FileBase DT2_rPPC_rCCG_2016um_290um_20160214_160214_105540 ElecNo 5 UseFeatures DropLastNFeatures 1 UseDistributional 0 MaskStarts 500 MinClusters 20 MaxClusters 21 MaxPossibleClusters 50 nStarts 1 StartCluFile SplitEvery 40 SplitFirst 20 PenaltyK 0.000000 PenaltyKLogN 1.000000 Subset 1 FullStepEvery 20 MaxIter 10000 RandomSeed 1 Debug 0 SplitInfo 1 Verbose 1 DistDump 0 DistThresh 6.907755 ChangedThresh 0.050000 Log 1 SaveTempCluEveryIter 0 Screen 1 PriorPoint 1 SaveSorted 0 SaveCovarianceMeans 0 UseMaskedInitialConditions 0 AssignToFirstClosestMask 0 RamLimitGB 0.000000 AlwaysSplitBimodal 0 PointsForClusterMask 10.000000 MinMaskOverlap 0.000000 help 0 help 0 Starting KlustaKwik. Version: 0.3.0-nogit Setting RAM limit to total physical memory, 31.37 GB. Expected memory usage by array (largest first): Array AllVector2Mean will use between 0.39 and 0.58 GB. - 8 bytes per element (scalar), 25979256 elements when full. - Memory usage scales as nPoints*nDims. Array LogP will use between 0.27 and 0.40 GB. - 8 bytes per element (scalar), 18041150 elements when full. - Memory usage scales as MaxPossibleClusters*nPoints. Array Data will use between 0.10 and 0.15 GB. - 2 bytes per element (data_int), 25979256 elements when full. - Memory usage scales as nPoints*nDims. Array Masks will use between 0.05 and 0.07 GB. - 1 bytes per element (char), 25979256 elements when full. - Memory usage scales as nPoints*nDims. Array CharFloatMasks will use between 0.05 and 0.07 GB. - 1 bytes per element (char), 25979256 elements when full. - Memory usage scales as nPoints*nDims. Array Cov will use between 0.00 and 0.01 GB. - 8 bytes per element (scalar), 259200 elements when full. - Memory usage scales as MaxPossibleClusters*nDims*nDims. Note that nPoints=360823, nDims=72, MaxPossibleClusters=50 Total memory usage will be between 0.85 and 1.28 GB. RAM limit is set at 31.37 GB. ---------------------------------------------------------- Loaded 360823 data points of dimension 72. MEMO: A lower score indicates a better clustering Starting from 20 clusters... ------ Clustering full data set of 360823 points ------ SP: Assigned 20 initial classes randomly. Deleting Class 12 (461 points): Lose 500.749827 but Gain 17281.190868 Iteration 0F (23.231023 sec): 19 clusters Score: Raw -136192616.142997 + Penalty 311061.435626 = -135881554.707371 nChanged 340411 Deleting Class 18 (1470 points): Lose 2628.264953 but Gain 17281.190868 Iteration 1F (35.537053 sec): 18 clusters Score: Raw -139402842.611237 + Penalty 293780.244758 = -139109062.366479 nChanged 125381 Deleting Class 6 (3667 points): Lose 5333.561869 but Gain 17281.190868 Iteration 2F (46.843076 sec): 17 clusters Score: Raw -139703226.642445 + Penalty 276499.053890 = -139426727.588555 nChanged 47423 Deleting Class 14 (1919 points): Lose 6486.302564 but Gain 17281.190868 Iteration 3F (57.508851 sec): 16 clusters Score: Raw -139790792.006514 + Penalty 259217.863022 = -139531574.143492 nChanged 22381 Deleting Class 9 (3104 points): Lose 8273.154451 but Gain 17281.190868 Iteration 4F (67.555434 sec): 15 clusters Score: Raw -139835158.218985 + Penalty 241936.672153 = -139593221.546831 nChanged 16940 Unmasked E-step: Deleting class 4 (250 points): covariance matrix is singular Unmasked E-step: Deleting class 5 (165 points): covariance matrix is singular Deleting Class 1 (652 points): Lose 10428.843813 but Gain 17281.190868 Iteration 5Q (70.724483 sec): 12 clusters Score: Raw -139849214.076091 + Penalty 190093.099549 = -139659120.976542 nChanged 10811 Deleting Class 8 (118 points): Lose 14081.574461 but Gain 17281.190868 Iteration 6Q (74.033067 sec): 11 clusters Score: Raw -139697365.257794 + Penalty 172811.908681 = -139524553.349113 nChanged 8950 Iteration 7F (81.150353 sec): 11 clusters Score: Raw -139735898.934123 + Penalty 172811.908681 = -139563087.025442 nChanged 7127 Iteration 8Q (84.422992 sec): 11 clusters Score: Raw -139746218.011327 + Penalty 172811.908681 = -139573406.102646 nChanged 6471 Iteration 9Q (87.529779 sec): 11 clusters Score: Raw -139752299.530591 + Penalty 172811.908681 = -139579487.621910 nChanged 6451 Iteration 10Q (90.786492 sec): 11 clusters Score: Raw -139758334.348608 + Penalty 172811.908681 = -139585522.439927 nChanged 7039 Iteration 11Q (94.079988 sec): 11 clusters Score: Raw -139766541.414511 + Penalty 172811.908681 = -139593729.505830 nChanged 7941 Iteration 12Q (97.135343 sec): 11 clusters Score: Raw -139774862.715039 + Penalty 172811.908681 = -139602050.806358 nChanged 8439 Iteration 13Q (100.050623 sec): 11 clusters Score: Raw -139781782.584330 + Penalty 172811.908681 = -139608970.675649 nChanged 8566 Iteration 14Q (103.023874 sec): 11 clusters Score: Raw -139788325.542276 + Penalty 172811.908681 = -139615513.633595 nChanged 8757 Iteration 15Q (106.044230 sec): 11 clusters Score: Raw -139794699.977169 + Penalty 172811.908681 = -139621888.068488 nChanged 8480 Iteration 16Q (108.997340 sec): 11 clusters Score: Raw -139800302.808515 + Penalty 172811.908681 = -139627490.899834 nChanged 8105 Iteration 17Q (111.909878 sec): 11 clusters Score: Raw -139804735.416791 + Penalty 172811.908681 = -139631923.508110 nChanged 7142 Iteration 18Q (114.915918 sec): 11 clusters Score: Raw -139807886.987859 + Penalty 172811.908681 = -139635075.079178 nChanged 6164 Iteration 19Q (117.686805 sec): 11 clusters Score: Raw -139810290.816749 + Penalty 172811.908681 = -139637478.908068 nChanged 5521 Writing temp clu file Because OldScore, -139635075.079178, is greater than current (better) Score,-139637478.908068 Compute initial score before splitting: Score: Raw -139810290.816749 + Penalty 172811.908681 = -139637478.908068 Trying to split cluster 2 (13396 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (118.564733 sec): 2 clusters Score: Raw -5148765.598361 + Penalty 12833.411792 = -5135932.186570 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (118.667181 sec): 3 clusters Score: Raw -5143376.463117 + Penalty 25666.823583 = -5117709.639534 nChanged 4362 SP:Iteration 1F (118.776318 sec): 3 clusters Score: Raw -5146225.045519 + Penalty 25666.823583 = -5120558.221936 nChanged 986 SP:Iteration 2F (118.887527 sec): 3 clusters Score: Raw -5146929.873246 + Penalty 25666.823583 = -5121263.049663 nChanged 545 SP:Iteration 3Q (118.987557 sec): 3 clusters Score: Raw -5147300.274422 + Penalty 25666.823583 = -5121633.450839 nChanged 359 SP:Iteration 4Q (119.085599 sec): 3 clusters Score: Raw -5147541.986028 + Penalty 25666.823583 = -5121875.162445 nChanged 263 SP:Iteration 5Q (119.196679 sec): 3 clusters Score: Raw -5147712.862413 + Penalty 25666.823583 = -5122046.038830 nChanged 227 SP:Iteration 6Q (119.310065 sec): 3 clusters Score: Raw -5147844.536516 + Penalty 25666.823583 = -5122177.712933 nChanged 177 SP:Iteration 7Q (119.424333 sec): 3 clusters Score: Raw -5147946.488005 + Penalty 25666.823583 = -5122279.664422 nChanged 133 SP:Iteration 8Q (119.523679 sec): 3 clusters Score: Raw -5148024.606020 + Penalty 25666.823583 = -5122357.782437 nChanged 119 SP:Iteration 9Q (119.634330 sec): 3 clusters Score: Raw -5148093.087304 + Penalty 25666.823583 = -5122426.263721 nChanged 103 SP:Iteration 10Q (119.729124 sec): 3 clusters Score: Raw -5148149.571704 + Penalty 25666.823583 = -5122482.748121 nChanged 90 SP:Iteration 11Q (119.818581 sec): 3 clusters Score: Raw -5148195.467938 + Penalty 25666.823583 = -5122528.644355 nChanged 76 SP:Iteration 12Q (119.931484 sec): 3 clusters Score: Raw -5148234.989112 + Penalty 25666.823583 = -5122568.165529 nChanged 65 SP:Iteration 13Q (120.045370 sec): 3 clusters Score: Raw -5148268.546553 + Penalty 25666.823583 = -5122601.722970 nChanged 53 SP:Iteration 14Q (120.151738 sec): 3 clusters Score: Raw -5148298.699515 + Penalty 25666.823583 = -5122631.875932 nChanged 44 SP:Iteration 15Q (120.242412 sec): 3 clusters Score: Raw -5148322.579125 + Penalty 25666.823583 = -5122655.755542 nChanged 48 SP:Iteration 16Q (120.339155 sec): 3 clusters Score: Raw -5148346.803789 + Penalty 25666.823583 = -5122679.980206 nChanged 38 SP:Iteration 17Q (120.442968 sec): 3 clusters Score: Raw -5148362.104507 + Penalty 25666.823583 = -5122695.280924 nChanged 27 SP:Iteration 18Q (120.544447 sec): 3 clusters Score: Raw -5148374.118666 + Penalty 25666.823583 = -5122707.295083 nChanged 25 SP:Iteration 19Q (120.650401 sec): 3 clusters Score: Raw -5148384.818238 + Penalty 25666.823583 = -5122717.994655 nChanged 24 SP:Iteration 20F (120.766396 sec): 3 clusters Score: Raw -5148396.765500 + Penalty 25666.823583 = -5122729.941917 nChanged 27 SP:Iteration 21Q (120.864782 sec): 3 clusters Score: Raw -5148410.982502 + Penalty 25666.823583 = -5122744.158919 nChanged 28 SP:Iteration 22Q (120.959417 sec): 3 clusters Score: Raw -5148424.789918 + Penalty 25666.823583 = -5122757.966335 nChanged 22 SP:Iteration 23Q (121.056971 sec): 3 clusters Score: Raw -5148434.466366 + Penalty 25666.823583 = -5122767.642783 nChanged 28 SP:Iteration 24Q (121.161352 sec): 3 clusters Score: Raw -5148449.074899 + Penalty 25666.823583 = -5122782.251316 nChanged 27 SP:Iteration 25Q (121.250138 sec): 3 clusters Score: Raw -5148464.188165 + Penalty 25666.823583 = -5122797.364582 nChanged 31 SP:Iteration 26Q (121.342516 sec): 3 clusters Score: Raw -5148480.294072 + Penalty 25666.823583 = -5122813.470489 nChanged 37 SP:Iteration 27Q (121.450214 sec): 3 clusters Score: Raw -5148499.505474 + Penalty 25666.823583 = -5122832.681891 nChanged 35 SP:Iteration 28Q (121.568443 sec): 3 clusters Score: Raw -5148517.667393 + Penalty 25666.823583 = -5122850.843810 nChanged 29 SP:Iteration 29Q (121.673629 sec): 3 clusters Score: Raw -5148533.190505 + Penalty 25666.823583 = -5122866.366922 nChanged 37 SP:Iteration 30Q (121.793743 sec): 3 clusters Score: Raw -5148550.476583 + Penalty 25666.823583 = -5122883.653000 nChanged 30 SP:Iteration 31Q (121.903329 sec): 3 clusters Score: Raw -5148567.044946 + Penalty 25666.823583 = -5122900.221363 nChanged 32 SP:Iteration 32Q (122.016589 sec): 3 clusters Score: Raw -5148584.531753 + Penalty 25666.823583 = -5122917.708170 nChanged 35 SP:Iteration 33Q (122.122527 sec): 3 clusters Score: Raw -5148602.965331 + Penalty 25666.823583 = -5122936.141748 nChanged 40 SP:Iteration 34Q (122.223645 sec): 3 clusters Score: Raw -5148624.067515 + Penalty 25666.823583 = -5122957.243932 nChanged 36 SP:Iteration 35Q (122.336780 sec): 3 clusters Score: Raw -5148641.275946 + Penalty 25666.823583 = -5122974.452363 nChanged 39 SP:Iteration 36Q (122.445229 sec): 3 clusters Score: Raw -5148663.168076 + Penalty 25666.823583 = -5122996.344493 nChanged 45 SP:Iteration 37Q (122.550308 sec): 3 clusters Score: Raw -5148691.568855 + Penalty 25666.823583 = -5123024.745272 nChanged 53 SP:Iteration 38Q (122.650254 sec): 3 clusters Score: Raw -5148722.104705 + Penalty 25666.823583 = -5123055.281122 nChanged 62 SP:Iteration 39Q (122.762066 sec): 3 clusters Score: Raw -5148761.963812 + Penalty 25666.823583 = -5123095.140229 nChanged 60 SP:Iteration 40F (122.863895 sec): 3 clusters Score: Raw -5148798.557075 + Penalty 25666.823583 = -5123131.733492 nChanged 73 SP:Iteration 41Q (122.977169 sec): 3 clusters Score: Raw -5148845.949854 + Penalty 25666.823583 = -5123179.126271 nChanged 84 SP:Iteration 42Q (123.087357 sec): 3 clusters Score: Raw -5148901.327899 + Penalty 25666.823583 = -5123234.504316 nChanged 98 SP:Iteration 43Q (123.193356 sec): 3 clusters Score: Raw -5148960.007182 + Penalty 25666.823583 = -5123293.183599 nChanged 93 SP:Iteration 44Q (123.307399 sec): 3 clusters Score: Raw -5149019.367190 + Penalty 25666.823583 = -5123352.543607 nChanged 107 SP:Iteration 45Q (123.416768 sec): 3 clusters Score: Raw -5149086.726327 + Penalty 25666.823583 = -5123419.902744 nChanged 108 SP:Iteration 46Q (123.512385 sec): 3 clusters Score: Raw -5149154.084932 + Penalty 25666.823583 = -5123487.261349 nChanged 116 SP:Iteration 47Q (123.604542 sec): 3 clusters Score: Raw -5149222.471523 + Penalty 25666.823583 = -5123555.647940 nChanged 115 SP:Iteration 48Q (123.693738 sec): 3 clusters Score: Raw -5149303.940612 + Penalty 25666.823583 = -5123637.117029 nChanged 118 SP:Iteration 49Q (123.785017 sec): 3 clusters Score: Raw -5149382.077859 + Penalty 25666.823583 = -5123715.254276 nChanged 102 SP:Iteration 50Q (123.883604 sec): 3 clusters Score: Raw -5149443.819139 + Penalty 25666.823583 = -5123776.995556 nChanged 98 SP:Iteration 51Q (123.983410 sec): 3 clusters Score: Raw -5149504.737533 + Penalty 25666.823583 = -5123837.913950 nChanged 112 SP:Iteration 52Q (124.082963 sec): 3 clusters Score: Raw -5149568.549966 + Penalty 25666.823583 = -5123901.726383 nChanged 93 SP:Iteration 53Q (124.187965 sec): 3 clusters Score: Raw -5149623.294593 + Penalty 25666.823583 = -5123956.471010 nChanged 99 SP:Iteration 54Q (124.301527 sec): 3 clusters Score: Raw -5149686.376814 + Penalty 25666.823583 = -5124019.553231 nChanged 102 SP:Iteration 55Q (124.414124 sec): 3 clusters Score: Raw -5149750.873080 + Penalty 25666.823583 = -5124084.049497 nChanged 101 SP:Iteration 56Q (124.524699 sec): 3 clusters Score: Raw -5149812.328822 + Penalty 25666.823583 = -5124145.505239 nChanged 78 SP:Iteration 57Q (124.632954 sec): 3 clusters Score: Raw -5149859.297871 + Penalty 25666.823583 = -5124192.474288 nChanged 81 SP:Iteration 58Q (124.737200 sec): 3 clusters Score: Raw -5149905.481818 + Penalty 25666.823583 = -5124238.658235 nChanged 63 SP:Iteration 59Q (124.839610 sec): 3 clusters Score: Raw -5149940.784073 + Penalty 25666.823583 = -5124273.960490 nChanged 69 SP:Iteration 60F (124.948953 sec): 3 clusters Score: Raw -5149976.925092 + Penalty 25666.823583 = -5124310.101509 nChanged 64 SP:Iteration 61Q (125.059806 sec): 3 clusters Score: Raw -5150012.301767 + Penalty 25666.823583 = -5124345.478184 nChanged 64 SP:Iteration 62Q (125.169092 sec): 3 clusters Score: Raw -5150046.189601 + Penalty 25666.823583 = -5124379.366018 nChanged 62 SP:Iteration 63Q (125.277266 sec): 3 clusters Score: Raw -5150077.575450 + Penalty 25666.823583 = -5124410.751867 nChanged 55 SP:Iteration 64Q (125.377787 sec): 3 clusters Score: Raw -5150109.219584 + Penalty 25666.823583 = -5124442.396001 nChanged 63 SP:Iteration 65Q (125.467045 sec): 3 clusters Score: Raw -5150142.863126 + Penalty 25666.823583 = -5124476.039543 nChanged 49 SP:Iteration 66Q (125.564885 sec): 3 clusters Score: Raw -5150170.411015 + Penalty 25666.823583 = -5124503.587432 nChanged 38 SP:Iteration 67Q (125.670415 sec): 3 clusters Score: Raw -5150189.068344 + Penalty 25666.823583 = -5124522.244761 nChanged 33 SP:Iteration 68Q (125.777215 sec): 3 clusters Score: Raw -5150206.052171 + Penalty 25666.823583 = -5124539.228588 nChanged 43 SP:Iteration 69Q (125.892698 sec): 3 clusters Score: Raw -5150232.144480 + Penalty 25666.823583 = -5124565.320897 nChanged 45 SP:Iteration 70Q (126.002830 sec): 3 clusters Score: Raw -5150255.356598 + Penalty 25666.823583 = -5124588.533015 nChanged 33 SP:Iteration 71Q (126.110188 sec): 3 clusters Score: Raw -5150272.404128 + Penalty 25666.823583 = -5124605.580545 nChanged 30 SP:Iteration 72Q (126.210985 sec): 3 clusters Score: Raw -5150290.027232 + Penalty 25666.823583 = -5124623.203649 nChanged 31 SP:Iteration 73Q (126.322701 sec): 3 clusters Score: Raw -5150306.235396 + Penalty 25666.823583 = -5124639.411813 nChanged 30 SP:Iteration 74Q (126.432022 sec): 3 clusters Score: Raw -5150321.140929 + Penalty 25666.823583 = -5124654.317346 nChanged 30 SP:Iteration 75Q (126.531335 sec): 3 clusters Score: Raw -5150335.203438 + Penalty 25666.823583 = -5124668.379855 nChanged 27 SP:Iteration 76Q (126.643690 sec): 3 clusters Score: Raw -5150351.491651 + Penalty 25666.823583 = -5124684.668068 nChanged 30 SP:Iteration 77Q (126.748279 sec): 3 clusters Score: Raw -5150367.567605 + Penalty 25666.823583 = -5124700.744022 nChanged 30 SP:Iteration 78Q (126.849477 sec): 3 clusters Score: Raw -5150384.129653 + Penalty 25666.823583 = -5124717.306070 nChanged 25 SP:Iteration 79Q (126.945719 sec): 3 clusters Score: Raw -5150398.140167 + Penalty 25666.823583 = -5124731.316584 nChanged 37 SP:Iteration 80F (127.055131 sec): 3 clusters Score: Raw -5150418.601738 + Penalty 25666.823583 = -5124751.778155 nChanged 27 SP:Iteration 81Q (127.140919 sec): 3 clusters Score: Raw -5150431.115568 + Penalty 25666.823583 = -5124764.291985 nChanged 24 SP:Iteration 82Q (127.240623 sec): 3 clusters Score: Raw -5150442.318602 + Penalty 25666.823583 = -5124775.495019 nChanged 28 SP:Iteration 83Q (127.336418 sec): 3 clusters Score: Raw -5150457.326041 + Penalty 25666.823583 = -5124790.502458 nChanged 22 SP:Iteration 84Q (127.452047 sec): 3 clusters Score: Raw -5150467.897109 + Penalty 25666.823583 = -5124801.073526 nChanged 17 SP:Iteration 85Q (127.562901 sec): 3 clusters Score: Raw -5150475.656475 + Penalty 25666.823583 = -5124808.832892 nChanged 18 SP:Iteration 86Q (127.674272 sec): 3 clusters Score: Raw -5150483.637799 + Penalty 25666.823583 = -5124816.814216 nChanged 11 SP:Iteration 87Q (127.774051 sec): 3 clusters Score: Raw -5150488.683630 + Penalty 25666.823583 = -5124821.860047 nChanged 12 SP:Iteration 88Q (127.873923 sec): 3 clusters Score: Raw -5150494.869403 + Penalty 25666.823583 = -5124828.045820 nChanged 10 SP:Iteration 89Q (127.968375 sec): 3 clusters Score: Raw -5150498.994172 + Penalty 25666.823583 = -5124832.170589 nChanged 7 SP:Iteration 90Q (128.080992 sec): 3 clusters Score: Raw -5150502.603276 + Penalty 25666.823583 = -5124835.779693 nChanged 4 SP:Iteration 91Q (128.188402 sec): 3 clusters Score: Raw -5150504.753364 + Penalty 25666.823583 = -5124837.929781 nChanged 8 SP:Iteration 92Q (128.294117 sec): 3 clusters Score: Raw -5150508.317753 + Penalty 25666.823583 = -5124841.494170 nChanged 6 SP:Iteration 93Q (128.403862 sec): 3 clusters Score: Raw -5150511.227796 + Penalty 25666.823583 = -5124844.404213 nChanged 6 SP:Iteration 94Q (128.506051 sec): 3 clusters Score: Raw -5150513.957208 + Penalty 25666.823583 = -5124847.133625 nChanged 5 SP:Iteration 95Q (128.611342 sec): 3 clusters Score: Raw -5150516.095269 + Penalty 25666.823583 = -5124849.271686 nChanged 4 SP:Iteration 96Q (128.719616 sec): 3 clusters Score: Raw -5150517.990222 + Penalty 25666.823583 = -5124851.166639 nChanged 6 SP:Iteration 97Q (128.838639 sec): 3 clusters Score: Raw -5150520.329630 + Penalty 25666.823583 = -5124853.506047 nChanged 4 SP:Iteration 98Q (128.951413 sec): 3 clusters Score: Raw -5150522.030712 + Penalty 25666.823583 = -5124855.207129 nChanged 2 SP:Iteration 99Q (129.045934 sec): 3 clusters Score: Raw -5150522.826139 + Penalty 25666.823583 = -5124856.002556 nChanged 5 SP:Iteration 100F (129.156889 sec): 3 clusters Score: Raw -5150526.687128 + Penalty 25666.823583 = -5124859.863545 nChanged 6 SP:Iteration 101Q (129.250800 sec): 3 clusters Score: Raw -5150529.091588 + Penalty 25666.823583 = -5124862.268005 nChanged 2 SP:Iteration 102Q (129.360172 sec): 3 clusters Score: Raw -5150530.360180 + Penalty 25666.823583 = -5124863.536597 nChanged 3 SP:Iteration 103Q (129.455038 sec): 3 clusters Score: Raw -5150531.570196 + Penalty 25666.823583 = -5124864.746613 nChanged 2 SP:Iteration 104Q (129.561079 sec): 3 clusters Score: Raw -5150532.630506 + Penalty 25666.823583 = -5124865.806923 nChanged 6 SP:Iteration 105Q (129.669749 sec): 3 clusters Score: Raw -5150535.604368 + Penalty 25666.823583 = -5124868.780785 nChanged 8 SP:Iteration 106Q (129.766500 sec): 3 clusters Score: Raw -5150539.427909 + Penalty 25666.823583 = -5124872.604326 nChanged 7 SP:Iteration 107Q (129.883796 sec): 3 clusters Score: Raw -5150543.124396 + Penalty 25666.823583 = -5124876.300813 nChanged 14 SP:Iteration 108Q (129.994574 sec): 3 clusters Score: Raw -5150549.369574 + Penalty 25666.823583 = -5124882.545991 nChanged 10 SP:Iteration 109Q (130.103847 sec): 3 clusters Score: Raw -5150554.036845 + Penalty 25666.823583 = -5124887.213262 nChanged 11 SP:Iteration 110Q (130.200667 sec): 3 clusters Score: Raw -5150559.373605 + Penalty 25666.823583 = -5124892.550022 nChanged 12 SP:Iteration 111Q (130.316669 sec): 3 clusters Score: Raw -5150564.283591 + Penalty 25666.823583 = -5124897.460008 nChanged 7 SP:Iteration 112Q (130.420304 sec): 3 clusters Score: Raw -5150567.671659 + Penalty 25666.823583 = -5124900.848076 nChanged 11 SP:Iteration 113Q (130.519661 sec): 3 clusters Score: Raw -5150572.944744 + Penalty 25666.823583 = -5124906.121161 nChanged 7 SP:Iteration 114Q (130.616292 sec): 3 clusters Score: Raw -5150575.766838 + Penalty 25666.823583 = -5124908.943255 nChanged 10 SP:Iteration 115Q (130.711629 sec): 3 clusters Score: Raw -5150581.248344 + Penalty 25666.823583 = -5124914.424761 nChanged 10 SP:Iteration 116Q (130.808692 sec): 3 clusters Score: Raw -5150586.064699 + Penalty 25666.823583 = -5124919.241116 nChanged 10 SP:Iteration 117Q (130.904674 sec): 3 clusters Score: Raw -5150591.894973 + Penalty 25666.823583 = -5124925.071390 nChanged 12 SP:Iteration 118Q (131.006037 sec): 3 clusters Score: Raw -5150597.341684 + Penalty 25666.823583 = -5124930.518101 nChanged 17 SP:Iteration 119Q (131.108255 sec): 3 clusters Score: Raw -5150605.565537 + Penalty 25666.823583 = -5124938.741954 nChanged 19 SP:Iteration 120F (131.216626 sec): 3 clusters Score: Raw -5150616.260021 + Penalty 25666.823583 = -5124949.436438 nChanged 24 SP:Iteration 121Q (131.326817 sec): 3 clusters Score: Raw -5150629.455976 + Penalty 25666.823583 = -5124962.632393 nChanged 21 SP:Iteration 122Q (131.438088 sec): 3 clusters Score: Raw -5150639.179465 + Penalty 25666.823583 = -5124972.355882 nChanged 19 SP:Iteration 123Q (131.543831 sec): 3 clusters Score: Raw -5150648.436949 + Penalty 25666.823583 = -5124981.613366 nChanged 14 SP:Iteration 124Q (131.654895 sec): 3 clusters Score: Raw -5150654.390913 + Penalty 25666.823583 = -5124987.567330 nChanged 14 SP:Iteration 125Q (131.757116 sec): 3 clusters Score: Raw -5150660.977796 + Penalty 25666.823583 = -5124994.154213 nChanged 5 SP:Iteration 126Q (131.850896 sec): 3 clusters Score: Raw -5150662.459742 + Penalty 25666.823583 = -5124995.636159 nChanged 6 SP:Iteration 127Q (131.964343 sec): 3 clusters Score: Raw -5150665.956866 + Penalty 25666.823583 = -5124999.133283 nChanged 2 SP:Iteration 128Q (132.062648 sec): 3 clusters Score: Raw -5150666.487323 + Penalty 25666.823583 = -5124999.663740 nChanged 0 SP:Iteration 129F (132.172000 sec): 3 clusters Score: Raw -5150666.487323 + Penalty 25666.823583 = -5124999.663740 nChanged 0 Trying to split cluster 3 (29408 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (132.365486 sec): 2 clusters Score: Raw -11612474.907352 + Penalty 13895.324245 = -11598579.583107 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (132.559538 sec): 3 clusters Score: Raw -11598271.269287 + Penalty 27790.648490 = -11570480.620797 nChanged 11298 SP:Iteration 1F (132.749241 sec): 3 clusters Score: Raw -11604526.638629 + Penalty 27790.648490 = -11576735.990139 nChanged 2138 SP:Iteration 2F (132.940606 sec): 3 clusters Score: Raw -11605777.676250 + Penalty 27790.648490 = -11577987.027760 nChanged 1540 SP:Iteration 3F (133.138448 sec): 3 clusters Score: Raw -11606669.995492 + Penalty 27790.648490 = -11578879.347002 nChanged 1263 SP:Iteration 4Q (133.332509 sec): 3 clusters Score: Raw -11607463.842145 + Penalty 27790.648490 = -11579673.193655 nChanged 1215 SP:Iteration 5Q (133.533534 sec): 3 clusters Score: Raw -11608291.822713 + Penalty 27790.648490 = -11580501.174223 nChanged 1211 SP:Iteration 6Q (133.718108 sec): 3 clusters Score: Raw -11609204.654063 + Penalty 27790.648490 = -11581414.005573 nChanged 1316 SP:Iteration 7Q (133.893210 sec): 3 clusters Score: Raw -11610238.389379 + Penalty 27790.648490 = -11582447.740889 nChanged 1360 SP:Iteration 8Q (134.062695 sec): 3 clusters Score: Raw -11611296.235231 + Penalty 27790.648490 = -11583505.586741 nChanged 1316 SP:Iteration 9Q (134.260581 sec): 3 clusters Score: Raw -11612319.260638 + Penalty 27790.648490 = -11584528.612148 nChanged 1255 SP:Iteration 10Q (134.461323 sec): 3 clusters Score: Raw -11613213.744522 + Penalty 27790.648490 = -11585423.096032 nChanged 1124 SP:Iteration 11Q (134.648709 sec): 3 clusters Score: Raw -11613933.104693 + Penalty 27790.648490 = -11586142.456203 nChanged 900 SP:Iteration 12Q (134.844429 sec): 3 clusters Score: Raw -11614412.991489 + Penalty 27790.648490 = -11586622.342999 nChanged 700 SP:Iteration 13Q (135.040373 sec): 3 clusters Score: Raw -11614757.666553 + Penalty 27790.648490 = -11586967.018063 nChanged 548 SP:Iteration 14Q (135.231272 sec): 3 clusters Score: Raw -11614996.416715 + Penalty 27790.648490 = -11587205.768225 nChanged 407 SP:Iteration 15Q (135.422971 sec): 3 clusters Score: Raw -11615159.961363 + Penalty 27790.648490 = -11587369.312873 nChanged 302 SP:Iteration 16Q (135.620955 sec): 3 clusters Score: Raw -11615272.537601 + Penalty 27790.648490 = -11587481.889111 nChanged 236 SP:Iteration 17Q (135.793933 sec): 3 clusters Score: Raw -11615359.132956 + Penalty 27790.648490 = -11587568.484466 nChanged 189 SP:Iteration 18Q (135.969723 sec): 3 clusters Score: Raw -11615420.345142 + Penalty 27790.648490 = -11587629.696652 nChanged 171 SP:Iteration 19Q (136.143261 sec): 3 clusters Score: Raw -11615472.737219 + Penalty 27790.648490 = -11587682.088729 nChanged 135 SP:Iteration 20F (136.336174 sec): 3 clusters Score: Raw -11615515.166953 + Penalty 27790.648490 = -11587724.518463 nChanged 102 SP:Iteration 21Q (136.524014 sec): 3 clusters Score: Raw -11615546.918319 + Penalty 27790.648490 = -11587756.269829 nChanged 83 SP:Iteration 22Q (136.707357 sec): 3 clusters Score: Raw -11615570.944088 + Penalty 27790.648490 = -11587780.295598 nChanged 77 SP:Iteration 23Q (136.888880 sec): 3 clusters Score: Raw -11615593.707719 + Penalty 27790.648490 = -11587803.059229 nChanged 75 SP:Iteration 24Q (137.057717 sec): 3 clusters Score: Raw -11615616.177234 + Penalty 27790.648490 = -11587825.528744 nChanged 66 SP:Iteration 25Q (137.229582 sec): 3 clusters Score: Raw -11615635.334179 + Penalty 27790.648490 = -11587844.685689 nChanged 54 SP:Iteration 26Q (137.406840 sec): 3 clusters Score: Raw -11615649.601388 + Penalty 27790.648490 = -11587858.952898 nChanged 51 SP:Iteration 27Q (137.575509 sec): 3 clusters Score: Raw -11615664.434771 + Penalty 27790.648490 = -11587873.786281 nChanged 46 SP:Iteration 28Q (137.778783 sec): 3 clusters Score: Raw -11615675.832851 + Penalty 27790.648490 = -11587885.184361 nChanged 35 SP:Iteration 29Q (137.971093 sec): 3 clusters Score: Raw -11615685.699814 + Penalty 27790.648490 = -11587895.051324 nChanged 36 SP:Iteration 30Q (138.167707 sec): 3 clusters Score: Raw -11615694.513334 + Penalty 27790.648490 = -11587903.864844 nChanged 30 SP:Iteration 31Q (138.354037 sec): 3 clusters Score: Raw -11615702.521969 + Penalty 27790.648490 = -11587911.873479 nChanged 32 SP:Iteration 32Q (138.549079 sec): 3 clusters Score: Raw -11615709.483436 + Penalty 27790.648490 = -11587918.834946 nChanged 23 SP:Iteration 33Q (138.742181 sec): 3 clusters Score: Raw -11615714.796207 + Penalty 27790.648490 = -11587924.147717 nChanged 14 SP:Iteration 34Q (138.934119 sec): 3 clusters Score: Raw -11615718.972516 + Penalty 27790.648490 = -11587928.324026 nChanged 25 SP:Iteration 35Q (139.128658 sec): 3 clusters Score: Raw -11615724.407454 + Penalty 27790.648490 = -11587933.758964 nChanged 15 SP:Iteration 36Q (139.305537 sec): 3 clusters Score: Raw -11615728.874420 + Penalty 27790.648490 = -11587938.225930 nChanged 18 SP:Iteration 37Q (139.482868 sec): 3 clusters Score: Raw -11615733.093630 + Penalty 27790.648490 = -11587942.445140 nChanged 15 SP:Iteration 38Q (139.656764 sec): 3 clusters Score: Raw -11615736.826425 + Penalty 27790.648490 = -11587946.177936 nChanged 18 SP:Iteration 39Q (139.846525 sec): 3 clusters Score: Raw -11615741.251251 + Penalty 27790.648490 = -11587950.602761 nChanged 15 SP:Iteration 40F (140.044175 sec): 3 clusters Score: Raw -11615745.229094 + Penalty 27790.648490 = -11587954.580604 nChanged 17 SP:Iteration 41Q (140.240908 sec): 3 clusters Score: Raw -11615749.199113 + Penalty 27790.648490 = -11587958.550623 nChanged 19 SP:Iteration 42Q (140.427361 sec): 3 clusters Score: Raw -11615755.186097 + Penalty 27790.648490 = -11587964.537608 nChanged 18 SP:Iteration 