 2457.026151 = -244667.751029 nChanged 19 SP:Iteration 12Q (323.907878 sec): 3 clusters Score: Raw -247138.271248 + Penalty 2457.026151 = -244681.245097 nChanged 19 SP:Iteration 13Q (323.949311 sec): 3 clusters Score: Raw -247149.423876 + Penalty 2457.026151 = -244692.397725 nChanged 21 SP:Iteration 14Q (324.004443 sec): 3 clusters Score: Raw -247160.241872 + Penalty 2457.026151 = -244703.215721 nChanged 18 SP:Iteration 15Q (324.062628 sec): 3 clusters Score: Raw -247170.894206 + Penalty 2457.026151 = -244713.868055 nChanged 10 SP:Iteration 16Q (324.108097 sec): 3 clusters Score: Raw -247176.595394 + Penalty 2457.026151 = -244719.569243 nChanged 12 SP:Iteration 17Q (324.149137 sec): 3 clusters Score: Raw -247185.911203 + Penalty 2457.026151 = -244728.885052 nChanged 15 SP:Iteration 18Q (324.188503 sec): 3 clusters Score: Raw -247195.017464 + Penalty 2457.026151 = -244737.991313 nChanged 13 SP:Iteration 19Q (324.234103 sec): 3 clusters Score: Raw -247204.231967 + Penalty 2457.026151 = -244747.205816 nChanged 13 SP:Iteration 20F (324.278867 sec): 3 clusters Score: Raw -247216.342627 + Penalty 2457.026151 = -244759.316476 nChanged 14 SP:Iteration 21Q (324.322052 sec): 3 clusters Score: Raw -247228.400043 + Penalty 2457.026151 = -244771.373891 nChanged 25 SP:Iteration 22Q (324.369425 sec): 3 clusters Score: Raw -247253.527768 + Penalty 2457.026151 = -244796.501617 nChanged 32 SP:Iteration 23Q (324.428378 sec): 3 clusters Score: Raw -247287.193790 + Penalty 2457.026151 = -244830.167639 nChanged 34 SP:Iteration 24Q (324.472755 sec): 3 clusters Score: Raw -247318.816763 + Penalty 2457.026151 = -244861.790612 nChanged 31 SP:Iteration 25Q (324.531330 sec): 3 clusters Score: Raw -247347.372763 + Penalty 2457.026151 = -244890.346612 nChanged 31 SP:Iteration 26Q (324.573394 sec): 3 clusters Score: Raw -247374.701807 + Penalty 2457.026151 = -244917.675655 nChanged 28 SP:Iteration 27Q (324.624681 sec): 3 clusters Score: Raw -247401.767505 + Penalty 2457.026151 = -244944.741354 nChanged 27 SP:Iteration 28Q (324.684019 sec): 3 clusters Score: Raw -247421.019670 + Penalty 2457.026151 = -244963.993519 nChanged 19 SP:Iteration 29Q (324.723311 sec): 3 clusters Score: Raw -247435.623808 + Penalty 2457.026151 = -244978.597657 nChanged 21 SP:Iteration 30Q (324.780593 sec): 3 clusters Score: Raw -247449.991209 + Penalty 2457.026151 = -244992.965058 nChanged 15 SP:Iteration 31Q (324.836098 sec): 3 clusters Score: Raw -247459.250360 + Penalty 2457.026151 = -245002.224209 nChanged 10 SP:Iteration 32Q (324.877850 sec): 3 clusters Score: Raw -247467.267874 + Penalty 2457.026151 = -245010.241723 nChanged 10 SP:Iteration 33Q (324.930147 sec): 3 clusters Score: Raw -247475.152402 + Penalty 2457.026151 = -245018.126251 nChanged 11 SP:Iteration 34Q (324.987500 sec): 3 clusters Score: Raw -247481.388542 + Penalty 2457.026151 = -245024.362391 nChanged 7 SP:Iteration 35Q (325.042391 sec): 3 clusters Score: Raw -247485.504744 + Penalty 2457.026151 = -245028.478593 nChanged 7 SP:Iteration 36Q (325.097498 sec): 3 clusters Score: Raw -247489.372007 + Penalty 2457.026151 = -245032.345856 nChanged 5 SP:Iteration 37Q (325.138107 sec): 3 clusters Score: Raw -247493.299044 + Penalty 2457.026151 = -245036.272892 nChanged 8 SP:Iteration 38Q (325.187245 sec): 3 clusters Score: Raw -247497.197068 + Penalty 2457.026151 = -245040.170917 nChanged 6 SP:Iteration 39Q (325.241383 sec): 3 clusters Score: Raw -247500.064187 + Penalty 2457.026151 = -245043.038036 nChanged 2 SP:Iteration 40F (325.283971 sec): 3 clusters Score: Raw -247501.118289 + Penalty 2457.026151 = -245044.092138 nChanged 1 SP:Iteration 41Q (325.333188 sec): 3 clusters Score: Raw -247501.469056 + Penalty 2457.026151 = -245044.442905 nChanged 0 SP:Iteration 42F (325.375080 sec): 3 clusters Score: Raw -247501.469056 + Penalty 2457.026151 = -245044.442905 nChanged 0 Trying to split cluster 7 (502 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (325.399115 sec): 2 clusters Score: Raw -42015.471640 + Penalty 1010.522519 = -41004.949120 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (325.442490 sec): 3 clusters Score: Raw -42090.742700 + Penalty 2021.045039 = -40069.697661 nChanged 153 SP:Iteration 1F (325.505701 sec): 3 clusters Score: Raw -42507.563003 + Penalty 2021.045039 = -40486.517964 nChanged 47 SP:Iteration 2F (325.544337 sec): 3 clusters Score: Raw -42658.124449 + Penalty 2021.045039 = -40637.079411 nChanged 23 SP:Iteration 3Q (325.590818 sec): 3 clusters Score: Raw -42760.963973 + Penalty 2021.045039 = -40739.918934 nChanged 21 SP:Iteration 4Q (325.640409 sec): 3 clusters Score: Raw -42829.544475 + Penalty 2021.045039 = -40808.499436 nChanged 15 SP:Iteration 5Q (325.688291 sec): 3 clusters Score: Raw -42872.052743 + Penalty 2021.045039 = -40851.007704 nChanged 7 SP:Iteration 6Q (325.741670 sec): 3 clusters Score: Raw -42891.154478 + Penalty 2021.045039 = -40870.109439 nChanged 6 SP:Iteration 7Q (325.795369 sec): 3 clusters Score: Raw -42913.656813 + Penalty 2021.045039 = -40892.611774 nChanged 2 SP:Iteration 8Q (325.844821 sec): 3 clusters Score: Raw -42920.631234 + Penalty 2021.045039 = -40899.586195 nChanged 2 SP:Iteration 9Q (325.876038 sec): 3 clusters Score: Raw -42928.636226 + Penalty 2021.045039 = -40907.591188 nChanged 2 SP:Iteration 10Q (325.923942 sec): 3 clusters Score: Raw -42937.461612 + Penalty 2021.045039 = -40916.416573 nChanged 0 SP:Iteration 11F (325.972238 sec): 3 clusters Score: Raw -42937.461612 + Penalty 2021.045039 = -40916.416573 nChanged 0 Trying to split cluster 8 (3003 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (325.999548 sec): 2 clusters Score: Raw -360652.981981 + Penalty 1301.197149 = -359351.784832 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (326.052002 sec): 3 clusters Score: Raw -359197.322966 + Penalty 2602.394297 = -356594.928669 nChanged 1157 SP:Iteration 1F (326.104054 sec): 3 clusters Score: Raw -359897.573565 + Penalty 2602.394297 = -357295.179268 nChanged 254 SP:Iteration 2F (326.162171 sec): 3 clusters Score: Raw -360109.336926 + Penalty 2602.394297 = -357506.942629 nChanged 181 SP:Iteration 3F (326.216476 sec): 3 clusters Score: Raw -360306.313056 + Penalty 2602.394297 = -357703.918759 nChanged 167 SP:Iteration 4F (326.257633 sec): 3 clusters Score: Raw -360492.822694 + Penalty 2602.394297 = -357890.428397 nChanged 161 SP:Iteration 5F (326.316172 sec): 3 clusters Score: Raw -360686.975940 + Penalty 2602.394297 = -358084.581643 nChanged 180 SP:Iteration 6F (326.364574 sec): 3 clusters Score: Raw -360897.965017 + Penalty 2602.394297 = -358295.570720 nChanged 175 SP:Iteration 7F (326.416371 sec): 3 clusters Score: Raw -361071.372176 + Penalty 2602.394297 = -358468.977879 nChanged 148 SP:Iteration 8Q (326.457938 sec): 3 clusters Score: Raw -361194.934994 + Penalty 2602.394297 = -358592.540697 nChanged 111 SP:Iteration 9Q (326.506204 sec): 3 clusters Score: Raw -361278.723743 + Penalty 2602.394297 = -358676.329446 nChanged 68 SP:Iteration 10Q (326.554555 sec): 3 clusters Score: Raw -361312.563357 + Penalty 2602.394297 = -358710.169060 nChanged 44 SP:Iteration 11Q (326.606959 sec): 3 clusters Score: Raw -361334.765522 + Penalty 2602.394297 = -358732.371225 nChanged 26 SP:Iteration 12Q (326.654929 sec): 3 clusters Score: Raw -361346.243028 + Penalty 2602.394297 = -358743.848731 nChanged 17 SP:Iteration 13Q (326.698622 sec): 3 clusters Score: Raw -361352.252962 + Penalty 2602.394297 = -358749.858665 nChanged 13 SP:Iteration 14Q (326.753842 sec): 3 clusters Score: Raw -361359.258483 + Penalty 2602.394297 = -358756.864186 nChanged 13 SP:Iteration 15Q (326.795066 sec): 3 clusters Score: Raw -361365.402014 + Penalty 2602.394297 = -358763.007717 nChanged 18 SP:Iteration 16Q (326.846216 sec): 3 clusters Score: Raw -361372.770332 + Penalty 2602.394297 = -358770.376035 nChanged 18 SP:Iteration 17Q (326.890856 sec): 3 clusters Score: Raw -361383.549415 + Penalty 2602.394297 = -358781.155118 nChanged 21 SP:Iteration 18Q (326.946674 sec): 3 clusters Score: Raw -361397.582606 + Penalty 2602.394297 = -358795.188309 nChanged 23 SP:Iteration 19Q (326.993111 sec): 3 clusters Score: Raw -361416.302941 + Penalty 2602.394297 = -358813.908644 nChanged 29 SP:Iteration 20F (327.054079 sec): 3 clusters Score: Raw -361437.640396 + Penalty 2602.394297 = -358835.246099 nChanged 30 SP:Iteration 21Q (327.094955 sec): 3 clusters Score: Raw -361475.452926 + Penalty 2602.394297 = -358873.058629 nChanged 36 SP:Iteration 22Q (327.151577 sec): 3 clusters Score: Raw -361506.263388 + Penalty 2602.394297 = -358903.869091 nChanged 35 SP:Iteration 23Q (327.197280 sec): 3 clusters Score: Raw -361530.027486 + Penalty 2602.394297 = -358927.633189 nChanged 32 SP:Iteration 24Q (327.242600 sec): 3 clusters Score: Raw -361550.782702 + Penalty 2602.394297 = -358948.388405 nChanged 24 SP:Iteration 25Q (327.301022 sec): 3 clusters Score: Raw -361563.058910 + Penalty 2602.394297 = -358960.664613 nChanged 19 SP:Iteration 26Q (327.353700 sec): 3 clusters Score: Raw -361576.198027 + Penalty 2602.394297 = -358973.803730 nChanged 21 SP:Iteration 27Q (327.392378 sec): 3 clusters Score: Raw -361589.724395 + Penalty 2602.394297 = -358987.330098 nChanged 21 SP:Iteration 28Q (327.440275 sec): 3 clusters Score: Raw -361598.668009 + Penalty 2602.394297 = -358996.273712 nChanged 11 SP:Iteration 29Q (327.487863 sec): 3 clusters Score: Raw -361603.562056 + Penalty 2602.394297 = -359001.167759 nChanged 11 SP:Iteration 30Q (327.534723 sec): 3 clusters Score: Raw -361607.277743 + Penalty 2602.394297 = -359004.883446 nChanged 9 SP:Iteration 31Q (327.586199 sec): 3 clusters Score: Raw -361611.042116 + Penalty 2602.394297 = -359008.647819 nChanged 6 SP:Iteration 32Q (327.630847 sec): 3 clusters Score: Raw -361614.059464 + Penalty 2602.394297 = -359011.665166 nChanged 4 SP:Iteration 33Q (327.679984 sec): 3 clusters Score: Raw -361615.429418 + Penalty 2602.394297 = -359013.035120 nChanged 7 SP:Iteration 34Q (327.726628 sec): 3 clusters Score: Raw -361618.593577 + Penalty 2602.394297 = -359016.199280 nChanged 8 SP:Iteration 35Q (327.781779 sec): 3 clusters Score: Raw -361621.646557 + Penalty 2602.394297 = -359019.252260 nChanged 6 SP:Iteration 36Q (327.822736 sec): 3 clusters Score: Raw -361623.167091 + Penalty 2602.394297 = -359020.772794 nChanged 6 SP:Iteration 37Q (327.872008 sec): 3 clusters Score: Raw -361626.481505 + Penalty 2602.394297 = -359024.087208 nChanged 6 SP:Iteration 38Q (327.918572 sec): 3 clusters Score: Raw -361628.497838 + Penalty 2602.394297 = -359026.103541 nChanged 1 SP:Iteration 39Q (327.970375 sec): 3 clusters Score: Raw -361628.586743 + Penalty 2602.394297 = -359026.192446 nChanged 0 SP:Iteration 40F (328.015301 sec): 3 clusters Score: Raw -361628.586743 + Penalty 2602.394297 = -359026.192446 nChanged 0 Trying to split cluster 9 (1876 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (328.047690 sec): 2 clusters Score: Raw -233226.016878 + Penalty 1224.745784 = -232001.271094 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (328.086918 sec): 3 clusters Score: Raw -232441.188217 + Penalty 2449.491567 = -229991.696650 nChanged 661 SP:Iteration 1F (328.136519 sec): 3 clusters Score: Raw -232905.985442 + Penalty 2449.491567 = -230456.493875 nChanged 145 SP:Iteration 2F (328.191674 sec): 3 clusters Score: Raw -233005.751093 + Penalty 2449.491567 = -230556.259526 nChanged 82 SP:Iteration 3Q (328.241568 sec): 3 clusters Score: Raw -233062.921158 + Penalty 2449.491567 = -230613.429591 nChanged 47 SP:Iteration 4Q (328.283162 sec): 3 clusters Score: Raw -233099.142415 + Penalty 2449.491567 = -230649.650848 nChanged 47 SP:Iteration 5Q (328.345586 sec): 3 clusters Score: Raw -233140.465465 + Penalty 2449.491567 = -230690.973897 nChanged 54 SP:Iteration 6Q (328.387761 sec): 3 clusters Score: Raw -233195.741063 + Penalty 2449.491567 = -230746.249496 nChanged 58 SP:Iteration 7Q (328.438328 sec): 3 clusters Score: Raw -233254.880454 + Penalty 2449.491567 = -230805.388887 nChanged 55 SP:Iteration 8Q (328.474145 sec): 3 clusters Score: Raw -233303.611697 + Penalty 2449.491567 = -230854.120130 nChanged 47 SP:Iteration 9Q (328.522882 sec): 3 clusters Score: Raw -233344.902662 + Penalty 2449.491567 = -230895.411095 nChanged 48 SP:Iteration 10Q (328.583259 sec): 3 clusters Score: Raw -233388.485951 + Penalty 2449.491567 = -230938.994384 nChanged 44 SP:Iteration 11Q (328.633979 sec): 3 clusters Score: Raw -233424.051649 + Penalty 2449.491567 = -230974.560082 nChanged 36 SP:Iteration 12Q (328.676843 sec): 3 clusters Score: Raw -233459.046135 + Penalty 2449.491567 = -231009.554568 nChanged 34 SP:Iteration 13Q (328.730969 sec): 3 clusters Score: Raw -233488.693964 + Penalty 2449.491567 = -231039.202397 nChanged 40 SP:Iteration 14Q (328.780778 sec): 3 clusters Score: Raw -233530.404745 + Penalty 2449.491567 = -231080.913178 nChanged 43 SP:Iteration 15Q (328.826909 sec): 3 clusters Score: Raw -233566.749808 + Penalty 2449.491567 = -231117.258241 nChanged 39 SP:Iteration 16Q (328.867309 sec): 3 clusters Score: Raw -233598.293309 + Penalty 2449.491567 = -231148.801742 nChanged 34 SP:Iteration 17Q (328.907691 sec): 3 clusters Score: Raw -233630.319609 + Penalty 2449.491567 = -231180.828042 nChanged 28 SP:Iteration 18Q (328.955526 sec): 3 clusters Score: Raw -233650.776181 + Penalty 2449.491567 = -231201.284614 nChanged 17 SP:Iteration 19Q (329.007122 sec): 3 clusters Score: Raw -233663.348408 + Penalty 2449.491567 = -231213.856841 nChanged 11 SP:Iteration 20F (329.059293 sec): 3 clusters Score: Raw -233671.351104 + Penalty 2449.491567 = -231221.859537 nChanged 15 SP:Iteration 21Q (329.108764 sec): 3 clusters Score: Raw -233683.465795 + Penalty 2449.491567 = -231233.974228 nChanged 6 SP:Iteration 22Q (329.147249 sec): 3 clusters Score: Raw -233686.389837 + Penalty 2449.491567 = -231236.898270 nChanged 7 SP:Iteration 23Q (329.196221 sec): 3 clusters Score: Raw -233689.810268 + Penalty 2449.491567 = -231240.318700 nChanged 4 SP:Iteration 24Q (329.236749 sec): 3 clusters Score: Raw -233692.336413 + Penalty 2449.491567 = -231242.844846 nChanged 4 SP:Iteration 25Q (329.286414 sec): 3 clusters Score: Raw -233695.357499 + Penalty 2449.491567 = -231245.865932 nChanged 7 SP:Iteration 26Q (329.348853 sec): 3 clusters Score: Raw -233699.007489 + Penalty 2449.491567 = -231249.515922 nChanged 8 SP:Iteration 27Q (329.382971 sec): 3 clusters Score: Raw -233704.809955 + Penalty 2449.491567 = -231255.318388 nChanged 7 SP:Iteration 28Q (329.438492 sec): 3 clusters Score: Raw -233708.605099 + Penalty 2449.491567 = -231259.113532 nChanged 2 SP:Iteration 29Q (329.482795 sec): 3 clusters Score: Raw -233709.312637 + Penalty 2449.491567 = -231259.821070 nChanged 2 SP:Iteration 30Q (329.521851 sec): 3 clusters Score: Raw -233710.009100 + Penalty 2449.491567 = -231260.517533 nChanged 2 SP:Iteration 31Q (329.569626 sec): 3 clusters Score: Raw -233710.519012 + Penalty 2449.491567 = -231261.027445 nChanged 0 SP:Iteration 32F (329.615703 sec): 3 clusters Score: Raw -233710.519012 + Penalty 2449.491567 = -231261.027445 nChanged 0 Trying to split cluster 10 (3781 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (329.643700 sec): 2 clusters Score: Raw -445053.986333 + Penalty 1338.633368 = -443715.352965 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (329.703675 sec): 3 clusters Score: Raw -443168.331671 + Penalty 2677.266736 = -440491.064935 nChanged 1495 SP:Iteration 1F (329.761613 sec): 3 clusters Score: Raw -444083.632565 + Penalty 2677.266736 = -441406.365828 nChanged 299 SP:Iteration 2F (329.813029 sec): 3 clusters Score: Raw -444274.864911 + Penalty 2677.266736 = -441597.598175 nChanged 214 SP:Iteration 3F (329.855577 sec): 3 clusters Score: Raw -444400.703411 + Penalty 2677.266736 = -441723.436675 nChanged 179 SP:Iteration 4Q (329.916258 sec): 3 clusters Score: Raw -444514.623823 + Penalty 2677.266736 = -441837.357087 nChanged 164 SP:Iteration 5Q (329.961882 sec): 3 clusters Score: Raw -444621.361148 + Penalty 2677.266736 = -441944.094411 nChanged 146 SP:Iteration 6Q (329.999756 sec): 3 clusters Score: Raw -444720.569225 + Penalty 2677.266736 = -442043.302489 nChanged 125 SP:Iteration 7Q (330.055794 sec): 3 clusters Score: Raw -444805.072425 + Penalty 2677.266736 = -442127.805689 nChanged 106 SP:Iteration 8Q (330.106203 sec): 3 clusters Score: Raw -444870.984199 + Penalty 2677.266736 = -442193.717463 nChanged 99 SP:Iteration 9Q (330.166201 sec): 3 clusters Score: Raw -444935.834529 + Penalty 2677.266736 = -442258.567793 nChanged 83 SP:Iteration 10Q (330.207676 sec): 3 clusters Score: Raw -444993.496698 + Penalty 2677.266736 = -442316.229961 nChanged 69 SP:Iteration 11Q (330.256534 sec): 3 clusters Score: Raw -445034.763512 + Penalty 2677.266736 = -442357.496776 nChanged 51 SP:Iteration 12Q (330.311625 sec): 3 clusters Score: Raw -445066.623111 + Penalty 2677.266736 = -442389.356375 nChanged 42 SP:Iteration 13Q (330.369306 sec): 3 clusters Score: Raw -445096.482488 + Penalty 2677.266736 = -442419.215752 nChanged 39 SP:Iteration 14Q (330.429070 sec): 3 clusters Score: Raw -445124.036037 + Penalty 2677.266736 = -442446.769301 nChanged 40 SP:Iteration 15Q (330.471865 sec): 3 clusters Score: Raw -445151.974598 + Penalty 2677.266736 = -442474.707862 nChanged 25 SP:Iteration 16Q (330.533622 sec): 3 clusters Score: Raw -445169.520211 + Penalty 2677.266736 = -442492.253475 nChanged 25 SP:Iteration 17Q (330.574961 sec): 3 clusters Score: Raw -445187.107009 + Penalty 2677.266736 = -442509.840273 nChanged 17 SP:Iteration 18Q (330.625572 sec): 3 clusters Score: Raw -445200.177626 + Penalty 2677.266736 = -442522.910890 nChanged 14 SP:Iteration 19Q (330.678572 sec): 3 clusters Score: Raw -445211.573681 + Penalty 2677.266736 = -442534.306945 nChanged 13 SP:Iteration 20F (330.725744 sec): 3 clusters Score: Raw -445219.107018 + Penalty 2677.266736 = -442541.840282 nChanged 10 SP:Iteration 21Q (330.762129 sec): 3 clusters Score: Raw -445227.852276 + Penalty 2677.266736 = -442550.585539 nChanged 9 SP:Iteration 22Q (330.822226 sec): 3 clusters Score: Raw -445234.342391 + Penalty 2677.266736 = -442557.075655 nChanged 7 SP:Iteration 23Q (330.868152 sec): 3 clusters Score: Raw -445238.193951 + Penalty 2677.266736 = -442560.927215 nChanged 4 SP:Iteration 24Q (330.909558 sec): 3 clusters Score: Raw -445244.522401 + Penalty 2677.266736 = -442567.255665 nChanged 8 SP:Iteration 25Q (330.964181 sec): 3 clusters Score: Raw -445254.117917 + Penalty 2677.266736 = -442576.851181 nChanged 18 SP:Iteration 26Q (331.018852 sec): 3 clusters Score: Raw -445265.944522 + Penalty 2677.266736 = -442588.677786 nChanged 9 SP:Iteration 27Q (331.068998 sec): 3 clusters Score: Raw -445272.931988 + Penalty 2677.266736 = -442595.665252 nChanged 11 SP:Iteration 28Q (331.114646 sec): 3 clusters Score: Raw -445279.634020 + Penalty 2677.266736 = -442602.367283 nChanged 5 SP:Iteration 29Q (331.158834 sec): 3 clusters Score: Raw -445286.180875 + Penalty 2677.266736 = -442608.914139 nChanged 6 SP:Iteration 30Q (331.219707 sec): 3 clusters Score: Raw -445289.871680 + Penalty 2677.266736 = -442612.604944 nChanged 3 SP:Iteration 31Q (331.273112 sec): 3 clusters Score: Raw -445294.170226 + Penalty 2677.266736 = -442616.903490 nChanged 6 SP:Iteration 32Q (331.322385 sec): 3 clusters Score: Raw -445299.799610 + Penalty 2677.266736 = -442622.532874 nChanged 7 SP:Iteration 33Q (331.372120 sec): 3 clusters Score: Raw -445306.788097 + Penalty 2677.266736 = -442629.521361 nChanged 8 SP:Iteration 34Q (331.419088 sec): 3 clusters Score: Raw -445314.340195 + Penalty 2677.266736 = -442637.073459 nChanged 12 SP:Iteration 35Q (331.478356 sec): 3 clusters Score: Raw -445321.174970 + Penalty 2677.266736 = -442643.908233 nChanged 5 SP:Iteration 36Q (331.518171 sec): 3 clusters Score: Raw -445325.726373 + Penalty 2677.266736 = -442648.459636 nChanged 7 SP:Iteration 37Q (331.573200 sec): 3 clusters Score: Raw -445331.478704 + Penalty 2677.266736 = -442654.211968 nChanged 4 SP:Iteration 38Q (331.630335 sec): 3 clusters Score: Raw -445333.296118 + Penalty 2677.266736 = -442656.029382 nChanged 3 SP:Iteration 39Q (331.675679 sec): 3 clusters Score: Raw -445337.836264 + Penalty 2677.266736 = -442660.569527 nChanged 5 SP:Iteration 40F (331.721662 sec): 3 clusters Score: Raw -445341.089740 + Penalty 2677.266736 = -442663.823004 nChanged 4 SP:Iteration 41Q (331.783839 sec): 3 clusters Score: Raw -445342.829177 + Penalty 2677.266736 = -442665.562441 nChanged 3 SP:Iteration 42Q (331.834120 sec): 3 clusters Score: Raw -445346.324434 + Penalty 2677.266736 = -442669.057697 nChanged 3 SP:Iteration 43Q (331.884225 sec): 3 clusters Score: Raw -445350.297586 + Penalty 2677.266736 = -442673.030849 nChanged 5 SP:Iteration 44Q (331.938969 sec): 3 clusters Score: Raw -445352.789222 + Penalty 2677.266736 = -442675.522486 nChanged 2 SP:Iteration 45Q (331.990510 sec): 3 clusters Score: Raw -445353.913073 + Penalty 2677.266736 = -442676.646337 nChanged 3 SP:Iteration 46Q (332.036667 sec): 3 clusters Score: Raw -445356.827127 + Penalty 2677.266736 = -442679.560391 nChanged 3 SP:Iteration 47Q (332.090074 sec): 3 clusters Score: Raw -445359.906210 + Penalty 2677.266736 = -442682.639474 nChanged 4 SP:Iteration 48Q (332.138230 sec): 3 clusters Score: Raw -445364.765128 + Penalty 2677.266736 = -442687.498392 nChanged 6 SP:Iteration 49Q (332.190727 sec): 3 clusters Score: Raw -445369.655569 + Penalty 2677.266736 = -442692.388833 nChanged 9 SP:Iteration 50Q (332.249135 sec): 3 clusters Score: Raw -445377.776258 + Penalty 2677.266736 = -442700.509522 nChanged 8 SP:Iteration 51Q (332.299600 sec): 3 clusters Score: Raw -445385.771730 + Penalty 2677.266736 = -442708.504993 nChanged 8 SP:Iteration 52Q (332.345532 sec): 3 clusters Score: Raw -445391.518321 + Penalty 2677.266736 = -442714.251585 nChanged 7 SP:Iteration 53Q (332.401339 sec): 3 clusters Score: Raw -445396.836074 + Penalty 2677.266736 = -442719.569338 nChanged 7 SP:Iteration 54Q (332.458012 sec): 3 clusters Score: Raw -445403.624471 + Penalty 2677.266736 = -442726.357735 nChanged 10 SP:Iteration 55Q (332.509265 sec): 3 clusters Score: Raw -445411.196885 + Penalty 2677.266736 = -442733.930149 nChanged 13 SP:Iteration 56Q (332.557121 sec): 3 clusters Score: Raw -445426.819897 + Penalty 2677.266736 = -442749.553161 nChanged 15 SP:Iteration 57Q (332.597610 sec): 3 clusters Score: Raw -445448.785084 + Penalty 2677.266736 = -442771.518348 nChanged 19 SP:Iteration 58Q (332.655947 sec): 3 clusters Score: Raw -445470.703659 + Penalty 2677.266736 = -442793.436923 nChanged 22 SP:Iteration 59Q (332.704905 sec): 3 clusters Score: Raw -445492.202729 + Penalty 2677.266736 = -442814.935992 nChanged 20 SP:Iteration 60F (332.759508 sec): 3 clusters Score: Raw -445512.278160 + Penalty 2677.266736 = -442835.011424 nChanged 21 SP:Iteration 61Q (332.800924 sec): 3 clusters Score: Raw -445532.037406 + Penalty 2677.266736 = -442854.770669 nChanged 17 SP:Iteration 62Q (332.860389 sec): 3 clusters Score: Raw -445555.633435 + Penalty 2677.266736 = -442878.366698 nChanged 27 SP:Iteration 63Q (332.905476 sec): 3 clusters Score: Raw -445593.009739 + Penalty 2677.266736 = -442915.743003 nChanged 36 SP:Iteration 64Q (332.963367 sec): 3 clusters Score: Raw -445640.950462 + Penalty 2677.266736 = -442963.683726 nChanged 42 SP:Iteration 65Q (333.002167 sec): 3 clusters Score: Raw -445706.669959 + Penalty 2677.266736 = -443029.403223 nChanged 53 SP:Iteration 66Q (333.061206 sec): 3 clusters Score: Raw -445773.374150 + Penalty 2677.266736 = -443096.107414 nChanged 48 SP:Iteration 67Q (333.110703 sec): 3 clusters Score: Raw -445829.690087 + Penalty 2677.266736 = -443152.423350 nChanged 36 SP:Iteration 68Q (333.152241 sec): 3 clusters Score: Raw -445865.347495 + Penalty 2677.266736 = -443188.080759 nChanged 25 SP:Iteration 69Q (333.200936 sec): 3 clusters Score: Raw -445888.611170 + Penalty 2677.266736 = -443211.344434 nChanged 23 SP:Iteration 70Q (333.262176 sec): 3 clusters Score: Raw -445910.924541 + Penalty 2677.266736 = -443233.657805 nChanged 18 SP:Iteration 71Q (333.310139 sec): 3 clusters Score: Raw -445923.574870 + Penalty 2677.266736 = -443246.308134 nChanged 6 SP:Iteration 72Q (333.355085 sec): 3 clusters Score: Raw -445929.252533 + Penalty 2677.266736 = -443251.985797 nChanged 3 SP:Iteration 73Q (333.403639 sec): 3 clusters Score: Raw -445931.280850 + Penalty 2677.266736 = -443254.014114 nChanged 3 SP:Iteration 74Q (333.456018 sec): 3 clusters Score: Raw -445932.419160 + Penalty 2677.266736 = -443255.152424 nChanged 1 SP:Iteration 75Q (333.496495 sec): 3 clusters Score: Raw -445932.767422 + Penalty 2677.266736 = -443255.500686 nChanged 2 SP:Iteration 76Q (333.555571 sec): 3 clusters Score: Raw -445933.750010 + Penalty 2677.266736 = -443256.483274 nChanged 1 SP:Iteration 77Q (333.616308 sec): 3 clusters Score: Raw -445934.373708 + Penalty 2677.266736 = -443257.106971 nChanged 1 SP:Iteration 78Q (333.666444 sec): 3 clusters Score: Raw -445934.788359 + Penalty 2677.266736 = -443257.521623 nChanged 0 SP:Iteration 79F (333.724182 sec): 3 clusters Score: Raw -445935.978002 + Penalty 2677.266736 = -443258.711265 nChanged 1 SP:Iteration 80F (333.765804 sec): 3 clusters Score: Raw -445936.672417 + Penalty 2677.266736 = -443259.405681 nChanged 0 Trying to split cluster 11 (283 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (333.791487 sec): 2 clusters Score: Raw -27075.034543 + Penalty 917.385121 = -26157.649422 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (333.836758 sec): 3 clusters Score: Raw -27371.022870 + Penalty 1834.770242 = -25536.252628 nChanged 70 SP:Iteration 1F (333.884947 sec): 3 clusters Score: Raw -27592.233168 + Penalty 1834.770242 = -25757.462927 nChanged 21 SP:Iteration 2F (333.914938 sec): 3 clusters Score: Raw -27666.296243 + Penalty 1834.770242 = -25831.526001 nChanged 13 SP:Iteration 3Q (333.969792 sec): 3 clusters Score: Raw -27706.395926 + Penalty 1834.770242 = -25871.625684 nChanged 5 SP:Iteration 4Q (334.013459 sec): 3 clusters Score: Raw -27723.322411 + Penalty 1834.770242 = -25888.552169 nChanged 2 SP:Iteration 5Q (334.064445 sec): 3 clusters Score: Raw -27737.140911 + Penalty 1834.770242 = -25902.370669 nChanged 2 SP:Iteration 6Q (334.108164 sec): 3 clusters Score: Raw -27748.107408 + Penalty 1834.770242 = -25913.337166 nChanged 2 SP:Iteration 7Q (334.159795 sec): 3 clusters Score: Raw -27756.468726 + Penalty 1834.770242 = -25921.698485 nChanged 3 SP:Iteration 8Q (334.200845 sec): 3 clusters Score: Raw -27770.256220 + Penalty 1834.770242 = -25935.485978 nChanged 1 SP:Iteration 9Q (334.246514 sec): 3 clusters Score: Raw -27772.988013 + Penalty 1834.770242 = -25938.217771 nChanged 1 SP:Iteration 10Q (334.282006 sec): 3 clusters Score: Raw -27774.365415 + Penalty 1834.770242 = -25939.595173 nChanged 0 SP:Iteration 11F (334.336354 sec): 3 clusters Score: Raw -27774.365415 + Penalty 1834.770242 = -25939.595173 nChanged 0 Trying to split cluster 12 (3308 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (334.362689 sec): 2 clusters Score: Raw -391317.844756 + Penalty 1316.916097 = -390000.928659 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (334.406328 sec): 3 clusters Score: Raw -389719.726055 + Penalty 2633.832193 = -387085.893861 nChanged 1288 SP:Iteration 1F (334.455669 sec): 3 clusters Score: Raw -390468.124964 + Penalty 2633.832193 = -387834.292771 nChanged 244 SP:Iteration 2F (334.515123 sec): 3 clusters Score: Raw -390633.392834 + Penalty 2633.832193 = -387999.560641 nChanged 197 SP:Iteration 3F (334.569354 sec): 3 clusters Score: Raw -390753.141381 + Penalty 2633.832193 = -388119.309188 nChanged 145 SP:Iteration 4Q (334.620625 sec): 3 clusters Score: Raw -390871.979848 + Penalty 2633.832193 = -388238.147655 nChanged 135 SP:Iteration 5Q (334.670781 sec): 3 clusters Score: Raw -390965.083540 + Penalty 2633.832193 = -388331.251346 nChanged 133 SP:Iteration 6Q (334.725468 sec): 3 clusters Score: Raw -391053.986234 + Penalty 2633.832193 = -388420.154041 nChanged 116 SP:Iteration 7Q (334.772105 sec): 3 clusters Score: Raw -391131.548885 + Penalty 2633.832193 = -388497.716691 nChanged 112 SP:Iteration 8Q (334.825113 sec): 3 clusters Score: Raw -391209.004168 + Penalty 2633.832193 = -388575.171975 nChanged 112 SP:Iteration 9Q (334.883271 sec): 3 clusters Score: Raw -391318.036495 + Penalty 2633.832193 = -388684.204302 nChanged 112 SP:Iteration 10Q (334.938665 sec): 3 clusters Score: Raw -391438.467449 + Penalty 2633.832193 = -388804.635256 nChanged 93 SP:Iteration 11Q (334.985122 sec): 3 clusters Score: Raw -391581.701664 + Penalty 2633.832193 = -388947.869471 nChanged 111 SP:Iteration 12Q (335.043491 sec): 3 clusters Score: Raw -391733.811654 + Penalty 2633.832193 = -389099.979461 nChanged 116 SP:Iteration 13Q (335.085717 sec): 3 clusters Score: Raw -391844.292999 + Penalty 2633.832193 = -389210.460805 nChanged 127 SP:Iteration 14Q (335.145355 sec): 3 clusters Score: Raw -391941.145886 + Penalty 2633.832193 = -389307.313692 nChanged 128 SP:Iteration 15Q (335.186458 sec): 3 clusters Score: Raw -392015.368703 + Penalty 2633.832193 = -389381.536510 nChanged 90 SP:Iteration 16Q (335.237956 sec): 3 clusters Score: Raw -392062.866846 + Penalty 2633.832193 = -389429.034652 nChanged 90 SP:Iteration 17Q (335.289558 sec): 3 clusters Score: Raw -392117.225002 + Penalty 2633.832193 = -389483.392809 nChanged 100 SP:Iteration 18Q (335.350945 sec): 3 clusters Score: Raw -392176.495806 + Penalty 2633.832193 = -389542.663613 nChanged 83 SP:Iteration 19Q (335.391024 sec): 3 clusters Score: Raw -392221.480514 + Penalty 2633.832193 = -389587.648321 nChanged 64 SP:Iteration 20F (335.449311 sec): 3 clusters Score: Raw -392253.182613 + Penalty 2633.832193 = -389619.350420 nChanged 51 SP:Iteration 21Q (335.488835 sec): 3 clusters Score: Raw -392280.491094 + Penalty 2633.832193 = -389646.658901 nChanged 46 SP:Iteration 22Q (335.540916 sec): 3 clusters Score: Raw -392305.852405 + Penalty 2633.832193 = -389672.020212 nChanged 39 SP:Iteration 23Q (335.587578 sec): 3 clusters Score: Raw -392328.206794 + Penalty 2633.832193 = -389694.374601 nChanged 39 SP:Iteration 24Q (335.640810 sec): 3 clusters Score: Raw -392345.483324 + Penalty 2633.832193 = -389711.651131 nChanged 24 SP:Iteration 25Q (335.687875 sec): 3 clusters Score: Raw -392352.753051 + Penalty 2633.832193 = -389718.920858 nChanged 20 SP:Iteration 26Q (335.749507 sec): 3 clusters Score: Raw -392360.255736 + Penalty 2633.832193 = -389726.423542 nChanged 14 SP:Iteration 27Q (335.801748 sec): 3 clusters Score: Raw -392368.160545 + Penalty 2633.832193 = -389734.328352 nChanged 17 SP:Iteration 28Q (335.845262 sec): 3 clusters Score: Raw -392379.726856 + Penalty 2633.832193 = -389745.894663 nChanged 24 SP:Iteration 29Q (335.901769 sec): 3 clusters Score: Raw -392395.463068 + Penalty 2633.832193 = -389761.630875 nChanged 29 SP:Iteration 30Q (335.955836 sec): 3 clusters Score: Raw -392408.349042 + Penalty 2633.832193 = -389774.516849 nChanged 22 SP:Iteration 31Q (336.008626 sec): 3 clusters Score: Raw -392421.269714 + Penalty 2633.832193 = -389787.437521 nChanged 21 SP:Iteration 32Q (336.062172 sec): 3 clusters Score: Raw -392430.738695 + Penalty 2633.832193 = -389796.906502 nChanged 18 SP:Iteration 33Q (336.108976 sec): 3 clusters Score: Raw -392436.723440 + Penalty 2633.832193 = -389802.891247 nChanged 10 SP:Iteration 34Q (336.169534 sec): 3 clusters Score: Raw -392441.504536 + Penalty 2633.832193 = -389807.672343 nChanged 4 SP:Iteration 35Q (336.218455 sec): 3 clusters Score: Raw -392442.773123 + Penalty 2633.832193 = -389808.940929 nChanged 1 SP:Iteration 36Q (336.266151 sec): 3 clusters Score: Raw -392443.070830 + Penalty 2633.832193 = -389809.238637 nChanged 2 SP:Iteration 37Q (336.302877 sec): 3 clusters Score: Raw -392443.936760 + Penalty 2633.832193 = -389810.104567 nChanged 5 SP:Iteration 38Q (336.351911 sec): 3 clusters Score: Raw -392445.616358 + Penalty 2633.832193 = -389811.784164 nChanged 7 SP:Iteration 39Q (336.402481 sec): 3 clusters Score: Raw -392447.976903 + Penalty 2633.832193 = -389814.144709 nChanged 4 SP:Iteration 40F (336.448017 sec): 3 clusters Score: Raw -392448.690203 + Penalty 2633.832193 = -389814.858010 nChanged 2 SP:Iteration 41Q (336.498399 sec): 3 clusters Score: Raw -392449.113541 + Penalty 2633.832193 = -389815.281347 nChanged 0 SP:Iteration 42F (336.547032 sec): 3 clusters Score: Raw -392449.113541 + Penalty 2633.832193 = -389815.281347 nChanged 0 Trying to split cluster 13 (1100 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (336.579020 sec): 2 clusters Score: Raw -120256.444441 + Penalty 1137.998137 = -119118.446304 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (336.631832 sec): 3 clusters Score: Raw -119927.247552 + Penalty 2275.996274 = -117651.251278 nChanged 357 SP:Iteration 1F (336.677014 sec): 3 clusters Score: Raw -120315.652775 + Penalty 2275.996274 = -118039.656501 nChanged 89 SP:Iteration 2F (336.715196 sec): 3 clusters Score: Raw -120459.535491 + Penalty 2275.996274 = -118183.539217 nChanged 74 SP:Iteration 3F (336.765877 sec): 3 clusters Score: Raw -120551.660624 + Penalty 2275.996274 = -118275.664350 nChanged 46 SP:Iteration 4Q (336.824350 sec): 3 clusters Score: Raw -120604.575954 + Penalty 2275.996274 = -118328.579680 nChanged 36 SP:Iteration 5Q (336.871355 sec): 3 clusters Score: Raw -120658.134101 + Penalty 2275.996274 = -118382.137827 nChanged 36 SP:Iteration 6Q (336.914439 sec): 3 clusters Score: Raw -120718.139637 + Penalty 2275.996274 = -118442.143363 nChanged 32 SP:Iteration 7Q (336.956002 sec): 3 clusters Score: Raw -120761.324889 + Penalty 2275.996274 = -118485.328615 nChanged 22 SP:Iteration 8Q (336.998213 sec): 3 clusters Score: Raw -120802.315412 + Penalty 2275.996274 = -118526.319138 nChanged 28 SP:Iteration 9Q (337.040625 sec): 3 clusters Score: Raw -120850.021024 + Penalty 2275.996274 = -118574.024750 nChanged 29 SP:Iteration 10Q (337.087562 sec): 3 clusters Score: Raw -120887.593783 + Penalty 2275.996274 = -118611.597509 nChanged 26 SP:Iteration 11Q (337.126666 sec): 3 clusters Score: Raw -120927.500482 + Penalty 2275.996274 = -118651.504208 nChanged 21 SP:Iteration 12Q (337.174407 sec): 3 clusters Score: Raw -120961.092058 + Penalty 2275.996274 = -118685.095784 nChanged 20 SP:Iteration 13Q (337.225337 sec): 3 clusters Score: Raw -120992.879995 + Penalty 2275.996274 = -118716.883721 nChanged 10 SP:Iteration 14Q (337.272048 sec): 3 clusters Score: Raw -121002.935740 + Penalty 2275.996274 = -118726.939466 nChanged 3 SP:Iteration 15Q (337.319449 sec): 3 clusters Score: Raw -121005.540793 + Penalty 2275.996274 = -118729.544519 nChanged 5 SP:Iteration 16Q (337.358765 sec): 3 clusters Score: Raw -121008.466037 + Penalty 2275.996274 = -118732.469763 nChanged 2 SP:Iteration 17Q (337.409041 sec): 3 clusters Score: Raw -121009.525452 + Penalty 2275.996274 = -118733.529178 nChanged 1 SP:Iteration 18Q (337.449189 sec): 3 clusters Score: Raw -121009.797136 + Penalty 2275.996274 = -118733.800862 nChanged 0 SP:Iteration 19F (337.500670 sec): 3 clusters Score: Raw -121009.797136 + Penalty 2275.996274 = -118733.800862 nChanged 0 Trying to split cluster 14 (137 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (337.514660 sec): 2 clusters Score: Raw -11275.691826 + Penalty 799.496900 = -10476.194925 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (337.566293 sec): 3 clusters Score: Raw -11531.272551 + Penalty 1598.993801 = -9932.278750 nChanged 22 SP:Iteration 1F (337.606870 sec): 3 clusters Score: Raw -11649.541229 + Penalty 1598.993801 = -10050.547428 nChanged 6 SP:Iteration 2Q (337.652052 sec): 3 clusters Score: Raw -11701.491815 + Penalty 1598.993801 = -10102.498014 nChanged 3 SP:Iteration 3Q (337.706643 sec): 3 clusters Score: Raw -11710.559384 + Penalty 1598.993801 = -10111.565583 nChanged 2 SP:Iteration 4Q (337.750017 sec): 3 clusters Score: Raw -11723.292275 + Penalty 1598.993801 = -10124.298474 nChanged 1 SP:Iteration 5Q (337.798990 sec): 3 clusters Score: Raw -11724.728819 + Penalty 1598.993801 = -10125.735018 nChanged 0 SP:Iteration 6F (337.849541 sec): 3 clusters Score: Raw -11724.728819 + Penalty 1598.993801 = -10125.735018 nChanged 0 Trying to split cluster 15 (162 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (337.877904 sec): 2 clusters Score: Raw -10197.033108 + Penalty 826.734404 = -9370.298703 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (337.922064 sec): 3 clusters Score: Raw -10492.805977 + Penalty 1653.468809 = -8839.337168 nChanged 24 SP:Iteration 1F (337.970414 sec): 3 clusters Score: Raw -10607.050709 + Penalty 1653.468809 = -8953.581900 nChanged 8 SP:Iteration 2Q (338.013705 sec): 3 clusters Score: Raw -10639.643846 + Penalty 1653.468809 = -8986.175038 nChanged 3 SP:Iteration 3Q (338.064851 sec): 3 clusters Score: Raw -10668.766700 + Penalty 1653.468809 = -9015.297891 nChanged 3 SP:Iteration 4Q (338.114608 sec): 3 clusters Score: Raw -10710.602253 + Penalty 1653.468809 = -9057.133445 nChanged 2 SP:Iteration 5Q (338.164639 sec): 3 clusters Score: Raw -10751.288219 + Penalty 1653.468809 = -9097.819411 nChanged 1 SP:Iteration 6Q (338.208333 sec): 3 clusters Score: Raw -10754.507148 + Penalty 1653.468809 = -9101.038339 nChanged 0 SP:Iteration 7F (338.252396 sec): 3 clusters Score: Raw -10754.507148 + Penalty 1653.468809 = -9101.038339 nChanged 0 Trying to split cluster 16 (1002 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (338.280662 sec): 2 clusters Score: Raw -104505.051043 + Penalty 1122.834908 = -103382.216135 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (338.330417 sec): 3 clusters Score: Raw -104189.129250 + Penalty 2245.669817 = -101943.459433 nChanged 316 SP:Iteration 1F (338.380310 sec): 3 clusters Score: Raw -104490.693337 + Penalty 2245.669817 = -102245.023520 nChanged 82 SP:Iteration 2F (338.432922 sec): 3 clusters Score: Raw -104578.671029 + Penalty 2245.669817 = -102333.001212 nChanged 43 SP:Iteration 3Q (338.477710 sec): 3 clusters Score: Raw -104645.063832 + Penalty 2245.669817 = -102399.394015 nChanged 49 SP:Iteration 4Q (338.530903 sec): 3 clusters Score: Raw -104701.851232 + Penalty 2245.669817 = -102456.181416 nChanged 40 SP:Iteration 5Q (338.570201 sec): 3 clusters Score: Raw -104758.923483 + Penalty 2245.669817 = -102513.253667 nChanged 46 SP:Iteration 6Q (338.627708 sec): 3 clusters Score: Raw -104807.582908 + Penalty 2245.669817 = -102561.913092 nChanged 25 SP:Iteration 7Q (338.669559 sec): 3 clusters Score: Raw -104846.676801 + Penalty 2245.669817 = -102601.006984 nChanged 24 SP:Iteration 8Q (338.722047 sec): 3 clusters Score: Raw -104880.960302 + Penalty 2245.669817 = -102635.290485 nChanged 19 SP:Iteration 9Q (338.770677 sec): 3 clusters Score: Raw -104912.029560 + Penalty 2245.669817 = -102666.359744 nChanged 16 SP:Iteration 10Q (338.814058 sec): 3 clusters Score: Raw -104935.333049 + Penalty 2245.669817 = -102689.663232 nChanged 6 SP:Iteration 11Q (338.870750 sec): 3 clusters Score: Raw -104944.485812 + Penalty 2245.669817 = -102698.815995 nChanged 9 SP:Iteration 12Q (338.914572 sec): 3 clusters Score: Raw -104955.428640 + Penalty 2245.669817 = -102709.758823 nChanged 6 SP:Iteration 13Q (338.955191 sec): 3 clusters Score: Raw -104963.238070 + Penalty 2245.669817 = -102717.568253 nChanged 5 SP:Iteration 14Q (338.993496 sec): 3 clusters Score: Raw -104968.167817 + Penalty 2245.669817 = -102722.498001 nChanged 4 SP:Iteration 15Q (339.033676 sec): 3 clusters Score: Raw -104973.968343 + Penalty 2245.669817 = -102728.298526 nChanged 3 SP:Iteration 16Q (339.087873 sec): 3 clusters Score: Raw -104980.517238 + Penalty 2245.669817 = -102734.847422 nChanged 6 SP:Iteration 17Q (339.121554 sec): 3 clusters Score: Raw -104987.893339 + Penalty 2245.669817 = -102742.223522 nChanged 3 SP:Iteration 18Q (339.173285 sec): 3 clusters Score: Raw -104990.538981 + Penalty 2245.669817 = -102744.869165 nChanged 2 SP:Iteration 19Q (339.210304 sec): 3 clusters Score: Raw -104993.067444 + Penalty 2245.669817 = -102747.397627 nChanged 1 SP:Iteration 20F (339.253363 sec): 3 clusters Score: Raw -104993.781153 + Penalty 2245.669817 = -102748.111336 nChanged 0 Trying to split cluster 17 (264 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (339.272137 sec): 2 clusters Score: Raw -29021.150526 + Penalty 906.091729 = -28115.058797 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (339.321371 sec): 3 clusters Score: Raw -29257.335842 + Penalty 1812.183459 = -27445.152384 nChanged 67 SP:Iteration 1F (339.370393 sec): 3 clusters Score: Raw -29480.442441 + Penalty 1812.183459 = -27668.258982 nChanged 18 SP:Iteration 2F (339.414675 sec): 3 clusters Score: Raw -29533.226701 + Penalty 1812.183459 = -27721.043243 nChanged 4 SP:Iteration 3Q (339.456880 sec): 3 clusters Score: Raw -29547.515626 + Penalty 1812.183459 = -27735.332168 nChanged 0 SP:Iteration 4F (339.501278 sec): 3 clusters Score: Raw -29547.515626 + Penalty 1812.183459 = -27735.332168 nChanged 0 Trying to split cluster 18 (556 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (339.525703 sec): 2 clusters Score: Raw -63153.443109 + Penalty 1027.124848 = -62126.318261 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (339.572800 sec): 3 clusters Score: Raw -63114.714596 + Penalty 2054.249696 = -61060.464901 nChanged 142 SP:Iteration 1F (339.619057 sec): 3 clusters Score: Raw -63314.174876 + Penalty 2054.249696 = -61259.925181 nChanged 42 SP:Iteration 2F (339.664954 sec): 3 clusters Score: Raw -63390.966399 + Penalty 2054.249696 = -61336.716703 nChanged 27 SP:Iteration 3Q (339.701130 sec): 3 clusters Score: Raw -63459.997151 + Penalty 2054.249696 = -61405.747456 nChanged 19 SP:Iteration 4Q (339.754099 sec): 3 clusters Score: Raw -63535.168293 + Penalty 2054.249696 = -61480.918598 nChanged 16 SP:Iteration 5Q (339.784563 sec): 3 clusters Score: Raw -63582.479262 + Penalty 2054.249696 = -61528.229567 nChanged 8 SP:Iteration 6Q (339.832511 sec): 3 clusters Score: Raw -63620.485621 + Penalty 2054.249696 = -61566.235925 nChanged 9 SP:Iteration 7Q (339.878693 sec): 3 clusters Score: Raw -63632.483347 + Penalty 2054.249696 = -61578.233651 nChanged 7 SP:Iteration 8Q (339.914240 sec): 3 clusters Score: Raw -63649.621918 + Penalty 2054.249696 = -61595.372222 nChanged 4 SP:Iteration 9Q (339.959345 sec): 3 clusters Score: Raw -63666.911717 + Penalty 2054.249696 = -61612.662021 nChanged 8 SP:Iteration 10Q (340.005922 sec): 3 clusters Score: Raw -63687.732799 + Penalty 2054.249696 = -61633.483103 nChanged 8 SP:Iteration 11Q (340.043944 sec): 3 clusters Score: Raw -63719.080332 + Penalty 2054.249696 = -61664.830636 nChanged 5 SP:Iteration 12Q (340.091884 sec): 3 clusters Score: Raw -63725.926795 + Penalty 2054.249696 = -61671.677099 nChanged 2 SP:Iteration 13Q (340.142475 sec): 3 clusters Score: Raw -63730.524843 + Penalty 2054.249696 = -61676.275147 nChanged 9 SP:Iteration 14Q (340.188264 sec): 3 clusters Score: Raw -63751.672894 + Penalty 2054.249696 = -61697.423198 nChanged 4 SP:Iteration 15Q (340.230890 sec): 3 clusters Score: Raw -63758.823583 + Penalty 2054.249696 = -61704.573888 nChanged 2 SP:Iteration 16Q (340.271550 sec): 3 clusters Score: Raw -63769.163130 + Penalty 2054.249696 = -61714.913434 nChanged 4 SP:Iteration 17Q (340.309662 sec): 3 clusters Score: Raw -63776.644526 + Penalty 2054.249696 = -61722.394831 nChanged 1 SP:Iteration 18Q (340.356724 sec): 3 clusters Score: Raw -63781.054082 + Penalty 2054.249696 = -61726.804387 nChanged 2 SP:Iteration 19Q (340.411716 sec): 3 clusters Score: Raw -63785.868553 + Penalty 2054.249696 = -61731.618857 nChanged 2 SP:Iteration 20F (340.459536 sec): 3 clusters Score: Raw -63788.418342 + Penalty 2054.249696 = -61734.168647 nChanged 0 Trying to split cluster 19 (8097 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (340.503043 sec): 2 clusters Score: Raw -1033599.019494 + Penalty 1462.377947 = -1032136.641547 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (340.559028 sec): 3 clusters Score: Raw -1029096.264204 + Penalty 2924.755893 = -1026171.508311 nChanged 3492 SP:Iteration 1F (340.619602 sec): 3 clusters Score: Raw -1031105.051623 + Penalty 2924.755893 = -1028180.295730 nChanged 565 SP:Iteration 2F (340.679732 sec): 3 clusters Score: Raw -1031373.460061 + Penalty 2924.755893 = -1028448.704168 nChanged 439 SP:Iteration 3F (340.725898 sec): 3 clusters Score: Raw -1031579.291270 + Penalty 2924.755893 = -1028654.535377 nChanged 363 SP:Iteration 4Q (340.781508 sec): 3 clusters Score: Raw -1031772.375945 + Penalty 2924.755893 = -1028847.620052 nChanged 345 SP:Iteration 5Q (340.857030 sec): 3 clusters Score: Raw -1031988.209674 + Penalty 2924.755893 = -1029063.453781 nChanged 342 SP:Iteration 6Q (340.916928 sec): 3 clusters Score: Raw -1032203.674198 + Penalty 2924.755893 = -1029278.918305 nChanged 339 SP:Iteration 7Q (340.970278 sec): 3 clusters Score: Raw -1032425.067106 + Penalty 2924.755893 = -1029500.311213 nChanged 331 SP:Iteration 8Q (341.027431 sec): 3 clusters Score: Raw -1032647.876311 + Penalty 2924.755893 = -1029723.120418 nChanged 340 SP:Iteration 9Q (341.088477 sec): 3 clusters Score: Raw -1032849.148825 + Penalty 2924.755893 = -1029924.392932 nChanged 261 SP:Iteration 10Q (341.154572 sec): 3 clusters Score: Raw -1032990.163172 + Penalty 2924.755893 = -1030065.407279 nChanged 206 SP:Iteration 11Q (341.204924 sec): 3 clusters Score: Raw -1033105.790521 + Penalty 2924.755893 = -1030181.034628 nChanged 170 SP:Iteration 12Q (341.261438 sec): 3 clusters Score: Raw -1033184.725845 + Penalty 2924.755893 = -1030259.969952 nChanged 134 SP:Iteration 13Q (341.330914 sec): 3 clusters Score: Raw -1033238.365649 + Penalty 2924.755893 = -1030313.609756 nChanged 105 SP:Iteration 14Q (341.386299 sec): 3 clusters Score: Raw -1033270.512279 + Penalty 2924.755893 = -1030345.756386 nChanged 68 SP:Iteration 15Q (341.449733 sec): 3 clusters Score: Raw -1033287.022149 + Penalty 2924.755893 = -1030362.266256 nChanged 62 SP:Iteration 16Q (341.510516 sec): 3 clusters Score: Raw -1033299.762906 + Penalty 2924.755893 = -1030375.007013 nChanged 45 SP:Iteration 17Q (341.560395 sec): 3 clusters Score: Raw -1033311.073571 + Penalty 2924.755893 = -1030386.317678 nChanged 44 SP:Iteration 18Q (341.626033 sec): 3 clusters Score: Raw -1033319.573885 + Penalty 2924.755893 = -1030394.817992 nChanged 30 SP:Iteration 19Q (341.669396 sec): 3 clusters Score: Raw -1033323.505944 + Penalty 2924.755893 = -1030398.750051 nChanged 20 SP:Iteration 20F (341.732165 sec): 3 clusters Score: Raw -1033330.139210 + Penalty 2924.755893 = -1030405.383317 nChanged 24 SP:Iteration 21Q (341.789089 sec): 3 clusters Score: Raw -1033335.466023 + Penalty 2924.755893 = -1030410.710130 nChanged 31 SP:Iteration 22Q (341.846934 sec): 3 clusters Score: Raw -1033340.554218 + Penalty 2924.755893 = -1030415.798325 nChanged 29 SP:Iteration 23Q (341.897382 sec): 3 clusters Score: Raw -1033347.835549 + Penalty 2924.755893 = -1030423.079656 nChanged 33 SP:Iteration 24Q (341.958788 sec): 3 clusters Score: Raw -1033358.309315 + Penalty 2924.755893 = -1030433.553421 nChanged 32 SP:Iteration 25Q (342.024684 sec): 3 clusters Score: Raw -1033365.899175 + Penalty 2924.755893 = -1030441.143282 nChanged 34 SP:Iteration 26Q (342.084617 sec): 3 clusters Score: Raw -1033372.400144 + Penalty 2924.755893 = -1030447.644251 nChanged 25 SP:Iteration 27Q (342.140636 sec): 3 clusters Score: Raw -1033376.418717 + Penalty 2924.755893 = -1030451.662824 nChanged 26 SP:Iteration 28Q (342.201562 sec): 3 clusters Score: Raw -1033381.217817 + Penalty 2924.755893 = -1030456.461924 nChanged 27 SP:Iteration 29Q (342.262824 sec): 3 clusters Score: Raw -1033386.319772 + Penalty 2924.755893 = -1030461.563879 nChanged 23 SP:Iteration 30Q (342.308992 sec): 3 clusters Score: Raw -1033390.564317 + Penalty 2924.755893 = -1030465.808424 nChanged 22 SP:Iteration 31Q (342.363120 sec): 3 clusters Score: Raw -1033394.440480 + Penalty 2924.755893 = -1030469.684587 nChanged 19 SP:Iteration 32Q (342.417182 sec): 3 clusters Score: Raw -1033397.699308 + Penalty 2924.755893 = -1030472.943415 nChanged 17 SP:Iteration 33Q (342.482312 sec): 3 clusters Score: Raw -1033401.202310 + Penalty 2924.755893 = -1030476.446417 nChanged 17 SP:Iteration 34Q (342.531311 sec): 3 clusters Score: Raw -1033404.539322 + Penalty 2924.755893 = -1030479.783429 nChanged 20 SP:Iteration 35Q (342.589187 sec): 3 clusters Score: Raw -1033408.419601 + Penalty 2924.755893 = -1030483.663708 nChanged 23 SP:Iteration 36Q (342.656905 sec): 3 clusters Score: Raw -1033413.550791 + Penalty 2924.755893 = -1030488.794898 nChanged 26 SP:Iteration 37Q (342.718901 sec): 3 clusters Score: Raw -1033419.835448 + Penalty 2924.755893 = -1030495.079555 nChanged 31 SP:Iteration 38Q (342.777513 sec): 3 clusters Score: Raw -1033426.828817 + Penalty 2924.755893 = -1030502.072924 nChanged 39 SP:Iteration 39Q (342.824507 sec): 3 clusters Score: Raw -1033436.851613 + Penalty 2924.755893 = -1030512.095720 nChanged 36 SP:Iteration 40F (342.894872 sec): 3 clusters Score: Raw -1033445.906181 + Penalty 2924.755893 = -1030521.150288 nChanged 39 SP:Iteration 41Q (342.956214 sec): 3 clusters Score: Raw -1033455.861380 + Penalty 2924.755893 = -1030531.105486 nChanged 34 SP:Iteration 42Q (343.017509 sec): 3 clusters Score: Raw -1033463.292150 + Penalty 2924.755893 = -1030538.536257 nChanged 28 SP:Iteration 43Q (343.067261 sec): 3 clusters Score: Raw -1033468.448773 + Penalty 2924.755893 = -1030543.692880 nChanged 20 SP:Iteration 44Q (343.125207 sec): 3 clusters Score: Raw -1033472.461941 + Penalty 2924.755893 = -1030547.706048 nChanged 17 SP:Iteration 45Q (343.190213 sec): 3 clusters Score: Raw -1033475.059413 + Penalty 2924.755893 = -1030550.303520 nChanged 17 SP:Iteration 46Q (343.235400 sec): 3 clusters Score: Raw -1033477.587682 + Penalty 2924.755893 = -1030552.831789 nChanged 8 SP:Iteration 47Q (343.299685 sec): 3 clusters Score: Raw -1033478.621236 + Penalty 2924.755893 = -1030553.865343 nChanged 9 SP:Iteration 48Q (343.357171 sec): 3 clusters Score: Raw -1033480.121244 + Penalty 2924.755893 = -1030555.365351 nChanged 9 SP:Iteration 49Q (343.411445 sec): 3 clusters Score: Raw -1033480.968521 + Penalty 2924.755893 = -1030556.212628 nChanged 4 SP:Iteration 50Q (343.473783 sec): 3 clusters Score: Raw -1033481.489569 + Penalty 2924.755893 = -1030556.733676 nChanged 2 SP:Iteration 51Q (343.535119 sec): 3 clusters Score: Raw -1033481.969102 + Penalty 2924.755893 = -1030557.213209 nChanged 3 SP:Iteration 52Q (343.594650 sec): 3 clusters Score: Raw -1033482.537069 + Penalty 2924.755893 = -1030557.781176 nChanged 3 SP:Iteration 53Q (343.644561 sec): 3 clusters Score: Raw -1033482.822235 + Penalty 2924.755893 = -1030558.066342 nChanged 3 SP:Iteration 54Q (343.706839 sec): 3 clusters Score: Raw -1033483.352694 + Penalty 2924.755893 = -1030558.596801 nChanged 5 SP:Iteration 55Q (343.765799 sec): 3 clusters Score: Raw -1033484.334317 + Penalty 2924.755893 = -1030559.578424 nChanged 6 SP:Iteration 56Q (343.812256 sec): 3 clusters Score: Raw -1033485.514699 + Penalty 2924.755893 = -1030560.758806 nChanged 5 SP:Iteration 57Q (343.873870 sec): 3 clusters Score: Raw -1033486.621294 + Penalty 2924.755893 = -1030561.865401 nChanged 6 SP:Iteration 58Q (343.940060 sec): 3 clusters Score: Raw -1033487.527682 + Penalty 2924.755893 = -1030562.771789 nChanged 4 SP:Iteration 59Q (343.995494 sec): 3 clusters Score: Raw -1033487.928095 + Penalty 2924.755893 = -1030563.172202 nChanged 2 SP:Iteration 60F (344.057440 sec): 3 clusters Score: Raw -1033488.008402 + Penalty 2924.755893 = -1030563.252509 nChanged 0 Trying to split cluster 20 (1018 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (344.077390 sec): 2 clusters Score: Raw -115952.084069 + Penalty 1125.409220 = -114826.674850 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (344.129299 sec): 3 clusters Score: Raw -115660.115893 + Penalty 2250.818439 = -113409.297454 nChanged 315 SP:Iteration 1F (344.176985 sec): 3 clusters Score: Raw -115996.392828 + Penalty 2250.818439 = -113745.574389 nChanged 97 SP:Iteration 2F (344.219559 sec): 3 clusters Score: Raw -116148.062896 + Penalty 2250.818439 = -113897.244457 nChanged 64 SP:Iteration 3F (344.270765 sec): 3 clusters Score: Raw -116246.230535 + Penalty 2250.818439 = -113995.412096 nChanged 39 SP:Iteration 4Q (344.320790 sec): 3 clusters Score: Raw -116328.837787 + Penalty 2250.818439 = -114078.019347 nChanged 39 SP:Iteration 5Q (344.377299 sec): 3 clusters Score: Raw -116382.084325 + Penalty 2250.818439 = -114131.265886 nChanged 22 SP:Iteration 6Q (344.428975 sec): 3 clusters Score: Raw -116408.293266 + Penalty 2250.818439 = -114157.474826 nChanged 26 SP:Iteration 7Q (344.481365 sec): 3 clusters Score: Raw -116435.477985 + Penalty 2250.818439 = -114184.659546 nChanged 17 SP:Iteration 8Q (344.532760 sec): 3 clusters Score: Raw -116454.602859 + Penalty 2250.818439 = -114203.784420 nChanged 13 SP:Iteration 9Q (344.582019 sec): 3 clusters Score: Raw -116468.180572 + Penalty 2250.818439 = -114217.362132 nChanged 6 SP:Iteration 10Q (344.632912 sec): 3 clusters Score: Raw -116474.551100 + Penalty 2250.818439 = -114223.732661 nChanged 3 SP:Iteration 11Q (344.682456 sec): 3 clusters Score: Raw -116478.129143 + Penalty 2250.818439 = -114227.310704 nChanged 2 SP:Iteration 12Q (344.735475 sec): 3 clusters Score: Raw -116480.699786 + Penalty 2250.818439 = -114229.881347 nChanged 2 SP:Iteration 13Q (344.782404 sec): 3 clusters Score: Raw -116481.670329 + Penalty 2250.818439 = -114230.851890 nChanged 3 SP:Iteration 14Q (344.824466 sec): 3 clusters Score: Raw -116483.978768 + Penalty 2250.818439 = -114233.160329 nChanged 4 SP:Iteration 15Q (344.872130 sec): 3 clusters Score: Raw -116487.142141 + Penalty 2250.818439 = -114236.323702 nChanged 6 SP:Iteration 16Q (344.908784 sec): 3 clusters Score: Raw -116492.139756 + Penalty 2250.818439 = -114241.321317 nChanged 6 SP:Iteration 17Q (344.952606 sec): 3 clusters Score: Raw -116497.027597 + Penalty 2250.818439 = -114246.209158 nChanged 3 SP:Iteration 18Q (344.992454 sec): 3 clusters Score: Raw -116498.956938 + Penalty 2250.818439 = -114248.138499 nChanged 1 SP:Iteration 19Q (345.033634 sec): 3 clusters Score: Raw -116499.813492 + Penalty 2250.818439 = -114248.995053 nChanged 3 SP:Iteration 20F (345.074425 sec): 3 clusters Score: Raw -116502.880017 + Penalty 2250.818439 = -114252.061578 nChanged 3 SP:Iteration 21Q (345.118464 sec): 3 clusters Score: Raw -116504.535142 + Penalty 2250.818439 = -114253.716703 nChanged 2 SP:Iteration 22Q (345.164652 sec): 3 clusters Score: Raw -116505.625145 + Penalty 2250.818439 = -114254.806706 nChanged 1 SP:Iteration 23Q (345.198048 sec): 3 clusters Score: Raw -116506.061912 + Penalty 2250.818439 = -114255.243473 nChanged 0 SP:Iteration 24F (345.249180 sec): 3 clusters Score: Raw -116506.061912 + Penalty 2250.818439 = -114255.243473 nChanged 0 Trying to split cluster 21 (171 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (345.263054 sec): 2 clusters Score: Raw -7768.265576 + Penalty 835.520328 = -6932.745248 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (345.309112 sec): 3 clusters Score: Raw -8027.284123 + Penalty 1671.040656 = -6356.243468 nChanged 42 SP:Iteration 1F (345.345558 sec): 3 clusters Score: Raw -8278.627626 + Penalty 1671.040656 = -6607.586970 nChanged 9 SP:Iteration 2F (345.386482 sec): 3 clusters Score: Raw -8356.490068 + Penalty 1671.040656 = -6685.449412 nChanged 3 SP:Iteration 3Q (345.427969 sec): 3 clusters Score: Raw -8404.120176 + Penalty 1671.040656 = -6733.079520 nChanged 0 SP:Iteration 4F (345.479022 sec): 3 clusters Score: Raw -8404.120176 + Penalty 1671.040656 = -6733.079520 nChanged 0 Trying to split cluster 22 (6412 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (345.506675 sec): 2 clusters Score: Raw -794181.897041 + Penalty 1424.463058 = -792757.433982 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (345.560324 sec): 3 clusters Score: Raw -790767.898196 + Penalty 2848.926117 = -787918.972079 nChanged 2646 SP:Iteration 1F (345.623894 sec): 3 clusters Score: Raw -792322.018135 + Penalty 2848.926117 = -789473.092018 nChanged 551 SP:Iteration 2F (345.680560 sec): 3 clusters Score: Raw -792728.023274 + Penalty 2848.926117 = -789879.097157 nChanged 487 SP:Iteration 3F (345.720575 sec): 3 clusters Score: Raw -793100.716359 + Penalty 2848.926117 = -790251.790242 nChanged 406 SP:Iteration 4F (345.783773 sec): 3 clusters Score: Raw -793396.866637 + Penalty 2848.926117 = -790547.940520 nChanged 346 SP:Iteration 5F (345.843484 sec): 3 clusters Score: Raw -793624.707401 + Penalty 2848.926117 = -790775.781284 nChanged 276 SP:Iteration 6Q (345.902808 sec): 3 clusters Score: Raw -793784.545915 + Penalty 2848.926117 = -790935.619798 nChanged 197 SP:Iteration 7Q (345.962148 sec): 3 clusters Score: Raw -793890.406841 + Penalty 2848.926117 = -791041.480724 nChanged 148 SP:Iteration 8Q (346.019939 sec): 3 clusters Score: Raw -793978.482764 + Penalty 2848.926117 = -791129.556647 nChanged 105 SP:Iteration 9Q (346.074540 sec): 3 clusters Score: Raw -794034.716413 + Penalty 2848.926117 = -791185.790296 nChanged 100 SP:Iteration 10Q (346.126199 sec): 3 clusters Score: Raw -794094.933720 + Penalty 2848.926117 = -791246.007603 nChanged 92 SP:Iteration 11Q (346.186911 sec): 3 clusters Score: Raw -794135.752701 + Penalty 2848.926117 = -791286.826584 nChanged 73 SP:Iteration 12Q (346.244218 sec): 3 clusters Score: Raw -794175.202360 + Penalty 2848.926117 = -791326.276243 nChanged 80 SP:Iteration 13Q (346.305858 sec): 3 clusters Score: Raw -794219.816730 + Penalty 2848.926117 = -791370.890613 nChanged 82 SP:Iteration 14Q (346.367467 sec): 3 clusters Score: Raw -794272.362013 + Penalty 2848.926117 = -791423.435896 nChanged 75 SP:Iteration 15Q (346.418496 sec): 3 clusters Score: Raw -794315.389946 + Penalty 2848.926117 = -791466.463829 nChanged 71 SP:Iteration 16Q (346.470990 sec): 3 clusters Score: Raw -794359.148117 + Penalty 2848.926117 = -791510.222000 nChanged 55 SP:Iteration 17Q (346.524652 sec): 3 clusters Score: Raw -794404.484930 + Penalty 2848.926117 = -791555.558813 nChanged 60 SP:Iteration 18Q (346.578288 sec): 3 clusters Score: Raw -794450.219357 + Penalty 2848.926117 = -791601.293240 nChanged 55 SP:Iteration 19Q (346.635306 sec): 3 clusters Score: Raw -794486.531096 + Penalty 2848.926117 = -791637.604979 nChanged 52 SP:Iteration 20F (346.683704 sec): 3 clusters Score: Raw -794511.426289 + Penalty 2848.926117 = -791662.500173 nChanged 37 SP:Iteration 21Q (346.742540 sec): 3 clusters Score: Raw -794525.312469 + Penalty 2848.926117 = -791676.386352 nChanged 33 SP:Iteration 22Q (346.801395 sec): 3 clusters Score: Raw -794536.026461 + Penalty 2848.926117 = -791687.100344 nChanged 23 SP:Iteration 23Q (346.851571 sec): 3 clusters Score: Raw -794544.076448 + Penalty 2848.926117 = -791695.150331 nChanged 17 SP:Iteration 24Q (346.915879 sec): 3 clusters Score: Raw -794549.143502 + Penalty 2848.926117 = -791700.217386 nChanged 14 SP:Iteration 25Q (346.966376 sec): 3 clusters Score: Raw -794552.763781 + Penalty 2848.926117 = -791703.837664 nChanged 9 SP:Iteration 26Q (347.038618 sec): 3 clusters Score: Raw -794555.412418 + Penalty 2848.926117 = -791706.486301 nChanged 10 SP:Iteration 27Q (347.088582 sec): 3 clusters Score: Raw -794558.702936 + Penalty 2848.926117 = -791709.776819 nChanged 14 SP:Iteration 28Q (347.155154 sec): 3 clusters Score: Raw -794563.617126 + Penalty 2848.926117 = -791714.691009 nChanged 18 SP:Iteration 29Q (347.215414 sec): 3 clusters Score: Raw -794570.417406 + Penalty 2848.926117 = -791721.491289 nChanged 19 SP:Iteration 30Q (347.275749 sec): 3 clusters Score: Raw -794579.038449 + Penalty 2848.926117 = -791730.112332 nChanged 14 SP:Iteration 31Q (347.335944 sec): 3 clusters Score: Raw -794584.476984 + Penalty 2848.926117 = -791735.550867 nChanged 17 SP:Iteration 32Q (347.386869 sec): 3 clusters Score: Raw -794594.825791 + Penalty 2848.926117 = -791745.899674 nChanged 11 SP:Iteration 33Q (347.452150 sec): 3 clusters Score: Raw -794600.353684 + Penalty 2848.926117 = -791751.427567 nChanged 16 SP:Iteration 34Q (347.505510 sec): 3 clusters Score: Raw -794606.716536 + Penalty 2848.926117 = -791757.790419 nChanged 13 SP:Iteration 35Q (347.557880 sec): 3 clusters Score: Raw -794611.194204 + Penalty 2848.926117 = -791762.268087 nChanged 13 SP:Iteration 36Q (347.614488 sec): 3 clusters Score: Raw -794616.645785 + Penalty 2848.926117 = -791767.719668 nChanged 8 SP:Iteration 37Q (347.668054 sec): 3 clusters Score: Raw -794620.279569 + Penalty 2848.926117 = -791771.353452 nChanged 6 SP:Iteration 38Q (347.712403 sec): 3 clusters Score: Raw -794622.419852 + Penalty 2848.926117 = -791773.493735 nChanged 9 SP:Iteration 39Q (347.779183 sec): 3 clusters Score: Raw -794625.778325 + Penalty 2848.926117 = -791776.852208 nChanged 9 SP:Iteration 40F (347.841869 sec): 3 clusters Score: Raw -794628.244499 + Penalty 2848.926117 = -791779.318382 nChanged 2 SP:Iteration 41Q (347.889020 sec): 3 clusters Score: Raw -794629.117044 + Penalty 2848.926117 = -791780.190927 nChanged 0 SP:Iteration 42F (347.957468 sec): 3 clusters Score: Raw -794629.117044 + Penalty 2848.926117 = -791780.190927 nChanged 0 Trying to split cluster 23 (8132 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (347.992219 sec): 2 clusters Score: Raw -1049036.490876 + Penalty 1463.078853 = -1047573.412023 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (348.043299 sec): 3 clusters Score: Raw -1044549.580285 + Penalty 2926.157707 = -1041623.422578 nChanged 3389 SP:Iteration 1F (348.115403 sec): 3 clusters Score: Raw -1046397.287508 + Penalty 2926.157707 = -1043471.129801 nChanged 539 SP:Iteration 2F (348.179775 sec): 3 clusters Score: Raw -1046657.223846 + Penalty 2926.157707 = -1043731.066139 nChanged 441 SP:Iteration 3F (348.227518 sec): 3 clusters Score: Raw -1046869.525804 + Penalty 2926.157707 = -1043943.368097 nChanged 397 SP:Iteration 4Q (348.285341 sec): 3 clusters Score: Raw -1047082.105763 + Penalty 2926.157707 = -1044155.948056 nChanged 412 SP:Iteration 5F (348.343662 sec): 3 clusters Score: Raw -1047327.788223 + Penalty 2926.157707 = -1044401.630516 nChanged 468 SP:Iteration 6F (348.403234 sec): 3 clusters Score: Raw -1047668.887027 + Penalty 2926.157707 = -1044742.729321 nChanged 465 SP:Iteration 7F (348.469552 sec): 3 clusters Score: Raw -1048049.976463 + Penalty 2926.157707 = -1045123.818756 nChanged 440 SP:Iteration 8F (348.513986 sec): 3 clusters Score: Raw -1048432.762347 + Penalty 2926.157707 = -1045506.604640 nChanged 396 SP:Iteration 9Q (348.581012 sec): 3 clusters Score: Raw -1048758.923035 + Penalty 2926.157707 = -1045832.765328 nChanged 308 SP:Iteration 10Q (348.642299 sec): 3 clusters Score: Raw -1048983.712512 + Penalty 2926.157707 = -1046057.554805 nChanged 262 SP:Iteration 11Q (348.704578 sec): 3 clusters Score: Raw -1049142.415249 + Penalty 2926.157707 = -1046216.257542 nChanged 198 SP:Iteration 12Q (348.767176 sec): 3 clusters Score: Raw -1049244.660671 + Penalty 2926.157707 = -1046318.502964 nChanged 146 SP:Iteration 13Q (348.829678 sec): 3 clusters Score: Raw -1049307.468473 + Penalty 2926.157707 = -1046381.310766 nChanged 124 SP:Iteration 14Q (348.879964 sec): 3 clusters Score: Raw -1049355.359982 + Penalty 2926.157707 = -1046429.202275 nChanged 101 SP:Iteration 15Q (348.948600 sec): 3 clusters Score: Raw -1049387.440599 + Penalty 2926.157707 = -1046461.282893 nChanged 72 SP:Iteration 16Q (349.015862 sec): 3 clusters Score: Raw -1049411.169235 + Penalty 2926.157707 = -1046485.011529 nChanged 60 SP:Iteration 17Q (349.075478 sec): 3 clusters Score: Raw -1049431.135940 + Penalty 2926.157707 = -1046504.978233 nChanged 67 SP:Iteration 18Q (349.136558 sec): 3 clusters Score: Raw -1049450.493591 + Penalty 2926.157707 = -1046524.335884 nChanged 55 SP:Iteration 19Q (349.196560 sec): 3 clusters Score: Raw -1049464.354624 + Penalty 2926.157707 = -1046538.196917 nChanged 40 SP:Iteration 20F (349.259076 sec): 3 clusters Score: Raw -1049476.215435 + Penalty 2926.157707 = -1046550.057728 nChanged 37 SP:Iteration 21Q (349.317874 sec): 3 clusters Score: Raw -1049486.923246 + Penalty 2926.157707 = -1046560.765539 nChanged 46 SP:Iteration 22Q (349.373467 sec): 