43Q (140.616387 sec): 3 clusters Score: Raw -11615760.976114 + Penalty 27790.648490 = -11587970.327625 nChanged 20 SP:Iteration 44Q (140.816931 sec): 3 clusters Score: Raw -11615766.720254 + Penalty 27790.648490 = -11587976.071764 nChanged 30 SP:Iteration 45Q (141.013598 sec): 3 clusters Score: Raw -11615776.359372 + Penalty 27790.648490 = -11587985.710882 nChanged 32 SP:Iteration 46Q (141.210147 sec): 3 clusters Score: Raw -11615784.491226 + Penalty 27790.648490 = -11587993.842736 nChanged 23 SP:Iteration 47Q (141.396947 sec): 3 clusters Score: Raw -11615790.504658 + Penalty 27790.648490 = -11587999.856169 nChanged 27 SP:Iteration 48Q (141.592684 sec): 3 clusters Score: Raw -11615797.260727 + Penalty 27790.648490 = -11588006.612237 nChanged 21 SP:Iteration 49Q (141.780250 sec): 3 clusters Score: Raw -11615802.889070 + Penalty 27790.648490 = -11588012.240580 nChanged 17 SP:Iteration 50Q (141.977240 sec): 3 clusters Score: Raw -11615807.577382 + Penalty 27790.648490 = -11588016.928892 nChanged 21 SP:Iteration 51Q (142.170675 sec): 3 clusters Score: Raw -11615812.884601 + Penalty 27790.648490 = -11588022.236111 nChanged 15 SP:Iteration 52Q (142.347703 sec): 3 clusters Score: Raw -11615816.333956 + Penalty 27790.648490 = -11588025.685466 nChanged 17 SP:Iteration 53Q (142.543774 sec): 3 clusters Score: Raw -11615820.396676 + Penalty 27790.648490 = -11588029.748186 nChanged 14 SP:Iteration 54Q (142.744340 sec): 3 clusters Score: Raw -11615824.503727 + Penalty 27790.648490 = -11588033.855237 nChanged 9 SP:Iteration 55Q (142.943170 sec): 3 clusters Score: Raw -11615826.810779 + Penalty 27790.648490 = -11588036.162289 nChanged 3 SP:Iteration 56Q (143.126700 sec): 3 clusters Score: Raw -11615827.721524 + Penalty 27790.648490 = -11588037.073034 nChanged 2 SP:Iteration 57Q (143.309450 sec): 3 clusters Score: Raw -11615828.363432 + Penalty 27790.648490 = -11588037.714942 nChanged 4 SP:Iteration 58Q (143.507599 sec): 3 clusters Score: Raw -11615829.492684 + Penalty 27790.648490 = -11588038.844194 nChanged 5 SP:Iteration 59Q (143.700550 sec): 3 clusters Score: Raw -11615830.682914 + Penalty 27790.648490 = -11588040.034424 nChanged 2 SP:Iteration 60F (143.870715 sec): 3 clusters Score: Raw -11615830.999134 + Penalty 27790.648490 = -11588040.350644 nChanged 3 SP:Iteration 61Q (144.067942 sec): 3 clusters Score: Raw -11615831.793660 + Penalty 27790.648490 = -11588041.145170 nChanged 3 SP:Iteration 62Q (144.238170 sec): 3 clusters Score: Raw -11615832.714130 + Penalty 27790.648490 = -11588042.065640 nChanged 4 SP:Iteration 63Q (144.419726 sec): 3 clusters Score: Raw -11615833.894268 + Penalty 27790.648490 = -11588043.245778 nChanged 6 SP:Iteration 64Q (144.609495 sec): 3 clusters Score: Raw -11615836.219655 + Penalty 27790.648490 = -11588045.571165 nChanged 9 SP:Iteration 65Q (144.788175 sec): 3 clusters Score: Raw -11615838.916947 + Penalty 27790.648490 = -11588048.268457 nChanged 8 SP:Iteration 66Q (144.969530 sec): 3 clusters Score: Raw -11615841.212090 + Penalty 27790.648490 = -11588050.563600 nChanged 11 SP:Iteration 67Q (145.153140 sec): 3 clusters Score: Raw -11615844.119241 + Penalty 27790.648490 = -11588053.470751 nChanged 11 SP:Iteration 68Q (145.343535 sec): 3 clusters Score: Raw -11615846.664995 + Penalty 27790.648490 = -11588056.016505 nChanged 11 SP:Iteration 69Q (145.521951 sec): 3 clusters Score: Raw -11615848.733944 + Penalty 27790.648490 = -11588058.085454 nChanged 5 SP:Iteration 70Q (145.689347 sec): 3 clusters Score: Raw -11615850.478727 + Penalty 27790.648490 = -11588059.830237 nChanged 4 SP:Iteration 71Q (145.863213 sec): 3 clusters Score: Raw -11615851.717665 + Penalty 27790.648490 = -11588061.069175 nChanged 6 SP:Iteration 72Q (146.048113 sec): 3 clusters Score: Raw -11615853.097703 + Penalty 27790.648490 = -11588062.449213 nChanged 6 SP:Iteration 73Q (146.220191 sec): 3 clusters Score: Raw -11615854.484202 + Penalty 27790.648490 = -11588063.835712 nChanged 6 SP:Iteration 74Q (146.380947 sec): 3 clusters Score: Raw -11615855.656040 + Penalty 27790.648490 = -11588065.007550 nChanged 3 SP:Iteration 75Q (146.552880 sec): 3 clusters Score: Raw -11615856.291099 + Penalty 27790.648490 = -11588065.642609 nChanged 2 SP:Iteration 76Q (146.729721 sec): 3 clusters Score: Raw -11615856.594666 + Penalty 27790.648490 = -11588065.946176 nChanged 2 SP:Iteration 77Q (146.923514 sec): 3 clusters Score: Raw -11615857.005591 + Penalty 27790.648490 = -11588066.357101 nChanged 2 SP:Iteration 78Q (147.086058 sec): 3 clusters Score: Raw -11615857.409703 + Penalty 27790.648490 = -11588066.761214 nChanged 2 SP:Iteration 79Q (147.255175 sec): 3 clusters Score: Raw -11615858.273064 + Penalty 27790.648490 = -11588067.624574 nChanged 3 SP:Iteration 80F (147.433059 sec): 3 clusters Score: Raw -11615859.075194 + Penalty 27790.648490 = -11588068.426704 nChanged 3 SP:Iteration 81Q (147.613458 sec): 3 clusters Score: Raw -11615859.912974 + Penalty 27790.648490 = -11588069.264484 nChanged 1 SP:Iteration 82Q (147.791820 sec): 3 clusters Score: Raw -11615860.130296 + Penalty 27790.648490 = -11588069.481806 nChanged 0 SP:Iteration 83F (147.995122 sec): 3 clusters Score: Raw -11615860.130296 + Penalty 27790.648490 = -11588069.481806 nChanged 0 Trying to split cluster 7 (2237 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (148.027843 sec): 2 clusters Score: Raw -837074.229458 + Penalty 10416.259243 = -826657.970215 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (148.081679 sec): 3 clusters Score: Raw -837726.292973 + Penalty 20832.518487 = -816893.774486 nChanged 357 SP:Iteration 1F (148.126159 sec): 3 clusters Score: Raw -839545.117754 + Penalty 20832.518487 = -818712.599267 nChanged 223 SP:Iteration 2F (148.169095 sec): 3 clusters Score: Raw -841206.037667 + Penalty 20832.518487 = -820373.519180 nChanged 210 SP:Iteration 3F (148.213792 sec): 3 clusters Score: Raw -842412.530155 + Penalty 20832.518487 = -821580.011668 nChanged 146 SP:Iteration 4F (148.264197 sec): 3 clusters Score: Raw -843436.692506 + Penalty 20832.518487 = -822604.174019 nChanged 99 SP:Iteration 5Q (148.300656 sec): 3 clusters Score: Raw -844253.995851 + Penalty 20832.518487 = -823421.477364 nChanged 84 SP:Iteration 6Q (148.347031 sec): 3 clusters Score: Raw -844691.684143 + Penalty 20832.518487 = -823859.165656 nChanged 44 SP:Iteration 7Q (148.389653 sec): 3 clusters Score: Raw -844914.634517 + Penalty 20832.518487 = -824082.116030 nChanged 30 SP:Iteration 8Q (148.429789 sec): 3 clusters Score: Raw -845060.791567 + Penalty 20832.518487 = -824228.273080 nChanged 25 SP:Iteration 9Q (148.473100 sec): 3 clusters Score: Raw -845181.465660 + Penalty 20832.518487 = -824348.947173 nChanged 19 SP:Iteration 10Q (148.514109 sec): 3 clusters Score: Raw -845264.850852 + Penalty 20832.518487 = -824432.332365 nChanged 16 SP:Iteration 11Q (148.554409 sec): 3 clusters Score: Raw -845329.854406 + Penalty 20832.518487 = -824497.335919 nChanged 9 SP:Iteration 12Q (148.593558 sec): 3 clusters Score: Raw -845374.414914 + Penalty 20832.518487 = -824541.896427 nChanged 6 SP:Iteration 13Q (148.634628 sec): 3 clusters Score: Raw -845407.064209 + Penalty 20832.518487 = -824574.545722 nChanged 3 SP:Iteration 14Q (148.674774 sec): 3 clusters Score: Raw -845418.252307 + Penalty 20832.518487 = -824585.733820 nChanged 3 SP:Iteration 15Q (148.715479 sec): 3 clusters Score: Raw -845434.533751 + Penalty 20832.518487 = -824602.015264 nChanged 0 SP:Iteration 16F (148.767151 sec): 3 clusters Score: Raw -845434.784003 + Penalty 20832.518487 = -824602.265516 nChanged 1 SP:Iteration 17Q (148.813101 sec): 3 clusters Score: Raw -845438.806341 + Penalty 20832.518487 = -824606.287854 nChanged 2 SP:Iteration 18Q (148.857773 sec): 3 clusters Score: Raw -845443.894349 + Penalty 20832.518487 = -824611.375862 nChanged 0 SP:Iteration 19F (148.900851 sec): 3 clusters Score: Raw -845443.894349 + Penalty 20832.518487 = -824611.375862 nChanged 0 Trying to split cluster 10 (18545 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (148.979330 sec): 2 clusters Score: Raw -7135154.217432 + Penalty 13272.653889 = -7121881.563543 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (149.112186 sec): 3 clusters Score: Raw -7127052.929633 + Penalty 26545.307778 = -7100507.621854 nChanged 6674 SP:Iteration 1F (149.243499 sec): 3 clusters Score: Raw -7131206.565352 + Penalty 26545.307778 = -7104661.257574 nChanged 1357 SP:Iteration 2F (149.374887 sec): 3 clusters Score: Raw -7132158.366801 + Penalty 26545.307778 = -7105613.059022 nChanged 894 SP:Iteration 3Q (149.509404 sec): 3 clusters Score: Raw -7132769.609747 + Penalty 26545.307778 = -7106224.301969 nChanged 682 SP:Iteration 4Q (149.656505 sec): 3 clusters Score: Raw -7133232.424881 + Penalty 26545.307778 = -7106687.117103 nChanged 576 SP:Iteration 5Q (149.785269 sec): 3 clusters Score: Raw -7133624.325823 + Penalty 26545.307778 = -7107079.018045 nChanged 531 SP:Iteration 6Q (149.924535 sec): 3 clusters Score: Raw -7134007.377834 + Penalty 26545.307778 = -7107462.070055 nChanged 492 SP:Iteration 7Q (150.061550 sec): 3 clusters Score: Raw -7134375.011258 + Penalty 26545.307778 = -7107829.703479 nChanged 496 SP:Iteration 8Q (150.194486 sec): 3 clusters Score: Raw -7134722.671949 + Penalty 26545.307778 = -7108177.364171 nChanged 483 SP:Iteration 9Q (150.331932 sec): 3 clusters Score: Raw -7135078.189923 + Penalty 26545.307778 = -7108532.882145 nChanged 524 SP:Iteration 10Q (150.450325 sec): 3 clusters Score: Raw -7135445.673806 + Penalty 26545.307778 = -7108900.366028 nChanged 485 SP:Iteration 11Q (150.580732 sec): 3 clusters Score: Raw -7135776.971199 + Penalty 26545.307778 = -7109231.663421 nChanged 436 SP:Iteration 12Q (150.704745 sec): 3 clusters Score: Raw -7136073.476826 + Penalty 26545.307778 = -7109528.169048 nChanged 441 SP:Iteration 13Q (150.826825 sec): 3 clusters Score: Raw -7136356.576151 + Penalty 26545.307778 = -7109811.268373 nChanged 425 SP:Iteration 14Q (150.966575 sec): 3 clusters Score: Raw -7136638.131374 + Penalty 26545.307778 = -7110092.823596 nChanged 435 SP:Iteration 15Q (151.108698 sec): 3 clusters Score: Raw -7136921.664476 + Penalty 26545.307778 = -7110376.356698 nChanged 375 SP:Iteration 16Q (151.234350 sec): 3 clusters Score: Raw -7137169.674118 + Penalty 26545.307778 = -7110624.366340 nChanged 387 SP:Iteration 17Q (151.362811 sec): 3 clusters Score: Raw -7137423.205617 + Penalty 26545.307778 = -7110877.897839 nChanged 342 SP:Iteration 18Q (151.488028 sec): 3 clusters Score: Raw -7137661.919014 + Penalty 26545.307778 = -7111116.611236 nChanged 340 SP:Iteration 19Q (151.605342 sec): 3 clusters Score: Raw -7137884.715758 + Penalty 26545.307778 = -7111339.407980 nChanged 322 SP:Iteration 20F (151.733502 sec): 3 clusters Score: Raw -7138082.926301 + Penalty 26545.307778 = -7111537.618522 nChanged 277 SP:Iteration 21Q (151.866663 sec): 3 clusters Score: Raw -7138264.422383 + Penalty 26545.307778 = -7111719.114605 nChanged 238 SP:Iteration 22Q (152.008352 sec): 3 clusters Score: Raw -7138390.556121 + Penalty 26545.307778 = -7111845.248343 nChanged 183 SP:Iteration 23Q (152.122391 sec): 3 clusters Score: Raw -7138480.978458 + Penalty 26545.307778 = -7111935.670679 nChanged 152 SP:Iteration 24Q (152.237933 sec): 3 clusters Score: Raw -7138553.373414 + Penalty 26545.307778 = -7112008.065636 nChanged 135 SP:Iteration 25Q (152.365776 sec): 3 clusters Score: Raw -7138610.567356 + Penalty 26545.307778 = -7112065.259578 nChanged 109 SP:Iteration 26Q (152.492851 sec): 3 clusters Score: Raw -7138659.571063 + Penalty 26545.307778 = -7112114.263285 nChanged 93 SP:Iteration 27Q (152.616641 sec): 3 clusters Score: Raw -7138697.355177 + Penalty 26545.307778 = -7112152.047398 nChanged 69 SP:Iteration 28Q (152.750772 sec): 3 clusters Score: Raw -7138725.976441 + Penalty 26545.307778 = -7112180.668662 nChanged 59 SP:Iteration 29Q (152.886986 sec): 3 clusters Score: Raw -7138753.788568 + Penalty 26545.307778 = -7112208.480790 nChanged 70 SP:Iteration 30Q (153.017812 sec): 3 clusters Score: Raw -7138783.050962 + Penalty 26545.307778 = -7112237.743184 nChanged 59 SP:Iteration 31Q (153.159053 sec): 3 clusters Score: Raw -7138808.212967 + Penalty 26545.307778 = -7112262.905189 nChanged 47 SP:Iteration 32Q (153.295828 sec): 3 clusters Score: Raw -7138828.878830 + Penalty 26545.307778 = -7112283.571052 nChanged 49 SP:Iteration 33Q (153.442142 sec): 3 clusters Score: Raw -7138845.263049 + Penalty 26545.307778 = -7112299.955271 nChanged 26 SP:Iteration 34Q (153.577502 sec): 3 clusters Score: Raw -7138854.159270 + Penalty 26545.307778 = -7112308.851492 nChanged 22 SP:Iteration 35Q (153.713242 sec): 3 clusters Score: Raw -7138862.039117 + Penalty 26545.307778 = -7112316.731338 nChanged 18 SP:Iteration 36Q (153.856151 sec): 3 clusters Score: Raw -7138869.035371 + Penalty 26545.307778 = -7112323.727592 nChanged 19 SP:Iteration 37Q (153.979403 sec): 3 clusters Score: Raw -7138875.133947 + Penalty 26545.307778 = -7112329.826168 nChanged 14 SP:Iteration 38Q (154.108820 sec): 3 clusters Score: Raw -7138880.233765 + Penalty 26545.307778 = -7112334.925987 nChanged 15 SP:Iteration 39Q (154.233199 sec): 3 clusters Score: Raw -7138885.864530 + Penalty 26545.307778 = -7112340.556752 nChanged 19 SP:Iteration 40F (154.363009 sec): 3 clusters Score: Raw -7138891.963201 + Penalty 26545.307778 = -7112346.655422 nChanged 13 SP:Iteration 41Q (154.496698 sec): 3 clusters Score: Raw -7138896.164654 + Penalty 26545.307778 = -7112350.856876 nChanged 8 SP:Iteration 42Q (154.603757 sec): 3 clusters Score: Raw -7138899.220123 + Penalty 26545.307778 = -7112353.912345 nChanged 7 SP:Iteration 43Q (154.734360 sec): 3 clusters Score: Raw -7138901.833290 + Penalty 26545.307778 = -7112356.525511 nChanged 13 SP:Iteration 44Q (154.852296 sec): 3 clusters Score: Raw -7138906.200462 + Penalty 26545.307778 = -7112360.892684 nChanged 5 SP:Iteration 45Q (154.971349 sec): 3 clusters Score: Raw -7138907.980944 + Penalty 26545.307778 = -7112362.673165 nChanged 5 SP:Iteration 46Q (155.100162 sec): 3 clusters Score: Raw -7138909.266990 + Penalty 26545.307778 = -7112363.959211 nChanged 5 SP:Iteration 47Q (155.230479 sec): 3 clusters Score: Raw -7138910.851430 + Penalty 26545.307778 = -7112365.543652 nChanged 6 SP:Iteration 48Q (155.351068 sec): 3 clusters Score: Raw -7138912.549555 + Penalty 26545.307778 = -7112367.241777 nChanged 2 SP:Iteration 49Q (155.473805 sec): 3 clusters Score: Raw -7138913.374949 + Penalty 26545.307778 = -7112368.067171 nChanged 4 SP:Iteration 50Q (155.616790 sec): 3 clusters Score: Raw -7138914.488923 + Penalty 26545.307778 = -7112369.181145 nChanged 2 SP:Iteration 51Q (155.741186 sec): 3 clusters Score: Raw -7138915.200354 + Penalty 26545.307778 = -7112369.892576 nChanged 1 SP:Iteration 52Q (155.869227 sec): 3 clusters Score: Raw -7138915.434896 + Penalty 26545.307778 = -7112370.127118 nChanged 1 SP:Iteration 53Q (155.991097 sec): 3 clusters Score: Raw -7138915.686262 + Penalty 26545.307778 = -7112370.378484 nChanged 1 SP:Iteration 54Q (156.118538 sec): 3 clusters Score: Raw -7138915.874607 + Penalty 26545.307778 = -7112370.566829 nChanged 2 SP:Iteration 55Q (156.240766 sec): 3 clusters Score: Raw -7138916.511478 + Penalty 26545.307778 = -7112371.203699 nChanged 1 SP:Iteration 56Q (156.350815 sec): 3 clusters Score: Raw -7138917.089285 + Penalty 26545.307778 = -7112371.781506 nChanged 0 SP:Iteration 57F (156.479988 sec): 3 clusters Score: Raw -7138917.089285 + Penalty 26545.307778 = -7112371.781506 nChanged 0 Trying to split cluster 11 (1456 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (156.511517 sec): 2 clusters Score: Raw -530486.043876 + Penalty 9836.296833 = -520649.747043 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (156.558233 sec): 3 clusters Score: Raw -532067.403549 + Penalty 19672.593666 = -512394.809883 nChanged 238 SP:Iteration 1F (156.595767 sec): 3 clusters Score: Raw -534920.082527 + Penalty 19672.593666 = -515247.488861 nChanged 123 SP:Iteration 2F (156.648051 sec): 3 clusters Score: Raw -535907.919310 + Penalty 19672.593666 = -516235.325644 nChanged 73 SP:Iteration 3F (156.698279 sec): 3 clusters Score: Raw -536563.122754 + Penalty 19672.593666 = -516890.529088 nChanged 54 SP:Iteration 4Q (156.742731 sec): 3 clusters Score: Raw -536906.681388 + Penalty 19672.593666 = -517234.087722 nChanged 42 SP:Iteration 5Q (156.781418 sec): 3 clusters Score: Raw -537181.559753 + Penalty 19672.593666 = -517508.966087 nChanged 44 SP:Iteration 6Q (156.832341 sec): 3 clusters Score: Raw -537529.908555 + Penalty 19672.593666 = -517857.314889 nChanged 58 SP:Iteration 7Q (156.876835 sec): 3 clusters Score: Raw -538179.281766 + Penalty 19672.593666 = -518506.688100 nChanged 50 SP:Iteration 8Q (156.918921 sec): 3 clusters Score: Raw -538633.412312 + Penalty 19672.593666 = -518960.818646 nChanged 46 SP:Iteration 9Q (156.966739 sec): 3 clusters Score: Raw -539152.586031 + Penalty 19672.593666 = -519479.992365 nChanged 31 SP:Iteration 10Q (157.002281 sec): 3 clusters Score: Raw -539594.628163 + Penalty 19672.593666 = -519922.034497 nChanged 21 SP:Iteration 11Q (157.055469 sec): 3 clusters Score: Raw -539856.327694 + Penalty 19672.593666 = -520183.734028 nChanged 9 SP:Iteration 12Q (157.100103 sec): 3 clusters Score: Raw -539955.157699 + Penalty 19672.593666 = -520282.564033 nChanged 5 SP:Iteration 13Q (157.135127 sec): 3 clusters Score: Raw -540072.534706 + Penalty 19672.593666 = -520399.941040 nChanged 8 SP:Iteration 14Q (157.188278 sec): 3 clusters Score: Raw -540204.367588 + Penalty 19672.593666 = -520531.773922 nChanged 4 SP:Iteration 15Q (157.223332 sec): 3 clusters Score: Raw -540373.740321 + Penalty 19672.593666 = -520701.146655 nChanged 5 SP:Iteration 16Q (157.276283 sec): 3 clusters Score: Raw -540460.998250 + Penalty 19672.593666 = -520788.404585 nChanged 6 SP:Iteration 17Q (157.320518 sec): 3 clusters Score: Raw -540570.706908 + Penalty 19672.593666 = -520898.113243 nChanged 4 SP:Iteration 18Q (157.355536 sec): 3 clusters Score: Raw -540626.641146 + Penalty 19672.593666 = -520954.047481 nChanged 3 SP:Iteration 19Q (157.408473 sec): 3 clusters Score: Raw -540668.447085 + Penalty 19672.593666 = -520995.853419 nChanged 7 SP:Iteration 20F (157.454644 sec): 3 clusters Score: Raw -540812.320019 + Penalty 19672.593666 = -521139.726353 nChanged 2 SP:Iteration 21Q (157.489647 sec): 3 clusters Score: Raw -540926.760703 + Penalty 19672.593666 = -521254.167037 nChanged 1 SP:Iteration 22Q (157.534007 sec): 3 clusters Score: Raw -540943.151696 + Penalty 19672.593666 = -521270.558031 nChanged 2 SP:Iteration 23Q (157.587859 sec): 3 clusters Score: Raw -540977.364556 + Penalty 19672.593666 = -521304.770891 nChanged 0 SP:Iteration 24F (157.633516 sec): 3 clusters Score: Raw -540977.364556 + Penalty 19672.593666 = -521304.770891 nChanged 0 Score: Raw -139821916.414702 + Penalty 190093.099549 = -139631823.315153 Splitting cluster 11 changes total score from -139637478.908068 to -139631823.315153 So it's not getting split. Trying to split cluster 13 (5147 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (165.546816 sec): 2 clusters Score: Raw -1861227.824885 + Penalty 11541.601639 = -1849686.223246 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (165.599581 sec): 3 clusters Score: Raw -1860298.459512 + Penalty 23083.203278 = -1837215.256234 nChanged 1302 SP:Iteration 1F (165.667798 sec): 3 clusters Score: Raw -1862050.690336 + Penalty 23083.203278 = -1838967.487058 nChanged 394 SP:Iteration 2F (165.722513 sec): 3 clusters Score: Raw -1862920.880489 + Penalty 23083.203278 = -1839837.677211 nChanged 296 SP:Iteration 3F (165.782364 sec): 3 clusters Score: Raw -1863604.246262 + Penalty 23083.203278 = -1840521.042984 nChanged 284 SP:Iteration 4F (165.847119 sec): 3 clusters Score: Raw -1864455.895952 + Penalty 23083.203278 = -1841372.692674 nChanged 338 SP:Iteration 5F (165.907433 sec): 3 clusters Score: Raw -1865729.401927 + Penalty 23083.203278 = -1842646.198649 nChanged 370 SP:Iteration 6F (165.985769 sec): 3 clusters Score: Raw -1867165.405726 + Penalty 23083.203278 = -1844082.202448 nChanged 339 SP:Iteration 7F (166.040878 sec): 3 clusters Score: Raw -1868300.163409 + Penalty 23083.203278 = -1845216.960131 nChanged 217 SP:Iteration 8Q (166.094251 sec): 3 clusters Score: Raw -1868991.708030 + Penalty 23083.203278 = -1845908.504752 nChanged 151 SP:Iteration 9Q (166.152062 sec): 3 clusters Score: Raw -1869410.879345 + Penalty 23083.203278 = -1846327.676067 nChanged 103 SP:Iteration 10Q (166.205144 sec): 3 clusters Score: Raw -1869671.246698 + Penalty 23083.203278 = -1846588.043419 nChanged 82 SP:Iteration 11Q (166.265923 sec): 3 clusters Score: Raw -1869848.283125 + Penalty 23083.203278 = -1846765.079846 nChanged 54 SP:Iteration 12Q (166.313222 sec): 3 clusters Score: Raw -1869952.407511 + Penalty 23083.203278 = -1846869.204232 nChanged 32 SP:Iteration 13Q (166.382311 sec): 3 clusters Score: Raw -1870000.625054 + Penalty 23083.203278 = -1846917.421776 nChanged 15 SP:Iteration 14Q (166.445074 sec): 3 clusters Score: Raw -1870020.773677 + Penalty 23083.203278 = -1846937.570399 nChanged 13 SP:Iteration 15Q (166.510654 sec): 3 clusters Score: Raw -1870038.497802 + Penalty 23083.203278 = -1846955.294524 nChanged 10 SP:Iteration 16Q (166.565211 sec): 3 clusters Score: Raw -1870049.499527 + Penalty 23083.203278 = -1846966.296249 nChanged 7 SP:Iteration 17Q (166.630092 sec): 3 clusters Score: Raw -1870056.604689 + Penalty 23083.203278 = -1846973.401411 nChanged 1 SP:Iteration 18Q (166.687171 sec): 3 clusters Score: Raw -1870058.831993 + Penalty 23083.203278 = -1846975.628715 nChanged 4 SP:Iteration 19Q (166.749982 sec): 3 clusters Score: Raw -1870064.878896 + Penalty 23083.203278 = -1846981.675618 nChanged 2 SP:Iteration 20F (166.809475 sec): 3 clusters Score: Raw -1870076.725032 + Penalty 23083.203278 = -1846993.521754 nChanged 8 SP:Iteration 21Q (166.862204 sec): 3 clusters Score: Raw -1870095.935427 + Penalty 23083.203278 = -1847012.732148 nChanged 5 SP:Iteration 22Q (166.907200 sec): 3 clusters Score: Raw -1870105.924279 + Penalty 23083.203278 = -1847022.721001 nChanged 7 SP:Iteration 23Q (166.960205 sec): 3 clusters Score: Raw -1870116.901500 + Penalty 23083.203278 = -1847033.698222 nChanged 3 SP:Iteration 24Q (167.027776 sec): 3 clusters Score: Raw -1870120.873363 + Penalty 23083.203278 = -1847037.670085 nChanged 0 SP:Iteration 25F (167.094247 sec): 3 clusters Score: Raw -1870120.873363 + Penalty 23083.203278 = -1847037.670085 nChanged 0 Trying to split cluster 15 (349 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (167.108480 sec): 2 clusters Score: Raw -118902.443567 + Penalty 7907.274631 = -110995.168936 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (167.148242 sec): 3 clusters Score: Raw -122376.114942 + Penalty 15814.549262 = -106561.565681 nChanged 37 SP:Iteration 1F (167.182761 sec): 3 clusters Score: Raw -122915.043741 + Penalty 15814.549262 = -107100.494479 nChanged 3 SP:Iteration 2Q (167.217761 sec): 3 clusters Score: Raw -123093.588169 + Penalty 15814.549262 = -107279.038907 nChanged 1 SP:Iteration 3Q (167.254205 sec): 3 clusters Score: Raw -123114.266937 + Penalty 15814.549262 = -107299.717675 nChanged 0 SP:Iteration 4F (167.289057 sec): 3 clusters Score: Raw -123114.266937 + Penalty 15814.549262 = -107299.717675 nChanged 0 Trying to split cluster 16 (49075 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (167.566671 sec): 2 clusters Score: Raw -19167680.994161 + Penalty 14586.892328 = -19153094.101832 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (167.861747 sec): 3 clusters Score: Raw -19141752.413175 + Penalty 29173.784657 = -19112578.628518 nChanged 20106 SP:Iteration 1F (168.148854 sec): 3 clusters Score: Raw -19152484.298440 + Penalty 29173.784657 = -19123310.513783 nChanged 3135 SP:Iteration 2F (168.419566 sec): 3 clusters Score: Raw -19153931.067140 + Penalty 29173.784657 = -19124757.282483 nChanged 2361 SP:Iteration 3Q (168.706906 sec): 3 clusters Score: Raw -19154905.675614 + Penalty 29173.784657 = -19125731.890957 nChanged 1875 SP:Iteration 4Q (168.999582 sec): 3 clusters Score: Raw -19155686.337988 + Penalty 29173.784657 = -19126512.553332 nChanged 1613 SP:Iteration 5Q (169.297446 sec): 3 clusters Score: Raw -19156356.248038 + Penalty 29173.784657 = -19127182.463381 nChanged 1453 SP:Iteration 6Q (169.587253 sec): 3 clusters Score: Raw -19156956.352121 + Penalty 29173.784657 = -19127782.567465 nChanged 1379 SP:Iteration 7Q (169.863501 sec): 3 clusters Score: Raw -19157582.457075 + Penalty 29173.784657 = -19128408.672418 nChanged 1421 SP:Iteration 8Q (170.174159 sec): 3 clusters Score: Raw -19158344.620322 + Penalty 29173.784657 = -19129170.835665 nChanged 1558 SP:Iteration 9Q (170.473583 sec): 3 clusters Score: Raw -19159255.560329 + Penalty 29173.784657 = -19130081.775672 nChanged 1719 SP:Iteration 10Q (170.749371 sec): 3 clusters Score: Raw -19160396.016227 + Penalty 29173.784657 = -19131222.231571 nChanged 1915 SP:Iteration 11Q (171.048670 sec): 3 clusters Score: Raw -19161683.832301 + Penalty 29173.784657 = -19132510.047644 nChanged 1978 SP:Iteration 12Q (171.330066 sec): 3 clusters Score: Raw -19163025.673531 + Penalty 29173.784657 = -19133851.888875 nChanged 2070 SP:Iteration 13Q (171.603568 sec): 3 clusters Score: Raw -19164461.351781 + Penalty 29173.784657 = -19135287.567124 nChanged 2165 SP:Iteration 14Q (171.848291 sec): 3 clusters Score: Raw -19165922.199786 + Penalty 29173.784657 = -19136748.415129 nChanged 2043 SP:Iteration 15Q (172.109081 sec): 3 clusters Score: Raw -19167205.692328 + Penalty 29173.784657 = -19138031.907671 nChanged 1818 SP:Iteration 16Q (172.363365 sec): 3 clusters Score: Raw -19168199.440411 + Penalty 29173.784657 = -19139025.655755 nChanged 1470 SP:Iteration 17Q (172.646656 sec): 3 clusters Score: Raw -19168931.824037 + Penalty 29173.784657 = -19139758.039381 nChanged 1206 SP:Iteration 18Q (172.906108 sec): 3 clusters Score: Raw -19169439.151673 + Penalty 29173.784657 = -19140265.367016 nChanged 943 SP:Iteration 19Q (173.168644 sec): 3 clusters Score: Raw -19169778.651822 + Penalty 29173.784657 = -19140604.867166 nChanged 698 SP:Iteration 20F (173.434390 sec): 3 clusters Score: Raw -19170003.872669 + Penalty 29173.784657 = -19140830.088012 nChanged 581 SP:Iteration 21Q (173.701373 sec): 3 clusters Score: Raw -19170181.175165 + Penalty 29173.784657 = -19141007.390508 nChanged 484 SP:Iteration 22Q (173.971793 sec): 3 clusters Score: Raw -19170303.396760 + Penalty 29173.784657 = -19141129.612103 nChanged 365 SP:Iteration 23Q (174.233506 sec): 3 clusters Score: Raw -19170398.095492 + Penalty 29173.784657 = -19141224.310836 nChanged 337 SP:Iteration 24Q (174.495553 sec): 3 clusters Score: Raw -19170477.474916 + Penalty 29173.784657 = -19141303.690259 nChanged 258 SP:Iteration 25Q (174.760299 sec): 3 clusters Score: Raw -19170534.400301 + Penalty 29173.784657 = -19141360.615644 nChanged 208 SP:Iteration 26Q (175.068795 sec): 3 clusters Score: Raw -19170576.738930 + Penalty 29173.784657 = -19141402.954274 nChanged 183 SP:Iteration 27Q (175.366182 sec): 3 clusters Score: Raw -19170613.900253 + Penalty 29173.784657 = -19141440.115596 nChanged 161 SP:Iteration 28Q (175.666151 sec): 3 clusters Score: Raw -19170643.237397 + Penalty 29173.784657 = -19141469.452740 nChanged 143 SP:Iteration 29Q (175.967192 sec): 3 clusters Score: Raw -19170670.656871 + Penalty 29173.784657 = -19141496.872214 nChanged 131 SP:Iteration 30Q (176.244032 sec): 3 clusters Score: Raw -19170695.975992 + Penalty 29173.784657 = -19141522.191336 nChanged 140 SP:Iteration 31Q (176.538467 sec): 3 clusters Score: Raw -19170720.919032 + Penalty 29173.784657 = -19141547.134376 nChanged 121 SP:Iteration 32Q (176.842532 sec): 3 clusters Score: Raw -19170742.445121 + Penalty 29173.784657 = -19141568.660465 nChanged 101 SP:Iteration 33Q (177.141357 sec): 3 clusters Score: Raw -19170760.329194 + Penalty 29173.784657 = -19141586.544537 nChanged 108 SP:Iteration 34Q (177.419142 sec): 3 clusters Score: Raw -19170780.283282 + Penalty 29173.784657 = -19141606.498625 nChanged 99 SP:Iteration 35Q (177.710649 sec): 3 clusters Score: Raw -19170797.933896 + Penalty 29173.784657 = -19141624.149239 nChanged 109 SP:Iteration 36Q (177.984131 sec): 3 clusters Score: Raw -19170818.095407 + Penalty 29173.784657 = -19141644.310750 nChanged 121 SP:Iteration 37Q (178.283253 sec): 3 clusters Score: Raw -19170839.505880 + Penalty 29173.784657 = -19141665.721223 nChanged 114 SP:Iteration 38Q (178.570495 sec): 3 clusters Score: Raw -19170859.593591 + Penalty 29173.784657 = -19141685.808935 nChanged 99 SP:Iteration 39Q (178.866274 sec): 3 clusters Score: Raw -19170876.346191 + Penalty 29173.784657 = -19141702.561534 nChanged 72 SP:Iteration 40F (179.148873 sec): 3 clusters Score: Raw -19170888.029811 + Penalty 29173.784657 = -19141714.245154 nChanged 71 SP:Iteration 41Q (179.436031 sec): 3 clusters Score: Raw -19170900.360177 + Penalty 29173.784657 = -19141726.575520 nChanged 63 SP:Iteration 42Q (179.742736 sec): 3 clusters Score: Raw -19170910.228190 + Penalty 29173.784657 = -19141736.443533 nChanged 67 SP:Iteration 43Q (179.995004 sec): 3 clusters Score: Raw -19170920.742387 + Penalty 29173.784657 = -19141746.957730 nChanged 61 SP:Iteration 44Q (180.282522 sec): 3 clusters Score: Raw -19170931.167363 + Penalty 29173.784657 = -19141757.382706 nChanged 56 SP:Iteration 45Q (180.574535 sec): 3 clusters Score: Raw -19170939.904090 + Penalty 29173.784657 = -19141766.119433 nChanged 53 SP:Iteration 46Q (180.846633 sec): 3 clusters Score: Raw -19170948.891126 + Penalty 29173.784657 = -19141775.106469 nChanged 55 SP:Iteration 47Q (181.138578 sec): 3 clusters Score: Raw -19170957.840088 + Penalty 29173.784657 = -19141784.055432 nChanged 64 SP:Iteration 48Q (181.420256 sec): 3 clusters Score: Raw -19170968.256854 + Penalty 29173.784657 = -19141794.472198 nChanged 50 SP:Iteration 49Q (181.695138 sec): 3 clusters Score: Raw -19170976.496523 + Penalty 29173.784657 = -19141802.711866 nChanged 45 SP:Iteration 50Q (181.986111 sec): 3 clusters Score: Raw -19170984.028219 + Penalty 29173.784657 = -19141810.243563 nChanged 45 SP:Iteration 51Q (182.280306 sec): 3 clusters Score: Raw -19170990.758903 + Penalty 29173.784657 = -19141816.974246 nChanged 47 SP:Iteration 52Q (182.534888 sec): 3 clusters Score: Raw -19170997.590093 + Penalty 29173.784657 = -19141823.805436 nChanged 43 SP:Iteration 53Q (182.832941 sec): 3 clusters Score: Raw -19171004.392181 + Penalty 29173.784657 = -19141830.607524 nChanged 49 SP:Iteration 54Q (183.109374 sec): 3 clusters Score: Raw -19171011.809029 + Penalty 29173.784657 = -19141838.024373 nChanged 45 SP:Iteration 55Q (183.367715 sec): 3 clusters Score: Raw -19171018.923620 + Penalty 29173.784657 = -19141845.138963 nChanged 40 SP:Iteration 56Q (183.643368 sec): 3 clusters Score: Raw -19171025.393591 + Penalty 29173.784657 = -19141851.608934 nChanged 46 SP:Iteration 57Q (183.936978 sec): 3 clusters Score: Raw -19171032.449778 + Penalty 29173.784657 = -19141858.665121 nChanged 50 SP:Iteration 58Q (184.234577 sec): 3 clusters Score: Raw -19171041.642228 + Penalty 29173.784657 = -19141867.857572 nChanged 60 SP:Iteration 59Q (184.524289 sec): 3 clusters Score: Raw -19171051.017805 + Penalty 29173.784657 = -19141877.233148 nChanged 56 SP:Iteration 60F (184.790770 sec): 3 clusters Score: Raw -19171060.580921 + Penalty 29173.784657 = -19141886.796264 nChanged 66 SP:Iteration 61Q (185.055853 sec): 3 clusters Score: Raw -19171071.794291 + Penalty 29173.784657 = -19141898.009634 nChanged 57 SP:Iteration 62Q (185.308809 sec): 3 clusters Score: Raw -19171080.387038 + Penalty 29173.784657 = -19141906.602381 nChanged 50 SP:Iteration 63Q (185.576669 sec): 3 clusters Score: Raw -19171087.341884 + Penalty 29173.784657 = -19141913.557228 nChanged 40 SP:Iteration 64Q (185.845421 sec): 3 clusters Score: Raw -19171093.137439 + Penalty 29173.784657 = -19141919.352782 nChanged 38 SP:Iteration 65Q (186.109484 sec): 3 clusters Score: Raw -19171098.745986 + Penalty 29173.784657 = -19141924.961329 nChanged 34 SP:Iteration 66Q (186.399879 sec): 3 clusters Score: Raw -19171104.058412 + Penalty 29173.784657 = -19141930.273755 nChanged 41 SP:Iteration 67Q (186.663554 sec): 3 clusters Score: Raw -19171110.393374 + Penalty 29173.784657 = -19141936.608718 nChanged 43 SP:Iteration 68Q (186.956345 sec): 3 clusters Score: Raw -19171116.796942 + Penalty 29173.784657 = -19141943.012285 nChanged 45 SP:Iteration 69Q (187.251802 sec): 3 clusters Score: Raw -19171123.431623 + Penalty 29173.784657 = -19141949.646966 nChanged 37 SP:Iteration 70Q (187.552411 sec): 3 clusters Score: Raw -19171129.549290 + Penalty 29173.784657 = -19141955.764633 nChanged 28 SP:Iteration 71Q (187.824760 sec): 3 clusters Score: Raw -19171133.245510 + Penalty 29173.784657 = -19141959.460853 nChanged 26 SP:Iteration 72Q (188.114864 sec): 3 clusters Score: Raw -19171136.997386 + Penalty 29173.784657 = -19141963.212730 nChanged 23 SP:Iteration 73Q (188.383310 sec): 3 clusters Score: Raw -19171140.194230 + Penalty 29173.784657 = -19141966.409573 nChanged 19 SP:Iteration 74Q (188.672206 sec): 3 clusters Score: Raw -19171143.003070 + Penalty 29173.784657 = -19141969.218413 nChanged 22 SP:Iteration 75Q (188.973033 sec): 3 clusters Score: Raw -19171145.911073 + Penalty 29173.784657 = -19141972.126416 nChanged 28 SP:Iteration 76Q (189.264243 sec): 3 clusters Score: Raw -19171149.818129 + Penalty 29173.784657 = -19141976.033473 nChanged 26 SP:Iteration 77Q (189.533874 sec): 3 clusters Score: Raw -19171153.535044 + Penalty 29173.784657 = -19141979.750388 nChanged 21 SP:Iteration 78Q (189.832011 sec): 3 clusters Score: Raw -19171156.225584 + Penalty 29173.784657 = -19141982.440927 nChanged 24 SP:Iteration 79Q (190.101713 sec): 3 clusters Score: Raw -19171159.778456 + Penalty 29173.784657 = -19141985.993800 nChanged 24 SP:Iteration 80F (190.385335 sec): 3 clusters Score: Raw -19171163.515821 + Penalty 29173.784657 = -19141989.731164 nChanged 27 SP:Iteration 81Q (190.666252 sec): 3 clusters Score: Raw -19171167.547721 + Penalty 29173.784657 = -19141993.763064 nChanged 36 SP:Iteration 82Q (190.937787 sec): 3 clusters Score: Raw -19171173.084848 + Penalty 29173.784657 = -19141999.300192 nChanged 30 SP:Iteration 83Q (191.213624 sec): 3 clusters Score: Raw -19171177.136094 + Penalty 29173.784657 = -19142003.351438 nChanged 36 SP:Iteration 84Q (191.497162 sec): 3 clusters Score: Raw -19171182.108486 + Penalty 29173.784657 = -19142008.323830 nChanged 27 SP:Iteration 85Q (191.803986 sec): 3 clusters Score: Raw -19171185.968264 + Penalty 29173.784657 = -19142012.183607 nChanged 18 SP:Iteration 86Q (192.098792 sec): 3 clusters Score: Raw -19171188.878185 + Penalty 29173.784657 = -19142015.093529 nChanged 27 SP:Iteration 87Q (192.376736 sec): 3 clusters Score: Raw -19171193.255224 + Penalty 29173.784657 = -19142019.470567 nChanged 24 SP:Iteration 88Q (192.662666 sec): 3 clusters Score: Raw -19171196.973313 + Penalty 29173.784657 = -19142023.188656 nChanged 20 SP:Iteration 89Q (192.953899 sec): 3 clusters Score: Raw -19171200.701036 + Penalty 29173.784657 = -19142026.916379 nChanged 26 SP:Iteration 90Q (193.258350 sec): 3 clusters Score: Raw -19171204.615732 + Penalty 29173.784657 = -19142030.831075 nChanged 23 SP:Iteration 91Q (193.536392 sec): 3 clusters Score: Raw -19171208.553200 + Penalty 29173.784657 = -19142034.768543 nChanged 27 SP:Iteration 92Q (193.781621 sec): 3 clusters Score: Raw -19171212.548634 + Penalty 29173.784657 = -19142038.763977 nChanged 25 SP:Iteration 93Q (194.042928 sec): 3 clusters Score: Raw -19171216.746259 + Penalty 29173.784657 = -19142042.961602 nChanged 25 SP:Iteration 94Q (194.331746 sec): 3 clusters Score: Raw -19171220.910189 + Penalty 29173.784657 = -19142047.125532 nChanged 33 SP:Iteration 95Q (194.610964 sec): 3 clusters Score: Raw -19171225.682551 + Penalty 29173.784657 = -19142051.897895 nChanged 29 SP:Iteration 96Q (194.892931 sec): 3 clusters Score: Raw -19171230.007443 + Penalty 29173.784657 = -19142056.222787 nChanged 30 SP:Iteration 97Q (195.163886 sec): 3 clusters Score: Raw -19171234.245192 + Penalty 29173.784657 = -19142060.460535 nChanged 27 SP:Iteration 98Q (195.429637 sec): 3 clusters Score: Raw -19171238.290864 + Penalty 29173.784657 = -19142064.506207 nChanged 34 SP:Iteration 99Q (195.703205 sec): 3 clusters Score: Raw -19171242.754345 + Penalty 29173.784657 = -19142068.969688 nChanged 27 SP:Iteration 100F (196.001633 sec): 3 clusters Score: Raw -19171246.689149 + Penalty 29173.784657 = -19142072.904492 nChanged 27 SP:Iteration 101Q (196.303750 sec): 3 clusters Score: Raw -19171251.079758 + Penalty 29173.784657 = -19142077.295101 nChanged 40 SP:Iteration 102Q (196.598244 sec): 3 clusters Score: Raw -19171256.980684 + Penalty 29173.784657 = -19142083.196027 nChanged 42 SP:Iteration 103Q (196.891895 sec): 3 clusters Score: Raw -19171263.203062 + Penalty 29173.784657 = -19142089.418406 nChanged 37 SP:Iteration 104Q (197.184611 sec): 3 clusters Score: Raw -19171269.174864 + Penalty 29173.784657 = -19142095.390207 nChanged 40 SP:Iteration 105Q (197.445540 sec): 3 clusters Score: Raw -19171275.510594 + Penalty 29173.784657 = -19142101.725938 nChanged 38 SP:Iteration 106Q (197.715442 sec): 3 clusters Score: Raw -19171280.447385 + Penalty 29173.784657 = -19142106.662729 nChanged 33 SP:Iteration 107Q (197.982095 sec): 3 clusters Score: Raw -19171285.150370 + Penalty 29173.784657 = -19142111.365714 nChanged 36 SP:Iteration 108Q (198.240953 sec): 3 clusters Score: Raw -19171290.453232 + Penalty 29173.784657 = -19142116.668576 nChanged 35 SP:Iteration 109Q (198.503768 sec): 3 clusters Score: Raw -19171295.846688 + Penalty 29173.784657 = -19142122.062031 nChanged 31 SP:Iteration 110Q (198.784234 sec): 3 clusters Score: Raw -19171300.130041 + Penalty 29173.784657 = -19142126.345384 nChanged 30 SP:Iteration 111Q (199.039700 sec): 3 clusters Score: Raw -19171304.558861 + Penalty 29173.784657 = -19142130.774205 nChanged 29 SP:Iteration 112Q (199.287598 sec): 3 clusters Score: Raw -19171308.984989 + Penalty 29173.784657 = -19142135.200332 nChanged 32 SP:Iteration 113Q (199.538258 sec): 3 clusters Score: Raw -19171314.434801 + Penalty 29173.784657 = -19142140.650145 nChanged 39 SP:Iteration 114Q (199.803049 sec): 3 clusters Score: Raw -19171320.217528 + Penalty 29173.784657 = -19142146.432871 nChanged 31 SP:Iteration 115Q (200.067096 sec): 3 clusters Score: Raw -19171325.003927 + Penalty 29173.784657 = -19142151.219270 nChanged 33 SP:Iteration 116Q (200.343327 sec): 3 clusters Score: Raw -19171330.617268 + Penalty 29173.784657 = -19142156.832611 nChanged 48 SP:Iteration 117Q (200.621153 sec): 3 clusters Score: Raw -19171337.747546 + Penalty 29173.784657 = -19142163.962889 nChanged 44 SP:Iteration 118Q (200.908805 sec): 3 clusters Score: Raw -19171344.629129 + Penalty 29173.784657 = -19142170.844472 nChanged 38 SP:Iteration 119Q (201.173721 sec): 3 clusters Score: Raw -19171351.316332 + Penalty 29173.784657 = -19142177.531676 nChanged 35 SP:Iteration 120F (201.462645 sec): 3 clusters Score: Raw -19171356.508610 + Penalty 29173.784657 = -19142182.723953 nChanged 30 SP:Iteration 121Q (201.731275 sec): 3 clusters Score: Raw -19171361.069276 + Penalty 29173.784657 = -19142187.284619 nChanged 28 SP:Iteration 122Q (201.999311 sec): 3 clusters Score: Raw -19171364.881869 + Penalty 29173.784657 = -19142191.097212 nChanged 24 SP:Iteration 123Q (202.288909 sec): 3 clusters Score: Raw -19171368.007719 + Penalty 29173.784657 = -19142194.223063 nChanged 15 SP:Iteration 124Q (202.564787 sec): 3 clusters Score: Raw -19171370.513394 + Penalty 29173.784657 = -19142196.728737 nChanged 14 SP:Iteration 125Q (202.849212 sec): 3 clusters Score: Raw -19171372.891206 + Penalty 29173.784657 = -19142199.106549 nChanged 14 SP:Iteration 126Q (203.148442 sec): 3 clusters Score: Raw -19171375.240335 + Penalty 29173.784657 = -19142201.455678 nChanged 16 SP:Iteration 127Q (203.444522 sec): 3 clusters Score: Raw -19171377.748690 + Penalty 29173.784657 = -19142203.964033 nChanged 24 SP:Iteration 128Q (203.735802 sec): 3 clusters Score: Raw -19171382.402552 + Penalty 29173.784657 = -19142208.617896 nChanged 30 SP:Iteration 129Q (204.016775 sec): 3 clusters Score: Raw -19171387.065383 + Penalty 29173.784657 = -19142213.280726 nChanged 27 SP:Iteration 130Q (204.303476 sec): 3 clusters Score: Raw -19171391.573644 + Penalty 29173.784657 = -19142217.788987 nChanged 26 SP:Iteration 131Q (204.583169 sec): 3 clusters Score: Raw -19171396.548456 + Penalty 29173.784657 = -19142222.763799 nChanged 28 SP:Iteration 132Q (204.838363 sec): 3 clusters Score: Raw -19171400.318386 + Penalty 29173.784657 = -19142226.533730 nChanged 23 SP:Iteration 133Q (205.090912 sec): 3 clusters Score: Raw -19171403.893783 + Penalty 29173.784657 = -19142230.109126 nChanged 21 SP:Iteration 134Q (205.376378 sec): 3 clusters Score: Raw -19171406.495325 + Penalty 29173.784657 = -19142232.710668 nChanged 18 SP:Iteration 135Q (205.659945 sec): 3 clusters Score: Raw -19171409.193493 + Penalty 29173.784657 = -19142235.408836 nChanged 28 SP:Iteration 136Q (205.914949 sec): 3 clusters Score: Raw -19171413.739189 + Penalty 29173.784657 = -19142239.954532 nChanged 28 SP:Iteration 137Q (206.189104 sec): 3 clusters Score: Raw -19171418.246709 + Penalty 29173.784657 = -19142244.462052 nChanged 25 SP:Iteration 138Q (206.448310 sec): 3 clusters Score: Raw -19171422.280105 + Penalty 29173.784657 = -19142248.495448 nChanged 23 SP:Iteration 139Q (206.706932 sec): 3 clusters Score: Raw -19171426.062434 + Penalty 29173.784657 = -19142252.277778 nChanged 32 SP:Iteration 140F (206.983910 sec): 3 clusters Score: Raw -19171431.317613 + Penalty 29173.784657 = -19142257.532956 nChanged 25 SP:Iteration 141Q (207.247714 sec): 3 clusters Score: Raw -19171435.129371 + Penalty 29173.784657 = -19142261.344714 nChanged 31 SP:Iteration 142Q (207.503946 sec): 3 clusters Score: Raw -19171440.076314 + Penalty 29173.784657 = -19142266.291658 nChanged 30 SP:Iteration 143Q (207.773222 sec): 3 clusters Score: Raw -19171444.733037 + Penalty 29173.784657 = -19142270.948381 nChanged 32 SP:Iteration 144Q (208.058435 sec): 3 clusters Score: Raw -19171450.193217 + Penalty 29173.784657 = -19142276.408560 nChanged 32 SP:Iteration 145Q (208.315146 sec): 3 clusters Score: Raw -19171455.617573 + Penalty 29173.784657 = -19142281.832917 nChanged 39 SP:Iteration 146Q (208.573859 sec): 3 clusters Score: Raw -19171461.908612 + Penalty 29173.784657 = -19142288.123955 nChanged 42 SP:Iteration 147Q (208.858605 sec): 3 clusters Score: Raw -19171469.241665 + Penalty 29173.784657 = -19142295.457009 nChanged 45 SP:Iteration 148Q (209.146349 sec): 3 clusters Score: Raw -19171476.407604 + Penalty 29173.784657 = -19142302.622947 nChanged 42 SP:Iteration 149Q (209.438825 sec): 3 clusters Score: Raw -19171483.929552 + Penalty 29173.784657 = -19142310.144895 nChanged 43 SP:Iteration 150Q (209.739042 sec): 3 clusters Score: Raw -19171490.712089 + Penalty 29173.784657 = -19142316.927432 nChanged 45 SP:Iteration 151Q (210.043835 sec): 3 clusters Score: Raw -19171497.290842 + Penalty 29173.784657 = -19142323.506185 nChanged 36 SP:Iteration 152Q (210.333521 sec): 3 clusters Score: Raw -19171502.222305 + Penalty 29173.784657 = -19142328.437648 nChanged 41 SP:Iteration 153Q (210.620627 sec): 3 clusters Score: Raw -19171509.837925 + Penalty 29173.784657 = -19142336.053268 nChanged 49 SP:Iteration 154Q (210.896682 sec): 3 clusters Score: Raw -19171519.010969 + Penalty 29173.784657 = -19142345.226312 nChanged 48 SP:Iteration 155Q (211.186445 sec): 3 clusters Score: Raw -19171526.571496 + Penalty 29173.784657 = -19142352.786840 nChanged 52 SP:Iteration 156Q (211.473848 sec): 3 clusters Score: Raw -19171535.036271 + Penalty 29173.784657 = -19142361.251614 nChanged 50 SP:Iteration 157Q (211.764970 sec): 3 clusters Score: Raw -19171542.265681 + Penalty 29173.784657 = -19142368.481025 nChanged 41 SP:Iteration 158Q (212.053216 sec): 3 clusters Score: Raw -19171549.800060 + Penalty 29173.784657 = -19142376.015403 nChanged 41 SP:Iteration 159Q (212.326125 sec): 3 clusters Score: Raw -19171556.443624 + Penalty 29173.784657 = -19142382.658967 nChanged 41 SP:Iteration 160F (212.631152 sec): 3 clusters Score: Raw -19171563.269507 + Penalty 29173.784657 = -19142389.484851 nChanged 38 SP:Iteration 161Q (212.908363 sec): 3 clusters Score: Raw -19171569.661024 + Penalty 29173.784657 = -19142395.876367 nChanged 42 SP:Iteration 162Q (213.189382 sec): 3 clusters Score: Raw -19171576.589934 + Penalty 29173.784657 = -19142402.805277 nChanged 44 SP:Iteration 163Q (213.481024 sec): 3 clusters Score: Raw -19171583.223131 + Penalty 29173.784657 = -19142409.438474 nChanged 38 SP:Iteration 164Q (213.767384 sec): 3 clusters Score: Raw -19171588.098231 + Penalty 29173.784657 = -19142414.313574 nChanged 20 SP:Iteration 165Q (214.042509 sec): 3 clusters Score: Raw -19171590.893621 + Penalty 29173.784657 = -19142417.108965 nChanged 18 SP:Iteration 166Q (214.340457 sec): 3 clusters Score: Raw -19171593.390221 + Penalty 29173.784657 = -19142419.605564 nChanged 16 SP:Iteration 167Q (214.634270 sec): 3 clusters Score: Raw -19171595.429485 + Penalty 29173.784657 = -19142421.644828 nChanged 15 SP:Iteration 168Q (214.924503 sec): 3 clusters Score: Raw -19171597.396730 + Penalty 29173.784657 = -19142423.612073 nChanged 17 SP:Iteration 169Q (215.176630 sec): 3 clusters Score: Raw -19171600.155739 + Penalty 29173.784657 = -19142426.371082 nChanged 18 SP:Iteration 170Q (215.436223 sec): 3 clusters Score: Raw -19171602.929025 + Penalty 29173.784657 = -19142429.144369 nChanged 19 SP:Iteration 171Q (215.698260 sec): 3 clusters Score: Raw -19171605.994715 + Penalty 29173.784657 = -19142432.210058 nChanged 17 SP:Iteration 172Q (215.963796 sec): 3 clusters Score: Raw -19171608.683507 + Penalty 29173.784657 = -19142434.898850 nChanged 18 SP:Iteration 173Q (216.226008 sec): 3 clusters Score: Raw -19171611.386403 + Penalty 29173.784657 = -19142437.601747 nChanged 20 SP:Iteration 174Q (216.483098 sec): 3 clusters Score: Raw -19171614.387373 + Penalty 29173.784657 = -19142440.602716 nChanged 11 SP:Iteration 175Q (216.742379 sec): 3 clusters Score: Raw -19171615.958635 + Penalty 29173.784657 = -19142442.173978 nChanged 10 SP:Iteration 176Q (216.996129 sec): 3 clusters Score: Raw -19171617.446865 + Penalty 29173.784657 = -19142443.662208 nChanged 15 SP:Iteration 177Q (217.253790 sec): 3 clusters Score: Raw -19171619.734916 + Penalty 29173.784657 = -19142445.950259 nChanged 16 SP:Iteration 178Q (217.520491 sec): 3 clusters Score: Raw -19171622.005443 + Penalty 29173.784657 = -19142448.220786 nChanged 11 SP:Iteration 179Q (217.778448 sec): 3 clusters Score: Raw -19171623.800052 + Penalty 29173.784657 = -19142450.015396 nChanged 15 SP:Iteration 180F (218.037667 sec): 3 clusters Score: Raw -19171626.425396 + Penalty 29173.784657 = -19142452.640740 nChanged 17 SP:Iteration 181Q (218.297408 sec): 3 clusters Score: Raw -19171628.875793 + Penalty 29173.784657 = -19142455.091136 nChanged 21 SP:Iteration 182Q (218.556707 sec): 3 clusters Score: Raw -19171631.988734 + Penalty 29173.784657 = -19142458.204077 nChanged 28 SP:Iteration 183Q (218.827481 sec): 3 clusters Score: Raw -19171636.535446 + Penalty 29173.784657 = -19142462.750790 nChanged 23 SP:Iteration 184Q (219.119305 sec): 3 clusters Score: Raw -19171640.349113 + Penalty 29173.784657 = -19142466.564456 nChanged 23 SP:Iteration 185Q (219.410861 sec): 3 clusters Score: Raw -19171643.881220 + Penalty 29173.784657 = -19142470.096563 nChanged 28 SP:Iteration 186Q (219.683284 sec): 3 clusters Score: Raw -19171647.873292 + Penalty 29173.784657 = -19142474.088635 nChanged 13 SP:Iteration 187Q (219.954614 sec): 3 clusters Score: Raw -19171650.197385 + Penalty 29173.784657 = -19142476.412728 nChanged 14 SP:Iteration 188Q (220.238794 sec): 3 clusters Score: Raw -19171652.399293 + Penalty 29173.784657 = -19142478.614637 nChanged 14 SP:Iteration 189Q (220.530038 sec): 3 clusters Score: Raw -19171654.298325 + Penalty 29173.784657 = -19142480.513669 nChanged 12 SP:Iteration 190Q (220.805001 sec): 3 clusters Score: Raw -19171655.787796 + Penalty 29173.784657 = -19142482.003139 nChanged 6 SP:Iteration 191Q (221.086605 sec): 3 clusters Score: Raw -19171656.513164 + Penalty 29173.784657 = -19142482.728507 nChanged 6 SP:Iteration 192Q (221.383862 sec): 3 clusters Score: Raw -19171657.080596 + Penalty 29173.784657 = -19142483.295940 nChanged 2 SP:Iteration 193Q (221.685384 sec): 3 clusters Score: Raw -19171657.388400 + Penalty 29173.784657 = -19142483.603743 nChanged 2 SP:Iteration 194Q (221.986125 sec): 3 clusters Score: Raw -19171657.900544 + Penalty 29173.784657 = -19142484.115887 nChanged 4 SP:Iteration 195Q (222.286561 sec): 3 clusters Score: Raw -19171658.656800 + Penalty 29173.784657 = -19142484.872143 nChanged 8 SP:Iteration 196Q (222.587083 sec): 3 clusters Score: Raw -19171660.045861 + Penalty 29173.784657 = -19142486.261204 nChanged 9 SP:Iteration 197Q (222.889902 sec): 3 clusters Score: Raw -19171661.420516 + Penalty 29173.784657 = -19142487.635859 nChanged 7 SP:Iteration 198Q (223.179544 sec): 3 clusters Score: Raw -19171662.553039 + Penalty 29173.784657 = -19142488.768382 nChanged 9 SP:Iteration 199Q (223.470407 sec): 3 clusters Score: Raw -19171664.071561 + Penalty 29173.784657 = -19142490.286904 nChanged 11 SP:Iteration 200F (223.762546 sec): 3 clusters Score: Raw -19171665.883813 + Penalty 29173.784657 = -19142492.099156 nChanged 11 SP:Iteration 201Q (224.033653 sec): 3 clusters Score: Raw -19171667.649992 + Penalty 29173.784657 = -19142493.865335 nChanged 18 SP:Iteration 202Q (224.307002 sec): 3 clusters Score: Raw -19171670.229783 + Penalty 29173.784657 = -19142496.445126 nChanged 16 SP:Iteration 203Q (224.580210 sec): 3 clusters Score: Raw -19171672.961788 + Penalty 29173.784657 = -19142499.177131 nChanged 17 SP:Iteration 204Q (224.833584 sec): 3 clusters Score: Raw -19171675.323459 + Penalty 29173.784657 = -19142501.538802 nChanged 15 SP:Iteration 205Q (225.101288 sec): 3 clusters Score: Raw -19171677.449751 + Penalty 29173.784657 = -19142503.665094 nChanged 24 SP:Iteration 206Q (225.358502 sec): 3 clusters Score: Raw -19171681.172530 + Penalty 29173.784657 = -19142507.387873 nChanged 27 SP:Iteration 207Q (225.617154 sec): 3 clusters Score: Raw -19171685.009360 + Penalty 29173.784657 = -19142511.224703 nChanged 35 SP:Iteration 208Q (225.910908 sec): 3 clusters Score: Raw -19171690.123819 + Penalty 29173.784657 = -19142516.339162 nChanged 30 SP:Iteration 209Q (226.182293 sec): 3 clusters Score: Raw -19171695.052136 + Penalty 29173.784657 = -19142521.267479 nChanged 25 SP:Iteration 210Q (226.435730 sec): 3 clusters Score: Raw -19171698.855637 + Penalty 29173.784657 = -19142525.070980 nChanged 28 SP:Iteration 211Q (226.707436 sec): 3 clusters Score: Raw -19171702.397948 + Penalty 29173.784657 = -19142528.613291 nChanged 21 SP:Iteration 212Q (227.002466 sec): 3 clusters Score: Raw -19171705.360046 + Penalty 29173.784657 = -19142531.575389 nChanged 23 SP:Iteration 213Q (227.256080 sec): 3 clusters Score: Raw -19171708.396256 + Penalty 29173.784657 = -19142534.611599 nChanged 23 SP:Iteration 214Q (227.517602 sec): 3 clusters Score: Raw -19171712.281604 + Penalty 29173.784657 = -19142538.496948 nChanged 30 SP:Iteration 215Q (227.798616 sec): 3 clusters Score: Raw -19171717.373122 + Penalty 29173.784657 = -19142543.588466 nChanged 23 SP:Iteration 216Q (228.094195 sec): 3 clusters Score: Raw -19171720.920434 + Penalty 29173.784657 = -19142547.135777 nChanged 31 SP:Iteration 217Q (228.397570 sec): 3 clusters Score: Raw -19171725.749424 + Penalty 29173.784657 = -19142551.964768 nChanged 28 SP:Iteration 218Q (228.688604 sec): 3 clusters Score: Raw -19171729.565711 + Penalty 29173.784657 = -19142555.781055 nChanged 32 SP:Iteration 219Q (228.979820 sec): 3 clusters Score: Raw -19171734.365298 + Penalty 29173.784657 = -19142560.580641 nChanged 30 SP:Iteration 220F (229.261142 sec): 3 clusters Score: Raw -19171739.319783 + Penalty 29173.784657 = -19142565.535126 nChanged 34 SP:Iteration 221Q (229.543690 sec): 3 clusters Score: Raw -19171745.098570 + Penalty 29173.784657 = -19142571.313914 nChanged 42 SP:Iteration 222Q (229.831173 sec): 3 clusters Score: Raw -19171752.552173 + Penalty 29173.784657 = -19142578.767516 nChanged 44 SP:Iteration 223Q (230.126362 sec): 3 clusters Score: Raw -19171759.879545 + Penalty 29173.784657 = -19142586.094889 nChanged 45 SP:Iteration 224Q (230.410558 sec): 3 clusters Score: Raw -19171767.289932 + Penalty 29173.784657 = -19142593.505275 nChanged 49 SP:Iteration 225Q (230.707783 sec): 3 clusters Score: Raw -19171776.420613 + Penalty 29173.784657 = -19142602.635956 nChanged 39 SP:Iteration 226Q (230.977604 sec): 3 clusters Score: Raw -19171782.841393 + Penalty 29173.784657 = -19142609.056736 nChanged 42 SP:Iteration 227Q (231.269245 sec): 3 clusters Score: Raw -19171790.275620 + Penalty 29173.784657 = -19142616.490963 nChanged 50 SP:Iteration 228Q (231.543858 sec): 3 clusters Score: Raw -19171800.233626 + Penalty 29173.784657 = -19142626.448969 nChanged 49 SP:Iteration 229Q (231.837838 sec): 3 clusters Score: Raw -19171808.850348 + Penalty 29173.784657 = -19142635.065691 nChanged 47 SP:Iteration 230Q (232.122644 sec): 3 clusters Score: Raw -19171817.524385 + Penalty 29173.784657 = -19142643.739728 nChanged 54 SP:Iteration 231Q (232.430416 sec): 3 clusters Score: Raw -19171827.245049 + Penalty 29173.784657 = -19142653.460393 nChanged 54 SP:Iteration 232Q (232.743250 sec): 3 clusters Score: Raw -19171837.568260 + Penalty 29173.784657 = -19142663.783603 nChanged 62 SP:Iteration 233Q (233.049892 sec): 3 clusters Score: Raw -19171849.097125 + Penalty 29173.784657 = -19142675.312468 nChanged 55 SP:Iteration 234Q (233.338532 sec): 3 clusters Score: Raw -19171859.392813 + Penalty 29173.784657 = -19142685.608157 nChanged 56 SP:Iteration 235Q (233.650519 sec): 3 clusters Score: Raw -19171869.299605 + Penalty 29173.784657 = -19142695.514948 nChanged 56 SP:Iteration 236Q (233.943467 sec): 3 clusters Score: Raw -19171878.285190 + Penalty 29173.784657 = -19142704.500533 nChanged 43 SP:Iteration 237Q (234.242444 sec): 3 clusters Score: Raw -19171885.843015 + Penalty 29173.784657 = -19142712.058358 nChanged 40 SP:Iteration 238Q (234.527193 sec): 3 clusters Score: Raw -19171892.948716 + Penalty 29173.784657 = -19142719.164059 nChanged 45 SP:Iteration 239Q (234.800199 sec): 3 clusters Score: Raw -19171900.428082 + Penalty 29173.784657 = -19142726.643425 nChanged 48 SP:Iteration 240F (235.119735 sec): 3 clusters Score: Raw -19171908.615328 + Penalty 29173.784657 = -19142734.830672 nChanged 49 SP:Iteration 241Q (235.409062 sec): 3 clusters Score: Raw -19171917.822797 + Penalty 29173.784657 = -19142744.038141 nChanged 48 SP:Iteration 242Q (235.698734 sec): 3 clusters Score: Raw -19171926.321189 + Penalty 29173.784657 = -19142752.536532 nChanged 36 SP:Iteration 243Q (235.963184 sec): 3 clusters Score: Raw -19171932.378544 + Penalty 29173.784657 = -19142758.593887 nChanged 36 SP:Iteration 244Q (236.220703 sec): 3 clusters Score: Raw -19171938.820323 + Penalty 29173.784657 = -19142765.035666 nChanged 41 SP:Iteration 245Q (236.502137 sec): 3 clusters Score: Raw -19171945.013763 + Penalty 29173.784657 = -19142771.229106 nChanged 35 SP:Iteration 246Q (236.776936 sec): 3 clusters Score: Raw -19171950.071901 + Penalty 29173.784657 = -19142776.287244 nChanged 31 SP:Iteration 247Q (237.073317 sec): 3 clusters Score: Raw -19171954.908961 + Penalty 29173.784657 = -19142781.124304 nChanged 23 SP:Iteration 248Q (237.434082 sec): 3 clusters Score: Raw -19171958.799726 + Penalty 29173.784657 = -19142785.015070 nChanged 30 SP:Iteration 249Q (237.702485 sec): 3 clusters Score: Raw -19171963.431564 + Penalty 29173.784657 = -19142789.646907 nChanged 34 SP:Iteration 250Q (237.964467 sec): 3 clusters Score: Raw -19171968.059376 + Penalty 29173.784657 = -19142794.274719 nChanged 31 SP:Iteration 251Q (238.249512 sec): 3 clusters Score: Raw -19171973.017932 + Penalty 29173.784657 = -19142799.233275 nChanged 31 SP:Iteration 252Q (238.539827 sec): 3 clusters Score: Raw -19171977.219357 + Penalty 29173.784657 = -19142803.434700 nChanged 30 SP:Iteration 253Q (238.832042 