3 clusters Score: Raw -1049503.621102 + Penalty 2926.157707 = -1046577.463395 nChanged 48 SP:Iteration 23Q (349.428623 sec): 3 clusters Score: Raw -1049518.221546 + Penalty 2926.157707 = -1046592.063839 nChanged 44 SP:Iteration 24Q (349.487367 sec): 3 clusters Score: Raw -1049534.194179 + Penalty 2926.157707 = -1046608.036472 nChanged 53 SP:Iteration 25Q (349.547937 sec): 3 clusters Score: Raw -1049551.646727 + Penalty 2926.157707 = -1046625.489020 nChanged 51 SP:Iteration 26Q (349.616244 sec): 3 clusters Score: Raw -1049567.628131 + Penalty 2926.157707 = -1046641.470424 nChanged 47 SP:Iteration 27Q (349.675742 sec): 3 clusters Score: Raw -1049583.566412 + Penalty 2926.157707 = -1046657.408705 nChanged 51 SP:Iteration 28Q (349.726935 sec): 3 clusters Score: Raw -1049603.298958 + Penalty 2926.157707 = -1046677.141251 nChanged 55 SP:Iteration 29Q (349.798429 sec): 3 clusters Score: Raw -1049619.011406 + Penalty 2926.157707 = -1046692.853699 nChanged 50 SP:Iteration 30Q (349.860285 sec): 3 clusters Score: Raw -1049635.337967 + Penalty 2926.157707 = -1046709.180260 nChanged 60 SP:Iteration 31Q (349.911115 sec): 3 clusters Score: Raw -1049660.846059 + Penalty 2926.157707 = -1046734.688353 nChanged 67 SP:Iteration 32Q (349.969230 sec): 3 clusters Score: Raw -1049689.460265 + Penalty 2926.157707 = -1046763.302558 nChanged 84 SP:Iteration 33Q (350.037926 sec): 3 clusters Score: Raw -1049723.967412 + Penalty 2926.157707 = -1046797.809705 nChanged 90 SP:Iteration 34Q (350.099193 sec): 3 clusters Score: Raw -1049759.088989 + Penalty 2926.157707 = -1046832.931282 nChanged 86 SP:Iteration 35Q (350.149909 sec): 3 clusters Score: Raw -1049785.693152 + Penalty 2926.157707 = -1046859.535445 nChanged 86 SP:Iteration 36Q (350.218109 sec): 3 clusters Score: Raw -1049810.042329 + Penalty 2926.157707 = -1046883.884623 nChanged 59 SP:Iteration 37Q (350.276313 sec): 3 clusters Score: Raw -1049828.232470 + Penalty 2926.157707 = -1046902.074764 nChanged 71 SP:Iteration 38Q (350.341688 sec): 3 clusters Score: Raw -1049852.747651 + Penalty 2926.157707 = -1046926.589944 nChanged 54 SP:Iteration 39Q (350.407092 sec): 3 clusters Score: Raw -1049869.850078 + Penalty 2926.157707 = -1046943.692371 nChanged 52 SP:Iteration 40F (350.458608 sec): 3 clusters Score: Raw -1049885.459924 + Penalty 2926.157707 = -1046959.302217 nChanged 52 SP:Iteration 41Q (350.526828 sec): 3 clusters Score: Raw -1049900.849477 + Penalty 2926.157707 = -1046974.691771 nChanged 36 SP:Iteration 42Q (350.583844 sec): 3 clusters Score: Raw -1049911.645612 + Penalty 2926.157707 = -1046985.487905 nChanged 44 SP:Iteration 43Q (350.654351 sec): 3 clusters Score: Raw -1049924.694310 + Penalty 2926.157707 = -1046998.536603 nChanged 39 SP:Iteration 44Q (350.715857 sec): 3 clusters Score: Raw -1049936.110338 + Penalty 2926.157707 = -1047009.952632 nChanged 31 SP:Iteration 45Q (350.762188 sec): 3 clusters Score: Raw -1049942.653003 + Penalty 2926.157707 = -1047016.495297 nChanged 17 SP:Iteration 46Q (350.834888 sec): 3 clusters Score: Raw -1049945.593013 + Penalty 2926.157707 = -1047019.435306 nChanged 14 SP:Iteration 47Q (350.889497 sec): 3 clusters Score: Raw -1049947.546538 + Penalty 2926.157707 = -1047021.388831 nChanged 11 SP:Iteration 48Q (350.942083 sec): 3 clusters Score: Raw -1049949.061606 + Penalty 2926.157707 = -1047022.903899 nChanged 11 SP:Iteration 49Q (351.012969 sec): 3 clusters Score: Raw -1049950.768305 + Penalty 2926.157707 = -1047024.610598 nChanged 14 SP:Iteration 50Q (351.064307 sec): 3 clusters Score: Raw -1049953.081165 + Penalty 2926.157707 = -1047026.923458 nChanged 12 SP:Iteration 51Q (351.133974 sec): 3 clusters Score: Raw -1049955.410716 + Penalty 2926.157707 = -1047029.253009 nChanged 18 SP:Iteration 52Q (351.184539 sec): 3 clusters Score: Raw -1049959.011175 + Penalty 2926.157707 = -1047032.853468 nChanged 21 SP:Iteration 53Q (351.243421 sec): 3 clusters Score: Raw -1049962.382819 + Penalty 2926.157707 = -1047036.225113 nChanged 18 SP:Iteration 54Q (351.302361 sec): 3 clusters Score: Raw -1049964.935888 + Penalty 2926.157707 = -1047038.778181 nChanged 18 SP:Iteration 55Q (351.372288 sec): 3 clusters Score: Raw -1049968.395737 + Penalty 2926.157707 = -1047042.238030 nChanged 19 SP:Iteration 56Q (351.424300 sec): 3 clusters Score: Raw -1049971.355706 + Penalty 2926.157707 = -1047045.197999 nChanged 13 SP:Iteration 57Q (351.485845 sec): 3 clusters Score: Raw -1049973.335885 + Penalty 2926.157707 = -1047047.178178 nChanged 9 SP:Iteration 58Q (351.556792 sec): 3 clusters Score: Raw -1049974.882559 + Penalty 2926.157707 = -1047048.724853 nChanged 8 SP:Iteration 59Q (351.618145 sec): 3 clusters Score: Raw -1049975.667297 + Penalty 2926.157707 = -1047049.509590 nChanged 8 SP:Iteration 60F (351.680743 sec): 3 clusters Score: Raw -1049977.005582 + Penalty 2926.157707 = -1047050.847876 nChanged 13 SP:Iteration 61Q (351.743381 sec): 3 clusters Score: Raw -1049979.361130 + Penalty 2926.157707 = -1047053.203423 nChanged 14 SP:Iteration 62Q (351.804725 sec): 3 clusters Score: Raw -1049981.298820 + Penalty 2926.157707 = -1047055.141113 nChanged 12 SP:Iteration 63Q (351.863095 sec): 3 clusters Score: Raw -1049982.898160 + Penalty 2926.157707 = -1047056.740453 nChanged 4 SP:Iteration 64Q (351.921838 sec): 3 clusters Score: Raw -1049983.371680 + Penalty 2926.157707 = -1047057.213973 nChanged 3 SP:Iteration 65Q (351.988203 sec): 3 clusters Score: Raw -1049983.815177 + Penalty 2926.157707 = -1047057.657471 nChanged 3 SP:Iteration 66Q (352.051704 sec): 3 clusters Score: Raw -1049984.398902 + Penalty 2926.157707 = -1047058.241195 nChanged 1 SP:Iteration 67Q (352.102384 sec): 3 clusters Score: Raw -1049984.509884 + Penalty 2926.157707 = -1047058.352177 nChanged 2 SP:Iteration 68Q (352.175054 sec): 3 clusters Score: Raw -1049984.793140 + Penalty 2926.157707 = -1047058.635433 nChanged 4 SP:Iteration 69Q (352.225112 sec): 3 clusters Score: Raw -1049985.285107 + Penalty 2926.157707 = -1047059.127400 nChanged 4 SP:Iteration 70Q (352.283036 sec): 3 clusters Score: Raw -1049985.747222 + Penalty 2926.157707 = -1047059.589515 nChanged 1 SP:Iteration 71Q (352.341994 sec): 3 clusters Score: Raw -1049985.869277 + Penalty 2926.157707 = -1047059.711570 nChanged 2 SP:Iteration 72Q (352.406742 sec): 3 clusters Score: Raw -1049986.141698 + Penalty 2926.157707 = -1047059.983991 nChanged 1 SP:Iteration 73Q (352.454966 sec): 3 clusters Score: Raw -1049986.218596 + Penalty 2926.157707 = -1047060.060889 nChanged 1 SP:Iteration 74Q (352.517055 sec): 3 clusters Score: Raw -1049986.287146 + Penalty 2926.157707 = -1047060.129439 nChanged 0 SP:Iteration 75F (352.586275 sec): 3 clusters Score: Raw -1049986.287146 + Penalty 2926.157707 = -1047060.129439 nChanged 0 Trying to split cluster 24 (320 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (352.610747 sec): 2 clusters Score: Raw -37767.062574 + Penalty 937.352162 = -36829.710413 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (352.650829 sec): 3 clusters Score: Raw -37854.357805 + Penalty 1874.704324 = -35979.653481 nChanged 68 SP:Iteration 1F (352.701121 sec): 3 clusters Score: Raw -37994.517733 + Penalty 1874.704324 = -36119.813409 nChanged 14 SP:Iteration 2Q (352.755501 sec): 3 clusters Score: Raw -38041.245990 + Penalty 1874.704324 = -36166.541667 nChanged 11 SP:Iteration 3Q (352.797505 sec): 3 clusters Score: Raw -38054.422392 + Penalty 1874.704324 = -36179.718069 nChanged 6 SP:Iteration 4Q (352.839002 sec): 3 clusters Score: Raw -38067.990448 + Penalty 1874.704324 = -36193.286125 nChanged 0 SP:Iteration 5F (352.887810 sec): 3 clusters Score: Raw -38067.990448 + Penalty 1874.704324 = -36193.286125 nChanged 0 Trying to split cluster 25 (1054 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (352.914438 sec): 2 clusters Score: Raw -114563.222039 + Penalty 1131.056506 = -113432.165533 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (352.951861 sec): 3 clusters Score: Raw -114297.931419 + Penalty 2262.113012 = -112035.818407 nChanged 308 SP:Iteration 1F (353.000087 sec): 3 clusters Score: Raw -114678.203641 + Penalty 2262.113012 = -112416.090629 nChanged 85 SP:Iteration 2F (353.054633 sec): 3 clusters Score: Raw -114797.300573 + Penalty 2262.113012 = -112535.187561 nChanged 43 SP:Iteration 3Q (353.103950 sec): 3 clusters Score: Raw -114869.646008 + Penalty 2262.113012 = -112607.532996 nChanged 34 SP:Iteration 4Q (353.137969 sec): 3 clusters Score: Raw -114912.152047 + Penalty 2262.113012 = -112650.039035 nChanged 25 SP:Iteration 5Q (353.197592 sec): 3 clusters Score: Raw -114935.729043 + Penalty 2262.113012 = -112673.616031 nChanged 16 SP:Iteration 6Q (353.238269 sec): 3 clusters Score: Raw -114951.969274 + Penalty 2262.113012 = -112689.856262 nChanged 18 SP:Iteration 7Q (353.296012 sec): 3 clusters Score: Raw -114977.259666 + Penalty 2262.113012 = -112715.146654 nChanged 9 SP:Iteration 8Q (353.336644 sec): 3 clusters Score: Raw -114985.725333 + Penalty 2262.113012 = -112723.612321 nChanged 11 SP:Iteration 9Q (353.380372 sec): 3 clusters Score: Raw -114994.198215 + Penalty 2262.113012 = -112732.085203 nChanged 10 SP:Iteration 10Q (353.432969 sec): 3 clusters Score: Raw -115003.252025 + Penalty 2262.113012 = -112741.139013 nChanged 7 SP:Iteration 11Q (353.473139 sec): 3 clusters Score: Raw -115011.003503 + Penalty 2262.113012 = -112748.890491 nChanged 7 SP:Iteration 12Q (353.531371 sec): 3 clusters Score: Raw -115017.925406 + Penalty 2262.113012 = -112755.812394 nChanged 5 SP:Iteration 13Q (353.579378 sec): 3 clusters Score: Raw -115022.002973 + Penalty 2262.113012 = -112759.889961 nChanged 7 SP:Iteration 14Q (353.620073 sec): 3 clusters Score: Raw -115036.540614 + Penalty 2262.113012 = -112774.427602 nChanged 9 SP:Iteration 15Q (353.672252 sec): 3 clusters Score: Raw -115047.227392 + Penalty 2262.113012 = -112785.114380 nChanged 12 SP:Iteration 16Q (353.708781 sec): 3 clusters Score: Raw -115057.821820 + Penalty 2262.113012 = -112795.708808 nChanged 8 SP:Iteration 17Q (353.764657 sec): 3 clusters Score: Raw -115070.169202 + Penalty 2262.113012 = -112808.056190 nChanged 4 SP:Iteration 18Q (353.811027 sec): 3 clusters Score: Raw -115075.614434 + Penalty 2262.113012 = -112813.501422 nChanged 2 SP:Iteration 19Q (353.856717 sec): 3 clusters Score: Raw -115077.707069 + Penalty 2262.113012 = -112815.594057 nChanged 3 SP:Iteration 20F (353.900946 sec): 3 clusters Score: Raw -115080.346151 + Penalty 2262.113012 = -112818.233139 nChanged 1 SP:Iteration 21Q (353.951685 sec): 3 clusters Score: Raw -115087.454781 + Penalty 2262.113012 = -112825.341769 nChanged 3 SP:Iteration 22Q (353.987781 sec): 3 clusters Score: Raw -115089.108949 + Penalty 2262.113012 = -112826.995937 nChanged 2 SP:Iteration 23Q (354.035757 sec): 3 clusters Score: Raw -115091.624542 + Penalty 2262.113012 = -112829.511530 nChanged 1 SP:Iteration 24Q (354.079927 sec): 3 clusters Score: Raw -115092.115687 + Penalty 2262.113012 = -112830.002675 nChanged 3 SP:Iteration 25Q (354.122270 sec): 3 clusters Score: Raw -115096.985378 + Penalty 2262.113012 = -112834.872366 nChanged 7 SP:Iteration 26Q (354.160092 sec): 3 clusters Score: Raw -115106.213005 + Penalty 2262.113012 = -112844.099993 nChanged 4 SP:Iteration 27Q (354.209859 sec): 3 clusters Score: Raw -115111.739832 + Penalty 2262.113012 = -112849.626820 nChanged 3 SP:Iteration 28Q (354.260211 sec): 3 clusters Score: Raw -115114.722762 + Penalty 2262.113012 = -112852.609750 nChanged 6 SP:Iteration 29Q (354.312743 sec): 3 clusters Score: Raw -115123.095266 + Penalty 2262.113012 = -112860.982254 nChanged 5 SP:Iteration 30Q (354.352357 sec): 3 clusters Score: Raw -115128.672649 + Penalty 2262.113012 = -112866.559637 nChanged 1 SP:Iteration 31Q (354.394459 sec): 3 clusters Score: Raw -115129.239740 + Penalty 2262.113012 = -112867.126728 nChanged 3 SP:Iteration 32Q (354.442509 sec): 3 clusters Score: Raw -115130.791353 + Penalty 2262.113012 = -112868.678341 nChanged 0 SP:Iteration 33F (354.484734 sec): 3 clusters Score: Raw -115130.791353 + Penalty 2262.113012 = -112868.678341 nChanged 0 Iteration 179Q (355.343002 sec): 26 clusters Score: Raw -7622605.667044 + Penalty 44923.795577 = -7577681.871467 nChanged 6 Iteration 180F (356.841860 sec): 26 clusters Score: Raw -7622606.495947 + Penalty 44923.795577 = -7577682.700370 nChanged 1 Iteration 181Q (357.735720 sec): 26 clusters Score: Raw -7622606.602593 + Penalty 44923.795577 = -7577682.807016 nChanged 2 Iteration 182Q (358.659932 sec): 26 clusters Score: Raw -7622606.832204 + Penalty 44923.795577 = -7577683.036627 nChanged 2 Iteration 183Q (359.574642 sec): 26 clusters Score: Raw -7622606.926452 + Penalty 44923.795577 = -7577683.130875 nChanged 1 Iteration 184Q (360.486047 sec): 26 clusters Score: Raw -7622606.966329 + Penalty 44923.795577 = -7577683.170752 nChanged 2 Iteration 185Q (361.373327 sec): 26 clusters Score: Raw -7622607.204655 + Penalty 44923.795577 = -7577683.409078 nChanged 2 Iteration 186Q (362.284872 sec): 26 clusters Score: Raw -7622607.938892 + Penalty 44923.795577 = -7577684.143315 nChanged 4 Iteration 187Q (363.177504 sec): 26 clusters Score: Raw -7622608.583082 + Penalty 44923.795577 = -7577684.787505 nChanged 8 Iteration 188Q (364.100183 sec): 26 clusters Score: Raw -7622610.282672 + Penalty 44923.795577 = -7577686.487095 nChanged 3 Iteration 189Q (365.001203 sec): 26 clusters Score: Raw -7622610.576980 + Penalty 44923.795577 = -7577686.781403 nChanged 2 Iteration 190Q (365.936247 sec): 26 clusters Score: Raw -7622610.780494 + Penalty 44923.795577 = -7577686.984917 nChanged 2 Iteration 191Q (366.786318 sec): 26 clusters Score: Raw -7622610.967557 + Penalty 44923.795577 = -7577687.171980 nChanged 0 Iteration 192F (368.239809 sec): 26 clusters Score: Raw -7622610.967557 + Penalty 44923.795577 = -7577687.171980 nChanged 0 Compute initial score before splitting: Score: Raw -7622610.967557 + Penalty 44923.795577 = -7577687.171980 Trying to split cluster 1 (1195 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (368.275639 sec): 2 clusters Score: Raw -144965.029032 + Penalty 1151.458988 = -143813.570044 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (368.324531 sec): 3 clusters Score: Raw -144652.950669 + Penalty 2302.917976 = -142350.032693 nChanged 415 SP:Iteration 1F (368.372952 sec): 3 clusters Score: Raw -145408.744202 + Penalty 2302.917976 = -143105.826226 nChanged 147 SP:Iteration 2F (368.420646 sec): 3 clusters Score: Raw -145721.106935 + Penalty 2302.917976 = -143418.188959 nChanged 91 SP:Iteration 3F (368.457494 sec): 3 clusters Score: Raw -145879.505524 + Penalty 2302.917976 = -143576.587548 nChanged 50 SP:Iteration 4Q (368.514983 sec): 3 clusters Score: Raw -145946.534499 + Penalty 2302.917976 = -143643.616523 nChanged 25 SP:Iteration 5Q (368.558538 sec): 3 clusters Score: Raw -145980.811108 + Penalty 2302.917976 = -143677.893132 nChanged 11 SP:Iteration 6Q (368.615619 sec): 3 clusters Score: Raw -145993.338827 + Penalty 2302.917976 = -143690.420851 nChanged 2 SP:Iteration 7Q (368.660574 sec): 3 clusters Score: Raw -145994.574952 + Penalty 2302.917976 = -143691.656976 nChanged 0 SP:Iteration 8F (368.708867 sec): 3 clusters Score: Raw -145994.574952 + Penalty 2302.917976 = -143691.656976 nChanged 0 Trying to split cluster 2 (4273 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (368.736383 sec): 2 clusters Score: Raw -530392.318376 + Penalty 1358.511608 = -529033.806768 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (368.791612 sec): 3 clusters Score: Raw -528228.590335 + Penalty 2717.023217 = -525511.567118 nChanged 1668 SP:Iteration 1F (368.835019 sec): 3 clusters Score: Raw -529114.465993 + Penalty 2717.023217 = -526397.442776 nChanged 294 SP:Iteration 2F (368.893371 sec): 3 clusters Score: Raw -529276.188123 + Penalty 2717.023217 = -526559.164907 nChanged 211 SP:Iteration 3Q (368.937319 sec): 3 clusters Score: Raw -529370.565531 + Penalty 2717.023217 = -526653.542314 nChanged 173 SP:Iteration 4Q (368.995798 sec): 3 clusters Score: Raw -529460.804445 + Penalty 2717.023217 = -526743.781228 nChanged 159 SP:Iteration 5Q (369.048289 sec): 3 clusters Score: Raw -529544.380098 + Penalty 2717.023217 = -526827.356881 nChanged 135 SP:Iteration 6Q (369.097393 sec): 3 clusters Score: Raw -529608.222309 + Penalty 2717.023217 = -526891.199092 nChanged 133 SP:Iteration 7Q (369.139269 sec): 3 clusters Score: Raw -529674.300591 + Penalty 2717.023217 = -526957.277375 nChanged 129 SP:Iteration 8Q (369.196236 sec): 3 clusters Score: Raw -529746.088294 + Penalty 2717.023217 = -527029.065077 nChanged 139 SP:Iteration 9Q (369.257449 sec): 3 clusters Score: Raw -529828.076386 + Penalty 2717.023217 = -527111.053170 nChanged 122 SP:Iteration 10Q (369.310270 sec): 3 clusters Score: Raw -529897.538918 + Penalty 2717.023217 = -527180.515702 nChanged 127 SP:Iteration 11Q (369.344464 sec): 3 clusters Score: Raw -529968.209191 + Penalty 2717.023217 = -527251.185974 nChanged 115 SP:Iteration 12Q (369.400235 sec): 3 clusters Score: Raw -530031.456059 + Penalty 2717.023217 = -527314.432843 nChanged 104 SP:Iteration 13Q (369.454142 sec): 3 clusters Score: Raw -530088.469412 + Penalty 2717.023217 = -527371.446195 nChanged 103 SP:Iteration 14Q (369.494215 sec): 3 clusters Score: Raw -530147.556409 + Penalty 2717.023217 = -527430.533193 nChanged 115 SP:Iteration 15Q (369.544614 sec): 3 clusters Score: Raw -530220.581644 + Penalty 2717.023217 = -527503.558427 nChanged 91 SP:Iteration 16Q (369.593224 sec): 3 clusters Score: Raw -530283.781685 + Penalty 2717.023217 = -527566.758468 nChanged 92 SP:Iteration 17Q (369.652456 sec): 3 clusters Score: Raw -530342.049543 + Penalty 2717.023217 = -527625.026326 nChanged 83 SP:Iteration 18Q (369.692698 sec): 3 clusters Score: Raw -530400.745082 + Penalty 2717.023217 = -527683.721866 nChanged 59 SP:Iteration 19Q (369.744168 sec): 3 clusters Score: Raw -530437.631888 + Penalty 2717.023217 = -527720.608671 nChanged 58 SP:Iteration 20F (369.791445 sec): 3 clusters Score: Raw -530479.124759 + Penalty 2717.023217 = -527762.101542 nChanged 60 SP:Iteration 21Q (369.842188 sec): 3 clusters Score: Raw -530524.956251 + Penalty 2717.023217 = -527807.933034 nChanged 47 SP:Iteration 22Q (369.889230 sec): 3 clusters Score: Raw -530562.010882 + Penalty 2717.023217 = -527844.987665 nChanged 41 SP:Iteration 23Q (369.945498 sec): 3 clusters Score: Raw -530588.573303 + Penalty 2717.023217 = -527871.550087 nChanged 37 SP:Iteration 24Q (369.996091 sec): 3 clusters Score: Raw -530612.661176 + Penalty 2717.023217 = -527895.637960 nChanged 26 SP:Iteration 25Q (370.040538 sec): 3 clusters Score: Raw -530632.180464 + Penalty 2717.023217 = -527915.157247 nChanged 22 SP:Iteration 26Q (370.088896 sec): 3 clusters Score: Raw -530644.890454 + Penalty 2717.023217 = -527927.867237 nChanged 14 SP:Iteration 27Q (370.140202 sec): 3 clusters Score: Raw -530656.126876 + Penalty 2717.023217 = -527939.103659 nChanged 18 SP:Iteration 28Q (370.189636 sec): 3 clusters Score: Raw -530666.042866 + Penalty 2717.023217 = -527949.019649 nChanged 12 SP:Iteration 29Q (370.235964 sec): 3 clusters Score: Raw -530673.135738 + Penalty 2717.023217 = -527956.112521 nChanged 16 SP:Iteration 30Q (370.300738 sec): 3 clusters Score: Raw -530684.879602 + Penalty 2717.023217 = -527967.856385 nChanged 12 SP:Iteration 31Q (370.344646 sec): 3 clusters Score: Raw -530693.442829 + Penalty 2717.023217 = -527976.419613 nChanged 14 SP:Iteration 32Q (370.398012 sec): 3 clusters Score: Raw -530702.860032 + Penalty 2717.023217 = -527985.836816 nChanged 11 SP:Iteration 33Q (370.454356 sec): 3 clusters Score: Raw -530709.027379 + Penalty 2717.023217 = -527992.004163 nChanged 10 SP:Iteration 34Q (370.505781 sec): 3 clusters Score: Raw -530713.526906 + Penalty 2717.023217 = -527996.503690 nChanged 7 SP:Iteration 35Q (370.554985 sec): 3 clusters Score: Raw -530715.880680 + Penalty 2717.023217 = -527998.857464 nChanged 3 SP:Iteration 36Q (370.613830 sec): 3 clusters Score: Raw -530718.256394 + Penalty 2717.023217 = -528001.233177 nChanged 5 SP:Iteration 37Q (370.653718 sec): 3 clusters Score: Raw -530721.922369 + Penalty 2717.023217 = -528004.899152 nChanged 6 SP:Iteration 38Q (370.707130 sec): 3 clusters Score: Raw -530724.775900 + Penalty 2717.023217 = -528007.752684 nChanged 2 SP:Iteration 39Q (370.766737 sec): 3 clusters Score: Raw -530726.154667 + Penalty 2717.023217 = -528009.131450 nChanged 4 SP:Iteration 40F (370.820658 sec): 3 clusters Score: Raw -530727.994413 + Penalty 2717.023217 = -528010.971197 nChanged 5 SP:Iteration 41Q (370.872407 sec): 3 clusters Score: Raw -530731.618936 + Penalty 2717.023217 = -528014.595719 nChanged 4 SP:Iteration 42Q (370.921649 sec): 3 clusters Score: Raw -530733.836189 + Penalty 2717.023217 = -528016.812972 nChanged 2 SP:Iteration 43Q (370.975534 sec): 3 clusters Score: Raw -530734.610096 + Penalty 2717.023217 = -528017.586879 nChanged 1 SP:Iteration 44Q (371.025577 sec): 3 clusters Score: Raw -530734.918654 + Penalty 2717.023217 = -528017.895437 nChanged 0 SP:Iteration 45F (371.086076 sec): 3 clusters Score: Raw -530734.918654 + Penalty 2717.023217 = -528017.895437 nChanged 0 Trying to split cluster 3 (382 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (371.110875 sec): 2 clusters Score: Raw -38393.509201 + Penalty 966.130849 = -37427.378352 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (371.152010 sec): 3 clusters Score: Raw -38550.373630 + Penalty 1932.261698 = -36618.111932 nChanged 101 SP:Iteration 1F (371.191389 sec): 3 clusters Score: Raw -38950.092861 + Penalty 1932.261698 = -37017.831163 nChanged 39 SP:Iteration 2F (371.236341 sec): 3 clusters Score: Raw -39173.852036 + Penalty 1932.261698 = -37241.590338 nChanged 23 SP:Iteration 3F (371.289596 sec): 3 clusters Score: Raw -39293.880527 + Penalty 1932.261698 = -37361.618829 nChanged 8 SP:Iteration 4Q (371.328156 sec): 3 clusters Score: Raw -39340.396906 + Penalty 1932.261698 = -37408.135209 nChanged 5 SP:Iteration 5Q (371.374075 sec): 3 clusters Score: Raw -39364.107886 + Penalty 1932.261698 = -37431.846188 nChanged 2 SP:Iteration 6Q (371.422125 sec): 3 clusters Score: Raw -39374.474833 + Penalty 1932.261698 = -37442.213135 nChanged 0 SP:Iteration 7F (371.453316 sec): 3 clusters Score: Raw -39374.474833 + Penalty 1932.261698 = -37442.213135 nChanged 0 Score: Raw -7623591.933190 + Penalty 46720.747400 = -7576871.185790 Splitting cluster 3 changes total score from -7577687.171980 to -7576871.185790 So it's not getting split. Trying to split cluster 4 (12350 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (373.028314 sec): 2 clusters Score: Raw -1585476.578578 + Penalty 1530.979343 = -1583945.599235 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (373.091407 sec): 3 clusters Score: Raw -1578317.545036 + Penalty 3061.958686 = -1575255.586350 nChanged 5386 SP:Iteration 1F (373.162374 sec): 3 clusters Score: Raw -1581234.218077 + Penalty 3061.958686 = -1578172.259391 nChanged 732 SP:Iteration 2F (373.231547 sec): 3 clusters Score: Raw -1581550.393568 + Penalty 3061.958686 = -1578488.434882 nChanged 652 SP:Iteration 3F (373.299001 sec): 3 clusters Score: Raw -1581867.143989 + Penalty 3061.958686 = -1578805.185303 nChanged 672 SP:Iteration 4F (373.358051 sec): 3 clusters Score: Raw -1582331.172823 + Penalty 3061.958686 = -1579269.214137 nChanged 805 SP:Iteration 5F (373.433861 sec): 3 clusters Score: Raw -1583071.260341 + Penalty 3061.958686 = -1580009.301655 nChanged 950 SP:Iteration 6F (373.505482 sec): 3 clusters Score: Raw -1584119.317675 + Penalty 3061.958686 = -1581057.358989 nChanged 1049 SP:Iteration 7F (373.575204 sec): 3 clusters Score: Raw -1585331.468165 + Penalty 3061.958686 = -1582269.509479 nChanged 893 SP:Iteration 8F (373.634091 sec): 3 clusters Score: Raw -1586145.043422 + Penalty 3061.958686 = -1583083.084735 nChanged 620 SP:Iteration 9F (373.703030 sec): 3 clusters Score: Raw -1586564.617404 + Penalty 3061.958686 = -1583502.658717 nChanged 385 SP:Iteration 10Q (373.782913 sec): 3 clusters Score: Raw -1586755.522227 + Penalty 3061.958686 = -1583693.563541 nChanged 261 SP:Iteration 11Q (373.847872 sec): 3 clusters Score: Raw -1586840.189188 + Penalty 3061.958686 = -1583778.230502 nChanged 168 SP:Iteration 12Q (373.903977 sec): 3 clusters Score: Raw -1586885.761935 + Penalty 3061.958686 = -1583823.803249 nChanged 120 SP:Iteration 13Q (373.984600 sec): 3 clusters Score: Raw -1586912.544630 + Penalty 3061.958686 = -1583850.585944 nChanged 94 SP:Iteration 14Q (374.054209 sec): 3 clusters Score: Raw -1586931.088388 + Penalty 3061.958686 = -1583869.129702 nChanged 68 SP:Iteration 15Q (374.112883 sec): 3 clusters Score: Raw -1586942.941803 + Penalty 3061.958686 = -1583880.983117 nChanged 53 SP:Iteration 16Q (374.191605 sec): 3 clusters Score: Raw -1586952.609065 + Penalty 3061.958686 = -1583890.650379 nChanged 51 SP:Iteration 17Q (374.245841 sec): 3 clusters Score: Raw -1586960.927002 + Penalty 3061.958686 = -1583898.968316 nChanged 50 SP:Iteration 18Q (374.326389 sec): 3 clusters Score: Raw -1586967.966265 + Penalty 3061.958686 = -1583906.007578 nChanged 35 SP:Iteration 19Q (374.392441 sec): 3 clusters Score: Raw -1586971.745734 + Penalty 3061.958686 = -1583909.787048 nChanged 23 SP:Iteration 20F (374.463311 sec): 3 clusters Score: Raw -1586974.923778 + Penalty 3061.958686 = -1583912.965092 nChanged 23 SP:Iteration 21Q (374.525803 sec): 3 clusters Score: Raw -1586977.646081 + Penalty 3061.958686 = -1583915.687395 nChanged 26 SP:Iteration 22Q (374.600677 sec): 3 clusters Score: Raw -1586982.258425 + Penalty 3061.958686 = -1583920.299739 nChanged 33 SP:Iteration 23Q (374.666229 sec): 3 clusters Score: Raw -1586986.617217 + Penalty 3061.958686 = -1583924.658531 nChanged 26 SP:Iteration 24Q (374.738797 sec): 3 clusters Score: Raw -1586989.416495 + Penalty 3061.958686 = -1583927.457808 nChanged 24 SP:Iteration 25Q (374.798178 sec): 3 clusters Score: Raw -1586992.032646 + Penalty 3061.958686 = -1583930.073959 nChanged 22 SP:Iteration 26Q (374.859589 sec): 3 clusters Score: Raw -1586994.655937 + Penalty 3061.958686 = -1583932.697250 nChanged 27 SP:Iteration 27Q (374.926164 sec): 3 clusters Score: Raw -1586997.881127 + Penalty 3061.958686 = -1583935.922441 nChanged 26 SP:Iteration 28Q (374.985021 sec): 3 clusters Score: Raw -1587001.030093 + Penalty 3061.958686 = -1583939.071407 nChanged 18 SP:Iteration 29Q (375.050423 sec): 3 clusters Score: Raw -1587003.200269 + Penalty 3061.958686 = -1583941.241583 nChanged 19 SP:Iteration 30Q (375.114977 sec): 3 clusters Score: Raw -1587005.560929 + Penalty 3061.958686 = -1583943.602243 nChanged 17 SP:Iteration 31Q (375.179851 sec): 3 clusters Score: Raw -1587007.146242 + Penalty 3061.958686 = -1583945.187556 nChanged 14 SP:Iteration 32Q (375.250341 sec): 3 clusters Score: Raw -1587008.320617 + Penalty 3061.958686 = -1583946.361931 nChanged 8 SP:Iteration 33Q (375.315120 sec): 3 clusters Score: Raw -1587008.944280 + Penalty 3061.958686 = -1583946.985594 nChanged 10 SP:Iteration 34Q (375.383645 sec): 3 clusters Score: Raw -1587010.441301 + Penalty 3061.958686 = -1583948.482615 nChanged 17 SP:Iteration 35Q (375.435426 sec): 3 clusters Score: Raw -1587012.934247 + Penalty 3061.958686 = -1583950.975561 nChanged 21 SP:Iteration 36Q (375.499311 sec): 3 clusters Score: Raw -1587015.414243 + Penalty 3061.958686 = -1583953.455557 nChanged 16 SP:Iteration 37Q (375.567397 sec): 3 clusters Score: Raw -1587017.328183 + Penalty 3061.958686 = -1583955.369496 nChanged 13 SP:Iteration 38Q (375.636935 sec): 3 clusters Score: Raw -1587019.096561 + Penalty 3061.958686 = -1583957.137875 nChanged 20 SP:Iteration 39Q (375.709972 sec): 3 clusters Score: Raw -1587022.506894 + Penalty 3061.958686 = -1583960.548208 nChanged 23 SP:Iteration 40F (375.775664 sec): 3 clusters Score: Raw -1587025.316607 + Penalty 3061.958686 = -1583963.357921 nChanged 30 SP:Iteration 41Q (375.844320 sec): 3 clusters Score: Raw -1587029.625702 + Penalty 3061.958686 = -1583967.667016 nChanged 28 SP:Iteration 42Q (375.913454 sec): 3 clusters Score: Raw -1587033.521982 + Penalty 3061.958686 = -1583971.563296 nChanged 28 SP:Iteration 43Q (375.977114 sec): 3 clusters Score: Raw -1587037.110003 + Penalty 3061.958686 = -1583975.151317 nChanged 24 SP:Iteration 44Q (376.046984 sec): 3 clusters Score: Raw -1587039.924563 + Penalty 3061.958686 = -1583977.965877 nChanged 20 SP:Iteration 45Q (376.113040 sec): 3 clusters Score: Raw -1587042.679027 + Penalty 3061.958686 = -1583980.720341 nChanged 14 SP:Iteration 46Q (376.183030 sec): 3 clusters Score: Raw -1587044.137806 + Penalty 3061.958686 = -1583982.179120 nChanged 14 SP:Iteration 47Q (376.243246 sec): 3 clusters Score: Raw -1587045.548890 + Penalty 3061.958686 = -1583983.590203 nChanged 13 SP:Iteration 48Q (376.322522 sec): 3 clusters Score: Raw -1587047.184440 + Penalty 3061.958686 = -1583985.225754 nChanged 13 SP:Iteration 49Q (376.382657 sec): 3 clusters Score: Raw -1587048.313875 + Penalty 3061.958686 = -1583986.355189 nChanged 7 SP:Iteration 50Q (376.457485 sec): 3 clusters Score: Raw -1587048.842310 + Penalty 3061.958686 = -1583986.883623 nChanged 4 SP:Iteration 51Q (376.523009 sec): 3 clusters Score: Raw -1587049.390200 + Penalty 3061.958686 = -1583987.431514 nChanged 1 SP:Iteration 52Q (376.580679 sec): 3 clusters Score: Raw -1587049.540211 + Penalty 3061.958686 = -1583987.581525 nChanged 2 SP:Iteration 53Q (376.649296 sec): 3 clusters Score: Raw -1587049.680630 + Penalty 3061.958686 = -1583987.721944 nChanged 3 SP:Iteration 54Q (376.723135 sec): 3 clusters Score: Raw -1587049.973731 + Penalty 3061.958686 = -1583988.015045 nChanged 0 SP:Iteration 55F (376.792957 sec): 3 clusters Score: Raw -1587049.973731 + Penalty 3061.958686 = -1583988.015045 nChanged 0 Score: Raw -7624184.362710 + Penalty 46720.747400 = -7577463.615310 Splitting cluster 4 changes total score from -7577687.171980 to -7577463.615310 So it's not getting split. Trying to split cluster 5 (2032 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (378.369095 sec): 2 clusters Score: Raw -249982.828992 + Penalty 1237.726069 = -248745.102923 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (378.429627 sec): 3 clusters Score: Raw -249118.814494 + Penalty 2475.452138 = -246643.362357 nChanged 727 SP:Iteration 1F (378.483831 sec): 3 clusters Score: Raw -249602.224380 + Penalty 2475.452138 = -247126.772243 nChanged 173 SP:Iteration 2F (378.533514 sec): 3 clusters Score: Raw -249730.166981 + Penalty 2475.452138 = -247254.714843 nChanged 88 SP:Iteration 3Q (378.586332 sec): 3 clusters Score: Raw -249804.352458 + Penalty 2475.452138 = -247328.900320 nChanged 90 SP:Iteration 4Q (378.625656 sec): 3 clusters Score: Raw -249879.234746 + Penalty 2475.452138 = -247403.782608 nChanged 60 SP:Iteration 5Q (378.678164 sec): 3 clusters Score: Raw -249925.793472 + Penalty 2475.452138 = -247450.341334 nChanged 44 SP:Iteration 6Q (378.732542 sec): 3 clusters Score: Raw -249952.474673 + Penalty 2475.452138 = -247477.022535 nChanged 32 SP:Iteration 7Q (378.780382 sec): 3 clusters Score: Raw -249966.541187 + Penalty 2475.452138 = -247491.089049 nChanged 29 SP:Iteration 8Q (378.834264 sec): 3 clusters Score: Raw -249981.110557 + Penalty 2475.452138 = -247505.658419 nChanged 20 SP:Iteration 9Q (378.887919 sec): 3 clusters Score: Raw -249994.574212 + Penalty 2475.452138 = -247519.122074 nChanged 20 SP:Iteration 10Q (378.939133 sec): 3 clusters Score: Raw -250008.559393 + Penalty 2475.452138 = -247533.107255 nChanged 27 SP:Iteration 11Q (378.988130 sec): 3 clusters Score: Raw -250022.221425 + Penalty 2475.452138 = -247546.769288 nChanged 22 SP:Iteration 12Q (379.037544 sec): 3 clusters Score: Raw -250032.371263 + Penalty 2475.452138 = -247556.919125 nChanged 15 SP:Iteration 13Q (379.080264 sec): 3 clusters Score: Raw -250040.916594 + Penalty 2475.452138 = -247565.464456 nChanged 14 SP:Iteration 14Q (379.132173 sec): 3 clusters Score: Raw -250050.758059 + Penalty 2475.452138 = -247575.305921 nChanged 22 SP:Iteration 15Q (379.183983 sec): 3 clusters Score: Raw -250064.315579 + Penalty 2475.452138 = -247588.863441 nChanged 25 SP:Iteration 16Q (379.240262 sec): 3 clusters Score: Raw -250077.591236 + Penalty 2475.452138 = -247602.139098 nChanged 21 SP:Iteration 17Q (379.291928 sec): 3 clusters Score: Raw -250091.812430 + Penalty 2475.452138 = -247616.360292 nChanged 21 SP:Iteration 18Q (379.335235 sec): 3 clusters Score: Raw -250106.132197 + Penalty 2475.452138 = -247630.680059 nChanged 17 SP:Iteration 19Q (379.381325 sec): 3 clusters Score: Raw -250117.969500 + Penalty 2475.452138 = -247642.517362 nChanged 15 SP:Iteration 20F (379.427543 sec): 3 clusters Score: Raw -250125.478907 + Penalty 2475.452138 = -247650.026770 nChanged 19 SP:Iteration 21Q (379.474469 sec): 3 clusters Score: Raw -250133.866978 + Penalty 2475.452138 = -247658.414841 nChanged 12 SP:Iteration 22Q (379.517080 sec): 3 clusters Score: Raw -250138.932109 + Penalty 2475.452138 = -247663.479971 nChanged 9 SP:Iteration 23Q (379.570474 sec): 3 clusters Score: Raw -250144.155336 + Penalty 2475.452138 = -247668.703198 nChanged 18 SP:Iteration 24Q (379.615808 sec): 3 clusters Score: Raw -250152.777736 + Penalty 2475.452138 = -247677.325598 nChanged 12 SP:Iteration 25Q (379.653066 sec): 3 clusters Score: Raw -250158.662482 + Penalty 2475.452138 = -247683.210344 nChanged 13 SP:Iteration 26Q (379.704609 sec): 3 clusters Score: Raw -250166.825436 + Penalty 2475.452138 = -247691.373298 nChanged 10 SP:Iteration 27Q (379.745053 sec): 3 clusters Score: Raw -250172.184660 + Penalty 2475.452138 = -247696.732523 nChanged 10 SP:Iteration 28Q (379.795009 sec): 3 clusters Score: Raw -250177.428832 + Penalty 2475.452138 = -247701.976694 nChanged 10 SP:Iteration 29Q (379.844180 sec): 3 clusters Score: Raw -250182.854309 + Penalty 2475.452138 = -247707.402171 nChanged 6 SP:Iteration 30Q (379.892582 sec): 3 clusters Score: Raw -250186.905211 + Penalty 2475.452138 = -247711.453073 nChanged 10 SP:Iteration 31Q (379.941221 sec): 3 clusters Score: Raw -250193.901806 + Penalty 2475.452138 = -247718.449668 nChanged 12 SP:Iteration 32Q (379.983925 sec): 3 clusters Score: Raw -250205.230472 + Penalty 2475.452138 = -247729.778334 nChanged 16 SP:Iteration 33Q (380.031557 sec): 3 clusters Score: Raw -250218.068560 + Penalty 2475.452138 = -247742.616422 nChanged 15 SP:Iteration 34Q (380.080304 sec): 3 clusters Score: Raw -250228.537225 + Penalty 2475.452138 = -247753.085087 nChanged 9 SP:Iteration 35Q (380.129037 sec): 3 clusters Score: Raw -250236.866999 + Penalty 2475.452138 = -247761.414861 nChanged 6 SP:Iteration 36Q (380.182551 sec): 3 clusters Score: Raw -250241.071223 + Penalty 2475.452138 = -247765.619085 nChanged 7 SP:Iteration 37Q (380.229709 sec): 3 clusters Score: Raw -250245.495582 + Penalty 2475.452138 = -247770.043444 nChanged 3 SP:Iteration 38Q (380.282261 sec): 3 clusters Score: Raw -250247.212535 + Penalty 2475.452138 = -247771.760398 nChanged 6 SP:Iteration 39Q (380.323636 sec): 3 clusters Score: Raw -250250.914982 + Penalty 2475.452138 = -247775.462844 nChanged 5 SP:Iteration 40F (380.360729 sec): 3 clusters Score: Raw -250254.110091 + Penalty 2475.452138 = -247778.657953 nChanged 3 SP:Iteration 41Q (380.417926 sec): 3 clusters Score: Raw -250257.833639 + Penalty 2475.452138 = -247782.381501 nChanged 2 SP:Iteration 42Q (380.458559 sec): 3 clusters Score: Raw -250258.655809 + Penalty 2475.452138 = -247783.203671 nChanged 0 SP:Iteration 43F (380.502271 sec): 3 clusters Score: Raw -250258.655809 + Penalty 2475.452138 = -247783.203671 nChanged 0 Trying to split cluster 6 (1942 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (380.518197 sec): 2 clusters Score: Raw -249988.963159 + Penalty 1230.364468 = -248758.598691 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (380.578487 sec): 3 clusters Score: Raw -249154.627123 + Penalty 2460.728936 = -246693.898187 nChanged 629 SP:Iteration 1F (380.625079 sec): 3 clusters Score: Raw -249602.182654 + Penalty 2460.728936 = -247141.453718 nChanged 168 SP:Iteration 2F (380.673650 sec): 3 clusters Score: Raw -249736.114854 + Penalty 2460.728936 = -247275.385918 nChanged 100 SP:Iteration 3F (380.710086 sec): 3 clusters Score: Raw -249816.249055 + Penalty 2460.728936 = -247355.520119 nChanged 86 SP:Iteration 4Q (380.760926 sec): 3 clusters Score: Raw -249895.439246 + Penalty 2460.728936 = -247434.710310 nChanged 80 SP:Iteration 5Q (380.810704 sec): 3 clusters Score: Raw -249962.277253 + Penalty 2460.728936 = -247501.548317 nChanged 68 SP:Iteration 6Q (380.865024 sec): 3 clusters Score: Raw -250024.286509 + Penalty 2460.728936 = -247563.557573 nChanged 60 SP:Iteration 7Q (380.910107 sec): 3 clusters Score: Raw -250073.946615 + Penalty 2460.728936 = -247613.217679 nChanged 54 SP:Iteration 8Q (380.947964 sec): 3 clusters Score: Raw -250121.926775 + Penalty 2460.728936 = -247661.197840 nChanged 43 SP:Iteration 9Q (380.992071 sec): 3 clusters Score: Raw -250155.063402 + Penalty 2460.728936 = -247694.334466 nChanged 46 SP:Iteration 10Q (381.041848 sec): 3 clusters Score: Raw -250196.082173 + Penalty 2460.728936 = -247735.353237 nChanged 52 SP:Iteration 11Q (381.092218 sec): 3 clusters Score: Raw -250255.297614 + Penalty 2460.728936 = -247794.568678 nChanged 56 SP:Iteration 12Q (381.140597 sec): 3 clusters Score: Raw -250316.003137 + Penalty 2460.728936 = -247855.274201 nChanged 46 SP:Iteration 13Q (381.189973 sec): 3 clusters Score: Raw -250362.002795 + Penalty 2460.728936 = -247901.273860 nChanged 33 SP:Iteration 14Q (381.238779 sec): 3 clusters Score: Raw -250395.028991 + Penalty 2460.728936 = -247934.300055 nChanged 35 SP:Iteration 15Q (381.285800 sec): 3 clusters Score: Raw -250427.019988 + Penalty 2460.728936 = -247966.291052 nChanged 35 SP:Iteration 16Q (381.331426 sec): 3 clusters Score: Raw -250459.061466 + Penalty 2460.728936 = -247998.332530 nChanged 29 SP:Iteration 17Q (381.390757 sec): 3 clusters Score: Raw -250479.782285 + Penalty 2460.728936 = -248019.053349 nChanged 17 SP:Iteration 18Q (381.437249 sec): 3 clusters Score: Raw -250490.355498 + Penalty 2460.728936 = -248029.626562 nChanged 10 SP:Iteration 19Q (381.488261 sec): 3 clusters Score: Raw -250494.652079 + Penalty 2460.728936 = -248033.923143 nChanged 5 SP:Iteration 20F (381.538268 sec): 3 clusters Score: Raw -250496.599998 + Penalty 2460.728936 = -248035.871062 nChanged 2 SP:Iteration 21Q (381.582403 sec): 3 clusters Score: Raw -250497.384584 + Penalty 2460.728936 = -248036.655649 nChanged 4 SP:Iteration 22Q (381.629128 sec): 3 clusters Score: Raw -250499.493108 + Penalty 2460.728936 = -248038.764172 nChanged 8 SP:Iteration 23Q (381.680109 sec): 3 clusters Score: Raw -250506.094960 + Penalty 2460.728936 = -248045.366024 nChanged 12 SP:Iteration 24Q (381.730858 sec): 3 clusters Score: Raw -250513.916943 + Penalty 2460.728936 = -248053.188007 nChanged 11 SP:Iteration 25Q (381.784770 sec): 3 clusters Score: Raw -250522.854765 + Penalty 2460.728936 = -248062.125829 nChanged 10 SP:Iteration 26Q (381.826527 sec): 3 clusters Score: Raw -250529.294283 + Penalty 2460.728936 = -248068.565347 nChanged 12 SP:Iteration 27Q (381.875249 sec): 3 clusters Score: Raw -250545.149278 + Penalty 2460.728936 = -248084.420342 nChanged 15 SP:Iteration 28Q (381.922401 sec): 3 clusters Score: Raw -250559.708444 + Penalty 2460.728936 = -248098.979508 nChanged 9 SP:Iteration 29Q (381.968454 sec): 3 clusters Score: Raw -250569.155891 + Penalty 2460.728936 = -248108.426955 nChanged 10 SP:Iteration 30Q (382.017663 sec): 3 clusters Score: Raw -250577.236847 + Penalty 2460.728936 = -248116.507911 nChanged 9 SP:Iteration 31Q (382.054204 sec): 3 clusters Score: Raw -250584.219698 + Penalty 2460.728936 = -248123.490762 nChanged 13 SP:Iteration 32Q (382.110867 sec): 3 clusters Score: Raw -250602.114964 + Penalty 2460.728936 = -248141.386028 nChanged 16 SP:Iteration 33Q (382.154872 sec): 3 clusters Score: Raw -250615.478152 + Penalty 2460.728936 = -248154.749216 nChanged 9 SP:Iteration 34Q (382.194169 sec): 3 clusters Score: Raw -250621.323941 + Penalty 2460.728936 = -248160.595005 nChanged 10 SP:Iteration 35Q (382.245692 sec): 3 clusters Score: Raw -250635.825816 + Penalty 2460.728936 = -248175.096880 nChanged 14 SP:Iteration 36Q (382.291328 sec): 3 clusters Score: Raw -250656.249856 + Penalty 2460.728936 = -248195.520920 nChanged 17 SP:Iteration 37Q (382.336527 sec): 3 clusters Score: Raw -250670.300948 + Penalty 2460.728936 = -248209.572012 nChanged 16 SP:Iteration 38Q (382.376138 sec): 3 clusters Score: Raw -250679.377635 + Penalty 2460.728936 = -248218.648699 nChanged 9 SP:Iteration 39Q (382.430461 sec): 3 clusters Score: Raw -250682.083661 + Penalty 2460.728936 = -248221.354725 nChanged 3 SP:Iteration 40F (382.476196 sec): 3 clusters Score: Raw -250683.834199 + Penalty 2460.728936 = -248223.105263 nChanged 2 SP:Iteration 41Q (382.520030 sec): 3 clusters Score: Raw -250684.859805 + Penalty 2460.728936 = -248224.130869 nChanged 5 SP:Iteration 42Q (382.564433 sec): 3 clusters Score: Raw -250688.519860 + Penalty 2460.728936 = -248227.790924 nChanged 7 SP:Iteration 43Q (382.614285 sec): 3 clusters Score: Raw -250693.641368 + Penalty 2460.728936 = -248232.912432 nChanged 8 SP:Iteration 44Q (382.669883 sec): 3 clusters Score: Raw -250699.032991 + Penalty 2460.728936 = -248238.304055 nChanged 7 SP:Iteration 45Q (382.720976 sec): 3 clusters Score: Raw -250706.678271 + Penalty 2460.728936 = -248245.949335 nChanged 7 SP:Iteration 46Q (382.764395 sec): 3 clusters Score: Raw -250711.709580 + Penalty 2460.728936 = -248250.980644 nChanged 3 SP:Iteration 47Q (382.805049 sec): 3 clusters Score: Raw -250712.827125 + Penalty 2460.728936 = -248252.098189 nChanged 0 SP:Iteration 48F (382.865715 sec): 3 clusters Score: Raw -250712.827125 + Penalty 2460.728936 = -248252.098189 nChanged 0 Trying to split cluster 7 (502 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (382.890267 sec): 2 clusters Score: Raw -42015.471640 + Penalty 1010.522519 = -41004.949120 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (382.922734 sec): 3 clusters Score: Raw -42124.311848 + Penalty 2021.045039 = -40103.266809 nChanged 142 SP:Iteration 1F (382.978341 sec): 3 clusters Score: Raw -42401.108733 + Penalty 2021.045039 = -40380.063694 nChanged 39 SP:Iteration 2F (383.028161 sec): 3 clusters Score: Raw -42541.411439 + Penalty 2021.045039 = -40520.366400 nChanged 21 SP:Iteration 3Q (383.068216 sec): 3 clusters Score: Raw -42603.669619 + Penalty 2021.045039 = -40582.624580 nChanged 17 SP:Iteration 4Q (383.126345 sec): 3 clusters Score: Raw -42643.723642 + Penalty 2021.045039 = -40622.678603 nChanged 8 SP:Iteration 5Q (383.162368 sec): 3 clusters Score: Raw -42683.615152 + Penalty 2021.045039 = -40662.570113 nChanged 11 SP:Iteration 6Q (383.206855 sec): 3 clusters Score: Raw -42705.351591 + Penalty 2021.045039 = -40684.306552 nChanged 8 SP:Iteration 7Q (383.256341 sec): 3 clusters Score: Raw -42724.223075 + Penalty 2021.045039 = -40703.178036 nChanged 4 SP:Iteration 8Q (383.295923 sec): 3 clusters Score: Raw -42731.912046 + Penalty 2021.045039 = -40710.867007 nChanged 3 SP:Iteration 9Q (383.345552 sec): 3 clusters Score: Raw -42736.234155 + Penalty 2021.045039 = -40715.189116 nChanged 2 SP:Iteration 10Q (383.397710 sec): 3 clusters Score: Raw -42743.493511 + Penalty 2021.045039 = -40722.448473 nChanged 2 SP:Iteration 11Q (383.445621 sec): 3 clusters Score: Raw -42744.703447 + Penalty 2021.045039 = -40723.658408 nChanged 0 SP:Iteration 12F (383.483212 sec): 3 clusters Score: Raw -42744.703447 + Penalty 2021.045039 = -40723.658408 nChanged 0 Trying to split cluster 8 (3003 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (383.503219 sec): 2 clusters Score: Raw -360652.981981 + Penalty 1301.197149 = -359351.784832 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (383.559927 sec): 3 clusters Score: Raw -359266.523912 + Penalty 2602.394297 = -356664.129615 nChanged 1116 SP:Iteration 1F (383.599459 sec): 3 clusters Score: Raw -359998.635245 + Penalty 2602.394297 = -357396.240948 nChanged 244 SP:Iteration 2F (383.648221 sec): 3 clusters Score: Raw -360180.088578 + Penalty 2602.394297 = -357577.694280 nChanged 184 SP:Iteration 3F (383.701143 sec): 3 clusters Score: Raw -360324.844626 + Penalty 2602.394297 = -357722.450329 nChanged 132 SP:Iteration 4Q (383.739349 sec): 3 clusters Score: Raw -360412.576078 + Penalty 2602.394297 = -357810.181781 nChanged 100 SP:Iteration 5Q (383.784196 sec): 3 clusters Score: Raw -360465.166134 + Penalty 2602.394297 = -357862.771837 nChanged 91 SP:Iteration 6Q (383.830645 sec): 3 clusters Score: Raw -360521.444633 + Penalty 2602.394297 = -357919.050336 nChanged 82 SP:Iteration 7Q (383.872526 sec): 3 clusters Score: Raw -360572.169260 + Penalty 2602.394297 = -357969.774963 nChanged 67 SP:Iteration 8Q (383.922925 sec): 3 clusters Score: Raw -360618.914680 + Penalty 2602.394297 = -358016.520383 nChanged 70 SP:Iteration 9Q (383.983898 sec): 3 clusters Score: Raw -360660.386151 + Penalty 2602.394297 = -358057.991854 nChanged 63 SP:Iteration 10Q (384.024903 sec): 3 clusters Score: Raw -360702.407632 + Penalty 2602.394297 = -358100.013334 nChanged 52 SP:Iteration 11Q (384.080859 sec): 3 clusters Score: Raw -360739.968161 + Penalty 2602.394297 = -358137.573864 nChanged 55 SP:Iteration 12Q (384.118556 sec): 3 clusters Score: Raw -360778.604999 + Penalty 2602.394297 = -358176.210702 nChanged 44 SP:Iteration 13Q (384.178830 sec): 3 clusters Score: Raw -360803.503344 + Penalty 2602.394297 = -358201.109047 nChanged 37 SP:Iteration 14Q (384.226738 sec): 3 clusters Score: Raw -360826.314957 + Penalty 2602.394297 = -358223.920660 nChanged 39 SP:Iteration 15Q (384.281489 sec): 3 clusters Score: Raw -360847.791358 + Penalty 2602.394297 = -358245.397061 nChanged 37 SP:Iteration 16Q (384.328216 sec): 3 clusters Score: Raw -360873.149137 + Penalty 2602.394297 = -358270.754840 nChanged 32 SP:Iteration 17Q (384.373397 sec): 3 clusters Score: Raw -360890.358046 + Penalty 2602.394297 = -358287.963749 nChanged 22 SP:Iteration 18Q (384.426065 sec): 3 clusters Score: Raw -360900.911537 + Penalty 2602.394297 = -358298.517240 nChanged 25 SP:Iteration 19Q (384.484794 sec): 3 clusters Score: Raw -360918.337386 + Penalty 2602.394297 = -358315.943089 nChanged 25 SP:Iteration 20F (384.529454 sec): 3 clusters Score: Raw -360942.546265 + Penalty 2602.394297 = -358340.151968 nChanged 34 SP:Iteration 21Q (384.578377 sec): 3 clusters Score: Raw -360969.180600 + Penalty 2602.394297 = -358366.786303 nChanged 29 SP:Iteration 22Q (384.620606 sec): 3 clusters Score: Raw -360991.382230 + Penalty 2602.394297 = -358388.987932 nChanged 24 SP:Iteration 23Q (384.686208 sec): 3 clusters Score: Raw -361011.639169 + Penalty 2602.394297 = -358409.244872 nChanged 21 SP:Iteration 24Q (384.728602 sec): 3 clusters Score: Raw -361030.048470 + Penalty 2602.394297 = -358427.654173 nChanged 27 SP:Iteration 25Q (384.787617 sec): 3 clusters Score: Raw -361049.754739 + Penalty 2602.394297 = -358447.360442 nChanged 24 SP:Iteration 26Q (384.828070 sec): 3 clusters Score: Raw -361076.871265 + Penalty 2602.394297 = -358474.476968 nChanged 20 SP:Iteration 27Q (384.888326 sec): 3 clusters Score: Raw -361095.964212 + Penalty 2602.394297 = -358493.569915 nChanged 23 SP:Iteration 28Q (384.931245 sec): 3 clusters Score: Raw -361111.338667 + Penalty 2602.394297 = -358508.944370 nChanged 19 SP:Iteration 29Q (384.985362 sec): 3 clusters Score: Raw -361131.722998 + Penalty 2602.394297 = -358529.328701 nChanged 27 SP:Iteration 30Q (385.037657 sec): 3 clusters Score: Raw -361156.468560 + Penalty 2602.394297 = -358554.074263 nChanged 25 SP:Iteration 31Q (385.086608 sec): 3 clusters Score: Raw -361177.856774 + Penalty 2602.394297 = -358575.462477 nChanged 25 SP:Iteration 32Q (385.139856 sec): 3 clusters Score: Raw -361192.634362 + Penalty 2602.394297 = -358590.240065 nChanged 19 SP:Iteration 33Q (385.185762 sec): 3 clusters Score: Raw -361204.149514 + Penalty 2602.394297 = -358601.755216 nChanged 23 SP:Iteration 34Q (385.230206 sec): 3 clusters Score: Raw -361214.803575 + Penalty 2602.394297 = -358612.409278 nChanged 16 SP:Iteration 35Q (385.285446 sec): 3 clusters Score: Raw -361221.842185 + Penalty 2602.394297 = -358619.447888 nChanged 16 SP:Iteration 36Q (385.335621 sec): 3 clusters Score: Raw -361226.835712 + Penalty 2602.394297 = -358624.441415 nChanged 9 SP:Iteration 37Q (385.385746 sec): 3 clusters Score: Raw -361231.794368 + Penalty 2602.394297 = -358629.400071 nChanged 11 SP:Iteration 38Q (385.424076 sec): 3 clusters Score: Raw -361238.326052 + Penalty 2602.394297 = -358635.931755 nChanged 14 SP:Iteration 39Q (385.479282 sec): 3 clusters Score: Raw -361244.395791 + Penalty 2602.394297 = -358642.001494 nChanged 10 SP:Iteration 40F (385.531109 sec): 3 clusters Score: Raw -361249.378681 + Penalty 2602.394297 = -358646.984384 nChanged 10 SP:Iteration 41Q (385.584203 sec): 3 clusters Score: Raw -361253.147993 + Penalty 2602.394297 = -358650.753696 nChanged 16 SP:Iteration 42Q (385.635967 sec): 3 clusters Score: Raw -361259.605833 + Penalty 2602.394297 = -358657.211536 nChanged 21 SP:Iteration 43Q (385.676570 sec): 3 clusters Score: Raw -361267.807834 + Penalty 2602.394297 = -358665.413537 nChanged 23 SP:Iteration 44Q (385.733008 sec): 3 clusters Score: Raw -361286.341790 + Penalty 2602.394297 = -358683.947493 nChanged 23 SP:Iteration 45Q (385.775807 sec): 3 clusters Score: Raw -361300.129696 + Penalty 2602.394297 = -358697.735399 nChanged 25 SP:Iteration 46Q (385.820967 sec): 3 clusters Score: Raw -361308.663365 + Penalty 2602.394297 = -358706.269068 nChanged 15 SP:Iteration 47Q (385.876396 sec): 3 clusters Score: Raw -361313.921739 + Penalty 2602.394297 = -358711.527442 nChanged 10 SP:Iteration 48Q (385.920685 sec): 3 clusters Score: Raw -361318.327325 + Penalty 2602.394297 = -358715.933028 nChanged 13 SP:Iteration 49Q (385.976988 sec): 3 clusters Score: Raw -361325.956580 + Penalty 2602.394297 = -358723.562283 nChanged 15 SP:Iteration 50Q (386.018572 sec): 3 clusters Score: Raw -361333.614281 + Penalty 2602.394297 = -358731.219983 nChanged 14 SP:Iteration 51Q (386.068138 sec): 3 clusters Score: Raw -361339.754149 + Penalty 2602.394297 = -358737.359852 nChanged 14 SP:Iteration 52Q (386.118038 sec): 3 clusters Score: Raw -361345.233172 + Penalty 2602.394297 = -358742.838875 nChanged 11 SP:Iteration 53Q (386.168362 sec): 3 clusters Score: Raw -361348.475671 + Penalty 2602.394297 = -358746.081374 nChanged 7 SP:Iteration 54Q (386.222984 sec): 3 clusters Score: Raw -361350.438688 + Penalty 2602.394297 = -358748.044391 nChanged 6 SP:Iteration 55Q (386.270312 sec): 3 clusters Score: Raw -361352.148844 + Penalty 2602.394297 = -358749.754547 nChanged 10 SP:Iteration 56Q (386.328843 sec): 3 clusters Score: Raw -361355.274383 + Penalty 2602.394297 = -358752.880086 nChanged 11 SP:Iteration 57Q (386.375338 sec): 3 clusters Score: Raw -361359.241825 + Penalty 2602.394297 = -358756.847528 nChanged 6 SP:Iteration 58Q (386.430679 sec): 3 clusters Score: Raw -361362.768008 + Penalty 2602.394297 = -358760.373711 nChanged 8 SP:Iteration 59Q (386.490697 sec): 3 clusters Score: Raw -361367.542977 + Penalty 2602.394297 = -358765.148680 nChanged 12 SP:Iteration 60F (386.540059 sec): 3 clusters Score: Raw -361372.301685 + Penalty 2602.394297 = -358769.907388 nChanged 21 SP:Iteration 61Q (386.597489 sec): 3 clusters Score: Raw -361379.681290 + Penalty 2602.394297 = -358777.286993 nChanged 12 SP:Iteration 62Q (386.640493 sec): 3 clusters Score: Raw -361384.620693 + Penalty 2602.394297 = -358782.226396 nChanged 10 SP:Iteration 63Q (386.678101 sec): 3 clusters Score: Raw -361389.371079 + Penalty 2602.394297 = -358786.976782 nChanged 10 SP:Iteration 64Q (386.732426 sec): 3 clusters Score: Raw -361392.536810 + Penalty 2602.394297 = -358790.142513 nChanged 6 SP:Iteration 65Q (386.789606 sec): 3 clusters Score: Raw -361394.259319 + Penalty 2602.394297 = -358791.865022 nChanged 3 SP:Iteration 66Q (386.843501 sec): 3 clusters Score: Raw -361394.993934 + Penalty 2602.394297 = -358792.599637 nChanged 2 SP:Iteration 67Q (386.890422 sec): 3 clusters Score: Raw -361395.456092 + Penalty 2602.394297 = -358793.061795 nChanged 1 SP:Iteration 68Q (386.938173 sec): 3 clusters Score: Raw -361395.567333 + Penalty 2602.394297 = -358793.173036 nChanged 0 SP:Iteration 69F (386.986546 sec): 3 clusters Score: Raw -361395.567333 + Penalty 2602.394297 = -358793.173036 nChanged 0 Trying to split cluster 9 (1876 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (387.013353 sec): 2 clusters Score: Raw -233226.016878 + Penalty 1224.745784 = -232001.271094 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (387.048870 sec): 3 clusters Score: Raw -232434.840751 + Penalty 2449.491567 = -229985.349184 nChanged 631 SP:Iteration 1F (387.101656 sec): 3 clusters Score: Raw -232859.529859 + Penalty 2449.491567 = -230410.038292 nChanged 154 SP:Iteration 2F (387.144980 sec): 3 clusters Score: Raw -232973.995395 + Penalty 2449.491567 = -230524.503828 nChanged 97 SP:Iteration 3F (387.183598 sec): 3 clusters Score: Raw -233057.171810 + Penalty 2449.491567 = -230607.680243 nChanged 92 SP:Iteration 4Q (387.243084 sec): 3 clusters Score: Raw -233142.237647 + Penalty 2449.491567 = -230692.746080 nChanged 71 SP:Iteration 5Q (387.281799 sec): 3 clusters Score: Raw -233198.825004 + Penalty 2449.491567 = -230749.333437 nChanged 72 SP:Iteration 6Q (387.343622 sec): 3 clusters Score: Raw -233264.954233 + Penalty 2449.491567 = -230815.462666 nChanged 77 SP:Iteration 7Q (387.390021 sec): 3 clusters Score: Raw -233321.437398 + Penalty 2449.491567 = -230871.945831 nChanged 59 SP:Iteration 8Q (387.435861 sec): 3 clusters Score: Raw -233366.105314 + Penalty 2449.491567 = -230916.613747 nChanged 49 SP:Iteration 9Q (387.480904 sec): 3 clusters Score: Raw -233398.557488 + Penalty 2449.491567 = -230949.065921 nChanged 34 SP:Iteration 10Q (387.526135 sec): 3 clusters Score: Raw -233426.438560 + Penalty 2449.491567 = -230976.946993 nChanged 33 SP:Iteration 11Q (387.577231 sec): 3 clusters Score: Raw -233451.631266 + Penalty 2449.491567 = -231002.139699 nChanged 28 SP:Iteration 12Q (387.624733 sec): 3 clusters Score: Raw -233468.621197 + Penalty 2449.491567 = -231019.129630 nChanged 17 SP:Iteration 13Q (387.674013 sec): 3 clusters Score: Raw -233480.489616 + Penalty 2449.491567 = -231030.998048 nChanged 16 SP:Iteration 14Q (387.726735 sec): 3 clusters Score: Raw -233492.749606 + Penalty 2449.491567 = -231043.258039 nChanged 14 SP:Iteration 15Q (387.773272 sec): 3 clusters Score: Raw -233504.642830 + Penalty 2449.491567 = -231055.151263 nChanged 13 SP:Iteration 16Q (387.820696 sec): 3 clusters Score: Raw -233515.186578 + Penalty 2449.491567 = -231065.695011 nChanged 15 SP:Iteration 17Q (387.872346 sec): 3 clusters Score: Raw -233527.739638 + Penalty 2449.491567 = -231078.248071 nChanged 12 SP:Iteration 18Q (387.920510 sec): 3 clusters Score: Raw -233536.771393 + Penalty 2449.491567 = -231087.279826 nChanged 14 SP:Iteration 19Q (387.968492 sec): 3 clusters Score: Raw -233549.204474 + Penalty 2449.491567 = -231099.712907 nChanged 13 SP:Iteration 20F (388.019277 sec): 3 clusters Score: Raw -233559.573743 + Penalty 2449.491567 = -231110.082176 nChanged 14 SP:Iteration 21Q (388.074937 sec): 3 clusters Score: Raw -233568.564812 + Penalty 2449.491567 = -231119.073245 nChanged 14 SP:Iteration 22Q (388.117895 sec): 3 clusters Score: Raw -233578.787392 + Penalty 2449.491567 = -231129.295825 nChanged 8 SP:Iteration 23Q (388.171642 sec): 3 clusters Score: Raw -233584.848054 + Penalty 2449.491567 = -231135.356487 nChanged 8 SP:Iteration 24Q (388.228871 sec): 3 clusters Score: Raw -233591.682357 + Penalty 2449.491567 = -231142.190790 nChanged 7 SP:Iteration 25Q (388.278648 sec): 3 clusters Score: Raw -233596.928457 + Penalty 2449.491567 = -231147.436890 nChanged 4 SP:Iteration 26Q (388.318999 sec): 3 clusters Score: Raw -233599.431069 + Penalty 2449.491567 = -231149.939502 nChanged 0 SP:Iteration 27F (388.373763 sec): 3 clusters Score: Raw -233599.431069 + Penalty 2449.491567 = -231149.939502 nChanged 0 Trying to split cluster 10 (3781 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (388.404487 sec): 2 clusters Score: Raw -445053.986333 + Penalty 1338.633368 = -443715.352965 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (388.454313 sec): 3 clusters Score: Raw -443204.646532 + Penalty 2677.266736 = -440527.379796 nChanged 1432 SP:Iteration 1F (388.507794 sec): 3 clusters Score: Raw -444014.537238 + Penalty 2677.266736 = -441337.270502 nChanged 293 SP:Iteration 2F (388.559928 sec): 3 clusters Score: Raw -444181.903243 + Penalty 2677.266736 = -441504.636507 nChanged 195 SP:Iteration 3F (388.604704 sec): 3 clusters Score: Raw -444288.160236 + Penalty 2677.266736 = -441610.893500 nChanged 136 SP:Iteration 4Q (388.661833 sec): 3 clusters Score: Raw -444361.335157 + Penalty 2677.266736 = -441684.068420 nChanged 128 SP:Iteration 5Q (388.710342 sec): 3 clusters Score: Raw -444431.240357 + Penalty 2677.266736 = -441753.973620 nChanged 110 SP:Iteration 6Q (388.757260 sec): 3 clusters Score: Raw -444496.990911 + Penalty 2677.266736 = -441819.724175 nChanged 101 SP:Iteration 7Q (388.823188 sec): 3 clusters Score: Raw -444565.636420 + Penalty 2677.266736 = -441888.369684 nChanged 106 SP:Iteration 8Q (388.859308 sec): 3 clusters Score: Raw -444618.530437 + Penalty 2677.266736 = -441941.263701 nChanged 94 SP:Iteration 9Q (388.910384 sec): 3 clusters Score: Raw -444665.377784 + Penalty 2677.266736 = -441988.111048 nChanged 98 SP:Iteration 10Q (388.960582 sec): 3 clusters Score: Raw -444717.490561 + Penalty 2677.266736 = -442040.223825 nChanged 94 SP:Iteration 11Q (389.020672 sec): 3 clusters Score: Raw -444767.811879 + Penalty 2677.266736 = -442090.545143 nChanged 90 SP:Iteration 12Q (389.063916 sec): 3 clusters Score: Raw -444807.579553 + Penalty 2677.266736 = -442130.312816 nChanged 61 SP:Iteration 13Q (389.118784 sec): 3 clusters Score: Raw -444836.112898 + Penalty 2677.266736 = -442158.846161 nChanged 65 SP:Iteration 14Q (389.173674 sec): 3 clusters Score: Raw -444866.012897 + Penalty 2677.266736 = -442188.746160 nChanged 56 SP:Iteration 15Q (389.227666 sec): 3 clusters Score: Raw -444890.306563 + Penalty 2677.266736 = -442213.039826 nChanged 54 SP:Iteration 16Q (389.274419 sec): 3 clusters Score: Raw -444914.731030 + Penalty 2677.266736 = -442237.464293 nChanged 43 SP:Iteration 17Q (389.327665 sec): 3 clusters Score: Raw -444930.953038 + Penalty 2677.266736 = -442253.686302 nChanged 41 SP:Iteration 18Q (389.376608 sec): 3 clusters Score: Raw -444946.825642 + Penalty 2677.266736 = -442269.558906 nChanged 38 SP:Iteration 19Q (389.438486 sec): 3 clusters Score: Raw -444965.859214 + Penalty 2677.266736 = -442288.592478 nChanged 44 SP:Iteration 20F (389.481634 sec): 3 clusters Score: Raw -444987.791394 + Penalty 2677.266736 = -442310.524657 nChanged 39 SP:Iteration 21Q (389.530651 sec): 3 clusters Score: Raw -445007.163200 + Penalty 2677.266736 = -442329.896463 nChanged 43 SP:Iteration 22Q (389.583237 sec): 3 clusters Score: Raw -445025.711134 + Penalty 2677.266736 = -442348.444397 nChanged 39 SP:Iteration 23Q (389.637840 sec): 3 clusters Score: Raw -445043.988285 + Penalty 2677.266736 = -442366.721549 nChanged 49 SP:Iteration 24Q (389.689192 sec): 3 clusters Score: Raw -445062.179013 + Penalty 2677.266736 = -442384.912276 nChanged 31 SP:Iteration 25Q (389.750511 sec): 3 clusters Score: Raw -445074.494461 + Penalty 2677.266736 = -442397.227725 nChanged 25 SP:Iteration 26Q (389.791306 sec): 3 clusters Score: Raw -445086.123964 + Penalty 2677.266736 = -442408.857228 nChanged 20 SP:Iteration 27Q (389.849983 sec): 3 clusters Score: Raw -445093.859850 + Penalty 2677.266736 = -442416.593114 nChanged 23 SP:Iteration 28Q (389.902068 sec): 3 clusters Score: Raw -445102.036829 + Penalty 2677.266736 = -442424.770093 nChanged 18 SP:Iteration 29Q (389.959713 sec): 3 clusters Score: Raw -445109.201814 + Penalty 2677.266736 = -442431.935078 nChanged 23 SP:Iteration 30Q (390.011301 sec): 3 clusters Score: Raw -445117.590577 + Penalty 2677.266736 = -442440.323841 nChanged 28 SP:Iteration 31Q (390.057355 sec): 3 clusters Score: Raw -445126.371009 + Penalty 2677.266736 = -442449.104272 nChanged 27 SP:Iteration 32Q (390.112339 sec): 3 clusters Score: Raw -445133.465119 + Penalty 2677.266736 = -442456.198383 nChanged 17 SP:Iteration 33Q (390.168874 sec): 3 clusters Score: Raw -445138.161935 + Penalty 2677.266736 = -442460.895198 nChanged 15 SP:Iteration 34Q (390.220174 sec): 3 clusters Score: Raw -445141.597599 + Penalty 2677.266736 = -442464.330863 nChanged 11 SP:Iteration 35Q (390.269801 sec): 3 clusters Score: Raw -445144.202926 + Penalty 2677.266736 = -442466.936190 nChanged 7 SP:Iteration 36Q (390.319574 sec): 3 clusters Score: Raw -445146.009743 + Penalty 2677.266736 = -442468.743007 nChanged 4 SP:Iteration 37Q (390.372075 sec): 3 clusters Score: Raw -445147.648573 + Penalty 2677.266736 = -442470.381837 nChanged 8 SP:Iteration 38Q (390.420355 sec): 3 clusters Score: Raw -445150.835080 + Penalty 2677.266736 = -442473.568344 nChanged 10 SP:Iteration 39Q (390.471691 sec): 3 clusters Score: Raw -445154.038822 + Penalty 2677.266736 = -442476.772086 nChanged 8 SP:Iteration 40F (390.512130 sec): 3 clusters Score: Raw -445157.301843 + Penalty 2677.266736 = -442480.035106 nChanged 8 SP:Iteration 41Q (390.559770 sec): 3 clusters Score: Raw -445160.720963 + Penalty 2677.266736 = -442483.454227 nChanged 6 SP:Iteration 42Q (390.601763 sec): 3 clusters Score: Raw -445163.233867 + Penalty 2677.266736 = -442485.967131 nChanged 10 SP:Iteration 43Q (390.651744 sec): 3 clusters Score: Raw -445165.913626 + Penalty 2677.266736 = -442488.646890 nChanged 9 SP:Iteration 44Q (390.692774 sec): 3 clusters Score: Raw -445169.755850 + Penalty 2677.266736 = -442492.489114 nChanged 11 SP:Iteration 45Q (390.749303 sec): 3 clusters Score: Raw -445173.102669 + Penalty 2677.266736 = -442495.835933 nChanged 10 SP:Iteration 46Q (390.802900 sec): 3 clusters Score: Raw -445176.241981 + Penalty 2677.266736 = -442498.975245 nChanged 7 SP:Iteration 47Q (390.849504 sec): 3 clusters Score: Raw -445178.229002 + Penalty 2677.266736 = -442500.962265 nChanged 4 SP:Iteration 48Q (390.905941 sec): 3 clusters Score: Raw -445179.250127 + Penalty 2677.266736 = -442501.983391 nChanged 3 SP:Iteration 49Q (390.945549 sec): 3 clusters Score: Raw -445180.110287 + Penalty 2677.266736 = -442502.843551 nChanged 6 SP:Iteration 50Q (391.005266 sec): 3 clusters Score: Raw -445182.023463 + Penalty 2677.266736 = -442504.756727 nChanged 5 SP:Iteration 51Q (391.050592 sec): 3 clusters Score: Raw -445182.712151 + Penalty 2677.266736 = -442505.445415 nChanged 1 SP:Iteration 52Q (391.110599 sec): 3 clusters Score: Raw -445183.166109 + Penalty 2677.266736 = -442505.899372 nChanged 2 SP:Iteration 53Q (391.162311 sec): 3 clusters Score: Raw -445183.478148 + Penalty 2677.266736 = -442506.211411 nChanged 1 SP:Iteration 54Q (391.207111 sec): 3 clusters Score: Raw -445183.778938 + Penalty 2677.266736 = -442506.512202 nChanged 2 SP:Iteration 55Q (391.254486 sec): 3 clusters Score: Raw -445184.455504 + Penalty 2677.266736 = -442507.188767 nChanged 2 SP:Iteration 56Q (391.307482 sec): 3 clusters Score: Raw -445185.210784 + Penalty 2677.266736 = -442507.944048 nChanged 2 SP:Iteration 57Q (391.363194 sec): 3 clusters Score: Raw -445185.548335 + Penalty 2677.266736 = -442508.281599 nChanged 2 SP:Iteration 58Q (391.418216 sec): 3 clusters Score: Raw -445186.463357 + Penalty 2677.266736 = -442509.196620 nChanged 1 SP:Iteration 59Q (391.472322 sec): 3 clusters Score: Raw -445186.555429 + Penalty 2677.266736 = -442509.288692 nChanged 1 SP:Iteration 60F (391.524080 sec): 3 clusters Score: Raw -445186.792771 + Penalty 2677.266736 = -442509.526034 nChanged 0 Trying to split cluster 11 (283 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (391.544418 sec): 2 clusters Score: Raw -27075.034543 + Penalty 917.385121 = -26157.649422 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (391.586102 sec): 3 clusters Score: Raw -27245.701509 + Penalty 1834.770242 = -25410.931267 nChanged 66 SP:Iteration 1F (391.634243 sec): 3 clusters