sec): 3 clusters Score: Raw -19171982.267371 + Penalty 29173.784657 = -19142808.482714 nChanged 30 SP:Iteration 254Q (239.122936 sec): 3 clusters Score: Raw -19171987.786727 + Penalty 29173.784657 = -19142814.002070 nChanged 35 SP:Iteration 255Q (239.411848 sec): 3 clusters Score: Raw -19171993.513159 + Penalty 29173.784657 = -19142819.728502 nChanged 34 SP:Iteration 256Q (239.688800 sec): 3 clusters Score: Raw -19171998.629258 + Penalty 29173.784657 = -19142824.844601 nChanged 21 SP:Iteration 257Q (239.953696 sec): 3 clusters Score: Raw -19172002.403363 + Penalty 29173.784657 = -19142828.618706 nChanged 22 SP:Iteration 258Q (240.246252 sec): 3 clusters Score: Raw -19172005.904297 + Penalty 29173.784657 = -19142832.119640 nChanged 25 SP:Iteration 259Q (240.515301 sec): 3 clusters Score: Raw -19172010.252668 + Penalty 29173.784657 = -19142836.468011 nChanged 18 SP:Iteration 260F (240.768844 sec): 3 clusters Score: Raw -19172012.869065 + Penalty 29173.784657 = -19142839.084409 nChanged 23 SP:Iteration 261Q (241.044196 sec): 3 clusters Score: Raw -19172016.478843 + Penalty 29173.784657 = -19142842.694187 nChanged 26 SP:Iteration 262Q (241.324676 sec): 3 clusters Score: Raw -19172020.630624 + Penalty 29173.784657 = -19142846.845967 nChanged 19 SP:Iteration 263Q (241.613393 sec): 3 clusters Score: Raw -19172023.369147 + Penalty 29173.784657 = -19142849.584490 nChanged 17 SP:Iteration 264Q (241.884029 sec): 3 clusters Score: Raw -19172026.586720 + Penalty 29173.784657 = -19142852.802064 nChanged 23 SP:Iteration 265Q (242.142099 sec): 3 clusters Score: Raw -19172030.094245 + Penalty 29173.784657 = -19142856.309589 nChanged 17 SP:Iteration 266Q (242.386775 sec): 3 clusters Score: Raw -19172032.506097 + Penalty 29173.784657 = -19142858.721441 nChanged 13 SP:Iteration 267Q (242.664320 sec): 3 clusters Score: Raw -19172034.339496 + Penalty 29173.784657 = -19142860.554839 nChanged 17 SP:Iteration 268Q (242.926394 sec): 3 clusters Score: Raw -19172037.082342 + Penalty 29173.784657 = -19142863.297685 nChanged 15 SP:Iteration 269Q (243.179799 sec): 3 clusters Score: Raw -19172039.089316 + Penalty 29173.784657 = -19142865.304660 nChanged 14 SP:Iteration 270Q (243.424871 sec): 3 clusters Score: Raw -19172041.157950 + Penalty 29173.784657 = -19142867.373294 nChanged 7 SP:Iteration 271Q (243.692507 sec): 3 clusters Score: Raw -19172042.266760 + Penalty 29173.784657 = -19142868.482103 nChanged 4 SP:Iteration 272Q (243.987392 sec): 3 clusters Score: Raw -19172042.828427 + Penalty 29173.784657 = -19142869.043770 nChanged 5 SP:Iteration 273Q (244.276930 sec): 3 clusters Score: Raw -19172043.459180 + Penalty 29173.784657 = -19142869.674523 nChanged 3 SP:Iteration 274Q (244.559339 sec): 3 clusters Score: Raw -19172043.843123 + Penalty 29173.784657 = -19142870.058466 nChanged 5 SP:Iteration 275Q (244.856135 sec): 3 clusters Score: Raw -19172044.416330 + Penalty 29173.784657 = -19142870.631674 nChanged 5 SP:Iteration 276Q (245.142577 sec): 3 clusters Score: Raw -19172045.062334 + Penalty 29173.784657 = -19142871.277677 nChanged 1 SP:Iteration 277Q (245.436522 sec): 3 clusters Score: Raw -19172045.192738 + Penalty 29173.784657 = -19142871.408082 nChanged 2 SP:Iteration 278Q (245.737685 sec): 3 clusters Score: Raw -19172045.412171 + Penalty 29173.784657 = -19142871.627514 nChanged 6 SP:Iteration 279Q (246.028433 sec): 3 clusters Score: Raw -19172046.122958 + Penalty 29173.784657 = -19142872.338302 nChanged 2 SP:Iteration 280F (246.333433 sec): 3 clusters Score: Raw -19172046.348719 + Penalty 29173.784657 = -19142872.564062 nChanged 1 SP:Iteration 281Q (246.633036 sec): 3 clusters Score: Raw -19172046.448538 + Penalty 29173.784657 = -19142872.663882 nChanged 2 SP:Iteration 282Q (246.937114 sec): 3 clusters Score: Raw -19172046.634985 + Penalty 29173.784657 = -19142872.850329 nChanged 2 SP:Iteration 283Q (247.247186 sec): 3 clusters Score: Raw -19172046.853730 + Penalty 29173.784657 = -19142873.069073 nChanged 2 SP:Iteration 284Q (247.555368 sec): 3 clusters Score: Raw -19172047.168380 + Penalty 29173.784657 = -19142873.383723 nChanged 0 SP:Iteration 285F (247.867435 sec): 3 clusters Score: Raw -19172047.168380 + Penalty 29173.784657 = -19142873.383723 nChanged 0 Trying to split cluster 17 (220209 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (249.312886 sec): 2 clusters Score: Raw -86212297.685437 + Penalty 16614.299872 = -86195683.385566 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (250.522680 sec): 3 clusters Score: Raw -86077037.655104 + Penalty 33228.599743 = -86043809.055361 nChanged 100968 SP:Iteration 1F (251.666335 sec): 3 clusters Score: Raw -86132710.652819 + Penalty 33228.599743 = -86099482.053075 nChanged 8983 SP:Iteration 2Q (252.816891 sec): 3 clusters Score: Raw -86135194.103223 + Penalty 33228.599743 = -86101965.503480 nChanged 8180 SP:Iteration 3Q (253.970013 sec): 3 clusters Score: Raw -86137487.279000 + Penalty 33228.599743 = -86104258.679257 nChanged 7810 SP:Iteration 4Q (255.042750 sec): 3 clusters Score: Raw -86139821.915033 + Penalty 33228.599743 = -86106593.315289 nChanged 7901 SP:Iteration 5Q (256.119000 sec): 3 clusters Score: Raw -86142537.844268 + Penalty 33228.599743 = -86109309.244525 nChanged 8660 SP:Iteration 6Q (257.190722 sec): 3 clusters Score: Raw -86146216.749823 + Penalty 33228.599743 = -86112988.150080 nChanged 9964 SP:Iteration 7Q (258.273733 sec): 3 clusters Score: Raw -86151340.671062 + Penalty 33228.599743 = -86118112.071319 nChanged 11755 SP:Iteration 8F (259.313158 sec): 3 clusters Score: Raw -86158356.783660 + Penalty 33228.599743 = -86125128.183917 nChanged 13260 SP:Iteration 9F (260.477876 sec): 3 clusters Score: Raw -86167055.592298 + Penalty 33228.599743 = -86133826.992555 nChanged 13928 SP:Iteration 10F (261.620446 sec): 3 clusters Score: Raw -86176206.948413 + Penalty 33228.599743 = -86142978.348670 nChanged 13265 SP:Iteration 11F (262.723993 sec): 3 clusters Score: Raw -86184002.949154 + Penalty 33228.599743 = -86150774.349411 nChanged 11209 SP:Iteration 12F (263.924312 sec): 3 clusters Score: Raw -86189552.034361 + Penalty 33228.599743 = -86156323.434618 nChanged 8815 SP:Iteration 13Q (265.027699 sec): 3 clusters Score: Raw -86192988.025796 + Penalty 33228.599743 = -86159759.426053 nChanged 6430 SP:Iteration 14Q (266.208356 sec): 3 clusters Score: Raw -86194948.026469 + Penalty 33228.599743 = -86161719.426725 nChanged 4731 SP:Iteration 15Q (267.276964 sec): 3 clusters Score: Raw -86196095.678461 + Penalty 33228.599743 = -86162867.078718 nChanged 3561 SP:Iteration 16Q (268.373516 sec): 3 clusters Score: Raw -86196788.978995 + Penalty 33228.599743 = -86163560.379252 nChanged 2717 SP:Iteration 17Q (269.569093 sec): 3 clusters Score: Raw -86197236.516156 + Penalty 33228.599743 = -86164007.916413 nChanged 2140 SP:Iteration 18Q (270.803095 sec): 3 clusters Score: Raw -86197543.325494 + Penalty 33228.599743 = -86164314.725751 nChanged 1772 SP:Iteration 19Q (272.021653 sec): 3 clusters Score: Raw -86197767.364406 + Penalty 33228.599743 = -86164538.764663 nChanged 1488 SP:Iteration 20F (273.166603 sec): 3 clusters Score: Raw -86197936.410226 + Penalty 33228.599743 = -86164707.810483 nChanged 1253 SP:Iteration 21Q (274.153234 sec): 3 clusters Score: Raw -86198057.768654 + Penalty 33228.599743 = -86164829.168911 nChanged 1052 SP:Iteration 22Q (275.339224 sec): 3 clusters Score: Raw -86198152.679612 + Penalty 33228.599743 = -86164924.079869 nChanged 878 SP:Iteration 23Q (276.530325 sec): 3 clusters Score: Raw -86198224.529411 + Penalty 33228.599743 = -86164995.929668 nChanged 740 SP:Iteration 24Q (277.671540 sec): 3 clusters Score: Raw -86198281.136368 + Penalty 33228.599743 = -86165052.536625 nChanged 610 SP:Iteration 25Q (278.848073 sec): 3 clusters Score: Raw -86198324.736287 + Penalty 33228.599743 = -86165096.136544 nChanged 568 SP:Iteration 26Q (280.123128 sec): 3 clusters Score: Raw -86198361.825646 + Penalty 33228.599743 = -86165133.225903 nChanged 496 SP:Iteration 27Q (281.299405 sec): 3 clusters Score: Raw -86198394.152050 + Penalty 33228.599743 = -86165165.552307 nChanged 470 SP:Iteration 28Q (282.543885 sec): 3 clusters Score: Raw -86198424.216908 + Penalty 33228.599743 = -86165195.617164 nChanged 418 SP:Iteration 29Q (283.755904 sec): 3 clusters Score: Raw -86198449.019709 + Penalty 33228.599743 = -86165220.419966 nChanged 359 SP:Iteration 30Q (284.958543 sec): 3 clusters Score: Raw -86198469.661140 + Penalty 33228.599743 = -86165241.061397 nChanged 339 SP:Iteration 31Q (286.067612 sec): 3 clusters Score: Raw -86198489.477785 + Penalty 33228.599743 = -86165260.878042 nChanged 316 SP:Iteration 32Q (287.264037 sec): 3 clusters Score: Raw -86198506.947713 + Penalty 33228.599743 = -86165278.347970 nChanged 294 SP:Iteration 33Q (288.423461 sec): 3 clusters Score: Raw -86198522.016205 + Penalty 33228.599743 = -86165293.416462 nChanged 272 SP:Iteration 34Q (289.572525 sec): 3 clusters Score: Raw -86198536.442320 + Penalty 33228.599743 = -86165307.842577 nChanged 273 SP:Iteration 35Q (290.629806 sec): 3 clusters Score: Raw -86198551.047799 + Penalty 33228.599743 = -86165322.448056 nChanged 272 SP:Iteration 36Q (291.761780 sec): 3 clusters Score: Raw -86198565.362558 + Penalty 33228.599743 = -86165336.762815 nChanged 250 SP:Iteration 37Q (292.834647 sec): 3 clusters Score: Raw -86198578.184718 + Penalty 33228.599743 = -86165349.584975 nChanged 252 SP:Iteration 38Q (293.951046 sec): 3 clusters Score: Raw -86198591.863226 + Penalty 33228.599743 = -86165363.263482 nChanged 252 SP:Iteration 39Q (295.051831 sec): 3 clusters Score: Raw -86198604.393164 + Penalty 33228.599743 = -86165375.793421 nChanged 241 SP:Iteration 40F (296.272438 sec): 3 clusters Score: Raw -86198616.013522 + Penalty 33228.599743 = -86165387.413779 nChanged 247 SP:Iteration 41Q (297.441714 sec): 3 clusters Score: Raw -86198628.139151 + Penalty 33228.599743 = -86165399.539408 nChanged 247 SP:Iteration 42Q (298.537850 sec): 3 clusters Score: Raw -86198640.674480 + Penalty 33228.599743 = -86165412.074737 nChanged 247 SP:Iteration 43Q (299.686342 sec): 3 clusters Score: Raw -86198652.128483 + Penalty 33228.599743 = -86165423.528740 nChanged 223 SP:Iteration 44Q (300.768190 sec): 3 clusters Score: Raw -86198662.649543 + Penalty 33228.599743 = -86165434.049800 nChanged 231 SP:Iteration 45Q (301.948640 sec): 3 clusters Score: Raw -86198673.650704 + Penalty 33228.599743 = -86165445.050961 nChanged 234 SP:Iteration 46Q (302.974100 sec): 3 clusters Score: Raw -86198685.123885 + Penalty 33228.599743 = -86165456.524142 nChanged 235 SP:Iteration 47Q (304.104123 sec): 3 clusters Score: Raw -86198697.273614 + Penalty 33228.599743 = -86165468.673871 nChanged 239 SP:Iteration 48Q (305.161576 sec): 3 clusters Score: Raw -86198709.534758 + Penalty 33228.599743 = -86165480.935015 nChanged 245 SP:Iteration 49Q (306.255255 sec): 3 clusters Score: Raw -86198722.348932 + Penalty 33228.599743 = -86165493.749189 nChanged 245 SP:Iteration 50Q (307.422818 sec): 3 clusters Score: Raw -86198734.582938 + Penalty 33228.599743 = -86165505.983195 nChanged 244 SP:Iteration 51Q (308.523248 sec): 3 clusters Score: Raw -86198747.803762 + Penalty 33228.599743 = -86165519.204019 nChanged 244 SP:Iteration 52Q (309.636741 sec): 3 clusters Score: Raw -86198761.026676 + Penalty 33228.599743 = -86165532.426933 nChanged 252 SP:Iteration 53Q (310.655237 sec): 3 clusters Score: Raw -86198774.347772 + Penalty 33228.599743 = -86165545.748029 nChanged 267 SP:Iteration 54Q (311.761282 sec): 3 clusters Score: Raw -86198788.711434 + Penalty 33228.599743 = -86165560.111691 nChanged 287 SP:Iteration 55Q (312.937962 sec): 3 clusters Score: Raw -86198805.625660 + Penalty 33228.599743 = -86165577.025916 nChanged 316 SP:Iteration 56Q (314.084760 sec): 3 clusters Score: Raw -86198823.359893 + Penalty 33228.599743 = -86165594.760150 nChanged 316 SP:Iteration 57Q (315.040872 sec): 3 clusters Score: Raw -86198841.673285 + Penalty 33228.599743 = -86165613.073542 nChanged 347 SP:Iteration 58Q (316.168667 sec): 3 clusters Score: Raw -86198864.680354 + Penalty 33228.599743 = -86165636.080611 nChanged 384 SP:Iteration 59Q (317.195865 sec): 3 clusters Score: Raw -86198889.435466 + Penalty 33228.599743 = -86165660.835723 nChanged 368 SP:Iteration 60F (318.279214 sec): 3 clusters Score: Raw -86198914.711340 + Penalty 33228.599743 = -86165686.111597 nChanged 393 SP:Iteration 61Q (319.459563 sec): 3 clusters Score: Raw -86198941.790574 + Penalty 33228.599743 = -86165713.190831 nChanged 421 SP:Iteration 62Q (320.624015 sec): 3 clusters Score: Raw -86198971.951142 + Penalty 33228.599743 = -86165743.351399 nChanged 470 SP:Iteration 63Q (321.802536 sec): 3 clusters Score: Raw -86199004.434772 + Penalty 33228.599743 = -86165775.835029 nChanged 483 SP:Iteration 64Q (322.949204 sec): 3 clusters Score: Raw -86199043.025761 + Penalty 33228.599743 = -86165814.426018 nChanged 542 SP:Iteration 65Q (324.027129 sec): 3 clusters Score: Raw -86199085.072516 + Penalty 33228.599743 = -86165856.472773 nChanged 563 SP:Iteration 66Q (325.133956 sec): 3 clusters Score: Raw -86199131.892651 + Penalty 33228.599743 = -86165903.292908 nChanged 616 SP:Iteration 67Q (326.270293 sec): 3 clusters Score: Raw -86199187.620530 + Penalty 33228.599743 = -86165959.020787 nChanged 671 SP:Iteration 68Q (327.288964 sec): 3 clusters Score: Raw -86199249.951459 + Penalty 33228.599743 = -86166021.351716 nChanged 703 SP:Iteration 69Q (328.310314 sec): 3 clusters Score: Raw -86199316.068491 + Penalty 33228.599743 = -86166087.468747 nChanged 768 SP:Iteration 70Q (329.328552 sec): 3 clusters Score: Raw -86199392.646419 + Penalty 33228.599743 = -86166164.046676 nChanged 835 SP:Iteration 71Q (330.455123 sec): 3 clusters Score: Raw -86199481.237570 + Penalty 33228.599743 = -86166252.637827 nChanged 927 SP:Iteration 72Q (331.475139 sec): 3 clusters Score: Raw -86199587.123687 + Penalty 33228.599743 = -86166358.523944 nChanged 999 SP:Iteration 73Q (332.491985 sec): 3 clusters Score: Raw -86199707.816551 + Penalty 33228.599743 = -86166479.216808 nChanged 1080 SP:Iteration 74Q (333.502283 sec): 3 clusters Score: Raw -86199843.130087 + Penalty 33228.599743 = -86166614.530344 nChanged 1180 SP:Iteration 75Q (334.663982 sec): 3 clusters Score: Raw -86200003.288115 + Penalty 33228.599743 = -86166774.688372 nChanged 1279 SP:Iteration 76Q (335.827221 sec): 3 clusters Score: Raw -86200185.088522 + Penalty 33228.599743 = -86166956.488778 nChanged 1378 SP:Iteration 77Q (336.881737 sec): 3 clusters Score: Raw -86200390.406447 + Penalty 33228.599743 = -86167161.806704 nChanged 1455 SP:Iteration 78Q (337.845754 sec): 3 clusters Score: Raw -86200619.569932 + Penalty 33228.599743 = -86167390.970189 nChanged 1530 SP:Iteration 79Q (338.867552 sec): 3 clusters Score: Raw -86200859.934296 + Penalty 33228.599743 = -86167631.334553 nChanged 1622 SP:Iteration 80F (339.890503 sec): 3 clusters Score: Raw -86201134.730910 + Penalty 33228.599743 = -86167906.131167 nChanged 1747 SP:Iteration 81Q (340.917379 sec): 3 clusters Score: Raw -86201451.810235 + Penalty 33228.599743 = -86168223.210492 nChanged 1892 SP:Iteration 82Q (342.072583 sec): 3 clusters Score: Raw -86201802.951793 + Penalty 33228.599743 = -86168574.352050 nChanged 1922 SP:Iteration 83Q (343.195867 sec): 3 clusters Score: Raw -86202152.133088 + Penalty 33228.599743 = -86168923.533345 nChanged 1948 SP:Iteration 84Q (344.273981 sec): 3 clusters Score: Raw -86202519.539790 + Penalty 33228.599743 = -86169290.940047 nChanged 2013 SP:Iteration 85Q (345.429405 sec): 3 clusters Score: Raw -86202901.395118 + Penalty 33228.599743 = -86169672.795375 nChanged 1923 SP:Iteration 86Q (346.507730 sec): 3 clusters Score: Raw -86203268.574978 + Penalty 33228.599743 = -86170039.975235 nChanged 1955 SP:Iteration 87Q (347.685425 sec): 3 clusters Score: Raw -86203632.934890 + Penalty 33228.599743 = -86170404.335147 nChanged 1876 SP:Iteration 88Q (348.777974 sec): 3 clusters Score: Raw -86203996.885068 + Penalty 33228.599743 = -86170768.285324 nChanged 1996 SP:Iteration 89Q (349.872735 sec): 3 clusters Score: Raw -86204373.384159 + Penalty 33228.599743 = -86171144.784416 nChanged 2001 SP:Iteration 90Q (351.062077 sec): 3 clusters Score: Raw -86204741.461329 + Penalty 33228.599743 = -86171512.861586 nChanged 1885 SP:Iteration 91Q (352.229670 sec): 3 clusters Score: Raw -86205082.978343 + Penalty 33228.599743 = -86171854.378600 nChanged 1906 SP:Iteration 92Q (353.382746 sec): 3 clusters Score: Raw -86205445.870218 + Penalty 33228.599743 = -86172217.270475 nChanged 1996 SP:Iteration 93Q (354.427631 sec): 3 clusters Score: Raw -86205833.350565 + Penalty 33228.599743 = -86172604.750822 nChanged 1992 SP:Iteration 94Q (355.523207 sec): 3 clusters Score: Raw -86206217.430051 + Penalty 33228.599743 = -86172988.830308 nChanged 1976 SP:Iteration 95Q (356.641574 sec): 3 clusters Score: Raw -86206600.865696 + Penalty 33228.599743 = -86173372.265952 nChanged 2031 SP:Iteration 96Q (357.755862 sec): 3 clusters Score: Raw -86207009.401134 + Penalty 33228.599743 = -86173780.801391 nChanged 1994 SP:Iteration 97Q (358.913359 sec): 3 clusters Score: Raw -86207425.480135 + Penalty 33228.599743 = -86174196.880392 nChanged 2001 SP:Iteration 98Q (359.938838 sec): 3 clusters Score: Raw -86207831.847685 + Penalty 33228.599743 = -86174603.247942 nChanged 1931 SP:Iteration 99Q (361.018557 sec): 3 clusters Score: Raw -86208238.886246 + Penalty 33228.599743 = -86175010.286502 nChanged 1935 SP:Iteration 100F (362.100575 sec): 3 clusters Score: Raw -86208649.492237 + Penalty 33228.599743 = -86175420.892494 nChanged 1946 SP:Iteration 101Q (363.142720 sec): 3 clusters Score: Raw -86209076.132380 + Penalty 33228.599743 = -86175847.532637 nChanged 1899 SP:Iteration 102Q (364.170128 sec): 3 clusters Score: Raw -86209486.884562 + Penalty 33228.599743 = -86176258.284819 nChanged 1822 SP:Iteration 103Q (365.203439 sec): 3 clusters Score: Raw -86209899.048141 + Penalty 33228.599743 = -86176670.448398 nChanged 1849 SP:Iteration 104Q (366.173966 sec): 3 clusters Score: Raw -86210315.617527 + Penalty 33228.599743 = -86177087.017784 nChanged 1822 SP:Iteration 105Q (367.178306 sec): 3 clusters Score: Raw -86210724.222307 + Penalty 33228.599743 = -86177495.622564 nChanged 1720 SP:Iteration 106Q (368.182774 sec): 3 clusters Score: Raw -86211113.571857 + Penalty 33228.599743 = -86177884.972114 nChanged 1693 SP:Iteration 107Q (369.207449 sec): 3 clusters Score: Raw -86211501.785060 + Penalty 33228.599743 = -86178273.185317 nChanged 1650 SP:Iteration 108Q (370.192897 sec): 3 clusters Score: Raw -86211885.279603 + Penalty 33228.599743 = -86178656.679860 nChanged 1594 SP:Iteration 109Q (371.143093 sec): 3 clusters Score: Raw -86212268.263050 + Penalty 33228.599743 = -86179039.663306 nChanged 1577 SP:Iteration 110Q (372.038107 sec): 3 clusters Score: Raw -86212648.541302 + Penalty 33228.599743 = -86179419.941559 nChanged 1515 SP:Iteration 111Q (372.903851 sec): 3 clusters Score: Raw -86213002.361770 + Penalty 33228.599743 = -86179773.762026 nChanged 1445 SP:Iteration 112Q (373.823357 sec): 3 clusters Score: Raw -86213353.176730 + Penalty 33228.599743 = -86180124.576986 nChanged 1394 SP:Iteration 113Q (374.818862 sec): 3 clusters Score: Raw -86213680.596437 + Penalty 33228.599743 = -86180451.996694 nChanged 1220 SP:Iteration 114Q (375.889227 sec): 3 clusters Score: Raw -86213965.281289 + Penalty 33228.599743 = -86180736.681546 nChanged 1164 SP:Iteration 115Q (376.890692 sec): 3 clusters Score: Raw -86214229.322442 + Penalty 33228.599743 = -86181000.722698 nChanged 1095 SP:Iteration 116Q (377.801646 sec): 3 clusters Score: Raw -86214478.992016 + Penalty 33228.599743 = -86181250.392273 nChanged 1012 SP:Iteration 117Q (378.712597 sec): 3 clusters Score: Raw -86214710.754752 + Penalty 33228.599743 = -86181482.155009 nChanged 876 SP:Iteration 118Q (379.657502 sec): 3 clusters Score: Raw -86214905.617934 + Penalty 33228.599743 = -86181677.018191 nChanged 797 SP:Iteration 119Q (380.602983 sec): 3 clusters Score: Raw -86215085.332950 + Penalty 33228.599743 = -86181856.733207 nChanged 748 SP:Iteration 120F (381.630203 sec): 3 clusters Score: Raw -86215251.872746 + Penalty 33228.599743 = -86182023.273003 nChanged 725 SP:Iteration 121Q (382.551338 sec): 3 clusters Score: Raw -86215413.896227 + Penalty 33228.599743 = -86182185.296484 nChanged 680 SP:Iteration 122Q (383.589061 sec): 3 clusters Score: Raw -86215565.945152 + Penalty 33228.599743 = -86182337.345409 nChanged 615 SP:Iteration 123Q (384.478305 sec): 3 clusters Score: Raw -86215702.641242 + Penalty 33228.599743 = -86182474.041499 nChanged 564 SP:Iteration 124Q (385.559272 sec): 3 clusters Score: Raw -86215826.963924 + Penalty 33228.599743 = -86182598.364181 nChanged 538 SP:Iteration 125Q (386.604436 sec): 3 clusters Score: Raw -86215933.636917 + Penalty 33228.599743 = -86182705.037174 nChanged 439 SP:Iteration 126Q (387.480583 sec): 3 clusters Score: Raw -86216020.654811 + Penalty 33228.599743 = -86182792.055068 nChanged 391 SP:Iteration 127Q (388.425568 sec): 3 clusters Score: Raw -86216099.679259 + Penalty 33228.599743 = -86182871.079516 nChanged 406 SP:Iteration 128Q (389.387762 sec): 3 clusters Score: Raw -86216182.935315 + Penalty 33228.599743 = -86182954.335571 nChanged 371 SP:Iteration 129Q (390.364536 sec): 3 clusters Score: Raw -86216253.958254 + Penalty 33228.599743 = -86183025.358511 nChanged 313 SP:Iteration 130Q (391.318780 sec): 3 clusters Score: Raw -86216314.961596 + Penalty 33228.599743 = -86183086.361853 nChanged 299 SP:Iteration 131Q (392.326044 sec): 3 clusters Score: Raw -86216373.275112 + Penalty 33228.599743 = -86183144.675369 nChanged 281 SP:Iteration 132Q (393.357353 sec): 3 clusters Score: Raw -86216427.741632 + Penalty 33228.599743 = -86183199.141888 nChanged 268 SP:Iteration 133Q (394.286115 sec): 3 clusters Score: Raw -86216479.179742 + Penalty 33228.599743 = -86183250.579999 nChanged 232 SP:Iteration 134Q (395.302737 sec): 3 clusters Score: Raw -86216522.360947 + Penalty 33228.599743 = -86183293.761203 nChanged 213 SP:Iteration 135Q (396.301580 sec): 3 clusters Score: Raw -86216560.941690 + Penalty 33228.599743 = -86183332.341947 nChanged 194 SP:Iteration 136Q (397.292000 sec): 3 clusters Score: Raw -86216594.597638 + Penalty 33228.599743 = -86183365.997895 nChanged 167 SP:Iteration 137Q (398.308704 sec): 3 clusters Score: Raw -86216624.653073 + Penalty 33228.599743 = -86183396.053329 nChanged 176 SP:Iteration 138Q (399.317208 sec): 3 clusters Score: Raw -86216657.081566 + Penalty 33228.599743 = -86183428.481823 nChanged 147 SP:Iteration 139Q (400.263827 sec): 3 clusters Score: Raw -86216682.840154 + Penalty 33228.599743 = -86183454.240410 nChanged 124 SP:Iteration 140F (401.380883 sec): 3 clusters Score: Raw -86216704.587096 + Penalty 33228.599743 = -86183475.987353 nChanged 113 SP:Iteration 141Q (402.371359 sec): 3 clusters Score: Raw -86216722.919369 + Penalty 33228.599743 = -86183494.319626 nChanged 99 SP:Iteration 142Q (403.285264 sec): 3 clusters Score: Raw -86216738.960807 + Penalty 33228.599743 = -86183510.361064 nChanged 93 SP:Iteration 143Q (404.217838 sec): 3 clusters Score: Raw -86216753.741469 + Penalty 33228.599743 = -86183525.141726 nChanged 93 SP:Iteration 144Q (405.117426 sec): 3 clusters Score: Raw -86216770.094011 + Penalty 33228.599743 = -86183541.494268 nChanged 101 SP:Iteration 145Q (406.018086 sec): 3 clusters Score: Raw -86216787.118621 + Penalty 33228.599743 = -86183558.518878 nChanged 95 SP:Iteration 146Q (406.951352 sec): 3 clusters Score: Raw -86216803.130909 + Penalty 33228.599743 = -86183574.531166 nChanged 93 SP:Iteration 147Q (407.819680 sec): 3 clusters Score: Raw -86216818.104184 + Penalty 33228.599743 = -86183589.504441 nChanged 76 SP:Iteration 148Q (408.691010 sec): 3 clusters Score: Raw -86216831.367538 + Penalty 33228.599743 = -86183602.767794 nChanged 71 SP:Iteration 149Q (409.525912 sec): 3 clusters Score: Raw -86216842.666575 + Penalty 33228.599743 = -86183614.066832 nChanged 66 SP:Iteration 150Q (410.387835 sec): 3 clusters Score: Raw -86216853.459086 + Penalty 33228.599743 = -86183624.859343 nChanged 64 SP:Iteration 151Q (411.276119 sec): 3 clusters Score: Raw -86216863.345253 + Penalty 33228.599743 = -86183634.745510 nChanged 60 SP:Iteration 152Q (412.103360 sec): 3 clusters Score: Raw -86216872.371070 + Penalty 33228.599743 = -86183643.771326 nChanged 59 SP:Iteration 153Q (412.929126 sec): 3 clusters Score: Raw -86216882.022746 + Penalty 33228.599743 = -86183653.423003 nChanged 54 SP:Iteration 154Q (413.764361 sec): 3 clusters Score: Raw -86216891.398808 + Penalty 33228.599743 = -86183662.799065 nChanged 47 SP:Iteration 155Q (414.669689 sec): 3 clusters Score: Raw -86216900.135246 + Penalty 33228.599743 = -86183671.535502 nChanged 46 SP:Iteration 156Q (415.629675 sec): 3 clusters Score: Raw -86216907.263453 + Penalty 33228.599743 = -86183678.663710 nChanged 40 SP:Iteration 157Q (416.619931 sec): 3 clusters Score: Raw -86216914.320945 + Penalty 33228.599743 = -86183685.721201 nChanged 42 SP:Iteration 158Q (417.631463 sec): 3 clusters Score: Raw -86216921.252993 + Penalty 33228.599743 = -86183692.653250 nChanged 48 SP:Iteration 159Q (418.489841 sec): 3 clusters Score: Raw -86216930.743723 + Penalty 33228.599743 = -86183702.143980 nChanged 64 SP:Iteration 160F (419.519931 sec): 3 clusters Score: Raw -86216940.655752 + Penalty 33228.599743 = -86183712.056009 nChanged 52 SP:Iteration 161Q (420.347060 sec): 3 clusters Score: Raw -86216948.458144 + Penalty 33228.599743 = -86183719.858401 nChanged 40 SP:Iteration 162Q (421.240345 sec): 3 clusters Score: Raw -86216955.484038 + Penalty 33228.599743 = -86183726.884295 nChanged 42 SP:Iteration 163Q (422.127785 sec): 3 clusters Score: Raw -86216963.196087 + Penalty 33228.599743 = -86183734.596344 nChanged 48 SP:Iteration 164Q (422.955283 sec): 3 clusters Score: Raw -86216970.444701 + Penalty 33228.599743 = -86183741.844957 nChanged 55 SP:Iteration 165Q (423.860821 sec): 3 clusters Score: Raw -86216979.647425 + Penalty 33228.599743 = -86183751.047681 nChanged 47 SP:Iteration 166Q (424.714697 sec): 3 clusters Score: Raw -86216986.750837 + Penalty 33228.599743 = -86183758.151094 nChanged 43 SP:Iteration 167Q (425.608716 sec): 3 clusters Score: Raw -86216993.780637 + Penalty 33228.599743 = -86183765.180893 nChanged 42 SP:Iteration 168Q (426.440921 sec): 3 clusters Score: Raw -86217000.849922 + Penalty 33228.599743 = -86183772.250179 nChanged 38 SP:Iteration 169Q (427.356329 sec): 3 clusters Score: Raw -86217006.932040 + Penalty 33228.599743 = -86183778.332297 nChanged 21 SP:Iteration 170Q (428.177758 sec): 3 clusters Score: Raw -86217009.695878 + Penalty 33228.599743 = -86183781.096135 nChanged 20 SP:Iteration 171Q (429.093963 sec): 3 clusters Score: Raw -86217012.525960 + Penalty 33228.599743 = -86183783.926216 nChanged 12 SP:Iteration 172Q (429.913483 sec): 3 clusters Score: Raw -86217014.672756 + Penalty 33228.599743 = -86183786.073012 nChanged 22 SP:Iteration 173Q (430.774148 sec): 3 clusters Score: Raw -86217018.123739 + Penalty 33228.599743 = -86183789.523996 nChanged 24 SP:Iteration 174Q (431.633666 sec): 3 clusters Score: Raw -86217021.802192 + Penalty 33228.599743 = -86183793.202449 nChanged 20 SP:Iteration 175Q (432.618173 sec): 3 clusters Score: Raw -86217025.158274 + Penalty 33228.599743 = -86183796.558531 nChanged 17 SP:Iteration 176Q (433.528838 sec): 3 clusters Score: Raw -86217027.752906 + Penalty 33228.599743 = -86183799.153163 nChanged 24 SP:Iteration 177Q (434.458944 sec): 3 clusters Score: Raw -86217031.763748 + Penalty 33228.599743 = -86183803.164004 nChanged 17 SP:Iteration 178Q (435.373098 sec): 3 clusters Score: Raw -86217034.455174 + Penalty 33228.599743 = -86183805.855431 nChanged 9 SP:Iteration 179Q (436.369540 sec): 3 clusters Score: Raw -86217035.734193 + Penalty 33228.599743 = -86183807.134450 nChanged 8 SP:Iteration 180F (437.552140 sec): 3 clusters Score: Raw -86217036.683224 + Penalty 33228.599743 = -86183808.083481 nChanged 10 SP:Iteration 181Q (438.529115 sec): 3 clusters Score: Raw -86217038.099995 + Penalty 33228.599743 = -86183809.500252 nChanged 10 SP:Iteration 