Score: Raw -27399.268748 + Penalty 1834.770242 = -25564.498507 nChanged 19 SP:Iteration 2F (391.682369 sec): 3 clusters Score: Raw -27511.770426 + Penalty 1834.770242 = -25677.000184 nChanged 20 SP:Iteration 3F (391.730996 sec): 3 clusters Score: Raw -27581.918285 + Penalty 1834.770242 = -25747.148043 nChanged 11 SP:Iteration 4Q (391.773758 sec): 3 clusters Score: Raw -27667.334981 + Penalty 1834.770242 = -25832.564739 nChanged 14 SP:Iteration 5Q (391.818064 sec): 3 clusters Score: Raw -27816.057701 + Penalty 1834.770242 = -25981.287459 nChanged 12 SP:Iteration 6Q (391.858283 sec): 3 clusters Score: Raw -27845.218638 + Penalty 1834.770242 = -26010.448397 nChanged 3 SP:Iteration 7Q (391.908464 sec): 3 clusters Score: Raw -27853.690769 + Penalty 1834.770242 = -26018.920528 nChanged 1 SP:Iteration 8Q (391.960969 sec): 3 clusters Score: Raw -27854.705517 + Penalty 1834.770242 = -26019.935275 nChanged 0 SP:Iteration 9F (392.005555 sec): 3 clusters Score: Raw -27856.116221 + Penalty 1834.770242 = -26021.345979 nChanged 1 SP:Iteration 10Q (392.051024 sec): 3 clusters Score: Raw -27865.933901 + Penalty 1834.770242 = -26031.163659 nChanged 2 SP:Iteration 11Q (392.097146 sec): 3 clusters Score: Raw -27866.997593 + Penalty 1834.770242 = -26032.227351 nChanged 0 SP:Iteration 12F (392.138484 sec): 3 clusters Score: Raw -27866.997593 + Penalty 1834.770242 = -26032.227351 nChanged 0 Trying to split cluster 12 (3303 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (392.170238 sec): 2 clusters Score: Raw -390720.056900 + Penalty 1316.670294 = -389403.386606 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (392.222967 sec): 3 clusters Score: Raw -389189.130811 + Penalty 2633.340588 = -386555.790223 nChanged 1276 SP:Iteration 1F (392.260666 sec): 3 clusters Score: Raw -389986.011059 + Penalty 2633.340588 = -387352.670470 nChanged 285 SP:Iteration 2F (392.310406 sec): 3 clusters Score: Raw -390151.008536 + Penalty 2633.340588 = -387517.667948 nChanged 148 SP:Iteration 3Q (392.360757 sec): 3 clusters Score: Raw -390235.293618 + Penalty 2633.340588 = -387601.953030 nChanged 121 SP:Iteration 4Q (392.405381 sec): 3 clusters Score: Raw -390313.516654 + Penalty 2633.340588 = -387680.176066 nChanged 110 SP:Iteration 5Q (392.452585 sec): 3 clusters Score: Raw -390370.795653 + Penalty 2633.340588 = -387737.455065 nChanged 77 SP:Iteration 6Q (392.486333 sec): 3 clusters Score: Raw -390411.116492 + Penalty 2633.340588 = -387777.775904 nChanged 73 SP:Iteration 7Q (392.533695 sec): 3 clusters Score: Raw -390447.032119 + Penalty 2633.340588 = -387813.691531 nChanged 73 SP:Iteration 8Q (392.591564 sec): 3 clusters Score: Raw -390482.666461 + Penalty 2633.340588 = -387849.325873 nChanged 60 SP:Iteration 9Q (392.634742 sec): 3 clusters Score: Raw -390509.849069 + Penalty 2633.340588 = -387876.508480 nChanged 50 SP:Iteration 10Q (392.695725 sec): 3 clusters Score: Raw -390540.504431 + Penalty 2633.340588 = -387907.163843 nChanged 57 SP:Iteration 11Q (392.747642 sec): 3 clusters Score: Raw -390574.646259 + Penalty 2633.340588 = -387941.305670 nChanged 61 SP:Iteration 12Q (392.791804 sec): 3 clusters Score: Raw -390619.477384 + Penalty 2633.340588 = -387986.136796 nChanged 70 SP:Iteration 13Q (392.836819 sec): 3 clusters Score: Raw -390678.926100 + Penalty 2633.340588 = -388045.585511 nChanged 79 SP:Iteration 14Q (392.894829 sec): 3 clusters Score: Raw -390779.256528 + Penalty 2633.340588 = -388145.915940 nChanged 107 SP:Iteration 15Q (392.932558 sec): 3 clusters Score: Raw -390951.214635 + Penalty 2633.340588 = -388317.874047 nChanged 125 SP:Iteration 16Q (392.982108 sec): 3 clusters Score: Raw -391271.110498 + Penalty 2633.340588 = -388637.769910 nChanged 116 SP:Iteration 17Q (393.036588 sec): 3 clusters Score: Raw -391430.522359 + Penalty 2633.340588 = -388797.181770 nChanged 104 SP:Iteration 18Q (393.098786 sec): 3 clusters Score: Raw -391509.922160 + Penalty 2633.340588 = -388876.581572 nChanged 80 SP:Iteration 19Q (393.144929 sec): 3 clusters Score: Raw -391560.194924 + Penalty 2633.340588 = -388926.854336 nChanged 76 SP:Iteration 20F (393.206242 sec): 3 clusters Score: Raw -391610.492726 + Penalty 2633.340588 = -388977.152138 nChanged 70 SP:Iteration 21Q (393.253614 sec): 3 clusters Score: Raw -391661.083254 + Penalty 2633.340588 = -389027.742666 nChanged 64 SP:Iteration 22Q (393.300439 sec): 3 clusters Score: Raw -391700.880011 + Penalty 2633.340588 = -389067.539423 nChanged 44 SP:Iteration 23Q (393.351798 sec): 3 clusters Score: Raw -391727.826843 + Penalty 2633.340588 = -389094.486254 nChanged 39 SP:Iteration 24Q (393.402581 sec): 3 clusters Score: Raw -391753.772584 + Penalty 2633.340588 = -389120.431996 nChanged 36 SP:Iteration 25Q (393.457894 sec): 3 clusters Score: Raw -391778.677946 + Penalty 2633.340588 = -389145.337358 nChanged 28 SP:Iteration 26Q (393.513425 sec): 3 clusters Score: Raw -391794.355480 + Penalty 2633.340588 = -389161.014892 nChanged 20 SP:Iteration 27Q (393.556663 sec): 3 clusters Score: Raw -391803.529079 + Penalty 2633.340588 = -389170.188491 nChanged 14 SP:Iteration 28Q (393.603950 sec): 3 clusters Score: Raw -391810.245928 + Penalty 2633.340588 = -389176.905340 nChanged 14 SP:Iteration 29Q (393.655521 sec): 3 clusters Score: Raw -391816.934806 + Penalty 2633.340588 = -389183.594218 nChanged 12 SP:Iteration 30Q (393.706288 sec): 3 clusters Score: Raw -391822.163373 + Penalty 2633.340588 = -389188.822785 nChanged 16 SP:Iteration 31Q (393.757906 sec): 3 clusters Score: Raw -391828.408367 + Penalty 2633.340588 = -389195.067779 nChanged 10 SP:Iteration 32Q (393.809901 sec): 3 clusters Score: Raw -391832.208919 + Penalty 2633.340588 = -389198.868331 nChanged 7 SP:Iteration 33Q (393.850073 sec): 3 clusters Score: Raw -391834.889416 + Penalty 2633.340588 = -389201.548828 nChanged 8 SP:Iteration 34Q (393.898733 sec): 3 clusters Score: Raw -391838.311533 + Penalty 2633.340588 = -389204.970945 nChanged 4 SP:Iteration 35Q (393.955199 sec): 3 clusters Score: Raw -391839.954368 + Penalty 2633.340588 = -389206.613780 nChanged 2 SP:Iteration 36Q (393.996715 sec): 3 clusters Score: Raw -391840.985256 + Penalty 2633.340588 = -389207.644668 nChanged 4 SP:Iteration 37Q (394.043076 sec): 3 clusters Score: Raw -391842.990504 + Penalty 2633.340588 = -389209.649916 nChanged 2 SP:Iteration 38Q (394.098159 sec): 3 clusters Score: Raw -391844.253392 + Penalty 2633.340588 = -389210.912804 nChanged 4 SP:Iteration 39Q (394.154358 sec): 3 clusters Score: Raw -391846.600171 + Penalty 2633.340588 = -389213.259583 nChanged 4 SP:Iteration 40F (394.193225 sec): 3 clusters Score: Raw -391848.190956 + Penalty 2633.340588 = -389214.850367 nChanged 4 SP:Iteration 41Q (394.242521 sec): 3 clusters Score: Raw -391850.127558 + Penalty 2633.340588 = -389216.786970 nChanged 3 SP:Iteration 42Q (394.300423 sec): 3 clusters Score: Raw -391851.117711 + Penalty 2633.340588 = -389217.777123 nChanged 3 SP:Iteration 43Q (394.338945 sec): 3 clusters Score: Raw -391852.652295 + Penalty 2633.340588 = -389219.311707 nChanged 6 SP:Iteration 44Q (394.384915 sec): 3 clusters Score: Raw -391855.239640 + Penalty 2633.340588 = -389221.899052 nChanged 6 SP:Iteration 45Q (394.429111 sec): 3 clusters Score: Raw -391858.543380 + Penalty 2633.340588 = -389225.202791 nChanged 2 SP:Iteration 46Q (394.475631 sec): 3 clusters Score: Raw -391859.019578 + Penalty 2633.340588 = -389225.678989 nChanged 5 SP:Iteration 47Q (394.528515 sec): 3 clusters Score: Raw -391860.644387 + Penalty 2633.340588 = -389227.303799 nChanged 5 SP:Iteration 48Q (394.576487 sec): 3 clusters Score: Raw -391862.397488 + Penalty 2633.340588 = -389229.056899 nChanged 4 SP:Iteration 49Q (394.634097 sec): 3 clusters Score: Raw -391863.645659 + Penalty 2633.340588 = -389230.305070 nChanged 5 SP:Iteration 50Q (394.685670 sec): 3 clusters Score: Raw -391864.864886 + Penalty 2633.340588 = -389231.524298 nChanged 2 SP:Iteration 51Q (394.733018 sec): 3 clusters Score: Raw -391865.572964 + Penalty 2633.340588 = -389232.232375 nChanged 0 SP:Iteration 52F (394.779053 sec): 3 clusters Score: Raw -391865.572964 + Penalty 2633.340588 = -389232.232375 nChanged 0 Trying to split cluster 13 (1100 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (394.800981 sec): 2 clusters Score: Raw -120256.444441 + Penalty 1137.998137 = -119118.446304 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (394.839824 sec): 3 clusters Score: Raw -119877.824325 + Penalty 2275.996274 = -117601.828051 nChanged 341 SP:Iteration 1F (394.885594 sec): 3 clusters Score: Raw -120215.267780 + Penalty 2275.996274 = -117939.271506 nChanged 80 SP:Iteration 2F (394.938017 sec): 3 clusters Score: Raw -120325.248050 + Penalty 2275.996274 = -118049.251776 nChanged 52 SP:Iteration 3Q (394.989207 sec): 3 clusters Score: Raw -120452.192717 + Penalty 2275.996274 = -118176.196443 nChanged 73 SP:Iteration 4F (395.039841 sec): 3 clusters Score: Raw -120618.847430 + Penalty 2275.996274 = -118342.851156 nChanged 77 SP:Iteration 5F (395.085395 sec): 3 clusters Score: Raw -120761.955647 + Penalty 2275.996274 = -118485.959373 nChanged 58 SP:Iteration 6F (395.133353 sec): 3 clusters Score: Raw -120861.353474 + Penalty 2275.996274 = -118585.357200 nChanged 44 SP:Iteration 7Q (395.170879 sec): 3 clusters Score: Raw -120927.252699 + Penalty 2275.996274 = -118651.256425 nChanged 33 SP:Iteration 8Q (395.220292 sec): 3 clusters Score: Raw -120969.446163 + Penalty 2275.996274 = -118693.449889 nChanged 17 SP:Iteration 9Q (395.260697 sec): 3 clusters Score: Raw -121000.020383 + Penalty 2275.996274 = -118724.024108 nChanged 15 SP:Iteration 10Q (395.317672 sec): 3 clusters Score: Raw -121030.051868 + Penalty 2275.996274 = -118754.055593 nChanged 10 SP:Iteration 11Q (395.368226 sec): 3 clusters Score: Raw -121042.111187 + Penalty 2275.996274 = -118766.114913 nChanged 7 SP:Iteration 12Q (395.423048 sec): 3 clusters Score: Raw -121047.950474 + Penalty 2275.996274 = -118771.954200 nChanged 6 SP:Iteration 13Q (395.472077 sec): 3 clusters Score: Raw -121052.793442 + Penalty 2275.996274 = -118776.797167 nChanged 3 SP:Iteration 14Q (395.515686 sec): 3 clusters Score: Raw -121054.275214 + Penalty 2275.996274 = -118778.278940 nChanged 2 SP:Iteration 15Q (395.564872 sec): 3 clusters Score: Raw -121056.981793 + Penalty 2275.996274 = -118780.985519 nChanged 0 SP:Iteration 16F (395.600469 sec): 3 clusters Score: Raw -121056.981793 + Penalty 2275.996274 = -118780.985519 nChanged 0 Trying to split cluster 14 (137 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (395.634987 sec): 2 clusters Score: Raw -11275.691826 + Penalty 799.496900 = -10476.194925 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (395.675209 sec): 3 clusters Score: Raw -11548.148585 + Penalty 1598.993801 = -9949.154784 nChanged 22 SP:Iteration 1F (395.720929 sec): 3 clusters Score: Raw -11644.960907 + Penalty 1598.993801 = -10045.967106 nChanged 5 SP:Iteration 2Q (395.773710 sec): 3 clusters Score: Raw -11658.264467 + Penalty 1598.993801 = -10059.270666 nChanged 0 SP:Iteration 3F (395.818164 sec): 3 clusters Score: Raw -11658.264467 + Penalty 1598.993801 = -10059.270666 nChanged 0 Trying to split cluster 15 (162 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (395.830431 sec): 2 clusters Score: Raw -10197.033108 + Penalty 826.734404 = -9370.298703 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (395.880201 sec): 3 clusters Score: Raw -10497.445374 + Penalty 1653.468809 = -8843.976565 nChanged 29 SP:Iteration 1F (395.926299 sec): 3 clusters Score: Raw -10641.131012 + Penalty 1653.468809 = -8987.662203 nChanged 7 SP:Iteration 2Q (395.978441 sec): 3 clusters Score: Raw -10683.783990 + Penalty 1653.468809 = -9030.315181 nChanged 4 SP:Iteration 3Q (396.022617 sec): 3 clusters Score: Raw -10688.677614 + Penalty 1653.468809 = -9035.208805 nChanged 1 SP:Iteration 4Q (396.066394 sec): 3 clusters Score: Raw -10690.308643 + Penalty 1653.468809 = -9036.839834 nChanged 0 SP:Iteration 5F (396.107251 sec): 3 clusters Score: Raw -10690.308643 + Penalty 1653.468809 = -9036.839834 nChanged 0 Trying to split cluster 16 (1002 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (396.128894 sec): 2 clusters Score: Raw -104505.051043 + Penalty 1122.834908 = -103382.216135 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (396.166322 sec): 3 clusters Score: Raw -104232.590814 + Penalty 2245.669817 = -101986.920998 nChanged 300 SP:Iteration 1F (396.214186 sec): 3 clusters Score: Raw -104563.312652 + Penalty 2245.669817 = -102317.642836 nChanged 93 SP:Iteration 2F (396.263281 sec): 3 clusters Score: Raw -104652.215690 + Penalty 2245.669817 = -102406.545874 nChanged 47 SP:Iteration 3Q (396.317067 sec): 3 clusters Score: Raw -104705.059857 + Penalty 2245.669817 = -102459.390041 nChanged 36 SP:Iteration 4Q (396.342876 sec): 3 clusters Score: Raw -104755.457410 + Penalty 2245.669817 = -102509.787594 nChanged 25 SP:Iteration 5Q (396.390817 sec): 3 clusters Score: Raw -104784.860993 + Penalty 2245.669817 = -102539.191177 nChanged 24 SP:Iteration 6Q (396.440601 sec): 3 clusters Score: Raw -104810.456551 + Penalty 2245.669817 = -102564.786734 nChanged 17 SP:Iteration 7Q (396.485386 sec): 3 clusters Score: Raw -104831.964750 + Penalty 2245.669817 = -102586.294933 nChanged 17 SP:Iteration 8Q (396.530284 sec): 3 clusters Score: Raw -104846.447895 + Penalty 2245.669817 = -102600.778079 nChanged 7 SP:Iteration 9Q (396.579263 sec): 3 clusters Score: Raw -104858.018549 + Penalty 2245.669817 = -102612.348732 nChanged 11 SP:Iteration 10Q (396.626173 sec): 3 clusters Score: Raw -104873.757474 + Penalty 2245.669817 = -102628.087657 nChanged 12 SP:Iteration 11Q (396.678397 sec): 3 clusters Score: Raw -104884.271252 + Penalty 2245.669817 = -102638.601435 nChanged 11 SP:Iteration 12Q (396.715952 sec): 3 clusters Score: Raw -104893.879157 + Penalty 2245.669817 = -102648.209341 nChanged 9 SP:Iteration 13Q (396.757949 sec): 3 clusters Score: Raw -104903.364250 + Penalty 2245.669817 = -102657.694434 nChanged 8 SP:Iteration 14Q (396.805331 sec): 3 clusters Score: Raw -104918.769121 + Penalty 2245.669817 = -102673.099305 nChanged 11 SP:Iteration 15Q (396.853316 sec): 3 clusters Score: Raw -104943.732833 + Penalty 2245.669817 = -102698.063017 nChanged 17 SP:Iteration 16Q (396.895752 sec): 3 clusters Score: Raw -104984.945535 + Penalty 2245.669817 = -102739.275719 nChanged 18 SP:Iteration 17Q (396.943988 sec): 3 clusters Score: Raw -105019.900265 + Penalty 2245.669817 = -102774.230448 nChanged 13 SP:Iteration 18Q (396.989569 sec): 3 clusters Score: Raw -105038.178025 + Penalty 2245.669817 = -102792.508209 nChanged 9 SP:Iteration 19Q (397.039943 sec): 3 clusters Score: Raw -105054.304243 + Penalty 2245.669817 = -102808.634426 nChanged 7 SP:Iteration 20F (397.082583 sec): 3 clusters Score: Raw -105064.995485 + Penalty 2245.669817 = -102819.325668 nChanged 2 SP:Iteration 21Q (397.131190 sec): 3 clusters Score: Raw -105066.914169 + Penalty 2245.669817 = -102821.244352 nChanged 2 SP:Iteration 22Q (397.181659 sec): 3 clusters Score: Raw -105069.516550 + Penalty 2245.669817 = -102823.846734 nChanged 2 SP:Iteration 23Q (397.228871 sec): 3 clusters Score: Raw -105071.233270 + Penalty 2245.669817 = -102825.563453 nChanged 1 SP:Iteration 24Q (397.275590 sec): 3 clusters Score: Raw -105071.776841 + Penalty 2245.669817 = -102826.107025 nChanged 1 SP:Iteration 25Q (397.324203 sec): 3 clusters Score: Raw -105073.510056 + Penalty 2245.669817 = -102827.840240 nChanged 1 SP:Iteration 26Q (397.374270 sec): 3 clusters Score: Raw -105073.730545 + Penalty 2245.669817 = -102828.060728 nChanged 0 SP:Iteration 27F (397.423679 sec): 3 clusters Score: Raw -105073.730545 + Penalty 2245.669817 = -102828.060728 nChanged 0 Trying to split cluster 17 (264 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (397.448754 sec): 2 clusters Score: Raw -29021.150526 + Penalty 906.091729 = -28115.058797 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (397.497101 sec): 3 clusters Score: Raw -29195.867831 + Penalty 1812.183459 = -27383.684372 nChanged 62 SP:Iteration 1F (397.549606 sec): 3 clusters Score: Raw -29307.302827 + Penalty 1812.183459 = -27495.119369 nChanged 15 SP:Iteration 2F (397.595743 sec): 3 clusters Score: Raw -29329.728937 + Penalty 1812.183459 = -27517.545478 nChanged 4 SP:Iteration 3Q (397.631077 sec): 3 clusters Score: Raw -29335.994469 + Penalty 1812.183459 = -27523.811011 nChanged 2 SP:Iteration 4Q (397.684587 sec): 3 clusters Score: Raw -29344.378509 + Penalty 1812.183459 = -27532.195050 nChanged 3 SP:Iteration 5Q (397.736666 sec): 3 clusters Score: Raw -29347.503058 + Penalty 1812.183459 = -27535.319599 nChanged 1 SP:Iteration 6Q (397.775244 sec): 3 clusters Score: Raw -29348.993855 + Penalty 1812.183459 = -27536.810396 nChanged 0 SP:Iteration 7F (397.826950 sec): 3 clusters Score: Raw -29348.993855 + Penalty 1812.183459 = -27536.810396 nChanged 0 Trying to split cluster 18 (556 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (397.846203 sec): 2 clusters Score: Raw -63153.443109 + Penalty 1027.124848 = -62126.318261 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (397.890363 sec): 3 clusters Score: Raw -63136.422519 + Penalty 2054.249696 = -61082.172823 nChanged 158 SP:Iteration 1F (397.930536 sec): 3 clusters Score: Raw -63476.142438 + Penalty 2054.249696 = -61421.892742 nChanged 43 SP:Iteration 2F (397.974523 sec): 3 clusters Score: Raw -63582.661795 + Penalty 2054.249696 = -61528.412099 nChanged 19 SP:Iteration 3Q (398.015261 sec): 3 clusters Score: Raw -63633.010953 + Penalty 2054.249696 = -61578.761258 nChanged 11 SP:Iteration 4Q (398.059489 sec): 3 clusters Score: Raw -63659.487331 + Penalty 2054.249696 = -61605.237636 nChanged 8 SP:Iteration 5Q (398.089744 sec): 3 clusters Score: Raw -63673.497671 + Penalty 2054.249696 = -61619.247975 nChanged 7 SP:Iteration 6Q (398.133281 sec): 3 clusters Score: Raw -63682.585387 + Penalty 2054.249696 = -61628.335692 nChanged 3 SP:Iteration 7Q (398.179759 sec): 3 clusters Score: Raw -63687.561989 + Penalty 2054.249696 = -61633.312294 nChanged 2 SP:Iteration 8Q (398.220549 sec): 3 clusters Score: Raw -63690.354825 + Penalty 2054.249696 = -61636.105129 nChanged 1 SP:Iteration 9Q (398.264971 sec): 3 clusters Score: Raw -63692.791251 + Penalty 2054.249696 = -61638.541555 nChanged 2 SP:Iteration 10Q (398.308760 sec): 3 clusters Score: Raw -63694.931226 + Penalty 2054.249696 = -61640.681530 nChanged 1 SP:Iteration 11Q (398.353176 sec): 3 clusters Score: Raw -63695.894657 + Penalty 2054.249696 = -61641.644961 nChanged 1 SP:Iteration 12Q (398.398626 sec): 3 clusters Score: Raw -63697.288676 + Penalty 2054.249696 = -61643.038981 nChanged 1 SP:Iteration 13Q (398.439620 sec): 3 clusters Score: Raw -63699.467332 + Penalty 2054.249696 = -61645.217637 nChanged 0 SP:Iteration 14F (398.483535 sec): 3 clusters Score: Raw -63699.467332 + Penalty 2054.249696 = -61645.217637 nChanged 0 Trying to split cluster 19 (8097 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (398.511212 sec): 2 clusters Score: Raw -1033599.019494 + Penalty 1462.377947 = -1032136.641547 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (398.574050 sec): 3 clusters Score: Raw -1029192.529291 + Penalty 2924.755893 = -1026267.773398 nChanged 3391 SP:Iteration 1F (398.631175 sec): 3 clusters Score: Raw -1031108.685761 + Penalty 2924.755893 = -1028183.929868 nChanged 522 SP:Iteration 2F (398.699312 sec): 3 clusters Score: Raw -1031363.779364 + Penalty 2924.755893 = -1028439.023471 nChanged 444 SP:Iteration 3F (398.752855 sec): 3 clusters Score: Raw -1031571.930604 + Penalty 2924.755893 = -1028647.174711 nChanged 418 SP:Iteration 4F (398.820782 sec): 3 clusters Score: Raw -1031819.936321 + Penalty 2924.755893 = -1028895.180428 nChanged 443 SP:Iteration 5F (398.876130 sec): 3 clusters Score: Raw -1032113.680824 + Penalty 2924.755893 = -1029188.924931 nChanged 422 SP:Iteration 6F (398.938522 sec): 3 clusters Score: Raw -1032406.971233 + Penalty 2924.755893 = -1029482.215339 nChanged 386 SP:Iteration 7Q (398.999010 sec): 3 clusters Score: Raw -1032700.721593 + Penalty 2924.755893 = -1029775.965700 nChanged 332 SP:Iteration 8Q (399.047140 sec): 3 clusters Score: Raw -1032946.982926 + Penalty 2924.755893 = -1030022.227033 nChanged 235 SP:Iteration 9Q (399.119947 sec): 3 clusters Score: Raw -1033153.876445 + Penalty 2924.755893 = -1030229.120552 nChanged 205 SP:Iteration 10Q (399.174781 sec): 3 clusters Score: Raw -1033352.185423 + Penalty 2924.755893 = -1030427.429530 nChanged 151 SP:Iteration 11Q (399.239407 sec): 3 clusters Score: Raw -1033496.905843 + Penalty 2924.755893 = -1030572.149950 nChanged 122 SP:Iteration 12Q (399.298207 sec): 3 clusters Score: Raw -1033591.906138 + Penalty 2924.755893 = -1030667.150245 nChanged 79 SP:Iteration 13Q (399.353187 sec): 3 clusters Score: Raw -1033643.773565 + Penalty 2924.755893 = -1030719.017672 nChanged 53 SP:Iteration 14Q (399.405060 sec): 3 clusters Score: Raw -1033679.682590 + Penalty 2924.755893 = -1030754.926697 nChanged 34 SP:Iteration 15Q (399.463686 sec): 3 clusters Score: Raw -1033701.593000 + Penalty 2924.755893 = -1030776.837107 nChanged 24 SP:Iteration 16Q (399.517457 sec): 3 clusters Score: Raw -1033716.759006 + Penalty 2924.755893 = -1030792.003113 nChanged 19 SP:Iteration 17Q (399.579562 sec): 3 clusters Score: Raw -1033727.548636 + Penalty 2924.755893 = -1030802.792743 nChanged 11 SP:Iteration 18Q (399.627860 sec): 3 clusters Score: Raw -1033733.758031 + Penalty 2924.755893 = -1030809.002138 nChanged 17 SP:Iteration 19Q (399.688358 sec): 3 clusters Score: Raw -1033742.843747 + Penalty 2924.755893 = -1030818.087854 nChanged 20 SP:Iteration 20F (399.732366 sec): 3 clusters Score: Raw -1033753.136978 + Penalty 2924.755893 = -1030828.381084 nChanged 14 SP:Iteration 21Q (399.804650 sec): 3 clusters Score: Raw -1033758.529345 + Penalty 2924.755893 = -1030833.773452 nChanged 8 SP:Iteration 22Q (399.853611 sec): 3 clusters Score: Raw -1033762.625777 + Penalty 2924.755893 = -1030837.869884 nChanged 5 SP:Iteration 23Q (399.916825 sec): 3 clusters Score: Raw -1033765.618702 + Penalty 2924.755893 = -1030840.862809 nChanged 6 SP:Iteration 24Q (399.969143 sec): 3 clusters Score: Raw -1033770.745710 + Penalty 2924.755893 = -1030845.989817 nChanged 7 SP:Iteration 25Q (400.034535 sec): 3 clusters Score: Raw -1033773.368819 + Penalty 2924.755893 = -1030848.612926 nChanged 3 SP:Iteration 26Q (400.086563 sec): 3 clusters Score: Raw -1033774.996496 + Penalty 2924.755893 = -1030850.240603 nChanged 3 SP:Iteration 27Q (400.137173 sec): 3 clusters Score: Raw -1033776.885939 + Penalty 2924.755893 = -1030852.130046 nChanged 5 SP:Iteration 28Q (400.203389 sec): 3 clusters Score: Raw -1033779.053396 + Penalty 2924.755893 = -1030854.297503 nChanged 2 SP:Iteration 29Q (400.263934 sec): 3 clusters Score: Raw -1033779.638183 + Penalty 2924.755893 = -1030854.882290 nChanged 0 SP:Iteration 30F (400.318968 sec): 3 clusters Score: Raw -1033779.638183 + Penalty 2924.755893 = -1030854.882290 nChanged 0 Trying to split cluster 20 (1018 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (400.345481 sec): 2 clusters Score: Raw -115952.084069 + Penalty 1125.409220 = -114826.674850 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (400.379750 sec): 3 clusters Score: Raw -115714.991796 + Penalty 2250.818439 = -113464.173357 nChanged 322 SP:Iteration 1F (400.432972 sec): 3 clusters Score: Raw -116262.596378 + Penalty 2250.818439 = -114011.777939 nChanged 111 SP:Iteration 2F (400.477054 sec): 3 clusters Score: Raw -116517.199166 + Penalty 2250.818439 = -114266.380727 nChanged 59 SP:Iteration 3F (400.521408 sec): 3 clusters Score: Raw -116596.215509 + Penalty 2250.818439 = -114345.397070 nChanged 41 SP:Iteration 4Q (400.565272 sec): 3 clusters Score: Raw -116629.711676 + Penalty 2250.818439 = -114378.893236 nChanged 16 SP:Iteration 5Q (400.612015 sec): 3 clusters Score: Raw -116647.879788 + Penalty 2250.818439 = -114397.061349 nChanged 13 SP:Iteration 6Q (400.659928 sec): 3 clusters Score: Raw -116669.742959 + Penalty 2250.818439 = -114418.924520 nChanged 14 SP:Iteration 7Q (400.691135 sec): 3 clusters Score: Raw -116690.508016 + Penalty 2250.818439 = -114439.689577 nChanged 9 SP:Iteration 8Q (400.740934 sec): 3 clusters Score: Raw -116696.955878 + Penalty 2250.818439 = -114446.137439 nChanged 3 SP:Iteration 9Q (400.802243 sec): 3 clusters Score: Raw -116699.240777 + Penalty 2250.818439 = -114448.422338 nChanged 2 SP:Iteration 10Q (400.841969 sec): 3 clusters Score: Raw -116700.080730 + Penalty 2250.818439 = -114449.262291 nChanged 1 SP:Iteration 11Q (400.881927 sec): 3 clusters Score: Raw -116701.121010 + Penalty 2250.818439 = -114450.302571 nChanged 0 SP:Iteration 12F (400.935439 sec): 3 clusters Score: Raw -116701.121010 + Penalty 2250.818439 = -114450.302571 nChanged 0 Trying to split cluster 21 (171 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (400.951795 sec): 2 clusters Score: Raw -7768.265576 + Penalty 835.520328 = -6932.745248 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (400.997241 sec): 3 clusters Score: Raw -7997.390196 + Penalty 1671.040656 = -6326.349540 nChanged 33 SP:Iteration 1F (401.038010 sec): 3 clusters Score: Raw -8184.717522 + Penalty 1671.040656 = -6513.676866 nChanged 10 SP:Iteration 2F (401.092047 sec): 3 clusters Score: Raw -8242.466450 + Penalty 1671.040656 = -6571.425794 nChanged 5 SP:Iteration 3Q (401.136341 sec): 3 clusters Score: Raw -8354.338897 + Penalty 1671.040656 = -6683.298241 nChanged 6 SP:Iteration 4Q (401.179523 sec): 3 clusters Score: Raw -8442.254880 + Penalty 1671.040656 = -6771.214224 nChanged 1 SP:Iteration 5Q (401.220119 sec): 3 clusters Score: Raw -8445.118289 + Penalty 1671.040656 = -6774.077634 nChanged 0 SP:Iteration 6F (401.265020 sec): 3 clusters Score: Raw -8445.118289 + Penalty 1671.040656 = -6774.077634 nChanged 0 Trying to split cluster 22 (6412 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (401.308381 sec): 2 clusters Score: Raw -794181.897041 + Penalty 1424.463058 = -792757.433982 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (401.354077 sec): 3 clusters Score: Raw -790744.105026 + Penalty 2848.926117 = -787895.178909 nChanged 2735 SP:Iteration 1F (401.405412 sec): 3 clusters Score: Raw -792398.359729 + Penalty 2848.926117 = -789549.433612 nChanged 480 SP:Iteration 2F (401.456454 sec): 3 clusters Score: Raw -792684.099193 + Penalty 2848.926117 = -789835.173076 nChanged 382 SP:Iteration 3F (401.509554 sec): 3 clusters Score: Raw -792904.368985 + Penalty 2848.926117 = -790055.442868 nChanged 339 SP:Iteration 4F (401.564848 sec): 3 clusters Score: Raw -793111.027248 + Penalty 2848.926117 = -790262.101131 nChanged 297 SP:Iteration 5Q (401.629507 sec): 3 clusters Score: Raw -793287.263007 + Penalty 2848.926117 = -790438.336890 nChanged 248 SP:Iteration 6Q (401.689244 sec): 3 clusters Score: Raw -793429.843806 + Penalty 2848.926117 = -790580.917689 nChanged 250 SP:Iteration 7Q (401.744540 sec): 3 clusters Score: Raw -793565.009837 + Penalty 2848.926117 = -790716.083720 nChanged 218 SP:Iteration 8Q (401.801869 sec): 3 clusters Score: Raw -793683.766994 + Penalty 2848.926117 = -790834.840877 nChanged 220 SP:Iteration 9Q (401.862451 sec): 3 clusters Score: Raw -793821.323174 + Penalty 2848.926117 = -790972.397057 nChanged 235 SP:Iteration 10Q (401.912410 sec): 3 clusters Score: Raw -793973.217074 + Penalty 2848.926117 = -791124.290957 nChanged 227 SP:Iteration 11Q (401.968656 sec): 3 clusters Score: Raw -794120.948524 + Penalty 2848.926117 = -791272.022407 nChanged 222 SP:Iteration 12Q (402.026709 sec): 3 clusters Score: Raw -794264.218408 + Penalty 2848.926117 = -791415.292291 nChanged 194 SP:Iteration 13Q (402.091352 sec): 3 clusters Score: Raw -794378.695636 + Penalty 2848.926117 = -791529.769519 nChanged 195 SP:Iteration 14Q (402.147575 sec): 3 clusters Score: Raw -794482.103268 + Penalty 2848.926117 = -791633.177151 nChanged 142 SP:Iteration 15Q (402.202574 sec): 3 clusters Score: Raw -794555.608064 + Penalty 2848.926117 = -791706.681947 nChanged 138 SP:Iteration 16Q (402.252338 sec): 3 clusters Score: Raw -794615.622091 + Penalty 2848.926117 = -791766.695974 nChanged 111 SP:Iteration 17Q (402.314990 sec): 3 clusters Score: Raw -794659.145144 + Penalty 2848.926117 = -791810.219027 nChanged 97 SP:Iteration 18Q (402.369511 sec): 3 clusters Score: Raw -794691.712142 + Penalty 2848.926117 = -791842.786025 nChanged 69 SP:Iteration 19Q (402.430527 sec): 3 clusters Score: Raw -794708.956174 + Penalty 2848.926117 = -791860.030057 nChanged 60 SP:Iteration 20F (402.489266 sec): 3 clusters Score: Raw -794723.774228 + Penalty 2848.926117 = -791874.848111 nChanged 37 SP:Iteration 21Q (402.544646 sec): 3 clusters Score: Raw -794734.326848 + Penalty 2848.926117 = -791885.400731 nChanged 40 SP:Iteration 22Q (402.599922 sec): 3 clusters Score: Raw -794741.283872 + Penalty 2848.926117 = -791892.357755 nChanged 22 SP:Iteration 23Q (402.647414 sec): 3 clusters Score: Raw -794745.745672 + Penalty 2848.926117 = -791896.819555 nChanged 17 SP:Iteration 24Q (402.703396 sec): 3 clusters Score: Raw -794750.471302 + Penalty 2848.926117 = -791901.545185 nChanged 17 SP:Iteration 25Q (402.754328 sec): 3 clusters Score: Raw -794753.913821 + Penalty 2848.926117 = -791904.987704 nChanged 25 SP:Iteration 26Q (402.820825 sec): 3 clusters Score: Raw -794757.507592 + Penalty 2848.926117 = -791908.581475 nChanged 14 SP:Iteration 27Q (402.868764 sec): 3 clusters Score: Raw -794759.458432 + Penalty 2848.926117 = -791910.532315 nChanged 8 SP:Iteration 28Q (402.922756 sec): 3 clusters Score: Raw -794760.569818 + Penalty 2848.926117 = -791911.643701 nChanged 5 SP:Iteration 29Q (402.988452 sec): 3 clusters Score: Raw -794761.569672 + Penalty 2848.926117 = -791912.643555 nChanged 11 SP:Iteration 30Q (403.049258 sec): 3 clusters Score: Raw -794763.273786 + Penalty 2848.926117 = -791914.347669 nChanged 10 SP:Iteration 31Q (403.095986 sec): 3 clusters Score: Raw -794764.519313 + Penalty 2848.926117 = -791915.593196 nChanged 7 SP:Iteration 32Q (403.152885 sec): 3 clusters Score: Raw -794765.338931 + Penalty 2848.926117 = -791916.412814 nChanged 5 SP:Iteration 33Q (403.220599 sec): 3 clusters Score: Raw -794766.155413 + Penalty 2848.926117 = -791917.229296 nChanged 10 SP:Iteration 34Q (403.278086 sec): 3 clusters Score: Raw -794767.838198 + Penalty 2848.926117 = -791918.912081 nChanged 7 SP:Iteration 35Q (403.337628 sec): 3 clusters Score: Raw -794768.902200 + Penalty 2848.926117 = -791919.976083 nChanged 5 SP:Iteration 36Q (403.394889 sec): 3 clusters Score: Raw -794769.861508 + Penalty 2848.926117 = -791920.935391 nChanged 11 SP:Iteration 37Q (403.454691 sec): 3 clusters Score: Raw -794772.400804 + Penalty 2848.926117 = -791923.474687 nChanged 12 SP:Iteration 38Q (403.512486 sec): 3 clusters Score: Raw -794775.045358 + Penalty 2848.926117 = -791926.119241 nChanged 16 SP:Iteration 39Q (403.569364 sec): 3 clusters Score: Raw -794778.605965 + Penalty 2848.926117 = -791929.679848 nChanged 26 SP:Iteration 40F (403.614670 sec): 3 clusters Score: Raw -794785.270426 + Penalty 2848.926117 = -791936.344309 nChanged 26 SP:Iteration 41Q (403.668240 sec): 3 clusters Score: Raw -794791.542005 + Penalty 2848.926117 = -791942.615888 nChanged 19 SP:Iteration 42Q (403.726488 sec): 3 clusters Score: Raw -794797.397104 + Penalty 2848.926117 = -791948.470987 nChanged 26 SP:Iteration 43Q (403.782968 sec): 3 clusters Score: Raw -794805.053160 + Penalty 2848.926117 = -791956.127044 nChanged 24 SP:Iteration 44Q (403.836754 sec): 3 clusters Score: Raw -794812.061210 + Penalty 2848.926117 = -791963.135094 nChanged 32 SP:Iteration 45Q (403.897898 sec): 3 clusters Score: Raw -794819.091039 + Penalty 2848.926117 = -791970.164922 nChanged 24 SP:Iteration 46Q (403.964844 sec): 3 clusters Score: Raw -794822.901445 + Penalty 2848.926117 = -791973.975328 nChanged 17 SP:Iteration 47Q (404.013090 sec): 3 clusters Score: Raw -794826.687068 + Penalty 2848.926117 = -791977.760951 nChanged 20 SP:Iteration 48Q (404.065792 sec): 3 clusters Score: Raw -794830.772832 + Penalty 2848.926117 = -791981.846715 nChanged 18 SP:Iteration 49Q (404.118520 sec): 3 clusters Score: Raw -794833.719405 + Penalty 2848.926117 = -791984.793288 nChanged 17 SP:Iteration 50Q (404.176324 sec): 3 clusters Score: Raw -794836.450218 + Penalty 2848.926117 = -791987.524101 nChanged 12 SP:Iteration 51Q (404.232056 sec): 3 clusters Score: Raw -794838.036967 + Penalty 2848.926117 = -791989.110850 nChanged 15 SP:Iteration 52Q (404.292702 sec): 3 clusters Score: Raw -794839.913843 + Penalty 2848.926117 = -791990.987726 nChanged 9 SP:Iteration 53Q (404.349052 sec): 3 clusters Score: Raw -794840.762058 + Penalty 2848.926117 = -791991.835941 nChanged 8 SP:Iteration 54Q (404.405121 sec): 3 clusters Score: Raw -794841.675841 + Penalty 2848.926117 = -791992.749724 nChanged 7 SP:Iteration 55Q (404.451585 sec): 3 clusters Score: Raw -794842.405685 + Penalty 2848.926117 = -791993.479568 nChanged 3 SP:Iteration 56Q (404.509396 sec): 3 clusters Score: Raw -794843.163115 + Penalty 2848.926117 = -791994.236998 nChanged 7 SP:Iteration 57Q (404.572535 sec): 3 clusters Score: Raw -794844.228027 + Penalty 2848.926117 = -791995.301910 nChanged 6 SP:Iteration 58Q (404.620569 sec): 3 clusters Score: Raw -794844.861505 + Penalty 2848.926117 = -791995.935388 nChanged 9 SP:Iteration 59Q (404.679017 sec): 3 clusters Score: Raw -794846.244371 + Penalty 2848.926117 = -791997.318254 nChanged 7 SP:Iteration 60F (404.736436 sec): 3 clusters Score: Raw -794847.961856 + Penalty 2848.926117 = -791999.035739 nChanged 10 SP:Iteration 61Q (404.805681 sec): 3 clusters Score: Raw -794849.379972 + Penalty 2848.926117 = -792000.453855 nChanged 13 SP:Iteration 62Q (404.857718 sec): 3 clusters Score: Raw -794851.495920 + Penalty 2848.926117 = -792002.569803 nChanged 7 SP:Iteration 63Q (404.920767 sec): 3 clusters Score: Raw -794853.153186 + Penalty 2848.926117 = -792004.227069 nChanged 12 SP:Iteration 64Q (404.974553 sec): 3 clusters Score: Raw -794855.383552 + Penalty 2848.926117 = -792006.457435 nChanged 9 SP:Iteration 65Q (405.028213 sec): 3 clusters Score: Raw -794856.935131 + Penalty 2848.926117 = -792008.009014 nChanged 11 SP:Iteration 66Q (405.084782 sec): 3 clusters Score: Raw -794859.207996 + Penalty 2848.926117 = -792010.281879 nChanged 9 SP:Iteration 67Q (405.136006 sec): 3 clusters Score: Raw -794860.705515 + Penalty 2848.926117 = -792011.779398 nChanged 8 SP:Iteration 68Q (405.189837 sec): 3 clusters Score: Raw -794861.680596 + Penalty 2848.926117 = -792012.754479 nChanged 5 SP:Iteration 69Q (405.248313 sec): 3 clusters Score: Raw -794862.379075 + Penalty 2848.926117 = -792013.452958 nChanged 6 SP:Iteration 70Q (405.305085 sec): 3 clusters Score: Raw -794863.394752 + Penalty 2848.926117 = -792014.468636 nChanged 5 SP:Iteration 71Q (405.355971 sec): 3 clusters Score: Raw -794865.124830 + Penalty 2848.926117 = -792016.198713 nChanged 6 SP:Iteration 72Q (405.410480 sec): 3 clusters Score: Raw -794867.263571 + Penalty 2848.926117 = -792018.337454 nChanged 12 SP:Iteration 73Q (405.466047 sec): 3 clusters Score: Raw -794870.534292 + Penalty 2848.926117 = -792021.608175 nChanged 10 SP:Iteration 74Q (405.536144 sec): 3 clusters Score: Raw -794872.723778 + Penalty 2848.926117 = -792023.797661 nChanged 11 SP:Iteration 75Q (405.584442 sec): 3 clusters Score: Raw -794874.959074 + Penalty 2848.926117 = -792026.032957 nChanged 8 SP:Iteration 76Q (405.643392 sec): 3 clusters Score: Raw -794876.548734 + Penalty 2848.926117 = -792027.622617 nChanged 10 SP:Iteration 77Q (405.701657 sec): 3 clusters Score: Raw -794879.188313 + Penalty 2848.926117 = -792030.262196 nChanged 14 SP:Iteration 78Q (405.750598 sec): 3 clusters Score: Raw -794881.291139 + Penalty 2848.926117 = -792032.365022 nChanged 11 SP:Iteration 79Q (405.807466 sec): 3 clusters Score: Raw -794883.143109 + Penalty 2848.926117 = -792034.216992 nChanged 10 SP:Iteration 80F (405.872883 sec): 3 clusters Score: Raw -794884.936602 + Penalty 2848.926117 = -792036.010485 nChanged 12 SP:Iteration 81Q (405.925136 sec): 3 clusters Score: Raw -794886.350264 + Penalty 2848.926117 = -792037.424147 nChanged 3 SP:Iteration 82Q (405.981334 sec): 3 clusters Score: Raw -794886.639358 + Penalty 2848.926117 = -792037.713241 nChanged 5 SP:Iteration 83Q (406.035446 sec): 3 clusters Score: Raw -794887.246751 + Penalty 2848.926117 = -792038.320634 nChanged 3 SP:Iteration 84Q (406.096935 sec): 3 clusters Score: Raw -794887.641812 + Penalty 2848.926117 = -792038.715695 nChanged 5 SP:Iteration 85Q (406.151138 sec): 3 clusters Score: Raw -794888.707908 + Penalty 2848.926117 = -792039.781791 nChanged 4 SP:Iteration 86Q (406.208757 sec): 3 clusters Score: Raw -794889.609165 + Penalty 2848.926117 = -792040.683048 nChanged 9 SP:Iteration 87Q (406.258451 sec): 3 clusters Score: Raw -794891.256406 + Penalty 2848.926117 = -792042.330289 nChanged 9 SP:Iteration 88Q (406.312714 sec): 3 clusters Score: Raw -794893.774010 + Penalty 2848.926117 = -792044.847893 nChanged 11 SP:Iteration 89Q (406.362181 sec): 3 clusters Score: Raw -794897.545700 + Penalty 2848.926117 = -792048.619583 nChanged 20 SP:Iteration 90Q (406.426243 sec): 3 clusters Score: Raw -794901.584415 + Penalty 2848.926117 = -792052.658298 nChanged 18 SP:Iteration 91Q (406.487323 sec): 3 clusters Score: Raw -794904.459828 + Penalty 2848.926117 = -792055.533711 nChanged 11 SP:Iteration 92Q (406.547257 sec): 3 clusters Score: Raw -794906.590758 + Penalty 2848.926117 = -792057.664641 nChanged 9 SP:Iteration 93Q (406.606600 sec): 3 clusters Score: Raw -794909.142095 + Penalty 2848.926117 = -792060.215978 nChanged 13 SP:Iteration 94Q (406.647656 sec): 3 clusters Score: Raw -794911.413124 + Penalty 2848.926117 = -792062.487008 nChanged 7 SP:Iteration 95Q (406.707667 sec): 3 clusters Score: Raw -794912.525385 + Penalty 2848.926117 = -792063.599268 nChanged 4 SP:Iteration 96Q (406.748795 sec): 3 clusters Score: Raw -794913.269080 + Penalty 2848.926117 = -792064.342963 nChanged 6 SP:Iteration 97Q (406.810388 sec): 3 clusters Score: Raw -794913.923150 + Penalty 2848.926117 = -792064.997033 nChanged 6 SP:Iteration 98Q (406.865504 sec): 3 clusters Score: Raw -794915.205493 + Penalty 2848.926117 = -792066.279376 nChanged 3 SP:Iteration 99Q (406.911946 sec): 3 clusters Score: Raw -794915.665872 + Penalty 2848.926117 = -792066.739755 nChanged 3 SP:Iteration 100F (406.979275 sec): 3 clusters Score: Raw -794916.010313 + Penalty 2848.926117 = -792067.084197 nChanged 1 SP:Iteration 101Q (407.023846 sec): 3 clusters Score: Raw -794916.196533 + Penalty 2848.926117 = -792067.270416 nChanged 2 SP:Iteration 102Q (407.085573 sec): 3 clusters Score: Raw -794916.628565 + Penalty 2848.926117 = -792067.702448 nChanged 2 SP:Iteration 103Q (407.128140 sec): 3 clusters Score: Raw -794916.842664 + Penalty 2848.926117 = -792067.916547 nChanged 1 SP:Iteration 104Q (407.184152 sec): 3 clusters Score: Raw -794916.974328 + Penalty 2848.926117 = -792068.048211 nChanged 1 SP:Iteration 105Q (407.238804 sec): 3 clusters Score: Raw -794917.179430 + Penalty 2848.926117 = -792068.253313 nChanged 1 SP:Iteration 106Q (407.288939 sec): 3 clusters Score: Raw -794917.275871 + Penalty 2848.926117 = -792068.349754 nChanged 1 SP:Iteration 107Q (407.348544 sec): 3 clusters Score: Raw -794917.503999 + Penalty 2848.926117 = -792068.577882 nChanged 2 SP:Iteration 108Q (407.405869 sec): 3 clusters Score: Raw -794917.845960 + Penalty 2848.926117 = -792068.919844 nChanged 2 SP:Iteration 109Q (407.456075 sec): 3 clusters Score: Raw -794918.089320 + Penalty 2848.926117 = -792069.163203 nChanged 2 SP:Iteration 110Q (407.513141 sec): 3 clusters Score: Raw -794918.306133 + Penalty 2848.926117 = -792069.380016 nChanged 2 SP:Iteration 111Q (407.563634 sec): 3 clusters Score: Raw -794918.663484 + Penalty 2848.926117 = -792069.737367 nChanged 0 SP:Iteration 112F (407.634642 sec): 3 clusters Score: Raw -794918.663484 + Penalty 2848.926117 = -792069.737367 nChanged 0 Trying to split cluster 23 (8134 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (407.668709 sec): 2 clusters Score: Raw -1049285.714600 + Penalty 1463.118814 = -1047822.595786 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (407.717852 sec): 3 clusters Score: Raw -1044744.497175 + Penalty 2926.237628 = -1041818.259547 nChanged 3460 SP:Iteration 1F (407.782468 sec): 3 clusters Score: Raw -1046613.526803 + Penalty 2926.237628 = -1043687.289175 nChanged 518 SP:Iteration 2F (407.838447 sec): 3 clusters Score: Raw -1046824.493179 + Penalty 2926.237628 = -1043898.255551 nChanged 361 SP:Iteration 3Q (407.897904 sec): 3 clusters Score: Raw -1046947.415313 + Penalty 2926.237628 = -1044021.177685 nChanged 298 SP:Iteration 4Q (407.956968 sec): 3 clusters Score: Raw -1047039.528035 + Penalty 2926.237628 = -1044113.290407 nChanged 266 SP:Iteration 5Q (408.016584 sec): 3 clusters Score: Raw -1047129.023569 + Penalty 2926.237628 = -1044202.785941 nChanged 244 SP:Iteration 6Q (408.068538 sec): 3 clusters Score: Raw -1047216.143261 + Penalty 2926.237628 = -1044289.905633 nChanged 240 SP:Iteration 7Q (408.132087 sec): 3 clusters Score: Raw -1047304.649223 + Penalty 2926.237628 = -1044378.411595 nChanged 258 SP:Iteration 8Q (408.188608 sec): 3 clusters Score: Raw -1047419.885024 + Penalty 2926.237628 = -1044493.647396 nChanged 280 SP:Iteration 9Q (408.258513 sec): 3 clusters Score: Raw -1047556.427020 + Penalty 2926.237628 = -1044630.189392 nChanged 309 SP:Iteration 10Q (408.318570 sec): 3 clusters Score: Raw -1047707.649676 + Penalty 2926.237628 = -1044781.412048 nChanged 342 SP:Iteration 11Q (408.383283 sec): 3 clusters Score: Raw -1047919.077837 + Penalty 2926.237628 = -1044992.840209 nChanged 360 SP:Iteration 12Q (408.435554 sec): 3 clusters Score: Raw -1048174.779426 + Penalty 2926.237628 = -1045248.541798 nChanged 339 SP:Iteration 13Q (408.496016 sec): 3 clusters Score: Raw -1048428.293426 + Penalty 2926.237628 = -1045502.055798 nChanged 331 SP:Iteration 14Q (408.539045 sec): 3 clusters Score: Raw -1048678.558761 + Penalty 2926.237628 = -1045752.321133 nChanged 299 SP:Iteration 15Q (408.607419 sec): 3 clusters Score: Raw -1048897.310948 + Penalty 2926.237628 = -1045971.073320 nChanged 226 SP:Iteration 16Q (408.651805 sec): 3 clusters Score: Raw -1049049.944749 + Penalty 2926.237628 = -1046123.707121 nChanged 158 SP:Iteration 17Q (408.712324 sec): 3 clusters Score: Raw -1049129.843198 + Penalty 2926.237628 = -1046203.605570 nChanged 123 SP:Iteration 18Q (408.772416 sec): 3 clusters Score: Raw -1049189.794533 + Penalty 2926.237628 = -1046263.556905 nChanged 101 SP:Iteration 19Q (408.829803 sec): 3 clusters Score: Raw -1049236.725875 + Penalty 2926.237628 = -1046310.488247 nChanged 75 SP:Iteration 20F (408.891172 sec): 3 clusters Score: Raw -1049280.541143 + Penalty 2926.237628 = -1046354.303515 nChanged 80 SP:Iteration 21Q (408.942716 sec): 3 clusters Score: Raw -1049324.138442 + Penalty 2926.237628 = -1046397.900814 nChanged 83 SP:Iteration 22Q (409.001334 sec): 3 clusters Score: Raw -1049366.585816 + Penalty 2926.237628 = -1046440.348188 nChanged 85 SP:Iteration 23Q (409.067253 sec): 3 clusters Score: Raw -1049417.816569 + Penalty 2926.237628 = -1046491.578941 nChanged 85 SP:Iteration 24Q (409.115842 sec): 3 clusters Score: Raw -1049467.122669 + Penalty 2926.237628 = -1046540.885041 nChanged 65 SP:Iteration 25Q (409.185113 sec): 3 clusters Score: Raw -1049495.872326 + Penalty 2926.237628 = -1046569.634698 nChanged 51 SP:Iteration 26Q (409.243739 sec): 3 clusters Score: Raw -1049518.106567 + Penalty 2926.237628 = -1046591.868939 nChanged 43 SP:Iteration 27Q (409.304866 sec): 3 clusters Score: Raw -1049539.571292 + Penalty 2926.237628 = -1046613.333664 nChanged 45 SP:Iteration 28Q (409.350974 sec): 3 clusters Score: Raw -1049561.508410 + Penalty 2926.237628 = -1046635.270782 nChanged 47 SP:Iteration 29Q (409.412510 sec): 3 clusters Score: Raw -1049580.860676 + Penalty 2926.237628 = -1046654.623048 nChanged 34 SP:Iteration 30Q (409.475593 sec): 3 clusters Score: Raw -1049597.440087 + Penalty 2926.237628 = -1046671.202458 nChanged 41 SP:Iteration 31Q (409.534743 sec): 3 clusters Score: Raw -1049609.985370 + Penalty 2926.237628 = -1046683.747742 nChanged 22 SP:Iteration 32Q (409.592310 sec): 3 clusters Score: Raw -1049614.986187 + Penalty 2926.237628 = -1046688.748559 nChanged 12 SP:Iteration 33Q (409.638178 sec): 3 clusters Score: Raw -1049617.471159 + Penalty 2926.237628 = -1046691.233531 nChanged 8 SP:Iteration 34Q (409.704032 sec): 3 clusters Score: Raw -1049619.957997 + Penalty 2926.237628 = -1046693.720369 nChanged 12 SP:Iteration 35Q (409.748356 sec): 3 clusters Score: Raw -1049623.299724 + Penalty 2926.237628 = -1046697.062096 nChanged 5 SP:Iteration 36Q (409.806416 sec): 3 clusters Score: Raw -1049624.050851 + Penalty 2926.237628 = -1046697.813223 nChanged 4 SP:Iteration 37Q (409.864900 sec): 3 clusters Score: Raw -1049625.031203 + Penalty 2926.237628 = -1046698.793575 nChanged 6 SP:Iteration 38Q (409.926594 sec): 3 clusters Score: Raw -1049626.226152 + Penalty 2926.237628 = -1046699.988524 nChanged 3 SP:Iteration 39Q (409.987747 sec): 3 clusters Score: Raw -1049626.914897 + Penalty 2926.237628 = -1046700.677269 nChanged 1 SP:Iteration 40F (410.034849 sec): 3 clusters Score: Raw -1049627.221470 + Penalty 2926.237628 = -1046700.983842 nChanged 1 SP:Iteration 41Q (410.098056 sec): 3 clusters Score: Raw -1049627.569019 + Penalty 2926.237628 = -1046701.331391 nChanged 1 SP:Iteration 42Q (410.150244 sec): 3 clusters Score: Raw -1049627.665761 + Penalty 2926.237628 = -1046701.428133 nChanged 0 SP:Iteration 43F (410.214786 sec): 3 clusters Score: Raw -1049627.665761 + Penalty 2926.237628 = -1046701.428133 nChanged 0 Trying to split cluster 24 (320 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (410.237142 sec): 2 clusters Score: Raw -37767.062574 + Penalty 937.352162 = -36829.710413 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (410.273317 sec): 3 clusters Score: Raw -37875.980783 + Penalty 1874.704324 = -36001.276459 nChanged 56 SP:Iteration 1F (410.317411 sec): 3 clusters Score: Raw -37982.621374 + Penalty 1874.704324 = -36107.917050 nChanged 27 SP:Iteration 2F (410.353322 sec): 3 clusters Score: Raw -38035.025717 + Penalty 1874.704324 = -36160.321394 nChanged 14 SP:Iteration 3Q (410.403819 sec): 3 clusters Score: Raw -38059.272208 + Penalty 1874.704324 = -36184.567884 nChanged 8 SP:Iteration 4Q (410.453680 sec): 3 clusters Score: Raw -38073.857731 + Penalty 1874.704324 = -36199.153408 nChanged 5 SP:Iteration 5Q (410.496403 sec): 3 clusters Score: Raw -38082.351642 + Penalty 1874.704324 = -36207.647318 nChanged 5 SP:Iteration 6Q (410.535351 sec): 3 clusters Score: Raw -38094.302414 + Penalty 1874.704324 = -36219.598091 nChanged 1 SP:Iteration 7Q (410.595491 sec): 3 clusters Score: Raw -38111.962356 + Penalty 1874.704324 = -36237.258032 nChanged 3 SP:Iteration 8Q (410.635928 sec): 3 clusters Score: Raw -38127.643686 + Penalty 1874.704324 = -36252.939363 nChanged 1 SP:Iteration 9Q (410.665917 sec): 3 clusters Score: Raw -38127.972564 + Penalty 1874.704324 = -36253.268241 nChanged 3 SP:Iteration 10Q (410.714467 sec): 3 clusters Score: Raw -38131.865722 + Penalty 1874.704324 = -36257.161398 nChanged 1 SP:Iteration 11Q (410.747701 sec): 3 clusters Score: Raw -38136.907800 + Penalty 1874.704324 = -36262.203476 nChanged 1 SP:Iteration 12Q (410.785058 sec): 3 clusters Score: Raw -38141.650354 + Penalty 1874.704324 = -36266.946030 nChanged 0 SP:Iteration 13F (410.823709 sec): 3 clusters Score: Raw -38141.650354 + Penalty 1874.704324 = -36266.946030 nChanged 0 Trying to split cluster 25 (1054 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (410.846050 sec): 2 clusters Score: Raw -114563.222039 + Penalty 1131.056506 = -113432.165533 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (410.891108 sec): 3 clusters Score: Raw -114209.081655 + Penalty 2262.113012 = -111946.968643 nChanged 339 SP:Iteration 1F (410.939373 sec): 3 clusters Score: Raw -114544.562365 + Penalty 2262.113012 = -112282.449353 nChanged 84 SP:Iteration 2F (410.992946 sec): 3 clusters Score: Raw -114694.243154 + Penalty 2262.113012 = -112432.130142 nChanged 59 SP:Iteration 3F (411.027944 sec): 3 clusters Score: Raw -114786.835386 + Penalty 2262.113012 = -112524.722374 nChanged 39 SP:Iteration 4Q (411.084403 sec): 3 clusters Score: Raw -114828.314540 + Penalty 2262.113012 = -112566.201528 nChanged 17 SP:Iteration 5Q (411.127497 sec): 3 clusters Score: Raw -114842.003485 + Penalty 2262.113012 = -112579.890473 nChanged 14 SP:Iteration 6Q (411.165299 sec): 3 clusters Score: Raw -114856.169925 + Penalty 2262.113012 = -112594.056913 nChanged 19 SP:Iteration 7Q (411.223844 sec): 3 clusters Score: Raw -114880.282254 + Penalty 2262.113012 = -112618.169242 nChanged 14 SP:Iteration 8Q (411.271012 sec): 3 clusters Score: Raw -114904.316939 + Penalty 2262.113012 = -112642.203927 nChanged 20 SP:Iteration 9Q (411.313003 sec): 3 clusters Score: Raw -114925.237822 + Penalty 2262.113012 = -112663.124810 nChanged 23 SP:Iteration 10Q (411.363303 sec): 3 clusters Score: Raw -114945.304513 + Penalty 2262.113012 = -112683.191501 nChanged 12 SP:Iteration 11Q (411.412927 sec): 3 clusters Score: Raw -114957.310272 + Penalty 2262.113012 = -112695.197260 nChanged 12 SP:Iteration 12Q (411.457516 sec): 3 clusters Score: Raw -114966.879316 + Penalty 2262.113012 = -112704.766304 nChanged 6 SP:Iteration 13Q (411.496483 sec): 3 clusters Score: Raw -114970.957891 + Penalty 2262.113012 = -112708.844879 nChanged 6 SP:Iteration 14Q (411.538634 sec): 3 clusters Score: Raw -114977.587917 + Penalty 2262.113012 = -112715.474905 nChanged 4 SP:Iteration 15Q (411.586543 sec): 3 clusters Score: Raw -114980.115224 + Penalty 2262.113012 = -112718.002212 nChanged 3 SP:Iteration 16Q (411.632028 sec): 3 clusters Score: Raw -114983.688157 + Penalty 2262.113012 = -112721.575145 nChanged 1 SP:Iteration 17Q (411.679959 sec): 3 clusters Score: Raw -114988.371086 + Penalty 2262.113012 = -112726.258074 nChanged 0 SP:Iteration 18F (411.733378 sec): 3 clusters Score: Raw -114988.371086 + Penalty 2262.113012 = -112726.258074 nChanged 0 Time taken for this iteration:411.020499 seconds. 20->26 Clusters: Score -7577687.171980, best is 100000000000000005366162204393472.000000 THE BEST YET! Starting from 21 clusters... ------ Clustering full data set of 63460 points ------ SP: Assigned 21 initial classes randomly. Deleting Class 12 (30 points): Lose 68.402915 but Gain 1796.951823 Iteration 0F (412.928228 sec): 20 clusters Score: Raw -6402028.097460 + Penalty 34142.084639 = -6367886.012822 nChanged 60336 Deleting Class 1 (117 points): Lose 455.142183 but Gain 1796.951823 Iteration 1F (414.081544 sec): 19 clusters Score: Raw -7374676.263636 + Penalty 32345.132816 = -7342331.130820 nChanged 5366 Deleting Class 4 (187 points): Lose 512.148914 but Gain 1796.951823 Iteration 2F (415.095545 sec): 18 clusters Score: Raw -7428154.250312 + Penalty 30548.180992 = -7397606.069320 nChanged 4673 Deleting Class 2 (113 points): Lose 1334.598035 but Gain 1796.951823 Iteration 3F (416.124639 sec): 17 clusters Score: Raw -7458711.238095 + Penalty 28751.229169 = -7429960.008926 nChanged 4700 Deleting Class 8 (96 points): Lose 1635.816231 but Gain 1796.951823 Iteration 4F (417.064564 sec): 16 clusters Score: Raw -7477312.192891 + Penalty 26954.277346 = -7450357.915544 nChanged 4527 Iteration 5F (417.954758 sec): 16 clusters Score: Raw -7493200.011974 + Penalty 26954.277346 = -7466245.734628 nChanged 4453 Iteration 6F (418.867818 sec): 16 clusters Score: Raw -7507416.467110 + Penalty 26954.277346 = -7480462.189764 nChanged 4323 Iteration 7F (419.744552 sec): 16 clusters Score: Raw -7518349.322269 + Penalty 26954.277346 = -7491395.044923 nChanged 3980 Iteration 8F (420.643606 sec): 16 clusters Score: Raw -7527323.092171 + Penalty 26954.277346 = -7500368.814825 nChanged 3789 Iteration 9F (421.541613 sec): 16 clusters Score: Raw -7535890.459736 + Penalty 26954.277346 = -7508936.182390 nChanged 3886 Iteration 10F (422.434431 sec): 16 clusters Score: Raw -7545897.433700 + Penalty 26954.277346 = -7518943.156354 nChanged 3863 Iteration 11F (423.335144 sec): 16 clusters Score: Raw -7557214.660245 + Penalty 26954.277346 = -7530260.382898 nChanged 3242 Iteration 12F (424.231270 sec): 16 clusters Score: Raw -7565861.829625 + Penalty 26954.277346 = -7538907.552279 nChanged 2185 Iteration 13Q (424.809842 sec): 16 clusters Score: Raw -7569786.129526 + Penalty 26954.277346 = -7542831.852179 nChanged 1437 Iteration 14Q (425.376413 sec): 16 clusters Score: Raw -7571363.430903 + Penalty 26954.277346 = -7544409.153556 nChanged 985 Iteration 15Q (425.921442 sec): 16 clusters Score: Raw -7572402.145533 + Penalty 26954.277346 = -7545447.868187 nChanged 769 Iteration 16Q (426.474271 sec): 16 clusters Score: Raw -7573282.226882 + Penalty 26954.277346 = -7546327.949536 nChanged 683 Iteration 17Q (427.040497 sec): 16 clusters Score: Raw -7574216.258826 + Penalty 26954.277346 = -7547261.981480 nChanged 605 Iteration 18Q (427.579504 sec): 16 clusters Score: Raw -7574978.274005 + Penalty 26954.277346 = -7548023.996659 nChanged 508 Iteration 19Q (428.138146 sec): 16 clusters Score: Raw -7575553.030747 + Penalty 26954.277346 = -7548598.753401 nChanged 419 Writing temp clu file Because OldScore, -7548023.996659, is greater than current (better) Score,-7548598.753401 Compute initial score before splitting: Score: Raw -7575553.030747 + Penalty 26954.277346 = -7548598.753401 Trying to split cluster 3 (16644 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (428.203371 sec): 2 clusters Score: Raw -2071695.926459 + Penalty 1579.468324 = -2070116.458135 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (428.266365 sec): 3 clusters Score: Raw -2061954.659367 + Penalty 3158.936648 = -2058795.722719 nChanged 7502 SP:Iteration 1F (428.328911 sec): 3 clusters Score: Raw -2066875.313506 + Penalty 3158.936648 = -2063716.376858 nChanged 1400 SP:Iteration 2F (428.401592 sec): 3 clusters Score: Raw -2068246.283877 + Penalty 3158.936648 = -2065087.347230 nChanged 1578 SP:Iteration 3F (428.477708 sec): 3 clusters Score: Raw -2069866.275819 + Penalty 3158.936648 = -2066707.339171 nChanged 1576 SP:Iteration 4F (428.557396 sec): 3 clusters Score: Raw -2071224.932667 + Penalty 3158.936648 = -2068065.996020 nChanged 1288 SP:Iteration 5F (428.618165 sec): 3 clusters Score: Raw -2072173.881102 + Penalty 3158.936648 = -2069014.944454 nChanged 932 SP:Iteration 6F (428.689735 sec): 3 clusters Score: Raw -2072794.385663 + Penalty 3158.936648 = -2069635.449015 nChanged 735 SP:Iteration 7Q (428.757365 sec): 3 clusters Score: Raw -2073495.098036 + Penalty 3158.936648 = -2070336.161388 nChanged 792 SP:Iteration 8Q (428.832711 sec): 3 clusters Score: Raw -2075101.903199 + Penalty 3158.936648 = -2071942.966551 nChanged 670 SP:Iteration 9Q (428.906499 sec): 3 clusters Score: Raw -2076324.813752 + Penalty 3158.936648 = -2073165.877105 nChanged 448 SP:Iteration 10Q (428.962684 sec): 3 clusters Score: Raw -2076643.784410 + Penalty 3158.936648 = -2073484.847762 nChanged 260 SP:Iteration 11Q (429.031820 sec): 3 clusters Score: Raw -2076771.634264 + Penalty 3158.936648 = -2073612.697616 nChanged 186 SP:Iteration 12Q (429.105492 sec): 3 clusters Score: Raw -2076848.860240 + Penalty 3158.936648 = -2073689.923592 nChanged 133 SP:Iteration 13Q (429.181996 sec): 3 clusters Score: Raw -2076897.175400 + Penalty 3158.936648 = -2073738.238753 nChanged 113 SP:Iteration 14Q (429.245964 sec): 3 clusters Score: Raw -2076925.139689 + Penalty 3158.936648 = -2073766.203042 nChanged 82 SP:Iteration 15Q (429.322522 sec): 3 clusters Score: Raw -2076941.447547 + Penalty 3158.936648 = -2073782.510899 nChanged 60 SP:Iteration 16Q (429.390462 sec): 3 clusters Score: Raw -2076951.086275 + Penalty 3158.936648 = -2073792.149627 nChanged 41 SP:Iteration 17Q (429.465218 sec): 3 clusters Score: Raw -2076955.690238 + Penalty 3158.936648 = -2073796.753590 nChanged 32 SP:Iteration 18Q (429.528072 sec): 3 clusters Score: Raw -2076959.135713 + Penalty 3158.936648 = -2073800.199065 nChanged 21 SP:Iteration 19Q (429.600764 sec): 3 clusters Score: Raw -2076961.078642 + Penalty 3158.936648 = -2073802.141994 nChanged 20 SP:Iteration 20F (429.673137 sec): 3 clusters Score: Raw -2076962.837568 + Penalty 3158.936648 = -2073803.900920 nChanged 17 SP:Iteration 21Q (429.748936 sec): 3 clusters Score: Raw -2076963.963352 + Penalty 3158.936648 = -2073805.026705 nChanged 9 SP:Iteration 22Q (429.816050 sec): 3 clusters Score: Raw -2076964.588955 + Penalty 3158.936648 = -2073805.652307 nChanged 10 SP:Iteration 23Q (429.879563 sec): 3 clusters Score: Raw -2076965.335908 + Penalty 3158.936648 = -2073806.399260 nChanged 4 SP:Iteration 24Q (429.951885 sec): 3 clusters Score: Raw -2076965.482965 + Penalty 3158.936648 = -2073806.546318 nChanged 4 SP:Iteration 25Q (430.022801 sec): 3 clusters Score: Raw -2076965.810296 + Penalty 3158.936648 = -2073806.873648 nChanged 5 SP:Iteration 26Q (430.095133 sec): 3 clusters Score: Raw -2076966.052679 + Penalty 3158.936648 = -2073807.116031 nChanged 7 SP:Iteration 27Q (430.172528 sec): 3 clusters Score: Raw -2076966.511170 + Penalty 3158.936648 = -2073807.574522 nChanged 10 SP:Iteration 28Q (430.231143 sec): 3 clusters Score: Raw -2076967.429630 + Penalty 3158.936648 = -2073808.492983 nChanged 12 SP:Iteration 29Q (430.298533 sec): 3 clusters Score: Raw -2076968.586825 + Penalty 3158.936648 = -2073809.650177 nChanged 12 SP:Iteration 30Q (430.371362 sec): 3 clusters Score: Raw -2076969.481443 + Penalty 3158.936648 = -2073810.544796 nChanged 13 SP:Iteration 31Q (430.438434 sec): 3 clusters Score: Raw -2076970.502193 + Penalty 3158.936648 = -2073811.565545 nChanged 13 SP:Iteration 32Q (430.506117 sec): 3 clusters Score: Raw -2076971.982209 + Penalty 3158.936648 = -2073813.045561 nChanged 15 SP:Iteration 33Q (430.568333 sec): 3 clusters Score: Raw -2076973.522243 + Penalty 3158.936648 = -2073814.585596 nChanged 14 SP:Iteration 34Q (430.647453 sec): 3 clusters Score: Raw -2076974.739436 + Penalty 3158.936648 = -2073815.802788 nChanged 11 SP:Iteration 35Q (430.717497 sec): 3 clusters Score: Raw -2076975.836467 + Penalty 3158.936648 = -2073816.899819 nChanged 12 SP:Iteration 36Q (430.780013 sec): 3 clusters Score: Raw -2076976.638583 + Penalty 3158.936648 = -2073817.701935 nChanged 7 SP:Iteration 37Q (430.859620 sec): 3 clusters Score: Raw -2076976.982889 + Penalty 3158.936648 = -2073818.046241 nChanged 2 SP:Iteration 38Q (430.919659 sec): 3 clusters Score: Raw -2076977.066009 + Penalty 3158.936648 = -2073818.129361 nChanged 2 SP:Iteration 39Q (430.991017 sec): 3 clusters Score: Raw -2076977.198864 + Penalty 3158.936648 = -2073818.262217 nChanged 3 SP:Iteration 40F (431.077926 sec): 3 clusters Score: Raw -2076977.310378 + Penalty 3158.936648 = -2073818.373730 nChanged 1 SP:Iteration 41Q (431.148736 sec): 3 clusters Score: Raw -2076977.420251 + Penalty 3158.936648 = -2073818.483604 nChanged 1 SP:Iteration 42Q (431.223079 sec): 3 clusters Score: Raw -2076977.489103 + Penalty 3158.936648 = -2073818.552455 nChanged 0 SP:Iteration 43F (431.288629 sec): 3 clusters Score: Raw -2076977.489103 + Penalty 3158.936648 = -2073818.552455 nChanged 0 Score: Raw -7580998.793391 + Penalty 28751.229169 = -7552247.564222 Splitting cluster 3 changes total score from -7548598.753401 to -7552247.564222 So it's getting split into cluster 1. Trying to split cluster 5 (361 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (432.240446 sec): 2 clusters Score: Raw -34426.474754 + Penalty 956.942668 = -33469.532085 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (432.285395 sec): 3 clusters Score: Raw -34554.930188 + Penalty 1913.885336 = -32641.044852 nChanged 95 SP:Iteration 1F (432.331582 sec): 3 clusters Score: Raw -34882.560728 + Penalty 1913.885336 = -32968.675392 nChanged 37 SP:Iteration 2F (432.370234 sec): 3 clusters Score: Raw -35084.804739 + Penalty 1913.885336 = -33170.919403 nChanged 18 SP:Iteration 3Q (432.410619 sec): 3 clusters Score: Raw -35203.075752 + Penalty 1913.885336 = -33289.190416 nChanged 5 SP:Iteration 4Q (432.457344 sec): 3 clusters Score: Raw -35228.292976 + Penalty 1913.885336 = -33314.407640 nChanged 10 SP:Iteration 5Q (432.495877 sec): 3 clusters Score: Raw -35269.288105 + Penalty 1913.885336 = -33355.402769 nChanged 2 SP:Iteration 6Q (432.545549 sec): 3 clusters Score: Raw -35297.805508 + Penalty 1913.885336 = -33383.920172 nChanged 7 SP:Iteration 7Q (432.577282 sec): 3 clusters Score: Raw -35361.346317 + Penalty 1913.885336 = -33447.460981 nChanged 3 SP:Iteration 8Q (432.618888 sec): 3 clusters Score: Raw -35371.587309 + Penalty 1913.885336 = -33457.701973 nChanged 2 SP:Iteration 9Q (432.666883 sec): 3 clusters Score: Raw -35378.646181 + Penalty 1913.885336 = -33464.760845 nChanged 1 SP:Iteration 10Q (432.714894 sec): 3 clusters Score: Raw -35388.899534 + Penalty 1913.885336 = -33475.014197 nChanged 1 SP:Iteration 11Q (432.761592 sec): 3 clusters Score: Raw -35395.765524 + Penalty 1913.885336 = -33481.880187 nChanged 1 SP:Iteration 12Q (432.803371 sec): 3 clusters Score: Raw -35398.989304 + Penalty 1913.885336 = -33485.103968 nChanged 0 SP:Iteration 13F (432.851813 sec): 3 clusters Score: Raw -35398.989304 + Penalty 1913.885336 = -33485.103968 nChanged 0 Score: Raw -7581971.307942 + Penalty 30548.180992 = -7551423.126949 Splitting cluster 5 changes total score from -7548598.753401 to -7551423.126949 So it's getting split into cluster 2. Trying to split cluster 6 (365 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (433.879553 sec): 2 clusters Score: Raw -41399.414263 + Penalty 958.733320 = -40440.680943 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (433.916828 sec): 3 clusters Score: Raw -41504.837603 + Penalty 1917.466640 = -39587.370963 nChanged 85 SP:Iteration 1F (433.956443 sec): 3 clusters Score: Raw -41699.176698 + Penalty 1917.466640 = -39781.710059 nChanged 35 SP:Iteration 2F (434.002472 sec): 3 clusters Score: Raw -41782.572841 + Penalty 1917.466640 = -39865.106201 nChanged 20 SP:Iteration 3F (434.053223 sec): 3 clusters Score: Raw -41898.843563 + Penalty 1917.466640 = -39981.376923 nChanged 14 SP:Iteration 4Q (434.098083 sec): 3 clusters Score: Raw -42035.052383 + Penalty 1917.466640 = -40117.585743 nChanged 14 SP:Iteration 5Q (434.142037 sec): 3 clusters Score: Raw -42085.793778 + Penalty 1917.466640 = -40168.327138 nChanged 6 SP:Iteration 6Q (434.189501 sec): 3 clusters Score: Raw -42138.655141 + Penalty 1917.466640 = -40221.188501 nChanged 8 SP:Iteration 7Q (434.235304 sec): 3 clusters Score: Raw -42257.924380 + Penalty 1917.466640 = -40340.457740 nChanged 12 SP:Iteration 8Q (434.277288 sec): 3 clusters Score: Raw -42321.157443 + Penalty 1917.466640 = -40403.690803 nChanged 5 SP:Iteration 9Q (434.319473 sec): 3 clusters Score: Raw -42355.333304 + Penalty 1917.466640 = -40437.866664 nChanged 4 SP:Iteration 10Q (434.378265 sec): 3 clusters Score: Raw -42431.066126 + Penalty 1917.466640 = -40513.599486 nChanged 8 SP:Iteration 11Q (434.416539 sec): 3 clusters Score: Raw -42467.610123 + Penalty 1917.466640 = -40550.143483 nChanged 3 SP:Iteration 12Q (434.470699 sec): 3 clusters Score: Raw -42474.187801 + Penalty 1917.466640 = -40556.721161 nChanged 0 SP:Iteration 13F (434.514562 sec): 3 clusters Score: Raw -42474.187801 + Penalty 1917.466640 = -40556.721161 nChanged 0 Score: Raw -7583046.081479 + Penalty 32345.132816 = -7550700.948664 Splitting cluster 6 changes total score from -7548598.753401 to -7550700.948664 So it's getting split into cluster 4. Trying to split cluster 7 (892 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (435.600674 sec): 2 clusters Score: Raw -110592.138246 + Penalty 1103.938247 = -109488.200000 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (435.649214 sec): 3 clusters Score: Raw -110373.732024 + Penalty 2207.876493 = -108165.855531 nChanged 239 SP:Iteration 1F (435.693493 sec): 3 clusters Score: Raw -110628.864849 + Penalty 2207.876493 = -108420.988356 nChanged 51 SP:Iteration 2F (435.736248 sec): 3 clusters Score: Raw -110700.757720 + Penalty 2207.876493 = -108492.881227 nChanged 44 SP:Iteration 3Q (435.779992 sec): 3 clusters Score: Raw -110762.156932 + Penalty 2207.876493 = -108554.280439 nChanged 28 SP:Iteration 4Q (435.822096 sec): 3 clusters Score: Raw -110806.132193 + Penalty 2207.876493 = -108598.255700 nChanged 26 SP:Iteration 5Q (435.863515 sec): 3 clusters Score: Raw -110835.272538 + Penalty 2207.876493 = -108627.396045 nChanged 20 SP:Iteration 6Q (435.914208 sec): 3 clusters Score: Raw -110863.897771 + Penalty 2207.876493 = -108656.021278 nChanged 17 SP:Iteration 7Q (435.952458 sec): 3 clusters Score: Raw -110886.178062 + Penalty 2207.876493 = -108678.301569 nChanged 13 SP:Iteration 8Q (436.000488 sec): 3 clusters Score: Raw -110896.954396 + Penalty 2207.876493 = -108689.077903 nChanged 9 SP:Iteration 9Q (436.046569 sec): 3 clusters Score: Raw -110906.167613 + Penalty 2207.876493 = -108698.291120 nChanged 7 SP:Iteration 10Q (436.099572 sec): 3 clusters Score: Raw -110923.535989 + Penalty 2207.876493 = -108715.659496 nChanged 10 SP:Iteration 11Q (436.145607 sec): 3 clusters Score: Raw -110933.624724 + Penalty 2207.876493 = -108725.748231 nChanged 12 SP:Iteration 12Q (436.191215 sec): 3 clusters Score: Raw -110948.016628 + Penalty 2207.876493 = -108740.140134 nChanged 10 SP:Iteration 13Q (436.238178 sec): 3 clusters Score: Raw -110965.365722 + Penalty 2207.876493 = -108757.489229 nChanged 11 SP:Iteration 14Q (436.284934 sec): 3 clusters Score: Raw -110977.987236 + Penalty 2207.876493 = -108770.110743 nChanged 9 SP:Iteration 15Q (436.339688 sec): 3 clusters Score: Raw -110987.031203 + Penalty 2207.876493 = -108779.154710 nChanged 9 SP:Iteration 16Q (436.383568 sec): 3 clusters Score: Raw -111002.929970 + Penalty 2207.876493 = -108795.053477 nChanged 14 SP:Iteration 17Q (436.429083 sec): 3 clusters Score: Raw -111013.155483 + Penalty 2207.876493 = -108805.278990 nChanged 6 SP:Iteration 18Q (436.472556 sec): 3 clusters Score: Raw -111023.453910 + Penalty 2207.876493 = -108815.577417 nChanged 8 SP:Iteration 19Q (436.514739 sec): 3 clusters Score: Raw -111032.592593 + Penalty 2207.876493 = -108824.716100 nChanged 7 SP:Iteration 20F (436.566019 sec): 3 clusters Score: Raw -111041.935972 + Penalty 2207.876493 = -108834.059479 nChanged 1 SP:Iteration 21Q (436.616247 sec): 3 clusters Score: Raw -111042.847159 + Penalty 2207.876493 = -108834.970666 nChanged 1 SP:Iteration 22Q (436.662405 sec): 3 clusters Score: Raw -111043.269560 + Penalty 2207.876493 = -108835.393067 nChanged 0 SP:Iteration 23F (436.701502 sec): 3 clusters Score: Raw -111043.269560 + Penalty 2207.876493 = -108835.393067 nChanged 0 Trying to split cluster 9 (1139 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (436.741072 sec): 2 clusters Score: Raw -121642.641590 + Penalty 1143.659719 = -120498.981871 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (436.787436 sec): 3 clusters Score: Raw -121368.454608 + Penalty 2287.319438 = -119081.135170 nChanged 388 SP:Iteration 1F (436.836571 sec): 3 clusters Score: Raw -121823.486395 + Penalty 2287.319438 = -119536.166956 nChanged 97 SP:Iteration 2F (436.879230 sec): 3 clusters Score: Raw -121939.033975 + Penalty 2287.319438 = -119651.714537 nChanged 49 SP:Iteration 3Q (436.934333 sec): 3 clusters Score: Raw -122011.622190 + Penalty 2287.319438 = -119724.302752 nChanged 31 SP:Iteration 4Q (436.975656 sec): 3 clusters Score: Raw -122054.073102 + Penalty 2287.319438 = -119766.753664 nChanged 25 SP:Iteration 5Q (437.021023 sec): 3 clusters Score: Raw -122074.381381 + Penalty 2287.319438 = -119787.061943 nChanged 19 SP:Iteration 6Q (437.065010 sec): 3 clusters Score: Raw -122085.096771 + Penalty 2287.319438 = -119797.777333 nChanged 9 SP:Iteration 7Q (437.118868 sec): 3 clusters Score: Raw -122092.996022 + Penalty 2287.319438 = -119805.676584 nChanged 11 SP:Iteration 8Q (437.152590 sec): 3 clusters Score: Raw -122105.109019 + Penalty 2287.319438 = -119817.789581 nChanged 14 SP:Iteration 9Q (437.213884 sec): 3 clusters Score: Raw -122119.809433 + Penalty 2287.319438 = -119832.489995 nChanged 19 SP:Iteration 10Q (437.252433 sec): 3 clusters Score: Raw -122135.801737 + Penalty 2287.319438 = -119848.482298 nChanged 12 SP:Iteration 11Q (437.299287 sec): 3 clusters Score: Raw -122145.062836 + Penalty 2287.319438 = -119857.743398 nChanged 15 SP:Iteration 12Q (437.348407 sec): 3 clusters Score: Raw -122156.163879 + Penalty 2287.319438 = -119868.844441 nChanged 15 SP:Iteration 13Q (437.400500 sec): 3 clusters Score: Raw -122165.939525 + Penalty 2287.319438 = -119878.620087 nChanged 15 SP:Iteration 14Q (437.449014 sec): 3 clusters Score: Raw -122180.421214 + Penalty 2287.319438 = -119893.101776 nChanged 15 SP:Iteration 15Q (437.492204 sec): 3 clusters Score: Raw -122194.005033 + Penalty 2287.319438 = -119906.685595 nChanged 19 SP:Iteration 16Q (437.546975 sec): 3 clusters Score: Raw -122221.402965 + Penalty 2287.319438 = -119934.083527 nChanged 17 SP:Iteration 17Q (437.594283 sec): 3 clusters Score: Raw -122244.175358 + Penalty 2287.319438 = -119956.855920 nChanged 17 SP:Iteration 18Q (437.635947 sec): 3 clusters Score: Raw -122259.199140 + Penalty 2287.319438 = -119971.879701 nChanged 19 SP:Iteration 19Q (437.676953 sec): 3 clusters Score: Raw -122294.341601 + Penalty 2287.319438 = -120007.022163 nChanged 28 SP:Iteration 20F (437.718083 sec): 3 clusters Score: Raw -122330.580172 + Penalty 2287.319438 = -120043.260733 nChanged 26 SP:Iteration 21Q (437.777545 sec): 3 clusters Score: Raw -122364.463611 + Penalty 2287.319438 = -120077.144173 nChanged 23 SP:Iteration 22Q (437.822461 sec): 3 clusters Score: Raw -122405.822178 + Penalty 2287.319438 = -120118.502740 nChanged 25 SP:Iteration 23Q (437.871982 sec): 3 clusters Score: Raw -122451.782996 + Penalty 2287.319438 = -120164.463558 nChanged 33 SP:Iteration 24Q (437.919553 sec): 3 clusters Score: Raw -122535.883616 + Penalty 2287.319438 = -120248.564178 nChanged 34 SP:Iteration 25Q (437.968691 sec): 3 clusters Score: Raw -122615.126573 + Penalty 2287.319438 = -120327.807135 nChanged 22 SP:Iteration 26Q (437.997918 sec): 3 clusters Score: Raw -122660.371961 + Penalty 2287.319438 = -120373.052523 nChanged 15 SP:Iteration 27Q (438.037964 sec): 3 clusters Score: Raw -122684.792655 + Penalty 2287.319438 = -120397.473217 nChanged 14 SP:Iteration 28Q (438.076125 sec): 3 clusters Score: Raw -122701.455095 + Penalty 2287.319438 = -120414.135657 nChanged 8 SP:Iteration 29Q (438.116807 sec): 3 clusters Score: Raw -122708.831178 + Penalty 2287.319438 = -120421.511740 nChanged 6 SP:Iteration 30Q (438.156578 sec): 3 clusters Score: Raw -122721.168112 + Penalty 2287.319438 = -120433.848674 nChanged 13 SP:Iteration 31Q (438.203582 sec): 3 clusters Score: Raw -122740.443597 + Penalty 2287.319438 = -120453.124159 nChanged 14 SP:Iteration 32Q (438.260503 sec): 3 clusters Score: Raw -122756.783167 + Penalty 2287.319438 = -120469.463729 nChanged 10 SP:Iteration 33Q (438.308240 sec): 3 clusters Score: Raw -122768.271411 + Penalty 2287.319438 = -120480.951973 nChanged 6 SP:Iteration 34Q (438.353269 sec): 3 clusters Score: Raw -122776.294184 + Penalty 2287.319438 = -120488.974746 nChanged 8 SP:Iteration 35Q (438.399160 sec): 3 clusters Score: Raw -122785.707261 + Penalty 2287.319438 = -120498.387823 nChanged 8 SP:Iteration 36Q (438.449276 sec): 3 clusters Score: Raw -122794.238444 + Penalty 2287.319438 = -120506.919006 nChanged 5 SP:Iteration 37Q (438.494460 sec): 3 clusters Score: Raw -122797.906809 + Penalty 2287.319438 = -120510.587371 nChanged 5 SP:Iteration 38Q (438.546118 sec): 3 clusters Score: Raw -122801.904496 + Penalty 2287.319438 = -120514.585058 nChanged 4 SP:Iteration 39Q (438.592274 sec): 3 clusters Score: Raw -122807.166170 + Penalty 2287.319438 = -120519.846732 nChanged 7 SP:Iteration 40F (438.634030 sec): 3 clusters Score: Raw -122827.832146 + Penalty 2287.319438 = -120540.512708 nChanged 8 SP:Iteration 41Q (438.681989 sec): 3 clusters Score: Raw -122886.031555 + Penalty 2287.319438 = -120598.712117 nChanged 11 SP:Iteration 42Q (438.727906 sec): 3 clusters Score: Raw -122902.678787 + Penalty 2287.319438 = -120615.359349 nChanged 10 SP:Iteration 43Q (438.757779 sec): 3 clusters Score: Raw -122921.567843 + Penalty 2287.319438 = -120634.248405 nChanged 11 SP:Iteration 44Q (438.802929 sec): 3 clusters Score: Raw -122935.131448 + Penalty 2287.319438 = -120647.812010 nChanged 11 SP:Iteration 45Q (438.849431 sec): 3 clusters Score: Raw -122950.681225 + Penalty 2287.319438 = -120663.361787 nChanged 9 SP:Iteration 46Q (438.899538 sec): 3 clusters Score: Raw -122960.911662 + Penalty 2287.319438 = -120673.592224 nChanged 10 SP:Iteration 47Q (438.935440 sec): 3 clusters Score: Raw -122972.098204 + Penalty 2287.319438 = -120684.778765 nChanged 5 SP:Iteration 48Q (438.986504 sec): 3 clusters Score: Raw -122980.345533 + Penalty 2287.319438 = -120693.026095 nChanged 7 SP:Iteration 49Q (439.037253 sec): 3 clusters Score: Raw -122991.968263 + Penalty 2287.319438 = -120704.648825 nChanged 9 SP:Iteration 50Q (439.077837 sec): 3 clusters Score: Raw -123004.992711 + Penalty 2287.319438 = -120717.673273 nChanged 6 SP:Iteration 51Q (439.120282 sec): 3 clusters Score: Raw -123010.866063 + Penalty 2287.319438 = -120723.546625 nChanged 1 SP:Iteration 52Q (439.169221 sec): 3 clusters Score: Raw -123011.407593 + Penalty 2287.319438 = -120724.088155 nChanged 0 SP:Iteration 53F (439.215749 sec): 3 clusters Score: Raw -123011.407593 + Penalty 2287.319438 = -120724.088155 nChanged 0 Score: Raw -7584414.847482 + Penalty 34142.084639 = -7550272.762844 Splitting cluster 9 changes total score from -7548598.753401 to -7550272.762844 So it's getting split into cluster 8. Trying to split cluster 10 (26517 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (440.401258 sec): 2 clusters Score: Raw -3338685.208263 + Penalty 1655.150464 = -3337030.057800 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (440.493548 sec): 3 clusters Score: Raw -3322395.841974 + Penalty 3310.300928 = -3319085.541046 nChanged 12149 SP:Iteration 1F (440.579663 sec): 3 clusters Score: Raw -3329058.251843 + Penalty 3310.300928 = -3325747.950915 nChanged 1308 SP:Iteration 2Q (440.664354 sec): 3 clusters Score: Raw -3329540.074116 + Penalty 3310.300928 = -3326229.773188 nChanged 1306 SP:Iteration 3Q (440.758157 sec): 3 clusters Score: Raw -3330097.230801 + Penalty 3310.300928 = -3326786.929874 nChanged 1452 SP:Iteration 4F (440.841065 sec): 3 clusters Score: Raw -3330822.414259 + Penalty 3310.300928 = -3327512.113332 nChanged 1575 SP:Iteration 5F (440.929866 sec): 3 clusters Score: Raw -3331709.421568 + Penalty 3310.300928 = -3328399.120641 nChanged 1665 SP:Iteration 6F (441.005642 sec): 3 clusters Score: Raw -3332704.479297 + Penalty 3310.300928 = -3329394.178369 nChanged 1690 SP:Iteration 7F (441.096800 sec): 3 clusters Score: Raw -3333711.118546 + Penalty 3310.300928 = -3330400.817618 nChanged 1459 SP:Iteration 8F (441.188839 sec): 3 clusters Score: Raw -3334511.866069 + Penalty 3310.300928 = -3331201.565142 nChanged 1178 SP:Iteration 9Q (441.265914 sec): 3 clusters Score: Raw -3335130.791024 + Penalty 3310.300928 = -3331820.490097 nChanged 967 SP:Iteration 10Q (441.361883 sec): 3 clusters Score: Raw -3335608.838882 + Penalty 3310.300928 = -3332298.537954 nChanged 769 SP:Iteration 11Q (441.455044 sec): 3 clusters Score: Raw -3336015.142150 + Penalty 3310.300928 = -3332704.841223 nChanged 655 SP:Iteration 12Q (441.538741 sec): 3 clusters Score: Raw -3336317.639395 + Penalty 3310.300928 = -3333007.338467 nChanged 516 SP:Iteration 13Q (441.617818 sec): 3 clusters Score: Raw -3336540.968404 + Penalty 3310.300928 = -3333230.667476 nChanged 466 SP:Iteration 14Q (441.713039 sec): 3 clusters Score: Raw -3336762.822011 + Penalty 3310.300928 = -3333452.521083 nChanged 446 SP:Iteration 15Q (441.799910 sec): 3 clusters Score: Raw -3337002.270026 + Penalty 3310.300928 = -3333691.969099 nChanged 413 SP:Iteration 16Q (441.892735 sec): 3 clusters Score: Raw -3337215.600212 + Penalty 3310.300928 = -3333905.299284 nChanged 399 SP:Iteration 17Q (441.970596 sec): 3 clusters Score: Raw -3337432.797094 + Penalty 3310.300928 = -3334122.496166 nChanged 390 SP:Iteration 18Q (442.067345 sec): 3 clusters Score: Raw -3337649.840559 + Penalty 3310.300928 = -3334339.539631 nChanged 387 SP:Iteration 19Q (442.159979 sec): 3 clusters Score: Raw -3337855.434282 + Penalty 3310.300928 = -3334545.133354 nChanged 345 SP:Iteration 20F (442.249880 sec): 3 clusters Score: Raw -3338060.883305 + Penalty 3310.300928 = -3334750.582378 nChanged 321 SP:Iteration 21Q (442.335736 sec): 3 clusters Score: Raw -3338275.721350 + Penalty 3310.300928 = -3334965.420422 nChanged 281 SP:Iteration 22Q (442.417467 sec): 3 clusters Score: Raw -3338455.033087 + Penalty 3310.300928 = -3335144.732159 nChanged 272 SP:Iteration 23Q (442.505250 sec): 3 clusters Score: Raw -3338625.790398 + Penalty 3310.300928 = -3335315.489471 nChanged 229 SP:Iteration 24Q (442.585825 sec): 3 clusters Score: Raw -3338750.572686 + Penalty 3310.300928 = -3335440.271758 nChanged 172 SP:Iteration 25Q (442.674249 sec): 3 clusters Score: Raw -3338836.928003 + Penalty 3310.300928 = -3335526.627076 nChanged 159 SP:Iteration 26Q (442.768730 sec): 3 clusters Score: Raw -3338934.636400 + Penalty 3310.300928 = -3335624.335472 nChanged 164 SP:Iteration 27Q (442.853960 sec): 3 clusters Score: Raw -3339059.987893 + Penalty 3310.300928 = -3335749.686965 nChanged 152 SP:Iteration 28Q (442.936323 sec): 3 clusters Score: Raw -3339280.190978 + Penalty 3310.300928 = -3335969.890051 nChanged 155 SP:Iteration 29Q (443.010940 sec): 3 clusters Score: Raw -3339926.049701 + Penalty 3310.300928 = -3336615.748774 nChanged 146 SP:Iteration 30Q (443.102777 sec): 3 clusters Score: Raw -3340247.327373 + Penalty 3310.300928 = -3336937.026446 nChanged 199 SP:Iteration 31Q (443.190550 sec): 3 clusters Score: Raw -3340359.077633 + Penalty 3310.300928 = -3337048.776706 nChanged 140 SP:Iteration 32Q (443.274153 sec): 3 clusters Score: Raw -3340410.461086 + Penalty 3310.300928 = -3337100.160159 nChanged 85 SP:Iteration 33Q (443.355757 sec): 3 clusters Score: Raw -3340437.473765 + Penalty 3310.300928 = -3337127.172837 nChanged 66 SP:Iteration 34Q (443.437676 sec): 3 clusters Score: Raw -3340454.855671 + Penalty 3310.300928 = -3337144.554743 nChanged 57 SP:Iteration 35Q (443.504826 sec): 3 clusters Score: Raw -3340470.616666 + Penalty 3310.300928 = -3337160.315738 nChanged 55 SP:Iteration 36Q (443.594027 sec): 3 clusters Score: Raw -3340486.709815 + Penalty 3310.300928 = -3337176.408888 nChanged 44 SP:Iteration 37Q (443.665277 sec): 3 clusters Score: Raw -3340497.601072 + Penalty 3310.300928 = -3337187.300144 nChanged 33 SP:Iteration 38Q (443.751116 sec): 3 clusters Score: Raw -3340506.820026 + Penalty 3310.300928 = -3337196.519099 nChanged 38 SP:Iteration 39Q (443.832585 sec): 3 clusters Score: Raw -3340515.653969 + Penalty 3310.300928 = -3337205.353041 nChanged 25 SP:Iteration 40F (443.917640 sec): 3 clusters Score: Raw -3340520.788832 + Penalty 3310.300928 = -3337210.487905 nChanged 25 SP:Iteration 41Q (444.001496 sec): 3 clusters Score: Raw -3340526.024722 + Penalty 3310.300928 = -3337215.723794 nChanged 31 SP:Iteration 42Q (444.074475 sec): 3 clusters Score: Raw -3340533.826767 + Penalty 3310.300928 = -3337223.525840 nChanged 29 SP:Iteration 43Q (444.157346 sec): 3 clusters Score: Raw -3340541.691528 + Penalty 3310.300928 = -3337231.390600 nChanged 29 SP:Iteration 44Q (444.238949 sec): 3 clusters Score: Raw -3340546.445373 + Penalty 3310.300928 = -3337236.144445 nChanged 19 SP:Iteration 45Q (444.314298 sec): 3 clusters Score: Raw -3340549.315640 + Penalty 3310.300928 = -3337239.014713 nChanged 16 SP:Iteration 46Q (444.390830 sec): 3 clusters Score: Raw -3340551.680724 + Penalty 3310.300928 = -3337241.379796 nChanged 14 SP:Iteration 47Q (444.479997 sec): 3 clusters Score: Raw -3340553.571805 + Penalty 3310.300928 = -3337243.270877 nChanged 17 SP:Iteration 48Q (444.557262 sec): 3 clusters Score: Raw -3340557.023735 + Penalty 3310.300928 = -3337246.722808 nChanged 16 SP:Iteration 49Q (444.639698 sec): 3 clusters Score: Raw -3340559.066036 + Penalty 3310.300928 = -3337248.765108 nChanged 14 SP:Iteration 50Q (444.724697 sec): 3 clusters Score: Raw -3340561.266701 + Penalty 3310.300928 = -3337250.965773 nChanged 13 SP:Iteration 51Q (444.808523 sec): 3 clusters Score: Raw -3340562.965684 + Penalty 3310.300928 = -3337252.664756 nChanged 15 SP:Iteration 52Q (444.887801 sec): 3 clusters Score: Raw -3340564.854309 + Penalty 3310.300928 = -3337254.553381 nChanged 14 SP:Iteration 53Q (444.969670 sec): 3 clusters Score: Raw -3340567.139038 + Penalty 3310.300928 = -3337256.838111 nChanged 12 SP:Iteration 54Q (445.054168 sec): 3 clusters Score: Raw -3340568.948642 + Penalty 3310.300928 = -3337258.647714 nChanged 22 SP:Iteration 55Q (445.144418 sec): 3 clusters Score: Raw -3340572.340511 + Penalty 3310.300928 = -3337262.039583 nChanged 19 SP:Iteration 56Q (445.224429 sec): 3 clusters Score: Raw -3340575.304485 + Penalty 3310.300928 = -3337265.003557 nChanged 15 SP:Iteration 57Q (445.296417 sec): 3 clusters Score: Raw -3340577.247084 + Penalty 3310.300928 = -3337266.946157 nChanged 12 SP:Iteration 58Q (445.387936 sec): 3 clusters Score: Raw -3340578.518485 + Penalty 3310.300928 = -3337268.217557 nChanged 12 SP:Iteration 59Q (445.468737 sec): 3 clusters Score: Raw -3340579.937009 + Penalty 3310.300928 = -3337269.636081 nChanged 7 SP:Iteration 60F (445.548244 sec): 3 clusters Score: Raw -3340580.819959 + Penalty 3310.300928 = -3337270.519031 nChanged 9 SP:Iteration 61Q (445.633410 sec): 3 clusters Score: Raw -3340582.374513 + Penalty 3310.300928 = -3337272.073585 nChanged 11 SP:Iteration 62Q (445.723479 sec): 3 clusters Score: Raw -3340583.881406 + Penalty 3310.300928 = -3337273.580478 nChanged 14 SP:Iteration 63Q (445.809880 sec): 3 clusters Score: Raw -3340586.108654 + Penalty 3310.300928 = -3337275.807727 nChanged 14 SP:Iteration 64Q (445.894110 sec): 3 clusters Score: Raw -3340588.706386 + Penalty 3310.300928 = -3337278.405458 nChanged 16 SP:Iteration 65Q (445.969335 sec): 3 clusters Score: Raw -3340591.459926 + Penalty 3310.300928 = -3337281.158999 nChanged 12 SP:Iteration 66Q (446.053565 sec): 3 clusters Score: Raw -3340593.499092 + Penalty 3310.300928 = -3337283.198165 nChanged 21 SP:Iteration 67Q (446.124229 sec): 3 clusters Score: Raw -3340596.928469 + Penalty 3310.300928 = -3337286.627541 nChanged 26 SP:Iteration 68Q (446.199680 sec): 3 clusters Score: Raw -3340601.990352 + Penalty 3310.300928 = -3337291.689424 nChanged 34 SP:Iteration 69Q (446.278249 sec): 3 clusters Score: Raw -3340609.543362 + Penalty 3310.300928 = -3337299.242435 nChanged 39 SP:Iteration 70Q (446.363919 sec): 3 clusters Score: Raw -3340617.700600 + Penalty 3310.300928 = -3337307.399672 nChanged 44 SP:Iteration 71Q (446.449601 sec): 3 clusters Score: Raw -3340627.197663 + Penalty 3310.300928 = -3337316.896735 nChanged 52 SP:Iteration 72Q (446.530885 sec): 3 clusters Score: Raw -3340638.129919 + Penalty 3310.300928 = -3337327.828992 nChanged 52 SP:Iteration 73Q (446.603434 sec): 3 clusters Score: Raw -3340647.936586 + Penalty 3310.300928 = -3337337.635658 nChanged 58 SP:Iteration 74Q (446.695163 sec): 3 clusters Score: Raw -3340658.689692 + Penalty 3310.300928 = -3337348.388764 nChanged 49 SP:Iteration 75Q (446.777043 sec): 3 clusters Score: Raw -3340667.800903 + Penalty 3310.300928 = -3337357.499975 nChanged 46 SP:Iteration 76Q (446.847035 sec): 3 clusters Score: Raw -3340675.855943 + Penalty 3310.300928 = -3337365.555015 nChanged 49 SP:Iteration 77Q (446.933198 sec): 3 clusters Score: Raw -3340685.213689 + Penalty 3310.300928 = -3337374.912762 nChanged 50 SP:Iteration 78Q (447.020896 sec): 3 clusters Score: Raw -3340693.935735 + Penalty 3310.300928 = -3337383.634808 nChanged 41 SP:Iteration 79Q (447.101055 sec): 3 clusters Score: Raw -3340700.734555 + Penalty 3310.300928 = -3337390.433627 nChanged 45 SP:Iteration 80F (447.182697 sec): 3 clusters Score: Raw -3340707.063009 + Penalty 3310.300928 = -3337396.762081 nChanged 46 SP:Iteration 81Q (447.276879 sec): 3 clusters Score: Raw -3340714.759900 + Penalty 3310.300928 = -3337404.458973 nChanged 46 SP:Iteration 82Q (447.359444 sec): 3 clusters Score: Raw -3340722.986002 + Penalty 3310.300928 = -3337412.685075 nChanged 57 SP:Iteration 83Q (447.439764 sec): 3 clusters Score: Raw -3340732.822752 + Penalty 3310.300928 = -3337422.521824 nChanged 60 SP:Iteration 84Q (447.516927 sec): 3 clusters Score: Raw -3340743.108121 + Penalty 3310.300928 = -3337432.807193 nChanged 69 SP:Iteration 85Q (447.604856 sec): 3 clusters Score: Raw -3340756.446964 + Penalty 3310.300928 = -3337446.146036 nChanged 67 SP:Iteration 86Q (447.686058 sec): 3 clusters Score: Raw -3340767.618801 + Penalty 3310.300928 = -3337457.317873 nChanged 59 SP:Iteration 87Q (447.758229 sec): 3 clusters Score: Raw -3340778.791264 + Penalty 3310.300928 = -3337468.490337 nChanged 62 SP:Iteration 88Q (447.836546 sec): 3 clusters Score: Raw -3340790.226727 + Penalty 3310.300928 = -3337479.925799 nChanged 58 SP:Iteration 89Q (447.914930 sec): 3 clusters Score: Raw -3340801.736330 + Penalty 3310.300928 = -3337491.435403 nChanged 65 SP:Iteration 90Q (447.997489 sec): 3 clusters Score: Raw -3340815.548557 + Penalty 3310.300928 = -3337505.247630 nChanged 85 SP:Iteration 91Q (448.084121 sec): 3 clusters Score: Raw -3340831.408420 + Penalty 3310.300928 = -3337521.107493 nChanged 91 SP:Iteration 92Q (448.169472 sec): 3 clusters Score: Raw -3340849.714829 + Penalty 3310.300928 = -3337539.413901 nChanged 102 SP:Iteration 93Q (448.245136 sec): 3 clusters Score: Raw -3340870.293515 + Penalty 3310.300928 = -3337559.992588 nChanged 109 SP:Iteration 94Q (448.336757 sec): 3 clusters Score: Raw -3340895.268872 + Penalty 3310.300928 = -3337584.967944 nChanged 129 SP:Iteration 95Q (448.421854 sec): 3 clusters Score: Raw -3340929.484027 + Penalty 3310.300928 = -3337619.183099 nChanged 158 SP:Iteration 96Q (448.507864 sec): 3 clusters Score: Raw -3340978.158887 + Penalty 3310.300928 = -3337667.857959 nChanged 191 SP:Iteration 97Q (448.587339 sec): 3 clusters Score: Raw -3341044.574118 + Penalty 3310.300928 = -3337734.273190 nChanged 239 SP:Iteration 98Q (448.684452 sec): 3 clusters Score: Raw -3341136.560628 + Penalty 3310.300928 = -3337826.259701 nChanged 310 SP:Iteration 99Q (448.757865 sec): 3 clusters Score: Raw -3341296.855466 + Penalty 3310.300928 = -3337986.554538 nChanged 439 SP:Iteration 100F (448.842601 sec): 3 clusters Score: Raw -3341604.007912 + Penalty 3310.300928 = -3338293.706984 nChanged 610 SP:Iteration 101Q (448.924992 sec): 3 clusters Score: Raw -3342139.190333 + Penalty 3310.300928 = -3338828.889405 nChanged 834 SP:Iteration 102Q (449.015057 sec): 3 clusters Score: Raw -3342899.018733 + Penalty 3310.300928 = -3339588.717806 nChanged 994 SP:Iteration 103Q (449.104129 sec): 3 clusters Score: Raw -3343814.196049 + Penalty 3310.300928 = -3340503.895121 nChanged 1088 SP:Iteration 104Q (449.187171 sec): 3 clusters Score: Raw -3344792.623381 + Penalty 3310.300928 = -3341482.322454 nChanged 1062 SP:Iteration 105Q (449.276302 sec): 3 clusters Score: Raw -3345718.543401 + Penalty 3310.300928 = -3342408.242473 nChanged 881 SP:Iteration 106Q (449.370265 sec): 3 clusters Score: Raw -3346366.370670 + Penalty 3310.300928 = -3343056.069742 nChanged 613 SP:Iteration 107Q (449.449202 sec): 3 clusters Score: Raw -3346729.108687 + Penalty 3310.300928 = -3343418.807760 nChanged 431 SP:Iteration 108Q (449.539304 sec): 3 clusters Score: Raw -3347003.148664 + Penalty 3310.300928 = -3343692.847736 nChanged 320 SP:Iteration 109Q (449.622589 sec): 3 clusters Score: Raw -3347171.704687 + Penalty 3310.300928 = -3343861.403759 nChanged 246 SP:Iteration 110Q (449.703974 sec): 3 clusters Score: Raw -3347280.585291 + Penalty 3310.300928 = -3343970.284363 nChanged 198 SP:Iteration 111Q (449.786519 sec): 3 clusters Score: Raw -3347350.006193 + Penalty 3310.300928 = -3344039.705265 nChanged 143 SP:Iteration 112Q (449.872445 sec): 3 clusters Score: Raw -3347384.905162 + Penalty 3310.300928 = -3344074.604235 nChanged 106 SP:Iteration 113Q (449.962184 sec): 3 clusters Score: Raw -3347407.017584 + Penalty 3310.300928 = -3344096.716656 nChanged 94 SP:Iteration 114Q (450.048559 sec): 3 clusters Score: Raw -3347425.693091 + Penalty 3310.300928 = -3344115.392163 nChanged 88 SP:Iteration 115Q (450.133739 sec): 3 clusters Score: Raw -3347438.764359 + Penalty 3310.300928 = -3344128.463431 nChanged 72 SP:Iteration 116Q (450.225054 sec): 3 clusters Score: Raw -3347447.154880 + Penalty 3310.300928 = -3344136.853952 nChanged 53 SP:Iteration 117Q (450.318261 sec): 3 clusters Score: Raw -3347453.663934 + Penalty 3310.300928 = -3344143.363007 nChanged 52 SP:Iteration 118Q (450.402208 sec): 3 clusters Score: Raw -3347458.821736 + Penalty 3310.300928 = -3344148.520808 nChanged 48 SP:Iteration 119Q (450.478944 sec): 3 clusters Score: Raw -3347463.696222 + Penalty 3310.300928 = -3344153.395294 nChanged 35 SP:Iteration 120F (450.578884 sec): 3 clusters Score: Raw -3347622.932098 + Penalty 3310.300928 = -3344312.631170 nChanged 177 SP:Iteration 121Q (450.655127 sec): 3 clusters Score: Raw -3347670.144446 + Penalty 3310.300928 = -3344359.843519 nChanged 87 SP:Iteration 122Q (450.748820 sec): 3 clusters Score: Raw -3347680.746347 + Penalty 3310.300928 = -3344370.445420 nChanged 46 SP:Iteration 123Q (450.833277 sec): 3 clusters Score: Raw -3347684.479674 + Penalty 3310.300928 = -3344374.178747 nChanged 27 SP:Iteration 124Q (450.925827 sec): 3 clusters Score: Raw -3347686.078963 + Penalty 3310.300928 = -3344375.778035 nChanged 20 SP:Iteration 125Q (451.007660 sec): 3 clusters Score: Raw -3347687.164063 + Penalty 3310.300928 = -3344376.863136 nChanged 13 SP:Iteration 126Q (451.100574 sec): 3 clusters Score: Raw -3347687.848906 + Penalty 3310.300928 = -3344377.547979 nChanged 12 SP:Iteration 127Q (451.184420 sec): 3 clusters Score: Raw -3347688.407130 + Penalty 3310.300928 = -3344378.106202 nChanged 6 SP:Iteration 128Q (451.265611 sec): 3 clusters Score: Raw -3347688.630383 + Penalty 3310.300928 = -3344378.329455 nChanged 4 SP:Iteration 129Q (451.355426 sec): 3 clusters Score: Raw -3347688.857461 + Penalty 3310.300928 = -3344378.556533 nChanged 4 SP:Iteration 130Q (451.432547 sec): 3 clusters Score: Raw -3347689.081535 + Penalty 3310.300928 = -3344378.780608 nChanged 3 SP:Iteration 131Q (451.527073 sec): 3 clusters Score: Raw -3347689.198281 + Penalty 3310.300928 = -3344378.897354 nChanged 1 SP:Iteration 132Q (451.618538 sec): 3 clusters Score: Raw -3347689.241520 + Penalty 3310.300928 = -3344378.940592 nChanged 0 SP:Iteration 133F (451.708219 sec): 3 clusters Score: Raw -3347689.241520 + Penalty 3310.300928 = -3344378.940592 nChanged 0 Score: Raw -7593418.880739 + Penalty 35939.036462 = -7557479.844277 Splitting cluster 10 changes total score from -7548598.753401 to -7557479.844277 So it's getting split into cluster 12. Trying to split cluster 11 (643 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (452.921256 sec): 2 clusters Score: Raw -58093.199354 + Penalty 1050.748518 = -57042.450836 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (452.965378 sec): 3 clusters Score: Raw -58018.189971 + Penalty 2101.497035 = -55916.692935 nChanged 176 SP:Iteration 1F (453.014728 sec): 3 clusters Score: Raw -58219.423456 + Penalty 2101.497035 = -56117.926420 nChanged 46 SP:Iteration 2F (453.050466 sec): 3 clusters Score: Raw -58323.214090 + Penalty 2101.497035 = -56221.717054 nChanged 36 SP:Iteration 3F (453.098686 sec): 3 clusters Score: Raw -58464.420889 + Penalty 2101.497035 = -56362.923854 nChanged 54 SP:Iteration 4F (453.140270 sec): 3 clusters Score: Raw -58617.667392 + Penalty 2101.497035 = -56516.170357 nChanged 41 SP:Iteration 5F (453.181540 sec): 3 clusters Score: Raw -58726.121338 + Penalty 2101.497035 = -56624.624303 nChanged 26 SP:Iteration 6Q (453.233188 sec): 3 clusters Score: Raw -58788.318467 + Penalty 2101.497035 = -56686.821432 nChanged 20 SP:Iteration 7Q (453.283294 sec): 3 clusters Score: Raw -58813.283872 + Penalty 2101.497035 = -56711.786837 nChanged 7 SP:Iteration 8Q (453.329789 sec): 3 clusters Score: Raw -58829.675876 + Penalty 2101.497035 = -56728.178840 nChanged 6 SP:Iteration 9Q (453.370743 sec): 3 clusters Score: Raw -58849.334318 + Penalty 2101.497035 = -56747.837283 nChanged 5 SP:Iteration 10Q (453.415780 sec): 3 clusters Score: Raw -58852.979657 + Penalty 2101.497035 = -56751.482622 nChanged 2 SP:Iteration 11Q (453.459980 sec): 3 clusters Score: Raw -58853.629867 + Penalty 2101.497035 = -56752.132831 nChanged 0 SP:Iteration 12F (453.518295 sec): 3 clusters Score: Raw -58853.629867 + Penalty 2101.497035 = -56752.132831 nChanged 0 Trying to split cluster 13 (221 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (453.539492 sec): 2 clusters Score: Raw -18176.551813 + Penalty 877.201439 = -17299.350374 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (453.578120 sec): 3 clusters Score: Raw -18405.427127 + Penalty 1754.402878 = -16651.024249 nChanged 56 SP:Iteration 1F (453.623135 sec): 3 clusters Score: Raw -18612.938981 + Penalty 1754.402878 = -16858.536103 nChanged 22 SP:Iteration 2F (453.664616 sec): 3 clusters Score: Raw -18726.075063 + Penalty 1754.402878 = -16971.672185 nChanged 8 SP:Iteration 3Q (453.718593 sec): 3 clusters Score: Raw -18747.523376 + Penalty 1754.402878 = -16993.120498 nChanged 3 SP:Iteration 4Q (453.748432 sec): 3 clusters Score: Raw -18768.035923 + Penalty 1754.402878 = -17013.633045 nChanged 5 SP:Iteration 5Q (453.792513 sec): 3 clusters Score: Raw -18797.721031 + Penalty 1754.402878 = -17043.318153 nChanged 2 SP:Iteration 6Q (453.836865 sec): 3 clusters Score: Raw -18804.147904 + Penalty 1754.402878 = -17049.745026 nChanged 4 SP:Iteration 7Q (453.872770 sec): 3 clusters Score: Raw -18810.204241 + Penalty 1754.402878 = -17055.801363 nChanged 2 SP:Iteration 8Q (453.916789 sec): 3 clusters Score: Raw -18817.244993 + Penalty 1754.402878 = -17062.842115 nChanged 2 SP:Iteration 9Q (453.964475 sec): 3 clusters Score: Raw -18842.895354 + Penalty 1754.402878 = -17088.492476 nChanged 0 SP:Iteration 10F (454.010856 sec): 3 clusters Score: Raw -18842.895354 + Penalty 1754.402878 = -17088.492476 nChanged 0 Trying to split cluster 14 (6393 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (454.047503 sec): 2 clusters Score: Raw -751408.332323 + Penalty 1423.980825 = -749984.351498 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (454.103965 sec): 3 clusters Score: Raw -747918.089509 + Penalty 2847.961649 = -745070.127860 nChanged 2676 SP:Iteration 1F (454.156891 sec): 3 clusters Score: Raw -749640.140494 + Penalty 2847.961649 = -746792.178845 nChanged 569 SP:Iteration 2F (454.203265 sec): 3 clusters Score: Raw -750187.699740 + Penalty 2847.961649 = -747339.738091 nChanged 519 SP:Iteration 3F (454.251113 sec): 3 clusters Score: Raw -750724.456099 + Penalty 2847.961649 = -747876.494450 nChanged 477 SP:Iteration 4F (454.307005 sec): 3 clusters Score: Raw -751276.286679 + Penalty 2847.961649 = -748428.325029 nChanged 482 SP:Iteration 5F (454.366889 sec): 3 clusters Score: Raw -751798.657470 + Penalty 2847.961649 = -748950.695820 nChanged 396 SP:Iteration 6F (454.427057 sec): 3 clusters Score: Raw -752201.699968 + Penalty 2847.961649 = -749353.738319 nChanged 320 SP:Iteration 7F (454.469725 sec): 3 clusters Score: Raw -752476.207110 + Penalty 2847.961649 = -749628.245461 nChanged 264 SP:Iteration 8Q (454.529412 sec): 3 clusters Score: Raw -752737.681862 + Penalty 2847.961649 = -749889.720213 nChanged 208 SP:Iteration 9Q (454.593573 sec): 3 clusters Score: Raw -752936.545241 + Penalty 2847.961649 = -750088.583592 nChanged 191 SP:Iteration 10Q (454.637450 sec): 3 clusters Score: Raw -753113.782686 + Penalty 2847.961649 = -750265.821037 nChanged 151 SP:Iteration 11Q (454.694878 sec): 3 clusters Score: Raw -753230.531259 + Penalty 2847.961649 = -750382.569610 nChanged 134 SP:Iteration 12Q (454.752854 sec): 3 clusters Score: Raw -753345.012663 + Penalty 2847.961649 = -750497.051014 nChanged 114 SP:Iteration 13Q (454.814110 sec): 3 clusters Score: Raw -753449.346134 + Penalty 2847.961649 = -750601.384485 nChanged 110 SP:Iteration 14Q (454.867959 sec): 3 clusters Score: Raw -753543.218530 + Penalty 2847.961649 = -750695.256881 nChanged 88 SP:Iteration 15Q (454.926585 sec): 3 clusters Score: Raw -753602.344337 + Penalty 2847.961649 = -750754.382688 nChanged 63 SP:Iteration 16Q (454.975081 sec): 3 clusters Score: Raw -753639.939517 + Penalty 2847.961649 = -750791.977868 nChanged 52 SP:Iteration 17Q (455.031915 sec): 3 clusters Score: Raw -753673.207095 + Penalty 2847.961649 = -750825.245446 nChanged 42 SP:Iteration 18Q (455.090374 sec): 3 clusters Score: Raw -753694.945417 + Penalty 2847.961649 = -750846.983768 nChanged 36 SP:Iteration 19Q (455.145679 sec): 3 clusters Score: Raw -753710.005335 + Penalty 2847.961649 = -750862.043686 nChanged 22 SP:Iteration 20F (455.204244 sec): 3 clusters Score: Raw -753716.898437 + Penalty 2847.961649 = -750868.936788 nChanged 16 SP:Iteration 21Q (455.274670 sec): 3 clusters Score: Raw -753722.582366 + Penalty 2847.961649 = -750874.620717 nChanged 15 SP:Iteration 22Q (455.330987 sec): 3 clusters Score: Raw -753727.074094 + Penalty 2847.961649 = -750879.112444 nChanged 9 SP:Iteration 23Q (455.377497 sec): 3 clusters Score: Raw -753729.099831 + Penalty 2847.961649 = -750881.138182 nChanged 6 SP:Iteration 24Q (455.440874 sec): 3 clusters Score: Raw -753730.737916 + Penalty 2847.961649 = -750882.776267 nChanged 3 SP:Iteration 25Q (455.497707 sec): 3 clusters Score: Raw -753731.535771 + Penalty 2847.961649 = -750883.574122 nChanged 2 SP:Iteration 26Q (455.552709 sec): 3 clusters Score: Raw -753732.098580 + Penalty 2847.961649 = -750884.136931 nChanged 2 SP:Iteration 27Q (455.607754 sec): 3 clusters Score: Raw -753732.429345 + Penalty 2847.961649 = -750884.467696 nChanged 0 SP:Iteration 28F (455.663352 sec): 3 clusters Score: Raw -753732.429345 + Penalty 2847.961649 = -750884.467696 nChanged 0 Score: Raw -7595742.977761 + Penalty 37735.988285 = -7558006.989476 Splitting cluster 14 changes total score from -7548598.753401 to -7558006.989476 So it's getting split into cluster 21. Trying to split cluster 15 (371 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (456.951650 sec): 2 clusters Score: Raw -17341.702717 + Penalty 961.382835 = -16380.319881 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (457.002887 sec): 3 clusters Score: Raw -17662.030730 + Penalty 1922.765670 = -15739.265060 nChanged 112 SP:Iteration 1F (457.051062 sec): 3 clusters Score: Raw -18337.660959 + Penalty 1922.765670 = -16414.895289 nChanged 40 SP:Iteration 2F (457.099021 sec): 3 clusters Score: Raw -18563.011036 + Penalty 1922.765670 = -16640.245366 nChanged 8 SP:Iteration 3Q (457.149188 sec): 3 clusters Score: Raw -18666.287397 + Penalty 1922.765670 = -16743.521727 nChanged 5 SP:Iteration 4Q (457.203211 sec): 3 clusters Score: Raw -18739.476199 + Penalty 1922.765670 = -16816.710528 nChanged 7 SP:Iteration 5Q (457.250826 sec): 3 clusters Score: Raw -18849.865678 + Penalty 1922.765670 = -16927.100008 nChanged 8 SP:Iteration 6Q (457.302623 sec): 3 clusters Score: Raw -18928.542426 + Penalty 1922.765670 = -17005.776755 nChanged 7 SP:Iteration 7Q (457.352979 sec): 3 clusters Score: Raw -19034.446038 + Penalty 1922.765670 = -17111.680368 nChanged 7 SP:Iteration 8Q (457.389081 sec): 3 clusters Score: Raw -19067.843554 + Penalty 1922.765670 = -17145.077883 nChanged 4 SP:Iteration 9Q (457.445473 sec): 3 clusters Score: Raw -19109.402232 + Penalty 1922.765670 = -17186.636562 nChanged 4 SP:Iteration 10Q (457.486389 sec): 3 clusters Score: Raw -19125.976144 + Penalty 1922.765670 = -17203.210474 nChanged 3 SP:Iteration 11Q (457.530961 sec): 3 clusters Score: Raw -19146.517450 + Penalty 1922.765670 = -17223.751780 nChanged 1 SP:Iteration 12Q (457.579968 sec): 3 clusters Score: Raw -19147.770701 + Penalty 1922.765670 = -17225.005031 nChanged 0 SP:Iteration 13F (457.620684 sec): 3 clusters Score: Raw -19154.132966 + Penalty 1922.765670 = -17231.367295 nChanged 3 SP:Iteration 14Q (457.681929 sec): 3 clusters Score: Raw -19198.878550 + Penalty 1922.765670 = -17276.112880 nChanged 4 SP:Iteration 15Q (457.712858 sec): 3 clusters Score: Raw -19223.419772 + Penalty 1922.765670 = -17300.654101 nChanged 4 SP:Iteration 16Q (457.769948 sec): 3 clusters Score: Raw -19256.090440 + Penalty 1922.765670 = -17333.324770 nChanged 3 SP:Iteration 17Q (457.823427 sec): 3 clusters Score: Raw -19271.899316 + Penalty 1922.765670 = -17349.133645 nChanged 0 SP:Iteration 18F (457.866413 sec): 3 clusters Score: Raw -19271.899316 + Penalty 1922.765670 = -17349.133645 nChanged 0 Score: Raw -7597673.174360 + Penalty 39532.940108 = -7558140.234252 Splitting cluster 15 changes total score from -7548598.753401 to -7558140.234252 So it's getting split into cluster 22. Trying to split cluster 16 (4604 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (459.249665 sec): 2 clusters Score: Raw -542609.513790 + Penalty 1370.635625 = -541238.878164 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (459.300275 sec): 3 clusters Score: Raw -540240.783362 + Penalty 2741.271250 = -537499.512112 nChanged 1872 SP:Iteration 1F (459.357943 sec): 3 clusters Score: Raw -541447.902611 + Penalty 2741.271250 = -538706.631361 nChanged 385 SP:Iteration 2F (459.405160 sec): 3 clusters Score: Raw -541745.494233 + Penalty 2741.271250 = -539004.222982 nChanged 312 SP:Iteration 3F (459.472865 sec): 3 clusters Score: Raw -542070.796464 + Penalty 2741.271250 = -539329.525213 nChanged 328 SP:Iteration 4F (459.526213 sec): 3 clusters Score: Raw -542472.681035 + Penalty 2741.271250 = -539731.409785 nChanged 333 SP:Iteration 5F (459.583817 sec): 3 clusters Score: Raw -542905.071919 + Penalty 2741.271250 = -540163.800669 nChanged 306 SP:Iteration 6F (459.641943 sec): 3 clusters Score: Raw -543307.633204 + Penalty 2741.271250 = -540566.361953 nChanged 274 SP:Iteration 7F (459.690796 sec): 3 clusters Score: Raw -543582.455228 + Penalty 2741.271250 = -540841.183978 nChanged 222 SP:Iteration 8Q (459.747117 sec): 3 clusters Score: Raw -543770.491510 + Penalty 2741.271250 = -541029.220260 nChanged 157 SP:Iteration 9Q (459.793161 sec): 3 clusters Score: Raw -543885.975198 + Penalty 2741.271250 = -541144.703948 nChanged 117 SP:Iteration 10Q (459.848685 sec): 3 clusters Score: Raw -543951.010529 + Penalty 2741.271250 = -541209.739278 nChanged 89 SP:Iteration 11Q (459.901318 sec): 3 clusters Score: Raw -543998.452219 + Penalty 2741.271250 = -541257.180968 nChanged 59 SP:Iteration 12Q (459.959180 sec): 3 clusters Score: Raw -544029.616094 + Penalty 2741.271250 = -541288.344844 nChanged 64 SP:Iteration 13Q (460.026288 sec): 3 clusters Score: Raw -544057.608879 + Penalty 2741.271250 = -541316.337629 nChanged 48 SP:Iteration 14Q (460.079779 sec): 3 clusters Score: Raw -544077.820017 + Penalty 2741.271250 = -541336.548767 nChanged 35 SP:Iteration 15Q (460.127050 sec): 3 clusters Score: Raw -544089.794519 + Penalty 2741.271250 = -541348.523269 nChanged 37 SP:Iteration 16Q (460.188377 sec): 3 clusters Score: Raw -544102.325079 + Penalty 2741.271250 = -541361.053828 nChanged 29 SP:Iteration 17Q (460.246242 sec): 3 clusters Score: Raw -544112.456657 + Penalty 2741.271250 = -541371.185407 nChanged 23 SP:Iteration 18Q (460.292359 sec): 3 clusters Score: Raw -544119.154464 + Penalty 2741.271250 = -541377.883213 nChanged 18 SP:Iteration 19Q (460.353426 sec): 3 clusters Score: Raw -544125.428153 + Penalty 2741.271250 = -541384.156903 nChanged 19 SP:Iteration 20F (460.399796 sec): 3 clusters Score: Raw -544130.678455 + Penalty 2741.271250 = -541389.407205 nChanged 15 SP:Iteration 21Q (460.452706 sec): 3 clusters Score: Raw -544135.283170 + Penalty 2741.271250 = -541394.011920 nChanged 10 SP:Iteration 22Q (460.503749 sec): 3 clusters Score: Raw -544137.900457 + Penalty 2741.271250 = -541396.629207 nChanged 5 SP:Iteration 23Q (460.564398 sec): 3 clusters Score: Raw -544139.373637 + Penalty 2741.271250 = -541398.102387 nChanged 6 SP:Iteration 24Q (460.620665 sec): 3 clusters Score: Raw -544140.790500 + Penalty 2741.271250 = -541399.519250 nChanged 4 SP:Iteration 25Q (460.662982 sec): 3 clusters Score: Raw -544141.601561 + Penalty 2741.271250 = -541400.330311 nChanged 2 SP:Iteration 26Q (460.718257 sec): 3 clusters Score: Raw -544142.131145 + Penalty 2741.271250 = -541400.859894 nChanged 4 SP:Iteration 27Q (460.775462 sec): 3 clusters Score: Raw -544142.537232 + Penalty 2741.271250 = -541401.265982 nChanged 2 SP:Iteration 28Q (460.832716 sec): 3 clusters Score: Raw -544142.818951 + Penalty 2741.271250 = -541401.547700 nChanged 0 SP:Iteration 29F (460.875962 sec): 3 clusters Score: Raw -544142.818951 + Penalty 2741.271250 = -541401.547700 nChanged 0 Score: Raw -7599206.479521 + Penalty 41329.891931 = -7557876.587590 Splitting cluster 16 changes total score from -7548598.753401 to -7557876.587590 So it's getting split into cluster 23. Trying to split cluster 17 (436 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (462.217032 sec): 2 clusters Score: Raw -45671.621029 + Penalty 987.616865 = -44684.004164 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (462.257864 sec): 3 clusters Score: Raw -45812.247527 + Penalty 1975.233729 = -43837.013798 nChanged 139 SP:Iteration 1F (462.315203 sec): 3 clusters Score: Raw -46385.686318 + Penalty 1975.233729 = -44410.452589 nChanged 47 SP:Iteration 2F (462.358561 sec): 3 clusters Score: Raw -46767.943327 + Penalty 1975.233729 = -44792.709598 nChanged 21 SP:Iteration 3Q (462.399521 sec): 3 clusters Score: Raw -46956.813620 + Penalty 1975.233729 = -44981.579891 nChanged 11 SP:Iteration 4Q (462.434994 sec): 3 clusters Score: Raw -47039.656248 + Penalty 1975.233729 = -45064.422519 nChanged 14 SP:Iteration 5Q (462.480719 sec): 3 clusters Score: Raw -47115.486984 + Penalty 1975.233729 = -45140.253254 nChanged 12 SP:Iteration 6Q (462.523231 sec): 3 clusters Score: Raw -47162.513333 + Penalty 1975.233729 = -45187.279604 nChanged 7 SP:Iteration 7Q (462.569878 sec): 3 clusters Score: Raw -47196.460660 + Penalty 1975.233729 = -45221.226931 nChanged 11 SP:Iteration 8Q (462.604144 sec): 3 clusters Score: Raw -47256.276707 + Penalty 1975.233729 = -45281.042978 nChanged 13 SP:Iteration 9Q (462.649545 sec): 3 clusters Score: Raw -47313.500730 + Penalty 1975.233729 = -45338.267001 nChanged 10 SP:Iteration 10Q (462.702166 sec): 3 clusters Score: Raw -47357.629005 + Penalty 1975.233729 = -45382.395276 nChanged 9 SP:Iteration 11Q (462.744123 sec): 3 clusters Score: Raw -47399.582170 + Penalty 1975.233729 = -45424.348441 nChanged 6 SP:Iteration 12Q (462.793977 sec): 3 clusters Score: Raw -47428.368637 + Penalty 1975.233729 = -45453.134908 nChanged 6 SP:Iteration 13Q (462.845278 sec): 3 clusters Score: Raw -47450.523483 + Penalty 1975.233729 = -45475.289754 nChanged 3 SP:Iteration 14Q (462.879413 sec): 3 clusters Score: Raw -47465.056793 + Penalty 1975.233729 = -45489.823064 nChanged 3 SP:Iteration 15Q (462.927326 sec): 3 clusters Score: Raw -47475.311969 + Penalty 1975.233729 = -45500.078240 nChanged 0 SP:Iteration 16F (462.984249 sec): 3 clusters Score: Raw -47483.670366 + Penalty 1975.233729 = -45508.436637 nChanged 5 SP:Iteration 17Q (463.018586 sec): 3 clusters Score: Raw -47690.227680 + Penalty 1975.233729 = -45714.993951 nChanged 4 SP:Iteration 18Q (463.062098 sec): 3 clusters Score: Raw -47744.158964 + Penalty 1975.233729 = -45768.925235 nChanged 1 SP:Iteration 19Q (463.113352 sec): 3 clusters Score: Raw -47753.882782 + Penalty 1975.233729 = -45778.649053 nChanged 1 SP:Iteration 20F (463.161321 sec): 3 clusters Score: Raw -47793.766080 + Penalty 1975.233729 = -45818.532351 nChanged 3 SP:Iteration 21Q (463.213169 sec): 3 clusters Score: Raw -47800.479353 + Penalty 1975.233729 = -45825.245624 nChanged 1 SP:Iteration 22Q (463.255128 sec): 3 clusters Score: Raw -47801.404342 + Penalty 1975.233729 = -45826.170613 nChanged 0 SP:Iteration 23F (463.303294 sec): 3 clusters Score: Raw -47801.404342 + Penalty 1975.233729 = -45826.170613 nChanged 0 Score: Raw -7601336.262834 + Penalty 43126.843754 = -7558209.419080 Splitting cluster 17 changes total score from -7548598.753401 to -7558209.419080 So it's getting split into cluster 24. Trying to split cluster 18 (1109 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (464.710255 sec): 2 clusters Score: Raw -122085.786182 + Penalty 1139.322273 = -120946.463909 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (464.760184 sec): 3 clusters Score: Raw -121830.661536 + Penalty 2278.644546 = -119552.016990 nChanged 393 SP:Iteration 1F (464.798611 sec): 3 clusters Score: Raw -122459.404270 + Penalty 2278.644546 = -120180.759724 nChanged 131 SP:Iteration 2F (464.848062 sec): 3 clusters Score: Raw -122664.372302 + Penalty 2278.644546 = -120385.727756 nChanged 56 SP:Iteration 3F (464.895251 sec): 3 clusters Score: Raw -122793.125516 + Penalty 2278.644546 = -120514.480970 nChanged 40 SP:Iteration 4Q (464.942929 sec): 3 clusters Score: Raw -122864.842166 + Penalty 2278.644546 = -120586.197620 nChanged 21 SP:Iteration 5Q (464.987312 sec): 3 clusters Score: Raw -122899.992335 + Penalty 2278.644546 = -120621.347790 nChanged 17 SP:Iteration 6Q (465.035162 sec): 3 clusters Score: Raw -122940.845038 + Penalty 2278.644546 = -120662.200492 nChanged 16 SP:Iteration 7Q (465.087051 sec): 3 clusters Score: Raw -122985.409821 + Penalty 2278.644546 = -120706.765275 nChanged 19 SP:Iteration 8Q (465.137019 sec): 3 clusters Score: Raw -123031.640028 + Penalty 2278.644546 = -120752.995482 nChanged 11 SP:Iteration 9Q (465.184693 sec): 3 clusters Score: Raw -123075.900812 + Penalty 2278.644546 = -120797.256266 nChanged 8 SP:Iteration 10Q (465.234873 sec): 3 clusters Score: Raw -123099.882369 + Penalty 2278.644546 = -120821.237823 nChanged 8 SP:Iteration 11Q (465.275336 sec): 3 clusters Score: Raw -123114.090400 + Penalty 2278.644546 = -120835.445854 nChanged 10 SP:Iteration 12Q (465.328853 sec): 3 clusters Score: Raw -123154.349857 + Penalty 2278.644546 = -120875.705311 nChanged 15 SP:Iteration 13Q (465.369084 sec): 3 clusters Score: Raw -123239.339406 + Penalty 2278.644546 = -120960.694860 nChanged 20 SP:Iteration 14Q (465.422596 sec): 3 clusters Score: Raw -123312.057420 + Penalty 2278.644546 = -121033.412874 nChanged 14 SP:Iteration 15Q (465.464654 sec): 3 clusters Score: Raw -123351.198504 + Penalty 2278.644546 = -121072.553959 nChanged 17 SP:Iteration 16Q (465.511531 sec): 3 clusters Score: Raw -123378.139051 + Penalty 2278.644546 = -121099.494505 nChanged 18 SP:Iteration 17Q (465.553878 sec): 3 clusters Score: Raw -123400.393805 + Penalty 2278.644546 = -121121.749259 nChanged 17 SP:Iteration 18Q (465.600926 sec): 3 clusters Score: Raw -123420.160763 + Penalty 2278.644546 = -121141.516217 nChanged 17 SP:Iteration 19Q (465.642281 sec): 3 clusters Score: Raw -123435.675579 + Penalty 2278.644546 = -121157.031033 nChanged 14 SP:Iteration 20F (465.688585 sec): 3 clusters Score: Raw -123459.040804 + Penalty 2278.644546 = -121180.396258 nChanged 14 SP:Iteration 21Q (465.727834 sec): 3 clusters Score: Raw -123480.865684 + Penalty 2278.644546 = -121202.221138 nChanged 9 SP:Iteration 22Q (465.770121 sec): 3 clusters Score: Raw -123489.479462 + Penalty 2278.644546 = -121210.834916 nChanged 6 SP:Iteration 23Q (465.820454 sec): 3 clusters Score: Raw -123496.086258 + Penalty 2278.644546 = -121217.441712 nChanged 3 SP:Iteration 24Q (465.856866 sec): 3 clusters Score: Raw -123499.007329 + Penalty 2278.644546 = -121220.362783 nChanged 4 SP:Iteration 25Q (465.905882 sec): 3 clusters Score: Raw -123501.457570 + Penalty 2278.644546 = -121222.813025 nChanged 0 SP:Iteration 26F (465.952514 sec): 3 clusters Score: Raw -123501.457570 + Penalty 2278.644546 = -121222.813025 nChanged 0 Score: Raw -7602751.934222 + Penalty 44923.795577 = -7557828.138645 Splitting cluster 18 changes total score from -7548598.753401 to -7557828.138645 So it's getting split into cluster 25. Trying to split cluster 19 (2114 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (467.425040 sec): 2 clusters Score: Raw -227021.327171 + Penalty 1244.154790 = -225777.172382 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (467.478585 sec): 3 clusters Score: Raw -226170.321020 + Penalty 2488.309579 = -223682.011441 nChanged 735 SP:Iteration 1F (467.531035 sec): 3 clusters Score: Raw -226651.181883 + Penalty 2488.309579 = -224162.872304 nChanged 150 SP:Iteration 2F (467.578443 sec): 3 clusters Score: Raw -226793.442004 + Penalty 2488.309579 = -224305.132425 nChanged 135 SP:Iteration 3F (467.609375 sec): 3 clusters Score: Raw -226947.805782 + Penalty 2488.309579 = -224459.496203 nChanged 131 SP:Iteration 4F (467.668351 sec): 3 clusters Score: Raw -227121.775270 + Penalty 2488.309579 = -224633.465691 nChanged 109 SP:Iteration 5F (467.716026 sec): 3 clusters Score: Raw -227245.341934 + Penalty 2488.309579 = -224757.032355 nChanged 112 SP:Iteration 6F (467.760682 sec): 3 clusters Score: Raw -227390.721035 + Penalty 2488.309579 = -224902.411456 nChanged 95 SP:Iteration 7Q (467.810640 sec): 3 clusters Score: Raw -227501.492079 + Penalty 2488.309579 = -225013.182499 nChanged 84 SP:Iteration 8Q (467.862093 sec): 3 clusters Score: Raw -227591.717899 + Penalty 2488.309579 = -225103.408320 nChanged 57 SP:Iteration 9Q (467.905297 sec): 3 clusters Score: Raw -227659.329095 + Penalty 2488.309579 = -225171.019516 nChanged 59 SP:Iteration 10Q (467.945082 sec): 3 clusters Score: Raw -227729.490348 + Penalty 2488.309579 = -225241.180769 nChanged 48 SP:Iteration 11Q (467.991734 sec): 3 clusters Score: Raw -227774.152168 + Penalty 2488.309579 = -225285.842589 nChanged 40 SP:Iteration 12Q (468.039792 sec): 3 clusters Score: Raw -227812.559916 + Penalty 2488.309579 = -225324.250337 nChanged 42 SP:Iteration 13Q (468.091265 sec): 3 clusters Score: Raw -227862.509321 + Penalty 2488.309579 = -225374.199741 nChanged 55 SP:Iteration 14Q (468.139314 sec): 3 clusters Score: Raw -227933.125160 + Penalty 2488.309579 = -225444.815581 nChanged 64 SP:Iteration 15Q (468.186453 sec): 3 clusters Score: Raw -228024.786258 + Penalty 2488.309579 = -225536.476679 nChanged 53 SP:Iteration 16Q (468.226138 sec): 3 clusters Score: Raw -228101.781044 + Penalty 2488.309579 = -225613.471464 nChanged 56 SP:Iteration 17Q (468.273874 sec): 3 clusters Score: Raw -228191.270666 + Penalty 2488.309579 = -225702.961087 nChanged 61 SP:Iteration 18Q (468.327770 sec): 3 clusters Score: Raw -228298.536813 + Penalty 2488.309579 = -225810.227234 nChanged 62 SP:Iteration 19Q (468.377394 sec): 3 clusters Score: Raw -228397.427101 + Penalty 2488.309579 = -225909.117522 nChanged 48 SP:Iteration 20F (468.433765 sec): 3 clusters Score: Raw -228479.498073 + Penalty 2488.309579 = -225991.188494 nChanged 45 SP:Iteration 21Q (468.481005 sec): 3 clusters Score: Raw -228576.565501 + Penalty 2488.309579 = -226088.255922 nChanged 43 SP:Iteration 22Q (468.526891 sec): 3 clusters Score: Raw -228627.639036 + Penalty 2488.309579 = -226139.329457 nChanged 29 SP:Iteration 23Q (468.576526 sec): 3 clusters Score: Raw -228648.610721 + Penalty 2488.309579 = -226160.301142 nChanged 17 SP:Iteration 24Q (468.620725 sec): 3 clusters Score: Raw -228660.347519 + Penalty 2488.309579 = -226172.037940 nChanged 12 SP:Iteration 25Q (468.670032 sec): 3 clusters Score: Raw -228667.339547 + Penalty 2488.309579 = -226179.029968 nChanged 8 SP:Iteration 26Q (468.722036 sec): 3 clusters Score: Raw -228671.108040 + Penalty 2488.309579 = -226182.798461 nChanged 2 SP:Iteration 27Q (468.775000 sec): 3 clusters Score: Raw -228671.750401 + Penalty 2488.309579 = -226183.440822 nChanged 1 SP:Iteration 28Q (468.825172 sec): 3 clusters Score: Raw -228672.147221 + Penalty 2488.309579 = -226183.837642 nChanged 0 SP:Iteration 29F (468.867963 sec): 3 clusters Score: Raw -228672.147221 + Penalty 2488.309579 = -226183.837642 nChanged 0 Score: Raw -7604402.754272 + Penalty 46720.747400 = -7557682.006872 Splitting cluster 19 changes total score from -7548598.753401 to -7557682.006872 So it's getting split into cluster 26. Trying to split cluster 20 (1538 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (470.441382 sec): 2 clusters Score: Raw -185550.141099 + Penalty 1192.463699 = -184357.677400 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (470.494046 sec): 3 clusters Score: Raw -184946.981120 + Penalty 2384.927399 = -182562.053721 nChanged 530 SP:Iteration 1F (470.542166 sec): 3 clusters Score: Raw -185379.466180 + Penalty 2384.927399 = -182994.538781 nChanged 142 SP:Iteration 2F (470.584326 sec): 3 clusters Score: Raw -185588.729787 + Penalty 2384.927399 = -183203.802389 nChanged 107 SP:Iteration 3F (470.635712 sec): 3 clusters Score: Raw -185756.051319 + Penalty 2384.927399 = -183371.123920 nChanged 96 SP:Iteration 4F (470.691262 sec): 3 clusters Score: Raw -185890.771174 + Penalty 2384.927399 = -183505.843775 nChanged 71 SP:Iteration 5Q (470.732530 sec): 3 clusters Score: Raw -185958.637328 + Penalty 2384.927399 = -183573.709930 nChanged 50 SP:Iteration 6Q (470.785352 sec): 3 clusters Score: Raw -186004.706535 + Penalty 2384.927399 = -183619.779136 nChanged 38 SP:Iteration 7Q (470.836689 sec): 3 clusters Score: Raw -186034.360537 + Penalty 2384.927399 = -183649.433138 nChanged 23 SP:Iteration 8Q (470.882760 sec): 3 clusters Score: Raw -186053.380015 + Penalty 2384.927399 = -183668.452616 nChanged 19 SP:Iteration 9Q (470.923219 sec): 3 clusters Score: Raw -186069.142115 + Penalty 2384.927399 = -183684.214716 nChanged 19 SP:Iteration 10Q (470.973260 sec): 3 clusters Score: Raw -186082.983046 + Penalty 2384.927399 = -183698.055647 nChanged 19 SP:Iteration 11Q (471.014174 sec): 3 clusters Score: Raw -186099.219748 + Penalty 2384.927399 = -183714.292349 nChanged 13 SP:Iteration 12Q (471.065217 sec): 3 clusters Score: Raw -186108.926718 + Penalty 2384.927399 = -183723.999319 nChanged 9 SP:Iteration 13Q (471.125063 sec): 3 clusters Score: Raw -186115.310738 + Penalty 2384.927399 = -183730.383339 nChanged 7 SP:Iteration 14Q (471.176331 sec): 3 clusters Score: Raw -186122.665065 + Penalty 2384.927399 = -183737.737666 nChanged 7 SP:Iteration 15Q (471.213399 sec): 3 clusters Score: Raw -186128.443498 + Penalty 2384.927399 = -183743.516099 nChanged 3 SP:Iteration 16Q (471.263026 sec): 3 clusters Score: Raw -186130.489635 + Penalty 2384.927399 = -183745.562237 nChanged 3 SP:Iteration 17Q (471.315712 sec): 3 clusters Score: Raw -186133.238468 + Penalty 2384.927399 = -183748.311069 nChanged 2 SP:Iteration 18Q (471.369215 sec): 3 clusters Score: Raw -186134.490248 + Penalty 2384.927399 = -183749.562849 nChanged 2 SP:Iteration 19Q (471.410768 sec): 3 clusters Score: Raw -186135.338837 + Penalty 2384.927399 = -183750.411438 nChanged 2 SP:Iteration 20F (471.466174 sec): 3 clusters Score: Raw -186136.223309 + Penalty 2384.927399 = -183751.295910 nChanged 2 SP:Iteration 21Q (471.510572 sec): 3 clusters Score: Raw -186137.074525 + Penalty 2384.927399 = -183752.147127 nChanged 0 SP:Iteration 22F (471.551339 sec): 3 clusters Score: Raw -186137.074525 + Penalty 2384.927399 = -183752.147127 nChanged 0 Deleting Class 4 (135 points): Lose 1743.225961 but Gain 1796.951823 Iteration 20F (473.106224 sec): 26 clusters Score: Raw -7605788.049738 + Penalty 44923.795577 = -7560864.254161 nChanged 2792 Iteration 21Q (474.066155 sec): 26 clusters Score: Raw -7608089.930761 + Penalty 44923.795577 = -7563166.135184 nChanged 1193 Iteration 22Q (474.998531 sec): 26 clusters Score: Raw -7608837.497356 + Penalty 44923.795577 = -7563913.701779 nChanged 721 Iteration 23Q (475.961657 sec): 26 clusters Score: Raw -7609202.854007 + Penalty 44923.795577 = -7564279.058430 nChanged 487 Iteration 24Q (476.850581 sec): 26 clusters Score: Raw -7609415.588118 + Penalty 44923.795577 = -7564491.792541 nChanged 380 Iteration 25Q (477.776000 sec): 26 clusters Score: Raw -7609583.871698 + Penalty 44923.795577 = -7564660.076121 nChanged 333 Iteration 26Q (478.663695 sec): 26 clusters Score: Raw -7609774.619214 + Penalty 44923.795577 = -7564850.823636 nChanged 256 Iteration 27Q (479.606227 sec): 26 clusters Score: Raw -7609910.874670 + Penalty 44923.795577 = -7564987.079093 nChanged 222 Iteration 28Q (480.483093 sec): 26 clusters Score: Raw -7610071.569308 + Penalty 44923.795577 = -7565147.773731 nChanged 192 Iteration 29Q (481.403398 sec): 26 clusters Score: Raw -7610171.829038 + Penalty 44923.795577 = -7565248.033461 nChanged 161 Iteration 30Q (482.309681 sec): 26 clusters Score: Raw -7610265.768188 + Penalty 44923.795577 = -7565341.972611 nChanged 123 Iteration 31Q (483.246465 sec): 26 clusters Score: Raw -7610347.951545 + Penalty 44923.795577 = -7565424.155968 nChanged 145 Iteration 32Q (484.169793 sec): 26 clusters Score: Raw -7610393.074483 + Penalty 44923.795577 = -7565469.278906 nChanged 123 Iteration 33Q (485.090265 sec): 26 clusters Score: Raw -7610450.914884 + Penalty 44923.795577 = -7565527.119307 nChanged 129 Iteration 34Q (485.967073 sec): 26 clusters Score: Raw -7610526.168294 + Penalty 44923.795577 = -7565602.372717 nChanged 146 Iteration 35Q (486.871636 sec): 26 clusters Score: Raw -7610590.906392 + Penalty 44923.795577 = -7565667.110814 nChanged 145 Iteration 36Q (487.789647 sec): 26 clusters Score: Raw -7610642.901881 + Penalty 44923.795577 = -7565719.106304 nChanged 152 Iteration 37Q (488.747869 sec): 26 clusters Score: Raw -7610688.304719 + Penalty 44923.795577 = -7565764.509142 nChanged 117 Iteration 38Q (489.638251 sec): 26 clusters Score: Raw -7610733.067188 + Penalty 44923.795577 = -7565809.271611 nChanged 119 Iteration 39Q (490.563184 sec): 26 clusters Score: Raw -7610778.083762 + Penalty 44923.795577 = -7565854.288185 nChanged 113 Iteration 40F (492.038037 sec): 26 clusters Score: Raw -7610916.735087 + Penalty 44923.795577 = -7565992.939510 nChanged 136 Iteration 41Q (492.969263 sec): 26 clusters Score: Raw -7611233.525615 + Penalty 44923.795577 = -7566309.730038 nChanged 124 Iteration 42Q (493.878954 sec): 26 clusters Score: Raw -7611427.819123 + Penalty 44923.795577 = -7566504.023546 nChanged 113 Iteration 43Q (494.750714 sec): 26 clusters Score: Raw -7611570.208060 + Penalty 44923.795577 = -7566646.412483 nChanged 91 Iteration 44Q (495.638564 sec): 26 clusters Score: Raw -7611633.143315 + Penalty 44923.795577 = -7566709.347738 nChanged 100 Iteration 45Q (496.579497 sec): 26 clusters Score: Raw -7611671.596438 + Penalty 44923.795577 = -7566747.800861 nChanged 95 Iteration 46Q (497.494819 sec): 26 clusters Score: Raw -7611707.030226 + Penalty 44923.795577 = -7566783.234649 nChanged 97 Iteration 47Q (498.385107 sec): 26 clusters Score: Raw -7611744.014534 + Penalty 44923.795577 = -7566820.218957 nChanged 77 Iteration 48Q (499.293164 sec): 26 clusters Score: Raw -7611776.310376 + Penalty 44923.795577 = -7566852.514799 nChanged 79 Iteration 49Q (500.172549 sec): 26 clusters Score: Raw -7611806.343690 + Penalty 44923.795577 = -7566882.548113 nChanged 77 Iteration 50Q (501.031286 sec): 26 clusters Score: Raw -7611836.113631 + Penalty 44923.795577 = -7566912.318054 nChanged 68 Iteration 51Q (501.982108 sec): 26 clusters Score: Raw -7611856.824203 + Penalty 44923.795577 = -7566933.028626 nChanged 63 Iteration 52Q (502.905625 sec): 26 clusters Score: Raw -7611878.755015 + Penalty 44923.795577 = -7566954.959438 nChanged 59 Iteration 53Q (503.742233 sec): 26 clusters Score: Raw -7611893.952679 + Penalty 44923.795577 = -7566970.157102 nChanged 67 Iteration 54Q (504.613982 sec): 26 clusters Score: Raw -7611910.805972 + Penalty 44923.795577 = -7566987.010395 nChanged 62 Iteration 55Q (505.485748 sec): 26 clusters Score: Raw -7611927.472867 + Penalty 44923.795577 = -7567003.677290 nChanged 66 Iteration 56Q (506.417885 sec): 26 clusters Score: Raw -7611947.276917 + Penalty 44923.795577 = -7567023.481340 nChanged 59 Iteration 57Q (507.314228 sec): 26 clusters Score: Raw -7611976.976460 + Penalty 44923.795577 = -7567053.180883 nChanged 64 Iteration 58Q (508.222720 sec): 26 clusters Score: Raw -7611996.765701 + Penalty 44923.795577 = -7567072.970124 nChanged 73 Writing temp clu file Because OldScore, -7567053.180883, is greater than current (better) Score,-7567072.970124 Compute initial score before splitting: Score: Raw -7611996.765701 + Penalty 44923.795577 = -7567072.970124 Trying to split cluster 1 (7313 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (508.274157 sec): 2 clusters Score: Raw -905175.490932 + Penalty 1445.828941 = -903729.661991 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (508.327559 sec): 3 clusters Score: Raw -901236.814388 + Penalty 2891.657881 = -898345.156507 nChanged 3043 SP:Iteration 1F (508.383926 sec): 3 clusters Score: Raw -903096.575217 + Penalty 2891.657881 = -900204.917336 nChanged 658 SP:Iteration 2F (508.445076 sec): 3 clusters Score: Raw -903644.453100 + Penalty 2891.657881 = -900752.795219 nChanged 592 SP:Iteration 3F (508.494491 sec): 3 clusters Score: Raw -904188.248748 + Penalty 2891.657881 = -901296.590867 nChanged 529 SP:Iteration 4F (508.551039 sec): 3 clusters Score: Raw -904719.054894 + Penalty 2891.657881 = -901827.397013 nChanged 489 SP:Iteration 5F (508.604110 sec): 3 clusters Score: Raw -905129.835141 + Penalty 2891.657881 = -902238.177260 nChanged 347 SP:Iteration 6Q (508.673293 sec): 3 clusters Score: Raw -905350.776484 + Penalty 2891.657881 = -902459.118602 nChanged 251 SP:Iteration 7Q (508.729436 sec): 3 clusters Score: Raw -905483.027524 + Penalty 2891.657881 = -902591.369643 nChanged 206 SP:Iteration 8Q (508.789163 sec): 3 clusters Score: Raw -905590.990297 + Penalty 2891.657881 = -902699.332416 nChanged 173 SP:Iteration 9Q (508.845347 sec): 3 clusters Score: Raw -905668.462946 + Penalty 2891.657881 = -902776.805065 nChanged 144 SP:Iteration 10Q (508.902053 sec): 3 clusters Score: Raw -905733.481001 + Penalty 2891.657881 = -902841.823120 nChanged 114 SP:Iteration 11Q (508.957232 sec): 3 clusters Score: Raw -905797.173986 + Penalty 2891.657881 = -902905.516105 nChanged 109 SP:Iteration 12Q (509.007283 sec): 3 clusters Score: Raw -905847.136070 + Penalty 2891.657881 = -902955.478189 nChanged 95 SP:Iteration 13Q (509.064476 sec): 3 clusters Score: Raw -905877.711772 + Penalty 2891.657881 = -902986.053890 nChanged 68 SP:Iteration 14Q (509.117440 sec): 3 clusters Score: Raw -905895.875574 + Penalty 2891.657881 = -903004.217693 nChanged 60 SP:Iteration 15Q (509.182805 sec): 3 clusters Score: Raw -905910.839220 + Penalty 2891.657881 = -903019.181339 nChanged 47 SP:Iteration 16Q (509.233571 sec): 3 clusters Score: Raw -905921.346718 + Penalty 2891.657881 = -903029.688837 nChanged 40 SP:Iteration 17Q (509.296990 sec): 3 clusters Score: Raw -905928.177816 + Penalty 2891.657881 = -903036.519934 nChanged 28 SP:Iteration 18Q (509.356979 sec): 3 clusters Score: Raw -905933.057396 + Penalty 2891.657881 = -903041.399515 nChanged 23 SP:Iteration 19Q (509.403186 sec): 3 clusters Score: Raw -905936.956183 + Penalty 2891.657881 = -903045.298302 nChanged 22 SP:Iteration 20F (509.464602 sec): 3 clusters Score: Raw -905939.736933 + Penalty 2891.657881 = -903048.079052 nChanged 21 SP:Iteration 21Q (509.523814 sec): 3 clusters Score: Raw -905942.563132 + Penalty 2891.657881 = -903050.905251 nChanged 16 SP:Iteration 22Q (509.580901 sec): 3 clusters Score: Raw -905944.622242 + Penalty 2891.657881 = -903052.964360 nChanged 12 SP:Iteration 23Q (509.634827 sec): 3 clusters Score: Raw -905946.781903 + Penalty 2891.657881 = -903055.124022 nChanged 13 SP:Iteration 24Q (509.687365 sec): 3 clusters Score: Raw -905948.780492 + Penalty 2891.657881 = -903057.122611 nChanged 9 SP:Iteration 25Q (509.740818 sec): 3 clusters Score: Raw -905949.770613 + Penalty 2891.657881 = -903058.112732 nChanged 5 SP:Iteration 26Q (509.796285 sec): 3 clusters Score: Raw -905950.233817 + Penalty 2891.657881 = -903058.575936 nChanged 5 SP:Iteration 27Q (509.854202 sec): 3 clusters Score: Raw -905950.664295 + Penalty 2891.657881 = -903059.006414 nChanged 1 SP:Iteration 28Q (509.914362 sec): 3 clusters Score: Raw -905950.715607 + Penalty 2891.657881 = -903059.057726 nChanged 1 SP:Iteration 29Q (509.964654 sec): 3 clusters Score: Raw -905950.773179 + Penalty 2891.657881 = -903059.115298 nChanged 1 SP:Iteration 30Q (510.026998 sec): 3 clusters Score: Raw -905950.859841 + Penalty 2891.657881 = -903059.201960 nChanged 1 SP:Iteration 31Q (510.074420 sec): 3 clusters Score: Raw -905950.974764 + Penalty 2891.657881 = -903059.316883 nChanged 4 SP:Iteration 32Q (510.133067 sec): 3 clusters Score: Raw -905951.240079 + Penalty 2891.657881 = -903059.582198 nChanged 3 SP:Iteration 33Q (510.190790 sec): 3 clusters Score: Raw -905951.564985 + Penalty 2891.657881 = -903059.907104 nChanged 1 SP:Iteration 34Q (510.238203 sec): 3 clusters Score: Raw -905951.629668 + Penalty 2891.657881 = -903059.971787 nChanged 1 SP:Iteration 35Q (510.295015 sec): 3 clusters Score: Raw -905951.895928 + Penalty 2891.657881 = -903060.238046 nChanged 1 SP:Iteration 36Q (510.355648 sec): 3 clusters Score: Raw -905951.928502 + Penalty 2891.657881 = -903060.270621 nChanged 0 SP:Iteration 37F (510.409572 sec): 3 clusters Score: Raw -905951.928502 + Penalty 2891.657881 = -903060.270621 nChanged 0 Trying to split cluster 2 (162 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (510.423808 sec): 2 clusters Score: Raw -14723.482150 + Penalty 826.734404 = -13896.747745 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (510.463189 sec): 3 clusters Score: Raw -14905.229080 + Penalty 1653.468809 = -13251.760271 nChanged 19 SP:Iteration 1F (510.520141 sec): 3 clusters Score: Raw -15009.941251 + Penalty 1653.468809 = -13356.472442 nChanged 6 SP:Iteration 2Q (510.568449 sec): 3 clusters Score: Raw -15068.565986 + Penalty 1653.468809 = -13415.097177 nChanged 2 SP:Iteration 3Q (510.615560 sec): 3 clusters Score: Raw -15077.290916 + Penalty 1653.468809 = -13423.822107 nChanged 1 SP:Iteration 4Q (510.653574 sec): 3 clusters Score: Raw -15081.846634 + Penalty 1653.468809 = -13428.377825 nChanged 1 SP:Iteration 5Q (510.710445 sec): 3 clusters Score: Raw -15083.378068 + Penalty 1653.468809 = -13429.909259 nChanged 0 SP:Iteration 6F (510.745116 sec): 3 clusters Score: Raw -15083.378068 + Penalty 1653.468809 = -13429.909259 nChanged 0 Trying to split cluster 3 (8388 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (510.783516 sec): 2 clusters Score: Raw -1071021.826275 + Penalty 1468.115576 = -1069553.710699 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (510.849461 sec): 3 clusters Score: Raw -1066332.797198 + Penalty 2936.231152 = -1063396.566046 nChanged 3611 SP:Iteration 1F (510.902369 sec): 3 clusters Score: Raw -1068305.699169 + Penalty 2936.231152 = -1065369.468016 nChanged 559 SP:Iteration 2F (510.956826 sec): 3 clusters Score: Raw -1068590.441344 + Penalty 2936.231152 = -1065654.210191 nChanged 504 SP:Iteration 3F (511.021236 sec): 3 clusters Score: Raw -1068850.052171 + Penalty 2936.231152 = -1065913.821019 nChanged 469 SP:Iteration 4F (511.079235 sec): 3 clusters Score: Raw -1069105.419117 + Penalty 2936.231152 = -1066169.187965 nChanged 429 SP:Iteration 5F (511.140614 sec): 3 clusters Score: Raw -1069386.646834 + Penalty 2936.231152 = -1066450.415682 nChanged 451 SP:Iteration 6F (511.192347 sec): 3 clusters Score: Raw -1069703.115285 + Penalty 2936.231152 = -1066766.884133 nChanged 436 SP:Iteration 7F (511.260467 sec): 3 clusters Score: Raw -1070039.456225 + Penalty 2936.231152 = -1067103.225072 nChanged 375 SP:Iteration 8Q (511.313416 sec): 3 clusters Score: Raw -1070338.344853 + Penalty 2936.231152 = -1067402.113701 nChanged 302 SP:Iteration 9Q (511.376823 sec): 3 clusters Score: Raw -1070575.126173 + Penalty 2936.231152 = -1067638.895020 nChanged 250 SP:Iteration 10Q (511.436049 sec): 3 clusters Score: Raw -1070766.110862 + Penalty 2936.231152 = -1067829.879710 nChanged 195 SP:Iteration 11Q (511.486356 sec): 3 clusters Score: Raw -1070883.121465 + Penalty 2936.231152 = -1067946.890312 nChanged 147 SP:Iteration 12Q (511.547412 sec): 3 clusters Score: Raw -1070956.170816 + Penalty 2936.231152 = -1068019.939664 nChanged 104 SP:Iteration 13Q (511.605413 sec): 3 clusters Score: Raw -1071006.141260 + Penalty 2936.231152 = -1068069.910108 nChanged 81 SP:Iteration 14Q (511.656638 sec): 3 clusters Score: Raw -1071042.196213 + Penalty 2936.231152 = -1068105.965060 nChanged 74 SP:Iteration 15Q (511.726792 sec): 3 clusters Score: Raw -1071073.765937 + Penalty 2936.231152 = -1068137.534785 nChanged 61 SP:Iteration 16Q (511.784318 sec): 3 clusters Score: Raw -1071101.684028 + Penalty 2936.231152 = -1068165.452875 nChanged 63 SP:Iteration 17Q (511.844398 sec): 3 clusters Score: Raw -1071134.042947 + Penalty 2936.231152 = -1068197.811795 nChanged 64 SP:Iteration 18Q (511.900572 sec): 3 clusters Score: Raw -1071157.170452 + Penalty 2936.231152 = -1068220.939300 nChanged 45 SP:Iteration 19Q (511.951383 sec): 3 clusters Score: Raw -1071177.362738 + Penalty 2936.231152 = -1068241.131586 nChanged 48 SP:Iteration 20F (512.005518 sec): 3 clusters Score: Raw -1071196.369063 + Penalty 2936.231152 = -1068260.137911 nChanged 35 SP:Iteration 21Q (512.067958 sec): 3 clusters Score: Raw -1071207.920463 + Penalty 2936.231152 = -1068271.689310 nChanged 22 SP:Iteration 22Q (512.128052 sec): 3 clusters Score: Raw -1071213.473492 + Penalty 2936.231152 = -1068277.242340 nChanged 21 SP:Iteration 23Q (512.179779 sec): 3 clusters Score: Raw -1071220.088975 + Penalty 2936.231152 = -1068283.857822 nChanged 26 SP:Iteration 24Q (512.239585 sec): 3 clusters Score: Raw -1071229.576039 + Penalty 2936.231152 = -1068293.344887 nChanged 20 SP:Iteration 25Q (512.296782 sec): 3 clusters Score: Raw -1071237.135920 + Penalty 2936.231152 = -1068300.904767 nChanged 23 SP:Iteration 26Q (512.354851 sec): 3 clusters Score: Raw -1071243.989810 + Penalty 2936.231152 = -1068307.758658 nChanged 16 SP:Iteration 27Q (512.415979 sec): 3 clusters Score: Raw -1071247.950096 + Penalty 2936.231152 = -1068311.718943 nChanged 18 SP:Iteration 28Q (512.476951 sec): 3 clusters Score: Raw -1071256.738088 + Penalty 2936.231152 = -1068320.506935 nChanged 22 SP:Iteration 29Q (512.536549 sec): 3 clusters Score: Raw -1071264.437231 + Penalty 2936.231152 = -1068328.206079 nChanged 22 SP:Iteration 30Q (512.595560 sec): 3 clusters Score: Raw -1071273.129382 + Penalty 2936.231152 = -1068336.898229 nChanged 17 SP:Iteration 31Q (512.654550 sec): 3 clusters Score: Raw -1071280.760359 + Penalty 2936.231152 = -1068344.529206 nChanged 20 SP:Iteration 32Q (512.706722 sec): 3 clusters Score: Raw -1071285.947581 + Penalty 2936.231152 = -1068349.716429 nChanged 15 SP:Iteration 33Q (512.772532 sec): 3 clusters Score: Raw -1071289.476821 + Penalty 2936.231152 = -1068353.245668 nChanged 12 SP:Iteration 34Q (512.826922 sec): 3 clusters Score: Raw -1071292.752706 + Penalty 2936.231152 = -1068356.521553 nChanged 7 SP:Iteration 35Q (512.885809 sec): 3 clusters Score: Raw -1071294.027343 + Penalty 2936.231152 = -1068357.796191 nChanged 3 SP:Iteration 36Q (512.945322 sec): 3 clusters Score: Raw -1071294.866352 + Penalty 2936.231152 = -1068358.635200 nChanged 6 SP:Iteration 37Q (513.001476 sec): 3 clusters Score: Raw -1071296.813407 + Penalty 2936.231152 = -1068360.582255 nChanged 9 SP:Iteration 38Q (513.047083 sec): 3 clusters Score: Raw -1071300.648882 + Penalty 2936.231152 = -1068364.417729 nChanged 7 SP:Iteration 39Q (513.107120 sec): 3 clusters Score: Raw -1071302.845251 + Penalty 2936.231152 = -1068366.614099 nChanged 7 SP:Iteration 40F (513.173259 sec): 3 clusters Score: Raw -1071305.075474 + Penalty 2936.231152 = -1068368.844321 nChanged 11 SP:Iteration 41Q (513.228980 sec): 3 clusters Score: Raw -1071308.871119 + Penalty 2936.231152 = -1068372.639967 nChanged 4 SP:Iteration 42Q (513.277893 sec): 3 clusters Score: Raw -1071310.173506 + Penalty 2936.231152 = -1068373.942354 nChanged 6 SP:Iteration 43Q (513.347973 sec): 3 clusters Score: Raw -1071311.714850 + Penalty 2936.231152 = -1068375.483698 nChanged 4 SP:Iteration 44Q (513.401902 sec): 3 clusters Score: Raw -1071312.810996 + Penalty 2936.231152 = -1068376.579844 nChanged 1 SP:Iteration 45Q (513.461472 sec): 3 clusters Score: Raw -1071313.243508 + Penalty 2936.231152 = -1068377.012355 nChanged 1 SP:Iteration 46Q (513.506118 sec): 3 clusters Score: Raw -1071313.472816 + Penalty 2936.231152 = -1068377.241664 nChanged 0 SP:Iteration 47F (513.561090 sec): 3 clusters Score: Raw -1071313.472816 + Penalty 2936.231152 = -1068377.241664 nChanged 0 Trying to split cluster 5 (302 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (513.577234 sec): 2 clusters Score: Raw -32279.210423 + Penalty 927.944390 = -31351.266033 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (513.629272 sec): 3 clusters Score: Raw -32391.057417 + Penalty 1855.888781 = -30535.168636 nChanged 62 SP:Iteration 1F (513.672064 sec): 3 clusters Score: Raw -32563.087170 + Penalty 1855.888781 = -30707.198390 nChanged 14 SP:Iteration 2Q (513.711597 sec): 3 clusters Score: Raw -32592.072472 + Penalty 1855.888781 = -30736.183691 nChanged 8 SP:Iteration 3Q (513.754389 sec): 3 clusters Score: Raw -32609.416462 + Penalty 1855.888781 = -30753.527682 nChanged 5 SP:Iteration 4Q (513.798108 sec): 3 clusters Score: Raw -32630.992538 + Penalty 1855.888781 = -30775.103758 nChanged 5 SP:Iteration 5Q (513.844780 sec): 3 clusters Score: Raw -32641.810685 + Penalty 1855.888781 = -30785.921904 nChanged 4 SP:Iteration 6Q (513.898224 sec): 3 clusters Score: Raw -32646.363276 + Penalty 1855.888781 = -30790.474495 nChanged 4 SP:Iteration 7Q (513.947469 sec): 3 clusters Score: Raw -32663.302086 + Penalty 1855.888781 = -30807.413305 nChanged 6 SP:Iteration 8Q (513.976786 sec): 3 clusters Score: Raw -32683.996744 + Penalty 1855.888781 = -30828.107963 nChanged 5 SP:Iteration 9Q (514.023131 sec): 3 clusters Score: Raw -32696.632574 + Penalty 1855.888781 = -30840.743793 nChanged 5 SP:Iteration 10Q (514.069047 sec): 3 clusters Score: Raw -32706.167568 + Penalty 1855.888781 = -30850.278787 nChanged 6 SP:Iteration 11Q (514.114382 sec): 3 clusters Score: Raw -32716.220670 + Penalty 1855.888781 = -30860.331890 nChanged 7 SP:Iteration 12Q (514.151538 sec): 3 clusters Score: Raw -32730.091996 + Penalty 1855.888781 = -30874.203216 nChanged 5 SP:Iteration 13Q (514.207367 sec): 3 clusters Score: Raw -32736.950551 + Penalty 1855.888781 = -30881.061770 nChanged 5 SP:Iteration 14Q (514.243586 sec): 3 clusters Score: Raw -32759.496058 + Penalty 1855.888781 = -30903.607278 nChanged 4 SP:Iteration 15Q (514.284168 sec): 3 clusters Score: Raw -32781.455277 + Penalty 1855.888781 = -30925.566496 nChanged 6 SP:Iteration 16Q (514.320600 sec): 3 clusters Score: Raw -32798.694761 + Penalty 1855.888781 = -30942.805980 nChanged 3 SP:Iteration 17Q (514.361991 sec): 3 clusters Score: Raw -32807.417458 + Penalty 1855.888781 = -30951.528678 nChanged 1 SP:Iteration 18Q (514.412101 sec): 3 clusters Score: Raw -32809.151091 + Penalty 1855.888781 = -30953.262310 nChanged 0 SP:Iteration 19F (514.456262 sec): 3 clusters Score: Raw -32809.151091 + Penalty 1855.888781 = -30953.262310 nChanged 0 Trying to split cluster 6 (314 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (514.489021 sec): 2 clusters Score: Raw -37066.355441 + Penalty 934.276360 = -36132.079081 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (514.534416 sec): 3 clusters Score: Raw -37121.329541 + Penalty 1868.552720 = -35252.776820 nChanged 63 SP:Iteration 1F (514.571647 sec): 3 clusters Score: Raw -37215.347586 + Penalty 1868.552720 = -35346.794866 nChanged 20 SP:Iteration 2F (514.616340 sec): 3 clusters Score: Raw -37265.752389 + Penalty 1868.552720 = -35397.199669 nChanged 16 SP:Iteration 3F (514.659540 sec): 3 clusters Score: Raw -37315.676278 + Penalty 1868.552720 = -35447.123557 nChanged 13 SP:Iteration 4Q (514.711404 sec): 3 clusters Score: Raw -37360.532609 + Penalty 1868.552720 = -35491.979888 nChanged 7 SP:Iteration 5Q (514.758017 sec): 3 clusters Score: Raw -37399.558837 + Penalty 1868.552720 = -35531.006116 nChanged 3 SP:Iteration 6Q (514.806191 sec): 3 clusters Score: Raw -37411.816425 + Penalty 1868.552720 = -35543.263705 nChanged 3 SP:Iteration 7Q (514.853736 sec): 3 clusters Score: Raw -37415.474289 + Penalty 1868.552720 = -35546.921569 nChanged 1 SP:Iteration 8Q (514.884404 sec): 3 clusters Score: Raw -37416.777616 + Penalty 1868.552720 = -35548.224896 nChanged 1 SP:Iteration 9Q (514.928375 sec): 3 clusters Score: Raw -37418.252191 + Penalty 1868.552720 = -35549.699470 nChanged 0 SP:Iteration 10F (514.974396 sec): 3 clusters Score: Raw -37418.252191 + Penalty 1868.552720 = -35549.699470 nChanged 0 Trying to split cluster 7 (1079 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (515.002884 sec): 2 clusters Score: Raw -132545.275367 + Penalty 1134.865869 = -131410.409498 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (515.049426 sec): 3 clusters Score: Raw -132204.950608 + Penalty 2269.731739 = -129935.218869 nChanged 302 SP:Iteration 1F (515.095129 sec): 3 clusters Score: Raw -132487.432758 + Penalty 2269.731739 = -130217.701019 nChanged 93 SP:Iteration 2F (515.133892 sec): 3 clusters Score: Raw -132622.955816 + Penalty 2269.731739 = -130353.224077 nChanged 61 SP:Iteration 3F (515.176571 sec): 3 clusters Score: Raw -132689.362996 + Penalty 2269.731739 = -130419.631258 nChanged 46 SP:Iteration 4Q (515.224579 sec): 3 clusters Score: Raw -132754.241586 + Penalty 2269.731739 = -130484.509848 nChanged 42 SP:Iteration 5Q (515.272306 sec): 3 clusters Score: Raw -132805.585686 + Penalty 2269.731739 = -130535.853947 nChanged 34 SP:Iteration 6Q (515.311043 sec): 3 clusters Score: Raw -132846.161133 + Penalty 2269.731739 = -130576.429395 nChanged 23 SP:Iteration 7Q (515.357232 sec): 3 clusters Score: Raw -132880.266481 + Penalty 2269.731739 = -130610.534742 nChanged 16 SP:Iteration 8Q (515.395225 sec): 3 clusters Score: Raw -132895.536183 + Penalty 2269.731739 = -130625.804444 nChanged 10 SP:Iteration 9Q (515.447881 sec): 3 clusters Score: Raw -132907.729832 + Penalty 2269.731739 = -130637.998094 nChanged 5 SP:Iteration 10Q (515.486293 sec): 3 clusters Score: Raw -132912.632826 + Penalty 2269.731739 = -130642.901088 nChanged 4 SP:Iteration 11Q (515.540961 sec): 3 clusters Score: Raw -132916.744118 + Penalty 2269.731739 = -130647.012379 nChanged 2 SP:Iteration 12Q (515.587359 sec): 3 clusters Score: Raw -132918.499992 + Penalty 2269.731739 = -130648.768253 nChanged 1 SP:Iteration 13Q (515.634546 sec): 3 clusters Score: Raw -132918.656663 + Penalty 2269.731739 = -130648.924924 nChanged 1 SP:Iteration 14Q (515.682554 sec): 3 clusters Score: Raw -132919.162250 + Penalty 2269.731739 = -130649.430512 nChanged 1 SP:Iteration 15Q (515.721517 sec): 3 clusters Score: Raw -132920.948923 + Penalty 2269.731739 = -130651.217184 nChanged 1 SP:Iteration 16Q (515.773619 sec): 3 clusters Score: Raw -132921.148142 + Penalty 2269.731739 = -130651.416403 nChanged 0 SP:Iteration 17F (515.823641 sec): 3 clusters Score: Raw -132921.148142 + Penalty 2269.731739 = -130651.416403 nChanged 0 Trying to split cluster 8 (600 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (515.851060 sec): 2 clusters Score: Raw -68487.710389 + Penalty 1039.501069 = -67448.209320 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (515.890722 sec): 3 clusters Score: Raw -68391.357549 + Penalty 2079.002138 = -66312.355411 nChanged 156 SP:Iteration 1F (515.935006 sec): 3 clusters Score: Raw -68588.920726 + Penalty 2079.002138 = -66509.918588 nChanged 42 SP:Iteration 2F (515.979031 sec): 3 clusters Score: Raw -68671.273752 + Penalty 2079.002138 = -66592.271614 nChanged 14 SP:Iteration 3Q (516.029792 sec): 3 clusters Score: Raw -68693.111412 + Penalty 2079.002138 = -66614.109274 nChanged 13 SP:Iteration 4Q (516.077875 sec): 3 clusters Score: Raw -68714.137688 + Penalty 2079.002138 = -66635.135550 nChanged 9 SP:Iteration 5Q (516.114143 sec): 3 clusters Score: Raw -68742.081127 + Penalty 2079.002138 = -66663.078989 nChanged 12 SP:Iteration 6Q (516.170478 sec): 3 clusters Score: Raw -68761.484253 + Penalty 2079.002138 = -66682.482115 nChanged 9 SP:Iteration 7Q (516.210094 sec): 3 clusters Score: Raw -68774.354553 + Penalty 2079.002138 = -66695.352415 nChanged 7 SP:Iteration 8Q (516.259039 sec): 3 clusters Score: Raw -68784.126501 + Penalty 2079.002138 = -66705.124363 nChanged 1 SP:Iteration 9Q (516.296530 sec): 3 clusters Score: Raw -68785.133329 + Penalty 2079.002138 = -66706.131191 nChanged 0 SP:Iteration 10F (516.345388 sec): 3 clusters Score: Raw -68785.133329 + Penalty 2079.002138 = -66706.131191 nChanged 0 Trying to split cluster 9 (520 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (516.377951 sec): 2 clusters Score: Raw -54556.776847 + Penalty 1016.247182 = -53540.529665 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (516.426270 sec): 3 clusters Score: Raw -54524.439547 + Penalty 2032.494364 = -52491.945183 nChanged 123 SP:Iteration 1F (516.466970 sec): 3 clusters Score: Raw -54712.202756 + Penalty 2032.494364 = -52679.708392 nChanged 36 SP:Iteration 2F (516.511588 sec): 3 clusters Score: Raw -54786.014748 + Penalty 2032.494364 = -52753.520385 nChanged 22 SP:Iteration 3Q (516.559502 sec): 3 clusters Score: Raw -54823.964863 + Penalty 2032.494364 = -52791.470499 nChanged 15 SP:Iteration 4Q (516.610517 sec): 3 clusters Score: Raw -54842.787567 + Penalty 2032.494364 = -52810.293203 nChanged 9 SP:Iteration 5Q (516.652526 sec): 3 clusters Score: Raw -54860.391190 + Penalty 2032.494364 = -52827.896827 nChanged 1 SP:Iteration 6Q (516.706311 sec): 3 clusters Score: Raw -54861.755582 + Penalty 2032.494364 = -52829.261218 nChanged 0 SP:Iteration 7F (516.735701 sec): 3 clusters Score: Raw -54861.755582 + Penalty 2032.494364 = -52829.261218 nChanged 0 Trying to split cluster 10 (10333 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (516.784980 sec): 2 clusters Score: Raw -1333051.377165 + Penalty 1502.003415 = -1331549.373751 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (516.846018 sec): 3 clusters Score: Raw -1327231.624313 + Penalty 3004.006829 = -1324227.617484 nChanged 4518 SP:Iteration 1F (516.908502 sec): 3 clusters Score: Raw -1329642.255733 + Penalty 3004.006829 = -1326638.248904 nChanged 627 SP:Iteration 2F (516.968691 sec): 3 clusters Score: Raw -1329932.029648 + Penalty 3004.006829 = -1326928.022818 nChanged 529 SP:Iteration 3F (517.024141 sec): 3 clusters Score: Raw -1330206.824733 + Penalty 3004.006829 = -1327202.817904 nChanged 549 SP:Iteration 4F (517.086958 sec): 3 clusters Score: Raw -1330517.021631 + Penalty 3004.006829 = -1327513.014802 nChanged 579 SP:Iteration 5F (517.142785 sec): 3 clusters Score: Raw -1330888.217593 + Penalty 3004.006829 = -1327884.210764 nChanged 616 SP:Iteration 6F (517.209936 sec): 3 clusters Score: Raw -1331382.269482 + Penalty 3004.006829 = -1328378.262653 nChanged 686 SP:Iteration 7F (517.264261 sec): 3 clusters Score: Raw -1331998.628957 + Penalty 3004.006829 = -1328994.622128 nChanged 671 SP:Iteration 8F (517.327222 sec): 3 clusters Score: Raw -1332637.085282 + Penalty 3004.006829 = -1329633.078453 nChanged 551 SP:Iteration 9F (517.400872 sec): 3 clusters Score: Raw -1333074.569506 + Penalty 3004.006829 = -1330070.562677 nChanged 364 SP:Iteration 10Q (517.460108 sec): 3 clusters Score: Raw -1333285.399494 + Penalty 3004.006829 = -1330281.392664 nChanged 248 SP:Iteration 11Q (517.513201 sec): 3 clusters Score: Raw -1333405.846869 + Penalty 3004.006829 = -1330401.840040 nChanged 178 SP:Iteration 12Q (517.579944 sec): 3 clusters Score: Raw -1333480.835324 + Penalty 3004.006829 = -1330476.828495 nChanged 134 SP:Iteration 13Q (517.643600 sec): 3 clusters Score: Raw -1333531.109796 + Penalty 3004.006829 = -1330527.102967 nChanged 92 SP:Iteration 14Q (517.706516 sec): 3 clusters Score: Raw -1333554.745743 + Penalty 3004.006829 = -1330550.738914 nChanged 56 SP:Iteration 15Q (517.757059 sec): 3 clusters Score: Raw -1333568.295526 + Penalty 3004.006829 = -1330564.288697 nChanged 52 SP:Iteration 16Q (517.829734 sec): 3 clusters Score: Raw -1333580.149870 + Penalty 3004.006829 = -1330576.143040 nChanged 44 SP:Iteration 17Q (517.882424 sec): 3 clusters Score: Raw -1333588.125214 + Penalty 3004.006829 = -1330584.118385 nChanged 39 SP:Iteration 18Q (517.936099 sec): 3 clusters Score: Raw -1333596.490238 + Penalty 3004.006829 = -1330592.483408 nChanged 48 SP:Iteration 19Q (518.007188 sec): 3 clusters Score: Raw -1333605.252001 + Penalty 3004.006829 = -1330601.245172 nChanged 44 SP:Iteration 20F (518.066303 sec): 3 clusters Score: Raw -1333612.308455 + Penalty 3004.006829 = -1330608.301626 nChanged 27 SP:Iteration 21Q (518.133290 sec): 3 clusters Score: Raw -1333617.496113 + Penalty 3004.006829 = -1330613.489283 nChanged 22 SP:Iteration 22Q (518.192984 sec): 3 clusters Score: Raw -1333622.289377 + Penalty 3004.006829 = -1330618.282548 nChanged 20 SP:Iteration 23Q (518.254476 sec): 3 clusters Score: Raw -1333627.297856 + Penalty 3004.006829 = -1330623.291027 nChanged 24 SP:Iteration 24Q (518.313629 sec): 3 clusters Score: Raw -1333631.812011 + Penalty 3004.006829 = -1330627.805181 nChanged 14 SP:Iteration 25Q (518.372863 sec): 3 clusters Score: Raw -1333634.230183 + Penalty 3004.006829 = -1330630.223353 nChanged 14 SP:Iteration 26Q (518.425609 sec): 3 clusters Score: Raw -1333636.325352 + Penalty 3004.006829 = -1330632.318523 nChanged 9 SP:Iteration 27Q (518.484805 sec): 3 clusters Score: Raw -1333637.851850 + Penalty 3004.006829 = -1330633.845021 nChanged 12 SP:Iteration 28Q (518.549892 sec): 3 clusters Score: Raw -1333639.335005 + Penalty 3004.006829 = -1330635.328175 nChanged 8 SP:Iteration 29Q (518.604406 sec): 3 clusters Score: Raw -1333640.415676 + Penalty 3004.006829 = -1330636.408847 nChanged 9 SP:Iteration 30Q (518.670371 sec): 3 clusters Score: Raw -1333641.492272 + Penalty 3004.006829 = -1330637.485442 nChanged 5 SP:Iteration 31Q (518.726289 sec): 3 clusters Score: Raw -1333642.412058 + Penalty 3004.006829 = -1330638.405228 nChanged 4 SP:Iteration 32Q (518.796934 sec): 3 clusters Score: Raw -1333643.264513 + Penalty 3004.006829 = -1330639.257684 nChanged 7 SP:Iteration 33Q (518.851533 sec): 3 clusters Score: Raw -1333644.327534 + Penalty 3004.006829 = -1330640.320705 nChanged 4 SP:Iteration 34Q (518.910462 sec): 3 clusters Score: Raw -1333645.151935 + Penalty 3004.006829 = -1330641.145106 nChanged 5 SP:Iteration 35Q (518.980592 sec): 3 clusters Score: Raw -1333646.537975 + Penalty 3004.006829 = -1330642.531145 nChanged 4 SP:Iteration 36Q (519.041701 sec): 3 clusters Score: Raw -1333647.020829 + Penalty 3004.006829 = -1330643.014000 nChanged 5 SP:Iteration 37Q (519.100147 sec): 3 clusters Score: Raw -1333647.674794 + Penalty 3004.006829 = -1330643.667964 nChanged 3 SP:Iteration 38Q (519.170931 sec): 3 clusters Score: Raw -1333648.231162 + Penalty 3004.006829 = -1330644.224333 nChanged 5 SP:Iteration 39Q (519.234922 sec): 3 clusters Score: Raw -1333648.667746 + Penalty 3004.006829 = -1330644.660917 nChanged 1 SP:Iteration 40F (519.294651 sec): 3 clusters Score: Raw -1333648.763648 + Penalty 3004.006829 = -1330644.756818 nChanged 0 Trying to split cluster 11 (517 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (519.321809 sec): 2 clusters Score: Raw -44849.752784 + Penalty 1015.306967 = -43834.445817 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (519.358070 sec): 3 clusters Score: Raw -44921.983187 + Penalty 2030.613934 = -42891.369252 nChanged 153 SP:Iteration 1F (519.417064 sec): 3 clusters Score: Raw -45248.553529 + Penalty 2030.613934 = -43217.939594 nChanged 56 SP:Iteration 2F (519.459941 sec): 3 clusters Score: Raw -45378.282647 + Penalty 2030.613934 = -43347.668712 nChanged 19 SP:Iteration 3Q (519.498926 sec): 3 clusters Score: Raw -45427.071014 + Penalty 2030.613934 = -43396.457080 nChanged 8 SP:Iteration 4Q (519.556235 sec): 3 clusters Score: Raw -45460.888085 + Penalty 2030.613934 = -43430.274151 nChanged 15 SP:Iteration 5Q (519.605208 sec): 3 clusters Score: Raw -45494.432872 + Penalty 2030.613934 = -43463.818938 nChanged 5 SP:Iteration 6Q (519.639055 sec): 3 clusters Score: Raw -45525.353051 + Penalty 2030.613934 = -43494.739116 nChanged 5 SP:Iteration 7Q (519.693695 sec): 3 clusters Score: Raw -45531.385420 + Penalty 2030.613934 = -43500.771486 nChanged 4 SP:Iteration 8Q (519.739254 sec): 3 clusters Score: Raw -45539.499457 + Penalty 2030.613934 = -43508.885523 nChanged 5 SP:Iteration 9Q (519.789872 sec): 3 clusters Score: Raw -45553.307377 + Penalty 2030.613934 = -43522.693443 nChanged 5 SP:Iteration 10Q (519.840405 sec): 3 clusters Score: Raw -45564.761942 + Penalty 2030.613934 = -43534.148008 nChanged 4 SP:Iteration 11Q (519.885512 sec): 3 clusters Score: Raw -45570.809713 + Penalty 2030.613934 = -43540.195779 nChanged 4 SP:Iteration 12Q (519.923378 sec): 3 clusters Score: Raw -45584.484230 + Penalty 2030.613934 = -43553.870296 nChanged 4 SP:Iteration 13Q (519.971684 sec): 3 clusters Score: Raw -45593.292087 + Penalty 2030.613934 = -43562.678153 nChanged 4 SP:Iteration 14Q (520.019221 sec): 3 clusters Score: Raw -45597.828333 + Penalty 2030.613934 = -43567.214398 nChanged 0 SP:Iteration 15F (520.078157 sec): 3 clusters Score: Raw -45597.828333 + Penalty 2030.613934 = -43567.214398 nChanged 0 Trying to split cluster 12 (15432 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (520.117069 sec): 2 clusters Score: Raw -1941697.263839 + Penalty 1567.182265 = -1940130.081574 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (520.181240 sec): 3 clusters Score: Raw -1932553.420173 + Penalty 3134.364530 = -1929419.055642 nChanged 6833 SP:Iteration 1F (520.257659 sec): 3 clusters Score: Raw -1936184.283644 + Penalty 3134.364530 = -1933049.919113 nChanged 876 SP:Iteration 2F (520.331919 sec): 3 clusters Score: Raw -1936548.424550 + Penalty 3134.364530 = -1933414.060020 nChanged 815 SP:Iteration 3F (520.401699 sec): 3 clusters Score: Raw -1936934.613801 + Penalty 3134.364530 = -1933800.249270 nChanged 815 SP:Iteration 4F (520.470485 sec): 3 clusters Score: Raw -1937361.555536 + Penalty 3134.364530 = -1934227.191006 nChanged 842 SP:Iteration 5F (520.528814 sec): 3 clusters Score: Raw -1937847.753418 + Penalty 3134.364530 = -1934713.388888 nChanged 900 SP:Iteration 6F (520.602928 sec): 3 clusters Score: Raw -1938402.346484 + Penalty 3134.364530 = -1935267.981954 nChanged 943 SP:Iteration 7F (520.688260 sec): 3 clusters Score: Raw -1939085.144840 + Penalty 3134.364530 = -1935950.780310 nChanged 969 SP:Iteration 8F (520.751079 sec): 3 clusters Score: Raw -1939885.137513 + Penalty 3134.364530 = -1936750.772983 nChanged 958 SP:Iteration 9F (520.830603 sec): 3 clusters Score: Raw -1940733.793454 + Penalty 3134.364530 = -1937599.428924 nChanged 862 SP:Iteration 10F (520.902601 sec): 3 clusters Score: Raw -1941495.613533 + Penalty 3134.364530 = -1938361.249003 nChanged 671 SP:Iteration 11Q (520.972188 sec): 3 clusters Score: Raw -1942100.310862 + Penalty 3134.364530 = -1938965.946332 nChanged 617 SP:Iteration 12Q (521.052344 sec): 3 clusters Score: Raw -1942763.489072 + Penalty 3134.364530 = -1939629.124542 nChanged 578 SP:Iteration 13Q (521.126412 sec): 3 clusters Score: Raw -1943527.862522 + Penalty 3134.364530 = -1940393.497992 nChanged 568 SP:Iteration 14Q (521.188283 sec): 3 clusters Score: Raw -1944591.108350 + Penalty 3134.364530 = -1941456.743820 nChanged 524 SP:Iteration 15Q (521.267177 sec): 3 clusters Score: Raw -1946006.316038 + Penalty 3134.364530 = -1942871.951508 nChanged 502 SP:Iteration 16Q (521.338450 sec): 3 clusters Score: Raw -1948461.355492 + Penalty 3134.364530 = -1945326.990961 nChanged 418 SP:Iteration 17Q (521.410975 sec): 3 clusters Score: Raw -1949327.714372 + Penalty 3134.364530 = -1946193.349842 nChanged 287 SP:Iteration 18Q (521.484739 sec): 3 clusters Score: Raw -1949547.037583 + Penalty 3134.364530 = -1946412.673053 nChanged 185 SP:Iteration 19Q (521.548319 sec): 3 clusters Score: Raw -1949640.031556 + Penalty 3134.364530 = -1946505.667026 nChanged 122 SP:Iteration 20F (521.608039 sec): 3 clusters Score: Raw -1949690.152505 + Penalty 3134.364530 = -1946555.787975 nChanged 103 SP:Iteration 21Q (521.681374 sec): 3 clusters Score: Raw -1949727.006479 + Penalty 3134.364530 = -1946592.641949 nChanged 90 SP:Iteration 22Q (521.748337 sec): 3 clusters Score: Raw -1949760.719333 + Penalty 3134.364530 = -1946626.354802 nChanged 79 SP:Iteration 23Q (521.818422 sec): 3 clusters Score: Raw -1949784.962213 + Penalty 3134.364530 = -1946650.597682 nChanged 60 SP:Iteration 24Q (521.884373 sec): 3 clusters Score: Raw -1949801.680966 + Penalty 3134.364530 = -1946667.316436 nChanged 49 SP:Iteration 25Q (521.951649 sec): 3 clusters Score: Raw -1949813.695824 + Penalty 3134.364530 = -1946679.331294 nChanged 42 SP:Iteration 26Q (522.022520 sec): 3 clusters Score: Raw -1949822.439841 + Penalty 3134.364530 = -1946688.075310 nChanged 34 SP:Iteration 27Q (522.084527 sec): 3 clusters Score: Raw -1949827.593176 + Penalty 3134.364530 = -1946693.228646 nChanged 27 SP:Iteration 28Q (522.151323 sec): 3 clusters Score: Raw -1949831.615756 + Penalty 3134.364530 = -1946697.251225 nChanged 31 SP:Iteration 29Q (522.219297 sec): 3 clusters Score: Raw -1949837.261549 + Penalty 3134.364530 = -1946702.897019 nChanged 37 SP:Iteration 30Q (522.286835 sec): 3 clusters Score: Raw -1949842.841807 + Penalty 3134.364530 = -1946708.477277 nChanged 31 SP:Iteration 31Q (522.352286 sec): 3 clusters Score: Raw -1949847.132339 + Penalty 3134.364530 = -1946712.767808 nChanged 21 SP:Iteration 32Q (522.422079 sec): 3 clusters Score: Raw -1949849.276116 + Penalty 3134.364530 = -1946714.911586 nChanged 14 SP:Iteration 33Q (522.485567 sec): 3 clusters Score: Raw -1949850.645722 + Penalty 3134.364530 = -1946716.281192 nChanged 15 SP:Iteration 34Q (522.552146 sec): 3 clusters Score: Raw -1949852.312932 + Penalty 3134.364530 = -1946717.948402 nChanged 13 SP:Iteration 35Q (522.627420 sec): 3 clusters Score: Raw -1949853.492022 + Penalty 3134.364530 = -1946719.127492 nChanged 15 SP:Iteration 36Q (522.690371 sec): 3 clusters Score: Raw -1949854.813571 + Penalty 3134.364530 = -1946720.449040 nChanged 14 SP:Iteration 37Q (522.757186 sec): 3 clusters Score: Raw -1949856.183261 + Penalty 3134.364530 = -1946721.818731 nChanged 12 SP:Iteration 38Q (522.826659 sec): 3 clusters Score: Raw -1949857.058858 + Penalty 3134.364530 = -1946722.694328 nChanged 10 SP:Iteration 39Q (522.903928 sec): 3 clusters Score: Raw -1949858.068101 + Penalty 3134.364530 = -1946723.703571 nChanged 10 SP:Iteration 40F (522.968348 sec): 3 clusters Score: Raw -1949858.935687 + Penalty 3134.364530 = -1946724.571157 nChanged 10 SP:Iteration 41Q (523.045585 sec): 3 clusters Score: Raw -1949859.687889 + Penalty 3134.364530 = -1946725.323359 nChanged 3 SP:Iteration 42Q (523.112247 sec): 3 clusters Score: Raw -1949859.947613 + Penalty 3134.364530 = -1946725.583082 nChanged 6 SP:Iteration 43Q (523.179103 sec): 3 clusters Score: Raw -1949860.617929 + Penalty 3134.364530 = -1946726.253399 nChanged 9 SP:Iteration 44Q (523.252345 sec): 3 clusters Score: Raw -1949861.278170 + Penalty 3134.364530 = -1946726.913640 nChanged 3 SP:Iteration 45Q (523.323197 sec): 3 clusters Score: Raw -1949861.552730 + Penalty 3134.364530 = -1946727.188200 nChanged 2 SP:Iteration 46Q (523.390962 sec): 3 clusters Score: Raw -1949861.672757 + Penalty 3134.364530 = -1946727.308226 nChanged 1 SP:Iteration 47Q (523.457423 sec): 3 clusters Score: Raw -1949861.740456 + Penalty 3134.364530 = -1946727.375926 nChanged 1 SP:Iteration 48Q (523.529906 sec): 3 clusters Score: Raw -1949861.921004 + Penalty 3134.364530 = -1946727.556473 nChanged 2 SP:Iteration 49Q (523.601548 sec): 3 clusters Score: Raw -1949862.113779 + Penalty 3134.364530 = -1946727.749249 nChanged 1 SP:Iteration 50Q (523.671759 sec): 3 clusters Score: Raw -1949862.145987 + Penalty 3134.364530 = -1946727.781457 nChanged 0 SP:Iteration 51F (523.743508 sec): 3 clusters Score: Raw -1949862.145987 + Penalty 3134.364530 = -1946727.781457 nChanged 0 Score: Raw -7620184.516683 + Penalty 46720.747400 = -7573463.769283 Splitting cluster 12 changes total score from -7567072.970124 to -7573463.769283 So it's getting split into cluster 4. Trying to split cluster 13 (265 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (525.291458 sec): 2 clusters Score: Raw -22087.146803 + Penalty 906.706097 = -21180.440706 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (525.329954 sec): 3 clusters Score: Raw -22445.641989 + Penalty 1813.412193 = -20632.229795 nChanged 73 SP:Iteration 1F (525.377675 sec): 3 clusters Score: Raw -22696.850445 + Penalty 1813.412193 = -20883.438251 nChanged 20 SP:Iteration 2F (525.419737 sec): 3 clusters Score: Raw -22826.689686 + Penalty 1813.412193 = -21013.277492 nChanged 9 SP:Iteration 3Q (525.465428 sec): 3 clusters Score: Raw -22884.790864 + Penalty 1813.412193 = -21071.378671 nChanged 2 SP:Iteration 4Q (525.520780 sec): 3 clusters Score: Raw -22894.296095 + Penalty 1813.412193 = -21080.883901 nChanged 0 SP:Iteration 5F (525.562346 sec): 3 clusters Score: Raw -22894.296095 + Penalty 1813.412193 = -21080.883901 nChanged 0 Trying to split cluster 14 (1952 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (525.593007 sec): 2 clusters Score: Raw -240032.003928 + Penalty 1231.199087 = -238800.804841 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (525.641969 sec): 3 clusters Score: Raw -239205.970847 + Penalty 2462.398174 = -236743.572672 nChanged 687 SP:Iteration 1F (525.689552 sec): 3 clusters Score: Raw -239663.342503 + Penalty 2462.398174 = -237200.944328 nChanged 156 SP:Iteration 2F (525.735336 sec): 3 clusters Score: Raw -239805.697609 + Penalty 2462.398174 = -237343.299435 nChanged 114 SP:Iteration 3F (525.779580 sec): 3 clusters Score: Raw -239924.271274 + Penalty 2462.398174 = -237461.873100 nChanged 104 SP:Iteration 4F (525.839260 sec): 3 clusters Score: Raw -240045.309792 + Penalty 2462.398174 = -237582.911618 nChanged 106 SP:Iteration 5F (525.887789 sec): 3 clusters Score: Raw -240189.852292 + Penalty 2462.398174 = -237727.454118 nChanged 95 SP:Iteration 6Q (525.933604 sec): 3 clusters Score: Raw -240353.463194 + Penalty 2462.398174 = -237891.065019 nChanged 92 SP:Iteration 7Q (525.986478 sec): 3 clusters Score: Raw -240498.221397 + Penalty 2462.398174 = -238035.823222 nChanged 97 SP:Iteration 8Q (526.029089 sec): 3 clusters Score: Raw -240620.066133 + Penalty 2462.398174 = -238157.667959 nChanged 72 SP:Iteration 9Q (526.074976 sec): 3 clusters Score: Raw -240681.532038 + Penalty 2462.398174 = -238219.133864 nChanged 49 SP:Iteration 10Q (526.113357 sec): 3 clusters Score: Raw -240721.960264 + Penalty 2462.398174 = -238259.562090 nChanged 27 SP:Iteration 11Q (526.161832 sec): 3 clusters Score: Raw -240739.263365 + Penalty 2462.398174 = -238276.865191 nChanged 16 SP:Iteration 12Q (526.208726 sec): 3 clusters Score: Raw -240751.553590 + Penalty 2462.398174 = -238289.155416 nChanged 13 SP:Iteration 13Q (526.262245 sec): 3 clusters Score: Raw -240758.212164 + Penalty 2462.398174 = -238295.813990 nChanged 6 SP:Iteration 14Q (526.306085 sec): 3 clusters Score: Raw -240763.406415 + Penalty 2462.398174 = -238301.008241 nChanged 6 SP:Iteration 15Q (526.352354 sec): 3 clusters Score: Raw -240765.577883 + Penalty 2462.398174 = -238303.179709 nChanged 5 SP:Iteration 16Q (526.404956 sec): 3 clusters Score: Raw -240768.556663 + Penalty 2462.398174 = -238306.158489 nChanged 9 SP:Iteration 17Q (526.435216 sec): 3 clusters Score: Raw -240776.060683 + Penalty 2462.398174 = -238313.662509 nChanged 12 SP:Iteration 18Q (526.481871 sec): 3 clusters Score: Raw -240787.119370 + Penalty 2462.398174 = -238324.721196 nChanged 14 SP:Iteration 19Q (526.523043 sec): 3 clusters Score: Raw -240796.369827 + Penalty 2462.398174 = -238333.971653 nChanged 11 SP:Iteration 20F (526.560871 sec): 3 clusters Score: Raw -240803.418429 + Penalty 2462.398174 = -238341.020255 nChanged 4 SP:Iteration 21Q (526.614859 sec): 3 clusters Score: Raw -240804.665872 + Penalty 2462.398174 = -238342.267697 nChanged 0 SP:Iteration 22F (526.649571 sec): 3 clusters Score: Raw -240804.665872 + Penalty 2462.398174 = -238342.267697 nChanged 0 Trying to split cluster 15 (209 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (526.674280 sec): 2 clusters Score: Raw -12207.147672 + Penalty 868.129316 = -11339.018356 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (526.716528 sec): 3 clusters Score: Raw -12463.309155 + Penalty 1736.258632 = -10727.050523 nChanged 42 SP:Iteration 1F (526.757150 sec): 3 clusters Score: Raw -12585.363057 + Penalty 1736.258632 = -10849.104426 nChanged 10 SP:Iteration 2Q (526.798560 sec): 3 clusters Score: Raw -12632.272590 + Penalty 1736.258632 = -10896.013958 nChanged 6 SP:Iteration 3Q (526.833718 sec): 3 clusters Score: Raw -12727.618310 + Penalty 1736.258632 = -10991.359678 nChanged 3 SP:Iteration 4Q (526.878656 sec): 3 clusters Score: Raw -12765.379662 + Penalty 1736.258632 = -11029.121030 nChanged 1 SP:Iteration 5Q (526.916644 sec): 3 clusters Score: Raw -12771.489494 + Penalty 1736.258632 = -11035.230862 nChanged 2 SP:Iteration 6Q (526.958232 sec): 3 clusters Score: Raw -12796.764539 + Penalty 1736.258632 = -11060.505907 nChanged 0 SP:Iteration 7F (526.988200 sec): 3 clusters Score: Raw -12796.764539 + Penalty 1736.258632 = -11060.505907 nChanged 0 Trying to split cluster 16 (3237 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (527.007330 sec): 2 clusters Score: Raw -383778.331200 + Penalty 1313.390366 = -382464.940834 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (527.054503 sec): 3 clusters Score: Raw -382236.055105 + Penalty 2626.780733 = -379609.274373 nChanged 1218 SP:Iteration 1F (527.111243 sec): 3 clusters Score: Raw -382989.390250 + Penalty 2626.780733 = -380362.609518 nChanged 282 SP:Iteration 2F (527.157785 sec): 3 clusters Score: Raw -383209.055856 + Penalty 2626.780733 = -380582.275124 nChanged 235 SP:Iteration 3F (527.204368 sec): 3 clusters Score: Raw -383453.040531 + Penalty 2626.780733 = -380826.259798 nChanged 225 SP:Iteration 4F (527.258301 sec): 3 clusters Score: Raw -383720.332562 + Penalty 2626.780733 = -381093.551829 nChanged 197 SP:Iteration 5F (527.307420 sec): 3 clusters Score: Raw -384027.416250 + Penalty 2626.780733 = -381400.635518 nChanged 185 SP:Iteration 6F (527.350600 sec): 3 clusters Score: Raw -384268.049407 + Penalty 2626.780733 = -381641.268675 nChanged 167 SP:Iteration 7F (527.412910 sec): 3 clusters Score: Raw -384398.538591 + Penalty 2626.780733 = -381771.757859 nChanged 146 SP:Iteration 8Q (527.465103 sec): 3 clusters Score: Raw -384497.578235 + Penalty 2626.780733 = -381870.797502 nChanged 101 SP:Iteration 9Q (527.507919 sec): 3 clusters Score: Raw -384567.812271 + Penalty 2626.780733 = -381941.031539 nChanged 87 SP:Iteration 10Q (527.567492 sec): 3 clusters Score: Raw -384621.336792 + Penalty 2626.780733 = -381994.556059 nChanged 68 SP:Iteration 11Q (527.610158 sec): 3 clusters Score: Raw -384664.463319 + Penalty 2626.780733 = -382037.682587 nChanged 57 SP:Iteration 12Q (527.670073 sec): 3 clusters Score: Raw -384697.307303 + Penalty 2626.780733 = -382070.526570 nChanged 45 SP:Iteration 13Q (527.726567 sec): 3 clusters Score: Raw -384723.056891 + Penalty 2626.780733 = -382096.276159 nChanged 30 SP:Iteration 14Q (527.779211 sec): 3 clusters Score: Raw -384739.535707 + Penalty 2626.780733 = -382112.754975 nChanged 22 SP:Iteration 15Q (527.828803 sec): 3 clusters Score: Raw -384754.438751 + Penalty 2626.780733 = -382127.658019 nChanged 30 SP:Iteration 16Q (527.881742 sec): 3 clusters Score: Raw -384775.509444 + Penalty 2626.780733 = -382148.728712 nChanged 32 SP:Iteration 17Q (527.933099 sec): 3 clusters Score: Raw -384794.987049 + Penalty 2626.780733 = -382168.206316 nChanged 35 SP:Iteration 18Q (527.987146 sec): 3 clusters Score: Raw -384817.270978 + Penalty 2626.780733 = -382190.490245 nChanged 29 SP:Iteration 19Q (528.032093 sec): 3 clusters Score: Raw -384831.949743 + Penalty 2626.780733 = -382205.169010 nChanged 23 SP:Iteration 20F (528.086103 sec): 3 clusters Score: Raw -384842.144375 + Penalty 2626.780733 = -382215.363643 nChanged 15 SP:Iteration 21Q (528.138046 sec): 3 clusters Score: Raw -384850.620526 + Penalty 2626.780733 = -382223.839794 nChanged 10 SP:Iteration 22Q (528.184509 sec): 3 clusters Score: Raw -384859.336626 + Penalty 2626.780733 = -382232.555894 nChanged 18 SP:Iteration 23Q (528.239162 sec): 3 clusters Score: Raw -384871.674080 + Penalty 2626.780733 = -382244.893347 nChanged 16 SP:Iteration 24Q (528.293490 sec): 3 clusters Score: Raw -384879.239534 + Penalty 2626.780733 = -382252.458801 nChanged 10 SP:Iteration 25Q (528.344547 sec): 3 clusters Score: Raw -384886.510836 + Penalty 2626.780733 = -382259.730104 nChanged 8 SP:Iteration 26Q (528.401042 sec): 3 clusters Score: Raw -384889.149973 + Penalty 2626.780733 = -382262.369241 nChanged 7 SP:Iteration 27Q (528.451179 sec): 3 clusters Score: Raw -384891.649090 + Penalty 2626.780733 = -382264.868357 nChanged 1 SP:Iteration 28Q (528.499358 sec): 3 clusters Score: Raw -384891.790772 + Penalty 2626.780733 = -382265.010039 nChanged 0 SP:Iteration 29F (528.552817 sec): 3 clusters Score: Raw -384891.790772 + Penalty 2626.780733 = -382265.010039 nChanged 0 Trying to split cluster 17 (279 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (528.565281 sec): 2 clusters Score: Raw -32130.819731 + Penalty 915.071915 = -31215.747816 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (528.611615 sec): 3 clusters Score: Raw -32248.739288 + Penalty 1830.143829 = -30418.595459 nChanged 50 SP:Iteration 1F (528.660699 sec): 3 clusters Score: Raw -32374.692421 + Penalty 1830.143829 = -30544.548592 nChanged 22 SP:Iteration 2F (528.714136 sec): 3 clusters Score: Raw -32426.637325 + Penalty 1830.143829 = -30596.493495 nChanged 21 SP:Iteration 3F (528.758654 sec): 3 clusters Score: Raw -32525.544165 + Penalty 1830.143829 = -30695.400336 nChanged 16 SP:Iteration 4F (528.797062 sec): 3 clusters Score: Raw -32599.139091 + Penalty 1830.143829 = -30768.995261 nChanged 4 SP:Iteration 5Q (528.855286 sec): 3 clusters Score: Raw -32618.101827 + Penalty 1830.143829 = -30787.957998 nChanged 1 SP:Iteration 6Q (528.900432 sec): 3 clusters Score: Raw -32619.525563 + Penalty 1830.143829 = -30789.381734 nChanged 0 SP:Iteration 7F (528.935845 sec): 3 clusters Score: Raw -32619.525563 + Penalty 1830.143829 = -30789.381734 nChanged 0 Trying to split cluster 18 (1167 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (528.965368 sec): 2 clusters Score: Raw -134562.402363 + Penalty 1147.606140 = -133414.796223 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (529.009433 sec): 3 clusters Score: Raw -134157.889382 + Penalty 2295.212280 = -131862.677101 nChanged 382 SP:Iteration 1F (529.066164 sec): 3 clusters Score: Raw -134471.947620 + Penalty 2295.212280 = -132176.735339 nChanged 91 SP:Iteration 2F (529.103217 sec): 3 clusters Score: Raw -134545.434013 + Penalty 2295.212280 = -132250.221732 nChanged 45 SP:Iteration 3Q (529.149722 sec): 3 clusters Score: Raw -134576.821617 + Penalty 2295.212280 = -132281.609337 nChanged 26 SP:Iteration 4Q (529.205699 sec): 3 clusters Score: Raw -134597.786781 + Penalty 2295.212280 = -132302.574501 nChanged 12 SP:Iteration 5Q (529.246607 sec): 3 clusters Score: Raw -134607.806554 + Penalty 2295.212280 = -132312.594274 nChanged 7 SP:Iteration 6Q (529.299395 sec): 3 clusters Score: Raw -134617.734026 + Penalty 2295.212280 = -132322.521745 nChanged 11 SP:Iteration 7Q (529.347162 sec): 3 clusters Score: Raw -134625.765533 + Penalty 2295.212280 = -132330.553252 nChanged 6 SP:Iteration 8Q (529.395850 sec): 3 clusters Score: Raw -134630.218798 + Penalty 2295.212280 = -132335.006517 nChanged 7 SP:Iteration 9Q (529.450818 sec): 3 clusters Score: Raw -134636.207339 + Penalty 2295.212280 = -132340.995058 nChanged 4 SP:Iteration 10Q (529.504876 sec): 3 clusters Score: Raw -134641.636359 + Penalty 2295.212280 = -132346.424078 nChanged 7 SP:Iteration 11Q (529.539637 sec): 3 clusters Score: Raw -134644.416955 + Penalty 2295.212280 = -132349.204674 nChanged 3 SP:Iteration 12Q (529.597870 sec): 3 clusters Score: Raw -134646.206099 + Penalty 2295.212280 = -132350.993818 nChanged 4 SP:Iteration 13Q (529.644713 sec): 3 clusters Score: Raw -134648.268650 + Penalty 2295.212280 = -132353.056369 nChanged 2 SP:Iteration 14Q (529.690752 sec): 3 clusters Score: Raw -134654.034695 + Penalty 2295.212280 = -132358.822414 nChanged 4 SP:Iteration 15Q (529.725330 sec): 3 clusters Score: Raw -134656.212863 + Penalty 2295.212280 = -132361.000583 nChanged 5 SP:Iteration 16Q (529.777247 sec): 3 clusters Score: Raw -134659.081007 + Penalty 2295.212280 = -132363.868727 nChanged 2 SP:Iteration 17Q (529.818811 sec): 3 clusters Score: Raw -134660.075889 + Penalty 2295.212280 = -132364.863609 nChanged 2 SP:Iteration 18Q (529.862387 sec): 3 clusters Score: Raw -134662.241707 + Penalty 2295.212280 = -132367.029426 nChanged 2 SP:Iteration 19Q (529.920653 sec): 3 clusters Score: Raw -134663.151364 + Penalty 2295.212280 = -132367.939084 nChanged 2 SP:Iteration 20F (529.962619 sec): 3 clusters Score: Raw -134665.078323 + Penalty 2295.212280 = -132369.866042 nChanged 7 SP:Iteration 21Q (530.002420 sec): 3 clusters Score: Raw -134669.364988 + Penalty 2295.212280 = -132374.152707 nChanged 5 SP:Iteration 22Q (530.056946 sec): 3 clusters Score: Raw -134674.987369 + Penalty 2295.212280 = -132379.775088 nChanged 2 SP:Iteration 23Q (530.091909 sec): 3 clusters Score: Raw -134676.384535 + Penalty 2295.212280 = -132381.172254 nChanged 2 SP:Iteration 24Q (530.142687 sec): 3 clusters Score: Raw -134676.844199 + Penalty 2295.212280 = -132381.631919 nChanged 0 SP:Iteration 25F (530.183272 sec): 3 clusters Score: Raw -134676.844199 + Penalty 2295.212280 = -132381.631919 nChanged 0 Trying to split cluster 19 (1456 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (530.206803 sec): 2 clusters Score: Raw -155190.005740 + Penalty 1183.560337 = -154006.445403 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (530.253503 sec): 3 clusters Score: Raw -154671.775415 + Penalty 2367.120674 = -152304.654740 nChanged 487 SP:Iteration 1F (530.301164 sec): 3 clusters Score: Raw -155134.443521 + Penalty 2367.120674 = -152767.322847 nChanged 140 SP:Iteration 2F (530.342103 sec): 3 clusters Score: Raw -155307.977513 + Penalty 2367.120674 = -152940.856839 nChanged 85 SP:Iteration 3F (530.385745 sec): 3 clusters Score: Raw -155410.735451 + Penalty 2367.120674 = -153043.614777 nChanged 75 SP:Iteration 4F (530.433240 sec): 3 clusters Score: Raw -155499.577130 + Penalty 2367.120674 = -153132.456456 nChanged 53 SP:Iteration 5Q (530.489022 sec): 3 clusters Score: Raw -155553.353207 + Penalty 2367.120674 = -153186.232533 nChanged 45 SP:Iteration 6Q (530.535887 sec): 3 clusters Score: Raw -155601.330694 + Penalty 2367.120674 = -153234.210019 nChanged 32 SP:Iteration 7Q (530.583680 sec): 3 clusters Score: Raw -155637.831982 + Penalty 2367.120674 = -153270.711308 nChanged 29 SP:Iteration 8Q (530.617909 sec): 3 clusters Score: Raw -155669.459486 + Penalty 2367.120674 = -153302.338812 nChanged 25 SP:Iteration 9Q (530.668813 sec): 3 clusters Score: Raw -155685.700338 + Penalty 2367.120674 = -153318.579664 nChanged 9 SP:Iteration 10Q (530.717120 sec): 3 clusters Score: Raw -155692.162986 + Penalty 2367.120674 = -153325.042312 nChanged 9 SP:Iteration 11Q (530.758822 sec): 3 clusters Score: Raw -155699.223147 + Penalty 2367.120674 = -153332.102472 nChanged 14 SP:Iteration 12Q (530.794541 sec): 3 clusters Score: Raw -155711.820066 + Penalty 2367.120674 = -153344.699392 nChanged 8 SP:Iteration 13Q (530.837903 sec): 3 clusters Score: Raw -155716.443226 + Penalty 2367.120674 = -153349.322552 nChanged 8 SP:Iteration 14Q (530.891007 sec): 3 clusters Score: Raw -155720.718068 + Penalty 2367.120674 = -153353.597394 nChanged 5 SP:Iteration 15Q (530.933629 sec): 3 clusters Score: Raw -155725.863596 + Penalty 2367.120674 = -153358.742922 nChanged 7 SP:Iteration 16Q (530.975769 sec): 3 clusters Score: Raw -155733.489203 + Penalty 2367.120674 = -153366.368529 nChanged 9 SP:Iteration 17Q (531.017820 sec): 3 clusters Score: Raw -155740.252467 + Penalty 2367.120674 = -153373.131792 nChanged 6 SP:Iteration 18Q (531.074639 sec): 3 clusters Score: Raw -155745.709526 + Penalty 2367.120674 = -153378.588852 nChanged 8 SP:Iteration 19Q (531.124182 sec): 3 clusters Score: Raw -155752.428548 + Penalty 2367.120674 = -153385.307873 nChanged 8 SP:Iteration 20F (531.174394 sec): 3 clusters Score: Raw -155760.308695 + Penalty 2367.120674 = -153393.188021 nChanged 8 SP:Iteration 21Q (531.220247 sec): 3 clusters Score: Raw -155764.622497 + Penalty 2367.120674 = -153397.501823 nChanged 6 SP:Iteration 22Q (531.271543 sec): 3 clusters Score: Raw -155769.089517 + Penalty 2367.120674 = -153401.968843 nChanged 4 SP:Iteration 23Q (531.311240 sec): 3 clusters Score: Raw -155771.979003 + Penalty 2367.120674 = -153404.858329 nChanged 3 SP:Iteration 24Q (531.361246 sec): 3 clusters Score: Raw -155773.359115 + Penalty 2367.120674 = -153406.238440 nChanged 0 SP:Iteration 25F (531.405858 sec): 3 clusters Score: Raw -155773.359115 + Penalty 2367.120674 = -153406.238440 nChanged 0 Trying to split cluster 20 (1209 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (531.429577 sec): 2 clusters Score: Raw -146868.219983 + Penalty 1153.351688 = -145714.868295 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (531.476255 sec): 3 clusters Score: Raw -146502.004037 + Penalty 2306.703376 = -144195.300660 nChanged 386 SP:Iteration 1F (531.525193 sec): 3 clusters Score: Raw -146897.294949 + Penalty 2306.703376 = -144590.591572 nChanged 110 SP:Iteration 2F (531.568794 sec): 3 clusters Score: Raw -147035.962855 + Penalty 2306.703376 = -144729.259479 nChanged 61 SP:Iteration 3F (531.609785 sec): 3 clusters Score: Raw -147146.966964 + Penalty 2306.703376 = -144840.263587 nChanged 59 SP:Iteration 4Q (531.663809 sec): 3 clusters Score: Raw -147228.683748 + Penalty 2306.703376 = -144921.980372 nChanged 40 SP:Iteration 5Q (531.706235 sec): 3 clusters Score: Raw -147287.021198 + Penalty 2306.703376 = -144980.317821 nChanged 35 SP:Iteration 6Q (531.741821 sec): 3 clusters Score: Raw -147328.680186 + Penalty 2306.703376 = -145021.976809 nChanged 19 SP:Iteration 7Q (531.790295 sec): 3 clusters Score: Raw -147348.214560 + Penalty 2306.703376 = -145041.511183 nChanged 14 SP:Iteration 8Q (531.839110 sec): 3 clusters Score: Raw -147358.810258 + Penalty 2306.703376 = -145052.106882 nChanged 11 SP:Iteration 9Q (531.888918 sec): 3 clusters Score: Raw -147363.162826 + Penalty 2306.703376 = -145056.459450 nChanged 7 SP:Iteration 10Q (531.938589 sec): 3 clusters Score: Raw -147366.747224 + Penalty 2306.703376 = -145060.043848 nChanged 10 SP:Iteration 11Q (531.978380 sec): 3 clusters Score: Raw -147371.188330 + Penalty 2306.703376 = -145064.484953 nChanged 7 SP:Iteration 12Q (532.027466 sec): 3 clusters Score: Raw -147376.259509 + Penalty 2306.703376 = -145069.556133 nChanged 8 SP:Iteration 13Q (532.076810 sec): 3 clusters Score: Raw -147386.673612 + Penalty 2306.703376 = -145079.970235 nChanged 9 SP:Iteration 14Q (532.126907 sec): 3 clusters Score: Raw -147395.786502 + Penalty 2306.703376 = -145089.083126 nChanged 8 SP:Iteration 15Q (532.172965 sec): 3 clusters Score: Raw -147402.214716 + Penalty 2306.703376 = -145095.511340 nChanged 8 SP:Iteration 16Q (532.217522 sec): 3 clusters Score: Raw -147405.763505 + Penalty 2306.703376 = -145099.060128 nChanged 3 SP:Iteration 17Q (532.266287 sec): 3 clusters Score: Raw -147407.790904 + Penalty 2306.703376 = -145101.087527 nChanged 4 SP:Iteration 18Q (532.319945 sec): 3 clusters Score: Raw -147412.248273 + Penalty 2306.703376 = -145105.544896 nChanged 8 SP:Iteration 19Q (532.359736 sec): 3 clusters Score: Raw -147419.305919 + Penalty 2306.703376 = -145112.602543 nChanged 8 SP:Iteration 20F (532.413779 sec): 3 clusters Score: Raw -147425.103253 + Penalty 2306.703376 = -145118.399877 nChanged 5 SP:Iteration 21Q (532.454894 sec): 3 clusters Score: Raw -147428.525260 + Penalty 2306.703376 = -145121.821884 nChanged 4 SP:Iteration 22Q (532.511221 sec): 3 clusters Score: Raw -147430.528511 + Penalty 2306.703376 = -145123.825135 nChanged 2 SP:Iteration 23Q (532.552507 sec): 3 clusters Score: Raw -147431.446177 + Penalty 2306.703376 = -145124.742801 nChanged 0 SP:Iteration 24F (532.602567 sec): 3 clusters Score: Raw -147431.446177 + Penalty 2306.703376 = -145124.742801 nChanged 0 Trying to split cluster 21 (5033 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (532.630332 sec): 2 clusters Score: Raw -597657.199619 + Penalty 1385.112870 = -596272.086750 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (532.683809 sec): 3 clusters Score: Raw -595060.221256 + Penalty 2770.225740 = -592289.995517 nChanged 2030 SP:Iteration 1F (532.735233 sec): 3 clusters Score: Raw -596240.427912 + Penalty 2770.225740 = -593470.202172 nChanged 396 SP:Iteration 2F (532.782749 sec): 3 clusters Score: Raw -596508.800155 + Penalty 2770.225740 = -593738.574415 nChanged 332 SP:Iteration 3F (532.844737 sec): 3 clusters Score: Raw -596749.425366 + Penalty 2770.225740 = -593979.199626 nChanged 300 SP:Iteration 4F (532.900118 sec): 3 clusters Score: Raw -596946.550852 + Penalty 2770.225740 = -594176.325112 nChanged 255 SP:Iteration 5F (532.952989 sec): 3 clusters Score: Raw -597130.398039 + Penalty 2770.225740 = -594360.172300 nChanged 244 SP:Iteration 6Q (532.998031 sec): 3 clusters Score: Raw -597305.438522 + Penalty 2770.225740 = -594535.212782 nChanged 215 SP:Iteration 7Q (533.057301 sec): 3 clusters Score: Raw -597448.826974 + Penalty 2770.225740 = -594678.601234 nChanged 182 SP:Iteration 8Q (533.111156 sec): 3 clusters Score: Raw -597560.077163 + Penalty 2770.225740 = -594789.851424 nChanged 153 SP:Iteration 9Q (533.159808 sec): 3 clusters Score: Raw -597637.801360 + Penalty 2770.225740 = -594867.575621 nChanged 109 SP:Iteration 10Q (533.218256 sec): 3 clusters Score: Raw -597691.970700 + Penalty 2770.225740 = -594921.744960 nChanged 97 SP:Iteration 11Q (533.281385 sec): 3 clusters Score: Raw -597738.059949 + Penalty 2770.225740 = -594967.834210 nChanged 84 SP:Iteration 12Q (533.339611 sec): 3 clusters Score: Raw -597782.674715 + Penalty 2770.225740 = -595012.448975 nChanged 82 SP:Iteration 13Q (533.392260 sec): 3 clusters Score: Raw -597834.826778 + Penalty 2770.225740 = -595064.601039 nChanged 89 SP:Iteration 14Q (533.440814 sec): 3 clusters Score: Raw -597891.632394 + Penalty 2770.225740 = -595121.406654 nChanged 91 SP:Iteration 15Q (533.500292 sec): 3 clusters Score: Raw -597945.284712 + Penalty 2770.225740 = -595175.058973 nChanged 76 SP:Iteration 16Q (533.557574 sec): 3 clusters Score: Raw -597996.011851 + Penalty 2770.225740 = -595225.786112 nChanged 75 SP:Iteration 17Q (533.606079 sec): 3 clusters Score: Raw -598050.275281 + Penalty 2770.225740 = -595280.049541 nChanged 75 SP:Iteration 18Q (533.649981 sec): 3 clusters Score: Raw -598105.230197 + Penalty 2770.225740 = -595335.004457 nChanged 75 SP:Iteration 19Q (533.706618 sec): 3 clusters Score: Raw -598153.490000 + Penalty 2770.225740 = -595383.264260 nChanged 78 SP:Iteration 20F (533.762142 sec): 3 clusters Score: Raw -598204.607597 + Penalty 2770.225740 = -595434.381858 nChanged 73 SP:Iteration 21Q (533.819254 sec): 3 clusters Score: Raw -598255.274204 + Penalty 2770.225740 = -595485.048464 nChanged 72 SP:Iteration 22Q (533.864241 sec): 3 clusters Score: Raw -598351.014035 + Penalty 2770.225740 = -595580.788296 nChanged 77 SP:Iteration 23Q (533.918559 sec): 3 clusters Score: Raw -598515.893701 + Penalty 2770.225740 = -595745.667962 nChanged 39 SP:Iteration 24Q (533.973894 sec): 3 clusters Score: Raw -598557.740720 + Penalty 2770.225740 = -595787.514980 nChanged 25 SP:Iteration 25Q (534.026568 sec): 3 clusters Score: Raw -598566.366914 + Penalty 2770.225740 = -595796.141175 nChanged 11 SP:Iteration 26Q (534.073338 sec): 3 clusters Score: Raw -598569.873924 + Penalty 2770.225740 = -595799.648184 nChanged 7 SP:Iteration 27Q (534.133570 sec): 3 clusters Score: Raw -598572.713723 + Penalty 2770.225740 = -595802.487983 nChanged 4 SP:Iteration 28Q (534.185511 sec): 3 clusters Score: Raw -598573.659529 + Penalty 2770.225740 = -595803.433789 nChanged 2 SP:Iteration 29Q (534.228811 sec): 3 clusters Score: Raw -598574.282499 + Penalty 2770.225740 = -595804.056760 nChanged 3 SP:Iteration 30Q (534.275433 sec): 3 clusters Score: Raw -598574.996332 + Penalty 2770.225740 = -595804.770592 nChanged 3 SP:Iteration 31Q (534.316237 sec): 3 clusters Score: Raw -598575.612572 + Penalty 2770.225740 = -595805.386832 nChanged 1 SP:Iteration 32Q (534.369681 sec): 3 clusters Score: Raw -598576.079760 + Penalty 2770.225740 = -595805.854020 nChanged 0 SP:Iteration 33F (534.413846 sec): 3 clusters Score: Raw -598576.079760 + Penalty 2770.225740 = -595805.854020 nChanged 0 Trying to split cluster 22 (132 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (534.433916 sec): 2 clusters Score: Raw -5872.333434 + Penalty 793.455312 = -5078.878121 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (534.477809 sec): 3 clusters Score: Raw -6104.407036 + Penalty 1586.910625 = -4517.496411 nChanged 17 SP:Iteration 1F (534.526582 sec): 3 clusters Score: Raw -6241.903810 + Penalty 1586.910625 = -4654.993186 nChanged 8 SP:Iteration 2F (534.560918 sec): 3 clusters Score: Raw -6343.245241 + Penalty 1586.910625 = -4756.334616 nChanged 2 SP:Iteration 3Q (534.603058 sec): 3 clusters Score: Raw -6351.211270 + Penalty 1586.910625 = -4764.300645 nChanged 0 SP:Iteration 4F (534.651693 sec): 3 clusters Score: Raw -6351.211270 + Penalty 1586.910625 = -4764.300645 nChanged 0 Trying to split cluster 23 (1573 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (534.674327 sec): 2 clusters Score: Raw -190963.483808 + Penalty 1196.120234 = -189767.363573 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (534.704896 sec): 3 clusters Score: Raw -190309.263763 + Penalty 2392.240468 = -187917.023294 nChanged 506 SP:Iteration 1F (534.749583 sec): 3 clusters Score: Raw -190666.625498 + Penalty 2392.240468 = -188274.385030 nChanged 127 SP:Iteration 2F (534.781793 sec): 3 clusters Score: Raw -190793.588238 + Penalty 2392.240468 = -188401.347769 nChanged 90 SP:Iteration 3F (534.823928 sec): 3 clusters Score: Raw -190869.419218 + Penalty 2392.240468 = -188477.178749 nChanged 54 SP:Iteration 4Q (534.871019 sec): 3 clusters Score: Raw -190916.806191 + Penalty 2392.240468 = -188524.565722 nChanged 42 SP:Iteration 5Q (534.923891 sec): 3 clusters Score: Raw -190952.673298 + Penalty 2392.240468 = -188560.432829 nChanged 47 SP:Iteration 6Q (534.972499 sec): 3 clusters Score: Raw -190996.929581 + Penalty 2392.240468 = -188604.689112 nChanged 53 SP:Iteration 7Q (535.013497 sec): 3 clusters Score: Raw -191048.013777 + Penalty 2392.240468 = -188655.773308 nChanged 44 SP:Iteration 8Q (535.063399 sec): 3 clusters Score: Raw -191079.967178 + Penalty 2392.240468 = -188687.726710 nChanged 29 SP:Iteration 9Q (535.120727 sec): 3 clusters Score: Raw -191103.640759 + Penalty 2392.240468 = -188711.400290 nChanged 19 SP:Iteration 10Q (535.162975 sec): 3 clusters Score: Raw -191119.417853 + Penalty 2392.240468 = -188727.177385 nChanged 14 SP:Iteration 11Q (535.226176 sec): 3 clusters Score: Raw -191133.713652 + Penalty 2392.240468 = -188741.473183 nChanged 18 SP:Iteration 12Q (535.265739 sec): 3 clusters Score: Raw -191144.816340 + Penalty 2392.240468 = -188752.575871 nChanged 14 SP:Iteration 13Q (535.324403 sec): 3 clusters Score: Raw -191153.439655 + Penalty 2392.240468 = -188761.199187 nChanged 12 SP:Iteration 14Q (535.377314 sec): 3 clusters Score: Raw -191158.907725 + Penalty 2392.240468 = -188766.667257 nChanged 7 SP:Iteration 15Q (535.419991 sec): 3 clusters Score: Raw -191162.078318 + Penalty 2392.240468 = -188769.837850 nChanged 5 SP:Iteration 16Q (535.466496 sec): 3 clusters Score: Raw -191165.714752 + Penalty 2392.240468 = -188773.474283 nChanged 8 SP:Iteration 17Q (535.505388 sec): 3 clusters Score: Raw -191170.764767 + Penalty 2392.240468 = -188778.524299 nChanged 8 SP:Iteration 18Q (535.563823 sec): 3 clusters Score: Raw -191174.440682 + Penalty 2392.240468 = -188782.200214 nChanged 3 SP:Iteration 19Q (535.602404 sec): 3 clusters Score: Raw -191176.189976 + Penalty 2392.240468 = -188783.949507 nChanged 4 SP:Iteration 20F (535.650540 sec): 3 clusters Score: Raw -191177.247973 + Penalty 2392.240468 = -188785.007505 nChanged 3 SP:Iteration 21Q (535.696569 sec): 3 clusters Score: Raw -191178.373337 + Penalty 2392.240468 = -188786.132868 nChanged 1 SP:Iteration 22Q (535.744559 sec): 3 clusters Score: Raw -191178.561298 + Penalty 2392.240468 = -188786.320830 nChanged 1 SP:Iteration 23Q (535.789821 sec): 3 clusters Score: Raw -191178.975254 + Penalty 2392.240468 = -188786.734785 nChanged 0 SP:Iteration 24F (535.838796 sec): 3 clusters Score: Raw -191178.975254 + Penalty 2392.240468 = -188786.734785 nChanged 0 Trying to split cluster 24 (190 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (535.869098 sec): 2 clusters Score: Raw -20369.115892 + Penalty 852.641412 = -19516.474480 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (535.917336 sec): 3 clusters Score: Raw -20680.713283 + Penalty 1705.282823 = -18975.430459 nChanged 34 SP:Iteration 1F (535.959715 sec): 3 clusters Score: Raw -20774.463326 + Penalty 1705.282823 = -19069.180503 nChanged 4 SP:Iteration 2Q (536.007886 sec): 3 clusters Score: Raw -20802.663102 + Penalty 1705.282823 = -19097.380278 nChanged 2 SP:Iteration 3Q (536.064838 sec): 3 clusters Score: Raw -20808.249933 + Penalty 1705.282823 = -19102.967110 nChanged 1 SP:Iteration 4Q (536.111268 sec): 3 clusters Score: Raw -20812.755475 + Penalty 1705.282823 = -19107.472652 nChanged 2 SP:Iteration 5Q (536.149470 sec): 3 clusters Score: Raw -20818.760471 + Penalty 1705.282823 = -19113.477647 nChanged 3 SP:Iteration 6Q (536.188324 sec): 3 clusters Score: Raw -20829.704086 + Penalty 1705.282823 = -19124.421262 nChanged 2 SP:Iteration 7Q (536.241933 sec): 3 clusters Score: Raw -20840.805510 + Penalty 1705.282823 = -19135.522686 nChanged 2 SP:Iteration 8Q (536.285241 sec): 3 clusters Score: Raw -20852.946141 + Penalty 1705.282823 = -19147.663317 nChanged 0 SP:Iteration 9F (536.332808 sec): 3 clusters Score: Raw -20852.946141 + Penalty 1705.282823 = -19147.663317 nChanged 0 Trying to split cluster 25 (578 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (536.361476 sec): 2 clusters Score: Raw -64675.367977 + Penalty 1033.430754 = -63641.937223 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (536.411128 sec): 3 clusters Score: Raw -64635.580517 + Penalty 2066.861507 = -62568.719010 nChanged 157 SP:Iteration 1F (536.461997 sec): 3 clusters Score: Raw -64918.696262 + Penalty 2066.861507 = -62851.834755 nChanged 54 SP:Iteration 2F (536.513368 sec): 3 clusters Score: Raw -65087.845038 + Penalty 2066.861507 = -63020.983531 nChanged 40 SP:Iteration 3F (536.563089 sec): 3 clusters Score: Raw -65191.495334 + Penalty 2066.861507 = -63124.633827 nChanged 29 SP:Iteration 4F (536.602621 sec): 3 clusters Score: Raw -65247.847872 + Penalty 2066.861507 = -63180.986364 nChanged 17 SP:Iteration 5Q (536.640968 sec): 3 clusters Score: Raw -65284.101730 + Penalty 2066.861507 = -63217.240223 nChanged 6 SP:Iteration 6Q (536.690510 sec): 3 clusters Score: Raw -65293.833317 + Penalty 2066.861507 = -63226.971810 nChanged 1 SP:Iteration 7Q (536.743254 sec): 3 clusters Score: Raw -65294.761850 + Penalty 2066.861507 = -63227.900343 nChanged 1 SP:Iteration 8Q (536.778159 sec): 3 clusters Score: Raw -65295.235103 + Penalty 2066.861507 = -63228.373595 nChanged 0 SP:Iteration 9F (536.829996 sec): 3 clusters Score: Raw -65295.235103 + Penalty 2066.861507 = -63228.373595 nChanged 0 Trying to split cluster 26 (1116 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (536.859054 sec): 2 clusters Score: Raw -123844.738300 + Penalty 1140.344748 = -122704.393552 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (536.910226 sec): 3 clusters Score: Raw -123471.274215 + Penalty 2280.689496 = -121190.584718 nChanged 355 SP:Iteration 1F (536.962576 sec): 3 clusters Score: Raw -123820.847728 + Penalty 2280.689496 = -121540.158231 nChanged 96 SP:Iteration 2F (536.998799 sec): 3 clusters Score: Raw -123942.651181 + Penalty 2280.689496 = -121661.961684 nChanged 68 SP:Iteration 3F (537.049080 sec): 3 clusters Score: Raw -124018.677182 + Penalty 2280.689496 = -121737.987685 nChanged 43 SP:Iteration 4Q (537.096029 sec): 3 clusters Score: Raw -124067.847283 + Penalty 2280.689496 = -121787.157787 nChanged 31 SP:Iteration 5Q (537.144874 sec): 3 clusters Score: Raw -124096.813588 + Penalty 2280.689496 = -121816.124091 nChanged 13 SP:Iteration 6Q (537.199161 sec): 3 clusters Score: Raw -124106.180129 + Penalty 2280.689496 = -121825.490632 nChanged 5 SP:Iteration 7Q (537.236150 sec): 3 clusters Score: Raw -124109.461213 + Penalty 2280.689496 = -121828.771717 nChanged 1 SP:Iteration 8Q (537.289782 sec): 3 clusters Score: Raw -124110.447373 + Penalty 2280.689496 = -121829.757876 nChanged 5 SP:Iteration 9Q (537.319203 sec): 3 clusters Score: Raw -124114.187362 + Penalty 2280.689496 = -121833.497866 nChanged 1 SP:Iteration 10Q (537.373867 sec): 3 clusters Score: Raw -124115.218098 + Penalty 2280.689496 = -121834.528602 nChanged 1 SP:Iteration 11Q (537.426979 sec): 3 clusters Score: Raw -124115.988058 + Penalty 2280.689496 = -121835.298562 nChanged 3 SP:Iteration 12Q (537.481565 sec): 3 clusters Score: Raw -124119.426720 + Penalty 2280.689496 = -121838.737223 nChanged 5 SP:Iteration 13Q (537.529848 sec): 3 clusters Score: Raw -124127.284976 + Penalty 2280.689496 = -121846.595480 nChanged 8 SP:Iteration 14Q (537.571266 sec): 3 clusters Score: Raw -124132.580154 + Penalty 2280.689496 = -121851.890657 nChanged 7 SP:Iteration 15Q (537.620637 sec): 3 clusters Score: Raw -124140.699517 + Penalty 2280.689496 = -121860.010020 nChanged 6 SP:Iteration 16Q (537.668750 sec): 3 clusters Score: Raw -124145.108240 + Penalty 2280.689496 = -121864.418743 nChanged 11 SP:Iteration 17Q (537.712512 sec): 3 clusters Score: Raw -124152.631977 + Penalty 2280.689496 = -121871.942480 nChanged 8 SP:Iteration 18Q (537.765081 sec): 3 clusters Score: Raw -124158.973274 + Penalty 2280.689496 = -121878.283778 nChanged 9 SP:Iteration 19Q (537.806015 sec): 3 clusters Score: Raw -124164.300276 + Penalty 2280.689496 = -121883.610780 nChanged 6 SP:Iteration 20F (537.852248 sec): 3 clusters Score: Raw -124167.407645 + Penalty 2280.689496 = -121886.718149 nChanged 4 SP:Iteration 21Q (537.897578 sec): 3 clusters Score: Raw -124171.357892 + Penalty 2280.689496 = -121890.668396 nChanged 4 SP:Iteration 22Q (537.947526 sec): 3 clusters Score: Raw -124175.011476 + Penalty 2280.689496 = -121894.321980 nChanged 3 SP:Iteration 23Q (537.989956 sec): 3 clusters Score: Raw -124177.347371 + Penalty 2280.689496 = -121896.657874 nChanged 5 SP:Iteration 24Q (538.038760 sec): 3 clusters Score: Raw -124182.208984 + Penalty 2280.689496 = -121901.519487 nChanged 5 SP:Iteration 25Q (538.091406 sec): 3 clusters Score: Raw -124188.472574 + Penalty 2280.689496 = -121907.783077 nChanged 8 SP:Iteration 26Q (538.124241 sec): 3 clusters Score: Raw -124204.955149 + Penalty 2280.689496 = -121924.265653 nChanged 9 SP:Iteration 27Q (538.170957 sec): 3 clusters Score: Raw -124213.258758 + Penalty 2280.689496 = -121932.569261 nChanged 1 SP:Iteration 28Q (538.214376 sec): 3 clusters Score: Raw -124213.582189 + Penalty 2280.689496 = -121932.892693 nChanged 0 SP:Iteration 29F (538.259742 sec): 3 clusters Score: Raw -124213.582189 + Penalty 2280.689496 = -121932.892693 nChanged 0 Iteration 59Q (539.292705 sec): 27 clusters Score: Raw -7620692.236373 + Penalty 46720.747400 = -7573971.488972 nChanged 737 Iteration 60F (540.864549 sec): 27 clusters Score: Raw -7621202.895349 + Penalty 46720.747400 = -7574482.147948 nChanged 674 Iteration 61Q (541.760352 sec): 27 clusters Score: Raw -7621523.288065 + Penalty 46720.747400 = -7574802.540665 nChanged 420 Iteration 62Q (542.674542 sec): 27 clusters Score: Raw -7621688.904473 + Penalty 46720.747400 = -7574968.157073 nChanged 275 Iteration 63Q (543.612019 sec): 27 clusters Score: Raw -7621755.641137 + Penalty 46720.747400 = -7575034.893737 nChanged 224 Iteration 64Q (544.541307 sec): 27 clusters Score: Raw -7621803.846703 + Penalty 46720.747400 = -7575083.099302 nChanged 168 Iteration 65Q (545.381629 sec): 27 clusters Score: Raw -7621833.145455 + Penalty 46720.747400 = -7575112.398054 nChanged 146 Iteration 66Q (546.333293 sec): 27 clusters Score: Raw -7621856.654738 + Penalty 46720.747400 = -7575135.907338 nChanged 140 Iteration 67Q (547.266794 sec): 27 clusters Score: Raw -7621876.239345 + Penalty 46720.747400 = -7575155.491945 nChanged 107 Iteration 68Q (548.215023 sec): 27 clusters Score: Raw -7621893.596870 + Penalty 46720.747400 = -7575172.849470 nChanged 87 Iteration 69Q (549.166984 sec): 27 clusters Score: Raw -7621913.113627 + Penalty 46720.747400 = -7575192.366227 nChanged 73 Iteration 70Q (550.058672 sec): 27 clusters Score: Raw -7621927.514347 + Penalty 46720.747400 = -7575206.766947 nChanged 68 Iteration 71Q (551.011138 sec): 27 clusters Score: Raw -7621940.608069 + Penalty 46720.747400 = -7575219.860669 nChanged 72 Iteration 72Q (551.959557 sec): 27 clusters Score: Raw -7621959.490067 + Penalty 46720.747400 = -7575238.742667 nChanged 77 Iteration 73Q (552.922362 sec): 27 clusters Score: Raw -7621970.826133 + Penalty 46720.747400 = -7575250.078732 nChanged 75 Iteration 74Q (553.840131 sec): 27 clusters Score: Raw -7621982.076774 + Penalty 46720.747400 = -7575261.329373 nChanged 52 Iteration 75Q (554.774992 sec): 27 clusters Score: Raw -7621988.981597 + Penalty 46720.747400 = -7575268.234197 nChanged 57 Iteration 76Q (555.706496 sec): 27 clusters Score: Raw -7621994.675423 + Penalty 46720.747400 = -7575273.928023 nChanged 48 Iteration 77Q (556.653743 sec): 27 clusters Score: Raw -7621999.028928 + Penalty 46720.747400 = -7575278.281528 nChanged 42 Iteration 78Q (557.571078 sec): 27 clusters Score: Raw -7622003.941629 + Penalty 46720.747400 = -7575283.194229 nChanged 34 Iteration 79Q (558.495590 sec): 27 clusters Score: Raw -7622009.246947 + Penalty 46720.747400 = -7575288.499547 nChanged 35 Iteration 80F (560.049594 sec): 27 clusters Score: Raw -7622015.962249 + Penalty 46720.747400 = -7575295.214849 nChanged 48 Iteration 81Q (561.005504 sec): 27 clusters Score: Raw -7622037.963281 + Penalty 46720.747400 = -7575317.215880 nChanged 56 Iteration 82Q (561.936464 sec): 27 clusters Score: Raw -7622059.383454 + Penalty 46720.747400 = -7575338.636054 nChanged 44 Iteration 83Q (562.860432 sec): 27 clusters Score: Raw -7622074.656806 + Penalty 46720.747400 = -7575353.909406 nChanged 51 Iteration 84Q (563.797776 sec): 27 clusters Score: Raw -7622091.865404 + Penalty 46720.747400 = -7575371.118004 nChanged 57 Iteration 85Q (564.735574 sec): 27 clusters Score: Raw -7622105.960302 + Penalty 46720.747400 = -7575385.212902 nChanged 64 Iteration 86Q (565.688998 sec): 27 clusters Score: Raw -7622118.726301 + Penalty 46720.747400 = -7575397.978900 nChanged 55 Iteration 87Q (566.632324 sec): 27 clusters Score: Raw -7622127.539531 + Penalty 46720.747400 = -7575406.792130 nChanged 54 Iteration 88Q (567.537409 sec): 27 clusters Score: Raw -7622137.737953 + Penalty 46720.747400 = -7575416.990553 nChanged 58 Iteration 89Q (568.482980 sec): 27 clusters Score: Raw -7622146.080958 + Penalty 46720.747400 = -7575425.333558 nChanged 44 Iteration 90Q (569.410116 sec): 27 clusters Score: Raw -7622152.892161 + Penalty 46720.747400 = -7575432.144761 nChanged 41 Iteration 91Q (570.344508 sec): 27 clusters Score: Raw -7622158.240053 + Penalty 46720.747400 = -7575437.492653 nChanged 32 Iteration 92Q (571.244749 sec): 27 clusters Score: Raw -7622162.701785 + Penalty 46720.747400 = -7575441.954385 nChanged 30 Iteration 93Q (572.144979 sec): 27 clusters Score: Raw -7622165.901187 + Penalty 46720.747400 = -7575445.153787 nChanged 36 Iteration 94Q (573.067381 sec): 27 clusters Score: Raw -7622170.438174 + Penalty 46720.747400 = -7575449.690773 nChanged 44 Iteration 95Q (573.980044 sec): 27 clusters Score: Raw -7622175.366206 + Penalty 46720.747400 = -7575454.618806 nChanged 35 Iteration 96Q (574.927159 sec): 27 clusters Score: Raw -7622183.544280 + Penalty 46720.747400 = -7575462.796880 nChanged 41 Iteration 97Q (575.856025 sec): 27 clusters Score: Raw -7622193.201823 + Penalty 46720.747400 = -7575472.454422 nChanged 27 Iteration 98Q (576.739767 sec): 27 clusters Score: Raw -7622198.349129 + Penalty 46720.747400 = -7575477.601729 nChanged 30 Writing temp clu file Because OldScore, -7575472.454422, is greater than current (better) Score,-7575477.601729 Compute initial score before splitting: Score: Raw -7622198.349129 + Penalty 46720.747400 = -7575477.601729 Trying to split cluster 1 (7176 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (576.789774 sec): 2 clusters Score: Raw -888136.165516 + Penalty 1442.755828 = -886693.409688 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (576.853360 sec): 3 clusters Score: Raw -884170.917748 + Penalty 2885.511656 = -881285.406092 nChanged 3049 SP:Iteration 1F (576.912495 sec): 3 clusters Score: Raw -886070.727981 + Penalty 2885.511656 = -883185.216325 nChanged 624 SP:Iteration 2F (576.970998 sec): 3 clusters Score: Raw -886640.579593 + Penalty 2885.511656 = -883755.067937 nChanged 590 SP:Iteration 3F (577.028191 sec): 3 clusters Score: Raw -887249.020241 + Penalty 2885.511656 = -884363.508584 nChanged 543 SP:Iteration 4F (577.087496 sec): 3 clusters Score: Raw -887755.753239 + Penalty 2885.511656 = -884870.241583 nChanged 473 SP:Iteration 5F (577.143048 sec): 3 clusters Score: Raw -888141.556959 + Penalty 2885.511656 = -885256.045302 nChanged 377 SP:Iteration 6F (577.202500 sec): 3 clusters Score: Raw -888401.345417 + Penalty 2885.511656 = -885515.833761 nChanged 294 SP:Iteration 7Q (577.261876 sec): 3 clusters Score: Raw -888583.041928 + Penalty 2885.511656 = -885697.530271 nChanged 241 SP:Iteration 8Q (577.317894 sec): 3 clusters Score: Raw -888679.785802 + Penalty 2885.511656 = -885794.274146 nChanged 136 SP:Iteration 9Q (577.366796 sec): 3 clusters Score: Raw -888717.228669 + Penalty 2885.511656 = -885831.717012 nChanged 100 SP:Iteration 10Q (577.420636 sec): 3 clusters Score: Raw -888745.231789 + Penalty 2885.511656 = -885859.720133 nChanged 83 SP:Iteration 11Q (577.468032 sec): 3 clusters Score: Raw -888768.238270 + Penalty 2885.511656 = -885882.726613 nChanged 74 SP:Iteration 12Q (577.518872 sec): 3 clusters Score: Raw -888788.260013 + Penalty 2885.511656 = -885902.748357 nChanged 61 SP:Iteration 13Q (577.576768 sec): 3 clusters Score: Raw -888803.873065 + Penalty 2885.511656 = -885918.361408 nChanged 55 SP:Iteration 14Q (577.644113 sec): 3 clusters Score: Raw -888817.111487 + Penalty 2885.511656 = -885931.599831 nChanged 52 SP:Iteration 15Q (577.697151 sec): 3 clusters Score: Raw -888830.688556 + Penalty 2885.511656 = -885945.176900 nChanged 48 SP:Iteration 16Q (577.761497 sec): 3 clusters Score: Raw -888845.164382 + Penalty 2885.511656 = -885959.652726 nChanged 51 SP:Iteration 17Q (577.820920 sec): 3 clusters Score: Raw -888857.505961 + Penalty 2885.511656 = -885971.994305 nChanged 46 SP:Iteration 18Q (577.869296 sec): 3 clusters Score: Raw -888868.648834 + Penalty 2885.511656 = -885983.137178 nChanged 37 SP:Iteration 19Q (577.935347 sec): 3 clusters Score: Raw -888876.007049 + Penalty 2885.511656 = -885990.495392 nChanged 23 SP:Iteration 20F (577.984654 sec): 3 clusters Score: Raw -888881.247501 + Penalty 2885.511656 = -885995.735845 nChanged 21 SP:Iteration 21Q (578.049688 sec): 3 clusters Score: Raw -888885.398366 + Penalty 2885.511656 = -885999.886710 nChanged 29 SP:Iteration 22Q (578.096607 sec): 3 clusters Score: Raw -888890.755277 + Penalty 2885.511656 = -886005.243621 nChanged 28 SP:Iteration 23Q (578.157386 sec): 3 clusters Score: Raw -888897.196099 + Penalty 2885.511656 = -886011.684443 nChanged 28 SP:Iteration 24Q (578.216882 sec): 3 clusters Score: Raw -888901.185166 + Penalty 2885.511656 = -886015.673510 nChanged 22 SP:Iteration 25Q (578.280830 sec): 3 clusters Score: Raw -888904.157735 + Penalty 2885.511656 = -886018.646079 nChanged 11 SP:Iteration 26Q (578.337578 sec): 3 clusters Score: Raw -888905.706773 + Penalty 2885.511656 = -886020.195116 nChanged 12 SP:Iteration 27Q (578.400076 sec): 3 clusters Score: Raw -888907.123742 + Penalty 2885.511656 = -886021.612086 nChanged 3 SP:Iteration 28Q (578.453276 sec): 3 clusters Score: Raw -888908.122875 + Penalty 2885.511656 = -886022.611219 nChanged 8 SP:Iteration 29Q (578.512677 sec): 3 clusters Score: Raw -888909.048115 + Penalty 2885.511656 = -886023.536459 nChanged 5 SP:Iteration 30Q (578.569233 sec): 3 clusters Score: Raw -888909.949044 + Penalty 2885.511656 = -886024.437387 nChanged 4 SP:Iteration 31Q (578.625936 sec): 3 clusters Score: Raw -888910.480347 + Penalty 2885.511656 = -886024.968691 nChanged 2 SP:Iteration 32Q (578.686873 sec): 3 clusters Score: Raw -888910.740395 + Penalty 2885.511656 = -886025.228738 nChanged 3 SP:Iteration 33Q (578.727198 sec): 3 clusters Score: Raw -888911.056190 + Penalty 2885.511656 = -886025.544534 nChanged 3 SP:Iteration 34Q (578.785227 sec): 3 clusters Score: Raw -888911.509020 + Penalty 2885.511656 = -886025.997364 nChanged 7 SP:Iteration 35Q (578.827452 sec): 3 clusters Score: Raw -888912.452164 + Penalty 2885.511656 = -886026.940508 nChanged 9 SP:Iteration 36Q (578.895691 sec): 3 clusters Score: Raw -888914.321531 + Penalty 2885.511656 = -886028.809875 nChanged 14 SP:Iteration 37Q (578.942454 sec): 3 clusters Score: Raw -888916.327861 + Penalty 2885.511656 = -886030.816204 nChanged 8 SP:Iteration 38Q (578.995762 sec): 3 clusters Score: Raw -888917.116077 + Penalty 2885.511656 = -886031.604420 nChanged 8 SP:Iteration 39Q (579.050634 sec): 3 clusters Score: Raw -888917.964023 + Penalty 2885.511656 = -886032.452367 nChanged 8 SP:Iteration 40F (579.109579 sec): 3 clusters Score: Raw -888918.776894 + Penalty 2885.511656 = -886033.265237 nChanged 5 SP:Iteration 41Q (579.170111 sec): 3 clusters Score: Raw -888919.216350 + Penalty 2885.511656 = -886033.704693 nChanged 1 SP:Iteration 42Q (579.230729 sec): 3 clusters Score: Raw -888919.237349 + Penalty 2885.511656 = -886033.725693 nChanged 0 SP:Iteration 43F (579.291954 sec): 3 clusters Score: Raw -888919.237349 + Penalty 2885.511656 = -886033.725693 nChanged 0 Trying to split cluster 2 (161 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (579.305070 sec): 2 clusters Score: Raw -14648.450237 + Penalty 825.728209 = -13822.722028 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (579.363670 sec): 3 clusters Score: Raw -14762.560019 + Penalty 1651.456419 = -13111.103601 nChanged 18 SP:Iteration 1F (579.414358 sec): 3 clusters Score: Raw -14823.957589 + Penalty 1651.456419 = -13172.501171 nChanged 6 SP:Iteration 2Q (579.461497 sec): 3 clusters Score: Raw -14842.913360 + Penalty 1651.456419 = -13191.456942 nChanged 5 SP:Iteration 3Q (579.506229 sec): 3 clusters Score: Raw -14865.726311 + Penalty 1651.456419 = -13214.269892 nChanged 1 SP:Iteration 4Q (579.550544 sec): 3 clusters Score: Raw -14867.360130 + Penalty 1651.456419 = -13215.903712 nChanged 1 SP:Iteration 5Q (579.597293 sec): 3 clusters Score: Raw -14874.980187 + Penalty 1651.456419 = -13223.523769 nChanged 0 SP:Iteration 6F (579.642012 sec): 3 clusters Score: Raw -14874.980187 + Penalty 1651.456419 = -13223.523769 nChanged 0 Trying to split cluster 3 (7927 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (579.671954 sec): 2 clusters Score: Raw -1012870.904098 + Penalty 1458.929864 = -1011411.974234 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (579.726485 sec): 3 clusters Score: Raw -1008497.773988 + Penalty 2917.859728 = -1005579.914260 nChanged 3385 SP:Iteration 1F (579.788534 sec): 3 clusters Score: Raw -1010314.447160 + Penalty 2917.859728 = -1007396.587432 nChanged 496 SP:Iteration 2F (579.858698 sec): 3 clusters Score: Raw -1010558.830938 + Penalty 2917.859728 = -1007640.971209 nChanged 418 SP:Iteration 3F (579.921319 sec): 3 clusters Score: Raw -1010742.163904 + Penalty 2917.859728 = -1007824.304176 nChanged 341 SP:Iteration 4Q (579.972140 sec): 3 clusters Score: Raw -1010897.587272 + Penalty 2917.859728 = -1007979.727544 nChanged 329 SP:Iteration 5Q (580.030530 sec): 3 clusters Score: Raw -1011042.615872 + Penalty 2917.859728 = -1008124.756143 nChanged 311 SP:Iteration 6Q (580.091766 sec): 3 clusters Score: Raw -1011177.424667 + Penalty 2917.859728 = -1008259.564938 nChanged 293 SP:Iteration 7Q (580.161501 sec): 3 clusters Score: Raw -1011300.671646 + Penalty 2917.859728 = -1008382.811918 nChanged 260 SP:Iteration 8Q (580.216978 sec): 3 clusters Score: Raw -1011434.900068 + Penalty 2917.859728 = -1008517.040339 nChanged 263 SP:Iteration 9Q (580.277784 sec): 3 clusters Score: Raw -1011584.236862 + Penalty 2917.859728 = -1008666.377134 nChanged 260 SP:Iteration 10Q (580.341860 sec): 3 clusters Score: Raw -1011739.587452 + Penalty 2917.859728 = -1008821.727723 nChanged 248 SP:Iteration 11Q (580.391592 sec): 3 clusters Score: Raw -1011882.751301 + Penalty 2917.859728 = -1008964.891573 nChanged 235 SP:Iteration 12Q (580.457751 sec): 3 clusters Score: Raw -1012042.771877 + Penalty 2917.859728 = -1009124.912148 nChanged 236 SP:Iteration 13Q (580.513214 sec): 3 clusters Score: Raw -1012185.366401 + Penalty 2917.859728 = -1009267.506673 nChanged 206 SP:Iteration 14Q (580.560411 sec): 3 clusters Score: Raw -1012303.911705 + Penalty 2917.859728 = -1009386.051977 nChanged 196 SP:Iteration 15Q (580.629325 sec): 3 clusters Score: Raw -1012408.321222 + Penalty 2917.859728 = -1009490.461493 nChanged 159 SP:Iteration 16Q (580.675382 sec): 3 clusters Score: Raw -1012478.823970 + Penalty 2917.859728 = -1009560.964242 nChanged 124 SP:Iteration 17Q (580.733069 sec): 3 clusters Score: Raw -1012531.771015 + Penalty 2917.859728 = -1009613.911286 nChanged 109 SP:Iteration 18Q (580.794522 sec): 3 clusters Score: Raw -1012570.697286 + Penalty 2917.859728 = -1009652.837558 nChanged 82 SP:Iteration 19Q (580.861802 sec): 3 clusters Score: Raw -1012599.370662 + Penalty 2917.859728 = -1009681.510934 nChanged 71 SP:Iteration 20F (580.923572 sec): 3 clusters Score: Raw -1012625.640987 + Penalty 2917.859728 = -1009707.781258 nChanged 71 SP:Iteration 21Q (580.985868 sec): 3 clusters Score: Raw -1012650.630978 + Penalty 2917.859728 = -1009732.771250 nChanged 78 SP:Iteration 22Q (581.044841 sec): 3 clusters Score: Raw -1012679.991070 + Penalty 2917.859728 = -1009762.131342 nChanged 83 SP:Iteration 23Q (581.107864 sec): 3 clusters Score: Raw -1012708.280315 + Penalty 2917.859728 = -1009790.420587 nChanged 75 SP:Iteration 24Q (581.165449 sec): 3 clusters Score: Raw -1012736.338550 + Penalty 2917.859728 = -1009818.478822 nChanged 75 SP:Iteration 25Q (581.209806 sec): 3 clusters Score: Raw -1012765.300580 + Penalty 2917.859728 = -1009847.440852 nChanged 78 SP:Iteration 26Q (581.266609 sec): 3 clusters Score: Raw -1012798.014320 + Penalty 2917.859728 = -1009880.154592 nChanged 77 SP:Iteration 27Q (581.333740 sec): 3 clusters Score: Raw -1012830.121075 + Penalty 2917.859728 = -1009912.261347 nChanged 68 SP:Iteration 28Q (581.397225 sec): 3 clusters Score: Raw -1012856.621204 + Penalty 2917.859728 = -1009938.761476 nChanged 53 SP:Iteration 29Q (581.442942 sec): 3 clusters Score: Raw -1012875.486374 + Penalty 2917.859728 = -1009957.626646 nChanged 52 SP:Iteration 30Q (581.506341 sec): 3 clusters Score: Raw -1012895.494668 + Penalty 2917.859728 = -1009977.634940 nChanged 39 SP:Iteration 31Q (581.562053 sec): 3 clusters Score: Raw -1012909.120302 + Penalty 2917.859728 = -1009991.260573 nChanged 45 SP:Iteration 32Q (581.615813 sec): 3 clusters Score: Raw -1012926.265385 + Penalty 2917.859728 = -1010008.405657 nChanged 41 SP:Iteration 33Q (581.664823 sec): 3 clusters Score: Raw -1012940.235332 + Penalty 2917.859728 = -1010022.375604 nChanged 39 SP:Iteration 34Q (581.728908 sec): 3 clusters Score: Raw -1012954.453346 + Penalty 2917.859728 = -1010036.593618 nChanged 48 SP:Iteration 35Q (581.790802 sec): 3 clusters Score: Raw -1012973.705620 + Penalty 2917.859728 = -1010055.845892 nChanged 41 SP:Iteration 36Q (581.859426 sec): 3 clusters Score: Raw -1012987.705382 + Penalty 2917.859728 = -1010069.845654 nChanged 35 SP:Iteration 37Q (581.904395 sec): 3 clusters Score: Raw -1012997.115221 + Penalty 2917.859728 = -1010079.255493 nChanged 25 SP:Iteration 38Q (581.968737 sec): 3 clusters Score: Raw -1013007.887694 + Penalty 2917.859728 = -1010090.027966 nChanged 30 SP:Iteration 39Q (582.030612 sec): 3 clusters Score: Raw -1013016.810310 + Penalty 2917.859728 = -1010098.950582 nChanged 29 SP:Iteration 40F (582.088620 sec): 3 clusters Score: Raw -1013024.998385 + Penalty 2917.859728 = -1010107.138657 nChanged 21 SP:Iteration 41Q (582.146709 sec): 3 clusters Score: Raw -1013030.782351 + Penalty 2917.859728 = -1010112.922623 nChanged 17 SP:Iteration 42Q (582.210081 sec): 3 clusters Score: Raw -1013035.360306 + Penalty 2917.859728 = -1010117.500578 nChanged 11 SP:Iteration 43Q (582.261988 sec): 3 clusters Score: Raw -1013038.288441 + Penalty 2917.859728 = -1010120.428713 nChanged 13 SP:Iteration 44Q (582.319732 sec): 3 clusters Score: Raw -1013042.117067 + Penalty 2917.859728 = -1010124.257339 nChanged 12 SP:Iteration 45Q (582.365329 sec): 3 clusters Score: Raw -1013047.220890 + Penalty 2917.859728 = -1010129.361162 nChanged 15 SP:Iteration 46Q (582.421579 sec): 3 clusters Score: Raw -1013052.958536 + Penalty 2917.859728 = -1010135.098808 nChanged 18 SP:Iteration 47Q (582.471898 sec): 3 clusters Score: Raw -1013059.258446 + Penalty 2917.859728 = -1010141.398718 nChanged 25 SP:Iteration 48Q (582.529483 sec): 3 clusters Score: Raw -1013068.950058 + Penalty 2917.859728 = -1010151.090330 nChanged 19 SP:Iteration 49Q (582.580860 sec): 3 clusters Score: Raw -1013075.633934 + Penalty 2917.859728 = -1010157.774206 nChanged 18 SP:Iteration 50Q (582.644856 sec): 3 clusters Score: Raw -1013080.870638 + Penalty 2917.859728 = -1010163.010910 nChanged 12 SP:Iteration 51Q (582.693062 sec): 3 clusters Score: Raw -1013085.082220 + Penalty 2917.859728 = -1010167.222492 nChanged 15 SP:Iteration 52Q (582.749702 sec): 3 clusters Score: Raw -1013087.823102 + Penalty 2917.859728 = -1010169.963373 nChanged 12 SP:Iteration 53Q (582.805408 sec): 3 clusters Score: Raw -1013091.611956 + Penalty 2917.859728 = -1010173.752228 nChanged 14 SP:Iteration 54Q (582.868473 sec): 3 clusters Score: Raw -1013096.738019 + Penalty 2917.859728 = -1010178.878291 nChanged 17 SP:Iteration 55Q (582.913873 sec): 3 clusters Score: Raw -1013102.192659 + Penalty 2917.859728 = -1010184.332931 nChanged 10 SP:Iteration 56Q (582.986074 sec): 3 clusters Score: Raw -1013106.038336 + Penalty 2917.859728 = -1010188.178608 nChanged 11 SP:Iteration 57Q (583.045480 sec): 3 clusters Score: Raw -1013109.968797 + Penalty 2917.859728 = -1010192.109069 nChanged 8 SP:Iteration 58Q (583.105849 sec): 3 clusters Score: Raw -1013112.911981 + Penalty 2917.859728 = -1010195.052253 nChanged 7 SP:Iteration 59Q (583.161949 sec): 3 clusters Score: Raw -1013114.888963 + Penalty 2917.859728 = -1010197.029234 nChanged 9 SP:Iteration 60F (583.213792 sec): 3 clusters Score: Raw -1013117.367994 + Penalty 2917.859728 = -1010199.508266 nChanged 5 SP:Iteration 61Q (583.265004 sec): 3 clusters Score: Raw -1013118.639604 + Penalty 2917.859728 = -1010200.779876 nChanged 4 SP:Iteration 62Q (583.328521 sec): 3 clusters Score: Raw -1013119.729013 + Penalty 2917.859728 = -1010201.869285 nChanged 7 SP:Iteration 63Q (583.389376 sec): 3 clusters Score: Raw -1013120.925946 + Penalty 2917.859728 = -1010203.066218 nChanged 6 SP:Iteration 64Q (583.447064 sec): 3 clusters Score: Raw -1013122.087455 + Penalty 2917.859728 = -1010204.227727 nChanged 6 SP:Iteration 65Q (583.496041 sec): 3 clusters Score: Raw -1013124.236857 + Penalty 2917.859728 = -1010206.377129 nChanged 6 SP:Iteration 66Q (583.554753 sec): 3 clusters Score: Raw -1013125.932838 + Penalty 2917.859728 = -1010208.073110 nChanged 7 SP:Iteration 67Q (583.613424 sec): 3 clusters Score: Raw -1013128.165678 + Penalty 2917.859728 = -1010210.305950 nChanged 6 SP:Iteration 68Q (583.669190 sec): 3 clusters Score: Raw -1013130.602543 + Penalty 2917.859728 = -1010212.742815 nChanged 10 SP:Iteration 69Q (583.731136 sec): 3 clusters Score: Raw -1013133.917862 + Penalty 2917.859728 = -1010216.058134 nChanged 6 SP:Iteration 70Q (583.779761 sec): 3 clusters Score: Raw -1013135.445259 + Penalty 2917.859728 = -1010217.585531 nChanged 4 SP:Iteration 71Q (583.840950 sec): 3 clusters Score: Raw -1013136.868423 + Penalty 2917.859728 = -1010219.008695 nChanged 2 SP:Iteration 72Q (583.899075 sec): 3 clusters Score: Raw -1013137.186859 + Penalty 2917.859728 = -1010219.327131 nChanged 0 SP:Iteration 73F (583.957675 sec): 3 clusters Score: Raw -1013137.186859 + Penalty 2917.859728 = -1010219.327131 nChanged 0 Trying to split cluster 4 (6455 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (583.990143 sec): 2 clusters Score: Raw -804540.618090 + Penalty 1425.549174 = -803115.068916 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (584.050892 sec): 3 clusters Score: Raw -801054.706446 + Penalty 2851.098349 = -798203.608098 nChanged 2714 SP:Iteration 1F (584.107635 sec): 3 clusters Score: Raw -802521.013966 + Penalty 2851.098349 = -799669.915618 nChanged 442 SP:Iteration 2F (584.156290 sec): 3 clusters Score: Raw -802752.425352 + Penalty 2851.098349 = -799901.327003 nChanged 340 SP:Iteration 3F (584.202424 sec): 3 clusters Score: Raw -802949.483364 + Penalty 2851.098349 = -800098.385015 nChanged 299 SP:Iteration 4Q (584.265668 sec): 3 clusters Score: Raw -803108.796292 + Penalty 2851.098349 = -800257.697943 nChanged 265 SP:Iteration 5Q (584.321202 sec): 3 clusters Score: Raw -803251.375289 + Penalty 2851.098349 = -800400.276940 nChanged 251 SP:Iteration 6Q (584.389766 sec): 3 clusters Score: Raw -803372.294224 + Penalty 2851.098349 = -800521.195876 nChanged 211 SP:Iteration 7Q (584.449735 sec): 3 clusters Score: Raw -803468.828015 + Penalty 2851.098349 = -800617.729667 nChanged 197 SP:Iteration 8Q (584.499258 sec): 3 clusters Score: Raw -803568.802434 + Penalty 2851.098349 = -800717.704085 nChanged 201 SP:Iteration 9Q (584.559451 sec): 3 clusters Score: Raw -803661.051979 + Penalty 2851.098349 = -800809.953631 nChanged 163 SP:Iteration 10Q (584.621439 sec): 3 clusters Score: Raw -803729.909904 + Penalty 2851.098349 = -800878.811555 nChanged 142 SP:Iteration 11Q (584.678339 sec): 3 clusters Score: Raw -803788.302373 + Penalty 2851.098349 = -800937.204025 nChanged 147 SP:Iteration 12Q (584.738053 sec): 3 clusters Score: Raw -803855.763535 + Penalty 2851.098349 = -801004.665187 nChanged 155 SP:Iteration 13Q (584.796548 sec): 3 clusters Score: Raw -803935.474550 + Penalty 2851.098349 = -801084.376202 nChanged 151 SP:Iteration 14Q (584.848219 sec): 3 clusters Score: Raw -804001.769107 + Penalty 2851.098349 = -801150.670758 nChanged 140 SP:Iteration 15Q (584.905749 sec): 3 clusters Score: Raw -804082.722814 + Penalty 2851.098349 = -801231.624466 nChanged 136 SP:Iteration 16Q (584.953773 sec): 3 clusters Score: Raw -804162.594549 + Penalty 2851.098349 = -801311.496200 nChanged 130 SP:Iteration 17Q (585.009987 sec): 3 clusters Score: Raw -804233.937302 + Penalty 2851.098349 = -801382.838953 nChanged 141 SP:Iteration 18Q (585.068164 sec): 3 clusters Score: Raw -804320.584589 + Penalty 2851.098349 = -801469.486240 nChanged 143 SP:Iteration 19Q (585.120819 sec): 3 clusters Score: Raw -804412.288454 + Penalty 2851.098349 = -801561.190105 nChanged 136 SP:Iteration 20F (585.179888 sec): 3 clusters Score: Raw -804493.763280 + Penalty 2851.098349 = -801642.664931 nChanged 119 SP:Iteration 21Q (585.221768 sec): 3 clusters Score: Raw -804573.443562 + Penalty 2851.098349 = -801722.345213 nChanged 121 SP:Iteration 22Q (585.277808 sec): 3 clusters Score: Raw -804657.690522 + Penalty 2851.098349 = -801806.592174 nChanged 120 SP:Iteration 23Q (585.342883 sec): 3 clusters Score: Raw -804748.907125 + Penalty 2851.098349 = -801897.808776 nChanged 126 SP:Iteration 24Q (585.401507 sec): 3 clusters Score: Raw -804850.508450 + Penalty 2851.098349 = -801999.410102 nChanged 114 SP:Iteration 25Q (585.448489 sec): 3 clusters Score: Raw -804941.844219 + Penalty 2851.098349 = -802090.745870 nChanged 113 SP:Iteration 26Q (585.504102 sec): 3 clusters Score: Raw -805019.666842 + Penalty 2851.098349 = -802168.568493 nChanged 100 SP:Iteration 27Q (585.565476 sec): 3 clusters Score: Raw -805080.194059 + Penalty 2851.098349 = -802229.095710 nChanged 92 SP:Iteration 28Q (585.619729 sec): 3 clusters Score: Raw -805133.429862 + Penalty 2851.098349 = -802282.331514 nChanged 93 SP:Iteration 29Q (585.672842 sec): 3 clusters Score: Raw -805185.609274 + Penalty 2851.098349 = -802334.510925 nChanged 98 SP:Iteration 30Q (585.731567 sec): 3 clusters Score: Raw -805247.632867 + Penalty 2851.098349 = -802396.534519 nChanged 109 SP:Iteration 31Q (585.787926 sec): 3 clusters Score: Raw -805313.207447 + Penalty 2851.098349 = -802462.109099 nChanged 95 SP:Iteration 32Q (585.835080 sec): 3 clusters Score: Raw -805366.217223 + Penalty 2851.098349 = -802515.118874 nChanged 89 SP:Iteration 33Q (585.897031 sec): 3 clusters Score: Raw -805413.817858 + Penalty 2851.098349 = -802562.719510 nChanged 81 SP:Iteration 34Q (585.954704 sec): 3 clusters Score: Raw -805447.331343 + Penalty 2851.098349 = -802596.232994 nChanged 62 SP:Iteration 35Q (586.007936 sec): 3 clusters Score: Raw -805476.007639 + Penalty 2851.098349 = -802624.909291 nChanged 54 SP:Iteration 36Q (586.066567 sec): 3 clusters Score: Raw -805497.253814 + Penalty 2851.098349 = -802646.155466 nChanged 46 SP:Iteration 37Q (586.108323 sec): 3 clusters Score: Raw -805515.077167 + Penalty 2851.098349 = -802663.978819 nChanged 36 SP:Iteration 38Q (586.172920 sec): 3 clusters Score: Raw -805528.129540 + Penalty 2851.098349 = -802677.031192 nChanged 28 SP:Iteration 39Q (586.228068 sec): 3 clusters Score: Raw -805537.409194 + Penalty 2851.098349 = -802686.310845 nChanged 15 SP:Iteration 40F (586.287234 sec): 3 clusters Score: Raw -805542.249220 + Penalty 2851.098349 = -802691.150871 nChanged 15 SP:Iteration 41Q (586.334150 sec): 3 clusters Score: Raw -805546.788290 + Penalty 2851.098349 = -802695.689942 nChanged 17 SP:Iteration 42Q (586.394222 sec): 3 clusters Score: Raw -805553.118377 + Penalty 2851.098349 = -802702.020029 nChanged 15 SP:Iteration 43Q (586.448650 sec): 3 clusters Score: Raw -805558.550669 + Penalty 2851.098349 = -802707.452321 nChanged 9 SP:Iteration 44Q (586.498799 sec): 3 clusters Score: Raw -805561.123596 + Penalty 2851.098349 = -802710.025247 nChanged 10 SP:Iteration 45Q (586.555451 sec): 3 clusters Score: Raw -805565.085983 + Penalty 2851.098349 = -802713.987635 nChanged 12 SP:Iteration 46Q (586.602656 sec): 3 clusters Score: Raw -805569.072832 + Penalty 2851.098349 = -802717.974483 nChanged 10 SP:Iteration 47Q (586.654701 sec): 3 clusters Score: Raw -805571.690090 + Penalty 2851.098349 = -802720.591741 nChanged 7 SP:Iteration 48Q (586.696824 sec): 3 clusters Score: Raw -805574.437458 + Penalty 2851.098349 = -802723.339109 nChanged 9 SP:Iteration 49Q (586.755284 sec): 3 clusters Score: Raw -805576.716800 + Penalty 2851.098349 = -802725.618451 nChanged 6 SP:Iteration 50Q (586.799354 sec): 3 clusters Score: Raw -805578.863210 + Penalty 2851.098349 = -802727.764862 nChanged 9 SP:Iteration 51Q (586.849934 sec): 3 clusters Score: Raw -805581.646713 + Penalty 2851.098349 = -802730.548365 nChanged 14 SP:Iteration 52Q (586.901900 sec): 3 clusters Score: Raw -805587.783043 + Penalty 2851.098349 = -802736.684694 nChanged 19 SP:Iteration 53Q (586.951838 sec): 3 clusters Score: Raw -805594.348158 + Penalty 2851.098349 = -802743.249810 nChanged 22 SP:Iteration 54Q (587.013880 sec): 3 clusters Score: Raw -805602.855548 + Penalty 2851.098349 = -802751.757200 nChanged 37 SP:Iteration 55Q (587.065462 sec): 3 clusters Score: Raw -805616.916578 + Penalty 2851.098349 = -802765.818229 nChanged 30 SP:Iteration 56Q (587.127138 sec): 3 clusters Score: Raw -805628.594698 + Penalty 2851.098349 = -802777.496350 nChanged 24 SP:Iteration 57Q (587.187911 sec): 3 clusters Score: Raw -805637.272159 + Penalty 2851.098349 = -802786.173811 nChanged 20 SP:Iteration 58Q (587.244767 sec): 3 clusters Score: Raw -805644.551616 + Penalty 2851.098349 = -802793.453267 nChanged 18 SP:Iteration 59Q (587.301991 sec): 3 clusters Score: Raw -805652.073325 + Penalty 2851.098349 = -802800.974976 nChanged 15 SP:Iteration 60F (587.360132 sec): 3 clusters Score: Raw -805659.017583 + Penalty 2851.098349 = -802807.919234 nChanged 21 SP:Iteration 61Q (587.409929 sec): 3 clusters Score: Raw -805666.406420 + Penalty 2851.098349 = -802815.308072 nChanged 16 SP:Iteration 62Q (587.454893 sec): 3 clusters Score: Raw -805671.976265 + Penalty 2851.098349 = -802820.877916 nChanged 19 SP:Iteration 63Q (587.517020 sec): 3 clusters Score: Raw -805679.406860 + Penalty 2851.098349 = -802828.308512 nChanged 12 SP:Iteration 64Q (587.562582 sec): 3 clusters Score: Raw -805683.359543 + Penalty 2851.098349 = -802832.261194 nChanged 7 SP:Iteration 65Q (587.627557 sec): 3 clusters Score: Raw -805685.555483 + Penalty 2851.098349 = -802834.457134 nChanged 7 SP:Iteration 66Q (587.686825 sec): 3 clusters Score: Raw -805687.760923 + Penalty 2851.098349 = -802836.662575 nChanged 7 SP:Iteration 67Q (587.734895 sec): 3 clusters Score: Raw -805689.933443 + Penalty 2851.098349 = -802838.835094 nChanged 4 SP:Iteration 68Q (587.792816 sec): 3 clusters Score: Raw -805690.796612 + Penalty 2851.098349 = -802839.698263 nChanged 2 SP:Iteration 69Q (587.845499 sec): 3 clusters Score: Raw -805691.177685 + Penalty 2851.098349 = -802840.079336 nChanged 1 SP:Iteration 70Q (587.893218 sec): 3 clusters Score: Raw -805691.346540 + Penalty 2851.098349 = -802840.248191 nChanged 0 SP:Iteration 71F (587.954605 sec): 3 clusters Score: Raw -805691.346540 + Penalty 2851.098349 = -802840.248191 nChanged 0 Trying to split cluster 5 (301 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (587.979593 sec): 2 clusters Score: Raw -32164.809971 + Penalty 927.405418 = -31237.404553 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (588.029084 sec): 3 clusters Score: Raw -32305.259337 + Penalty 1854.810836 = -30450.448501 nChanged 55 SP:Iteration 1F (588.070428 sec): 3 clusters Score: Raw -32475.896972 + Penalty 1854.810836 = -30621.086136 nChanged 13 SP:Iteration 2Q (588.122212 sec): 3 clusters Score: Raw -32534.997903 + Penalty 1854.810836 = -30680.187067 nChanged 11 SP:Iteration 3Q (588.157506 sec): 3 clusters Score: Raw -32578.060587 + Penalty 1854.810836 = -30723.249751 nChanged 11 SP:Iteration 4Q (588.205746 sec): 3 clusters Score: Raw -32622.788651 + Penalty 1854.810836 = -30767.977815 nChanged 10 SP:Iteration 5Q (588.251100 sec): 3 clusters Score: Raw -32642.966894 + Penalty 1854.810836 = -30788.156058 nChanged 13 SP:Iteration 6Q (588.307972 sec): 3 clusters Score: Raw -32676.822681 + Penalty 1854.810836 = -30822.011845 nChanged 7 SP:Iteration 7Q (588.351647 sec): 3 clusters Score: Raw -32702.587819 + Penalty 1854.810836 = -30847.776983 nChanged 7 SP:Iteration 8Q (588.396099 sec): 3 clusters Score: Raw -32732.331038 + Penalty 1854.810836 = -30877.520202 nChanged 3 SP:Iteration 9Q (588.439574 sec): 3 clusters Score: Raw -32750.451445 + Penalty 1854.810836 = -30895.640609 nChanged 1 SP:Iteration 10Q (588.491120 sec): 3 clusters Score: Raw -32751.202006 + Penalty 1854.810836 = -30896.391170 nChanged 0 SP:Iteration 11F (588.537021 sec): 3 clusters Score: Raw -32751.202006 + Penalty 1854.810836 = -30896.391170 nChanged 0 Trying to split cluster 6 (306 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (588.547904 sec): 2 clusters Score: Raw -35855.258156 + Penalty 930.082579 = -34925.175577 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (588.603294 sec): 3 clusters Score: Raw -35936.336844 + Penalty 1860.165158 = -34076.171686 nChanged 72 SP:Iteration 1F (588.644156 sec): 3 clusters Score: Raw -36071.716243 + Penalty 1860.165158 = -34211.551085 nChanged 10 SP:Iteration 2Q (588.695633 sec): 3 clusters Score: Raw -36085.299331 + Penalty 1860.165158 = -34225.134172 nChanged 2 SP:Iteration 3Q (588.738319 sec): 3 clusters Score: Raw -36089.125538 + Penalty 1860.165158 = -34228.960380 nChanged 2 SP:Iteration 4Q (588.785449 sec): 3 clusters Score: Raw -36090.079320 + Penalty 1860.165158 = -34229.914162 nChanged 0 SP:Iteration 5F (588.841517 sec): 3 clusters Score: Raw -36090.079320 + Penalty 1860.165158 = -34229.914162 nChanged 0 Trying to split cluster 7 (1076 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (588.860609 sec): 2 clusters Score: Raw -132197.935489 + Penalty 1134.413433 = -131063.522057 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (588.902060 sec): 3 clusters Score: Raw -131867.059909 + Penalty 2268.826866 = -129598.233043 nChanged 337 SP:Iteration 1F (588.951567 sec): 3 clusters Score: Raw -132173.432640 + Penalty 2268.826866 = -129904.605775 nChanged 92 SP:Iteration 2F (588.999140 sec): 3 clusters Score: Raw -132266.473469 + Penalty 2268.826866 = -129997.646603 nChanged 41 SP:Iteration 3Q (589.049334 sec): 3 clusters Score: Raw -132313.284604 + Penalty 2268.826866 = -130044.457738 nChanged 32 SP:Iteration 4Q (589.100145 sec): 3 clusters Score: Raw -132344.969647 + Penalty 2268.826866 = -130076.142782 nChanged 25 SP:Iteration 5Q (589.151914 sec): 3 clusters Score: Raw -132364.718540 + Penalty 2268.826866 = -130095.891674 nChanged 10 SP:Iteration 6Q (589.189281 sec): 3 clusters Score: Raw -132371.553249 + Penalty 2268.826866 = -130102.726383 nChanged 5 SP:Iteration 7Q (589.248402 sec): 3 clusters Score: Raw -132375.057564 + Penalty 2268.826866 = -130106.230698 nChanged 8 SP:Iteration 8Q (589.297036 sec): 3 clusters Score: Raw -132379.987214 + Penalty 2268.826866 = -130111.160348 nChanged 8 SP:Iteration 9Q (589.341735 sec): 3 clusters Score: Raw -132387.986943 + Penalty 2268.826866 = -130119.160077 nChanged 12 SP:Iteration 10Q (589.375954 sec): 3 clusters Score: Raw -132396.277668 + Penalty 2268.826866 = -130127.450802 nChanged 5 SP:Iteration 11Q (589.420612 sec): 3 clusters Score: Raw -132401.668734 + Penalty 2268.826866 = -130132.841869 nChanged 4 SP:Iteration 12Q (589.473531 sec): 3 clusters Score: Raw -132405.573761 + Penalty 2268.826866 = -130136.746895 nChanged 5 SP:Iteration 13Q (589.514587 sec): 3 clusters Score: Raw -132413.477191 + Penalty 2268.826866 = -130144.650326 nChanged 9 SP:Iteration 14Q (589.548721 sec): 3 clusters Score: Raw -132421.885359 + Penalty 2268.826866 = -130153.058493 nChanged 9 SP:Iteration 15Q (589.596023 sec): 3 clusters Score: Raw -132433.317948 + Penalty 2268.826866 = -130164.491082 nChanged 10 SP:Iteration 16Q (589.644801 sec): 3 clusters Score: Raw -132445.740233 + Penalty 2268.826866 = -130176.913368 nChanged 15 SP:Iteration 17Q (589.694269 sec): 3 clusters Score: Raw -132460.207417 + Penalty 2268.826866 = -130191.380552 nChanged 13 SP:Iteration 18Q (589.745036 sec): 3 clusters Score: Raw -132470.199337 + Penalty 2268.826866 = -130201.372471 nChanged 15 SP:Iteration 19Q (589.787184 sec): 3 clusters Score: Raw -132483.731967 + Penalty 2268.826866 = -130214.905102 nChanged 15 SP:Iteration 20F (589.846124 sec): 3 clusters Score: Raw -132495.735926 + Penalty 2268.826866 = -130226.909061 nChanged 11 SP:Iteration 21Q (589.887067 sec): 3 clusters Score: Raw -132503.441920 + Penalty 2268.826866 = -130234.615054 nChanged 12 SP:Iteration 22Q (589.937776 sec): 3 clusters Score: Raw -132513.274344 + Penalty 2268.826866 = -130244.447478 nChanged 9 SP:Iteration 23Q (589.982189 sec): 3 clusters Score: Raw -132524.178962 + Penalty 2268.826866 = -130255.352096 nChanged 11 SP:Iteration 24Q (590.036297 sec): 3 clusters Score: Raw -132535.048716 + Penalty 2268.826866 = -130266.221850 nChanged 9 SP:Iteration 25Q (590.071220 sec): 3 clusters Score: Raw -132542.264803 + Penalty 2268.826866 = -130273.437938 nChanged 4 SP:Iteration 26Q (590.119455 sec): 3 clusters Score: Raw -132548.264797 + Penalty 2268.826866 = -130279.437931 nChanged 3 SP:Iteration 27Q (590.170623 sec): 3 clusters Score: Raw -132550.543186 + Penalty 2268.826866 = -130281.716320 nChanged 1 SP:Iteration 28Q (590.211567 sec): 3 clusters Score: Raw -132551.084756 + Penalty 2268.826866 = -130282.257890 nChanged 2 SP:Iteration 29Q (590.255806 sec): 3 clusters Score: Raw -132551.899518 + Penalty 2268.826866 = -130283.072652 nChanged 0 SP:Iteration 30F (590.306264 sec): 3 clusters Score: Raw -132551.899518 + Penalty 2268.826866 = -130283.072652 nChanged 0 Trying to split cluster 8 (598 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (590.322207 sec): 2 clusters Score: Raw -68510.347649 + Penalty 1038.958498 = -67471.389151 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (590.370870 sec): 3 clusters Score: Raw -68437.370652 + Penalty 2077.916995 = -66359.453656 nChanged 158 SP:Iteration 1F (590.412662 sec): 3 clusters Score: Raw -68644.765801 + Penalty 2077.916995 = -66566.848806 nChanged 36 SP:Iteration 2F (590.455038 sec): 3 clusters Score: Raw -68698.807525 + Penalty 2077.916995 = -66620.890530 nChanged 16 SP:Iteration 3Q (590.503515 sec): 3 clusters Score: Raw -68719.915461 + Penalty 2077.916995 = -66641.998466 nChanged 7 SP:Iteration 4Q (590.547587 sec): 3 clusters Score: Raw -68729.058486 + Penalty 2077.916995 = -66651.141491 nChanged 2 SP:Iteration 5Q (590.596336 sec): 3 clusters Score: Raw -68732.000354 + Penalty 2077.916995 = -66654.083359 nChanged 4 SP:Iteration 6Q (590.642144 sec): 3 clusters Score: Raw -68738.490975 + Penalty 2077.916995 = -66660.573980 nChanged 1 SP:Iteration 7Q (590.679913 sec): 3 clusters Score: Raw -68740.487932 + Penalty 2077.916995 = -66662.570936 nChanged 2 SP:Iteration 8Q (590.724419 sec): 3 clusters Score: Raw -68742.227007 + Penalty 2077.916995 = -66664.310011 nChanged 3 SP:Iteration 9Q (590.770183 sec): 3 clusters Score: Raw -68745.651721 + Penalty 2077.916995 = -66667.734726 nChanged 2 SP:Iteration 10Q (590.813318 sec): 3 clusters Score: Raw -68746.788709 + Penalty 2077.916995 = -66668.871714 nChanged 0 SP:Iteration 11F (590.870737 sec): 3 clusters Score: Raw -68746.788709 + Penalty 2077.916995 = -66668.871714 nChanged 0 Trying to split cluster 9 (549 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (590.895601 sec): 2 clusters Score: Raw -57664.662161 + Penalty 1025.065997 = -56639.596164 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (590.939124 sec): 3 clusters Score: Raw -57599.319226 + Penalty 2050.131993 = -55549.187233 nChanged 140 SP:Iteration 1F (590.986869 sec): 3 clusters Score: Raw -57826.838327 + Penalty 2050.131993 = -55776.706333 nChanged 39 SP:Iteration 2F (591.029068 sec): 3 clusters Score: Raw -57908.623301 + Penalty 2050.131993 = -55858.491307 nChanged 21 SP:Iteration 3Q (591.073993 sec): 3 clusters Score: Raw -57942.328428 + Penalty 2050.131993 = -55892.196435 nChanged 8 SP:Iteration 4Q (591.115635 sec): 3 clusters Score: Raw -57966.960425 + Penalty 2050.131993 = -55916.828432 nChanged 11 SP:Iteration 5Q (591.166728 sec): 3 clusters Score: Raw -58001.417205 + Penalty 2050.131993 = -55951.285211 nChanged 7 SP:Iteration 6Q (591.216445 sec): 3 clusters Score: Raw -58015.930516 + Penalty 2050.131993 = -55965.798523 nChanged 5 SP:Iteration 7Q (591.258865 sec): 3 clusters Score: Raw -58023.424220 + Penalty 2050.131993 = -55973.292227 nChanged 3 SP:Iteration 8Q (591.304519 sec): 3 clusters Score: Raw -58028.995527 + Penalty 2050.131993 = -55978.863534 nChanged 1 SP:Iteration 9Q (591.359063 sec): 3 clusters Score: Raw -58032.924394 + Penalty 2050.131993 = -55982.792400 nChanged 0 SP:Iteration 10F (591.406475 sec): 3 clusters Score: Raw -58032.924394 + Penalty 2050.131993 = -55982.792400 nChanged 0 Trying to split cluster 10 (12236 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (591.440081 sec): 2 clusters Score: Raw -1572570.799772 + Penalty 1529.472377 = -1571041.327395 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (591.512722 sec): 3 clusters Score: Raw -1565491.779043 + Penalty 3058.944754 = -1562432.834289 nChanged 5380 SP:Iteration 1F (591.570680 sec): 3 clusters Score: Raw -1568507.965924 + Penalty 3058.944754 = -1565449.021170 nChanged 753 SP:Iteration 2F (591.637358 sec): 3 clusters Score: Raw -1568864.259635 + Penalty 3058.944754 = -1565805.314880 nChanged 703 SP:Iteration 3F (591.705288 sec): 3 clusters Score: Raw -1569235.323208 + Penalty 3058.944754 = -1566176.378454 nChanged 671 SP:Iteration 4F (591.767165 sec): 3 clusters Score: Raw -1569629.683717 + Penalty 3058.944754 = -1566570.738963 nChanged 709 SP:Iteration 5F (591.842675 sec): 3 clusters Score: Raw -1570115.426881 + Penalty 3058.944754 = -1567056.482127 nChanged 736 SP:Iteration 6F (591.910796 sec): 3 clusters Score: Raw -1570661.363333 + Penalty 3058.944754 = -1567602.418578 nChanged 681 SP:Iteration 7F (591.978399 sec): 3 clusters Score: Raw -1571207.988183 + Penalty 3058.944754 = -1568149.043429 nChanged 557 SP:Iteration 8Q (592.042083 sec): 3 clusters Score: Raw -1571643.728395 + Penalty 3058.944754 = -1568584.783641 nChanged 415 SP:Iteration 9Q (592.102398 sec): 3 clusters Score: Raw -1571936.700188 + Penalty 3058.944754 = -1568877.755434 nChanged 292 SP:Iteration 10Q (592.171942 sec): 3 clusters Score: Raw -1572125.868982 + Penalty 3058.944754 = -1569066.924228 nChanged 210 SP:Iteration 11Q (592.240491 sec): 3 clusters Score: Raw -1572254.396795 + Penalty 3058.944754 = -1569195.452041 nChanged 169 SP:Iteration 12Q (592.314447 sec): 3 clusters Score: Raw -1572350.068446 + Penalty 3058.944754 = -1569291.123692 nChanged 141 SP:Iteration 13Q (592.385482 sec): 3 clusters Score: Raw -1572437.572558 + Penalty 3058.944754 = -1569378.627804 nChanged 138 SP:Iteration 14Q (592.438733 sec): 3 clusters Score: Raw -1572524.581875 + Penalty 3058.944754 = -1569465.637120 nChanged 95 SP:Iteration 15Q (592.511470 sec): 3 clusters Score: Raw -1572577.041748 + Penalty 3058.944754 = -1569518.096994 nChanged 70 SP:Iteration 16Q (592.584473 sec): 3 clusters Score: Raw -1572615.096514 + Penalty 3058.944754 = -1569556.151759 nChanged 56 SP:Iteration 17Q (592.650117 sec): 3 clusters Score: Raw -1572641.252404 + Penalty 3058.944754 = -1569582.307650 nChanged 43 SP:Iteration 18Q (592.713227 sec): 3 clusters Score: Raw -1572665.960802 + Penalty 3058.944754 = -1569607.016047 nChanged 35 SP:Iteration 19Q (592.771799 sec): 3 clusters Score: Raw -1572686.582355 + Penalty 3058.944754 = -1569627.637601 nChanged 35 SP:Iteration 20F (592.850072 sec): 3 clusters Score: Raw -1572710.750880 + Penalty 3058.944754 = -1569651.806126 nChanged 36 SP:Iteration 21Q (592.905221 sec): 3 clusters Score: Raw -1572735.895022 + Penalty 3058.944754 = -1569676.950268 nChanged 33 SP:Iteration 22Q (592.966469 sec): 3 clusters Score: Raw -1572753.691308 + Penalty 3058.944754 = -1569694.746554 nChanged 18 SP:Iteration 23Q (593.036207 sec): 3 clusters Score: Raw -1572760.988235 + Penalty 3058.944754 = -1569702.043481 nChanged 14 SP:Iteration 24Q (593.101308 sec): 3 clusters Score: Raw -1572766.321276 + Penalty 3058.944754 = -1569707.376522 nChanged 6 SP:Iteration 25Q (593.157614 sec): 3 clusters Score: Raw -1572769.822814 + Penalty 3058.944754 = -1569710.878060 nChanged 8 SP:Iteration 26Q (593.220379 sec): 3 clusters Score: Raw -1572773.508506 + Penalty 3058.944754 = -1569714.563752 nChanged 6 SP:Iteration 27Q (593.295089 sec): 3 clusters Score: Raw -1572776.483967 + Penalty 3058.944754 = -1569717.539213 nChanged 4 SP:Iteration 28Q (593.359646 sec): 3 clusters Score: Raw -1572779.528558 + Penalty 3058.944754 = -1569720.583804 nChanged 7 SP:Iteration 29Q (593.422956 sec): 3 clusters Score: Raw -1572783.682080 + Penalty 3058.944754 = -1569724.737325 nChanged 4 SP:Iteration 30Q (593.474944 sec): 3 clusters Score: Raw -1572785.152003 + Penalty 3058.944754 = -1569726.207249 nChanged 3 SP:Iteration 31Q (593.548256 sec): 3 clusters Score: Raw -1572786.667372 + Penalty 3058.944754 = -1569727.722618 nChanged 2 SP:Iteration 32Q (593.608727 sec): 3 clusters Score: Raw -1572787.956996 + Penalty 3058.944754 = -1569729.012242 nChanged 3 SP:Iteration 33Q (593.668139 sec): 3 clusters Score: Raw -1572789.019396 + Penalty 3058.944754 = -1569730.074642 nChanged 0 SP:Iteration 34F (593.727241 sec): 3 clusters Score: Raw -1572789.019396 + Penalty 3058.944754 = -1569730.074642 nChanged 0 Trying to split cluster 11 (515 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (593.761623 sec): 2 clusters Score: Raw -44580.709046 + Penalty 1014.677121 = -43566.031924 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (593.805930 sec): 3 clusters Score: Raw -44659.052475 + Penalty 2029.354243 = -42629.698232 nChanged 143 SP:Iteration 1F (593.857561 sec): 3 clusters Score: Raw -45062.275746 + Penalty 2029.354243 = -43032.921503 nChanged 58 SP:Iteration 2F (593.902645 sec): 3 clusters Score: Raw -45232.534939 + Penalty 2029.354243 = -43203.180696 nChanged 28 SP:Iteration 3F (593.940034 sec): 3 clusters Score: Raw -45323.154749 + Penalty 2029.354243 = -43293.800506 nChanged 18 SP:Iteration 4Q (593.984920 sec): 3 clusters Score: Raw -45383.742242 + Penalty 2029.354243 = -43354.387999 nChanged 5 SP:Iteration 5Q (594.040906 sec): 3 clusters Score: Raw -45400.506398 + Penalty 2029.354243 = -43371.152156 nChanged 5 SP:Iteration 6Q (594.090342 sec): 3 clusters Score: Raw -45410.263809 + Penalty 2029.354243 = -43380.909566 nChanged 1 SP:Iteration 7Q (594.135218 sec): 3 clusters Score: Raw -45411.114573 + Penalty 2029.354243 = -43381.760330 nChanged 1 SP:Iteration 8Q (594.171191 sec): 3 clusters Score: Raw -45411.901318 + Penalty 2029.354243 = -43382.547075 nChanged 0 SP:Iteration 9F (594.215601 sec): 3 clusters Score: Raw -45411.901318 + Penalty 2029.354243 = -43382.547075 nChanged 0 Trying to split cluster 12 (7706 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (594.253714 sec): 2 clusters Score: Raw -995783.708161 + Penalty 1454.335110 = -994329.373051 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (594.323360 sec): 3 clusters Score: Raw -991546.658687 + Penalty 2908.670221 = -988637.988466 nChanged 3222 SP:Iteration 1F (594.378607 sec): 3 clusters Score: Raw -993270.413965 + Penalty 2908.670221 = -990361.743744 nChanged 472 SP:Iteration 2F (594.437331 sec): 3 clusters Score: Raw -993515.045105 + Penalty 2908.670221 = -990606.374885 nChanged 466 SP:Iteration 3F (594.488031 sec): 3 clusters Score: Raw -993775.167286 + Penalty 2908.670221 = -990866.497066 nChanged 425 SP:Iteration 4F (594.550784 sec): 3 clusters Score: Raw -994026.514295 + Penalty 2908.670221 = -991117.844075 nChanged 416 SP:Iteration 5F (594.608169 sec): 3 clusters Score: Raw -994277.260603 + Penalty 2908.670221 = -991368.590383 nChanged 395 SP:Iteration 6F (594.667860 sec): 3 clusters Score: Raw -994560.437580 + Penalty 2908.670221 = -991651.767359 nChanged 432 SP:Iteration 7F (594.723432 sec): 3 clusters Score: Raw -994880.808737 + Penalty 2908.670221 = -991972.138516 nChanged 403 SP:Iteration 8F (594.780507 sec): 3 clusters Score: Raw -995202.047806 + Penalty 2908.670221 = -992293.377585 nChanged 324 SP:Iteration 9Q (594.830973 sec): 3 clusters Score: Raw -995449.821158 + Penalty 2908.670221 = -992541.150937 nChanged 254 SP:Iteration 10Q (594.898654 sec): 3 clusters Score: Raw -995631.175099 + Penalty 2908.670221 = -992722.504878 nChanged 218 SP:Iteration 11Q (594.950331 sec): 3 clusters Score: Raw -995774.649123 + Penalty 2908.670221 = -992865.978902 nChanged 174 SP:Iteration 12Q (595.008493 sec): 3 clusters Score: Raw -995855.103399 + Penalty 2908.670221 = -992946.433178 nChanged 128 SP:Iteration 13Q (595.069871 sec): 3 clusters Score: Raw -995907.545593 + Penalty 2908.670221 = -992998.875373 nChanged 106 SP:Iteration 14Q (595.121772 sec): 3 clusters Score: Raw -995942.867155 + Penalty 2908.670221 = -993034.196934 nChanged 74 SP:Iteration 15Q (595.181490 sec): 3 clusters Score: Raw -995968.276114 + Penalty 2908.670221 = -993059.605893 nChanged 71 SP:Iteration 16Q (595.247605 sec): 3 clusters Score: Raw -995994.059663 + Penalty 2908.670221 = -993085.389442 nChanged 64 SP:Iteration 17Q (595.312150 sec): 3 clusters Score: Raw -996016.079939 + Penalty 2908.670221 = -993107.409719 nChanged 62 SP:Iteration 18Q (595.364546 sec): 3 clusters Score: Raw -996033.699426 + Penalty 2908.670221 = -993125.029205 nChanged 50 SP:Iteration 19Q (595.424722 sec): 3 clusters Score: Raw -996047.046875 + Penalty 2908.670221 = -993138.376654 nChanged 37 SP:Iteration 20F (595.479016 sec): 3 clusters Score: Raw -996055.087062 + Penalty 2908.670221 = -993146.416841 nChanged 27 SP:Iteration 21Q (595.524888 sec): 3 clusters Score: Raw -996059.661219 + Penalty 2908.670221 = -993150.990998 nChanged 25 SP:Iteration 22Q (595.597507 sec): 3 clusters Score: Raw -996064.588336 + Penalty 2908.670221 = -993155.918115 nChanged 24 SP:Iteration 23Q (595.646469 sec): 3 clusters Score: Raw -996068.876427 + Penalty 2908.670221 = -993160.206206 nChanged 14 SP:Iteration 24Q (595.704165 sec): 3 clusters Score: Raw -996071.679129 + Penalty 2908.670221 = -993163.008908 nChanged 15 SP:Iteration 25Q (595.759263 sec): 3 clusters Score: Raw -996075.074829 + Penalty 2908.670221 = -993166.404608 nChanged 15 SP:Iteration 26Q (595.817219 sec): 3 clusters Score: Raw -996078.259972 + Penalty 2908.670221 = -993169.589752 nChanged 15 SP:Iteration 27Q (595.866633 sec): 3 clusters Score: Raw -996080.897303 + Penalty 2908.670221 = -993172.227082 nChanged 18 SP:Iteration 28Q (595.936196 sec): 3 clusters Score: Raw -996085.310689 + Penalty 2908.670221 = -993176.640469 nChanged 20 SP:Iteration 29Q (595.990499 sec): 3 clusters Score: Raw -996089.445883 + Penalty 2908.670221 = -993180.775662 nChanged 21 SP:Iteration 30Q (596.040280 sec): 3 clusters Score: Raw -996093.221251 + Penalty 2908.670221 = -993184.551030 nChanged 17 SP:Iteration 31Q (596.107791 sec): 3 clusters Score: Raw -996095.311691 + Penalty 2908.670221 = -993186.641471 nChanged 14 SP:Iteration 32Q (596.167415 sec): 3 clusters Score: Raw -996097.797890 + Penalty 2908.670221 = -993189.127670 nChanged 9 SP:Iteration 33Q (596.220761 sec): 3 clusters Score: Raw -996099.069352 + Penalty 2908.670221 = -993190.399131 nChanged 10 SP:Iteration 34Q (596.272988 sec): 3 clusters Score: Raw -996100.630122 + Penalty 2908.670221 = -993191.959901 nChanged 9 SP:Iteration 35Q (596.342828 sec): 3 clusters Score: Raw -996101.934228 + Penalty 2908.670221 = -993193.264007 nChanged 6 SP:Iteration 36Q (596.406078 sec): 3 clusters Score: Raw -996102.738551 + Penalty 2908.670221 = -993194.068330 nChanged 11 SP:Iteration 37Q (596.465103 sec): 3 clusters Score: Raw -996104.689919 + Penalty 2908.670221 = -993196.019698 nChanged 11 SP:Iteration 38Q (596.521159 sec): 3 clusters Score: Raw -996106.918168 + Penalty 2908.670221 = -993198.247947 nChanged 11 SP:Iteration 39Q (596.581635 sec): 3 clusters Score: Raw -996109.445629 + Penalty 2908.670221 = -993200.775409 nChanged 13 SP:Iteration 40F (596.643308 sec): 3 clusters Score: Raw -996111.890608 + Penalty 2908.670221 = -993203.220387 nChanged 14 SP:Iteration 41Q (596.703655 sec): 3 clusters Score: Raw -996114.167384 + Penalty 2908.670221 = -993205.497164 nChanged 8 SP:Iteration 42Q (596.758657 sec): 3 clusters Score: Raw -996115.138046 + Penalty 2908.670221 = -993206.467825 nChanged 7 SP:Iteration 43Q (596.825539 sec): 3 clusters Score: Raw -996116.352574 + Penalty 2908.670221 = -993207.682354 nChanged 3 SP:Iteration 44Q (596.874670 sec): 3 clusters Score: Raw -996116.846420 + Penalty 2908.670221 = -993208.176199 nChanged 2 SP:Iteration 45Q (596.930385 sec): 3 clusters Score: Raw -996117.223330 + Penalty 2908.670221 = -993208.553109 nChanged 3 SP:Iteration 46Q (596.998920 sec): 3 clusters Score: Raw -996117.596976 + Penalty 2908.670221 = -993208.926756 nChanged 3 SP:Iteration 47Q (597.057750 sec): 3 clusters Score: Raw -996117.977189 + Penalty 2908.670221 = -993209.306968 nChanged 6 SP:Iteration 48Q (597.118280 sec): 3 clusters Score: Raw -996118.759878 + Penalty 2908.670221 = -993210.089658 nChanged 6 SP:Iteration 49Q (597.166160 sec): 3 clusters Score: Raw -996119.662084 + Penalty 2908.670221 = -993210.991864 nChanged 4 SP:Iteration 50Q (597.232747 sec): 3 clusters Score: Raw -996120.122966 + Penalty 2908.670221 = -993211.452745 nChanged 3 SP:Iteration 51Q (597.282606 sec): 3 clusters Score: Raw -996120.410950 + Penalty 2908.670221 = -993211.740730 nChanged 4 SP:Iteration 52Q (597.341620 sec): 3 clusters Score: Raw -996120.889845 + Penalty 2908.670221 = -993212.219624 nChanged 1 SP:Iteration 53Q (597.405385 sec): 3 clusters Score: Raw -996120.946848 + Penalty 2908.670221 = -993212.276627 nChanged 0 SP:Iteration 54F (597.463594 sec): 3 clusters Score: Raw -996120.946848 + Penalty 2908.670221 = -993212.276627 nChanged 0 Trying to split cluster 13 (258 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (597.487757 sec): 2 clusters Score: Raw -21436.276382 + Penalty 902.355933 = -20533.920450 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (597.535461 sec): 3 clusters Score: Raw -21742.548811 + Penalty 1804.711865 = -19937.836946 nChanged 78 SP:Iteration 1F (597.580608 sec): 3 clusters Score: Raw -22163.388618 + Penalty 1804.711865 = -20358.676753 nChanged 19 SP:Iteration 2F (597.620751 sec): 3 clusters Score: Raw -22293.298566 + Penalty 1804.711865 = -20488.586700 nChanged 8 SP:Iteration 3Q (597.672696 sec): 3 clusters Score: Raw -22323.084120 + Penalty 1804.711865 = -20518.372255 nChanged 2 SP:Iteration 4Q (597.722644 sec): 3 clusters Score: Raw -22326.270202 + Penalty 1804.711865 = -20521.558337 nChanged 0 SP:Iteration 5F (597.757841 sec): 3 clusters Score: Raw -22326.270202 + Penalty 1804.711865 = -20521.558337 nChanged 0 Trying to split cluster 14 (1936 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (597.782579 sec): 2 clusters Score: Raw -238458.725478 + Penalty 1229.861631 = -237228.863847 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (597.841076 sec): 3 clusters Score: Raw -237629.817967 + Penalty 2459.723262 = -235170.094705 nChanged 689 SP:Iteration 1F (597.890133 sec): 3 clusters Score: Raw -238127.050573 + Penalty 2459.723262 = -235667.327311 nChanged 155 SP:Iteration 2F (597.926184 sec): 3 clusters Score: Raw -238254.966967 + Penalty 2459.723262 = -235795.243705 nChanged 87 SP:Iteration 3Q (597.989476 sec): 3 clusters Score: Raw -238335.289924 + Penalty 2459.723262 = -235875.566662 nChanged 88 SP:Iteration 4Q (598.034241 sec): 3 clusters Score: Raw -238409.287488 + Penalty 2459.723262 = -235949.564226 nChanged 62 SP:Iteration 5Q (598.078854 sec): 3 clusters Score: Raw -238470.789419 + Penalty 2459.723262 = -236011.066157 nChanged 67 SP:Iteration 6Q (598.117477 sec): 3 clusters Score: Raw -238548.862188 + Penalty 2459.723262 = -236089.138926 nChanged 75 SP:Iteration 7Q (598.167671 sec): 3 clusters Score: Raw -238631.900915 + Penalty 2459.723262 = -236172.177653 nChanged 74 SP:Iteration 8Q (598.212130 sec): 3 clusters Score: Raw -238711.615018 + Penalty 2459.723262 = -236251.891756 nChanged 66 SP:Iteration 9Q (598.266597 sec): 3 clusters Score: Raw -238801.126457 + Penalty 2459.723262 = -236341.403195 nChanged 73 SP:Iteration 10Q (598.317832 sec): 3 clusters Score: Raw -238914.161643 + Penalty 2459.723262 = -236454.438380 nChanged 59 SP:Iteration 11Q (598.365889 sec): 3 clusters Score: Raw -238992.602153 + Penalty 2459.723262 = -236532.878891 nChanged 37 SP:Iteration 12Q (598.417470 sec): 3 clusters Score: Raw -239027.424458 + Penalty 2459.723262 = -236567.701196 nChanged 23 SP:Iteration 13Q (598.458854 sec): 3 clusters Score: Raw -239049.332289 + Penalty 2459.723262 = -236589.609027 nChanged 20 SP:Iteration 14Q (598.505790 sec): 3 clusters Score: Raw -239065.193306 + Penalty 2459.723262 = -236605.470044 nChanged 17 SP:Iteration 15Q (598.553701 sec): 3 clusters Score: Raw -239076.847382 + Penalty 2459.723262 = -236617.124120 nChanged 11 SP:Iteration 16Q (598.603139 sec): 3 clusters Score: Raw -239082.801602 + Penalty 2459.723262 = -236623.078340 nChanged 4 SP:Iteration 17Q (598.641802 sec): 3 clusters Score: Raw -239085.502580 + Penalty 2459.723262 = -236625.779318 nChanged 6 SP:Iteration 18Q (598.692947 sec): 3 clusters Score: Raw -239090.180557 + Penalty 2459.723262 = -236630.457295 nChanged 7 SP:Iteration 19Q (598.731242 sec): 3 clusters Score: Raw -239092.930127 + Penalty 2459.723262 = -236633.206865 nChanged 5 SP:Iteration 20F (598.786988 sec): 3 clusters Score: Raw -239094.831918 + Penalty 2459.723262 = -236635.108656 nChanged 3 SP:Iteration 21Q (598.827123 sec): 3 clusters Score: Raw -239095.868027 + Penalty 2459.723262 = -236636.144765 nChanged 2 SP:Iteration 22Q (598.875390 sec): 3 clusters Score: Raw -239097.163903 + Penalty 2459.723262 = -236637.440641 nChanged 3 SP:Iteration 23Q (598.933215 sec): 3 clusters Score: Raw -239098.176411 + Penalty 2459.723262 = -236638.453149 nChanged 3 SP:Iteration 24Q (598.975434 sec): 3 clusters Score: Raw -239100.345517 + Penalty 2459.723262 = -236640.622255 nChanged 2 SP:Iteration 25Q (599.023677 sec): 3 clusters Score: Raw -239101.101160 + Penalty 2459.723262 = -236641.377898 nChanged 0 SP:Iteration 26F (599.067438 sec): 3 clusters Score: Raw -239101.101160 + Penalty 2459.723262 = -236641.377898 nChanged 0 Trying to split cluster 15 (207 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (599.092702 sec): 2 clusters Score: Raw -12194.316087 + Penalty 866.566804 = -11327.749284 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (599.130403 sec): 3 clusters Score: Raw -12512.569011 + Penalty 1733.133608 = -10779.435404 nChanged 53 SP:Iteration 1F (599.189601 sec): 3 clusters Score: Raw -12737.713303 + Penalty 1733.133608 = -11004.579695 nChanged 12 SP:Iteration 2F (599.232798 sec): 3 clusters Score: Raw -12809.145159 + Penalty 1733.133608 = -11076.011551 nChanged 2 SP:Iteration 3Q (599.283070 sec): 3 clusters Score: Raw -12842.470744 + Penalty 1733.133608 = -11109.337136 nChanged 0 SP:Iteration 4F (599.334032 sec): 3 clusters Score: Raw -12842.470744 + Penalty 1733.133608 = -11109.337136 nChanged 0 Trying to split cluster 16 (3120 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (599.357475 sec): 2 clusters Score: Raw -369760.595126 + Penalty 1307.408096 = -368453.187031 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (599.411232 sec): 3 clusters Score: Raw -368293.075414 + Penalty 2614.816191 = -365678.259223 nChanged 1149 SP:Iteration 1F (599.463221 sec): 3 clusters Score: Raw -369084.895756 + Penalty 2614.816191 = -366470.079565 nChanged 278 SP:Iteration 2F (599.504138 sec): 3 clusters Score: Raw -369328.564035 + Penalty 2614.816191 = -366713.747844 nChanged 205 SP:Iteration 3F (599.557085 sec): 3 clusters Score: Raw -369530.910199 + Penalty 2614.816191 = -366916.094007 nChanged 190 SP:Iteration 4F (599.611795 sec): 3 clusters Score: Raw -369790.713327 + Penalty 2614.816191 = -367175.897136 nChanged 189 SP:Iteration 5F (599.666671 sec): 3 clusters Score: Raw -370088.189693 + Penalty 2614.816191 = -367473.373502 nChanged 167 SP:Iteration 6F (599.722106 sec): 3 clusters Score: Raw -370329.955692 + Penalty 2614.816191 = -367715.139501 nChanged 138 SP:Iteration 7Q (599.768716 sec): 3 clusters Score: Raw -370450.827572 + Penalty 2614.816191 = -367836.011381 nChanged 108 SP:Iteration 8Q (599.818966 sec): 3 clusters Score: Raw -370524.330705 + Penalty 2614.816191 = -367909.514514 nChanged 81 SP:Iteration 9Q (599.870705 sec): 3 clusters Score: Raw -370579.653591 + Penalty 2614.816191 = -367964.837400 nChanged 63 SP:Iteration 10Q (599.910095 sec): 3 clusters Score: Raw -370634.027294 + Penalty 2614.816191 = -368019.211103 nChanged 60 SP:Iteration 11Q (599.966694 sec): 3 clusters Score: Raw -370681.564783 + Penalty 2614.816191 = -368066.748592 nChanged 61 SP:Iteration 12Q (600.019960 sec): 3 clusters Score: Raw -370724.416686 + Penalty 2614.816191 = -368109.600495 nChanged 52 SP:Iteration 13Q (600.074730 sec): 3 clusters Score: Raw -370763.492823 + Penalty 2614.816191 = -368148.676631 nChanged 42 