182Q (439.523525 sec): 3 clusters Score: Raw -86217039.644650 + Penalty 33228.599743 = -86183811.044906 nChanged 15 SP:Iteration 183Q (440.395280 sec): 3 clusters Score: Raw -86217042.251164 + Penalty 33228.599743 = -86183813.651421 nChanged 25 SP:Iteration 184Q (441.379805 sec): 3 clusters Score: Raw -86217046.185076 + Penalty 33228.599743 = -86183817.585333 nChanged 22 SP:Iteration 185Q (442.367485 sec): 3 clusters Score: Raw -86217049.804211 + Penalty 33228.599743 = -86183821.204468 nChanged 21 SP:Iteration 186Q (443.356810 sec): 3 clusters Score: Raw -86217053.557963 + Penalty 33228.599743 = -86183824.958220 nChanged 20 SP:Iteration 187Q (444.354271 sec): 3 clusters Score: Raw -86217056.467045 + Penalty 33228.599743 = -86183827.867302 nChanged 18 SP:Iteration 188Q (445.370193 sec): 3 clusters Score: Raw -86217059.499307 + Penalty 33228.599743 = -86183830.899564 nChanged 16 SP:Iteration 189Q (446.328046 sec): 3 clusters Score: Raw -86217061.968795 + Penalty 33228.599743 = -86183833.369052 nChanged 14 SP:Iteration 190Q (447.309717 sec): 3 clusters Score: Raw -86217063.831568 + Penalty 33228.599743 = -86183835.231825 nChanged 11 SP:Iteration 191Q (448.267270 sec): 3 clusters Score: Raw -86217065.675482 + Penalty 33228.599743 = -86183837.075739 nChanged 12 SP:Iteration 192Q (449.095897 sec): 3 clusters Score: Raw -86217067.958705 + Penalty 33228.599743 = -86183839.358962 nChanged 11 SP:Iteration 193Q (449.912504 sec): 3 clusters Score: Raw -86217069.553140 + Penalty 33228.599743 = -86183840.953397 nChanged 11 SP:Iteration 194Q (450.739814 sec): 3 clusters Score: Raw -86217071.471980 + Penalty 33228.599743 = -86183842.872237 nChanged 18 SP:Iteration 195Q (451.570827 sec): 3 clusters Score: Raw -86217074.234769 + Penalty 33228.599743 = -86183845.635026 nChanged 11 SP:Iteration 196Q (452.581163 sec): 3 clusters Score: Raw -86217075.932071 + Penalty 33228.599743 = -86183847.332328 nChanged 12 SP:Iteration 197Q (453.587675 sec): 3 clusters Score: Raw -86217077.790801 + Penalty 33228.599743 = -86183849.191058 nChanged 10 SP:Iteration 198Q (454.602463 sec): 3 clusters Score: Raw -86217079.664591 + Penalty 33228.599743 = -86183851.064848 nChanged 18 SP:Iteration 199Q (455.494711 sec): 3 clusters Score: Raw -86217081.946117 + Penalty 33228.599743 = -86183853.346374 nChanged 15 SP:Iteration 200F (456.494163 sec): 3 clusters Score: Raw -86217084.146759 + Penalty 33228.599743 = -86183855.547016 nChanged 10 SP:Iteration 201Q (457.348906 sec): 3 clusters Score: Raw -86217085.671341 + Penalty 33228.599743 = -86183857.071598 nChanged 13 SP:Iteration 202Q (458.225883 sec): 3 clusters Score: Raw -86217087.631944 + Penalty 33228.599743 = -86183859.032201 nChanged 15 SP:Iteration 203Q (459.218533 sec): 3 clusters Score: Raw -86217089.738444 + Penalty 33228.599743 = -86183861.138701 nChanged 12 SP:Iteration 204Q (460.112252 sec): 3 clusters Score: Raw -86217091.450437 + Penalty 33228.599743 = -86183862.850694 nChanged 13 SP:Iteration 205Q (461.026346 sec): 3 clusters Score: Raw -86217093.354154 + Penalty 33228.599743 = -86183864.754411 nChanged 8 SP:Iteration 206Q (461.981194 sec): 3 clusters Score: Raw -86217094.539495 + Penalty 33228.599743 = -86183865.939752 nChanged 5 SP:Iteration 207Q (462.862053 sec): 3 clusters Score: Raw -86217095.200991 + Penalty 33228.599743 = -86183866.601248 nChanged 7 SP:Iteration 208Q (463.694337 sec): 3 clusters Score: Raw -86217096.298540 + Penalty 33228.599743 = -86183867.698797 nChanged 12 SP:Iteration 209Q (464.569187 sec): 3 clusters Score: Raw -86217098.236042 + Penalty 33228.599743 = -86183869.636299 nChanged 11 SP:Iteration 210Q (465.426764 sec): 3 clusters Score: Raw -86217100.099249 + Penalty 33228.599743 = -86183871.499506 nChanged 6 SP:Iteration 211Q (466.344226 sec): 3 clusters Score: Raw -86217100.952904 + Penalty 33228.599743 = -86183872.353161 nChanged 4 SP:Iteration 212Q (467.223062 sec): 3 clusters Score: Raw -86217101.389991 + Penalty 33228.599743 = -86183872.790248 nChanged 2 SP:Iteration 213Q (468.160877 sec): 3 clusters Score: Raw -86217101.626361 + Penalty 33228.599743 = -86183873.026617 nChanged 2 SP:Iteration 214Q (469.097717 sec): 3 clusters Score: Raw -86217101.832290 + Penalty 33228.599743 = -86183873.232547 nChanged 3 SP:Iteration 215Q (470.090327 sec): 3 clusters Score: Raw -86217102.290453 + Penalty 33228.599743 = -86183873.690709 nChanged 7 SP:Iteration 216Q (471.031597 sec): 3 clusters Score: Raw -86217103.198414 + Penalty 33228.599743 = -86183874.598671 nChanged 4 SP:Iteration 217Q (472.025660 sec): 3 clusters Score: Raw -86217103.842384 + Penalty 33228.599743 = -86183875.242640 nChanged 4 SP:Iteration 218Q (473.029167 sec): 3 clusters Score: Raw -86217104.437838 + Penalty 33228.599743 = -86183875.838095 nChanged 1 SP:Iteration 219Q (473.985835 sec): 3 clusters Score: Raw -86217104.554136 + Penalty 33228.599743 = -86183875.954393 nChanged 1 SP:Iteration 220F (475.070139 sec): 3 clusters Score: Raw -86217104.672053 + Penalty 33228.599743 = -86183876.072310 nChanged 1 SP:Iteration 221Q (475.981703 sec): 3 clusters Score: Raw -86217104.733701 + Penalty 33228.599743 = -86183876.133958 nChanged 0 SP:Iteration 222F (477.021750 sec): 3 clusters Score: Raw -86217104.733701 + Penalty 33228.599743 = -86183876.133958 nChanged 0 Trying to split cluster 19 (20214 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (477.152672 sec): 2 clusters Score: Raw -7673666.809974 + Penalty 13389.033527 = -7660277.776447 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (477.299271 sec): 3 clusters Score: Raw -7664641.656254 + Penalty 26778.067055 = -7637863.589199 nChanged 7264 SP:Iteration 1F (477.444288 sec): 3 clusters Score: Raw -7669005.201677 + Penalty 26778.067055 = -7642227.134622 nChanged 1516 SP:Iteration 2F (477.575410 sec): 3 clusters Score: Raw -7670030.993821 + Penalty 26778.067055 = -7643252.926766 nChanged 1011 SP:Iteration 3F (477.708522 sec): 3 clusters Score: Raw -7670712.973342 + Penalty 26778.067055 = -7643934.906287 nChanged 786 SP:Iteration 4Q (477.855054 sec): 3 clusters Score: Raw -7671274.387490 + Penalty 26778.067055 = -7644496.320435 nChanged 710 SP:Iteration 5Q (477.983502 sec): 3 clusters Score: Raw -7671786.643004 + Penalty 26778.067055 = -7645008.575950 nChanged 632 SP:Iteration 6Q (478.116537 sec): 3 clusters Score: Raw -7672247.839246 + Penalty 26778.067055 = -7645469.772191 nChanged 622 SP:Iteration 7Q (478.261237 sec): 3 clusters Score: Raw -7672715.716024 + Penalty 26778.067055 = -7645937.648969 nChanged 639 SP:Iteration 8Q (478.385814 sec): 3 clusters Score: Raw -7673198.969191 + Penalty 26778.067055 = -7646420.902136 nChanged 619 SP:Iteration 9Q (478.523031 sec): 3 clusters Score: Raw -7673632.573801 + Penalty 26778.067055 = -7646854.506746 nChanged 582 SP:Iteration 10Q (478.660696 sec): 3 clusters Score: Raw -7674054.324430 + Penalty 26778.067055 = -7647276.257376 nChanged 579 SP:Iteration 11Q (478.795158 sec): 3 clusters Score: Raw -7674461.744087 + Penalty 26778.067055 = -7647683.677032 nChanged 548 SP:Iteration 12Q (478.930888 sec): 3 clusters Score: Raw -7674832.901187 + Penalty 26778.067055 = -7648054.834132 nChanged 514 SP:Iteration 13Q (479.066223 sec): 3 clusters Score: Raw -7675166.064604 + Penalty 26778.067055 = -7648387.997549 nChanged 443 SP:Iteration 14Q (479.198899 sec): 3 clusters Score: Raw -7675422.624820 + Penalty 26778.067055 = -7648644.557766 nChanged 353 SP:Iteration 15Q (479.325868 sec): 3 clusters Score: Raw -7675606.356162 + Penalty 26778.067055 = -7648828.289108 nChanged 303 SP:Iteration 16Q (479.454925 sec): 3 clusters Score: Raw -7675756.096907 + Penalty 26778.067055 = -7648978.029852 nChanged 259 SP:Iteration 17Q (479.584884 sec): 3 clusters Score: Raw -7675892.292395 + Penalty 26778.067055 = -7649114.225340 nChanged 214 SP:Iteration 18Q (479.731704 sec): 3 clusters Score: Raw -7676000.438423 + Penalty 26778.067055 = -7649222.371368 nChanged 179 SP:Iteration 19Q (479.870119 sec): 3 clusters Score: Raw -7676082.437291 + Penalty 26778.067055 = -7649304.370237 nChanged 147 SP:Iteration 20F (480.037639 sec): 3 clusters Score: Raw -7676144.332033 + Penalty 26778.067055 = -7649366.264978 nChanged 118 SP:Iteration 21Q (480.167878 sec): 3 clusters Score: Raw -7676195.576986 + Penalty 26778.067055 = -7649417.509931 nChanged 108 SP:Iteration 22Q (480.305685 sec): 3 clusters Score: Raw -7676238.663513 + Penalty 26778.067055 = -7649460.596458 nChanged 93 SP:Iteration 23Q (480.429382 sec): 3 clusters Score: Raw -7676273.693035 + Penalty 26778.067055 = -7649495.625980 nChanged 74 SP:Iteration 24Q (480.567610 sec): 3 clusters Score: Raw -7676299.166772 + Penalty 26778.067055 = -7649521.099717 nChanged 66 SP:Iteration 25Q (480.712748 sec): 3 clusters Score: Raw -7676322.366044 + Penalty 26778.067055 = -7649544.298989 nChanged 60 SP:Iteration 26Q (480.865191 sec): 3 clusters Score: Raw -7676343.634134 + Penalty 26778.067055 = -7649565.567079 nChanged 59 SP:Iteration 27Q (481.004280 sec): 3 clusters Score: Raw -7676365.694504 + Penalty 26778.067055 = -7649587.627449 nChanged 53 SP:Iteration 28Q (481.157468 sec): 3 clusters Score: Raw -7676386.174543 + Penalty 26778.067055 = -7649608.107489 nChanged 61 SP:Iteration 29Q (481.320710 sec): 3 clusters Score: Raw -7676407.225535 + Penalty 26778.067055 = -7649629.158480 nChanged 53 SP:Iteration 30Q (481.458171 sec): 3 clusters Score: Raw -7676425.188253 + Penalty 26778.067055 = -7649647.121198 nChanged 51 SP:Iteration 31Q (481.597042 sec): 3 clusters Score: Raw -7676440.854552 + Penalty 26778.067055 = -7649662.787497 nChanged 39 SP:Iteration 32Q (481.745174 sec): 3 clusters Score: Raw -7676453.468925 + Penalty 26778.067055 = -7649675.401870 nChanged 33 SP:Iteration 33Q (481.869476 sec): 3 clusters Score: Raw -7676465.169260 + Penalty 26778.067055 = -7649687.102205 nChanged 26 SP:Iteration 34Q (482.028033 sec): 3 clusters Score: Raw -7676472.803777 + Penalty 26778.067055 = -7649694.736722 nChanged 21 SP:Iteration 35Q (482.159224 sec): 3 clusters Score: Raw -7676479.572663 + Penalty 26778.067055 = -7649701.505609 nChanged 16 SP:Iteration 36Q (482.301516 sec): 3 clusters Score: Raw -7676484.619560 + Penalty 26778.067055 = -7649706.552505 nChanged 15 SP:Iteration 37Q (482.458644 sec): 3 clusters Score: Raw -7676489.185371 + Penalty 26778.067055 = -7649711.118316 nChanged 13 SP:Iteration 38Q (482.622628 sec): 3 clusters Score: Raw -7676493.436730 + Penalty 26778.067055 = -7649715.369675 nChanged 13 SP:Iteration 39Q (482.752541 sec): 3 clusters Score: Raw -7676497.661662 + Penalty 26778.067055 = -7649719.594607 nChanged 8 SP:Iteration 40F (482.888623 sec): 3 clusters Score: Raw -7676500.378421 + Penalty 26778.067055 = -7649722.311366 nChanged 8 SP:Iteration 41Q (483.032982 sec): 3 clusters Score: Raw -7676502.841272 + Penalty 26778.067055 = -7649724.774217 nChanged 7 SP:Iteration 42Q (483.177728 sec): 3 clusters Score: Raw -7676505.334656 + Penalty 26778.067055 = -7649727.267601 nChanged 7 SP:Iteration 43Q (483.323875 sec): 3 clusters Score: Raw -7676507.345278 + Penalty 26778.067055 = -7649729.278223 nChanged 3 SP:Iteration 44Q (483.479781 sec): 3 clusters Score: Raw -7676508.037068 + Penalty 26778.067055 = -7649729.970013 nChanged 4 SP:Iteration 45Q (483.645354 sec): 3 clusters Score: Raw -7676509.518422 + Penalty 26778.067055 = -7649731.451367 nChanged 5 SP:Iteration 46Q (483.791756 sec): 3 clusters Score: Raw -7676511.148622 + Penalty 26778.067055 = -7649733.081567 nChanged 5 SP:Iteration 47Q (483.930108 sec): 3 clusters Score: Raw -7676513.044928 + Penalty 26778.067055 = -7649734.977873 nChanged 7 SP:Iteration 48Q (484.069250 sec): 3 clusters Score: Raw -7676514.751270 + Penalty 26778.067055 = -7649736.684215 nChanged 7 SP:Iteration 49Q (484.208007 sec): 3 clusters Score: Raw -7676516.979939 + Penalty 26778.067055 = -7649738.912884 nChanged 5 SP:Iteration 50Q (484.347839 sec): 3 clusters Score: Raw -7676518.456525 + Penalty 26778.067055 = -7649740.389470 nChanged 8 SP:Iteration 51Q (484.494700 sec): 3 clusters Score: Raw -7676521.042911 + Penalty 26778.067055 = -7649742.975857 nChanged 11 SP:Iteration 52Q (484.642937 sec): 3 clusters Score: Raw -7676524.367184 + Penalty 26778.067055 = -7649746.300129 nChanged 6 SP:Iteration 53Q (484.787931 sec): 3 clusters Score: Raw -7676525.927344 + Penalty 26778.067055 = -7649747.860289 nChanged 7 SP:Iteration 54Q (484.930387 sec): 3 clusters Score: Raw -7676527.754639 + Penalty 26778.067055 = -7649749.687584 nChanged 7 SP:Iteration 55Q (485.076358 sec): 3 clusters Score: Raw -7676529.698724 + Penalty 26778.067055 = -7649751.631669 nChanged 7 SP:Iteration 56Q (485.207246 sec): 3 clusters Score: Raw -7676531.785697 + Penalty 26778.067055 = -7649753.718643 nChanged 6 SP:Iteration 57Q (485.325893 sec): 3 clusters Score: Raw -7676533.612478 + Penalty 26778.067055 = -7649755.545423 nChanged 7 SP:Iteration 58Q (485.460396 sec): 3 clusters Score: Raw -7676535.251626 + Penalty 26778.067055 = -7649757.184571 nChanged 3 SP:Iteration 59Q (485.606892 sec): 3 clusters Score: Raw -7676536.371207 + Penalty 26778.067055 = -7649758.304152 nChanged 6 SP:Iteration 60F (485.774525 sec): 3 clusters Score: Raw -7676538.464416 + Penalty 26778.067055 = -7649760.397361 nChanged 6 SP:Iteration 61Q (485.915554 sec): 3 clusters Score: Raw -7676540.408074 + Penalty 26778.067055 = -7649762.341019 nChanged 5 SP:Iteration 62Q (486.084604 sec): 3 clusters Score: Raw -7676541.752726 + Penalty 26778.067055 = -7649763.685671 nChanged 3 SP:Iteration 63Q (486.242472 sec): 3 clusters Score: Raw -7676542.986729 + Penalty 26778.067055 = -7649764.919674 nChanged 3 SP:Iteration 64Q (486.399683 sec): 3 clusters Score: Raw -7676544.012414 + Penalty 26778.067055 = -7649765.945359 nChanged 3 SP:Iteration 65Q (486.551390 sec): 3 clusters Score: Raw -7676545.074690 + Penalty 26778.067055 = -7649767.007635 nChanged 5 SP:Iteration 66Q (486.698487 sec): 3 clusters Score: Raw -7676546.265603 + Penalty 26778.067055 = -7649768.198548 nChanged 2 SP:Iteration 67Q (486.833386 sec): 3 clusters Score: Raw -7676546.588541 + Penalty 26778.067055 = -7649768.521486 nChanged 1 SP:Iteration 68Q (486.971743 sec): 3 clusters Score: Raw -7676546.792255 + Penalty 26778.067055 = -7649768.725201 nChanged 0 SP:Iteration 69F (487.117044 sec): 3 clusters Score: Raw -7676546.792255 + Penalty 26778.067055 = -7649768.725201 nChanged 0 Iteration 20F (493.857393 sec): 11 clusters Score: Raw -139818008.279069 + Penalty 172811.908681 = -139645196.370388 nChanged 6461 Iteration 21Q (496.742905 sec): 11 clusters Score: Raw -139827495.149947 + Penalty 172811.908681 = -139654683.241266 nChanged 6018 Iteration 22Q (499.533314 sec): 11 clusters Score: Raw -139830026.679356 + Penalty 172811.908681 = -139657214.770674 nChanged 5617 Iteration 23Q (502.490502 sec): 11 clusters Score: Raw -139832018.995374 + Penalty 172811.908681 = -139659207.086693 nChanged 5305 Iteration 24Q (505.581920 sec): 11 clusters Score: Raw -139833696.027113 + Penalty 172811.908681 = -139660884.118432 nChanged 5234 Iteration 25Q (508.895300 sec): 11 clusters Score: Raw -139835279.153049 + Penalty 172811.908681 = -139662467.244368 nChanged 5193 Iteration 26Q (512.060300 sec): 11 clusters Score: Raw -139836824.013880 + Penalty 172811.908681 = -139664012.105199 nChanged 5232 Iteration 27Q (515.309566 sec): 11 clusters Score: Raw -139838366.015475 + Penalty 172811.908681 = -139665554.106794 nChanged 5251 Iteration 28Q (518.613282 sec): 11 clusters Score: Raw -139839858.138984 + Penalty 172811.908681 = -139667046.230303 nChanged 5355 Iteration 29Q (521.836441 sec): 11 clusters Score: Raw -139841477.724145 + Penalty 172811.908681 = -139668665.815464 nChanged 5549 Iteration 30Q (524.951416 sec): 11 clusters Score: Raw -139843344.046139 + Penalty 172811.908681 = -139670532.137458 nChanged 5717 Iteration 31Q (528.133956 sec): 11 clusters Score: Raw -139845185.145825 + Penalty 172811.908681 = -139672373.237144 nChanged 5916 Iteration 32Q (531.248811 sec): 11 clusters Score: Raw -139847220.778458 + Penalty 172811.908681 = -139674408.869777 nChanged 5935 Iteration 33Q (534.537101 sec): 11 clusters Score: Raw -139849045.115779 + Penalty 172811.908681 = -139676233.207098 nChanged 6140 Iteration 34Q (537.616837 sec): 11 clusters Score: Raw -139850863.758580 + Penalty 172811.908681 = -139678051.849899 nChanged 6215 Iteration 35Q (540.603721 sec): 11 clusters Score: Raw -139852637.540940 + Penalty 172811.908681 = -139679825.632259 nChanged 6040 Iteration 36Q (543.543410 sec): 11 clusters Score: Raw -139854319.606019 + Penalty 172811.908681 = -139681507.697338 nChanged 5853 Iteration 37Q (546.470761 sec): 11 clusters Score: Raw -139855867.871910 + Penalty 172811.908681 = -139683055.963229 nChanged 5541 Iteration 38Q (549.198778 sec): 11 clusters Score: Raw -139857284.006824 + Penalty 172811.908681 = -139684472.098143 nChanged 5365 Iteration 39Q (552.063633 sec): 11 clusters Score: Raw -139858603.358867 + Penalty 172811.908681 = -139685791.450186 nChanged 5084 Iteration 40F (558.727967 sec): 11 clusters Score: Raw -139860265.154019 + Penalty 172811.908681 = -139687453.245338 nChanged 4734 Iteration 41Q (561.838887 sec): 11 clusters Score: Raw -139865132.638147 + Penalty 172811.908681 = -139692320.729466 nChanged 4533 Iteration 42Q (564.724573 sec): 11 clusters Score: Raw -139866159.976955 + Penalty 172811.908681 = -139693348.068274 nChanged 4155 Iteration 43Q (567.616252 sec): 11 clusters Score: Raw -139867045.648484 + Penalty 172811.908681 = -139694233.739803 nChanged 3754 Iteration 44Q (570.603146 sec): 11 clusters Score: Raw -139867829.740522 + Penalty 172811.908681 = -139695017.831841 nChanged 3482 Iteration 45Q (573.272965 sec): 11 clusters Score: Raw -139868543.403592 + Penalty 172811.908681 = -139695731.494911 nChanged 3231 Iteration 46Q (575.946421 sec): 11 clusters Score: Raw -139869189.956921 + Penalty 172811.908681 = -139696378.048240 nChanged 2975 Iteration 47Q (578.625633 sec): 11 clusters Score: Raw -139869755.580339 + Penalty 172811.908681 = -139696943.671658 nChanged 2764 Iteration 48Q (581.277067 sec): 11 clusters Score: Raw -139870258.315574 + Penalty 172811.908681 = -139697446.406893 nChanged 2556 Iteration 49Q (584.044240 sec): 11 clusters Score: Raw -139870714.854916 + Penalty 172811.908681 = -139697902.946235 nChanged 2298 Iteration 50Q (586.754931 sec): 11 clusters Score: Raw -139871111.647217 + Penalty 172811.908681 = -139698299.738536 nChanged 2143 Iteration 51Q (589.600177 sec): 11 clusters Score: Raw -139871481.690055 + Penalty 172811.908681 = -139698669.781374 nChanged 1930 Iteration 52Q (592.307247 sec): 11 clusters Score: Raw -139871813.162732 + Penalty 172811.908681 = -139699001.254051 nChanged 1830 Iteration 53Q (595.162243 sec): 11 clusters Score: Raw -139872106.048809 + Penalty 172811.908681 = -139699294.140128 nChanged 1719 Iteration 54Q (598.037513 sec): 11 clusters Score: Raw -139872396.341876 + Penalty 172811.908681 = -139699584.433195 nChanged 1585 Iteration 55Q (600.931008 sec): 11 clusters Score: Raw -139872634.493902 + Penalty 172811.908681 = -139699822.585221 nChanged 1410 Iteration 56Q (604.039435 sec): 11 clusters Score: Raw -139872839.957971 + Penalty 172811.908681 = -139700028.049290 nChanged 1345 Iteration 57Q (607.106339 sec): 11 clusters Score: Raw -139873061.674897 + Penalty 172811.908681 = -139700249.766216 nChanged 1257 Iteration 58Q (610.269853 sec): 11 clusters Score: Raw -139873289.286980 + Penalty 172811.908681 = -139700477.378299 nChanged 1220 Writing temp clu file Because OldScore, -139700249.766216, is greater than current (better) Score,-139700477.378299 Compute initial score before splitting: Score: Raw -139873289.286980 + Penalty 172811.908681 = -139700477.378299 Trying to split cluster 2 (12292 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (610.441476 sec): 2 clusters Score: Raw -4734201.900330 + Penalty 12717.258648 = -4721484.641682 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (610.534848 sec): 3 clusters Score: Raw -4729477.691346 + Penalty 25434.517297 = -4704043.174049 nChanged 3919 SP:Iteration 1F (610.620672 sec): 3 clusters Score: Raw -4732180.705668 + Penalty 25434.517297 = -4706746.188371 nChanged 874 SP:Iteration 2F (610.713881 sec): 3 clusters Score: Raw -4732914.380426 + Penalty 25434.517297 = -4707479.863129 nChanged 565 SP:Iteration 3Q (610.820019 sec): 3 clusters Score: Raw -4733455.508578 + Penalty 25434.517297 = -4708020.991281 nChanged 482 SP:Iteration 4Q (610.907145 sec): 3 clusters Score: Raw -4733910.038106 + Penalty 25434.517297 = -4708475.520809 nChanged 427 SP:Iteration 5Q (611.007239 sec): 3 clusters Score: Raw -4734349.745908 + Penalty 25434.517297 = -4708915.228612 nChanged 397 SP:Iteration 6Q (611.111018 sec): 3 clusters Score: Raw -4734762.445854 + Penalty 25434.517297 = -4709327.928557 nChanged 426 SP:Iteration 7Q (611.215744 sec): 3 clusters Score: Raw -4735191.707851 + Penalty 25434.517297 = -4709757.190554 nChanged 395 SP:Iteration 8Q (611.300524 sec): 3 clusters Score: Raw -4735640.809727 + Penalty 25434.517297 = -4710206.292430 nChanged 433 SP:Iteration 9Q (611.397495 sec): 3 clusters Score: Raw -4736157.368787 + Penalty 25434.517297 = -4710722.851491 nChanged 500 SP:Iteration 10Q (611.498623 sec): 3 clusters Score: Raw -4736749.210182 + Penalty 25434.517297 = -4711314.692885 nChanged 450 SP:Iteration 11Q (611.599293 sec): 3 clusters Score: Raw -4737266.888244 + Penalty 25434.517297 = -4711832.370947 nChanged 428 SP:Iteration 12Q (611.706886 sec): 3 clusters Score: Raw -4737783.379365 + Penalty 25434.517297 = -4712348.862068 nChanged 423 SP:Iteration 13Q (611.806989 sec): 3 clusters Score: Raw -4738334.448168 + Penalty 25434.517297 = -4712899.930872 nChanged 424 SP:Iteration 14Q (611.889137 sec): 3 clusters Score: Raw -4738957.991708 + Penalty 25434.517297 = -4713523.474411 nChanged 396 SP:Iteration 15Q (611.990972 sec): 3 clusters Score: Raw -4739638.746578 + Penalty 25434.517297 = -4714204.229281 nChanged 382 SP:Iteration 16Q (612.076143 sec): 3 clusters Score: Raw -4740497.441143 + Penalty 25434.517297 = -4715062.923846 nChanged 336 SP:Iteration 17Q (612.158913 sec): 3 clusters Score: Raw -4741367.947225 + Penalty 25434.517297 = -4715933.429928 nChanged 205 SP:Iteration 18Q (612.253280 sec): 3 clusters Score: Raw -4741754.163097 + Penalty 25434.517297 = -4716319.645800 nChanged 78 SP:Iteration 19Q (612.333999 sec): 3 clusters Score: Raw -4741827.654697 + Penalty 25434.517297 = -4716393.137400 nChanged 23 SP:Iteration 20F (612.428987 sec): 3 clusters Score: Raw -4741847.558217 + Penalty 25434.517297 = -4716413.040920 nChanged 18 SP:Iteration 21Q (612.511850 sec): 3 clusters Score: Raw -4741861.915484 + Penalty 25434.517297 = -4716427.398187 nChanged 11 SP:Iteration 22Q (612.594109 sec): 3 clusters Score: Raw -4741869.706670 + Penalty 25434.517297 = -4716435.189373 nChanged 7 SP:Iteration 23Q (612.674881 sec): 3 clusters Score: Raw -4741874.757360 + Penalty 25434.517297 = -4716440.240063 nChanged 2 SP:Iteration 24Q (612.752125 sec): 3 clusters Score: Raw -4741876.607386 + Penalty 25434.517297 = -4716442.090089 nChanged 1 SP:Iteration 25Q (612.840018 sec): 3 clusters Score: Raw -4741877.126621 + Penalty 25434.517297 = -4716442.609325 nChanged 1 SP:Iteration 26Q (612.931173 sec): 3 clusters Score: Raw -4741877.862002 + Penalty 25434.517297 = -4716443.344705 nChanged 0 SP:Iteration 27F (613.025813 sec): 3 clusters Score: Raw -4741877.862002 + Penalty 25434.517297 = -4716443.344705 nChanged 0 Trying to split cluster 3 (38865 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (613.172000 sec): 2 clusters Score: Raw -15343236.760508 + Penalty 14271.880590 = -15328964.879918 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (613.380963 sec): 3 clusters Score: Raw -15323293.346484 + Penalty 28543.761180 = -15294749.585304 nChanged 15505 SP:Iteration 1F (613.597173 sec): 3 clusters Score: Raw -15331715.424325 + Penalty 28543.761180 = -15303171.663145 nChanged 2677 SP:Iteration 2F (613.819719 sec): 3 clusters Score: Raw -15333098.644354 + Penalty 28543.761180 = -15304554.883174 nChanged 2011 SP:Iteration 3F (614.030596 sec): 3 clusters Score: Raw -15334120.490899 + Penalty 28543.761180 = -15305576.729719 nChanged 1583 SP:Iteration 4Q (614.245177 sec): 3 clusters Score: Raw -15334935.939573 + Penalty 28543.761180 = -15306392.178393 nChanged 1477 SP:Iteration 5Q (614.472248 sec): 3 clusters Score: Raw -15335748.759307 + Penalty 28543.761180 = -15307204.998127 nChanged 1524 SP:Iteration 6Q (614.683181 sec): 3 clusters Score: Raw -15336653.219029 + Penalty 28543.761180 = -15308109.457849 nChanged 1579 SP:Iteration 7Q (614.899514 sec): 3 clusters Score: Raw -15337639.100669 + Penalty 28543.761180 = -15309095.339490 nChanged 1627 SP:Iteration 8Q (615.123712 sec): 3 clusters Score: Raw -15338816.168378 + Penalty 28543.761180 = -15310272.407198 nChanged 1796 SP:Iteration 9Q (615.348035 sec): 3 clusters Score: Raw -15340149.170787 + Penalty 28543.761180 = -15311605.409607 nChanged 1877 SP:Iteration 10Q (615.563763 sec): 3 clusters Score: Raw -15341521.403337 + Penalty 28543.761180 = -15312977.642157 nChanged 1774 SP:Iteration 11Q (615.776503 sec): 3 clusters Score: Raw -15342788.088615 + Penalty 28543.761180 = -15314244.327435 nChanged 1564 SP:Iteration 12Q (615.993608 sec): 3 clusters Score: Raw -15343822.282634 + Penalty 28543.761180 = -15315278.521454 nChanged 1357 SP:Iteration 13Q (616.225033 sec): 3 clusters Score: Raw -15344619.667838 + Penalty 28543.761180 = -15316075.906658 nChanged 1100 SP:Iteration 14Q (616.432957 sec): 3 clusters Score: Raw -15345173.616722 + Penalty 28543.761180 = -15316629.855542 nChanged 854 SP:Iteration 15Q (616.647692 sec): 3 clusters Score: Raw -15345522.822654 + Penalty 28543.761180 = -15316979.061474 nChanged 610 SP:Iteration 16Q (616.891240 sec): 3 clusters Score: Raw -15345747.047651 + Penalty 28543.761180 = -15317203.286471 nChanged 449 SP:Iteration 17Q (617.099934 sec): 3 clusters Score: Raw -15345888.985182 + Penalty 28543.761180 = -15317345.224002 nChanged 323 SP:Iteration 18Q (617.331503 sec): 3 clusters Score: Raw -15345978.617629 + Penalty 28543.761180 = -15317434.856449 nChanged 244 SP:Iteration 19Q (617.552763 sec): 3 clusters Score: Raw -15346048.440247 + Penalty 28543.761180 = -15317504.679067 nChanged 209 SP:Iteration 20F (617.776215 sec): 3 clusters Score: Raw -15346097.732803 + Penalty 28543.761180 = -15317553.971623 nChanged 143 SP:Iteration 21Q (618.019132 sec): 3 clusters Score: Raw -15346128.532149 + Penalty 28543.761180 = -15317584.770969 nChanged 118 SP:Iteration 22Q (618.263377 sec): 3 clusters Score: Raw -15346152.651732 + Penalty 28543.761180 = -15317608.890552 nChanged 75 SP:Iteration 23Q (618.469261 sec): 3 clusters Score: Raw -15346167.537348 + Penalty 28543.761180 = -15317623.776168 nChanged 57 SP:Iteration 24Q (618.680705 sec): 3 clusters Score: Raw -15346179.031916 + Penalty 28543.761180 = -15317635.270736 nChanged 47 SP:Iteration 25Q (618.902339 sec): 3 clusters Score: Raw -15346187.221835 + Penalty 28543.761180 = -15317643.460655 nChanged 37 SP:Iteration 26Q (619.128596 sec): 3 clusters Score: Raw -15346193.845743 + Penalty 28543.761180 = -15317650.084563 nChanged 29 SP:Iteration 27Q (619.342263 sec): 3 clusters Score: Raw -15346198.952375 + Penalty 28543.761180 = -15317655.191195 nChanged 30 SP:Iteration 28Q (619.572610 sec): 3 clusters Score: Raw -15346203.767729 + Penalty 28543.761180 = -15317660.006549 nChanged 23 SP:Iteration 29Q (619.818484 sec): 3 clusters Score: Raw -15346207.914040 + Penalty 28543.761180 = -15317664.152860 nChanged 23 SP:Iteration 30Q (620.066545 sec): 3 clusters Score: Raw -15346211.959600 + Penalty 28543.761180 = -15317668.198420 nChanged 16 SP:Iteration 31Q (620.309584 sec): 3 clusters Score: Raw -15346215.542406 + Penalty 28543.761180 = -15317671.781226 nChanged 17 SP:Iteration 32Q (620.541223 sec): 3 clusters Score: Raw -15346218.493294 + Penalty 28543.761180 = -15317674.732114 nChanged 17 SP:Iteration 33Q (620.767208 sec): 3 clusters Score: Raw -15346221.446868 + Penalty 28543.761180 = -15317677.685688 nChanged 10 SP:Iteration 34Q (620.985190 sec): 3 clusters