SP:Iteration 14Q (600.114140 sec): 3 clusters Score: Raw -370790.938703 + Penalty 2614.816191 = -368176.122512 nChanged 38 SP:Iteration 15Q (600.168566 sec): 3 clusters Score: Raw -370811.838306 + Penalty 2614.816191 = -368197.022115 nChanged 31 SP:Iteration 16Q (600.210612 sec): 3 clusters Score: Raw -370827.236174 + Penalty 2614.816191 = -368212.419983 nChanged 26 SP:Iteration 17Q (600.257546 sec): 3 clusters Score: Raw -370842.841895 + Penalty 2614.816191 = -368228.025704 nChanged 27 SP:Iteration 18Q (600.310308 sec): 3 clusters Score: Raw -370858.385001 + Penalty 2614.816191 = -368243.568809 nChanged 21 SP:Iteration 19Q (600.363584 sec): 3 clusters Score: Raw -370866.969937 + Penalty 2614.816191 = -368252.153746 nChanged 8 SP:Iteration 20F (600.411087 sec): 3 clusters Score: Raw -370869.747921 + Penalty 2614.816191 = -368254.931729 nChanged 7 SP:Iteration 21Q (600.464855 sec): 3 clusters Score: Raw -370872.590140 + Penalty 2614.816191 = -368257.773949 nChanged 6 SP:Iteration 22Q (600.519692 sec): 3 clusters Score: Raw -370874.717740 + Penalty 2614.816191 = -368259.901549 nChanged 7 SP:Iteration 23Q (600.560614 sec): 3 clusters Score: Raw -370877.359437 + Penalty 2614.816191 = -368262.543245 nChanged 5 SP:Iteration 24Q (600.598573 sec): 3 clusters Score: Raw -370878.790315 + Penalty 2614.816191 = -368263.974124 nChanged 5 SP:Iteration 25Q (600.657654 sec): 3 clusters Score: Raw -370879.913043 + Penalty 2614.816191 = -368265.096852 nChanged 2 SP:Iteration 26Q (600.705017 sec): 3 clusters Score: Raw -370880.435933 + Penalty 2614.816191 = -368265.619742 nChanged 5 SP:Iteration 27Q (600.735903 sec): 3 clusters Score: Raw -370882.308657 + Penalty 2614.816191 = -368267.492466 nChanged 5 SP:Iteration 28Q (600.797545 sec): 3 clusters Score: Raw -370883.900334 + Penalty 2614.816191 = -368269.084143 nChanged 2 SP:Iteration 29Q (600.836941 sec): 3 clusters Score: Raw -370884.600003 + Penalty 2614.816191 = -368269.783812 nChanged 1 SP:Iteration 30Q (600.887514 sec): 3 clusters Score: Raw -370885.278774 + Penalty 2614.816191 = -368270.462583 nChanged 5 SP:Iteration 31Q (600.937371 sec): 3 clusters Score: Raw -370886.659606 + Penalty 2614.816191 = -368271.843415 nChanged 2 SP:Iteration 32Q (600.992833 sec): 3 clusters Score: Raw -370887.262721 + Penalty 2614.816191 = -368272.446529 nChanged 0 SP:Iteration 33F (601.042692 sec): 3 clusters Score: Raw -370887.262721 + Penalty 2614.816191 = -368272.446529 nChanged 0 Trying to split cluster 17 (284 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (601.056026 sec): 2 clusters Score: Raw -32771.610702 + Penalty 917.958314 = -31853.652388 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (601.112439 sec): 3 clusters Score: Raw -32954.927419 + Penalty 1835.916627 = -31119.010792 nChanged 56 SP:Iteration 1F (601.154625 sec): 3 clusters Score: Raw -33096.152547 + Penalty 1835.916627 = -31260.235920 nChanged 20 SP:Iteration 2F (601.201494 sec): 3 clusters Score: Raw -33173.144931 + Penalty 1835.916627 = -31337.228304 nChanged 8 SP:Iteration 3Q (601.232145 sec): 3 clusters Score: Raw -33191.983916 + Penalty 1835.916627 = -31356.067288 nChanged 3 SP:Iteration 4Q (601.285750 sec): 3 clusters Score: Raw -33197.701306 + Penalty 1835.916627 = -31361.784678 nChanged 2 SP:Iteration 5Q (601.326474 sec): 3 clusters Score: Raw -33200.235058 + Penalty 1835.916627 = -31364.318431 nChanged 3 SP:Iteration 6Q (601.370428 sec): 3 clusters Score: Raw -33207.452171 + Penalty 1835.916627 = -31371.535544 nChanged 3 SP:Iteration 7Q (601.425834 sec): 3 clusters Score: Raw -33238.442108 + Penalty 1835.916627 = -31402.525481 nChanged 4 SP:Iteration 8Q (601.473455 sec): 3 clusters Score: Raw -33252.476027 + Penalty 1835.916627 = -31416.559399 nChanged 1 SP:Iteration 9Q (601.519439 sec): 3 clusters Score: Raw -33254.847545 + Penalty 1835.916627 = -31418.930918 nChanged 0 SP:Iteration 10F (601.565179 sec): 3 clusters Score: Raw -33254.847545 + Penalty 1835.916627 = -31418.930918 nChanged 0 Trying to split cluster 18 (1244 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (601.592200 sec): 2 clusters Score: Raw -143644.833993 + Penalty 1157.989182 = -142486.844811 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (601.640510 sec): 3 clusters Score: Raw -143217.095228 + Penalty 2315.978364 = -140901.116865 nChanged 364 SP:Iteration 1F (601.689036 sec): 3 clusters Score: Raw -143530.667006 + Penalty 2315.978364 = -141214.688642 nChanged 95 SP:Iteration 2F (601.723810 sec): 3 clusters Score: Raw -143632.221035 + Penalty 2315.978364 = -141316.242671 nChanged 58 SP:Iteration 3Q (601.779563 sec): 3 clusters Score: Raw -143687.679678 + Penalty 2315.978364 = -141371.701314 nChanged 40 SP:Iteration 4Q (601.817398 sec): 3 clusters Score: Raw -143730.269527 + Penalty 2315.978364 = -141414.291163 nChanged 29 SP:Iteration 5Q (601.863007 sec): 3 clusters Score: Raw -143758.491706 + Penalty 2315.978364 = -141442.513342 nChanged 24 SP:Iteration 6Q (601.917951 sec): 3 clusters Score: Raw -143780.565213 + Penalty 2315.978364 = -141464.586850 nChanged 25 SP:Iteration 7Q (601.967566 sec): 3 clusters Score: Raw -143797.367418 + Penalty 2315.978364 = -141481.389054 nChanged 17 SP:Iteration 8Q (602.010532 sec): 3 clusters Score: Raw -143810.943085 + Penalty 2315.978364 = -141494.964721 nChanged 15 SP:Iteration 9Q (602.057558 sec): 3 clusters Score: Raw -143824.693463 + Penalty 2315.978364 = -141508.715099 nChanged 11 SP:Iteration 10Q (602.104917 sec): 3 clusters Score: Raw -143834.721698 + Penalty 2315.978364 = -141518.743334 nChanged 14 SP:Iteration 11Q (602.157760 sec): 3 clusters Score: Raw -143853.735967 + Penalty 2315.978364 = -141537.757603 nChanged 25 SP:Iteration 12Q (602.204524 sec): 3 clusters Score: Raw -143873.911028 + Penalty 2315.978364 = -141557.932664 nChanged 19 SP:Iteration 13Q (602.249318 sec): 3 clusters Score: Raw -143887.476947 + Penalty 2315.978364 = -141571.498583 nChanged 13 SP:Iteration 14Q (602.296797 sec): 3 clusters Score: Raw -143897.519497 + Penalty 2315.978364 = -141581.541133 nChanged 9 SP:Iteration 15Q (602.348935 sec): 3 clusters Score: Raw -143911.148301 + Penalty 2315.978364 = -141595.169937 nChanged 13 SP:Iteration 16Q (602.394027 sec): 3 clusters Score: Raw -143918.189150 + Penalty 2315.978364 = -141602.210787 nChanged 5 SP:Iteration 17Q (602.431051 sec): 3 clusters Score: Raw -143925.547650 + Penalty 2315.978364 = -141609.569286 nChanged 7 SP:Iteration 18Q (602.479468 sec): 3 clusters Score: Raw -143938.257394 + Penalty 2315.978364 = -141622.279030 nChanged 13 SP:Iteration 19Q (602.527168 sec): 3 clusters Score: Raw -143951.308844 + Penalty 2315.978364 = -141635.330480 nChanged 7 SP:Iteration 20F (602.578561 sec): 3 clusters Score: Raw -143959.252632 + Penalty 2315.978364 = -141643.274268 nChanged 8 SP:Iteration 21Q (602.621934 sec): 3 clusters Score: Raw -143963.956327 + Penalty 2315.978364 = -141647.977963 nChanged 2 SP:Iteration 22Q (602.680074 sec): 3 clusters Score: Raw -143966.142879 + Penalty 2315.978364 = -141650.164515 nChanged 2 SP:Iteration 23Q (602.733521 sec): 3 clusters Score: Raw -143967.349335 + Penalty 2315.978364 = -141651.370971 nChanged 2 SP:Iteration 24Q (602.779961 sec): 3 clusters Score: Raw -143970.290426 + Penalty 2315.978364 = -141654.312062 nChanged 2 SP:Iteration 25Q (602.822087 sec): 3 clusters Score: Raw -143971.141826 + Penalty 2315.978364 = -141655.163462 nChanged 2 SP:Iteration 26Q (602.874114 sec): 3 clusters Score: Raw -143972.056343 + Penalty 2315.978364 = -141656.077980 nChanged 1 SP:Iteration 27Q (602.922533 sec): 3 clusters Score: Raw -143972.297126 + Penalty 2315.978364 = -141656.318762 nChanged 0 SP:Iteration 28F (602.965441 sec): 3 clusters Score: Raw -143972.297126 + Penalty 2315.978364 = -141656.318762 nChanged 0 Trying to split cluster 19 (1462 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (602.996927 sec): 2 clusters Score: Raw -155814.843564 + Penalty 1184.228604 = -154630.614960 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (603.040384 sec): 3 clusters Score: Raw -155286.909628 + Penalty 2368.457208 = -152918.452420 nChanged 477 SP:Iteration 1F (603.080511 sec): 3 clusters Score: Raw -155690.314395 + Penalty 2368.457208 = -153321.857187 nChanged 133 SP:Iteration 2F (603.130246 sec): 3 clusters Score: Raw -155870.022419 + Penalty 2368.457208 = -153501.565211 nChanged 103 SP:Iteration 3F (603.168107 sec): 3 clusters Score: Raw -155997.914156 + Penalty 2368.457208 = -153629.456948 nChanged 77 SP:Iteration 4F (603.223436 sec): 3 clusters Score: Raw -156084.714075 + Penalty 2368.457208 = -153716.256867 nChanged 57 SP:Iteration 5Q (603.274091 sec): 3 clusters Score: Raw -156167.059565 + Penalty 2368.457208 = -153798.602357 nChanged 55 SP:Iteration 6Q (603.322000 sec): 3 clusters Score: Raw -156226.331352 + Penalty 2368.457208 = -153857.874144 nChanged 41 SP:Iteration 7Q (603.353144 sec): 3 clusters Score: Raw -156271.665641 + Penalty 2368.457208 = -153903.208433 nChanged 29 SP:Iteration 8Q (603.399911 sec): 3 clusters Score: Raw -156308.177376 + Penalty 2368.457208 = -153939.720168 nChanged 24 SP:Iteration 9Q (603.431191 sec): 3 clusters Score: Raw -156337.586096 + Penalty 2368.457208 = -153969.128888 nChanged 26 SP:Iteration 10Q (603.473332 sec): 3 clusters Score: Raw -156375.607261 + Penalty 2368.457208 = -154007.150053 nChanged 31 SP:Iteration 11Q (603.532514 sec): 3 clusters Score: Raw -156403.643637 + Penalty 2368.457208 = -154035.186429 nChanged 28 SP:Iteration 12Q (603.575830 sec): 3 clusters Score: Raw -156435.583981 + Penalty 2368.457208 = -154067.126773 nChanged 24 SP:Iteration 13Q (603.615237 sec): 3 clusters Score: Raw -156463.330798 + Penalty 2368.457208 = -154094.873590 nChanged 24 SP:Iteration 14Q (603.673781 sec): 3 clusters Score: Raw -156492.135926 + Penalty 2368.457208 = -154123.678718 nChanged 25 SP:Iteration 15Q (603.716809 sec): 3 clusters Score: Raw -156513.775110 + Penalty 2368.457208 = -154145.317902 nChanged 16 SP:Iteration 16Q (603.765262 sec): 3 clusters Score: Raw -156534.937999 + Penalty 2368.457208 = -154166.480791 nChanged 15 SP:Iteration 17Q (603.797831 sec): 3 clusters Score: Raw -156551.456537 + Penalty 2368.457208 = -154182.999329 nChanged 11 SP:Iteration 18Q (603.846634 sec): 3 clusters Score: Raw -156560.211541 + Penalty 2368.457208 = -154191.754332 nChanged 8 SP:Iteration 19Q (603.903584 sec): 3 clusters Score: Raw -156568.925675 + Penalty 2368.457208 = -154200.468467 nChanged 4 SP:Iteration 20F (603.950475 sec): 3 clusters Score: Raw -156572.738894 + Penalty 2368.457208 = -154204.281686 nChanged 4 SP:Iteration 21Q (603.994006 sec): 3 clusters Score: Raw -156575.401142 + Penalty 2368.457208 = -154206.943934 nChanged 5 SP:Iteration 22Q (604.047309 sec): 3 clusters Score: Raw -156578.631682 + Penalty 2368.457208 = -154210.174474 nChanged 3 SP:Iteration 23Q (604.096237 sec): 3 clusters Score: Raw -156580.775420 + Penalty 2368.457208 = -154212.318212 nChanged 5 SP:Iteration 24Q (604.142093 sec): 3 clusters Score: Raw -156585.431358 + Penalty 2368.457208 = -154216.974150 nChanged 4 SP:Iteration 25Q (604.189363 sec): 3 clusters Score: Raw -156588.367595 + Penalty 2368.457208 = -154219.910387 nChanged 6 SP:Iteration 26Q (604.237187 sec): 3 clusters Score: Raw -156596.284055 + Penalty 2368.457208 = -154227.826847 nChanged 9 SP:Iteration 27Q (604.273363 sec): 3 clusters Score: Raw -156603.974301 + Penalty 2368.457208 = -154235.517093 nChanged 10 SP:Iteration 28Q (604.322616 sec): 3 clusters Score: Raw -156610.240783 + Penalty 2368.457208 = -154241.783575 nChanged 4 SP:Iteration 29Q (604.383578 sec): 3 clusters Score: Raw -156615.241078 + Penalty 2368.457208 = -154246.783870 nChanged 3 SP:Iteration 30Q (604.426850 sec): 3 clusters Score: Raw -156617.071523 + Penalty 2368.457208 = -154248.614315 nChanged 2 SP:Iteration 31Q (604.472992 sec): 3 clusters Score: Raw -156620.881309 + Penalty 2368.457208 = -154252.424101 nChanged 1 SP:Iteration 32Q (604.523482 sec): 3 clusters Score: Raw -156621.418798 + Penalty 2368.457208 = -154252.961590 nChanged 1 SP:Iteration 33Q (604.565333 sec): 3 clusters Score: Raw -156622.129168 + Penalty 2368.457208 = -154253.671960 nChanged 0 SP:Iteration 34F (604.613702 sec): 3 clusters Score: Raw -156622.129168 + Penalty 2368.457208 = -154253.671960 nChanged 0 Trying to split cluster 20 (1161 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (604.649663 sec): 2 clusters Score: Raw -141051.996391 + Penalty 1146.768510 = -139905.227882 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (604.692430 sec): 3 clusters Score: Raw -140669.547884 + Penalty 2293.537019 = -138376.010865 nChanged 377 SP:Iteration 1F (604.737053 sec): 3 clusters Score: Raw -140984.948961 + Penalty 2293.537019 = -138691.411942 nChanged 97 SP:Iteration 2F (604.783923 sec): 3 clusters Score: Raw -141109.416858 + Penalty 2293.537019 = -138815.879839 nChanged 65 SP:Iteration 3F (604.829166 sec): 3 clusters Score: Raw -141208.594700 + Penalty 2293.537019 = -138915.057681 nChanged 50 SP:Iteration 4Q (604.875913 sec): 3 clusters Score: Raw -141321.291814 + Penalty 2293.537019 = -139027.754795 nChanged 47 SP:Iteration 5Q (604.909463 sec): 3 clusters Score: Raw -141400.967656 + Penalty 2293.537019 = -139107.430637 nChanged 34 SP:Iteration 6Q (604.955067 sec): 3 clusters Score: Raw -141457.594987 + Penalty 2293.537019 = -139164.057968 nChanged 26 SP:Iteration 7Q (605.001256 sec): 3 clusters Score: Raw -141488.972234 + Penalty 2293.537019 = -139195.435215 nChanged 16 SP:Iteration 8Q (605.049873 sec): 3 clusters Score: Raw -141504.661151 + Penalty 2293.537019 = -139211.124132 nChanged 15 SP:Iteration 9Q (605.098412 sec): 3 clusters Score: Raw -141521.036238 + Penalty 2293.537019 = -139227.499219 nChanged 13 SP:Iteration 10Q (605.136081 sec): 3 clusters Score: Raw -141540.364166 + Penalty 2293.537019 = -139246.827147 nChanged 17 SP:Iteration 11Q (605.183532 sec): 3 clusters Score: Raw -141558.968875 + Penalty 2293.537019 = -139265.431856 nChanged 12 SP:Iteration 12Q (605.236776 sec): 3 clusters Score: Raw -141575.029109 + Penalty 2293.537019 = -139281.492090 nChanged 9 SP:Iteration 13Q (605.284926 sec): 3 clusters Score: Raw -141580.842536 + Penalty 2293.537019 = -139287.305517 nChanged 6 SP:Iteration 14Q (605.321541 sec): 3 clusters Score: Raw -141585.934758 + Penalty 2293.537019 = -139292.397739 nChanged 5 SP:Iteration 15Q (605.365298 sec): 3 clusters Score: Raw -141588.920779 + Penalty 2293.537019 = -139295.383759 nChanged 2 SP:Iteration 16Q (605.408892 sec): 3 clusters Score: Raw -141590.359859 + Penalty 2293.537019 = -139296.822840 nChanged 5 SP:Iteration 17Q (605.458660 sec): 3 clusters Score: Raw -141597.652101 + Penalty 2293.537019 = -139304.115081 nChanged 4 SP:Iteration 18Q (605.506447 sec): 3 clusters Score: Raw -141603.683186 + Penalty 2293.537019 = -139310.146167 nChanged 9 SP:Iteration 19Q (605.562448 sec): 3 clusters Score: Raw -141611.316401 + Penalty 2293.537019 = -139317.779382 nChanged 12 SP:Iteration 20F (605.607937 sec): 3 clusters Score: Raw -141625.920201 + Penalty 2293.537019 = -139332.383182 nChanged 14 SP:Iteration 21Q (605.660894 sec): 3 clusters Score: Raw -141641.015988 + Penalty 2293.537019 = -139347.478969 nChanged 14 SP:Iteration 22Q (605.708997 sec): 3 clusters Score: Raw -141652.284850 + Penalty 2293.537019 = -139358.747831 nChanged 14 SP:Iteration 23Q (605.752627 sec): 3 clusters Score: Raw -141663.404508 + Penalty 2293.537019 = -139369.867489 nChanged 8 SP:Iteration 24Q (605.789308 sec): 3 clusters Score: Raw -141672.331110 + Penalty 2293.537019 = -139378.794091 nChanged 6 SP:Iteration 25Q (605.833845 sec): 3 clusters Score: Raw -141676.204405 + Penalty 2293.537019 = -139382.667386 nChanged 3 SP:Iteration 26Q (605.881162 sec): 3 clusters Score: Raw -141679.012057 + Penalty 2293.537019 = -139385.475038 nChanged 2 SP:Iteration 27Q (605.926813 sec): 3 clusters Score: Raw -141680.928317 + Penalty 2293.537019 = -139387.391298 nChanged 3 SP:Iteration 28Q (605.978420 sec): 3 clusters Score: Raw -141684.548633 + Penalty 2293.537019 = -139391.011614 nChanged 6 SP:Iteration 29Q (606.027483 sec): 3 clusters Score: Raw -141694.977302 + Penalty 2293.537019 = -139401.440283 nChanged 11 SP:Iteration 30Q (606.077682 sec): 3 clusters Score: Raw -141705.647761 + Penalty 2293.537019 = -139412.110742 nChanged 9 SP:Iteration 31Q (606.115658 sec): 3 clusters Score: Raw -141716.166870 + Penalty 2293.537019 = -139422.629851 nChanged 11 SP:Iteration 32Q (606.167571 sec): 3 clusters Score: Raw -141733.373045 + Penalty 2293.537019 = -139439.836026 nChanged 20 SP:Iteration 33Q (606.206504 sec): 3 clusters Score: Raw -141770.464290 + Penalty 2293.537019 = -139476.927271 nChanged 25 SP:Iteration 34Q (606.249881 sec): 3 clusters Score: Raw -141829.202482 + Penalty 2293.537019 = -139535.665463 nChanged 28 SP:Iteration 35Q (606.303247 sec): 3 clusters Score: Raw -141874.871836 + Penalty 2293.537019 = -139581.334817 nChanged 17 SP:Iteration 36Q (606.349978 sec): 3 clusters Score: Raw -141908.720731 + Penalty 2293.537019 = -139615.183712 nChanged 16 SP:Iteration 37Q (606.392321 sec): 3 clusters Score: Raw -141932.370720 + Penalty 2293.537019 = -139638.833700 nChanged 18 SP:Iteration 38Q (606.443816 sec): 3 clusters Score: Raw -141952.905643 + Penalty 2293.537019 = -139659.368624 nChanged 12 SP:Iteration 39Q (606.489456 sec): 3 clusters Score: Raw -141972.119102 + Penalty 2293.537019 = -139678.582083 nChanged 11 SP:Iteration 40F (606.537032 sec): 3 clusters Score: Raw -141984.895549 + Penalty 2293.537019 = -139691.358530 nChanged 10 SP:Iteration 41Q (606.586487 sec): 3 clusters Score: Raw -141992.798463 + Penalty 2293.537019 = -139699.261444 nChanged 9 SP:Iteration 42Q (606.633140 sec): 3 clusters Score: Raw -142001.296214 + Penalty 2293.537019 = -139707.759195 nChanged 5 SP:Iteration 43Q (606.688814 sec): 3 clusters Score: Raw -142005.682084 + Penalty 2293.537019 = -139712.145065 nChanged 1 SP:Iteration 44Q (606.726328 sec): 3 clusters Score: Raw -142006.070132 + Penalty 2293.537019 = -139712.533113 nChanged 0 SP:Iteration 45F (606.777192 sec): 3 clusters Score: Raw -142006.070132 + Penalty 2293.537019 = -139712.533113 nChanged 0 Trying to split cluster 21 (5106 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (606.807267 sec): 2 clusters Score: Raw -607143.249247 + Penalty 1387.452885 = -605755.796362 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (606.871576 sec): 3 clusters Score: Raw -604462.053817 + Penalty 2774.905769 = -601687.148048 nChanged 2093 SP:Iteration 1F (606.925448 sec): 3 clusters Score: Raw -605626.917563 + Penalty 2774.905769 = -602852.011794 nChanged 376 SP:Iteration 2F (606.981423 sec): 3 clusters Score: Raw -605848.938572 + Penalty 2774.905769 = -603074.032803 nChanged 307 SP:Iteration 3F (607.036055 sec): 3 clusters Score: Raw -606014.647319 + Penalty 2774.905769 = -603239.741550 nChanged 256 SP:Iteration 4F (607.090118 sec): 3 clusters Score: Raw -606162.915149 + Penalty 2774.905769 = -603388.009380 nChanged 206 SP:Iteration 5Q (607.145510 sec): 3 clusters Score: Raw -606293.865577 + Penalty 2774.905769 = -603518.959808 nChanged 208 SP:Iteration 6Q (607.187571 sec): 3 clusters Score: Raw -606417.565751 + Penalty 2774.905769 = -603642.659982 nChanged 213 SP:Iteration 7Q (607.252583 sec): 3 clusters Score: Raw -606549.829999 + Penalty 2774.905769 = -603774.924230 nChanged 204 SP:Iteration 8Q (607.308264 sec): 3 clusters Score: Raw -606683.863252 + Penalty 2774.905769 = -603908.957483 nChanged 190 SP:Iteration 9Q (607.363278 sec): 3 clusters Score: Raw -606819.227037 + Penalty 2774.905769 = -604044.321268 nChanged 183 SP:Iteration 10Q (607.416788 sec): 3 clusters Score: Raw -606953.925467 + Penalty 2774.905769 = -604179.019698 nChanged 157 SP:Iteration 11Q (607.468147 sec): 3 clusters Score: Raw -607050.177534 + Penalty 2774.905769 = -604275.271764 nChanged 109 SP:Iteration 12Q (607.517720 sec): 3 clusters Score: Raw -607123.079958 + Penalty 2774.905769 = -604348.174188 nChanged 105 SP:Iteration 13Q (607.584350 sec): 3 clusters Score: Raw -607193.890221 + Penalty 2774.905769 = -604418.984452 nChanged 78 SP:Iteration 14Q (607.639193 sec): 3 clusters Score: Raw -607249.643015 + Penalty 2774.905769 = -604474.737246 nChanged 67 SP:Iteration 15Q (607.694466 sec): 3 clusters Score: Raw -607293.692348 + Penalty 2774.905769 = -604518.786579 nChanged 54 SP:Iteration 16Q (607.739350 sec): 3 clusters Score: Raw -607328.617877 + Penalty 2774.905769 = -604553.712108 nChanged 46 SP:Iteration 17Q (607.800653 sec): 3 clusters Score: Raw -607362.638531 + Penalty 2774.905769 = -604587.732761 nChanged 35 SP:Iteration 18Q (607.856124 sec): 3 clusters Score: Raw -607383.841126 + Penalty 2774.905769 = -604608.935357 nChanged 34 SP:Iteration 19Q (607.901837 sec): 3 clusters Score: Raw -607405.544953 + Penalty 2774.905769 = -604630.639184 nChanged 25 SP:Iteration 20F (607.956161 sec): 3 clusters Score: Raw -607418.596120 + Penalty 2774.905769 = -604643.690351 nChanged 17 SP:Iteration 21Q (608.016595 sec): 3 clusters Score: Raw -607427.657817 + Penalty 2774.905769 = -604652.752048 nChanged 20 SP:Iteration 22Q (608.060324 sec): 3 clusters Score: Raw -607440.653995 + Penalty 2774.905769 = -604665.748226 nChanged 18 SP:Iteration 23Q (608.121046 sec): 3 clusters Score: Raw -607451.641136 + Penalty 2774.905769 = -604676.735367 nChanged 13 SP:Iteration 24Q (608.175161 sec): 3 clusters Score: Raw -607457.643845 + Penalty 2774.905769 = -604682.738075 nChanged 8 SP:Iteration 25Q (608.223479 sec): 3 clusters Score: Raw -607460.691387 + Penalty 2774.905769 = -604685.785617 nChanged 8 SP:Iteration 26Q (608.287800 sec): 3 clusters Score: Raw -607463.629261 + Penalty 2774.905769 = -604688.723491 nChanged 3 SP:Iteration 27Q (608.338503 sec): 3 clusters Score: Raw -607464.479273 + Penalty 2774.905769 = -604689.573504 nChanged 1 SP:Iteration 28Q (608.389036 sec): 3 clusters Score: Raw -607465.298839 + Penalty 2774.905769 = -604690.393070 nChanged 2 SP:Iteration 29Q (608.445226 sec): 3 clusters Score: Raw -607465.785803 + Penalty 2774.905769 = -604690.880033 nChanged 1 SP:Iteration 30Q (608.492768 sec): 3 clusters Score: Raw -607465.996241 + Penalty 2774.905769 = -604691.090471 nChanged 0 SP:Iteration 31F (608.557601 sec): 3 clusters Score: Raw -607465.996241 + Penalty 2774.905769 = -604691.090471 nChanged 0 Trying to split cluster 22 (139 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (608.571958 sec): 2 clusters Score: Raw -6054.188621 + Penalty 801.852014 = -5252.336606 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (608.612989 sec): 3 clusters Score: Raw -6288.967235 + Penalty 1603.704028 = -4685.263207 nChanged 28 SP:Iteration 1F (608.655851 sec): 3 clusters Score: Raw -6454.773785 + Penalty 1603.704028 = -4851.069756 nChanged 7 SP:Iteration 2F (608.701056 sec): 3 clusters Score: Raw -6490.550429 + Penalty 1603.704028 = -4886.846401 nChanged 2 SP:Iteration 3Q (608.746236 sec): 3 clusters Score: Raw -6498.849535 + Penalty 1603.704028 = -4895.145507 nChanged 1 SP:Iteration 4Q (608.785413 sec): 3 clusters Score: Raw -6513.413500 + Penalty 1603.704028 = -4909.709471 nChanged 1 SP:Iteration 5Q (608.838017 sec): 3 clusters Score: Raw -6525.089934 + Penalty 1603.704028 = -4921.385906 nChanged 2 SP:Iteration 6Q (608.887882 sec): 3 clusters Score: Raw -6551.102183 + Penalty 1603.704028 = -4947.398155 nChanged 2 SP:Iteration 7Q (608.920121 sec): 3 clusters Score: Raw -6557.637468 + Penalty 1603.704028 = -4953.933440 nChanged 0 SP:Iteration 8F (608.957690 sec): 3 clusters Score: Raw -6557.637468 + Penalty 1603.704028 = -4953.933440 nChanged 0 Trying to split cluster 23 (1576 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (608.984056 sec): 2 clusters Score: Raw -191270.999340 + Penalty 1196.429856 = -190074.569484 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (609.027001 sec): 3 clusters Score: Raw -190656.535255 + Penalty 2392.859713 = -188263.675542 nChanged 528 SP:Iteration 1F (609.073796 sec): 3 clusters Score: Raw -191035.899964 + Penalty 2392.859713 = -188643.040251 nChanged 120 SP:Iteration 2F (609.129182 sec): 3 clusters Score: Raw -191128.025411 + Penalty 2392.859713 = -188735.165698 nChanged 63 SP:Iteration 3Q (609.170173 sec): 3 clusters Score: Raw -191173.856293 + Penalty 2392.859713 = -188780.996580 nChanged 48 SP:Iteration 4Q (609.226621 sec): 3 clusters Score: Raw -191205.303693 + Penalty 2392.859713 = -188812.443980 nChanged 24 SP:Iteration 5Q (609.272370 sec): 3 clusters Score: Raw -191221.110152 + Penalty 2392.859713 = -188828.250439 nChanged 22 SP:Iteration 6Q (609.321628 sec): 3 clusters Score: Raw -191238.249115 + Penalty 2392.859713 = -188845.389402 nChanged 28 SP:Iteration 7Q (609.363722 sec): 3 clusters Score: Raw -191256.885820 + Penalty 2392.859713 = -188864.026107 nChanged 26 SP:Iteration 8Q (609.411454 sec): 3 clusters Score: Raw -191280.192002 + Penalty 2392.859713 = -188887.332290 nChanged 26 SP:Iteration 9Q (609.456761 sec): 3 clusters Score: Raw -191299.435297 + Penalty 2392.859713 = -188906.575584 nChanged 22 SP:Iteration 10Q (609.496148 sec): 3 clusters Score: Raw -191317.798522 + Penalty 2392.859713 = -188924.938809 nChanged 20 SP:Iteration 11Q (609.539610 sec): 3 clusters Score: Raw -191342.009762 + Penalty 2392.859713 = -188949.150049 nChanged 27 SP:Iteration 12Q (609.594364 sec): 3 clusters Score: Raw -191372.080474 + Penalty 2392.859713 = -188979.220761 nChanged 32 SP:Iteration 13Q (609.628341 sec): 3 clusters Score: Raw -191406.925031 + Penalty 2392.859713 = -189014.065318 nChanged 28 SP:Iteration 14Q (609.684881 sec): 3 clusters Score: Raw -191438.281843 + Penalty 2392.859713 = -189045.422130 nChanged 26 SP:Iteration 15Q (609.722235 sec): 3 clusters Score: Raw -191456.704324 + Penalty 2392.859713 = -189063.844611 nChanged 21 SP:Iteration 16Q (609.772714 sec): 3 clusters Score: Raw -191471.431426 + Penalty 2392.859713 = -189078.571714 nChanged 14 SP:Iteration 17Q (609.812713 sec): 3 clusters Score: Raw -191481.365401 + Penalty 2392.859713 = -189088.505688 nChanged 12 SP:Iteration 18Q (609.861416 sec): 3 clusters Score: Raw -191488.124727 + Penalty 2392.859713 = -189095.265014 nChanged 9 SP:Iteration 19Q (609.911189 sec): 3 clusters Score: Raw -191495.623800 + Penalty 2392.859713 = -189102.764087 nChanged 9 SP:Iteration 20F (609.961288 sec): 3 clusters Score: Raw -191503.042659 + Penalty 2392.859713 = -189110.182946 nChanged 6 SP:Iteration 21Q (610.015686 sec): 3 clusters Score: Raw -191505.880775 + Penalty 2392.859713 = -189113.021062 nChanged 3 SP:Iteration 22Q (610.065432 sec): 3 clusters Score: Raw -191506.725334 + Penalty 2392.859713 = -189113.865621 nChanged 0 SP:Iteration 23F (610.116122 sec): 3 clusters Score: Raw -191506.725334 + Penalty 2392.859713 = -189113.865621 nChanged 0 Trying to split cluster 24 (188 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (610.137657 sec): 2 clusters Score: Raw -20165.978585 + Penalty 850.921819 = -19315.056766 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (610.177661 sec): 3 clusters Score: Raw -20371.716802 + Penalty 1701.843638 = -18669.873164 nChanged 33 SP:Iteration 1F (610.229097 sec): 3 clusters Score: Raw -20448.779070 + Penalty 1701.843638 = -18746.935432 nChanged 15 SP:Iteration 2F (610.278869 sec): 3 clusters Score: Raw -20516.641523 + Penalty 1701.843638 = -18814.797885 nChanged 14 SP:Iteration 3F (610.316849 sec): 3 clusters Score: Raw -20556.182154 + Penalty 1701.843638 = -18854.338516 nChanged 6 SP:Iteration 4Q (610.368580 sec): 3 clusters Score: Raw -20576.670255 + Penalty 1701.843638 = -18874.826617 nChanged 3 SP:Iteration 5Q (610.405357 sec): 3 clusters Score: Raw -20599.575271 + Penalty 1701.843638 = -18897.731633 nChanged 3 SP:Iteration 6Q (610.457592 sec): 3 clusters Score: Raw -20617.819643 + Penalty 1701.843638 = -18915.976005 nChanged 2 SP:Iteration 7Q (610.497103 sec): 3 clusters Score: Raw -20631.321565 + Penalty 1701.843638 = -18929.477927 nChanged 3 SP:Iteration 8Q (610.545331 sec): 3 clusters Score: Raw -20642.818226 + Penalty 1701.843638 = -18940.974589 nChanged 0 SP:Iteration 9F (610.590376 sec): 3 clusters Score: Raw -20642.818226 + Penalty 1701.843638 = -18940.974589 nChanged 0 Trying to split cluster 25 (580 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (610.615804 sec): 2 clusters Score: Raw -64961.166978 + Penalty 1033.992067 = -63927.174911 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (610.655235 sec): 3 clusters Score: Raw -64906.457417 + Penalty 2067.984134 = -62838.473283 nChanged 173 SP:Iteration 1F (610.699595 sec): 3 clusters Score: Raw -65193.122222 + Penalty 2067.984134 = -63125.138088 nChanged 51 SP:Iteration 2F (610.747197 sec): 3 clusters Score: Raw -65325.008556 + Penalty 2067.984134 = -63257.024422 nChanged 39 SP:Iteration 3F (610.794124 sec): 3 clusters Score: Raw -65409.033478 + Penalty 2067.984134 = -63341.049344 nChanged 29 SP:Iteration 4Q (610.844707 sec): 3 clusters Score: Raw -65457.961891 + Penalty 2067.984134 = -63389.977758 nChanged 17 SP:Iteration 5Q (610.882952 sec): 3 clusters Score: Raw -65495.884269 + Penalty 2067.984134 = -63427.900135 nChanged 10 SP:Iteration 6Q (610.913719 sec): 3 clusters Score: Raw -65513.168309 + Penalty 2067.984134 = -63445.184176 nChanged 9 SP:Iteration 7Q (610.950556 sec): 3 clusters Score: Raw -65531.290115 + Penalty 2067.984134 = -63463.305981 nChanged 5 SP:Iteration 8Q (610.987159 sec): 3 clusters Score: Raw -65542.547745 + Penalty 2067.984134 = -63474.563611 nChanged 2 SP:Iteration 9Q (611.026933 sec): 3 clusters Score: Raw -65545.092379 + Penalty 2067.984134 = -63477.108245 nChanged 2 SP:Iteration 10Q (611.066820 sec): 3 clusters Score: Raw -65547.217059 + Penalty 2067.984134 = -63479.232926 nChanged 0 SP:Iteration 11F (611.102802 sec): 3 clusters Score: Raw -65547.217059 + Penalty 2067.984134 = -63479.232926 nChanged 0 Trying to split cluster 26 (1096 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (611.113935 sec): 2 clusters Score: Raw -121447.878602 + Penalty 1137.406151 = -120310.472451 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (611.150653 sec): 3 clusters Score: Raw -121107.792409 + Penalty 2274.812302 = -118832.980107 nChanged 330 SP:Iteration 1F (611.186950 sec): 3 clusters Score: Raw -121432.240177 + Penalty 2274.812302 = -119157.427875 nChanged 95 SP:Iteration 2F (611.223711 sec): 3 clusters Score: Raw -121534.914864 + Penalty 2274.812302 = -119260.102562 nChanged 57 SP:Iteration 3F (611.260830 sec): 3 clusters Score: Raw -121590.089913 + Penalty 2274.812302 = -119315.277611 nChanged 36 SP:Iteration 4Q (611.298716 sec): 3 clusters Score: Raw -121624.351270 + Penalty 2274.812302 = -119349.538968 nChanged 20 SP:Iteration 5Q (611.328048 sec): 3 clusters Score: Raw -121642.329731 + Penalty 2274.812302 = -119367.517429 nChanged 21 SP:Iteration 6Q (611.366258 sec): 3 clusters Score: Raw -121662.687409 + Penalty 2274.812302 = -119387.875107 nChanged 14 SP:Iteration 7Q (611.402854 sec): 3 clusters Score: Raw -121680.946240 + Penalty 2274.812302 = -119406.133938 nChanged 16 SP:Iteration 8Q (611.439372 sec): 3 clusters Score: Raw -121701.844175 + Penalty 2274.812302 = -119427.031873 nChanged 19 SP:Iteration 9Q (611.479928 sec): 3 clusters Score: Raw -121726.126334 + Penalty 2274.812302 = -119451.314032 nChanged 17 SP:Iteration 10Q (611.533716 sec): 3 clusters Score: Raw -121747.881632 + Penalty 2274.812302 = -119473.069330 nChanged 11 SP:Iteration 11Q (611.576364 sec): 3 clusters Score: Raw -121761.955034 + Penalty 2274.812302 = -119487.142732 nChanged 14 SP:Iteration 12Q (611.615186 sec): 3 clusters Score: Raw -121774.699754 + Penalty 2274.812302 = -119499.887452 nChanged 10 SP:Iteration 13Q (611.665534 sec): 3 clusters Score: Raw -121787.788221 + Penalty 2274.812302 = -119512.975919 nChanged 11 SP:Iteration 14Q (611.720520 sec): 3 clusters Score: Raw -121799.737052 + Penalty 2274.812302 = -119524.924750 nChanged 6 SP:Iteration 15Q (611.765700 sec): 3 clusters Score: Raw -121807.161962 + Penalty 2274.812302 = -119532.349660 nChanged 5 SP:Iteration 16Q (611.814879 sec): 3 clusters Score: Raw -121809.500382 + Penalty 2274.812302 = -119534.688080 nChanged 0 SP:Iteration 17F (611.875642 sec): 3 clusters Score: Raw -121809.500382 + Penalty 2274.812302 = -119534.688080 nChanged 0 Iteration 99Q (612.826741 sec): 27 clusters Score: Raw -7622202.703869 + Penalty 46720.747400 = -7575481.956469 nChanged 18 Iteration 100F (614.358935 sec): 27 clusters Score: Raw -7622205.948435 + Penalty 46720.747400 = -7575485.201035 nChanged 12 Iteration 101Q (615.321553 sec): 27 clusters Score: Raw -7622207.107579 + Penalty 46720.747400 = -7575486.360178 nChanged 16 Iteration 102Q (616.274834 sec): 27 clusters Score: Raw -7622208.258217 + Penalty 46720.747400 = -7575487.510817 nChanged 18 Iteration 103Q (617.219616 sec): 27 clusters Score: Raw -7622209.322307 + Penalty 46720.747400 = -7575488.574907 nChanged 15 Iteration 104Q (618.147514 sec): 27 clusters Score: Raw -7622210.127638 + Penalty 46720.747400 = -7575489.380237 nChanged 11 Iteration 105Q (619.022207 sec): 27 clusters Score: Raw -7622210.986457 + Penalty 46720.747400 = -7575490.239057 nChanged 6 Iteration 106Q (619.953129 sec): 27 clusters Score: Raw -7622211.489914 + Penalty 46720.747400 = -7575490.742514 nChanged 5 Iteration 107Q (620.841444 sec): 27 clusters Score: Raw -7622211.811480 + Penalty 46720.747400 = -7575491.064080 nChanged 4 Iteration 108Q (621.789727 sec): 27 clusters Score: Raw -7622211.973449 + Penalty 46720.747400 = -7575491.226049 nChanged 2 Iteration 109Q (622.699110 sec): 27 clusters Score: Raw -7622212.137143 + Penalty 46720.747400 = -7575491.389743 nChanged 4 Iteration 110Q (623.628045 sec): 27 clusters Score: Raw -7622212.466276 + Penalty 46720.747400 = -7575491.718876 nChanged 5 Iteration 111Q (624.537779 sec): 27 clusters Score: Raw -7622212.788488 + Penalty 46720.747400 = -7575492.041088 nChanged 3 Iteration 112Q (625.406870 sec): 27 clusters Score: Raw -7622212.927352 + Penalty 46720.747400 = -7575492.179952 nChanged 3 Iteration 113Q (626.342670 sec): 27 clusters Score: Raw -7622213.074786 + Penalty 46720.747400 = -7575492.327386 nChanged 3 Iteration 114Q (627.245083 sec): 27 clusters Score: Raw -7622213.343052 + Penalty 46720.747400 = -7575492.595652 nChanged 4 Iteration 115Q (628.199523 sec): 27 clusters Score: Raw -7622213.607353 + Penalty 46720.747400 = -7575492.859953 nChanged 3 Iteration 116Q (629.145550 sec): 27 clusters Score: Raw -7622213.941851 + Penalty 46720.747400 = -7575493.194451 nChanged 3 Iteration 117Q (630.019343 sec): 27 clusters Score: Raw -7622214.562531 + Penalty 46720.747400 = -7575493.815131 nChanged 2 Iteration 118Q (630.926580 sec): 27 clusters Score: Raw -7622214.670560 + Penalty 46720.747400 = -7575493.923160 nChanged 0 Iteration 119F (632.480616 sec): 27 clusters Score: Raw -7622214.670560 + Penalty 46720.747400 = -7575493.923160 nChanged 0 Compute initial score before splitting: Score: Raw -7622214.670560 + Penalty 46720.747400 = -7575493.923160 Trying to split cluster 1 (7178 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (632.522712 sec): 2 clusters Score: Raw -888373.812609 + Penalty 1442.801112 = -886931.011497 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (632.578287 sec): 3 clusters Score: Raw -884464.411838 + Penalty 2885.602223 = -881578.809615 nChanged 3034 SP:Iteration 1F (632.627835 sec): 3 clusters Score: Raw -886271.529521 + Penalty 2885.602223 = -883385.927297 nChanged 545 SP:Iteration 2F (632.679261 sec): 3 clusters Score: Raw -886624.387195 + Penalty 2885.602223 = -883738.784972 nChanged 447 SP:Iteration 3F (632.730023 sec): 3 clusters Score: Raw -886917.517812 + Penalty 2885.602223 = -884031.915589 nChanged 373 SP:Iteration 4F (632.784198 sec): 3 clusters Score: Raw -887153.282614 + Penalty 2885.602223 = -884267.680391 nChanged 309 SP:Iteration 5Q (632.844010 sec): 3 clusters Score: Raw -887329.428895 + Penalty 2885.602223 = -884443.826672 nChanged 267 SP:Iteration 6Q (632.898608 sec): 3 clusters Score: Raw -887483.405213 + Penalty 2885.602223 = -884597.802990 nChanged 248 SP:Iteration 7Q (632.939327 sec): 3 clusters Score: Raw -887608.923578 + Penalty 2885.602223 = -884723.321355 nChanged 223 SP:Iteration 8Q (632.982532 sec): 3 clusters Score: Raw -887707.461075 + Penalty 2885.602223 = -884821.858852 nChanged 178 SP:Iteration 9Q (633.044546 sec): 3 clusters Score: Raw -887781.815469 + Penalty 2885.602223 = -884896.213245 nChanged 149 SP:Iteration 10Q (633.097218 sec): 3 clusters Score: Raw -887836.900603 + Penalty 2885.602223 = -884951.298379 nChanged 137 SP:Iteration 11Q (633.149323 sec): 3 clusters Score: Raw -887885.311023 + Penalty 2885.602223 = -884999.708800 nChanged 118 SP:Iteration 12Q (633.208066 sec): 3 clusters Score: Raw -887922.559890 + Penalty 2885.602223 = -885036.957667 nChanged 105 SP:Iteration 13Q (633.277630 sec): 3 clusters Score: Raw -887964.296415 + Penalty 2885.602223 = -885078.694191 nChanged 115 SP:Iteration 14Q (633.325885 sec): 3 clusters Score: Raw -888011.326623 + Penalty 2885.602223 = -885125.724400 nChanged 108 SP:Iteration 15Q (633.389833 sec): 3 clusters Score: Raw -888051.613066 + Penalty 2885.602223 = -885166.010843 nChanged 94 SP:Iteration 16Q (633.452685 sec): 3 clusters Score: Raw -888093.605439 + Penalty 2885.602223 = -885208.003216 nChanged 95 SP:Iteration 17Q (633.510968 sec): 3 clusters Score: Raw -888134.659101 + Penalty 2885.602223 = -885249.056877 nChanged 87 SP:Iteration 18Q (633.566771 sec): 3 clusters Score: Raw -888165.934859 + Penalty 2885.602223 = -885280.332636 nChanged 79 SP:Iteration 19Q (633.608752 sec): 3 clusters Score: Raw -888196.680829 + Penalty 2885.602223 = -885311.078606 nChanged 78 SP:Iteration 20F (633.662795 sec): 3 clusters Score: Raw -888224.469137 + Penalty 2885.602223 = -885338.866913 nChanged 63 SP:Iteration 21Q (633.721564 sec): 3 clusters Score: Raw -888245.463587 + Penalty 2885.602223 = -885359.861364 nChanged 59 SP:Iteration 22Q (633.781241 sec): 3 clusters Score: Raw -888264.558974 + Penalty 2885.602223 = -885378.956751 nChanged 52 SP:Iteration 23Q (633.841120 sec): 3 clusters Score: Raw -888279.060315 + Penalty 2885.602223 = -885393.458091 nChanged 44 SP:Iteration 24Q (633.893533 sec): 3 clusters Score: Raw -888292.178164 + Penalty 2885.602223 = -885406.575941 nChanged 45 SP:Iteration 25Q (633.951510 sec): 3 clusters Score: Raw -888306.539029 + Penalty 2885.602223 = -885420.936805 nChanged 40 SP:Iteration 26Q (634.001234 sec): 3 clusters Score: Raw -888319.942982 + Penalty 2885.602223 = -885434.340759 nChanged 35 SP:Iteration 27Q (634.061759 sec): 3 clusters Score: Raw -888330.643428 + Penalty 2885.602223 = -885445.041205 nChanged 30 SP:Iteration 28Q (634.117162 sec): 3 clusters Score: Raw -888341.689134 + Penalty 2885.602223 = -885456.086911 nChanged 37 SP:Iteration 29Q (634.166987 sec): 3 clusters Score: Raw -888352.941060 + Penalty 2885.602223 = -885467.338836 nChanged 38 SP:Iteration 30Q (634.234072 sec): 3 clusters Score: Raw -888368.314970 + Penalty 2885.602223 = -885482.712747 nChanged 40 SP:Iteration 31Q (634.294848 sec): 3 clusters Score: Raw -888384.898805 + Penalty 2885.602223 = -885499.296582 nChanged 39 SP:Iteration 32Q (634.343591 sec): 3 clusters Score: Raw -888400.727407 + Penalty 2885.602223 = -885515.125184 nChanged 33 SP:Iteration 33Q (634.402120 sec): 3 clusters Score: Raw -888418.028924 + Penalty 2885.602223 = -885532.426701 nChanged 41 SP:Iteration 34Q (634.452278 sec): 3 clusters Score: Raw -888438.236090 + Penalty 2885.602223 = -885552.633867 nChanged 34 SP:Iteration 35Q (634.503523 sec): 3 clusters Score: Raw -888454.433682 + Penalty 2885.602223 = -885568.831459 nChanged 36 SP:Iteration 36Q (634.565647 sec): 3 clusters Score: Raw -888473.195335 + Penalty 2885.602223 = -885587.593112 nChanged 29 SP:Iteration 37Q (634.622978 sec): 3 clusters Score: Raw -888485.416420 + Penalty 2885.602223 = -885599.814197 nChanged 28 SP:Iteration 38Q (634.685653 sec): 3 clusters Score: Raw -888495.611905 + Penalty 2885.602223 = -885610.009682 nChanged 26 SP:Iteration 39Q (634.729729 sec): 3 clusters Score: Raw -888504.959601 + Penalty 2885.602223 = -885619.357378 nChanged 19 SP:Iteration 40F (634.794807 sec): 3 clusters Score: Raw -888510.499770 + Penalty 2885.602223 = -885624.897547 nChanged 15 SP:Iteration 41Q (634.850783 sec): 3 clusters Score: Raw -888514.200756 + Penalty 2885.602223 = -885628.598533 nChanged 6 SP:Iteration 42Q (634.914225 sec): 3 clusters Score: Raw -888516.090947 + Penalty 2885.602223 = -885630.488724 nChanged 4 SP:Iteration 43Q (634.963655 sec): 3 clusters Score: Raw -888517.470604 + Penalty 2885.602223 = -885631.868381 nChanged 3 SP:Iteration 44Q (635.029983 sec): 3 clusters Score: Raw -888518.068119 + Penalty 2885.602223 = -885632.465896 nChanged 3 SP:Iteration 45Q (635.073317 sec): 3 clusters Score: Raw -888518.897653 + Penalty 2885.602223 = -885633.295430 nChanged 6 SP:Iteration 46Q (635.129723 sec): 3 clusters Score: Raw -888520.414638 + Penalty 2885.602223 = -885634.812415 nChanged 9 SP:Iteration 47Q (635.181723 sec): 3 clusters Score: Raw -888522.058406 + Penalty 2885.602223 = -885636.456183 nChanged 7 SP:Iteration 48Q (635.238662 sec): 3 clusters Score: Raw -888524.959055 + Penalty 2885.602223 = -885639.356832 nChanged 11 SP:Iteration 49Q (635.290240 sec): 3 clusters Score: Raw -888529.089548 + Penalty 2885.602223 = -885643.487325 nChanged 7 SP:Iteration 50Q (635.353247 sec): 3 clusters Score: Raw -888531.854667 + Penalty 2885.602223 = -885646.252443 nChanged 10 SP:Iteration 51Q (635.407570 sec): 3 clusters Score: Raw -888535.234050 + Penalty 2885.602223 = -885649.631826 nChanged 5 SP:Iteration 52Q (635.467424 sec): 3 clusters Score: Raw -888537.119682 + Penalty 2885.602223 = -885651.517459 nChanged 6 SP:Iteration 53Q (635.524434 sec): 3 clusters Score: Raw -888539.415137 + Penalty 2885.602223 = -885653.812914 nChanged 9 SP:Iteration 54Q (635.579244 sec): 3 clusters Score: Raw -888543.300914 + Penalty 2885.602223 = -885657.698691 nChanged 4 SP:Iteration 55Q (635.634750 sec): 3 clusters Score: Raw -888545.014371 + Penalty 2885.602223 = -885659.412148 nChanged 4 SP:Iteration 56Q (635.688641 sec): 3 clusters Score: Raw -888547.095711 + Penalty 2885.602223 = -885661.493487 nChanged 6 SP:Iteration 57Q (635.738861 sec): 3 clusters Score: Raw -888548.998921 + Penalty 2885.602223 = -885663.396698 nChanged 5 SP:Iteration 58Q (635.803731 sec): 3 clusters Score: Raw -888551.049793 + Penalty 2885.602223 = -885665.447570 nChanged 5 SP:Iteration 59Q (635.853800 sec): 3 clusters Score: Raw -888552.984471 + Penalty 2885.602223 = -885667.382247 nChanged 4 SP:Iteration 60F (635.911755 sec): 3 clusters Score: Raw -888554.125953 + Penalty 2885.602223 = -885668.523730 nChanged 1 SP:Iteration 61Q (635.956838 sec): 3 clusters Score: Raw -888554.253385 + Penalty 2885.602223 = -885668.651162 nChanged 2 SP:Iteration 62Q (636.008735 sec): 3 clusters Score: Raw -888555.736835 + Penalty 2885.602223 = -885670.134612 nChanged 5 SP:Iteration 63Q (636.066013 sec): 3 clusters Score: Raw -888557.867588 + Penalty 2885.602223 = -885672.265365 nChanged 7 SP:Iteration 64Q (636.126255 sec): 3 clusters Score: Raw -888559.664798 + Penalty 2885.602223 = -885674.062575 nChanged 4 SP:Iteration 65Q (636.176491 sec): 3 clusters Score: Raw -888561.060042 + Penalty 2885.602223 = -885675.457818 nChanged 3 SP:Iteration 66Q (636.229189 sec): 3 clusters Score: Raw -888562.217127 + Penalty 2885.602223 = -885676.614904 nChanged 4 SP:Iteration 67Q (636.284252 sec): 3 clusters Score: Raw -888563.677605 + Penalty 2885.602223 = -885678.075382 nChanged 5 SP:Iteration 68Q (636.342136 sec): 3 clusters Score: Raw -888565.840902 + Penalty 2885.602223 = -885680.238679 nChanged 5 SP:Iteration 69Q (636.406317 sec): 3 clusters Score: Raw -888567.445551 + Penalty 2885.602223 = -885681.843328 nChanged 4 SP:Iteration 70Q (636.464097 sec): 3 clusters Score: Raw -888568.382428 + Penalty 2885.602223 = -885682.780205 nChanged 6 SP:Iteration 71Q (636.522456 sec): 3 clusters Score: Raw -888572.725723 + Penalty 2885.602223 = -885687.123500 nChanged 11 SP:Iteration 72Q (636.571227 sec): 3 clusters Score: Raw -888578.900089 + Penalty 2885.602223 = -885693.297866 nChanged 9 SP:Iteration 73Q (636.620356 sec): 3 clusters Score: Raw -888581.920311 + Penalty 2885.602223 = -885696.318087 nChanged 5 SP:Iteration 74Q (636.679559 sec): 3 clusters Score: Raw -888583.173503 + Penalty 2885.602223 = -885697.571279 nChanged 1 SP:Iteration 75Q (636.740580 sec): 3 clusters Score: Raw -888583.323119 + Penalty 2885.602223 = -885697.720896 nChanged 3 SP:Iteration 76Q (636.787243 sec): 3 clusters Score: Raw -888584.361984 + Penalty 2885.602223 = -885698.759760 nChanged 5 SP:Iteration 77Q (636.843810 sec): 3 clusters Score: Raw -888586.431232 + Penalty 2885.602223 = -885700.829009 nChanged 4 SP:Iteration 78Q (636.898923 sec): 3 clusters Score: Raw -888587.407630 + Penalty 2885.602223 = -885701.805406 nChanged 2 SP:Iteration 79Q (636.954853 sec): 3 clusters Score: Raw -888588.638426 + Penalty 2885.602223 = -885703.036202 nChanged 2 SP:Iteration 80F (637.014673 sec): 3 clusters Score: Raw -888589.003540 + Penalty 2885.602223 = -885703.401317 nChanged 0 Trying to split cluster 2 (161 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (637.037762 sec): 2 clusters Score: Raw -14648.450237 + Penalty 825.728209 = -13822.722028 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (637.079801 sec): 3 clusters Score: Raw -14817.835274 + Penalty 1651.456419 = -13166.378855 nChanged 15 SP:Iteration 1F (637.116718 sec): 3 clusters Score: Raw -14880.791259 + Penalty 1651.456419 = -13229.334841 nChanged 3 SP:Iteration 2Q (637.171836 sec): 3 clusters Score: Raw -14898.709653 + Penalty 1651.456419 = -13247.253235 nChanged 3 SP:Iteration 3Q (637.206489 sec): 3 clusters Score: Raw -14915.325749 + Penalty 1651.456419 = -13263.869331 nChanged 0 SP:Iteration 4F (637.247304 sec): 3 clusters Score: Raw -14915.325749 + Penalty 1651.456419 = -13263.869331 nChanged 0 Trying to split cluster 3 (7927 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (637.281006 sec): 2 clusters Score: Raw -1012870.904098 + Penalty 1458.929864 = -1011411.974234 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (637.338550 sec): 3 clusters Score: Raw -1008488.729785 + Penalty 2917.859728 = -1005570.870057 nChanged 3318 SP:Iteration 1F (637.395196 sec): 3 clusters Score: Raw -1010393.727408 + Penalty 2917.859728 = -1007475.867680 nChanged 521 SP:Iteration 2F (637.461559 sec): 3 clusters Score: Raw -1010678.996881 + Penalty 2917.859728 = -1007761.137152 nChanged 470 SP:Iteration 3F (637.522161 sec): 3 clusters Score: Raw -1010965.642631 + Penalty 2917.859728 = -1008047.782902 nChanged 489 SP:Iteration 4F (637.583159 sec): 3 clusters Score: Raw -1011284.309697 + Penalty 2917.859728 = -1008366.449968 nChanged 435 SP:Iteration 5F (637.627489 sec): 3 clusters Score: Raw -1011558.559501 + Penalty 2917.859728 = -1008640.699773 nChanged 395 SP:Iteration 6Q (637.690975 sec): 3 clusters Score: Raw -1011820.456351 + Penalty 2917.859728 = -1008902.596623 nChanged 361 SP:Iteration 7Q (637.744138 sec): 3 clusters Score: Raw -1012064.298418 + Penalty 2917.859728 = -1009146.438690 nChanged 327 SP:Iteration 8Q (637.794333 sec): 3 clusters Score: Raw -1012286.647662 + Penalty 2917.859728 = -1009368.787934 nChanged 290 SP:Iteration 9Q (637.855795 sec): 3 clusters Score: Raw -1012474.499865 + Penalty 2917.859728 = -1009556.640137 nChanged 217 SP:Iteration 10Q (637.917083 sec): 3 clusters Score: Raw -1012634.958665 + Penalty 2917.859728 = -1009717.098937 nChanged 169 SP:Iteration 11Q (637.977761 sec): 3 clusters Score: Raw -1012757.437231 + Penalty 2917.859728 = -1009839.577503 nChanged 148 SP:Iteration 12Q (638.032465 sec): 3 clusters Score: Raw -1012844.435649 + Penalty 2917.859728 = -1009926.575921 nChanged 100 SP:Iteration 13Q (638.092843 sec): 3 clusters Score: Raw -1012908.502469 + Penalty 2917.859728 = -1009990.642741 nChanged 92 SP:Iteration 14Q (638.152984 sec): 3 clusters Score: Raw -1012968.416337 + Penalty 2917.859728 = -1010050.556609 nChanged 64 SP:Iteration 15Q (638.199669 sec): 3 clusters Score: Raw -1013005.882283 + Penalty 2917.859728 = -1010088.022554 nChanged 66 SP:Iteration 16Q (638.261872 sec): 3 clusters Score: Raw -1013038.612265 + Penalty 2917.859728 = -1010120.752537 nChanged 51 SP:Iteration 17Q (638.311269 sec): 3 clusters Score: Raw -1013060.363124 + Penalty 2917.859728 = -1010142.503396 nChanged 43 SP:Iteration 18Q (638.381900 sec): 3 clusters Score: Raw -1013075.817336 + Penalty 2917.859728 = -1010157.957607 nChanged 30 SP:Iteration 19Q (638.436857 sec): 3 clusters Score: Raw -1013085.611772 + Penalty 2917.859728 = -1010167.752044 nChanged 25 SP:Iteration 20F (638.497289 sec): 3 clusters Score: Raw -1013093.485884 + Penalty 2917.859728 = -1010175.626156 nChanged 22 SP:Iteration 21Q (638.555307 sec): 3 clusters Score: Raw -1013100.671047 + Penalty 2917.859728 = -1010182.811318 nChanged 19 SP:Iteration 22Q (638.605280 sec): 3 clusters Score: Raw -1013107.391597 + Penalty 2917.859728 = -1010189.531869 nChanged 14 SP:Iteration 23Q (638.659569 sec): 3 clusters Score: Raw -1013111.414205 + Penalty 2917.859728 = -1010193.554477 nChanged 6 SP:Iteration 24Q (638.710519 sec): 3 clusters Score: Raw -1013113.309254 + Penalty 2917.859728 = -1010195.449526 nChanged 8 SP:Iteration 25Q (638.768189 sec): 3 clusters Score: Raw -1013115.937770 + Penalty 2917.859728 = -1010198.078042 nChanged 6 SP:Iteration 26Q (638.822157 sec): 3 clusters Score: Raw -1013118.524087 + Penalty 2917.859728 = -1010200.664359 nChanged 7 SP:Iteration 27Q (638.877322 sec): 3 clusters Score: Raw -1013120.777917 + Penalty 2917.859728 = -1010202.918189 nChanged 6 SP:Iteration 28Q (638.935682 sec): 3 clusters Score: Raw -1013122.956260 + Penalty 2917.859728 = -1010205.096532 nChanged 5 SP:Iteration 29Q (639.002101 sec): 3 clusters Score: Raw -1013124.558143 + Penalty 2917.859728 = -1010206.698415 nChanged 6 SP:Iteration 30Q (639.062197 sec): 3 clusters Score: Raw -1013126.127739 + Penalty 2917.859728 = -1010208.268011 nChanged 9 SP:Iteration 31Q (639.115113 sec): 3 clusters Score: Raw -1013129.444082 + Penalty 2917.859728 = -1010211.584354 nChanged 7 SP:Iteration 32Q (639.177385 sec): 3 clusters Score: Raw -1013132.138451 + Penalty 2917.859728 = -1010214.278723 nChanged 5 SP:Iteration 33Q (639.227845 sec): 3 clusters Score: Raw -1013133.429785 + Penalty 2917.859728 = -1010215.570057 nChanged 5 SP:Iteration 34Q (639.282633 sec): 3 clusters Score: Raw -1013135.426426 + Penalty 2917.859728 = -1010217.566698 nChanged 6 SP:Iteration 35Q (639.324884 sec): 3 clusters Score: Raw -1013137.758840 + Penalty 2917.859728 = -1010219.899112 nChanged 8 SP:Iteration 36Q (639.378497 sec): 3 clusters Score: Raw -1013140.114640 + Penalty 2917.859728 = -1010222.254912 nChanged 10 SP:Iteration 37Q (639.428498 sec): 3 clusters Score: Raw -1013144.461051 + Penalty 2917.859728 = -1010226.601323 nChanged 5 SP:Iteration 38Q (639.489680 sec): 3 clusters Score: Raw -1013145.842713 + Penalty 2917.859728 = -1010227.982985 nChanged 11 SP:Iteration 39Q (639.545543 sec): 3 clusters Score: Raw -1013150.809385 + Penalty 2917.859728 = -1010232.949657 nChanged 15 SP:Iteration 40F (639.604904 sec): 3 clusters Score: Raw -1013155.555787 + Penalty 2917.859728 = -1010237.696059 nChanged 8 SP:Iteration 41Q (639.668435 sec): 3 clusters Score: Raw -1013158.547586 + Penalty 2917.859728 = -1010240.687857 nChanged 8 SP:Iteration 42Q (639.725659 sec): 3 clusters Score: Raw -1013161.290556 + Penalty 2917.859728 = -1010243.430828 nChanged 7 SP:Iteration 43Q (639.782516 sec): 3 clusters Score: Raw -1013165.653274 + Penalty 2917.859728 = -1010247.793546 nChanged 12 SP:Iteration 44Q (639.835224 sec): 3 clusters Score: Raw -1013169.791466 + Penalty 2917.859728 = -1010251.931737 nChanged 7 SP:Iteration 45Q (639.885483 sec): 3 clusters Score: Raw -1013171.948731 + Penalty 2917.859728 = -1010254.089003 nChanged 4 SP:Iteration 46Q (639.935599 sec): 3 clusters Score: Raw -1013173.405196 + Penalty 2917.859728 = -1010255.545468 nChanged 5 SP:Iteration 47Q (639.991984 sec): 3 clusters Score: Raw -1013175.075340 + Penalty 2917.859728 = -1010257.215612 nChanged 0 SP:Iteration 48F (640.057709 sec): 3 clusters Score: Raw -1013175.075340 + Penalty 2917.859728 = -1010257.215612 nChanged 0 Trying to split cluster 4 (6346 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (640.080768 sec): 2 clusters Score: Raw -790898.023372 + Penalty 1422.781745 = -789475.241627 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (640.135357 sec): 3 clusters Score: Raw -787491.808561 + Penalty 2845.563491 = -784646.245070 nChanged 2645 SP:Iteration 1F (640.193349 sec): 3 clusters Score: Raw -788857.179540 + Penalty 2845.563491 = -786011.616049 nChanged 419 SP:Iteration 2F (640.246573 sec): 3 clusters Score: Raw -789071.164218 + Penalty 2845.563491 = -786225.600727 nChanged 335 SP:Iteration 3F (640.315185 sec): 3 clusters Score: Raw -789255.474376 + Penalty 2845.563491 = -786409.910885 nChanged 337 SP:Iteration 4F (640.371475 sec): 3 clusters Score: Raw -789446.739834 + Penalty 2845.563491 = -786601.176343 nChanged 287 SP:Iteration 5Q (640.427929 sec): 3 clusters Score: Raw -789605.247075 + Penalty 2845.563491 = -786759.683584 nChanged 249 SP:Iteration 6Q (640.482393 sec): 3 clusters Score: Raw -789725.111186 + Penalty 2845.563491 = -786879.547695 nChanged 220 SP:Iteration 7Q (640.537987 sec): 3 clusters Score: Raw -789831.776339 + Penalty 2845.563491 = -786986.212848 nChanged 194 SP:Iteration 8Q (640.597598 sec): 3 clusters Score: Raw -789922.509704 + Penalty 2845.563491 = -787076.946213 nChanged 174 SP:Iteration 9Q (640.649983 sec): 3 clusters Score: Raw -789993.201917 + Penalty 2845.563491 = -787147.638426 nChanged 149 SP:Iteration 10Q (640.708356 sec): 3 clusters Score: Raw -790054.358079 + Penalty 2845.563491 = -787208.794588 nChanged 146 SP:Iteration 11Q (640.755374 sec): 3 clusters Score: Raw -790109.211135 + Penalty 2845.563491 = -787263.647644 nChanged 124 SP:Iteration 12Q (640.817423 sec): 3 clusters Score: Raw -790155.345455 + Penalty 2845.563491 = -787309.781964 nChanged 111 SP:Iteration 13Q (640.866607 sec): 3 clusters Score: Raw -790202.952859 + Penalty 2845.563491 = -787357.389368 nChanged 98 SP:Iteration 14Q (640.915081 sec): 3 clusters Score: Raw -790233.609086 + Penalty 2845.563491 = -787388.045595 nChanged 77 SP:Iteration 15Q (640.970009 sec): 3 clusters Score: Raw -790255.157977 + Penalty 2845.563491 = -787409.594486 nChanged 62 SP:Iteration 16Q (641.012035 sec): 3 clusters Score: Raw -790273.588103 + Penalty 2845.563491 = -787428.024612 nChanged 61 SP:Iteration 17Q (641.074006 sec): 3 clusters Score: Raw -790295.117537 + Penalty 2845.563491 = -787449.554046 nChanged 81 SP:Iteration 18Q (641.126764 sec): 3 clusters Score: Raw -790317.151831 + Penalty 2845.563491 = -787471.588340 nChanged 63 SP:Iteration 19Q (641.162432 sec): 3 clusters Score: Raw -790339.287341 + Penalty 2845.563491 = -787493.723850 nChanged 67 SP:Iteration 20F (641.215381 sec): 3 clusters Score: Raw -790361.877398 + Penalty 2845.563491 = -787516.313907 nChanged 54 SP:Iteration 21Q (641.270895 sec): 3 clusters Score: Raw -790379.225678 + Penalty 2845.563491 = -787533.662187 nChanged 66 SP:Iteration 22Q (641.327339 sec): 3 clusters Score: Raw -790399.263015 + Penalty 2845.563491 = -787553.699524 nChanged 59 SP:Iteration 23Q (641.383867 sec): 3 clusters Score: Raw -790419.881680 + Penalty 2845.563491 = -787574.318189 nChanged 62 SP:Iteration 24Q (641.447348 sec): 3 clusters Score: Raw -790438.970937 + Penalty 2845.563491 = -787593.407446 nChanged 55 SP:Iteration 25Q (641.498059 sec): 3 clusters Score: Raw -790455.049276 + Penalty 2845.563491 = -787609.485785 nChanged 47 SP:Iteration 26Q (641.552076 sec): 3 clusters Score: Raw -790470.016380 + Penalty 2845.563491 = -787624.452889 nChanged 39 SP:Iteration 27Q (641.612233 sec): 3 clusters Score: Raw -790483.632003 + Penalty 2845.563491 = -787638.068512 nChanged 42 SP:Iteration 28Q (641.665525 sec): 3 clusters Score: Raw -790498.237626 + Penalty 2845.563491 = -787652.674135 nChanged 34 SP:Iteration 29Q (641.724345 sec): 3 clusters Score: Raw -790512.810784 + Penalty 2845.563491 = -787667.247293 nChanged 42 SP:Iteration 30Q (641.774816 sec): 3 clusters Score: Raw -790532.064195 + Penalty 2845.563491 = -787686.500704 nChanged 52 SP:Iteration 31Q (641.824900 sec): 3 clusters Score: Raw -790554.188610 + Penalty 2845.563491 = -787708.625119 nChanged 55 SP:Iteration 32Q (641.884379 sec): 3 clusters Score: Raw -790577.260636 + Penalty 2845.563491 = -787731.697145 nChanged 62 SP:Iteration 33Q (641.946571 sec): 3 clusters Score: Raw -790604.691321 + Penalty 2845.563491 = -787759.127830 nChanged 63 SP:Iteration 34Q (641.991680 sec): 3 clusters Score: Raw -790639.162413 + Penalty 2845.563491 = -787793.598922 nChanged 60 SP:Iteration 35Q (642.056682 sec): 3 clusters Score: Raw -790674.129015 + Penalty 2845.563491 = -787828.565524 nChanged 69 SP:Iteration 36Q (642.113565 sec): 3 clusters Score: Raw -790705.663156 + Penalty 2845.563491 = -787860.099665 nChanged 65 SP:Iteration 37Q (642.173245 sec): 3 clusters Score: Raw -790736.816957 + Penalty 2845.563491 = -787891.253466 nChanged 73 SP:Iteration 38Q (642.229875 sec): 3 clusters Score: Raw -790775.698858 + Penalty 2845.563491 = -787930.135367 nChanged 65 SP:Iteration 39Q (642.280172 sec): 3 clusters Score: Raw -790803.989535 + Penalty 2845.563491 = -787958.426044 nChanged 52 SP:Iteration 40F (642.337064 sec): 3 clusters Score: Raw -790830.008856 + Penalty 2845.563491 = -787984.445365 nChanged 52 SP:Iteration 41Q (642.401907 sec): 3 clusters Score: Raw -790852.846637 + Penalty 2845.563491 = -788007.283146 nChanged 35 SP:Iteration 42Q (642.452660 sec): 3 clusters Score: Raw -790867.915042 + Penalty 2845.563491 = -788022.351551 nChanged 34 SP:Iteration 43Q (642.495514 sec): 3 clusters Score: Raw -790878.782745 + Penalty 2845.563491 = -788033.219254 nChanged 28 SP:Iteration 44Q (642.553102 sec): 3 clusters Score: Raw -790890.537269 + Penalty 2845.563491 = -788044.973778 nChanged 28 SP:Iteration 45Q (642.602591 sec): 3 clusters Score: Raw -790900.958895 + Penalty 2845.563491 = -788055.395404 nChanged 20 SP:Iteration 46Q (642.652632 sec): 3 clusters Score: Raw -790910.400384 + Penalty 2845.563491 = -788064.836893 nChanged 24 SP:Iteration 47Q (642.695767 sec): 3 clusters Score: Raw -790920.972363 + Penalty 2845.563491 = -788075.408872 nChanged 24 SP:Iteration 48Q (642.755190 sec): 3 clusters Score: Raw -790933.453536 + Penalty 2845.563491 = -788087.890045 nChanged 24 SP:Iteration 49Q (642.811858 sec): 3 clusters Score: Raw -790945.159070 + Penalty 2845.563491 = -788099.595580 nChanged 28 SP:Iteration 50Q (642.860227 sec): 3 clusters Score: Raw -790958.121127 + Penalty 2845.563491 = -788112.557636 nChanged 28 SP:Iteration 51Q (642.916433 sec): 3 clusters Score: Raw -790971.409988 + Penalty 2845.563491 = -788125.846497 nChanged 34 SP:Iteration 52Q (642.971796 sec): 3 clusters Score: Raw -790988.198437 + Penalty 2845.563491 = -788142.634946 nChanged 34 SP:Iteration 53Q (643.029251 sec): 3 clusters Score: Raw -791005.305368 + Penalty 2845.563491 = -788159.741877 nChanged 31 SP:Iteration 54Q (643.086423 sec): 3 clusters Score: Raw -791023.613132 + Penalty 2845.563491 = -788178.049641 nChanged 29 SP:Iteration 55Q (643.134025 sec): 3 clusters Score: Raw -791039.818010 + Penalty 2845.563491 = -788194.254519 nChanged 20 SP:Iteration 56Q (643.181256 sec): 3 clusters Score: Raw -791048.512703 + Penalty 2845.563491 = -788202.949212 nChanged 17 SP:Iteration 57Q (643.227582 sec): 3 clusters Score: Raw -791057.033361 + Penalty 2845.563491 = -788211.469870 nChanged 14 SP:Iteration 58Q (643.291303 sec): 3 clusters Score: Raw -791062.806237 + Penalty 2845.563491 = -788217.242746 nChanged 6 SP:Iteration 59Q (643.343177 sec): 3 clusters Score: Raw -791065.061428 + Penalty 2845.563491 = -788219.497937 nChanged 7 SP:Iteration 60F (643.408782 sec): 3 clusters Score: Raw -791067.845053 + Penalty 2845.563491 = -788222.281562 nChanged 7 SP:Iteration 61Q (643.457308 sec): 3 clusters Score: Raw -791071.224176 + Penalty 2845.563491 = -788225.660685 nChanged 7 SP:Iteration 62Q (643.514803 sec): 3 clusters Score: Raw -791075.759971 + Penalty 2845.563491 = -788230.196480 nChanged 4 SP:Iteration 63Q (643.565112 sec): 3 clusters Score: Raw -791077.583693 + Penalty 2845.563491 = -788232.020202 nChanged 3 SP:Iteration 64Q (643.624643 sec): 3 clusters Score: Raw -791079.159341 + Penalty 2845.563491 = -788233.595850 nChanged 3 SP:Iteration 65Q (643.674717 sec): 3 clusters Score: Raw -791079.972168 + Penalty 2845.563491 = -788234.408677 nChanged 1 SP:Iteration 66Q (643.733303 sec): 3 clusters Score: Raw -791080.321791 + Penalty 2845.563491 = -788234.758300 nChanged 1 SP:Iteration 67Q (643.788967 sec): 3 clusters Score: Raw -791080.909510 + Penalty 2845.563491 = -788235.346019 nChanged 1 SP:Iteration 68Q (643.830790 sec): 3 clusters Score: Raw -791081.201773 + Penalty 2845.563491 = -788235.638282 nChanged 0 SP:Iteration 69F (643.881552 sec): 3 clusters Score: Raw -791081.201773 + Penalty 2845.563491 = -788235.638282 nChanged 0 Trying to split cluster 5 (301 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (643.911023 sec): 2 clusters Score: Raw -32164.809971 + Penalty 927.405418 = -31237.404553 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (643.941504 sec): 3 clusters Score: Raw -32238.814284 + Penalty 1854.810836 = -30384.003448 nChanged 59 SP:Iteration 1F (643.978724 sec): 3 clusters Score: Raw -32364.150732 + Penalty 1854.810836 = -30509.339896 nChanged 10 SP:Iteration 2Q (644.010753 sec): 3 clusters Score: Raw -32396.132514 + Penalty 1854.810836 = -30541.321678 nChanged 6 SP:Iteration 3Q (644.047819 sec): 3 clusters Score: Raw -32418.330047 + Penalty 1854.810836 = -30563.519211 nChanged 6 SP:Iteration 4Q (644.088316 sec): 3 clusters Score: Raw -32432.318548 + Penalty 1854.810836 = -30577.507712 nChanged 2 SP:Iteration 5Q (644.137447 sec): 3 clusters Score: Raw -32440.043559 + Penalty 1854.810836 = -30585.232723 nChanged 2 SP:Iteration 6Q (644.187864 sec): 3 clusters Score: Raw -32449.624096 + Penalty 1854.810836 = -30594.813260 nChanged 3 SP:Iteration 7Q (644.223649 sec): 3 clusters Score: Raw -32463.159071 + Penalty 1854.810836 = -30608.348235 nChanged 4 SP:Iteration 8Q (644.274265 sec): 3 clusters Score: Raw -32470.577769 + Penalty 1854.810836 = -30615.766933 nChanged 1 SP:Iteration 9Q (644.321243 sec): 3 clusters Score: Raw -32472.342276 + Penalty 1854.810836 = -30617.531440 nChanged 1 SP:Iteration 10Q (644.364938 sec): 3 clusters Score: Raw -32473.048931 + Penalty 1854.810836 = -30618.238095 nChanged 0 SP:Iteration 11F (644.403151 sec): 3 clusters Score: Raw -32473.048931 + Penalty 1854.810836 = -30618.238095 nChanged 0 Trying to split cluster 6 (305 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (644.423910 sec): 2 clusters Score: Raw -35735.018010 + Penalty 929.550664 = -34805.467347 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (644.476501 sec): 3 clusters Score: Raw -35813.400205 + Penalty 1859.101327 = -33954.298878 nChanged 66 SP:Iteration 1F (644.513445 sec): 3 clusters Score: Raw -35936.875233 + Penalty 1859.101327 = -34077.773906 nChanged 21 SP:Iteration 2F (644.557391 sec): 3 clusters Score: Raw -35984.293436 + Penalty 1859.101327 = -34125.192109 nChanged 12 SP:Iteration 3Q (644.602677 sec): 3 clusters Score: Raw -36018.354575 + Penalty 1859.101327 = -34159.253248 nChanged 8 SP:Iteration 4Q (644.646251 sec): 3 clusters Score: Raw -36089.240210 + Penalty 1859.101327 = -34230.138883 nChanged 7 SP:Iteration 5Q (644.693706 sec): 3 clusters Score: Raw -36125.688281 + Penalty 1859.101327 = -34266.586953 nChanged 3 SP:Iteration 6Q (644.735617 sec): 3 clusters Score: Raw -36134.267352 + Penalty 1859.101327 = -34275.166025 nChanged 1 SP:Iteration 7Q (644.788940 sec): 3 clusters Score: Raw -36162.443603 + Penalty 1859.101327 = -34303.342276 nChanged 3 SP:Iteration 8Q (644.826319 sec): 3 clusters Score: Raw -36172.242492 + Penalty 1859.101327 = -34313.141165 nChanged 1 SP:Iteration 9Q (644.878950 sec): 3 clusters Score: Raw -36173.284652 + Penalty 1859.101327 = -34314.183325 nChanged 3 SP:Iteration 10Q (644.913446 sec): 3 clusters Score: Raw -36178.259071 + Penalty 1859.101327 = -34319.157743 nChanged 0 SP:Iteration 11F (644.954527 sec): 3 clusters Score: Raw -36178.259071 + Penalty 1859.101327 = -34319.157743 nChanged 0 Trying to split cluster 7 (1076 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (644.982329 sec): 2 clusters Score: Raw -132197.935489 + Penalty 1134.413433 = -131063.522057 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (645.034113 sec): 3 clusters Score: Raw -131844.173878 + Penalty 2268.826866 = -129575.347012 nChanged 330 SP:Iteration 1F (645.082988 sec): 3 clusters Score: Raw -132155.615104 + Penalty 2268.826866 = -129886.788238 nChanged 93 SP:Iteration 2F (645.128885 sec): 3 clusters Score: Raw -132259.374586 + Penalty 2268.826866 = -129990.547720 nChanged 53 SP:Iteration 3Q (645.180459 sec): 3 clusters Score: Raw -132329.900445 + Penalty 2268.826866 = -130061.073579 nChanged 43 SP:Iteration 4Q (645.220066 sec): 3 clusters Score: Raw -132381.545551 + Penalty 2268.826866 = -130112.718685 nChanged 26 SP:Iteration 5Q (645.267893 sec): 3 clusters Score: Raw -132413.727355 + Penalty 2268.826866 = -130144.900489 nChanged 29 SP:Iteration 6Q (645.313872 sec): 3 clusters Score: Raw -132454.088166 + Penalty 2268.826866 = -130185.261300 nChanged 26 SP:Iteration 7Q (645.361776 sec): 3 clusters Score: Raw -132484.110148 + Penalty 2268.826866 = -130215.283282 nChanged 31 SP:Iteration 8Q (645.406291 sec): 3 clusters Score: Raw -132515.363772 + Penalty 2268.826866 = -130246.536906 nChanged 20 SP:Iteration 9Q (645.447492 sec): 3 clusters Score: Raw -132536.897761 + Penalty 2268.826866 = -130268.070895 nChanged 18 SP:Iteration 10Q (645.486186 sec): 3 clusters Score: Raw -132558.556833 + Penalty 2268.826866 = -130289.729968 nChanged 18 SP:Iteration 11Q (645.524566 sec): 3 clusters Score: Raw -132576.509884 + Penalty 2268.826866 = -130307.683018 nChanged 18 SP:Iteration 12Q (645.574177 sec): 3 clusters Score: Raw -132596.139581 + Penalty 2268.826866 = -130327.312715 nChanged 13 SP:Iteration 13Q (645.603813 sec): 3 clusters Score: Raw -132605.208651 + Penalty 2268.826866 = -130336.381785 nChanged 6 SP:Iteration 14Q (645.661801 sec): 3 clusters Score: Raw -132609.992333 + Penalty 2268.826866 = -130341.165467 nChanged 3 SP:Iteration 15Q (645.695089 sec): 3 clusters Score: Raw -132613.661696 + Penalty 2268.826866 = -130344.834830 nChanged 3 SP:Iteration 16Q (645.746383 sec): 3 clusters Score: Raw -132618.764938 + Penalty 2268.826866 = -130349.938072 nChanged 2 SP:Iteration 17Q (645.785789 sec): 3 clusters Score: Raw -132620.746790 + Penalty 2268.826866 = -130351.919925 nChanged 1 SP:Iteration 18Q (645.824896 sec): 3 clusters Score: Raw -132621.833803 + Penalty 2268.826866 = -130353.006937 nChanged 3 SP:Iteration 19Q (645.873457 sec): 3 clusters Score: Raw -132624.283591 + Penalty 2268.826866 = -130355.456725 nChanged 6 SP:Iteration 20F (645.913540 sec): 3 clusters Score: Raw -132629.663543 + Penalty 2268.826866 = -130360.836678 nChanged 6 SP:Iteration 21Q (645.959977 sec): 3 clusters Score: Raw -132635.659894 + Penalty 2268.826866 = -130366.833029 nChanged 7 SP:Iteration 22Q (645.998764 sec): 3 clusters Score: Raw -132643.876249 + Penalty 2268.826866 = -130375.049383 nChanged 6 SP:Iteration 23Q (646.035636 sec): 3 clusters Score: Raw -132648.290193 + Penalty 2268.826866 = -130379.463327 nChanged 1 SP:Iteration 24Q (646.091581 sec): 3 clusters Score: Raw -132648.602840 + Penalty 2268.826866 = -130379.775974 nChanged 2 SP:Iteration 25Q (646.138830 sec): 3 clusters Score: Raw -132649.939364 + Penalty 2268.826866 = -130381.112498 nChanged 1 SP:Iteration 26Q (646.178571 sec): 3 clusters Score: Raw -132650.852121 + Penalty 2268.826866 = -130382.025255 nChanged 0 SP:Iteration 27F (646.219198 sec): 3 clusters Score: Raw -132650.852121 + Penalty 2268.826866 = -130382.025255 nChanged 0 Trying to split cluster 8 (598 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (646.247141 sec): 2 clusters Score: Raw -68510.347649 + Penalty 1038.958498 = -67471.389151 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (646.287215 sec): 3 clusters Score: Raw -68406.788580 + Penalty 2077.916995 = -66328.871585 nChanged 160 SP:Iteration 1F (646.330126 sec): 3 clusters Score: Raw -68601.227784 + Penalty 2077.916995 = -66523.310789 nChanged 34 SP:Iteration 2F (646.384325 sec): 3 clusters Score: Raw -68661.155533 + Penalty 2077.916995 = -66583.238538 nChanged 25 SP:Iteration 3Q (646.423679 sec): 3 clusters Score: Raw -68694.109323 + Penalty 2077.916995 = -66616.192327 nChanged 10 SP:Iteration 4Q (646.467109 sec): 3 clusters Score: Raw -68721.776100 + Penalty 2077.916995 = -66643.859105 nChanged 5 SP:Iteration 5Q (646.515033 sec): 3 clusters Score: Raw -68729.906920 + Penalty 2077.916995 = -66651.989925 nChanged 5 SP:Iteration 6Q (646.566590 sec): 3 clusters Score: Raw -68739.269433 + Penalty 2077.916995 = -66661.352438 nChanged 6 SP:Iteration 7Q (646.614235 sec): 3 clusters Score: Raw -68749.074042 + Penalty 2077.916995 = -66671.157047 nChanged 4 SP:Iteration 8Q (646.662002 sec): 3 clusters Score: Raw -68753.622838 + Penalty 2077.916995 = -66675.705843 nChanged 3 SP:Iteration 9Q (646.711405 sec): 3 clusters Score: Raw -68757.690207 + Penalty 2077.916995 = -66679.773212 nChanged 5 SP:Iteration 10Q (646.747299 sec): 3 clusters Score: Raw -68767.720183 + Penalty 2077.916995 = -66689.803188 nChanged 5 SP:Iteration 11Q (646.799037 sec): 3 clusters Score: Raw -68777.240120 + Penalty 2077.916995 = -66699.323125 nChanged 4 SP:Iteration 12Q (646.850054 sec): 3 clusters Score: Raw -68783.538347 + Penalty 2077.916995 = -66705.621352 nChanged 2 SP:Iteration 13Q (646.892718 sec): 3 clusters Score: Raw -68786.322272 + Penalty 2077.916995 = -66708.405277 nChanged 1 SP:Iteration 14Q (646.937002 sec): 3 clusters Score: Raw -68787.078199 + Penalty 2077.916995 = -66709.161204 nChanged 1 SP:Iteration 15Q (646.972545 sec): 3 clusters Score: Raw -68788.276591 + Penalty 2077.916995 = -66710.359596 nChanged 1 SP:Iteration 16Q (647.007610 sec): 3 clusters Score: Raw -68789.050561 + Penalty 2077.916995 = -66711.133566 nChanged 0 SP:Iteration 17F (647.052177 sec): 3 clusters Score: Raw -68789.050561 + Penalty 2077.916995 = -66711.133566 nChanged 0 Trying to split cluster 9 (550 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (647.072767 sec): 2 clusters Score: Raw -57772.273747 + Penalty 1025.361720 = -56746.912026 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (647.123071 sec): 3 clusters Score: Raw -57714.237661 + Penalty 2050.723440 = -55663.514221 nChanged 116 SP:Iteration 1F (647.173829 sec): 3 clusters Score: Raw -57917.265486 + Penalty 2050.723440 = -55866.542045 nChanged 39 SP:Iteration 2F (647.213632 sec): 3 clusters Score: Raw -58004.653470 + Penalty 2050.723440 = -55953.930030 nChanged 25 SP:Iteration 3Q (647.271138 sec): 3 clusters Score: Raw -58050.523529 + Penalty 2050.723440 = -55999.800089 nChanged 14 SP:Iteration 4Q (647.308149 sec): 3 clusters Score: Raw -58090.635655 + Penalty 2050.723440 = -56039.912214 nChanged 12 SP:Iteration 5Q (647.362041 sec): 3 clusters Score: Raw -58105.735035 + Penalty 2050.723440 = -56055.011595 nChanged 11 SP:Iteration 6Q (647.405909 sec): 3 clusters Score: Raw -58120.582119 + Penalty 2050.723440 = -56069.858679 nChanged 8 SP:Iteration 7Q (647.463716 sec): 3 clusters Score: Raw -58129.795979 + Penalty 2050.723440 = -56079.072539 nChanged 5 SP:Iteration 8Q (647.499370 sec): 3 clusters Score: Raw -58139.666494 + Penalty 2050.723440 = -56088.943053 nChanged 7 SP:Iteration 9Q (647.550203 sec): 3 clusters Score: Raw -58152.025780 + Penalty 2050.723440 = -56101.302340 nChanged 3 SP:Iteration 10Q (647.597032 sec): 3 clusters Score: Raw -58158.034901 + Penalty 2050.723440 = -56107.311460 nChanged 2 SP:Iteration 11Q (647.639643 sec): 3 clusters Score: Raw -58159.180471 + Penalty 2050.723440 = -56108.457031 nChanged 0 SP:Iteration 12F (647.686454 sec): 3 clusters Score: Raw -58159.180471 + Penalty 2050.723440 = -56108.457031 nChanged 0 Trying to split cluster 10 (12331 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (647.735403 sec): 2 clusters Score: Raw -1584407.258591 + Penalty 1530.729151 = -1582876.529440 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (647.800962 sec): 3 clusters Score: Raw -1577204.878648 + Penalty 3061.458301 = -1574143.420347 nChanged 5411 SP:Iteration 1F (647.871004 sec): 3 clusters Score: Raw -1580122.491254 + Penalty 3061.458301 = -1577061.032953 nChanged 709 SP:Iteration 2F (647.927938 sec): 3 clusters Score: Raw -1580419.317342 + Penalty 3061.458301 = -1577357.859041 nChanged 679 SP:Iteration 3F (647.998973 sec): 3 clusters Score: Raw -1580756.175835 + Penalty 3061.458301 = -1577694.717534 nChanged 653 SP:Iteration 4F (648.062333 sec): 3 clusters Score: Raw -1581155.833522 + Penalty 3061.458301 = -1578094.375221 nChanged 768 SP:Iteration 5F (648.128717 sec): 3 clusters Score: Raw -1581679.231704 + Penalty 3061.458301 = -1578617.773403 nChanged 799 SP:Iteration 6F (648.204341 sec): 3 clusters Score: Raw -1582314.836054 + Penalty 3061.458301 = -1579253.377753 nChanged 793 SP:Iteration 7F (648.268943 sec): 3 clusters Score: Raw -1583002.689571 + Penalty 3061.458301 = -1579941.231269 nChanged 787 SP:Iteration 8F (648.323756 sec): 3 clusters Score: Raw -1583654.949603 + Penalty 3061.458301 = -1580593.491302 nChanged 690 SP:Iteration 9F (648.390293 sec): 3 clusters Score: Raw -1584205.250130 + Penalty 3061.458301 = -1581143.791828 nChanged 545 SP:Iteration 10Q (648.447345 sec): 3 clusters Score: Raw -1584555.747563 + Penalty 3061.458301 = -1581494.289262 nChanged 390 SP:Iteration 11Q (648.508512 sec): 3 clusters Score: Raw -1584797.348442 + Penalty 3061.458301 = -1581735.890141 nChanged 334 SP:Iteration 12Q (648.579922 sec): 3 clusters Score: Raw -1584970.733124 + Penalty 3061.458301 = -1581909.274823 nChanged 266 SP:Iteration 13Q (648.636820 sec): 3 clusters Score: Raw -1585105.831721 + Penalty 3061.458301 = -1582044.373420 nChanged 239 SP:Iteration 14Q (648.708065 sec): 3 clusters Score: Raw -1585223.581971 + Penalty 3061.458301 = -1582162.123670 nChanged 195 SP:Iteration 15Q (648.764018 sec): 3 clusters Score: Raw -1585330.360074 + Penalty 3061.458301 = -1582268.901773 nChanged 203 SP:Iteration 16Q (648.831200 sec): 3 clusters Score: Raw -1585441.333974 + Penalty 3061.458301 = -1582379.875672 nChanged 169 SP:Iteration 17Q (648.897790 sec): 3 clusters Score: Raw -1585511.203669 + Penalty 3061.458301 = -1582449.745367 nChanged 142 SP:Iteration 18Q (648.957309 sec): 3 clusters Score: Raw -1585552.468972 + Penalty 3061.458301 = -1582491.010671 nChanged 92 SP:Iteration 19Q (649.021014 sec): 3 clusters Score: Raw -1585572.645913 + Penalty 3061.458301 = -1582511.187611 nChanged 76 SP:Iteration 20F (649.089967 sec): 3 clusters Score: Raw -1585585.198014 + Penalty 3061.458301 = -1582523.739713 nChanged 47 SP:Iteration 21Q (649.152327 sec): 3 clusters Score: Raw -1585592.107562 + Penalty 3061.458301 = -1582530.649260 nChanged 37 SP:Iteration 22Q (649.219750 sec): 3 clusters Score: Raw -1585597.248234 + Penalty 3061.458301 = -1582535.789932 nChanged 24 SP:Iteration 23Q (649.276909 sec): 3 clusters Score: Raw -1585601.352852 + Penalty 3061.458301 = -1582539.894551 nChanged 24 SP:Iteration 24Q (649.352873 sec): 3 clusters Score: Raw -1585604.764656 + Penalty 3061.458301 = -1582543.306355 nChanged 24 SP:Iteration 25Q (649.408706 sec): 3 clusters Score: Raw -1585607.811980 + Penalty 3061.458301 = -1582546.353679 nChanged 21 SP:Iteration 26Q (649.470585 sec): 3 clusters Score: Raw -1585609.726294 + Penalty 3061.458301 = -1582548.267993 nChanged 15 SP:Iteration 27Q (649.536367 sec): 3 clusters Score: Raw -1585611.128977 + Penalty 3061.458301 = -1582549.670676 nChanged 15 SP:Iteration 28Q (649.614003 sec): 3 clusters Score: Raw -1585612.913407 + Penalty 3061.458301 = -1582551.455106 nChanged 18 SP:Iteration 29Q (649.664207 sec): 3 clusters Score: Raw -1585614.682327 + Penalty 3061.458301 = -1582553.224026 nChanged 18 SP:Iteration 30Q (649.723742 sec): 3 clusters Score: Raw -1585616.440197 + Penalty 3061.458301 = -1582554.981896 nChanged 14 SP:Iteration 31Q (649.783769 sec): 3 clusters Score: Raw -1585618.154964 + Penalty 3061.458301 = -1582556.696662 nChanged 18 SP:Iteration 32Q (649.847555 sec): 3 clusters Score: Raw -1585620.612397 + Penalty 3061.458301 = -1582559.154096 nChanged 18 SP:Iteration 33Q (649.913884 sec): 3 clusters Score: Raw -1585622.168255 + Penalty 3061.458301 = -1582560.709954 nChanged 8 SP:Iteration 34Q (649.973410 sec): 3 clusters Score: Raw -1585622.827628 + Penalty 3061.458301 = -1582561.369326 nChanged 8 SP:Iteration 35Q (650.031139 sec): 3 clusters Score: Raw -1585623.493564 + Penalty 3061.458301 = -1582562.035262 nChanged 9 SP:Iteration 36Q (650.091543 sec): 3 clusters Score: Raw -1585624.323135 + Penalty 3061.458301 = -1582562.864833 nChanged 3 SP:Iteration 37Q (650.145944 sec): 3 clusters Score: Raw -1585624.579932 + Penalty 3061.458301 = -1582563.121631 nChanged 2 SP:Iteration 38Q (650.212484 sec): 3 clusters Score: Raw -1585624.757040 + Penalty 3061.458301 = -1582563.298739 nChanged 3 SP:Iteration 39Q (650.271371 sec): 3 clusters Score: Raw -1585625.100984 + Penalty 3061.458301 = -1582563.642683 nChanged 5 SP:Iteration 40F (650.341830 sec): 3 clusters Score: Raw -1585625.376024 + Penalty 3061.458301 = -1582563.917723 nChanged 4 SP:Iteration 41Q (650.415933 sec): 3 clusters Score: Raw -1585625.644077 + Penalty 3061.458301 = -1582564.185776 nChanged 5 SP:Iteration 42Q (650.475858 sec): 3 clusters Score: Raw -1585625.979798 + Penalty 3061.458301 = -1582564.521497 nChanged 5 SP:Iteration 43Q (650.552963 sec): 3 clusters Score: Raw -1585626.219448 + Penalty 3061.458301 = -1582564.761147 nChanged 3 SP:Iteration 44Q (650.607284 sec): 3 clusters Score: Raw -1585626.369020 + Penalty 3061.458301 = -1582564.910719 nChanged 3 SP:Iteration 45Q (650.676166 sec): 3 clusters Score: Raw -1585626.601800 + Penalty 3061.458301 = -1582565.143499 nChanged 2 SP:Iteration 46Q (650.744448 sec): 3 clusters Score: Raw -1585626.707125 + Penalty 3061.458301 = -1582565.248824 nChanged 2 SP:Iteration 47Q (650.813637 sec): 3 clusters Score: Raw -1585627.159128 + Penalty 3061.458301 = -1582565.700827 nChanged 5 SP:Iteration 48Q (650.876599 sec): 3 clusters Score: Raw -1585627.581170 + Penalty 3061.458301 = -1582566.122869 nChanged 1 SP:Iteration 49Q (650.931492 sec): 3 clusters Score: Raw -1585627.720634 + Penalty 3061.458301 = -1582566.262333 nChanged 1 SP:Iteration 50Q (651.009771 sec): 3 clusters Score: Raw -1585627.790334 + Penalty 3061.458301 = -1582566.332033 nChanged 1 SP:Iteration 51Q (651.075361 sec): 3 clusters Score: Raw -1585627.851743 + Penalty 3061.458301 = -1582566.393442 nChanged 2 SP:Iteration 52Q (651.133344 sec): 3 clusters Score: Raw -1585627.996907 + Penalty 3061.458301 = -1582566.538605 nChanged 5 SP:Iteration 53Q (651.210145 sec): 3 clusters Score: Raw -1585628.361798 + Penalty 3061.458301 = -1582566.903497 nChanged 5 SP:Iteration 54Q (651.276095 sec): 3 clusters Score: Raw -1585628.650009 + Penalty 3061.458301 = -1582567.191708 nChanged 4 SP:Iteration 55Q (651.340586 sec): 3 clusters Score: Raw -1585628.879320 + Penalty 3061.458301 = -1582567.421018 nChanged 2 SP:Iteration 56Q (651.408512 sec): 3 clusters Score: Raw -1585629.030062 + Penalty 3061.458301 = -1582567.571761 nChanged 6 SP:Iteration 57Q (651.461072 sec): 3 clusters Score: Raw -1585629.431513 + Penalty 3061.458301 = -1582567.973212 nChanged 5 SP:Iteration 58Q (651.533637 sec): 3 clusters Score: Raw -1585629.703441 + Penalty 3061.458301 = -1582568.245139 nChanged 6 SP:Iteration 59Q (651.603416 sec): 3 clusters Score: Raw -1585630.360136 + Penalty 3061.458301 = -1582568.901834 nChanged 10 SP:Iteration 60F (651.673033 sec): 3 clusters Score: Raw -1585631.356073 + Penalty 3061.458301 = -1582569.897771 nChanged 5 SP:Iteration 61Q (651.739524 sec): 3 clusters Score: Raw -1585631.727205 + Penalty 3061.458301 = -1582570.268904 nChanged 6 SP:Iteration 62Q (651.807064 sec): 3 clusters Score: Raw -1585632.100554 + Penalty 3061.458301 = -1582570.642253 nChanged 3 SP:Iteration 63Q (651.876342 sec): 3 clusters Score: Raw -1585632.449175 + Penalty 3061.458301 = -1582570.990874 nChanged 4 SP:Iteration 64Q (651.946680 sec): 3 clusters Score: Raw -1585632.807439 + Penalty 3061.458301 = -1582571.349137 nChanged 4 SP:Iteration 65Q (652.008233 sec): 3 clusters Score: Raw -1585633.142769 + Penalty 3061.458301 = -1582571.684468 nChanged 5 SP:Iteration 66Q (652.078665 sec): 3 clusters Score: Raw -1585633.607144 + Penalty 3061.458301 = -1582572.148843 nChanged 6 SP:Iteration 67Q (652.139536 sec): 3 clusters Score: Raw -1585633.963930 + Penalty 3061.458301 = -1582572.505629 nChanged 4 SP:Iteration 68Q (652.206921 sec): 3 clusters Score: Raw -1585634.336752 + Penalty 3061.458301 = -1582572.878451 nChanged 0 SP:Iteration 69F (652.275212 sec): 3 clusters Score: Raw -1585634.336752 + Penalty 3061.458301 = -1582572.878451 nChanged 0 Trying to split cluster 11 (515 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (652.297241 sec): 2 clusters Score: Raw -44580.709046 + Penalty 1014.677121 = -43566.031924 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (652.349183 sec): 3 clusters Score: Raw -44665.736745 + Penalty 2029.354243 = -42636.382502 nChanged 153 SP:Iteration 1F (652.398462 sec): 3 clusters Score: Raw -44992.351244 + Penalty 2029.354243 = -42962.997001 nChanged 47 SP:Iteration 2F (652.441400 sec): 3 clusters Score: Raw -45149.725811 + Penalty 2029.354243 = -43120.371568 nChanged 27 SP:Iteration 3F (652.476870 sec): 3 clusters Score: Raw -45239.430975 + Penalty 2029.354243 = -43210.076732 nChanged 20 SP:Iteration 4Q (652.539834 sec): 3 clusters Score: Raw -45287.332059 + Penalty 2029.354243 = -43257.977817 nChanged 12 SP:Iteration 5Q (652.581540 sec): 3 clusters Score: Raw -45359.167987 + Penalty 2029.354243 = -43329.813744 nChanged 10 SP:Iteration 6Q (652.627957 sec): 3 clusters Score: Raw -45398.381188 + Penalty 2029.354243 = -43369.026946 nChanged 7 SP:Iteration 7Q (652.672650 sec): 3 clusters Score: Raw -45416.078176 + Penalty 2029.354243 = -43386.723934 nChanged 2 SP:Iteration 8Q (652.732210 sec): 3 clusters Score: Raw -45441.574056 + Penalty 2029.354243 = -43412.219813 nChanged 4 SP:Iteration 9Q (652.786239 sec): 3 clusters Score: Raw -45454.170163 + Penalty 2029.354243 = -43424.815921 nChanged 1 SP:Iteration 10Q (652.828251 sec): 3 clusters Score: Raw -45455.885509 + Penalty 2029.354243 = -43426.531266 nChanged 1 SP:Iteration 11Q (652.883999 sec): 3 clusters Score: Raw -45461.793932 + Penalty 2029.354243 = -43432.439689 nChanged 0 SP:Iteration 12F (652.932842 sec): 3 clusters Score: Raw -45461.793932 + Penalty 2029.354243 = -43432.439689 nChanged 0 Trying to split cluster 12 (7717 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (652.969021 sec): 2 clusters Score: Raw -997174.901378 + Penalty 1454.566907 = -995720.334471 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (653.017268 sec): 3 clusters Score: Raw -992917.548344 + Penalty 2909.133814 = -990008.414530 nChanged 3256 SP:Iteration 1F (653.071362 sec): 3 clusters Score: Raw -994732.805633 + Penalty 2909.133814 = -991823.671819 nChanged 509 SP:Iteration 2F (653.140947 sec): 3 clusters Score: Raw -994997.024936 + Penalty 2909.133814 = -992087.891122 nChanged 441 SP:Iteration 3F (653.202102 sec): 3 clusters Score: Raw -995237.828005 + Penalty 2909.133814 = -992328.694191 nChanged 362 SP:Iteration 4Q (653.251708 sec): 3 clusters Score: Raw -995478.026346 + Penalty 2909.133814 = -992568.892532 nChanged 344 SP:Iteration 5Q (653.312525 sec): 3 clusters Score: Raw -995741.430189 + Penalty 2909.133814 = -992832.296375 nChanged 363 SP:Iteration 6Q (653.378367 sec): 3 clusters Score: Raw -996050.259571 + Penalty 2909.133814 = -993141.125757 nChanged 406 SP:Iteration 7F (653.431591 sec): 3 clusters Score: Raw -996420.960068 + Penalty 2909.133814 = -993511.826254 nChanged 425 SP:Iteration 8F (653.487143 sec): 3 clusters Score: Raw -996773.913227 + Penalty 2909.133814 = -993864.779413 nChanged 378 SP:Iteration 9Q (653.546242 sec): 3 clusters Score: Raw -997071.521076 + Penalty 2909.133814 = -994162.387262 nChanged 343 SP:Iteration 10Q (653.605809 sec): 3 clusters Score: Raw -997318.858004 + Penalty 2909.133814 = -994409.724190 nChanged 277 SP:Iteration 11Q (653.661165 sec): 3 clusters Score: Raw -997487.676250 + Penalty 2909.133814 = -994578.542436 nChanged 198 SP:Iteration 12Q (653.730178 sec): 3 clusters Score: Raw -997593.528747 + Penalty 2909.133814 = -994684.394933 nChanged 155 SP:Iteration 13Q (653.787893 sec): 3 clusters Score: Raw -997664.976952 + Penalty 2909.133814 = -994755.843138 nChanged 124 SP:Iteration 14Q (653.848766 sec): 3 clusters Score: Raw -997712.026195 + Penalty 2909.133814 = -994802.892380 nChanged 91 SP:Iteration 15Q (653.899162 sec): 3 clusters Score: Raw -997744.975084 + Penalty 2909.133814 = -994835.841270 nChanged 82 SP:Iteration 16Q (653.964880 sec): 3 clusters Score: Raw -997772.923529 + Penalty 2909.133814 = -994863.789715 nChanged 79 SP:Iteration 17Q (654.029106 sec): 3 clusters Score: Raw -997794.327581 + Penalty 2909.133814 = -994885.193767 nChanged 63 SP:Iteration 18Q (654.089684 sec): 3 clusters Score: Raw -997812.539768 + Penalty 2909.133814 = -994903.405954 nChanged 55 SP:Iteration 19Q (654.144876 sec): 3 clusters Score: Raw -997828.598306 + Penalty 2909.133814 = -994919.464492 nChanged 36 SP:Iteration 20F (654.208142 sec): 3 clusters Score: Raw -997839.125915 + Penalty 2909.133814 = -994929.992101 nChanged 27 SP:Iteration 21Q (654.257285 sec): 3 clusters Score: Raw -997844.314406 + Penalty 2909.133814 = -994935.180592 nChanged 29 SP:Iteration 22Q (654.326164 sec): 3 clusters Score: Raw -997850.065002 + Penalty 2909.133814 = -994940.931188 nChanged 24 SP:Iteration 23Q (654.387589 sec): 3 clusters Score: Raw -997854.599805 + Penalty 2909.133814 = -994945.465991 nChanged 18 SP:Iteration 24Q (654.450387 sec): 3 clusters Score: Raw -997856.983899 + Penalty 2909.133814 = -994947.850084 nChanged 13 SP:Iteration 25Q (654.512617 sec): 3 clusters Score: Raw -997858.592970 + Penalty 2909.133814 = -994949.459156 nChanged 8 SP:Iteration 26Q (654.574860 sec): 3 clusters Score: Raw -997859.696673 + Penalty 2909.133814 = -994950.562859 nChanged 3 SP:Iteration 27Q (654.624508 sec): 3 clusters Score: Raw -997860.023880 + Penalty 2909.133814 = -994950.890066 nChanged 3 SP:Iteration 28Q (654.696611 sec): 3 clusters Score: Raw -997860.399563 + Penalty 2909.133814 = -994951.265749 nChanged 1 SP:Iteration 29Q (654.735182 sec): 3 clusters Score: Raw -997860.476689 + Penalty 2909.133814 = -994951.342875 nChanged 0 SP:Iteration 30F (654.794984 sec): 3 clusters Score: Raw -997860.476689 + Penalty 2909.133814 = -994951.342875 nChanged 0 Trying to split cluster 13 (258 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (654.829672 sec): 2 clusters Score: Raw -21436.276382 + Penalty 902.355933 = -20533.920450 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (654.870339 sec): 3 clusters Score: Raw -21705.715395 + Penalty 1804.711865 = -19901.003530 nChanged 70 SP:Iteration 1F (654.916553 sec): 3 clusters Score: Raw -21949.855531 + Penalty 1804.711865 = -20145.143666 nChanged 20 SP:Iteration 2F (654.968050 sec): 3 clusters Score: Raw -22050.817397 + Penalty 1804.711865 = -20246.105532 nChanged 10 SP:Iteration 3Q (655.007451 sec): 3 clusters Score: Raw -22084.234230 + Penalty 1804.711865 = -20279.522365 nChanged 4 SP:Iteration 4Q (655.065095 sec): 3 clusters Score: Raw -22111.657585 + Penalty 1804.711865 = -20306.945720 nChanged 3 SP:Iteration 5Q (655.102568 sec): 3 clusters Score: Raw -22125.735530 + Penalty 1804.711865 = -20321.023665 nChanged 1 SP:Iteration 6Q (655.145846 sec): 3 clusters Score: Raw -22128.032180 + Penalty 1804.711865 = -20323.320315 nChanged 0 SP:Iteration 7F (655.184395 sec): 3 clusters Score: Raw -22128.032180 + Penalty 1804.711865 = -20323.320315 nChanged 0 Trying to split cluster 14 (1936 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (655.209475 sec): 2 clusters Score: Raw -238459.236732 + Penalty 1229.861631 = -237229.375101 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (655.264382 sec): 3 clusters Score: Raw -237637.600773 + Penalty 2459.723262 = -235177.877511 nChanged 705 SP:Iteration 1F (655.310403 sec): 3 clusters Score: Raw -238113.405551 + Penalty 2459.723262 = -235653.682289 nChanged 146 SP:Iteration 2F (655.353941 sec): 3 clusters Score: Raw -238222.241262 + Penalty 2459.723262 = -235762.518000 nChanged 85 SP:Iteration 3Q (655.398449 sec): 3 clusters Score: Raw -238286.277130 + Penalty 2459.723262 = -235826.553868 nChanged 63 SP:Iteration 4Q (655.443107 sec): 3 clusters Score: Raw -238341.677967 + Penalty 2459.723262 = -235881.954704 nChanged 61 SP:Iteration 5Q (655.489096 sec): 3 clusters Score: Raw -238394.806215 + Penalty 2459.723262 = -235935.082952 nChanged 59 SP:Iteration 6Q (655.530410 sec): 3 clusters Score: Raw -238436.259955 + Penalty 2459.723262 = -235976.536693 nChanged 41 SP:Iteration 7Q (655.566705 sec): 3 clusters Score: Raw -238467.422355 + Penalty 2459.723262 = -236007.699093 nChanged 37 SP:Iteration 8Q (655.621247 sec): 3 clusters Score: Raw -238496.802738 + Penalty 2459.723262 = -236037.079476 nChanged 36 SP:Iteration 9Q (655.663667 sec): 3 clusters Score: Raw -238519.604872 + Penalty 2459.723262 = -236059.881610 nChanged 32 SP:Iteration 10Q (655.723258 sec): 3 clusters Score: Raw -238543.430005 + Penalty 2459.723262 = -236083.706743 nChanged 30 SP:Iteration 11Q (655.778648 sec): 3 clusters Score: Raw -238570.571388 + Penalty 2459.723262 = -236110.848126 nChanged 35 SP:Iteration 12Q (655.830257 sec): 3 clusters Score: Raw -238594.748425 + Penalty 2459.723262 = -236135.025163 nChanged 32 SP:Iteration 13Q (655.878722 sec): 3 clusters Score: Raw -238616.705989 + Penalty 2459.723262 = -236156.982727 nChanged 36 SP:Iteration 14Q (655.921038 sec): 3 clusters Score: Raw -238638.531889 + Penalty 2459.723262 = -236178.808626 nChanged 24 SP:Iteration 15Q (655.973150 sec): 3 clusters Score: Raw -238654.520566 + Penalty 2459.723262 = -236194.797304 nChanged 21 SP:Iteration 16Q (656.019471 sec): 3 clusters Score: Raw -238672.678666 + Penalty 2459.723262 = -236212.955404 nChanged 19 SP:Iteration 17Q (656.059134 sec): 3 clusters Score: Raw -238687.245251 + Penalty 2459.723262 = -236227.521989 nChanged 20 SP:Iteration 18Q (656.103404 sec): 3 clusters Score: Raw -238699.676378 + Penalty 2459.723262 = -236239.953116 nChanged 15 SP:Iteration 19Q (656.156409 sec): 3 clusters Score: Raw -238706.769396 + Penalty 2459.723262 = -236247.046134 nChanged 15 SP:Iteration 20F (656.209620 sec): 3 clusters Score: Raw -238713.228380 + Penalty 2459.723262 = -236253.505118 nChanged 10 SP:Iteration 21Q (656.257765 sec): 3 clusters Score: Raw -238717.798173 + Penalty 2459.723262 = -236258.074911 nChanged 9 SP:Iteration 22Q (656.316796 sec): 3 clusters Score: Raw -238723.676499 + Penalty 2459.723262 = -236263.953237 nChanged 12 SP:Iteration 23Q (656.368314 sec): 3 clusters Score: Raw -238729.765092 + Penalty 2459.723262 = -236270.041830 nChanged 9 SP:Iteration 24Q (656.420027 sec): 3 clusters Score: Raw -238735.937787 + Penalty 2459.723262 = -236276.214525 nChanged 11 SP:Iteration 25Q (656.457982 sec): 3 clusters Score: Raw -238743.279557 + Penalty 2459.723262 = -236283.556295 nChanged 9 SP:Iteration 26Q (656.519559 sec): 3 clusters Score: Raw -238749.323906 + Penalty 2459.723262 = -236289.600644 nChanged 8 SP:Iteration 27Q (656.568434 sec): 3 clusters Score: Raw -238752.861767 + Penalty 2459.723262 = -236293.138505 nChanged 4 SP:Iteration 28Q (656.608345 sec): 3 clusters Score: Raw -238753.873970 + Penalty 2459.723262 = -236294.150708 nChanged 3 SP:Iteration 29Q (656.666216 sec): 3 clusters Score: Raw -238754.817233 + Penalty 2459.723262 = -236295.093971 nChanged 4 SP:Iteration 30Q (656.712495 sec): 3 clusters Score: Raw -238756.626174 + Penalty 2459.723262 = -236296.902912 nChanged 3 SP:Iteration 31Q (656.755270 sec): 3 clusters Score: Raw -238757.956716 + Penalty 2459.723262 = -236298.233454 nChanged 1 SP:Iteration 32Q (656.818778 sec): 3 clusters Score: Raw -238758.238249 + Penalty 2459.723262 = -236298.514987 nChanged 0 SP:Iteration 33F (656.856474 sec): 3 clusters Score: Raw -238758.238249 + Penalty 2459.723262 = -236298.514987 nChanged 0 Trying to split cluster 15 (207 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (656.881159 sec): 2 clusters Score: Raw -12194.316087 + Penalty 866.566804 = -11327.749284 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (656.928919 sec): 3 clusters Score: Raw -12378.303254 + Penalty 1733.133608 = -10645.169646 nChanged 47 SP:Iteration 1F (656.973151 sec): 3 clusters Score: Raw -12568.205825 + Penalty 1733.133608 = -10835.072217 nChanged 16 SP:Iteration 2F (657.020230 sec): 3 clusters Score: Raw -12646.282445 + Penalty 1733.133608 = -10913.148837 nChanged 9 SP:Iteration 3Q (657.054000 sec): 3 clusters Score: Raw -12706.813771 + Penalty 1733.133608 = -10973.680163 nChanged 3 SP:Iteration 4Q (657.099714 sec): 3 clusters Score: Raw -12725.191158 + Penalty 1733.133608 = -10992.057550 nChanged 2 SP:Iteration 5Q (657.145157 sec): 3 clusters Score: Raw -12741.689819 + Penalty 1733.133608 = -11008.556211 nChanged 2 SP:Iteration 6Q (657.187619 sec): 3 clusters Score: Raw -12744.145085 + Penalty 1733.133608 = -11011.011477 nChanged 1 SP:Iteration 7Q (657.226758 sec): 3 clusters Score: Raw -12746.940349 + Penalty 1733.133608 = -11013.806741 nChanged 2 SP:Iteration 8Q (657.267541 sec): 3 clusters Score: Raw -12781.909241 + Penalty 1733.133608 = -11048.775633 nChanged 0 SP:Iteration 9F (657.318538 sec): 3 clusters Score: Raw -12781.909241 + Penalty 1733.133608 = -11048.775633 nChanged 0 Trying to split cluster 16 (3123 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (657.351412 sec): 2 clusters Score: Raw -370106.619067 + Penalty 1307.564271 = -368799.054797 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (657.397616 sec): 3 clusters Score: Raw -368595.921684 + Penalty 2615.128541 = -365980.793143 nChanged 1206 SP:Iteration 1F (657.455891 sec): 3 clusters Score: Raw -369293.532407 + Penalty 2615.128541 = -366678.403866 nChanged 253 SP:Iteration 2F (657.499195 sec): 3 clusters Score: Raw -369434.577871 + Penalty 2615.128541 = -366819.449330 nChanged 153 SP:Iteration 3Q (657.560946 sec): 3 clusters Score: Raw -369520.822354 + Penalty 2615.128541 = -366905.693813 nChanged 131 SP:Iteration 4Q (657.608194 sec): 3 clusters Score: Raw -369599.949331 + Penalty 2615.128541 = -366984.820789 nChanged 127 SP:Iteration 5Q (657.644490 sec): 3 clusters Score: Raw -369680.547793 + Penalty 2615.128541 = -367065.419252 nChanged 110 SP:Iteration 6Q (657.693183 sec): 3 clusters Score: Raw -369742.195961 + Penalty 2615.128541 = -367127.067420 nChanged 109 SP:Iteration 7Q (657.743536 sec): 3 clusters Score: Raw -369810.693083 + Penalty 2615.128541 = -367195.564542 nChanged 101 SP:Iteration 8Q (657.796755 sec): 3 clusters Score: Raw -369887.967613 + Penalty 2615.128541 = -367272.839072 nChanged 108 SP:Iteration 9Q (657.851755 sec): 3 clusters Score: Raw -369976.600271 + Penalty 2615.128541 = -367361.471730 nChanged 105 SP:Iteration 10Q (657.903882 sec): 3 clusters Score: Raw -370096.928134 + Penalty 2615.128541 = -367481.799593 nChanged 126 SP:Iteration 11Q (657.946036 sec): 3 clusters Score: Raw -370309.580634 + Penalty 2615.128541 = -367694.452093 nChanged 141 SP:Iteration 12Q (657.991374 sec): 3 clusters Score: Raw -370590.584183 + Penalty 2615.128541 = -367975.455642 nChanged 131 SP:Iteration 13Q (658.034382 sec): 3 clusters Score: Raw -370812.280915 + Penalty 2615.128541 = -368197.152374 nChanged 97 SP:Iteration 14Q (658.089849 sec): 3 clusters Score: Raw -370884.557076 + Penalty 2615.128541 = -368269.428534 nChanged 71 SP:Iteration 15Q (658.138808 sec): 3 clusters Score: Raw -370937.960353 + Penalty 2615.128541 = -368322.831812 nChanged 60 SP:Iteration 16Q (658.187270 sec): 3 clusters Score: Raw -370980.766725 + Penalty 2615.128541 = -368365.638184 nChanged 48 SP:Iteration 17Q (658.234201 sec): 3 clusters Score: Raw -371034.357389 + Penalty 2615.128541 = -368419.228848 nChanged 55 SP:Iteration 18Q (658.290006 sec): 3 clusters Score: Raw -371086.811069 + Penalty 2615.128541 = -368471.682527 nChanged 47 SP:Iteration 19Q (658.338437 sec): 3 clusters Score: Raw -371125.293995 + Penalty 2615.128541 = -368510.165454 nChanged 47 SP:Iteration 20F (658.389094 sec): 3 clusters Score: Raw -371155.957273 + Penalty 2615.128541 = -368540.828732 nChanged 34 SP:Iteration 21Q (658.447204 sec): 3 clusters Score: Raw -371174.011670 + Penalty 2615.128541 = -368558.883129 nChanged 22 SP:Iteration 22Q (658.483020 sec): 3 clusters Score: Raw -371190.686885 + Penalty 2615.128541 = -368575.558344 nChanged 25 SP:Iteration 23Q (658.538373 sec): 3 clusters Score: Raw -371206.054407 + Penalty 2615.128541 = -368590.925866 nChanged 12 SP:Iteration 24Q (658.585113 sec): 3 clusters Score: Raw -371210.787208 + Penalty 2615.128541 = -368595.658667 nChanged 10 SP:Iteration 25Q (658.643138 sec): 3 clusters Score: Raw -371214.433846 + Penalty 2615.128541 = -368599.305305 nChanged 4 SP:Iteration 26Q (658.691544 sec): 3 clusters Score: Raw -371216.315882 + Penalty 2615.128541 = -368601.187341 nChanged 4 SP:Iteration 27Q (658.729879 sec): 3 clusters Score: Raw -371217.586047 + Penalty 2615.128541 = -368602.457506 nChanged 5 SP:Iteration 28Q (658.786006 sec): 3 clusters Score: Raw -371218.883108 + Penalty 2615.128541 = -368603.754567 nChanged 4 SP:Iteration 29Q (658.836751 sec): 3 clusters Score: Raw -371220.055932 + Penalty 2615.128541 = -368604.927391 nChanged 3 SP:Iteration 30Q (658.888710 sec): 3 clusters Score: Raw -371221.451862 + Penalty 2615.128541 = -368606.323321 nChanged 4 SP:Iteration 31Q (658.929555 sec): 3 clusters Score: Raw -371223.139437 + Penalty 2615.128541 = -368608.010896 nChanged 3 SP:Iteration 32Q (658.981927 sec): 3 clusters Score: Raw -371225.067210 + Penalty 2615.128541 = -368609.938669 nChanged 4 SP:Iteration 33Q (659.033540 sec): 3 clusters Score: Raw -371226.010733 + Penalty 2615.128541 = -368610.882192 nChanged 3 SP:Iteration 34Q (659.076183 sec): 3 clusters Score: Raw -371226.817389 + Penalty 2615.128541 = -368611.688848 nChanged 1 SP:Iteration 35Q (659.139134 sec): 3 clusters Score: Raw -371227.168796 + Penalty 2615.128541 = -368612.040255 nChanged 1 SP:Iteration 36Q (659.189113 sec): 3 clusters Score: Raw -371227.403064 + Penalty 2615.128541 = -368612.274523 nChanged 1 SP:Iteration 37Q (659.233604 sec): 3 clusters Score: Raw -371227.643924 + Penalty 2615.128541 = -368612.515383 nChanged 0 SP:Iteration 38F (659.286538 sec): 3 clusters Score: Raw -371227.643924 + Penalty 2615.128541 = -368612.515383 nChanged 0 Trying to split cluster 17 (284 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (659.305769 sec): 2 clusters Score: Raw -32771.610702 + Penalty 917.958314 = -31853.652388 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (659.349733 sec): 3 clusters Score: Raw -32906.708305 + Penalty 1835.916627 = -31070.791678 nChanged 68 SP:Iteration 1F (659.393815 sec): 3 clusters Score: Raw -33017.198665 + Penalty 1835.916627 = -31181.282038 nChanged 22 SP:Iteration 2F (659.444635 sec): 3 clusters Score: Raw -33067.094781 + Penalty 1835.916627 = -31231.178153 nChanged 15 SP:Iteration 3F (659.488886 sec): 3 clusters Score: Raw -33096.990584 + Penalty 1835.916627 = -31261.073956 nChanged 13 SP:Iteration 4Q (659.532473 sec): 3 clusters Score: Raw -33143.114918 + Penalty 1835.916627 = -31307.198291 nChanged 8 SP:Iteration 5Q (659.575743 sec): 3 clusters Score: Raw -33163.042845 + Penalty 1835.916627 = -31327.126217 nChanged 3 SP:Iteration 6Q (659.619821 sec): 3 clusters Score: Raw -33189.264328 + Penalty 1835.916627 = -31353.347701 nChanged 2 SP:Iteration 7Q (659.659890 sec): 3 clusters Score: Raw -33207.621150 + Penalty 1835.916627 = -31371.704523 nChanged 2 SP:Iteration 8Q (659.709681 sec): 3 clusters Score: Raw -33215.379657 + Penalty 1835.916627 = -31379.463029 nChanged 1 SP:Iteration 9Q (659.761601 sec): 3 clusters Score: Raw -33217.672211 + Penalty 1835.916627 = -31381.755583 nChanged 0 SP:Iteration 10F (659.810129 sec): 3 clusters Score: Raw -33217.672211 + Penalty 1835.916627 = -31381.755583 nChanged 0 Trying to split cluster 18 (1245 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (659.832419 sec): 2 clusters Score: Raw -143789.966666 + Penalty 1158.119756 = -142631.846910 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (659.867481 sec): 3 clusters Score: Raw -143391.366892 + Penalty 2316.239513 = -141075.127379 nChanged 380 SP:Iteration 1F (659.911663 sec): 3 clusters Score: Raw -143681.155431 + Penalty 2316.239513 = -141364.915918 nChanged 93 SP:Iteration 2F (659.947716 sec): 3 clusters Score: Raw -143767.489518 + Penalty 2316.239513 = -141451.250005 nChanged 61 SP:Iteration 3Q (660.004506 sec): 3 clusters Score: Raw -143819.766671 + Penalty 2316.239513 = -141503.527158 nChanged 36 SP:Iteration 4Q (660.039273 sec): 3 clusters Score: Raw -143845.530796 + Penalty 2316.239513 = -141529.291283 nChanged 20 SP:Iteration 5Q (660.087528 sec): 3 clusters Score: Raw -143858.882711 + Penalty 2316.239513 = -141542.643198 nChanged 17 SP:Iteration 6Q (660.135429 sec): 3 clusters Score: Raw -143870.397926 + Penalty 2316.239513 = -141554.158413 nChanged 11 SP:Iteration 7Q (660.176764 sec): 3 clusters Score: Raw -143876.506435 + Penalty 2316.239513 = -141560.266922 nChanged 10 SP:Iteration 8Q (660.224721 sec): 3 clusters Score: Raw -143882.644731 + Penalty 2316.239513 = -141566.405218 nChanged 11 SP:Iteration 9Q (660.273267 sec): 3 clusters Score: Raw -143889.537106 + Penalty 2316.239513 = -141573.297593 nChanged 8 SP:Iteration 10Q (660.312227 sec): 3 clusters Score: Raw -143892.063251 + Penalty 2316.239513 = -141575.823738 nChanged 4 SP:Iteration 11Q (660.369654 sec): 3 clusters Score: Raw -143894.398773 + Penalty 2316.239513 = -141578.159260 nChanged 4 SP:Iteration 12Q (660.417858 sec): 3 clusters Score: Raw -143896.542786 + Penalty 2316.239513 = -141580.303274 nChanged 5 SP:Iteration 13Q (660.458767 sec): 3 clusters Score: Raw -143899.540047 + Penalty 2316.239513 = -141583.300534 nChanged 5 SP:Iteration 14Q (660.501813 sec): 3 clusters Score: Raw -143902.564114 + Penalty 2316.239513 = -141586.324601 nChanged 5 SP:Iteration 15Q (660.537054 sec): 3 clusters Score: Raw -143904.488642 + Penalty 2316.239513 = -141588.249129 nChanged 4 SP:Iteration 16Q (660.580116 sec): 3 clusters Score: Raw -143906.160942 + Penalty 2316.239513 = -141589.921429 nChanged 1 SP:Iteration 17Q (660.631507 sec): 3 clusters Score: Raw -143907.802975 + Penalty 2316.239513 = -141591.563462 nChanged 2 SP:Iteration 18Q (660.682247 sec): 3 clusters Score: Raw -143909.447876 + Penalty 2316.239513 = -141593.208363 nChanged 4 SP:Iteration 19Q (660.725338 sec): 3 clusters Score: Raw -143912.862097 + Penalty 2316.239513 = -141596.622584 nChanged 7 SP:Iteration 20F (660.778384 sec): 3 clusters Score: Raw -143916.796946 + Penalty 2316.239513 = -141600.557433 nChanged 1 SP:Iteration 21Q (660.826903 sec): 3 clusters Score: Raw -143917.727439 + Penalty 2316.239513 = -141601.487926 nChanged 0 SP:Iteration 22F (660.875908 sec): 3 clusters Score: Raw -143917.727439 + Penalty 2316.239513 = -141601.487926 nChanged 0 Trying to split cluster 19 (1462 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (660.897852 sec): 2 clusters Score: Raw -155816.555093 + Penalty 1184.228604 = -154632.326489 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (660.935410 sec): 3 clusters Score: Raw -155271.200805 + Penalty 2368.457208 = -152902.743597 nChanged 504 SP:Iteration 1F (660.985561 sec): 3 clusters Score: Raw -155698.329925 + Penalty 2368.457208 = -153329.872717 nChanged 121 SP:Iteration 2F (661.030928 sec): 3 clusters Score: Raw -155832.518847 + Penalty 2368.457208 = -153464.061638 nChanged 72 SP:Iteration 3Q (661.079632 sec): 3 clusters Score: Raw -155907.261242 + Penalty 2368.457208 = -153538.804034 nChanged 68 SP:Iteration 4Q (661.128598 sec): 3 clusters Score: Raw -155981.036834 + Penalty 2368.457208 = -153612.579626 nChanged 52 SP:Iteration 5Q (661.171578 sec): 3 clusters Score: Raw -156036.763261 + Penalty 2368.457208 = -153668.306053 nChanged 46 SP:Iteration 6Q (661.213844 sec): 3 clusters Score: Raw -156098.110304 + Penalty 2368.457208 = -153729.653096 nChanged 60 SP:Iteration 7Q (661.271965 sec): 3 clusters Score: Raw -156162.355797 + Penalty 2368.457208 = -153793.898589 nChanged 42 SP:Iteration 8Q (661.322068 sec): 3 clusters Score: Raw -156202.249052 + Penalty 2368.457208 = -153833.791844 nChanged 31 SP:Iteration 9Q (661.364787 sec): 3 clusters Score: Raw -156236.812587 + Penalty 2368.457208 = -153868.355379 nChanged 33 SP:Iteration 10Q (661.408407 sec): 3 clusters Score: Raw -156270.305918 + Penalty 2368.457208 = -153901.848710 nChanged 27 SP:Iteration 11Q (661.450278 sec): 3 clusters Score: Raw -156304.648623 + Penalty 2368.457208 = -153936.191415 nChanged 19 SP:Iteration 12Q (661.494415 sec): 3 clusters Score: Raw -156331.741675 + Penalty 2368.457208 = -153963.284467 nChanged 20 SP:Iteration 13Q (661.544919 sec): 3 clusters Score: Raw -156358.185363 + Penalty 2368.457208 = -153989.728155 nChanged 12 SP:Iteration 14Q (661.591242 sec): 3 clusters Score: Raw -156377.253856 + Penalty 2368.457208 = -154008.796648 nChanged 8 SP:Iteration 15Q (661.638198 sec): 3 clusters Score: Raw -156384.560768 + Penalty 2368.457208 = -154016.103560 nChanged 6 SP:Iteration 16Q (661.698350 sec): 3 clusters Score: Raw -156390.680756 + Penalty 2368.457208 = -154022.223548 nChanged 5 SP:Iteration 17Q (661.743043 sec): 3 clusters Score: Raw -156399.252311 + Penalty 2368.457208 = -154030.795103 nChanged 5 SP:Iteration 18Q (661.793553 sec): 3 clusters Score: Raw -156402.913670 + Penalty 2368.457208 = -154034.456462 nChanged 3 SP:Iteration 19Q (661.840526 sec): 3 clusters Score: Raw -156405.752833 + Penalty 2368.457208 = -154037.295625 nChanged 3 SP:Iteration 20F (661.887806 sec): 3 clusters Score: Raw -156410.157495 + Penalty 2368.457208 = -154041.700286 nChanged 4 SP:Iteration 21Q (661.935985 sec): 3 clusters Score: Raw -156415.483284 + Penalty 2368.457208 = -154047.026075 nChanged 3 SP:Iteration 22Q (661.988363 sec): 3 clusters Score: Raw -156420.422338 + Penalty 2368.457208 = -154051.965130 nChanged 3 SP:Iteration 23Q (662.033497 sec): 3 clusters Score: Raw -156424.584211 + Penalty 2368.457208 = -154056.127003 nChanged 2 SP:Iteration 24Q (662.084194 sec): 3 clusters Score: Raw -156428.330211 + Penalty 2368.457208 = -154059.873003 nChanged 4 SP:Iteration 25Q (662.135624 sec): 3 clusters Score: Raw -156433.130340 + Penalty 2368.457208 = -154064.673132 nChanged 3 SP:Iteration 26Q (662.176646 sec): 3 clusters Score: Raw -156436.577303 + Penalty 2368.457208 = -154068.120095 nChanged 3 SP:Iteration 27Q (662.220879 sec): 3 clusters Score: Raw -156437.640346 + Penalty 2368.457208 = -154069.183138 nChanged 1 SP:Iteration 28Q (662.270782 sec): 3 clusters Score: Raw -156438.013287 + Penalty 2368.457208 = -154069.556079 nChanged 0 SP:Iteration 29F (662.318801 sec): 3 clusters Score: Raw -156438.013287 + Penalty 2368.457208 = -154069.556079 nChanged 0 Trying to split cluster 20 (1162 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (662.344126 sec): 2 clusters Score: Raw -141174.934893 + Penalty 1146.908415 = -140028.026478 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (662.393351 sec): 3 clusters Score: Raw -140855.834742 + Penalty 2293.816830 = -138562.017912 nChanged 375 SP:Iteration 1F (662.449401 sec): 3 clusters Score: Raw -141269.581824 + Penalty 2293.816830 = -138975.764994 nChanged 114 SP:Iteration 2F (662.496832 sec): 3 clusters Score: Raw -141428.139942 + Penalty 2293.816830 = -139134.323112 nChanged 80 SP:Iteration 3F (662.554567 sec): 3 clusters Score: Raw -141563.261965 + Penalty 2293.816830 = -139269.445135 nChanged 61 SP:Iteration 4F (662.594297 sec): 3 clusters Score: Raw -141631.496587 + Penalty 2293.816830 = -139337.679757 nChanged 34 SP:Iteration 5Q (662.652019 sec): 3 clusters Score: Raw -141674.277955 + Penalty 2293.816830 = -139380.461125 nChanged 28 SP:Iteration 6Q (662.702762 sec): 3 clusters Score: Raw -141730.705180 + Penalty 2293.816830 = -139436.888351 nChanged 35 SP:Iteration 7Q (662.747916 sec): 3 clusters Score: Raw -141802.938015 + Penalty 2293.816830 = -139509.121185 nChanged 35 SP:Iteration 8Q (662.793173 sec): 3 clusters Score: Raw -141859.154220 + Penalty 2293.816830 = -139565.337391 nChanged 31 SP:Iteration 9Q (662.841929 sec): 3 clusters Score: Raw -141906.667577 + Penalty 2293.816830 = -139612.850748 nChanged 28 SP:Iteration 10Q (662.881520 sec): 3 clusters Score: Raw -141949.432211 + Penalty 2293.816830 = -139655.615381 nChanged 25 SP:Iteration 11Q (662.923504 sec): 3 clusters Score: Raw -141987.235571 + Penalty 2293.816830 = -139693.418742 nChanged 23 SP:Iteration 12Q (662.976573 sec): 3 clusters Score: Raw -142012.407517 + Penalty 2293.816830 = -139718.590687 nChanged 29 SP:Iteration 13Q (663.015519 sec): 3 clusters Score: Raw -142042.910593 + Penalty 2293.816830 = -139749.093764 nChanged 19 SP:Iteration 14Q (663.056164 sec): 3 clusters Score: Raw -142056.467880 + Penalty 2293.816830 = -139762.651051 nChanged 13 SP:Iteration 15Q (663.106848 sec): 3 clusters Score: Raw -142067.818206 + Penalty 2293.816830 = -139774.001376 nChanged 15 SP:Iteration 16Q (663.161848 sec): 3 clusters Score: Raw -142078.461249 + Penalty 2293.816830 = -139784.644420 nChanged 9 SP:Iteration 17Q (663.194181 sec): 3 clusters Score: Raw -142085.198067 + Penalty 2293.816830 = -139791.381237 nChanged 6 SP:Iteration 18Q (663.242812 sec): 3 clusters Score: Raw -142089.866596 + Penalty 2293.816830 = -139796.049766 nChanged 3 SP:Iteration 19Q (663.294892 sec): 3 clusters Score: Raw -142094.229814 + Penalty 2293.816830 = -139800.412985 nChanged 1 SP:Iteration 20F (663.335774 sec): 3 clusters Score: Raw -142095.878435 + Penalty 2293.816830 = -139802.061606 nChanged 1 SP:Iteration 21Q (663.393182 sec): 3 clusters Score: Raw -142096.714987 + Penalty 2293.816830 = -139802.898157 nChanged 1 SP:Iteration 22Q (663.433407 sec): 3 clusters Score: Raw -142097.932062 + Penalty 2293.816830 = -139804.115233 nChanged 2 SP:Iteration 23Q (663.479408 sec): 3 clusters Score: Raw -142099.382242 + Penalty 2293.816830 = -139805.565413 nChanged 3 SP:Iteration 24Q (663.527777 sec): 3 clusters Score: Raw -142101.549473 + Penalty 2293.816830 = -139807.732643 nChanged 2 SP:Iteration 25Q (663.575174 sec): 3 clusters Score: Raw -142102.785205 + Penalty 2293.816830 = -139808.968375 nChanged 2 SP:Iteration 26Q (663.611393 sec): 3 clusters Score: Raw -142103.969866 + Penalty 2293.816830 = -139810.153036 nChanged 1 SP:Iteration 27Q (663.656611 sec): 3 clusters Score: Raw -142105.168795 + Penalty 2293.816830 = -139811.351965 nChanged 1 SP:Iteration 28Q (663.698232 sec): 3 clusters Score: Raw -142105.319994 + Penalty 2293.816830 = -139811.503165 nChanged 0 SP:Iteration 29F (663.752134 sec): 3 clusters Score: Raw -142105.319994 + Penalty 2293.816830 = -139811.503165 nChanged 0 Trying to split cluster 21 (5103 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (663.784411 sec): 2 clusters Score: Raw -606793.305330 + Penalty 1387.357381 = -605405.947950 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (663.827853 sec): 3 clusters Score: Raw -604090.769639 + Penalty 2774.714761 = -601316.054877 nChanged 2063 SP:Iteration 1F (663.884912 sec): 3 clusters Score: Raw -605248.698128 + Penalty 2774.714761 = -602473.983367 nChanged 375 SP:Iteration 2F (663.944059 sec): 3 clusters Score: Raw -605458.193203 + Penalty 2774.714761 = -602683.478441 nChanged 280 SP:Iteration 3F (663.985036 sec): 3 clusters Score: Raw -605622.446348 + Penalty 2774.714761 = -602847.731586 nChanged 250 SP:Iteration 4Q (664.041666 sec): 3 clusters Score: Raw -605767.012987 + Penalty 2774.714761 = -602992.298225 nChanged 221 SP:Iteration 5Q (664.093619 sec): 3 clusters Score: Raw -605887.593638 + Penalty 2774.714761 = -603112.878876 nChanged 209 SP:Iteration 6Q (664.149745 sec): 3 clusters Score: Raw -606005.122998 + Penalty 2774.714761 = -603230.408237 nChanged 216 SP:Iteration 7Q (664.202896 sec): 3 clusters Score: Raw -606140.221023 + Penalty 2774.714761 = -603365.506262 nChanged 203 SP:Iteration 8Q (664.258524 sec): 3 clusters Score: Raw -606265.348683 + Penalty 2774.714761 = -603490.633921 nChanged 200 SP:Iteration 9Q (664.310859 sec): 3 clusters Score: Raw -606393.389084 + Penalty 2774.714761 = -603618.674323 nChanged 181 SP:Iteration 10Q (664.359091 sec): 3 clusters Score: Raw -606493.059467 + Penalty 2774.714761 = -603718.344706 nChanged 158 SP:Iteration 11Q (664.417890 sec): 3 clusters Score: Raw -606574.303266 + Penalty 2774.714761 = -603799.588504 nChanged 128 SP:Iteration 12Q (664.467886 sec): 3 clusters Score: Raw -606653.049479 + Penalty 2774.714761 = -603878.334718 nChanged 118 SP:Iteration 13Q (664.522640 sec): 3 clusters Score: Raw -606714.106664 + Penalty 2774.714761 = -603939.391902 nChanged 84 SP:Iteration 14Q (664.573897 sec): 3 clusters Score: Raw -606752.222051 + Penalty 2774.714761 = -603977.507290 nChanged 69 SP:Iteration 15Q (664.626203 sec): 3 clusters Score: Raw -606786.755245 + Penalty 2774.714761 = -604012.040484 nChanged 60 SP:Iteration 16Q (664.677485 sec): 3 clusters Score: Raw -606819.435945 + Penalty 2774.714761 = -604044.721183 nChanged 53 SP:Iteration 17Q (664.724408 sec): 3 clusters Score: Raw -606847.042431 + Penalty 2774.714761 = -604072.327670 nChanged 36 SP:Iteration 18Q (664.777999 sec): 3 clusters Score: Raw -606864.967402 + Penalty 2774.714761 = -604090.252640 nChanged 30 SP:Iteration 19Q (664.822850 sec): 3 clusters Score: Raw -606877.467917 + Penalty 2774.714761 = -604102.753155 nChanged 25 SP:Iteration 20F (664.879384 sec): 3 clusters Score: Raw -606892.151305 + Penalty 2774.714761 = -604117.436543 nChanged 31 SP:Iteration 21Q (664.935007 sec): 3 clusters Score: Raw -606905.117671 + Penalty 2774.714761 = -604130.402910 nChanged 26 SP:Iteration 22Q (664.985365 sec): 3 clusters Score: Raw -606913.760562 + Penalty 2774.714761 = -604139.045800 nChanged 19 SP:Iteration 23Q (665.038280 sec): 3 clusters Score: Raw -606924.053262 + Penalty 2774.714761 = -604149.338501 nChanged 21 SP:Iteration 24Q (665.088083 sec): 3 clusters Score: Raw -606934.795725 + Penalty 2774.714761 = -604160.080964 nChanged 24 SP:Iteration 25Q (665.145910 sec): 3 clusters Score: Raw -606945.681352 + Penalty 2774.714761 = -604170.966591 nChanged 14 SP:Iteration 26Q (665.184880 sec): 3 clusters Score: Raw -606952.977166 + Penalty 2774.714761 = -604178.262405 nChanged 16 SP:Iteration 27Q (665.242285 sec): 3 clusters Score: Raw -606959.406402 + Penalty 2774.714761 = -604184.691641 nChanged 17 SP:Iteration 28Q (665.294405 sec): 3 clusters Score: Raw -606968.813057 + Penalty 2774.714761 = -604194.098296 nChanged 17 SP:Iteration 29Q (665.347347 sec): 3 clusters Score: Raw -606978.134385 + Penalty 2774.714761 = -604203.419623 nChanged 14 SP:Iteration 30Q (665.388565 sec): 3 clusters Score: Raw -606987.819278 + Penalty 2774.714761 = -604213.104517 nChanged 19 SP:Iteration 31Q (665.437159 sec): 3 clusters Score: Raw -606998.439771 + Penalty 2774.714761 = -604223.725010 nChanged 16 SP:Iteration 32Q (665.486832 sec): 3 clusters Score: Raw -607004.267848 + Penalty 2774.714761 = -604229.553087 nChanged 9 SP:Iteration 33Q (665.553343 sec): 3 clusters Score: Raw -607008.127892 + Penalty 2774.714761 = -604233.413131 nChanged 9 SP:Iteration 34Q (665.606437 sec): 3 clusters Score: Raw -607012.618051 + Penalty 2774.714761 = -604237.903290 nChanged 10 SP:Iteration 35Q (665.658963 sec): 3 clusters Score: Raw -607017.136402 + Penalty 2774.714761 = -604242.421641 nChanged 7 SP:Iteration 36Q (665.710510 sec): 3 clusters Score: Raw -607020.335145 + Penalty 2774.714761 = -604245.620383 nChanged 10 SP:Iteration 37Q (665.753829 sec): 3 clusters Score: Raw -607025.621579 + Penalty 2774.714761 = -604250.906818 nChanged 11 SP:Iteration 38Q (665.812044 sec): 3 clusters Score: Raw -607029.947003 + Penalty 2774.714761 = -604255.232242 nChanged 8 SP:Iteration 39Q (665.862183 sec): 3 clusters Score: Raw -607033.791849 + Penalty 2774.714761 = -604259.077088 nChanged 5 SP:Iteration 40F (665.914313 sec): 3 clusters Score: Raw -607036.127884 + Penalty 2774.714761 = -604261.413122 nChanged 6 SP:Iteration 41Q (665.965620 sec): 3 clusters Score: Raw -607037.841689 + Penalty 2774.714761 = -604263.126928 nChanged 1 SP:Iteration 42Q (666.019614 sec): 3 clusters Score: Raw -607038.372950 + Penalty 2774.714761 = -604263.658188 nChanged 2 SP:Iteration 43Q (666.073269 sec): 3 clusters Score: Raw -607039.219235 + Penalty 2774.714761 = -604264.504474 nChanged 2 SP:Iteration 44Q (666.130122 sec): 3 clusters Score: Raw -607040.025437 + Penalty 2774.714761 = -604265.310676 nChanged 1 SP:Iteration 45Q (666.183438 sec): 3 clusters Score: Raw -607040.767445 + Penalty 2774.714761 = -604266.052683 nChanged 5 SP:Iteration 46Q (666.230700 sec): 3 clusters Score: Raw -607042.564500 + Penalty 2774.714761 = -604267.849739 nChanged 6 SP:Iteration 47Q (666.279068 sec): 3 clusters Score: Raw -607045.554758 + Penalty 2774.714761 = -604270.839997 nChanged 5 SP:Iteration 48Q (666.337143 sec): 3 clusters Score: Raw -607048.371292 + Penalty 2774.714761 = -604273.656530 nChanged 5 SP:Iteration 49Q (666.386584 sec): 3 clusters Score: Raw -607050.794475 + Penalty 2774.714761 = -604276.079714 nChanged 1 SP:Iteration 50Q (666.437098 sec): 3 clusters Score: Raw -607051.574259 + Penalty 2774.714761 = -604276.859498 nChanged 4 SP:Iteration 51Q (666.497555 sec): 3 clusters Score: Raw -607052.902929 + Penalty 2774.714761 = -604278.188167 nChanged 0 SP:Iteration 52F (666.549826 sec): 3 clusters Score: Raw -607052.902929 + Penalty 2774.714761 = -604278.188167 nChanged 0 Trying to split cluster 22 (139 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (666.571260 sec): 2 clusters Score: Raw -6054.188621 + Penalty 801.852014 = -5252.336606 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (666.605448 sec): 3 clusters Score: Raw -6287.599528 + Penalty 1603.704028 = -4683.895499 nChanged 24 SP:Iteration 1F (666.647730 sec): 3 clusters Score: Raw -6423.454161 + Penalty 1603.704028 = -4819.750133 nChanged 4 SP:Iteration 2Q (666.693816 sec): 3 clusters Score: Raw -6487.965284 + Penalty 1603.704028 = -4884.261256 nChanged 2 SP:Iteration 3Q (666.742722 sec): 3 clusters Score: Raw -6495.927268 + Penalty 1603.704028 = -4892.223240 nChanged 2 SP:Iteration 4Q (666.789744 sec): 3 clusters Score: Raw -6503.485662 + Penalty 1603.704028 = -4899.781634 nChanged 0 SP:Iteration 5F (666.830460 sec): 3 clusters Score: Raw -6503.485662 + Penalty 1603.704028 = -4899.781634 nChanged 0 Trying to split cluster 23 (1575 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (666.865217 sec): 2 clusters Score: Raw -191145.555135 + Penalty 1196.326715 = -189949.228421 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (666.907756 sec): 3 clusters Score: Raw -190537.167483 + Penalty 2392.653429 = -188144.514053 nChanged 520 SP:Iteration 1F (666.947382 sec): 3 clusters Score: Raw -190906.042000 + Penalty 2392.653429 = -188513.388570 nChanged 137 SP:Iteration 2F (666.994855 sec): 3 clusters Score: Raw -191013.066603 + Penalty 2392.653429 = -188620.413174 nChanged 75 SP:Iteration 3Q (667.036750 sec): 3 clusters Score: Raw -191079.789090 + Penalty 2392.653429 = -188687.135661 nChanged 55 SP:Iteration 4Q (667.094301 sec): 3 clusters Score: Raw -191118.757629 + Penalty 2392.653429 = -188726.104200 nChanged 38 SP:Iteration 5Q (667.136263 sec): 3 clusters Score: Raw -191154.026008 + Penalty 2392.653429 = -188761.372579 nChanged 32 SP:Iteration 6Q (667.194841 sec): 3 clusters Score: Raw -191184.421603 + Penalty 2392.653429 = -188791.768174 nChanged 26 SP:Iteration 7Q (667.235073 sec): 3 clusters Score: Raw -191200.788294 + Penalty 2392.653429 = -188808.134864 nChanged 19 SP:Iteration 8Q (667.287678 sec): 3 clusters Score: Raw -191211.857089 + Penalty 2392.653429 = -188819.203660 nChanged 17 SP:Iteration 9Q (667.345608 sec): 3 clusters Score: Raw -191222.920223 + Penalty 2392.653429 = -188830.266794 nChanged 11 SP:Iteration 10Q (667.381818 sec): 3 clusters Score: Raw -191227.921504 + Penalty 2392.653429 = -188835.268075 nChanged 9 SP:Iteration 11Q (667.439383 sec): 3 clusters Score: Raw -191232.231470 + Penalty 2392.653429 = -188839.578041 nChanged 10 SP:Iteration 12Q (667.480661 sec): 3 clusters Score: Raw -191238.316233 + Penalty 2392.653429 = -188845.662804 nChanged 8 SP:Iteration 13Q (667.531977 sec): 3 clusters Score: Raw -191244.311884 + Penalty 2392.653429 = -188851.658455 nChanged 13 SP:Iteration 14Q (667.571842 sec): 3 clusters Score: Raw -191251.987525 + Penalty 2392.653429 = -188859.334096 nChanged 14 SP:Iteration 15Q (667.622452 sec): 3 clusters Score: Raw -191261.481085 + Penalty 2392.653429 = -188868.827655 nChanged 17 SP:Iteration 16Q (667.659410 sec): 3 clusters Score: Raw -191270.859985 + Penalty 2392.653429 = -188878.206556 nChanged 9 SP:Iteration 17Q (667.715598 sec): 3 clusters Score: Raw -191277.201190 + Penalty 2392.653429 = -188884.547761 nChanged 11 SP:Iteration 18Q (667.752354 sec): 3 clusters Score: Raw -191282.883825 + Penalty 2392.653429 = -188890.230396 nChanged 6 SP:Iteration 19Q (667.798172 sec): 3 clusters Score: Raw -191288.946487 + Penalty 2392.653429 = -188896.293058 nChanged 7 SP:Iteration 20F (667.844061 sec): 3 clusters Score: Raw -191292.090870 + Penalty 2392.653429 = -188899.437441 nChanged 0 Trying to split cluster 24 (188 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (667.870920 sec): 2 clusters Score: Raw -20165.978585 + Penalty 850.921819 = -19315.056766 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (667.915896 sec): 3 clusters Score: Raw -20409.811552 + Penalty 1701.843638 = -18707.967914 nChanged 37 SP:Iteration 1F (667.965726 sec): 3 clusters Score: Raw -20521.822253 + Penalty 1701.843638 = -18819.978615 nChanged 9 SP:Iteration 2Q (668.004977 sec): 3 clusters Score: Raw -20540.357885 + Penalty 1701.843638 = -18838.514247 nChanged 5 SP:Iteration 3Q (668.051922 sec): 3 clusters Score: Raw -20554.353408 + Penalty 1701.843638 = -18852.509770 nChanged 3 SP:Iteration 4Q (668.079504 sec): 3 clusters Score: Raw -20560.534970 + Penalty 1701.843638 = -18858.691332 nChanged 2 SP:Iteration 5Q (668.124859 sec): 3 clusters Score: Raw -20569.968663 + Penalty 1701.843638 = -18868.125025 nChanged 1 SP:Iteration 6Q (668.175393 sec): 3 clusters Score: Raw -20574.615967 + Penalty 1701.843638 = -18872.772329 nChanged 0 SP:Iteration 7F (668.208147 sec): 3 clusters Score: Raw -20574.615967 + Penalty 1701.843638 = -18872.772329 nChanged 0 Trying to split cluster 25 (580 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (668.231757 sec): 2 clusters Score: Raw -64961.166978 + Penalty 1033.992067 = -63927.174911 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (668.268365 sec): 3 clusters Score: Raw -64894.170233 + Penalty 2067.984134 = -62826.186100 nChanged 148 SP:Iteration 1F (668.316864 sec): 3 clusters Score: Raw -65143.202553 + Penalty 2067.984134 = -63075.218420 nChanged 55 SP:Iteration 2F (668.363532 sec): 3 clusters Score: Raw -65308.477805 + Penalty 2067.984134 = -63240.493671 nChanged 41 SP:Iteration 3F (668.420140 sec): 3 clusters Score: Raw -65412.689177 + Penalty 2067.984134 = -63344.705043 nChanged 30 SP:Iteration 4F (668.456018 sec): 3 clusters Score: Raw -65484.299672 + Penalty 2067.984134 = -63416.315539 nChanged 18 SP:Iteration 5Q (668.496865 sec): 3 clusters Score: Raw -65571.589717 + Penalty 2067.984134 = -63503.605584 nChanged 19 SP:Iteration 6Q (668.544688 sec): 3 clusters Score: Raw -65616.091603 + Penalty 2067.984134 = -63548.107470 nChanged 9 SP:Iteration 7Q (668.582632 sec): 3 clusters Score: Raw -65636.006337 + Penalty 2067.984134 = -63568.022203 nChanged 6 SP:Iteration 8Q (668.615559 sec): 3 clusters Score: Raw -65648.323753 + Penalty 2067.984134 = -63580.339619 nChanged 6 SP:Iteration 9Q (668.668299 sec): 3 clusters Score: Raw -65653.847473 + Penalty 2067.984134 = -63585.863340 nChanged 3 SP:Iteration 10Q (668.719549 sec): 3 clusters Score: Raw -65657.487100 + Penalty 2067.984134 = -63589.502966 nChanged 0 SP:Iteration 11F (668.754476 sec): 3 clusters Score: Raw -65657.487100 + Penalty 2067.984134 = -63589.502966 nChanged 0 Trying to split cluster 26 (1096 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (668.779288 sec): 2 clusters Score: Raw -121447.878602 + Penalty 1137.406151 = -120310.472451 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (668.826222 sec): 3 clusters Score: Raw -121099.453942 + Penalty 2274.812302 = -118824.641640 nChanged 320 SP:Iteration 1F (668.871048 sec): 3 clusters Score: Raw -121379.859950 + Penalty 2274.812302 = -119105.047648 nChanged 102 SP:Iteration 2F (668.917690 sec): 3 clusters Score: Raw -121513.225493 + Penalty 2274.812302 = -119238.413192 nChanged 75 SP:Iteration 3F (668.966716 sec): 3 clusters Score: Raw -121634.901898 + Penalty 2274.812302 = -119360.089596 nChanged 55 SP:Iteration 4F (669.012155 sec): 3 clusters Score: Raw -121732.764684 + Penalty 2274.812302 = -119457.952382 nChanged 52 SP:Iteration 5Q (669.054232 sec): 3 clusters Score: Raw -121808.224706 + Penalty 2274.812302 = -119533.412404 nChanged 37 SP:Iteration 6Q (669.108301 sec): 3 clusters Score: Raw -121863.773542 + Penalty 2274.812302 = -119588.961240 nChanged 30 SP:Iteration 7Q (669.151934 sec): 3 clusters Score: Raw -121903.238680 + Penalty 2274.812302 = -119628.426378 nChanged 23 SP:Iteration 8Q (669.196913 sec): 3 clusters Score: Raw -121929.265577 + Penalty 2274.812302 = -119654.453276 nChanged 19 SP:Iteration 9Q (669.239059 sec): 3 clusters Score: Raw -121958.079714 + Penalty 2274.812302 = -119683.267412 nChanged 21 SP:Iteration 10Q (669.278228 sec): 3 clusters Score: Raw -121988.669259 + Penalty 2274.812302 = -119713.856957 nChanged 23 SP:Iteration 11Q (669.326868 sec): 3 clusters Score: Raw -122024.613717 + Penalty 2274.812302 = -119749.801415 nChanged 22 SP:Iteration 12Q (669.376087 sec): 3 clusters Score: Raw -122087.162141 + Penalty 2274.812302 = -119812.349839 nChanged 31 SP:Iteration 13Q (669.416140 sec): 3 clusters Score: Raw -122156.826781 + Penalty 2274.812302 = -119882.014479 nChanged 20 SP:Iteration 14Q (669.463267 sec): 3 clusters Score: Raw -122208.517321 + Penalty 2274.812302 = -119933.705019 nChanged 21 SP:Iteration 15Q (669.514492 sec): 3 clusters Score: Raw -122277.319265 + Penalty 2274.812302 = -120002.506963 nChanged 22 SP:Iteration 16Q (669.560960 sec): 3 clusters Score: Raw -122306.977080 + Penalty 2274.812302 = -120032.164778 nChanged 11 SP:Iteration 17Q (669.602304 sec): 3 clusters Score: Raw -122332.619654 + Penalty 2274.812302 = -120057.807352 nChanged 8 SP:Iteration 18Q (669.658906 sec): 3 clusters Score: Raw -122347.729109 + Penalty 2274.812302 = -120072.916807 nChanged 7 SP:Iteration 19Q (669.696710 sec): 3 clusters Score: Raw -122353.325323 + Penalty 2274.812302 = -120078.513022 nChanged 3 SP:Iteration 20F (669.746899 sec): 3 clusters Score: Raw -122354.354427 + Penalty 2274.812302 = -120079.542125 nChanged 1 SP:Iteration 21Q (669.791824 sec): 3 clusters Score: Raw -122355.009117 + Penalty 2274.812302 = -120080.196815 nChanged 0 SP:Iteration 22F (669.833477 sec): 3 clusters Score: Raw -122355.009117 + Penalty 2274.812302 = -120080.196815 nChanged 0 Time taken for this iteration:258.090486 seconds. 21->27 Clusters: Score -7575493.923160, best is -7577687.171980 Main iterations: 313 (time per iteration =1346.449890 ms) Total iterations: 6925 (time per iteration =60.857591 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 32075123328.000000 (time per metric unit =13.139118ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 769802959872.000000 (time per metric unit=547.463231ps) That took 421.438816 seconds.