Score: Raw -15346223.034235 + Penalty 28543.761180 = -15317679.273055 nChanged 10 SP:Iteration 35Q (621.206838 sec): 3 clusters Score: Raw -15346224.972498 + Penalty 28543.761180 = -15317681.211318 nChanged 7 SP:Iteration 36Q (621.428105 sec): 3 clusters Score: Raw -15346226.017439 + Penalty 28543.761180 = -15317682.256259 nChanged 4 SP:Iteration 37Q (621.639227 sec): 3 clusters Score: Raw -15346226.625708 + Penalty 28543.761180 = -15317682.864529 nChanged 4 SP:Iteration 38Q (621.887787 sec): 3 clusters Score: Raw -15346227.426615 + Penalty 28543.761180 = -15317683.665435 nChanged 8 SP:Iteration 39Q (622.100789 sec): 3 clusters Score: Raw -15346228.614022 + Penalty 28543.761180 = -15317684.852842 nChanged 4 SP:Iteration 40F (622.314437 sec): 3 clusters Score: Raw -15346229.331925 + Penalty 28543.761180 = -15317685.570745 nChanged 5 SP:Iteration 41Q (622.537160 sec): 3 clusters Score: Raw -15346229.996666 + Penalty 28543.761180 = -15317686.235487 nChanged 6 SP:Iteration 42Q (622.754133 sec): 3 clusters Score: Raw -15346231.012032 + Penalty 28543.761180 = -15317687.250852 nChanged 3 SP:Iteration 43Q (622.970269 sec): 3 clusters Score: Raw -15346231.492778 + Penalty 28543.761180 = -15317687.731598 nChanged 2 SP:Iteration 44Q (623.198520 sec): 3 clusters Score: Raw -15346231.858237 + Penalty 28543.761180 = -15317688.097057 nChanged 2 SP:Iteration 45Q (623.412125 sec): 3 clusters Score: Raw -15346232.041236 + Penalty 28543.761180 = -15317688.280056 nChanged 1 SP:Iteration 46Q (623.632365 sec): 3 clusters Score: Raw -15346232.219166 + Penalty 28543.761180 = -15317688.457986 nChanged 1 SP:Iteration 47Q (623.848734 sec): 3 clusters Score: Raw -15346232.411971 + Penalty 28543.761180 = -15317688.650791 nChanged 0 SP:Iteration 48F (624.060444 sec): 3 clusters Score: Raw -15346232.411971 + Penalty 28543.761180 = -15317688.650791 nChanged 0 Trying to split cluster 7 (2610 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (624.096782 sec): 2 clusters Score: Raw -967162.217087 + Penalty 10624.525978 = -956537.691109 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (624.148896 sec): 3 clusters Score: Raw -967766.219745 + Penalty 21249.051956 = -946517.167789 nChanged 493 SP:Iteration 1F (624.200620 sec): 3 clusters Score: Raw -970570.778735 + Penalty 21249.051956 = -949321.726779 nChanged 216 SP:Iteration 2F (624.242631 sec): 3 clusters Score: Raw -971479.446185 + Penalty 21249.051956 = -950230.394228 nChanged 121 SP:Iteration 3Q (624.293206 sec): 3 clusters Score: Raw -971931.586830 + Penalty 21249.051956 = -950682.534874 nChanged 110 SP:Iteration 4Q (624.344706 sec): 3 clusters Score: Raw -972507.053165 + Penalty 21249.051956 = -951258.001209 nChanged 151 SP:Iteration 5F (624.397627 sec): 3 clusters Score: Raw -973308.554492 + Penalty 21249.051956 = -952059.502536 nChanged 173 SP:Iteration 6F (624.455067 sec): 3 clusters Score: Raw -974410.032327 + Penalty 21249.051956 = -953160.980370 nChanged 196 SP:Iteration 7F (624.500603 sec): 3 clusters Score: Raw -976089.229027 + Penalty 21249.051956 = -954840.177071 nChanged 175 SP:Iteration 8F (624.552937 sec): 3 clusters Score: Raw -977542.679093 + Penalty 21249.051956 = -956293.627136 nChanged 124 SP:Iteration 9Q (624.610340 sec): 3 clusters Score: Raw -978178.252497 + Penalty 21249.051956 = -956929.200540 nChanged 43 SP:Iteration 10Q (624.660216 sec): 3 clusters Score: Raw -978426.272899 + Penalty 21249.051956 = -957177.220942 nChanged 20 SP:Iteration 11Q (624.711319 sec): 3 clusters Score: Raw -978534.174708 + Penalty 21249.051956 = -957285.122751 nChanged 5 SP:Iteration 12Q (624.750455 sec): 3 clusters Score: Raw -978561.118115 + Penalty 21249.051956 = -957312.066159 nChanged 1 SP:Iteration 13Q (624.807739 sec): 3 clusters Score: Raw -978573.490749 + Penalty 21249.051956 = -957324.438792 nChanged 0 SP:Iteration 14F (624.850361 sec): 3 clusters Score: Raw -978573.490749 + Penalty 21249.051956 = -957324.438792 nChanged 0 Score: Raw -139884886.911652 + Penalty 190093.099549 = -139694793.812103 Splitting cluster 7 changes total score from -139700477.378299 to -139694793.812103 So it's not getting split. Trying to split cluster 10 (10999 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (632.373288 sec): 2 clusters Score: Raw -4194967.144545 + Penalty 12567.158292 = -4182399.986254 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (632.475503 sec): 3 clusters Score: Raw -4190816.657879 + Penalty 25134.316584 = -4165682.341295 nChanged 3523 SP:Iteration 1F (632.576445 sec): 3 clusters Score: Raw -4193366.624767 + Penalty 25134.316584 = -4168232.308183 nChanged 813 SP:Iteration 2F (632.674466 sec): 3 clusters Score: Raw -4194047.689039 + Penalty 25134.316584 = -4168913.372456 nChanged 426 SP:Iteration 3Q (632.776662 sec): 3 clusters Score: Raw -4194385.325988 + Penalty 25134.316584 = -4169251.009404 nChanged 287 SP:Iteration 4Q (632.880794 sec): 3 clusters Score: Raw -4194625.906974 + Penalty 25134.316584 = -4169491.590390 nChanged 265 SP:Iteration 5Q (632.982302 sec): 3 clusters Score: Raw -4194828.401888 + Penalty 25134.316584 = -4169694.085304 nChanged 217 SP:Iteration 6Q (633.084904 sec): 3 clusters Score: Raw -4194987.432512 + Penalty 25134.316584 = -4169853.115929 nChanged 166 SP:Iteration 7Q (633.186233 sec): 3 clusters Score: Raw -4195105.354945 + Penalty 25134.316584 = -4169971.038361 nChanged 127 SP:Iteration 8Q (633.287521 sec): 3 clusters Score: Raw -4195197.077196 + Penalty 25134.316584 = -4170062.760613 nChanged 107 SP:Iteration 9Q (633.383976 sec): 3 clusters Score: Raw -4195269.302626 + Penalty 25134.316584 = -4170134.986042 nChanged 87 SP:Iteration 10Q (633.476738 sec): 3 clusters Score: Raw -4195329.721933 + Penalty 25134.316584 = -4170195.405349 nChanged 81 SP:Iteration 11Q (633.567407 sec): 3 clusters Score: Raw -4195380.896142 + Penalty 25134.316584 = -4170246.579558 nChanged 68 SP:Iteration 12Q (633.657904 sec): 3 clusters Score: Raw -4195425.152372 + Penalty 25134.316584 = -4170290.835788 nChanged 80 SP:Iteration 13Q (633.749023 sec): 3 clusters Score: Raw -4195480.139741 + Penalty 25134.316584 = -4170345.823158 nChanged 69 SP:Iteration 14Q (633.829871 sec): 3 clusters Score: Raw -4195524.180039 + Penalty 25134.316584 = -4170389.863456 nChanged 68 SP:Iteration 15Q (633.927473 sec): 3 clusters Score: Raw -4195570.748750 + Penalty 25134.316584 = -4170436.432166 nChanged 90 SP:Iteration 16Q (634.020536 sec): 3 clusters Score: Raw -4195636.754844 + Penalty 25134.316584 = -4170502.438260 nChanged 83 SP:Iteration 17Q (634.100870 sec): 3 clusters Score: Raw -4195695.442059 + Penalty 25134.316584 = -4170561.125475 nChanged 81 SP:Iteration 18Q (634.198919 sec): 3 clusters Score: Raw -4195757.562226 + Penalty 25134.316584 = -4170623.245642 nChanged 85 SP:Iteration 19Q (634.293967 sec): 3 clusters Score: Raw -4195818.648727 + Penalty 25134.316584 = -4170684.332143 nChanged 84 SP:Iteration 20F (634.381918 sec): 3 clusters Score: Raw -4195890.471368 + Penalty 25134.316584 = -4170756.154785 nChanged 91 SP:Iteration 21Q (634.461575 sec): 3 clusters Score: Raw -4195964.679056 + Penalty 25134.316584 = -4170830.362473 nChanged 107 SP:Iteration 22Q (634.561468 sec): 3 clusters Score: Raw -4196046.491351 + Penalty 25134.316584 = -4170912.174767 nChanged 113 SP:Iteration 23Q (634.650331 sec): 3 clusters Score: Raw -4196138.087446 + Penalty 25134.316584 = -4171003.770863 nChanged 112 SP:Iteration 24Q (634.741419 sec): 3 clusters Score: Raw -4196241.145139 + Penalty 25134.316584 = -4171106.828555 nChanged 117 SP:Iteration 25Q (634.834938 sec): 3 clusters Score: Raw -4196338.945805 + Penalty 25134.316584 = -4171204.629221 nChanged 104 SP:Iteration 26Q (634.924115 sec): 3 clusters Score: Raw -4196427.551537 + Penalty 25134.316584 = -4171293.234953 nChanged 105 SP:Iteration 27Q (635.003459 sec): 3 clusters Score: Raw -4196507.906076 + Penalty 25134.316584 = -4171373.589493 nChanged 110 SP:Iteration 28Q (635.094914 sec): 3 clusters Score: Raw -4196602.584693 + Penalty 25134.316584 = -4171468.268109 nChanged 109 SP:Iteration 29Q (635.187110 sec): 3 clusters Score: Raw -4196696.672996 + Penalty 25134.316584 = -4171562.356412 nChanged 113 SP:Iteration 30Q (635.287610 sec): 3 clusters Score: Raw -4196787.162221 + Penalty 25134.316584 = -4171652.845637 nChanged 124 SP:Iteration 31Q (635.379790 sec): 3 clusters Score: Raw -4196875.660906 + Penalty 25134.316584 = -4171741.344322 nChanged 107 SP:Iteration 32Q (635.461969 sec): 3 clusters Score: Raw -4196954.088375 + Penalty 25134.316584 = -4171819.771791 nChanged 91 SP:Iteration 33Q (635.549696 sec): 3 clusters Score: Raw -4197022.636059 + Penalty 25134.316584 = -4171888.319476 nChanged 84 SP:Iteration 34Q (635.641477 sec): 3 clusters Score: Raw -4197086.251195 + Penalty 25134.316584 = -4171951.934611 nChanged 87 SP:Iteration 35Q (635.724966 sec): 3 clusters Score: Raw -4197152.383406 + Penalty 25134.316584 = -4172018.066823 nChanged 91 SP:Iteration 36Q (635.814736 sec): 3 clusters Score: Raw -4197217.568221 + Penalty 25134.316584 = -4172083.251637 nChanged 80 SP:Iteration 37Q (635.911579 sec): 3 clusters Score: Raw -4197278.751251 + Penalty 25134.316584 = -4172144.434667 nChanged 78 SP:Iteration 38Q (636.000340 sec): 3 clusters Score: Raw -4197335.734336 + Penalty 25134.316584 = -4172201.417753 nChanged 75 SP:Iteration 39Q (636.089313 sec): 3 clusters Score: Raw -4197394.677605 + Penalty 25134.316584 = -4172260.361021 nChanged 82 SP:Iteration 40F (636.182472 sec): 3 clusters Score: Raw -4197456.711083 + Penalty 25134.316584 = -4172322.394499 nChanged 89 SP:Iteration 41Q (636.270106 sec): 3 clusters Score: Raw -4197521.511949 + Penalty 25134.316584 = -4172387.195366 nChanged 98 SP:Iteration 42Q (636.350829 sec): 3 clusters Score: Raw -4197601.484440 + Penalty 25134.316584 = -4172467.167856 nChanged 100 SP:Iteration 43Q (636.448928 sec): 3 clusters Score: Raw -4197685.293308 + Penalty 25134.316584 = -4172550.976724 nChanged 99 SP:Iteration 44Q (636.540252 sec): 3 clusters Score: Raw -4197779.481464 + Penalty 25134.316584 = -4172645.164881 nChanged 96 SP:Iteration 45Q (636.628422 sec): 3 clusters Score: Raw -4197874.434079 + Penalty 25134.316584 = -4172740.117495 nChanged 116 SP:Iteration 46Q (636.719478 sec): 3 clusters Score: Raw -4197973.691515 + Penalty 25134.316584 = -4172839.374931 nChanged 119 SP:Iteration 47Q (636.815877 sec): 3 clusters Score: Raw -4198073.352578 + Penalty 25134.316584 = -4172939.035994 nChanged 115 SP:Iteration 48Q (636.903306 sec): 3 clusters Score: Raw -4198172.141836 + Penalty 25134.316584 = -4173037.825252 nChanged 100 SP:Iteration 49Q (636.980678 sec): 3 clusters Score: Raw -4198254.908550 + Penalty 25134.316584 = -4173120.591967 nChanged 98 SP:Iteration 50Q (637.077740 sec): 3 clusters Score: Raw -4198331.472954 + Penalty 25134.316584 = -4173197.156371 nChanged 83 SP:Iteration 51Q (637.165314 sec): 3 clusters Score: Raw -4198393.306349 + Penalty 25134.316584 = -4173258.989765 nChanged 94 SP:Iteration 52Q (637.252238 sec): 3 clusters Score: Raw -4198458.027638 + Penalty 25134.316584 = -4173323.711054 nChanged 73 SP:Iteration 53Q (637.340398 sec): 3 clusters Score: Raw -4198510.816800 + Penalty 25134.316584 = -4173376.500216 nChanged 78 SP:Iteration 54Q (637.428821 sec): 3 clusters Score: Raw -4198569.281552 + Penalty 25134.316584 = -4173434.964969 nChanged 88 SP:Iteration 55Q (637.510042 sec): 3 clusters Score: Raw -4198633.604954 + Penalty 25134.316584 = -4173499.288370 nChanged 83 SP:Iteration 56Q (637.597234 sec): 3 clusters Score: Raw -4198695.751412 + Penalty 25134.316584 = -4173561.434829 nChanged 82 SP:Iteration 57Q (637.696018 sec): 3 clusters Score: Raw -4198754.851630 + Penalty 25134.316584 = -4173620.535046 nChanged 79 SP:Iteration 58Q (637.781427 sec): 3 clusters Score: Raw -4198812.834230 + Penalty 25134.316584 = -4173678.517647 nChanged 79 SP:Iteration 59Q (637.869696 sec): 3 clusters Score: Raw -4198866.287076 + Penalty 25134.316584 = -4173731.970492 nChanged 55 SP:Iteration 60F (637.963311 sec): 3 clusters Score: Raw -4198903.821426 + Penalty 25134.316584 = -4173769.504842 nChanged 53 SP:Iteration 61Q (638.050293 sec): 3 clusters Score: Raw -4198934.497717 + Penalty 25134.316584 = -4173800.181133 nChanged 45 SP:Iteration 62Q (638.161155 sec): 3 clusters Score: Raw -4198963.201370 + Penalty 25134.316584 = -4173828.884787 nChanged 40 SP:Iteration 63Q (638.252058 sec): 3 clusters Score: Raw -4198986.697642 + Penalty 25134.316584 = -4173852.381058 nChanged 30 SP:Iteration 64Q (638.359259 sec): 3 clusters Score: Raw -4199006.383100 + Penalty 25134.316584 = -4173872.066517 nChanged 35 SP:Iteration 65Q (638.454084 sec): 3 clusters Score: Raw -4199027.068297 + Penalty 25134.316584 = -4173892.751714 nChanged 28 SP:Iteration 66Q (638.549526 sec): 3 clusters Score: Raw -4199045.243877 + Penalty 25134.316584 = -4173910.927293 nChanged 26 SP:Iteration 67Q (638.640079 sec): 3 clusters Score: Raw -4199060.124895 + Penalty 25134.316584 = -4173925.808311 nChanged 24 SP:Iteration 68Q (638.735691 sec): 3 clusters Score: Raw -4199075.434654 + Penalty 25134.316584 = -4173941.118070 nChanged 33 SP:Iteration 69Q (638.826587 sec): 3 clusters Score: Raw -4199095.329494 + Penalty 25134.316584 = -4173961.012910 nChanged 30 SP:Iteration 70Q (638.913662 sec): 3 clusters Score: Raw -4199113.441555 + Penalty 25134.316584 = -4173979.124971 nChanged 28 SP:Iteration 71Q (639.013448 sec): 3 clusters Score: Raw -4199128.953985 + Penalty 25134.316584 = -4173994.637401 nChanged 28 SP:Iteration 72Q (639.086699 sec): 3 clusters Score: Raw -4199143.129958 + Penalty 25134.316584 = -4174008.813375 nChanged 23 SP:Iteration 73Q (639.183701 sec): 3 clusters Score: Raw -4199160.963777 + Penalty 25134.316584 = -4174026.647193 nChanged 17 SP:Iteration 74Q (639.286460 sec): 3 clusters Score: Raw -4199172.838134 + Penalty 25134.316584 = -4174038.521551 nChanged 15 SP:Iteration 75Q (639.371147 sec): 3 clusters Score: Raw -4199181.092009 + Penalty 25134.316584 = -4174046.775425 nChanged 13 SP:Iteration 76Q (639.456325 sec): 3 clusters Score: Raw -4199188.890168 + Penalty 25134.316584 = -4174054.573584 nChanged 17 SP:Iteration 77Q (639.546002 sec): 3 clusters Score: Raw -4199198.736945 + Penalty 25134.316584 = -4174064.420361 nChanged 13 SP:Iteration 78Q (639.633445 sec): 3 clusters Score: Raw -4199205.759752 + Penalty 25134.316584 = -4174071.443168 nChanged 7 SP:Iteration 79Q (639.725150 sec): 3 clusters Score: Raw -4199209.655273 + Penalty 25134.316584 = -4174075.338689 nChanged 6 SP:Iteration 80F (639.823482 sec): 3 clusters Score: Raw -4199212.320386 + Penalty 25134.316584 = -4174078.003803 nChanged 2 SP:Iteration 81Q (639.901164 sec): 3 clusters Score: Raw -4199213.237359 + Penalty 25134.316584 = -4174078.920776 nChanged 3 SP:Iteration 82Q (640.009379 sec): 3 clusters Score: Raw -4199214.439903 + Penalty 25134.316584 = -4174080.123319 nChanged 6 SP:Iteration 83Q (640.086553 sec): 3 clusters Score: Raw -4199217.082093 + Penalty 25134.316584 = -4174082.765509 nChanged 3 SP:Iteration 84Q (640.180977 sec): 3 clusters Score: Raw -4199218.717419 + Penalty 25134.316584 = -4174084.400835 nChanged 2 SP:Iteration 85Q (640.275953 sec): 3 clusters Score: Raw -4199220.109304 + Penalty 25134.316584 = -4174085.792720 nChanged 1 SP:Iteration 86Q (640.359477 sec): 3 clusters Score: Raw -4199220.368498 + Penalty 25134.316584 = -4174086.051914 nChanged 1 SP:Iteration 87Q (640.444796 sec): 3 clusters Score: Raw -4199220.799564 + Penalty 25134.316584 = -4174086.482980 nChanged 0 SP:Iteration 88F (640.542173 sec): 3 clusters Score: Raw -4199220.799564 + Penalty 25134.316584 = -4174086.482980 nChanged 0 Trying to split cluster 11 (1291 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (640.570722 sec): 2 clusters Score: Raw -472349.014941 + Penalty 9673.864314 = -462675.150627 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (640.611212 sec): 3 clusters Score: Raw -474174.725183 + Penalty 19347.728628 = -454826.996555 nChanged 201 SP:Iteration 1F (640.669392 sec): 3 clusters Score: Raw -476888.770957 + Penalty 19347.728628 = -457541.042329 nChanged 112 SP:Iteration 2F (640.707422 sec): 3 clusters Score: Raw -478018.858519 + Penalty 19347.728628 = -458671.129892 nChanged 120 SP:Iteration 3F (640.757969 sec): 3 clusters Score: Raw -479707.920835 + Penalty 19347.728628 = -460360.192207 nChanged 122 SP:Iteration 4F (640.810235 sec): 3 clusters Score: Raw -481268.853478 + Penalty 19347.728628 = -461921.124850 nChanged 92 SP:Iteration 5F (640.846909 sec): 3 clusters Score: Raw -483665.723069 + Penalty 19347.728628 = -464317.994442 nChanged 70 SP:Iteration 6F (640.883930 sec): 3 clusters Score: Raw -487741.728231 + Penalty 19347.728628 = -468393.999603 nChanged 42 Unmasked E-step: Deleting class 1 (173 points): covariance matrix is singular SP:Iteration 7Q (640.899069 sec): 3 clusters Score: Raw -488078.402471 + Penalty 19347.728628 = -468730.673843 nChanged 1 SP:Iteration 8Q (640.926072 sec): 2 clusters Score: Raw -296806.340800 + Penalty 9673.864314 = -287132.476486 nChanged 172 SP:Iteration 9F (640.951943 sec): 2 clusters Score: Raw -472349.014941 + Penalty 9673.864314 = -462675.150627 nChanged 0 Trying to split cluster 13 (8104 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (640.997406 sec): 2 clusters Score: Raw -2963304.626305 + Penalty 12154.652669 = -2951149.973637 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (641.076264 sec): 3 clusters Score: Raw -2960995.009615 + Penalty 24309.305337 = -2936685.704278 nChanged 2498 SP:Iteration 1F (641.141908 sec): 3 clusters Score: Raw -2964473.986867 + Penalty 24309.305337 = -2940164.681530 nChanged 1026 SP:Iteration 2F (641.233323 sec): 3 clusters Score: Raw -2968599.415235 + Penalty 24309.305337 = -2944290.109898 nChanged 1126 SP:Iteration 3F (641.309934 sec): 3 clusters Score: Raw -2973078.996276 + Penalty 24309.305337 = -2948769.690939 nChanged 882 SP:Iteration 4F (641.377902 sec): 3 clusters Score: Raw -2975229.478053 + Penalty 24309.305337 = -2950920.172716 nChanged 441 SP:Iteration 5F (641.461339 sec): 3 clusters Score: Raw -2976105.242624 + Penalty 24309.305337 = -2951795.937287 nChanged 226 SP:Iteration 6Q (641.533518 sec): 3 clusters Score: Raw -2976471.381134 + Penalty 24309.305337 = -2952162.075797 nChanged 111 SP:Iteration 7Q (641.610151 sec): 3 clusters Score: Raw -2976608.678409 + Penalty 24309.305337 = -2952299.373072 nChanged 55 SP:Iteration 8Q (641.673714 sec): 3 clusters Score: Raw -2976669.374848 + Penalty 24309.305337 = -2952360.069511 nChanged 28 SP:Iteration 9Q (641.732674 sec): 3 clusters Score: Raw -2976698.701222 + Penalty 24309.305337 = -2952389.395885 nChanged 16 SP:Iteration 10Q (641.798396 sec): 3 clusters Score: Raw -2976716.011662 + Penalty 24309.305337 = -2952406.706325 nChanged 8 SP:Iteration 11Q (641.869638 sec): 3 clusters Score: Raw -2976724.215226 + Penalty 24309.305337 = -2952414.909889 nChanged 7 SP:Iteration 12Q (641.950529 sec): 3 clusters Score: Raw -2976730.325893 + Penalty 24309.305337 = -2952421.020556 nChanged 4 SP:Iteration 13Q (642.003720 sec): 3 clusters Score: Raw -2976733.924819 + Penalty 24309.305337 = -2952424.619482 nChanged 3 SP:Iteration 14Q (642.067640 sec): 3 clusters Score: Raw -2976736.345963 + Penalty 24309.305337 = -2952427.040626 nChanged 1 SP:Iteration 15Q (642.123789 sec): 3 clusters Score: Raw -2976737.028082 + Penalty 24309.305337 = -2952427.722745 nChanged 1 SP:Iteration 16Q (642.192710 sec): 3 clusters Score: Raw -2976737.902220 + Penalty 24309.305337 = -2952428.596883 nChanged 1 SP:Iteration 17Q (642.263069 sec): 3 clusters Score: Raw -2976738.651044 + Penalty 24309.305337 = -2952429.345706 nChanged 0 SP:Iteration 18F (642.350236 sec): 3 clusters Score: Raw -2976738.651044 + Penalty 24309.305337 = -2952429.345706 nChanged 0 Score: Raw -139886909.662729 + Penalty 190093.099549 = -139696816.563180 Splitting cluster 13 changes total score from -139700477.378299 to -139696816.563180 So it's not getting split. Trying to split cluster 15 (362 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (649.527662 sec): 2 clusters Score: Raw -123309.176461 + Penalty 7956.665508 = -115352.510953 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (649.558584 sec): 3 clusters Score: Raw -127000.229976 + Penalty 15913.331016 = -111086.898960 nChanged 40 SP:Iteration 1F (649.588682 sec): 3 clusters Score: Raw -127703.415992 + Penalty 15913.331016 = -111790.084975 nChanged 4 SP:Iteration 2Q (649.619490 sec): 3 clusters Score: Raw -127742.308629 + Penalty 15913.331016 = -111828.977612 nChanged 1 SP:Iteration 3Q (649.642852 sec): 3 clusters Score: Raw -127760.626192 + Penalty 15913.331016 = -111847.295176 nChanged 0 SP:Iteration 4F (649.674026 sec): 3 clusters Score: Raw -127760.626192 + Penalty 15913.331016 = -111847.295176 nChanged 0 Trying to split cluster 16 (132099 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (650.116180 sec): 2 clusters Score: Raw -51955527.418227 + Penalty 15924.159996 = -51939603.258231 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (650.744319 sec): 3 clusters Score: Raw -51877378.413116 + Penalty 31848.319992 = -51845530.093123 nChanged 58802 SP:Iteration 1F (651.394649 sec): 3 clusters Score: Raw -51909252.823647 + Penalty 31848.319992 = -51877404.503655 nChanged 6398 SP:Iteration 2Q (652.091028 sec): 3 clusters Score: Raw -51911445.630998 + Penalty 31848.319992 = -51879597.311006 nChanged 5799 SP:Iteration 3Q (652.737775 sec): 3 clusters Score: Raw -51913472.668954 + Penalty 31848.319992 = -51881624.348962 nChanged 5511 SP:Iteration 4Q (653.401314 sec): 3 clusters Score: Raw -51915665.207210 + Penalty 31848.319992 = -51883816.887218 nChanged 5660 SP:Iteration 5Q (654.077320 sec): 3 clusters Score: Raw -51918232.296205 + Penalty 31848.319992 = -51886383.976212 nChanged 6102 SP:Iteration 6Q (654.764536 sec): 3 clusters Score: Raw -51921411.812689 + Penalty 31848.319992 = -51889563.492697 nChanged 6744 SP:Iteration 7F (655.480377 sec): 3 clusters Score: Raw -51925719.608141 + Penalty 31848.319992 = -51893871.288148 nChanged 7714 SP:Iteration 8F (656.133729 sec): 3 clusters Score: Raw -51931422.130656 + Penalty 31848.319992 = -51899573.810663 nChanged 8271 SP:Iteration 9F (656.826415 sec): 3 clusters Score: Raw -51938090.757924 + Penalty 31848.319992 = -51906242.437931 nChanged 8060 SP:Iteration 10F (657.445638 sec): 3 clusters Score: Raw -51944164.091260 + Penalty 31848.319992 = -51912315.771268 nChanged 6976 SP:Iteration 11F (658.138818 sec): 3 clusters Score: Raw -51948541.693433 + Penalty 31848.319992 = -51916693.373441 nChanged 5424 SP:Iteration 12Q (658.842789 sec): 3 clusters Score: Raw -51951184.606970 + Penalty 31848.319992 = -51919336.286978 nChanged 3846 SP:Iteration 13Q (659.501400 sec): 3 clusters Score: Raw -51952640.717153 + Penalty 31848.319992 = -51920792.397160 nChanged 2771 SP:Iteration 14Q (660.182996 sec): 3 clusters Score: Raw -51953522.977774 + Penalty 31848.319992 = -51921674.657781 nChanged 2163 SP:Iteration 15Q (660.843506 sec): 3 clusters Score: Raw -51954148.950752 + Penalty 31848.319992 = -51922300.630759 nChanged 1790 SP:Iteration 16Q (661.546524 sec): 3 clusters Score: Raw -51954606.132649 + Penalty 31848.319992 = -51922757.812657 nChanged 1492 SP:Iteration 17Q (662.233832 sec): 3 clusters Score: Raw -51954971.793757 + Penalty 31848.319992 = -51923123.473765 nChanged 1334 SP:Iteration 18Q (662.899630 sec): 3 clusters Score: Raw -51955277.168954 + Penalty 31848.319992 = -51923428.848962 nChanged 1209 SP:Iteration 19Q (663.580974 sec): 3 clusters Score: Raw -51955542.412969 + Penalty 31848.319992 = -51923694.092977 nChanged 1128 SP:Iteration 20F (664.232768 sec): 3 clusters Score: Raw -51955774.383380 + Penalty 31848.319992 = -51923926.063388 nChanged 1064 SP:Iteration 21Q (664.949907 sec): 3 clusters Score: Raw -51955992.766943 + Penalty 31848.319992 = -51924144.446951 nChanged 982 SP:Iteration 22Q (665.639984 sec): 3 clusters Score: Raw -51956181.696245 + Penalty 31848.319992 = -51924333.376253 nChanged 928 SP:Iteration 23Q (666.320908 sec): 3 clusters Score: Raw -51956352.942101 + Penalty 31848.319992 = -51924504.622109 nChanged 866 SP:Iteration 24Q (667.007546 sec): 3 clusters Score: Raw -51956512.002957 + Penalty 31848.319992 = -51924663.682965 nChanged 841 SP:Iteration 25Q (667.612773 sec): 3 clusters Score: Raw -51956668.261427 + Penalty 31848.319992 = -51924819.941435 nChanged 816 SP:Iteration 26Q (668.199839 sec): 3 clusters Score: Raw -51956820.356379 + Penalty 31848.319992 = -51924972.036387 nChanged 823 SP:Iteration 27Q (668.788196 sec): 3 clusters Score: Raw -51956971.936001 + Penalty 31848.319992 = -51925123.616008 nChanged 806 SP:Iteration 28Q (669.453607 sec): 3 clusters Score: Raw -51957123.464035 + Penalty 31848.319992 = -51925275.144043 nChanged 779 SP:Iteration 29Q (670.072201 sec): 3 clusters Score: Raw -51957269.316953 + Penalty 31848.319992 = -51925420.996961 nChanged 782 SP:Iteration 30Q (670.713240 sec): 3 clusters Score: Raw -51957426.740972 + Penalty 31848.319992 = -51925578.420980 nChanged 853 SP:Iteration 31Q (671.341939 sec): 3 clusters Score: Raw -51957603.778801 + Penalty 31848.319992 = -51925755.458809 nChanged 840 SP:Iteration 32Q (671.914678 sec): 3 clusters Score: Raw -51957786.254986 + Penalty 31848.319992 = -51925937.934994 nChanged 840 SP:Iteration 33Q (672.505876 sec): 3 clusters Score: Raw -51957958.915636 + Penalty 31848.319992 = -51926110.595644 nChanged 835 SP:Iteration 34Q (673.086913 sec): 3 clusters Score: Raw -51958130.071204 + Penalty 31848.319992 = -51926281.751211 nChanged 830 SP:Iteration 35Q (673.667211 sec): 3 clusters Score: Raw -51958303.271047 + Penalty 31848.319992 = -51926454.951054 nChanged 826 SP:Iteration 36Q (674.262662 sec): 3 clusters Score: Raw -51958480.181378 + Penalty 31848.319992 = -51926631.861386 nChanged 805 SP:Iteration 37Q (674.848796 sec): 3 clusters Score: Raw -51958652.526691 + Penalty 31848.319992 = -51926804.206699 nChanged 818 SP:Iteration 38Q (675.454468 sec): 3 clusters Score: Raw -51958828.422121 + Penalty 31848.319992 = -51926980.102129 nChanged 785 SP:Iteration 39Q (676.090587 sec): 3 clusters Score: Raw -51959005.782314 + Penalty 31848.319992 = -51927157.462322 nChanged 778 SP:Iteration 40F (676.754037 sec): 3 clusters Score: Raw -51959186.030708 + Penalty 31848.319992 = -51927337.710716 nChanged 777 SP:Iteration 41Q (677.345126 sec): 3 clusters Score: Raw -51959371.323624 + Penalty 31848.319992 = -51927523.003632 nChanged 765 SP:Iteration 42Q (677.988050 sec): 3 clusters Score: Raw -51959556.766656 + Penalty 31848.319992 = -51927708.446664 nChanged 749 SP:Iteration 43Q (678.612285 sec): 3 clusters Score: Raw -51959752.092978 + Penalty 31848.319992 = -51927903.772986 nChanged 750 SP:Iteration 44Q (679.215233 sec): 3 clusters Score: Raw -51959960.061514 + Penalty 31848.319992 = -51928111.741522 nChanged 790 SP:Iteration 45Q (679.855758 sec): 3 clusters Score: Raw -51960185.655122 + Penalty 31848.319992 = -51928337.335130 nChanged 809 SP:Iteration 46Q (680.414672 sec): 3 clusters Score: Raw -51960426.860236 + Penalty 31848.319992 = -51928578.540244 nChanged 790 SP:Iteration 47Q (680.962634 sec): 3 clusters Score: Raw -51960683.037837 + Penalty 31848.319992 = -51928834.717845 nChanged 783 SP:Iteration 48Q (681.520030 sec): 3 clusters Score: Raw -51960954.121538 + Penalty 31848.319992 = -51929105.801546 nChanged 775 SP:Iteration 49Q (682.063908 sec): 3 clusters Score: Raw -51961236.302256 + Penalty 31848.319992 = -51929387.982264 nChanged 756 SP:Iteration 50Q (682.622087 sec): 3 clusters Score: Raw -51961492.728098 + Penalty 31848.319992 = -51929644.408106 nChanged 708 SP:Iteration 51Q (683.260450 sec): 3 clusters Score: Raw -51961745.422501 + Penalty 31848.319992 = -51929897.102509 nChanged 676 SP:Iteration 52Q (683.894287 sec): 3 clusters Score: Raw -51962007.160697 + Penalty 31848.319992 = -51930158.840705 nChanged 675 SP:Iteration 53Q (684.535877 sec): 3 clusters Score: Raw -51962281.424359 + Penalty 31848.319992 = -51930433.104367 nChanged 653 SP:Iteration 54Q (685.130561 sec): 3 clusters Score: Raw -51962551.057572 + Penalty 31848.319992 = -51930702.737580 nChanged 632 SP:Iteration 55Q (685.750238 sec): 3 clusters Score: Raw -51962815.563631 + Penalty 31848.319992 = -51930967.243639 nChanged 627 SP:Iteration 56Q (686.307672 sec): 3 clusters Score: Raw -51963086.852218 + Penalty 31848.319992 = -51931238.532226 nChanged 612 SP:Iteration 57Q (686.915371 sec): 3 clusters Score: Raw -51963340.478524 + Penalty 31848.319992 = -51931492.158532 nChanged 556 SP:Iteration 58Q (687.539827 sec): 3 clusters Score: Raw -51963539.334042 + Penalty 31848.319992 = -51931691.014049 nChanged 449 SP:Iteration 59Q (688.076709 sec): 3 clusters Score: Raw -51963688.205619 + Penalty 31848.319992 = -51931839.885627 nChanged 371 SP:Iteration 60F (688.719183 sec): 3 clusters Score: Raw -51963800.666883 + Penalty 31848.319992 = -51931952.346890 nChanged 347 SP:Iteration 61Q (689.264207 sec): 3 clusters Score: Raw -51963904.554766 + Penalty 31848.319992 = -51932056.234774 nChanged 298 SP:Iteration 62Q (689.842594 sec): 3 clusters Score: Raw -51963987.756433 + Penalty 31848.319992 = -51932139.436441 nChanged 270 SP:Iteration 63Q (690.454123 sec): 3 clusters Score: Raw -51964050.026131 + Penalty 31848.319992 = -51932201.706138 nChanged 200 SP:Iteration 64Q (691.010403 sec): 3 clusters Score: Raw -51964090.554512 + Penalty 31848.319992 = -51932242.234520 nChanged 174 SP:Iteration 65Q (691.604716 sec): 3 clusters Score: Raw -51964125.179439 + Penalty 31848.319992 = -51932276.859447 nChanged 148 SP:Iteration 66Q (692.210165 sec): 3 clusters Score: Raw -51964155.237812 + Penalty 31848.319992 = -51932306.917820 nChanged 121 SP:Iteration 67Q (692.816798 sec): 3 clusters Score: Raw -51964177.399243 + Penalty 31848.319992 = -51932329.079251 nChanged 97 SP:Iteration 68Q (693.433979 sec): 3 clusters Score: Raw -51964193.116382 + Penalty 31848.319992 = -51932344.796390 nChanged 61 SP:Iteration 69Q (693.965434 sec): 3 clusters Score: Raw -51964203.384007 + Penalty 31848.319992 = -51932355.064015 nChanged 65 SP:Iteration 70Q (694.468717 sec): 3 clusters Score: Raw -51964213.743663 + Penalty 31848.319992 = -51932365.423670 nChanged 57 SP:Iteration 71Q (694.977004 sec): 3 clusters Score: Raw -51964221.924768 + Penalty 31848.319992 = -51932373.604776 nChanged 46 SP:Iteration 72Q (695.479845 sec): 3 clusters Score: Raw -51964228.948139 + Penalty 31848.319992 = -51932380.628147 nChanged 48 SP:Iteration 73Q (695.999268 sec): 3 clusters Score: Raw -51964236.259435 + Penalty 31848.319992 = -51932387.939443 nChanged 31 SP:Iteration 74Q (696.561237 sec): 3 clusters Score: Raw -51964241.190329 + Penalty 31848.319992 = -51932392.870337 nChanged 25 SP:Iteration 75Q (697.114832 sec): 3 clusters Score: Raw -51964244.410541 + Penalty 31848.319992 = -51932396.090549 nChanged 18 SP:Iteration 76Q (697.646832 sec): 3 clusters Score: Raw -51964247.019424 + Penalty 31848.319992 = -51932398.699432 nChanged 16 SP:Iteration 77Q (698.170039 sec): 3 clusters Score: Raw -51964249.281681 + Penalty 31848.319992 = -51932400.961689 nChanged 13 SP:Iteration 78Q (698.702384 sec): 3 clusters Score: Raw -51964251.324643 + Penalty 31848.319992 = -51932403.004651 nChanged 16 SP:Iteration 79Q (699.222687 sec): 3 clusters Score: Raw -51964253.772398 + Penalty 31848.319992 = -51932405.452406 nChanged 14 SP:Iteration 80F (699.854448 sec): 3 clusters Score: Raw -51964255.594141 + Penalty 31848.319992 = -51932407.274149 nChanged 6 SP:Iteration 81Q (700.375333 sec): 3 clusters Score: Raw -51964256.303127 + Penalty 31848.319992 = -51932407.983135 nChanged 4 SP:Iteration 82Q (700.854803 sec): 3 clusters Score: Raw -51964256.892911 + Penalty 31848.319992 = -51932408.572919 nChanged 3 SP:Iteration 83Q (701.336008 sec): 3 clusters Score: Raw -51964257.216247 + Penalty 31848.319992 = -51932408.896254 nChanged 4 SP:Iteration 84Q (701.817159 sec): 3 clusters Score: Raw -51964257.672481 + Penalty 31848.319992 = -51932409.352489 nChanged 3 SP:Iteration 85Q (702.307277 sec): 3 clusters Score: Raw -51964258.144810 + Penalty 31848.319992 = -51932409.824818 nChanged 4 SP:Iteration 86Q (702.789034 sec): 3 clusters Score: Raw -51964258.544055 + Penalty 31848.319992 = -51932410.224063 nChanged 1 SP:Iteration 87Q (703.275368 sec): 3 clusters Score: Raw -51964258.698073 + Penalty 31848.319992 = -51932410.378081 nChanged 3 SP:Iteration 88Q (703.769686 sec): 3 clusters Score: Raw -51964259.170210 + Penalty 31848.319992 = -51932410.850218 nChanged 4 SP:Iteration 89Q (704.315436 sec): 3 clusters Score: Raw -51964259.741761 + Penalty 31848.319992 = -51932411.421769 nChanged 4 SP:Iteration 90Q (704.798689 sec): 3 clusters Score: Raw -51964260.206236 + Penalty 31848.319992 = -51932411.886243 nChanged 5 SP:Iteration 91Q (705.273795 sec): 3 clusters Score: Raw -51964260.911056 + Penalty 31848.319992 = -51932412.591064 nChanged 7 SP:Iteration 92Q (705.768664 sec): 3 clusters Score: Raw -51964261.648882 + Penalty 31848.319992 = -51932413.328890 nChanged 3 SP:Iteration 93Q (706.251308 sec): 3 clusters Score: Raw -51964262.107779 + Penalty 31848.319992 = -51932413.787787 nChanged 2 SP:Iteration 94Q (706.729868 sec): 3 clusters Score: Raw -51964262.334110 + Penalty 31848.319992 = -51932414.014118 nChanged 4 SP:Iteration 95Q (707.217564 sec): 3 clusters Score: Raw -51964262.877728 + Penalty 31848.319992 = -51932414.557736 nChanged 3 SP:Iteration 96Q (707.700817 sec): 3 clusters Score: Raw -51964263.204178 + Penalty 31848.319992 = -51932414.884185 nChanged 1 SP:Iteration 97Q (708.187522 sec): 3 clusters Score: Raw -51964263.312476 + Penalty 31848.319992 = -51932414.992484 nChanged 0 SP:Iteration 98F (708.791799 sec): 3 clusters Score: Raw -51964263.312476 + Penalty 31848.319992 = -51932414.992484 nChanged 0 Trying to split cluster 17 (118712 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (709.217468 sec): 2 clusters Score: Raw -46345736.817722 + Penalty 15779.857383 = -46329956.960338 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (709.876723 sec): 3 clusters Score: Raw -46276351.129650 + Penalty 31559.714767 = -46244791.414884 nChanged 52469 SP:Iteration 1F (710.532425 sec): 3 clusters Score: Raw -46304510.183346 + Penalty 31559.714767 = -46272950.468579 nChanged 6188 SP:Iteration 2F (711.169303 sec): 3 clusters Score: Raw -46306955.594568 + Penalty 31559.714767 = -46275395.879802 nChanged 5812 SP:Iteration 3Q (711.831101 sec): 3 clusters Score: Raw -46309806.156397 + Penalty 31559.714767 = -46278246.441630 nChanged 6465 SP:Iteration 4F (712.441116 sec): 3 clusters Score: Raw -46314599.566253 + Penalty 31559.714767 = -46283039.851486 nChanged 8521 SP:Iteration 5F (713.057399 sec): 3 clusters Score: Raw -46324221.753797 + Penalty 31559.714767 = -46292662.039030 nChanged 11491 SP:Iteration 6F (713.671801 sec): 3 clusters Score: Raw -46341657.635069 + Penalty 31559.714767 = -46310097.920303 nChanged 12961 SP:Iteration 7F (714.315933 sec): 3 clusters Score: Raw -46369463.998199 + Penalty 31559.714767 = -46337904.283433 nChanged 10474 SP:Iteration 8F (714.959747 sec): 3 clusters Score: Raw -46403599.869913 + Penalty 31559.714767 = -46372040.155147 nChanged 6499 SP:Iteration 9F (715.608848 sec): 3 clusters Score: Raw -46412667.483744 + Penalty 31559.714767 = -46381107.768977 nChanged 3958 SP:Iteration 10Q (716.197104 sec): 3 clusters Score: Raw -46415203.046163 + Penalty 31559.714767 = -46383643.331396 nChanged 2286 SP:Iteration 11Q (716.755255 sec): 3 clusters Score: Raw -46416185.436449 + Penalty 31559.714767 = -46384625.721683 nChanged 1469 SP:Iteration 12Q (717.259670 sec): 3 clusters Score: Raw -46416653.181050 + Penalty 31559.714767 = -46385093.466284 nChanged 905 SP:Iteration 13Q (717.783623 sec): 3 clusters Score: Raw -46416872.476963 + Penalty 31559.714767 = -46385312.762196 nChanged 622 SP:Iteration 14Q (718.280697 sec): 3 clusters Score: Raw -46416996.614153 + Penalty 31559.714767 = -46385436.899386 nChanged 451 SP:Iteration 15Q (718.777649 sec): 3 clusters Score: Raw -46417082.301530 + Penalty 31559.714767 = -46385522.586764 nChanged 394 SP:Iteration 16Q (719.276926 sec): 3 clusters Score: Raw -46417149.520773 + Penalty 31559.714767 = -46385589.806006 nChanged 314 SP:Iteration 17Q (719.778294 sec): 3 clusters Score: Raw -46417199.501204 + Penalty 31559.714767 = -46385639.786438 nChanged 269 SP:Iteration 18Q (720.288550 sec): 3 clusters Score: Raw -46417239.956791 + Penalty 31559.714767 = -46385680.242025 nChanged 239 SP:Iteration 19Q (720.789464 sec): 3 clusters Score: Raw -46417272.197982 + Penalty 31559.714767 = -46385712.483215 nChanged 206 SP:Iteration 20F (721.441824 sec): 3 clusters Score: Raw -46417300.003769 + Penalty 31559.714767 = -46385740.289003 nChanged 192 SP:Iteration 21Q (722.022813 sec): 3 clusters Score: Raw -46417328.948639 + Penalty 31559.714767 = -46385769.233872 nChanged 192 SP:Iteration 22Q (722.578275 sec): 3 clusters Score: Raw -46417357.622015 + Penalty 31559.714767 = -46385797.907249 nChanged 192 SP:Iteration 23Q (723.155679 sec): 3 clusters Score: Raw -46417385.829644 + Penalty 31559.714767 = -46385826.114878 nChanged 182 SP:Iteration 24Q (723.678193 sec): 3 clusters Score: Raw -46417411.236154 + Penalty 31559.714767 = -46385851.521387 nChanged 156 SP:Iteration 25Q (724.227658 sec): 3 clusters Score: Raw -46417433.506092 + Penalty 31559.714767 = -46385873.791325 nChanged 135 SP:Iteration 26Q (724.744605 sec): 3 clusters Score: Raw -46417450.829707 + Penalty 31559.714767 = -46385891.114940 nChanged 135 SP:Iteration 27Q (725.250407 sec): 3 clusters Score: Raw -46417468.922441 + Penalty 31559.714767 = -46385909.207675 nChanged 138 SP:Iteration 28Q (725.752471 sec): 3 clusters Score: Raw -46417488.187362 + Penalty 31559.714767 = -46385928.472595 nChanged 139 SP:Iteration 29Q (726.265079 sec): 3 clusters Score: Raw -46417506.226909 + Penalty 31559.714767 = -46385946.512143 nChanged 139 SP:Iteration 30Q (726.766556 sec): 3 clusters Score: Raw -46417525.637992 + Penalty 31559.714767 = -46385965.923225 nChanged 137 SP:Iteration 31Q (727.281166 sec): 3 clusters Score: Raw -46417546.325824 + Penalty 31559.714767 = -46385986.611057 nChanged 141 SP:Iteration 32Q (727.797190 sec): 3 clusters Score: Raw -46417568.971068 + Penalty 31559.714767 = -46386009.256301 nChanged 176 SP:Iteration 33Q (728.353517 sec): 3 clusters Score: Raw -46417601.813745 + Penalty 31559.714767 = -46386042.098978 nChanged 193 SP:Iteration 34Q (728.895493 sec): 3 clusters Score: Raw -46417638.014262 + Penalty 31559.714767 = -46386078.299495 nChanged 202 SP:Iteration 35Q (729.430537 sec): 3 clusters Score: Raw -46417679.491174 + Penalty 31559.714767 = -46386119.776407 nChanged 216 SP:Iteration 36Q (729.978775 sec): 3 clusters Score: Raw -46417730.169238 + Penalty 31559.714767 = -46386170.454472 nChanged 239 SP:Iteration 37Q (730.532942 sec): 3 clusters Score: Raw -46417790.154398 + Penalty 31559.714767 = -46386230.439631 nChanged 233 SP:Iteration 38Q (731.052609 sec): 3 clusters Score: Raw -46417847.953717 + Penalty 31559.714767 = -46386288.238950 nChanged 242 SP:Iteration 39Q (731.561413 sec): 3 clusters Score: Raw -46417922.990808 + Penalty 31559.714767 = -46386363.276041 nChanged 288 SP:Iteration 40F (732.164914 sec): 3 clusters Score: Raw -46418031.926081 + Penalty 31559.714767 = -46386472.211315 nChanged 337 SP:Iteration 41Q (732.676944 sec): 3 clusters Score: Raw -46418178.992644 + Penalty 31559.714767 = -46386619.277877 nChanged 385 SP:Iteration 42Q (733.237368 sec): 3 clusters Score: Raw -46418400.084782 + Penalty 31559.714767 = -46386840.370016 nChanged 405 SP:Iteration 43Q (733.809493 sec): 3 clusters Score: Raw -46418692.505489 + Penalty 31559.714767 = -46387132.790722 nChanged 429 SP:Iteration 44Q (734.309864 sec): 3 clusters Score: Raw -46419121.797074 + Penalty 31559.714767 = -46387562.082308 nChanged 463 SP:Iteration 45Q (734.822411 sec): 3 clusters Score: Raw -46419796.687542 + Penalty 31559.714767 = -46388236.972775 nChanged 500 SP:Iteration 46Q (735.334131 sec): 3 clusters Score: Raw -46420915.432614 + Penalty 31559.714767 = -46389355.717848 nChanged 453 SP:Iteration 47Q (735.870637 sec): 3 clusters Score: Raw -46422321.416531 + Penalty 31559.714767 = -46390761.701764 nChanged 210 SP:Iteration 48Q (736.335286 sec): 3 clusters Score: Raw -46423350.174714 + Penalty 31559.714767 = -46391790.459948 nChanged 162 SP:Iteration 49Q (736.742909 sec): 3 clusters Score: Raw -46424190.498307 + Penalty 31559.714767 = -46392630.783541 nChanged 79 SP:Iteration 50Q (737.211145 sec): 3 clusters Score: Raw -46424870.087754 + Penalty 31559.714767 = -46393310.372988 nChanged 64 SP:Iteration 51Q (737.613713 sec): 3 clusters Score: Raw -46425320.052063 + Penalty 31559.714767 = -46393760.337296 nChanged 33 SP:Iteration 52Q (738.008774 sec): 3 clusters Score: Raw -46425643.962730 + Penalty 31559.714767 = -46394084.247964 nChanged 22 SP:Iteration 53Q (738.481544 sec): 3 clusters Score: Raw -46425845.266998 + Penalty 31559.714767 = -46394285.552231 nChanged 15 SP:Iteration 54Q (738.960031 sec): 3 clusters Score: Raw -46426009.845297 + Penalty 31559.714767 = -46394450.130531 nChanged 11 SP:Iteration 55Q (739.386778 sec): 3 clusters Score: Raw -46426101.199936 + Penalty 31559.714767 = -46394541.485170 nChanged 6 SP:Iteration 56Q (739.831825 sec): 3 clusters Score: Raw -46426206.538334 + Penalty 31559.714767 = -46394646.823568 nChanged 7 SP:Iteration 57Q (740.218572 sec): 3 clusters Score: Raw -46426209.941313 + Penalty 31559.714767 = -46394650.226547 nChanged 0 SP:Iteration 58F (740.834271 sec): 3 clusters Score: Raw -46426915.247965 + Penalty 31559.714767 = -46395355.533198 nChanged 53 SP:Iteration 59Q (741.255069 sec): 3 clusters Score: Raw -46427181.076761 + Penalty 31559.714767 = -46395621.361994 nChanged 5 SP:Iteration 60F (741.820220 sec): 3 clusters Score: Raw -46427182.052635 + Penalty 31559.714767 = -46395622.337868 nChanged 0 Score: Raw -139954920.872903 + Penalty 190093.099549 = -139764827.773354 Splitting cluster 17 changes total score from -139700477.378299 to -139764827.773354 So it's getting split into cluster 1. Trying to split cluster 19 (34755 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (749.249374 sec): 2 clusters Score: Raw -13344191.993032 + Penalty 14120.934319 = -13330071.058714 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (749.474043 sec): 3 clusters Score: Raw -13326880.755082 + Penalty 28241.868638 = -13298638.886444 nChanged 13509 SP:Iteration 1F (749.671084 sec): 3 clusters Score: Raw -13334415.490349 + Penalty 28241.868638 = -13306173.621711 nChanged 2503 SP:Iteration 2F (749.900859 sec): 3 clusters Score: Raw -13335881.311811 + Penalty 28241.868638 = -13307639.443173 nChanged 1879 SP:Iteration 3F (750.113214 sec): 3 clusters Score: Raw -13337052.343444 + Penalty 28241.868638 = -13308810.474806 nChanged 1651 SP:Iteration 4Q (750.343277 sec): 3 clusters Score: Raw -13338288.144176 + Penalty 28241.868638 = -13310046.275539 nChanged 1702 SP:Iteration 5Q (750.568249 sec): 3 clusters Score: Raw -13339715.147665 + Penalty 28241.868638 = -13311473.279027 nChanged 1884 SP:Iteration 6F (750.787050 sec): 3 clusters Score: Raw -13341501.284333 + Penalty 28241.868638 = -13313259.415695 nChanged 2078 SP:Iteration 7F (751.010454 sec): 3 clusters Score: Raw -13343659.595467 + Penalty 28241.868638 = -13315417.726830 nChanged 2318 SP:Iteration 8F (751.239108 sec): 3 clusters Score: Raw -13345933.150465 + Penalty 28241.868638 = -13317691.281827 nChanged 2213 SP:Iteration 9F (751.456815 sec): 3 clusters Score: Raw -13347987.823319 + Penalty 28241.868638 = -13319745.954682 nChanged 1793 SP:Iteration 10F (751.679543 sec): 3 clusters Score: Raw -13349411.599484 + Penalty 28241.868638 = -13321169.730846 nChanged 1270 SP:Iteration 11Q (751.882479 sec): 3 clusters Score: Raw -13350213.514088 + Penalty 28241.868638 = -13321971.645451 nChanged 821 SP:Iteration 12Q (752.075958 sec): 3 clusters Score: Raw -13350635.415645 + Penalty 28241.868638 = -13322393.547008 nChanged 517 SP:Iteration 13Q (752.310131 sec): 3 clusters Score: Raw -13350873.999923 + Penalty 28241.868638 = -13322632.131285 nChanged 335 SP:Iteration 14Q (752.552279 sec): 3 clusters Score: Raw -13350995.378627 + Penalty 28241.868638 = -13322753.509990 nChanged 195 SP:Iteration 15Q (752.763008 sec): 3 clusters Score: Raw -13351055.028647 + Penalty 28241.868638 = -13322813.160009 nChanged 116 SP:Iteration 16Q (752.996058 sec): 3 clusters Score: Raw -13351089.418882 + Penalty 28241.868638 = -13322847.550244 nChanged 83 SP:Iteration 17Q (753.213120 sec): 3 clusters Score: Raw -13351109.538491 + Penalty 28241.868638 = -13322867.669853 nChanged 56 SP:Iteration 18Q (753.427792 sec): 3 clusters Score: Raw -13351121.986403 + Penalty 28241.868638 = -13322880.117765 nChanged 40 SP:Iteration 19Q (753.619146 sec): 3 clusters Score: Raw -13351131.060304 + Penalty 28241.868638 = -13322889.191667 nChanged 27 SP:Iteration 20F (753.839211 sec): 3 clusters Score: Raw -13351136.839241 + Penalty 28241.868638 = -13322894.970603 nChanged 22 SP:Iteration 21Q (754.041653 sec): 3 clusters Score: Raw -13351142.568647 + Penalty 28241.868638 = -13322900.700009 nChanged 19 SP:Iteration 22Q (754.258564 sec): 3 clusters Score: Raw -13351147.309716 + Penalty 28241.868638 = -13322905.441078 nChanged 19 SP:Iteration 23Q (754.470486 sec): 3 clusters Score: Raw -13351151.366348 + Penalty 28241.868638 = -13322909.497711 nChanged 15 SP:Iteration 24Q (754.688664 sec): 3 clusters Score: Raw -13351154.488351 + Penalty 28241.868638 = -13322912.619713 nChanged 10 SP:Iteration 25Q (754.894875 sec): 3 clusters Score: Raw -13351156.393748 + Penalty 28241.868638 = -13322914.525110 nChanged 8 SP:Iteration 26Q (755.093038 sec): 3 clusters Score: Raw -13351157.942953 + Penalty 28241.868638 = -13322916.074315 nChanged 3 SP:Iteration 27Q (755.311658 sec): 3 clusters Score: Raw -13351158.412393 + Penalty 28241.868638 = -13322916.543755 nChanged 2 SP:Iteration 28Q (755.522436 sec): 3 clusters Score: Raw -13351158.971441 + Penalty 28241.868638 = -13322917.102804 nChanged 1 SP:Iteration 29Q (755.727434 sec): 3 clusters Score: Raw -13351159.127409 + Penalty 28241.868638 = -13322917.258771 nChanged 0 SP:Iteration 30F (755.941097 sec): 3 clusters Score: Raw -13351159.127409 + Penalty 28241.868638 = -13322917.258771 nChanged 0 Iteration 59Q (759.289791 sec): 12 clusters Score: Raw -139967683.498752 + Penalty 190093.099549 = -139777590.399202 nChanged 10656 Iteration 60F (766.567767 sec): 12 clusters Score: Raw -139981513.801273 + Penalty 190093.099549 = -139791420.701723 nChanged 10396 Iteration 61Q (769.635899 sec): 12 clusters Score: Raw -139986214.897134 + Penalty 190093.099549 = -139796121.797585 nChanged 5536 Iteration 62Q (772.837644 sec): 12 clusters Score: Raw -139987846.122606 + Penalty 190093.099549 = -139797753.023057 nChanged 3590 Iteration 63Q (776.039881 sec): 12 clusters Score: Raw -139988679.613859 + Penalty 190093.099549 = -139798586.514310 nChanged 2562 Iteration 64Q (779.082521 sec): 12 clusters Score: Raw -139989198.278403 + Penalty 190093.099549 = -139799105.178853 nChanged 1880 Iteration 65Q (782.242941 sec): 12 clusters Score: Raw -139989527.849021 + Penalty 190093.099549 = -139799434.749471 nChanged 1429 Iteration 66Q (785.046178 sec): 12 clusters Score: Raw -139989766.118195 + Penalty 190093.099549 = -139799673.018646 nChanged 1130 Iteration 67Q (787.910977 sec): 12 clusters Score: Raw -139989957.828444 + Penalty 190093.099549 = -139799864.728895 nChanged 949 Iteration 68Q (790.922494 sec): 12 clusters Score: Raw -139990102.644023 + Penalty 190093.099549 = -139800009.544474 nChanged 794 Iteration 69Q (793.795920 sec): 12 clusters Score: Raw -139990214.853419 + Penalty 190093.099549 = -139800121.753870 nChanged 686 Iteration 70Q (796.469091 sec): 12 clusters Score: Raw -139990301.729958 + Penalty 190093.099549 = -139800208.630409 nChanged 572 Iteration 71Q (799.230500 sec): 12 clusters Score: Raw -139990376.165944 + Penalty 190093.099549 = -139800283.066395 nChanged 505 Iteration 72Q (802.188833 sec): 12 clusters Score: Raw -139990435.065697 + Penalty 190093.099549 = -139800341.966148 nChanged 416 Iteration 73Q (805.226768 sec): 12 clusters Score: Raw -139990487.165942 + Penalty 190093.099549 = -139800394.066393 nChanged 392 Iteration 74Q (808.407285 sec): 12 clusters Score: Raw -139990535.285610 + Penalty 190093.099549 = -139800442.186060 nChanged 348 Iteration 75Q (811.450944 sec): 12 clusters Score: Raw -139990576.734819 + Penalty 190093.099549 = -139800483.635270 nChanged 316 Iteration 76Q (814.651240 sec): 12 clusters Score: Raw -139990614.802902 + Penalty 190093.099549 = -139800521.703353 nChanged 295 Iteration 77Q (817.695676 sec): 12 clusters Score: Raw -139990648.274642 + Penalty 190093.099549 = -139800555.175093 nChanged 255 Iteration 78Q (820.539937 sec): 12 clusters Score: Raw -139990678.180096 + Penalty 190093.099549 = -139800585.080547 nChanged 262 Iteration 79Q (823.431158 sec): 12 clusters Score: Raw -139990707.371389 + Penalty 190093.099549 = -139800614.271839 nChanged 233 Iteration 80F (830.834068 sec): 12 clusters Score: Raw -139990732.554938 + Penalty 190093.099549 = -139800639.455389 nChanged 224 Iteration 81Q (833.818902 sec): 12 clusters Score: Raw -139990756.372726 + Penalty 190093.099549 = -139800663.273177 nChanged 207 Iteration 82Q (836.898127 sec): 12 clusters Score: Raw -139990777.847485 + Penalty 190093.099549 = -139800684.747936 nChanged 227 Iteration 83Q (839.942079 sec): 12 clusters Score: Raw -139990800.601861 + Penalty 190093.099549 = -139800707.502312 nChanged 194 Iteration 84Q (842.871129 sec): 12 clusters Score: Raw -139990819.892401 + Penalty 190093.099549 = -139800726.792852 nChanged 170 Iteration 85Q (846.097152 sec): 12 clusters Score: Raw -139990835.232828 + Penalty 190093.099549 = -139800742.133279 nChanged 150 Iteration 86Q (849.170889 sec): 12 clusters Score: Raw -139990850.981341 + Penalty 190093.099549 = -139800757.881792 nChanged 151 Iteration 87Q (852.176058 sec): 12 clusters Score: Raw -139990867.671709 + Penalty 190093.099549 = -139800774.572160 nChanged 136 Iteration 88Q (855.033255 sec): 12 clusters Score: Raw -139990879.735529 + Penalty 190093.099549 = -139800786.635979 nChanged 113 Iteration 89Q (857.889896 sec): 12 clusters Score: Raw -139990889.481530 + Penalty 190093.099549 = -139800796.381981 nChanged 110 Iteration 90Q (860.455247 sec): 12 clusters Score: Raw -139990900.450150 + Penalty 190093.099549 = -139800807.350601 nChanged 94 Iteration 91Q (863.007670 sec): 12 clusters Score: Raw -139990907.984147 + Penalty 190093.099549 = -139800814.884597 nChanged 83 Iteration 92Q (865.628286 sec): 12 clusters Score: Raw -139990915.292858 + Penalty 190093.099549 = -139800822.193309 nChanged 71 Iteration 93Q (868.431165 sec): 12 clusters Score: Raw -139990923.050028 + Penalty 190093.099549 = -139800829.950479 nChanged 60 Iteration 94Q (871.402184 sec): 12 clusters Score: Raw -139990929.261672 + Penalty 190093.099549 = -139800836.162123 nChanged 64 Iteration 95Q (874.370631 sec): 12 clusters Score: Raw -139990936.166394 + Penalty 190093.099549 = -139800843.066845 nChanged 65 Iteration 96Q (877.298907 sec): 12 clusters Score: Raw -139990942.418493 + Penalty 190093.099549 = -139800849.318944 nChanged 63 Iteration 97Q (880.306739 sec): 12 clusters Score: Raw -139990946.918946 + Penalty 190093.099549 = -139800853.819397 nChanged 49 Iteration 98Q (883.107114 sec): 12 clusters Score: Raw -139990951.065451 + Penalty 190093.099549 = -139800857.965902 nChanged 57 Writing temp clu file Because OldScore, -139800853.819397, is greater than current (better) Score,-139800857.965902 Compute initial score before splitting: Score: Raw -139990951.065451 + Penalty 190093.099549 = -139800857.965902 Trying to split cluster 1 (43691 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (883.436724 sec): 2 clusters Score: Raw -17080620.957634 + Penalty 14429.953952 = -17066191.003681 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (883.703884 sec): 3 clusters Score: Raw -17057801.506071 + Penalty 28859.907905 = -17028941.598166 nChanged 17653 SP:Iteration 1F (883.946550 sec): 3 clusters Score: Raw -17067078.005095 + Penalty 28859.907905 = -17038218.097190 nChanged 2939 SP:Iteration 2F (884.185279 sec): 3 clusters Score: Raw -17068527.625423 + Penalty 28859.907905 = -17039667.717518 nChanged 2227 SP:Iteration 3F (884.426040 sec): 3 clusters Score: Raw -17069549.653075 + Penalty 28859.907905 = -17040689.745170 nChanged 1730 SP:Iteration 4Q (884.687290 sec): 3 clusters Score: Raw -17070318.584261 + Penalty 28859.907905 = -17041458.676356 nChanged 1542 SP:Iteration 5Q (884.953945 sec): 3 clusters Score: Raw -17071023.729034 + Penalty 28859.907905 = -17042163.821129 nChanged 1416 SP:Iteration 6Q (885.204230 sec): 3 clusters Score: Raw -17071680.666467 + Penalty 28859.907905 = -17042820.758562 nChanged 1346 SP:Iteration 7Q (885.440248 sec): 3 clusters Score: Raw -17072311.147746 + Penalty 28859.907905 = -17043451.239841 nChanged 1326 SP:Iteration 8Q (885.690362 sec): 3 clusters Score: Raw -17072977.468790 + Penalty 28859.907905 = -17044117.560885 nChanged 1413 SP:Iteration 9Q (885.971951 sec): 3 clusters Score: Raw -17073759.246159 + Penalty 28859.907905 = -17044899.338254 nChanged 1527 SP:Iteration 10Q (886.220913 sec): 3 clusters Score: Raw -17074704.414258 + Penalty 28859.907905 = -17045844.506353 nChanged 1747 SP:Iteration 11Q (886.458493 sec): 3 clusters Score: Raw -17075905.990314 + Penalty 28859.907905 = -17047046.082409 nChanged 1907 SP:Iteration 12Q (886.687070 sec): 3 clusters Score: Raw -17077248.400692 + Penalty 28859.907905 = -17048388.492787 nChanged 1872 SP:Iteration 13Q (886.924108 sec): 3 clusters Score: Raw -17078586.704333 + Penalty 28859.907905 = -17049726.796428 nChanged 1825 SP:Iteration 14Q (887.158701 sec): 3 clusters Score: Raw -17079899.052904 + Penalty 28859.907905 = -17051039.144999 nChanged 1773 SP:Iteration 15Q (887.396080 sec): 3 clusters Score: Raw -17081087.581088 + Penalty 28859.907905 = -17052227.673183 nChanged 1546 SP:Iteration 16Q (887.656869 sec): 3 clusters Score: Raw -17081974.080343 + Penalty 28859.907905 = -17053114.172438 nChanged 1147 SP:Iteration 17Q (887.916551 sec): 3 clusters Score: Raw -17082501.510858 + Penalty 28859.907905 = -17053641.602953 nChanged 831 SP:Iteration 18Q (888.166549 sec): 3 clusters Score: Raw -17082814.392689 + Penalty 28859.907905 = -17053954.484784 nChanged 622 SP:Iteration 19Q (888.430597 sec): 3 clusters Score: Raw -17083021.982590 + Penalty 28859.907905 = -17054162.074685 nChanged 458 SP:Iteration 20F (888.705582 sec): 3 clusters Score: Raw -17083151.201118 + Penalty 28859.907905 = -17054291.293213 nChanged 335 SP:Iteration 21Q (888.951237 sec): 3 clusters Score: Raw -17083232.104303 + Penalty 28859.907905 = -17054372.196398 nChanged 240 SP:Iteration 22Q (889.227029 sec): 3 clusters Score: Raw -17083287.770570 + Penalty 28859.907905 = -17054427.862665 nChanged 178 SP:Iteration 23Q (889.508582 sec): 3 clusters Score: Raw -17083325.953066 + Penalty 28859.907905 = -17054466.045161 nChanged 139 SP:Iteration 24Q (889.769965 sec): 3 clusters Score: Raw -17083353.838438 + Penalty 28859.907905 = -17054493.930533 nChanged 134 SP:Iteration 25Q (890.029967 sec): 3 clusters Score: Raw -17083380.603866 + Penalty 28859.907905 = -17054520.695961 nChanged 104 SP:Iteration 26Q (890.284118 sec): 3 clusters Score: Raw -17083399.508800 + Penalty 28859.907905 = -17054539.600895 nChanged 87 SP:Iteration 27Q (890.521487 sec): 3 clusters Score: Raw -17083416.269008 + Penalty 28859.907905 = -17054556.361103 nChanged 75 SP:Iteration 28Q (890.761193 sec): 3 clusters Score: Raw -17083429.188598 + Penalty 28859.907905 = -17054569.280693 nChanged 67 SP:Iteration 29Q (891.004908 sec): 3 clusters Score: Raw -17083441.119425 + Penalty 28859.907905 = -17054581.211520 nChanged 56 SP:Iteration 30Q (891.251011 sec): 3 clusters Score: Raw -17083450.423714 + Penalty 28859.907905 = -17054590.515809 nChanged 53 SP:Iteration 31Q (891.504732 sec): 3 clusters Score: Raw -17083458.558466 + Penalty 28859.907905 = -17054598.650561 nChanged 42 SP:Iteration 32Q (891.751798 sec): 3 clusters Score: Raw -17083464.994710 + Penalty 28859.907905 = -17054605.086805 nChanged 38 SP:Iteration 33Q (892.014472 sec): 3 clusters Score: Raw -17083471.581644 + Penalty 28859.907905 = -17054611.673739 nChanged 41 SP:Iteration 34Q (892.269263 sec): 3 clusters Score: Raw -17083478.726848 + Penalty 28859.907905 = -17054618.818943 nChanged 39 SP:Iteration 35Q (892.515431 sec): 3 clusters Score: Raw -17083485.272860 + Penalty 28859.907905 = -17054625.364955 nChanged 45 SP:Iteration 36Q (892.766157 sec): 3 clusters Score: Raw -17083493.339844 + Penalty 28859.907905 = -17054633.431939 nChanged 41 SP:Iteration 37Q (893.020963 sec): 3 clusters Score: Raw -17083500.367769 + Penalty 28859.907905 = -17054640.459865 nChanged 42 SP:Iteration 38Q (893.280176 sec): 3 clusters Score: Raw -17083507.581729 + Penalty 28859.907905 = -17054647.673824 nChanged 33 SP:Iteration 39Q (893.536464 sec): 3 clusters Score: Raw -17083513.182403 + Penalty 28859.907905 = -17054653.274498 nChanged 33 SP:Iteration 40F (893.797711 sec): 3 clusters Score: Raw -17083518.144812 + Penalty 28859.907905 = -17054658.236907 nChanged 24 SP:Iteration 41Q (894.039956 sec): 3 clusters Score: Raw -17083521.388859 + Penalty 28859.907905 = -17054661.480954 nChanged 17 SP:Iteration 42Q (894.325509 sec): 3 clusters Score: Raw -17083523.929249 + Penalty 28859.907905 = -17054664.021344 nChanged 11 SP:Iteration 43Q (894.557571 sec): 3 clusters Score: Raw -17083525.607098 + Penalty 28859.907905 = -17054665.699193 nChanged 5 SP:Iteration 44Q (894.791011 sec): 3 clusters Score: Raw -17083526.553951 + Penalty 28859.907905 = -17054666.646046 nChanged 3 SP:Iteration 45Q (895.027337 sec): 3 clusters Score: Raw -17083527.024357 + Penalty 28859.907905 = -17054667.116452 nChanged 3 SP:Iteration 46Q (895.266746 sec): 3 clusters Score: Raw -17083527.418947 + Penalty 28859.907905 = -17054667.511042 nChanged 4 SP:Iteration 47Q (895.524966 sec): 3 clusters Score: Raw -17083528.039848 + Penalty 28859.907905 = -17054668.131943 nChanged 2 SP:Iteration 48Q (895.785687 sec): 3 clusters Score: Raw -17083528.394104 + Penalty 28859.907905 = -17054668.486199 nChanged 8 SP:Iteration 49Q (896.033346 sec): 3 clusters Score: Raw -17083529.606136 + Penalty 28859.907905 = -17054669.698231 nChanged 2 SP:Iteration 50Q (896.293451 sec): 3 clusters Score: Raw -17083529.757081 + Penalty 28859.907905 = -17054669.849176 nChanged 2 SP:Iteration 51Q (896.544964 sec): 3 clusters Score: Raw -17083530.023559 + Penalty 28859.907905 = -17054670.115654 nChanged 2 SP:Iteration 52Q (896.797500 sec): 3 clusters Score: Raw -17083530.323428 + Penalty 28859.907905 = -17054670.415523 nChanged 4 SP:Iteration 53Q (897.058018 sec): 3 clusters Score: Raw -17083530.959064 + Penalty 28859.907905 = -17054671.051160 nChanged 5 SP:Iteration 54Q (897.304518 sec): 3 clusters Score: Raw -17083531.748963 + Penalty 28859.907905 = -17054671.841058 nChanged 5 SP:Iteration 55Q (897.538415 sec): 3 clusters Score: Raw -17083532.468744 + Penalty 28859.907905 = -17054672.560839 nChanged 5 SP:Iteration 56Q (897.768524 sec): 3 clusters Score: Raw -17083533.193969 + Penalty 28859.907905 = -17054673.286064 nChanged 4 SP:Iteration 57Q (898.006629 sec): 3 clusters Score: Raw -17083533.676141 + Penalty 28859.907905 = -17054673.768236 nChanged 2 SP:Iteration 58Q (898.247333 sec): 3 clusters Score: Raw -17083534.040953 + Penalty 28859.907905 = -17054674.133048 nChanged 0 SP:Iteration 59F (898.508058 sec): 3 clusters Score: Raw -17083534.040953 + Penalty 28859.907905 = -17054674.133048 nChanged 0 Trying to split cluster 2 (10776 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (898.565622 sec): 2 clusters Score: Raw -4144544.155258 + Penalty 12539.496108 = -4132004.659151 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (898.660208 sec): 3 clusters Score: Raw -4140486.995311 + Penalty 25078.992216 = -4115408.003096 nChanged 3380 SP:Iteration 1F (898.758442 sec): 3 clusters Score: Raw -4142809.396900 + Penalty 25078.992216 = -4117730.404685 nChanged 766 SP:Iteration 2F (898.858094 sec): 3 clusters Score: Raw -4143452.084229 + Penalty 25078.992216 = -4118373.092013 nChanged 410 SP:Iteration 3Q (898.957774 sec): 3 clusters Score: Raw -4143788.691930 + Penalty 25078.992216 = -4118709.699715 nChanged 278 SP:Iteration 4Q (899.048406 sec): 3 clusters Score: Raw -4144014.416256 + Penalty 25078.992216 = -4118935.424040 nChanged 222 SP:Iteration 5Q (899.139755 sec): 3 clusters Score: Raw -4144186.063759 + Penalty 25078.992216 = -4119107.071543 nChanged 161 SP:Iteration 6Q (899.227758 sec): 3 clusters Score: Raw -4144298.507474 + Penalty 25078.992216 = -4119219.515258 nChanged 121 SP:Iteration 7Q (899.316857 sec): 3 clusters Score: Raw -4144379.506605 + Penalty 25078.992216 = -4119300.514389 nChanged 103 SP:Iteration 8Q (899.397993 sec): 3 clusters Score: Raw -4144448.708211 + Penalty 25078.992216 = -4119369.715996 nChanged 90 SP:Iteration 9Q (899.485252 sec): 3 clusters Score: Raw -4144508.339641 + Penalty 25078.992216 = -4119429.347425 nChanged 75 SP:Iteration 10Q (899.563635 sec): 3 clusters Score: Raw -4144559.514051 + Penalty 25078.992216 = -4119480.521836 nChanged 55 SP:Iteration 11Q (899.654120 sec): 3 clusters Score: Raw -4144594.300588 + Penalty 25078.992216 = -4119515.308372 nChanged 43 SP:Iteration 12Q (899.748551 sec): 3 clusters Score: Raw -4144619.672718 + Penalty 25078.992216 = -4119540.680503 nChanged 42 SP:Iteration 13Q (899.827758 sec): 3 clusters Score: Raw -4144647.913718 + Penalty 25078.992216 = -4119568.921502 nChanged 36 SP:Iteration 14Q (899.926890 sec): 3 clusters Score: Raw -4144672.002076 + Penalty 25078.992216 = -4119593.009860 nChanged 35 SP:Iteration 15Q (900.003468 sec): 3 clusters Score: Raw -4144692.575560 + Penalty 25078.992216 = -4119613.583344 nChanged 26 SP:Iteration 16Q (900.101657 sec): 3 clusters Score: Raw -4144706.293389 + Penalty 25078.992216 = -4119627.301174 nChanged 24 SP:Iteration 17Q (900.192092 sec): 3 clusters Score: Raw -4144719.506450 + Penalty 25078.992216 = -4119640.514234 nChanged 16 SP:Iteration 18Q (900.287387 sec): 3 clusters Score: Raw -4144729.225359 + Penalty 25078.992216 = -4119650.233143 nChanged 13 SP:Iteration 19Q (900.376526 sec): 3 clusters Score: Raw -4144735.742236 + Penalty 25078.992216 = -4119656.750020 nChanged 9 SP:Iteration 20F (900.477635 sec): 3 clusters Score: Raw -4144739.988656 + Penalty 25078.992216 = -4119660.996440 nChanged 14 SP:Iteration 21Q (900.562382 sec): 3 clusters Score: Raw -4144749.231007 + Penalty 25078.992216 = -4119670.238792 nChanged 16 SP:Iteration 22Q (900.648453 sec): 3 clusters Score: Raw -4144759.713991 + Penalty 25078.992216 = -4119680.721775 nChanged 16 SP:Iteration 23Q (900.739777 sec): 3 clusters Score: Raw -4144769.536749 + Penalty 25078.992216 = -4119690.544533 nChanged 17 SP:Iteration 24Q (900.825362 sec): 3 clusters Score: Raw -4144778.443183 + Penalty 25078.992216 = -4119699.450967 nChanged 12 SP:Iteration 25Q (900.923453 sec): 3 clusters Score: Raw -4144786.184932 + Penalty 25078.992216 = -4119707.192717 nChanged 10 SP:Iteration 26Q (901.032745 sec): 3 clusters Score: Raw -4144790.922981 + Penalty 25078.992216 = -4119711.930765 nChanged 5 SP:Iteration 27Q (901.125121 sec): 3 clusters Score: Raw -4144793.823896 + Penalty 25078.992216 = -4119714.831681 nChanged 6 SP:Iteration 28Q (901.220064 sec): 3 clusters Score: Raw -4144797.615993 + Penalty 25078.992216 = -4119718.623778 nChanged 4 SP:Iteration 29Q (901.319764 sec): 3 clusters Score: Raw -4144799.294728 + Penalty 25078.992216 = -4119720.302513 nChanged 4 SP:Iteration 30Q (901.425774 sec): 3 clusters Score: Raw -4144801.497313 + Penalty 25078.992216 = -4119722.505098 nChanged 5 SP:Iteration 31Q (901.525532 sec): 3 clusters Score: Raw -4144805.034995 + Penalty 25078.992216 = -4119726.042780 nChanged 5 SP:Iteration 32Q (901.626842 sec): 3 clusters Score: Raw -4144808.872197 + Penalty 25078.992216 = -4119729.879982 nChanged 11 SP:Iteration 33Q (901.727244 sec): 3 clusters Score: Raw -4144815.952823 + Penalty 25078.992216 = -4119736.960607 nChanged 12 SP:Iteration 34Q (901.827736 sec): 3 clusters Score: Raw -4144823.417274 + Penalty 25078.992216 = -4119744.425058 nChanged 11 SP:Iteration 35Q (901.927719 sec): 3 clusters Score: Raw -4144829.012716 + Penalty 25078.992216 = -4119750.020501 nChanged 5 SP:Iteration 36Q (902.026569 sec): 3 clusters Score: Raw -4144831.564849 + Penalty 25078.992216 = -4119752.572634 nChanged 5 SP:Iteration 37Q (902.128492 sec): 3 clusters Score: Raw -4144833.673069 + Penalty 25078.992216 = -4119754.680853 nChanged 4 SP:Iteration 38Q (902.228276 sec): 3 clusters Score: Raw -4144835.933902 + Penalty 25078.992216 = -4119756.941687 nChanged 2 SP:Iteration 39Q (902.331504 sec): 3 clusters Score: Raw -4144837.373648 + Penalty 25078.992216 = -4119758.381433 nChanged 4 SP:Iteration 40F (902.425711 sec): 3 clusters Score: Raw -4144839.630161 + Penalty 25078.992216 = -4119760.637945 nChanged 2 SP:Iteration 41Q (902.523084 sec): 3 clusters Score: Raw -4144840.434517 + Penalty 25078.992216 = -4119761.442302 nChanged 1 SP:Iteration 42Q (902.622936 sec): 3 clusters Score: Raw -4144840.917874 + Penalty 25078.992216 = -4119761.925659 nChanged 1 SP:Iteration 43Q (902.722477 sec): 3 clusters Score: Raw -4144841.893915 + Penalty 25078.992216 = -4119762.901700 nChanged 0 SP:Iteration 44F (902.822241 sec): 3 clusters Score: Raw -4144841.893915 + Penalty 25078.992216 = -4119762.901700 nChanged 0 Trying to split cluster 3 (25527 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (902.938515 sec): 2 clusters Score: Raw -10077983.315898 + Penalty 13704.187939 = -10064279.127959 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (903.113041 sec): 3 clusters Score: Raw -10065858.592246 + Penalty 27408.375877 = -10038450.216368 nChanged 9652 SP:Iteration 1F (903.286997 sec): 3 clusters Score: Raw -10071440.554236 + Penalty 27408.375877 = -10044032.178359 nChanged 1862 SP:Iteration 2F (903.463461 sec): 3 clusters Score: Raw -10072546.362147 + Penalty 27408.375877 = -10045137.986269 nChanged 1206 SP:Iteration 3Q (903.643396 sec): 3 clusters Score: Raw -10073210.894920 + Penalty 27408.375877 = -10045802.519043 nChanged 926 SP:Iteration 4Q (903.825419 sec): 3 clusters Score: Raw -10073723.653167 + Penalty 27408.375877 = -10046315.277290 nChanged 767 SP:Iteration 5Q (904.004740 sec): 3 clusters Score: Raw -10074155.421057 + Penalty 27408.375877 = -10046747.045180 nChanged 683 SP:Iteration 6Q (904.182297 sec): 3 clusters Score: Raw -10074531.437834 + Penalty 27408.375877 = -10047123.061957 nChanged 634 SP:Iteration 7Q (904.353351 sec): 3 clusters Score: Raw -10074886.611935 + Penalty 27408.375877 = -10047478.236058 nChanged 624 SP:Iteration 8Q (904.530917 sec): 3 clusters Score: Raw -10075232.954831 + Penalty 27408.375877 = -10047824.578954 nChanged 599 SP:Iteration 9Q (904.681054 sec): 3 clusters Score: Raw -10075574.245012 + Penalty 27408.375877 = -10048165.869134 nChanged 606 SP:Iteration 10Q (904.838902 sec): 3 clusters Score: Raw -10075916.943240 + Penalty 27408.375877 = -10048508.567363 nChanged 563 SP:Iteration 11Q (905.009652 sec): 3 clusters Score: Raw -10076211.865658 + Penalty 27408.375877 = -10048803.489780 nChanged 539 SP:Iteration 12Q (905.186855 sec): 3 clusters Score: Raw -10076493.199937 + Penalty 27408.375877 = -10049084.824060 nChanged 517 SP:Iteration 13Q (905.354099 sec): 3 clusters Score: Raw -10076766.903372 + Penalty 27408.375877 = -10049358.527494 nChanged 514 SP:Iteration 14Q (905.526413 sec): 3 clusters Score: Raw -10077048.124375 + Penalty 27408.375877 = -10049639.748498 nChanged 528 SP:Iteration 15Q (905.704598 sec): 3 clusters Score: Raw -10077327.794888 + Penalty 27408.375877 = -10049919.419011 nChanged 514 SP:Iteration 16Q (905.885310 sec): 3 clusters Score: Raw -10077605.892212 + Penalty 27408.375877 = -10050197.516335 nChanged 518 SP:Iteration 17Q (906.053662 sec): 3 clusters Score: Raw -10077884.183786 + Penalty 27408.375877 = -10050475.807909 nChanged 513 SP:Iteration 18Q (906.218071 sec): 3 clusters Score: Raw -10078176.063782 + Penalty 27408.375877 = -10050767.687905 nChanged 490 SP:Iteration 19Q (906.371352 sec): 3 clusters Score: Raw -10078447.006901 + Penalty 27408.375877 = -10051038.631024 nChanged 442 SP:Iteration 20F (906.517916 sec): 3 clusters Score: Raw -10078699.374740 + Penalty 27408.375877 = -10051290.998862 nChanged 469 SP:Iteration 21Q (906.673638 sec): 3 clusters Score: Raw -10078962.997950 + Penalty 27408.375877 = -10051554.622073 nChanged 469 SP:Iteration 22Q (906.829204 sec): 3 clusters Score: Raw -10079233.301597 + Penalty 27408.375877 = -10051824.925720 nChanged 446 SP:Iteration 23Q (906.978577 sec): 3 clusters Score: Raw -10079533.031815 + Penalty 27408.375877 = -10052124.655938 nChanged 533 SP:Iteration 24Q (907.143100 sec): 3 clusters Score: Raw -10079901.728785 + Penalty 27408.375877 = -10052493.352908 nChanged 569 SP:Iteration 25Q (907.304542 sec): 3 clusters Score: Raw -10080292.638844 + Penalty 27408.375877 = -10052884.262966 nChanged 556 SP:Iteration 26Q (907.484431 sec): 3 clusters Score: Raw -10080672.726275 + Penalty 27408.375877 = -10053264.350398 nChanged 535 SP:Iteration 27Q (907.656208 sec): 3 clusters Score: Raw -10081042.226671 + Penalty 27408.375877 = -10053633.850793 nChanged 524 SP:Iteration 28Q (907.827307 sec): 3 clusters Score: Raw -10081404.517691 + Penalty 27408.375877 = -10053996.141813 nChanged 515 SP:Iteration 29Q (907.994728 sec): 3 clusters Score: Raw -10081737.919195 + Penalty 27408.375877 = -10054329.543318 nChanged 475 SP:Iteration 30Q (908.175439 sec): 3 clusters Score: Raw -10082025.298545 + Penalty 27408.375877 = -10054616.922668 nChanged 380 SP:Iteration 31Q (908.338223 sec): 3 clusters Score: Raw -10082247.168763 + Penalty 27408.375877 = -10054838.792886 nChanged 368 SP:Iteration 32Q (908.516633 sec): 3 clusters Score: Raw -10082427.541026 + Penalty 27408.375877 = -10055019.165149 nChanged 290 SP:Iteration 33Q (908.688388 sec): 3 clusters Score: Raw -10082580.537216 + Penalty 27408.375877 = -10055172.161339 nChanged 273 SP:Iteration 34Q (908.849443 sec): 3 clusters Score: Raw -10082717.607177 + Penalty 27408.375877 = -10055309.231300 nChanged 229 SP:Iteration 35Q (909.027913 sec): 3 clusters Score: Raw -10082819.271398 + Penalty 27408.375877 = -10055410.895521 nChanged 202 SP:Iteration 36Q (909.193460 sec): 3 clusters Score: Raw -10082909.830864 + Penalty 27408.375877 = -10055501.454987 nChanged 172 SP:Iteration 37Q (909.343408 sec): 3 clusters Score: Raw -10082989.152759 + Penalty 27408.375877 = -10055580.776882 nChanged 154 SP:Iteration 38Q (909.496058 sec): 3 clusters Score: Raw -10083056.024431 + Penalty 27408.375877 = -10055647.648554 nChanged 152 SP:Iteration 39Q (909.647532 sec): 3 clusters Score: Raw -10083116.897255 + Penalty 27408.375877 = -10055708.521378 nChanged 122 SP:Iteration 40F (909.812714 sec): 3 clusters Score: Raw -10083166.427992 + Penalty 27408.375877 = -10055758.052114 nChanged 123 SP:Iteration 41Q (909.972509 sec): 3 clusters Score: Raw -10083217.006793 + Penalty 27408.375877 = -10055808.630916 nChanged 97 SP:Iteration 42Q (910.137402 sec): 3 clusters Score: Raw -10083257.614266 + Penalty 27408.375877 = -10055849.238388 nChanged 93 SP:Iteration 43Q (910.297310 sec): 3 clusters Score: Raw -10083296.279664 + Penalty 27408.375877 = -10055887.903787 nChanged 91 SP:Iteration 44Q (910.479290 sec): 3 clusters Score: Raw -10083333.931101 + Penalty 27408.375877 = -10055925.555224 nChanged 83 SP:Iteration 45Q (910.629215 sec): 3 clusters Score: Raw -10083366.159510 + Penalty 27408.375877 = -10055957.783633 nChanged 76 SP:Iteration 46Q (910.792259 sec): 3 clusters Score: Raw -10083395.026317 + Penalty 27408.375877 = -10055986.650440 nChanged 74 SP:Iteration 47Q (910.962321 sec): 3 clusters Score: Raw -10083421.084493 + Penalty 27408.375877 = -10056012.708616 nChanged 60 SP:Iteration 48Q (911.133729 sec): 3 clusters Score: Raw -10083443.594675 + Penalty 27408.375877 = -10056035.218798 nChanged 58 SP:Iteration 49Q (911.275317 sec): 3 clusters Score: Raw -10083464.091930 + Penalty 27408.375877 = -10056055.716053 nChanged 53 SP:Iteration 50Q (911.413220 sec): 3 clusters Score: Raw -10083483.866911 + Penalty 27408.375877 = -10056075.491034 nChanged 55 SP:Iteration 51Q (911.558652 sec): 3 clusters Score: Raw -10083503.024347 + Penalty 27408.375877 = -10056094.648470 nChanged 51 SP:Iteration 52Q (911.707570 sec): 3 clusters Score: Raw -10083521.670491 + Penalty 27408.375877 = -10056113.294614 nChanged 47 SP:Iteration 53Q (911.852568 sec): 3 clusters Score: Raw -10083536.782214 + Penalty 27408.375877 = -10056128.406337 nChanged 43 SP:Iteration 54Q (911.991558 sec): 3 clusters Score: Raw -10083551.091372 + Penalty 27408.375877 = -10056142.715495 nChanged 35 SP:Iteration 55Q (912.137603 sec): 3 clusters Score: Raw -10083564.268792 + Penalty 27408.375877 = -10056155.892915 nChanged 35 SP:Iteration 56Q (912.278138 sec): 3 clusters Score: Raw -10083576.362036 + Penalty 27408.375877 = -10056167.986159 nChanged 25 SP:Iteration 57Q (912.425209 sec): 3 clusters Score: Raw -10083583.270835 + Penalty 27408.375877 = -10056174.894958 nChanged 19 SP:Iteration 58Q (912.564056 sec): 3 clusters Score: Raw -10083588.832844 + Penalty 27408.375877 = -10056180.456967 nChanged 13 SP:Iteration 59Q (912.700954 sec): 3 clusters Score: Raw -10083592.505610 + Penalty 27408.375877 = -10056184.129733 nChanged 11 SP:Iteration 60F (912.855435 sec): 3 clusters Score: Raw -10083596.528187 + Penalty 27408.375877 = -10056188.152310 nChanged 7 SP:Iteration 61Q (913.010812 sec): 3 clusters Score: Raw -10083598.752375 + Penalty 27408.375877 = -10056190.376498 nChanged 4 SP:Iteration 62Q (913.159274 sec): 3 clusters Score: Raw -10083599.632158 + Penalty 27408.375877 = -10056191.256281 nChanged 4 SP:Iteration 63Q (913.318940 sec): 3 clusters Score: Raw -10083601.023007 + Penalty 27408.375877 = -10056192.647130 nChanged 6 SP:Iteration 64Q (913.462921 sec): 3 clusters Score: Raw -10083602.633096 + Penalty 27408.375877 = -10056194.257219 nChanged 6 SP:Iteration 65Q (913.607512 sec): 3 clusters Score: Raw -10083604.655516 + Penalty 27408.375877 = -10056196.279639 nChanged 5 SP:Iteration 66Q (913.751166 sec): 3 clusters Score: Raw -10083605.813645 + Penalty 27408.375877 = -10056197.437768 nChanged 7 SP:Iteration 67Q (913.901145 sec): 3 clusters Score: Raw -10083608.025881 + Penalty 27408.375877 = -10056199.650004 nChanged 10 SP:Iteration 68Q (914.048822 sec): 3 clusters Score: Raw -10083611.504399 + Penalty 27408.375877 = -10056203.128521 nChanged 13 SP:Iteration 69Q (914.187280 sec): 3 clusters Score: Raw -10083615.426354 + Penalty 27408.375877 = -10056207.050477 nChanged 13 SP:Iteration 70Q (914.322295 sec): 3 clusters Score: Raw -10083619.365272 + Penalty 27408.375877 = -10056210.989395 nChanged 11 SP:Iteration 71Q (914.455782 sec): 3 clusters Score: Raw -10083622.490221 + Penalty 27408.375877 = -10056214.114344 nChanged 9 SP:Iteration 72Q (914.593153 sec): 3 clusters Score: Raw -10083625.121659 + Penalty 27408.375877 = -10056216.745782 nChanged 5 SP:Iteration 73Q (914.750608 sec): 3 clusters Score: Raw -10083626.533790 + Penalty 27408.375877 = -10056218.157913 nChanged 8 SP:Iteration 74Q (914.888766 sec): 3 clusters Score: Raw -10083628.981529 + Penalty 27408.375877 = -10056220.605651 nChanged 6 SP:Iteration 75Q (915.038783 sec): 3 clusters Score: Raw -10083630.506529 + Penalty 27408.375877 = -10056222.130651 nChanged 5 SP:Iteration 76Q (915.172358 sec): 3 clusters Score: Raw -10083631.729468 + Penalty 27408.375877 = -10056223.353591 nChanged 4 SP:Iteration 77Q (915.315036 sec): 3 clusters Score: Raw -10083632.799270 + Penalty 27408.375877 = -10056224.423393 nChanged 4 SP:Iteration 78Q (915.455400 sec): 3 clusters Score: Raw -10083633.739711 + Penalty 27408.375877 = -10056225.363834 nChanged 1 SP:Iteration 79Q (915.596750 sec): 3 clusters Score: Raw -10083633.959369 + Penalty 27408.375877 = -10056225.583492 nChanged 1 SP:Iteration 80F (915.746643 sec): 3 clusters Score: Raw -10083634.049443 + Penalty 27408.375877 = -10056225.673566 nChanged 0 Trying to split cluster 7 (2640 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (915.771718 sec): 2 clusters Score: Raw -977334.240332 + Penalty 10639.960432 = -966694.279900 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (915.818828 sec): 3 clusters Score: Raw -978259.254911 + Penalty 21279.920864 = -956979.334047 nChanged 531 SP:Iteration 1F (915.865050 sec): 3 clusters Score: Raw -981705.127098 + Penalty 21279.920864 = -960425.206235 nChanged 424 SP:Iteration 2F (915.908163 sec): 3 clusters Score: Raw -984638.345318 + Penalty 21279.920864 = -963358.424454 nChanged 262 SP:Iteration 3F (915.953884 sec): 3 clusters Score: Raw -986433.558658 + Penalty 21279.920864 = -965153.637794 nChanged 169 SP:Iteration 4F (916.012804 sec): 3 clusters Score: Raw -987961.105965 + Penalty 21279.920864 = -966681.185101 nChanged 130 SP:Iteration 5Q (916.060476 sec): 3 clusters Score: Raw -988883.535967 + Penalty 21279.920864 = -967603.615104 nChanged 84 SP:Iteration 6Q (916.114359 sec): 3 clusters Score: Raw -989369.736834 + Penalty 21279.920864 = -968089.815970 nChanged 66 SP:Iteration 7Q (916.166611 sec): 3 clusters Score: Raw -989755.713389 + Penalty 21279.920864 = -968475.792526 nChanged 31 SP:Iteration 8Q (916.213924 sec): 3 clusters Score: Raw -989910.168020 + Penalty 21279.920864 = -968630.247156 nChanged 14 SP:Iteration 9Q (916.251296 sec): 3 clusters Score: Raw -989967.388868 + Penalty 21279.920864 = -968687.468004 nChanged 8 SP:Iteration 10Q (916.302453 sec): 3 clusters Score: Raw -989999.795403 + Penalty 21279.920864 = -968719.874540 nChanged 3 SP:Iteration 11Q (916.344410 sec): 3 clusters Score: Raw -990010.665783 + Penalty 21279.920864 = -968730.744919 nChanged 1 SP:Iteration 12Q (916.387393 sec): 3 clusters Score: Raw -990018.752044 + Penalty 21279.920864 = -968738.831180 nChanged 2 SP:Iteration 13Q (916.450479 sec): 3 clusters Score: Raw -990036.300247 + Penalty 21279.920864 = -968756.379384 nChanged 1 SP:Iteration 14Q (916.501003 sec): 3 clusters Score: Raw -990041.392631 + Penalty 21279.920864 = -968761.471767 nChanged 1 SP:Iteration 15Q (916.553099 sec): 3 clusters Score: Raw -990044.859068 + Penalty 21279.920864 = -968764.938204 nChanged 0 SP:Iteration 16F (916.609491 sec): 3 clusters Score: Raw -990044.859068 + Penalty 21279.920864 = -968764.938204 nChanged 0 Score: Raw -140003665.182974 + Penalty 207374.290417 = -139796290.892556 Splitting cluster 7 changes total score from -139800857.965902 to -139796290.892556 So it's not getting split. Trying to split cluster 10 (11983 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (924.500304 sec): 2 clusters Score: Raw -4570714.522774 + Penalty 12682.875370 = -4558031.647404 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (924.611951 sec): 3 clusters Score: Raw -4566119.519498 + Penalty 25365.750740 = -4540753.768758 nChanged 3862 SP:Iteration 1F (924.705241 sec): 3 clusters Score: Raw -4568904.706503 + Penalty 25365.750740 = -4543538.955763 nChanged 917 SP:Iteration 2F (924.802402 sec): 3 clusters Score: Raw -4569708.663459 + Penalty 25365.750740 = -4544342.912719 nChanged 555 SP:Iteration 3Q (924.899322 sec): 3 clusters Score: Raw -4570202.405359 + Penalty 25365.750740 = -4544836.654619 nChanged 418 SP:Iteration 4Q (925.006389 sec): 3 clusters Score: Raw -4570572.108360 + Penalty 25365.750740 = -4545206.357620 nChanged 320 SP:Iteration 5Q (925.106352 sec): 3 clusters Score: Raw -4570874.280834 + Penalty 25365.750740 = -4545508.530094 nChanged 291 SP:Iteration 6Q (925.206459 sec): 3 clusters Score: Raw -4571143.926121 + Penalty 25365.750740 = -4545778.175381 nChanged 304 SP:Iteration 7Q (925.312901 sec): 3 clusters Score: Raw -4571423.394720 + Penalty 25365.750740 = -4546057.643980 nChanged 321 SP:Iteration 8Q (925.408897 sec): 3 clusters Score: Raw -4571720.700246 + Penalty 25365.750740 = -4546354.949506 nChanged 274 SP:Iteration 9Q (925.502877 sec): 3 clusters Score: Raw -4571978.767531 + Penalty 25365.750740 = -4546613.016791 nChanged 272 SP:Iteration 10Q (925.601401 sec): 3 clusters Score: Raw -4572233.798327 + Penalty 25365.750740 = -4546868.047587 nChanged 283 SP:Iteration 11Q (925.689754 sec): 3 clusters Score: Raw -4572485.618597 + Penalty 25365.750740 = -4547119.867857 nChanged 268 SP:Iteration 12Q (925.790725 sec): 3 clusters Score: Raw -4572717.927375 + Penalty 25365.750740 = -4547352.176635 nChanged 266 SP:Iteration 13Q (925.895564 sec): 3 clusters Score: Raw -4572941.244837 + Penalty 25365.750740 = -4547575.494097 nChanged 227 SP:Iteration 14Q (925.990699 sec): 3 clusters Score: Raw -4573119.561764 + Penalty 25365.750740 = -4547753.811024 nChanged 181 SP:Iteration 15Q (926.081578 sec): 3 clusters Score: Raw -4573264.224756 + Penalty 25365.750740 = -4547898.474016 nChanged 169 SP:Iteration 16Q (926.186642 sec): 3 clusters Score: Raw -4573394.717465 + Penalty 25365.750740 = -4548028.966725 nChanged 164 SP:Iteration 17Q (926.277580 sec): 3 clusters Score: Raw -4573534.060096 + Penalty 25365.750740 = -4548168.309356 nChanged 164 SP:Iteration 18Q (926.367268 sec): 3 clusters Score: Raw -4573669.450529 + Penalty 25365.750740 = -4548303.699789 nChanged 148 SP:Iteration 19Q (926.459309 sec): 3 clusters Score: Raw -4573795.746189 + Penalty 25365.750740 = -4548429.995449 nChanged 150 SP:Iteration 20F (926.555502 sec): 3 clusters Score: Raw -4573910.564623 + Penalty 25365.750740 = -4548544.813883 nChanged 137 SP:Iteration 21Q (926.641814 sec): 3 clusters Score: Raw -4574007.342535 + Penalty 25365.750740 = -4548641.591795 nChanged 116 SP:Iteration 22Q (926.743848 sec): 3 clusters Score: Raw -4574089.068948 + Penalty 25365.750740 = -4548723.318208 nChanged 106 SP:Iteration 23Q (926.830684 sec): 3 clusters Score: Raw -4574166.085493 + Penalty 25365.750740 = -4548800.334753 nChanged 118 SP:Iteration 24Q (926.921679 sec): 3 clusters Score: Raw -4574257.269649 + Penalty 25365.750740 = -4548891.518909 nChanged 106 SP:Iteration 25Q (927.014636 sec): 3 clusters Score: Raw -4574341.500482 + Penalty 25365.750740 = -4548975.749742 nChanged 108 SP:Iteration 26Q (927.117823 sec): 3 clusters Score: Raw -4574419.583175 + Penalty 25365.750740 = -4549053.832435 nChanged 96 SP:Iteration 27Q (927.200755 sec): 3 clusters Score: Raw -4574490.636073 + Penalty 25365.750740 = -4549124.885333 nChanged 106 SP:Iteration 28Q (927.297426 sec): 3 clusters Score: Raw -4574559.754051 + Penalty 25365.750740 = -4549194.003311 nChanged 90 SP:Iteration 29Q (927.385527 sec): 3 clusters Score: Raw -4574629.553092 + Penalty 25365.750740 = -4549263.802352 nChanged 80 SP:Iteration 30Q (927.479881 sec): 3 clusters Score: Raw -4574686.195269 + Penalty 25365.750740 = -4549320.444529 nChanged 66 SP:Iteration 31Q (927.565850 sec): 3 clusters Score: Raw -4574732.161307 + Penalty 25365.750740 = -4549366.410567 nChanged 62 SP:Iteration 32Q (927.661181 sec): 3 clusters Score: Raw -4574774.885671 + Penalty 25365.750740 = -4549409.134931 nChanged 68 SP:Iteration 33Q (927.754352 sec): 3 clusters Score: Raw -4574818.836212 + Penalty 25365.750740 = -4549453.085472 nChanged 66 SP:Iteration 34Q (927.846907 sec): 3 clusters Score: Raw -4574858.523070 + Penalty 25365.750740 = -4549492.772330 nChanged 59 SP:Iteration 35Q (927.942532 sec): 3 clusters Score: Raw -4574894.291556 + Penalty 25365.750740 = -4549528.540816 nChanged 58 SP:Iteration 36Q (928.033423 sec): 3 clusters Score: Raw -4574935.071523 + Penalty 25365.750740 = -4549569.320783 nChanged 65 SP:Iteration 37Q (928.127163 sec): 3 clusters Score: Raw -4574971.976908 + Penalty 25365.750740 = -4549606.226168 nChanged 47 SP:Iteration 38Q (928.223672 sec): 3 clusters Score: Raw -4574998.835970 + Penalty 25365.750740 = -4549633.085230 nChanged 33 SP:Iteration 39Q (928.317425 sec): 3 clusters Score: Raw -4575018.697851 + Penalty 25365.750740 = -4549652.947111 nChanged 28 SP:Iteration 40F (928.406793 sec): 3 clusters Score: Raw -4575034.802063 + Penalty 25365.750740 = -4549669.051323 nChanged 31 SP:Iteration 41Q (928.499360 sec): 3 clusters Score: Raw -4575053.038691 + Penalty 25365.750740 = -4549687.287951 nChanged 33 SP:Iteration 42Q (928.591659 sec): 3 clusters Score: Raw -4575069.732159 + Penalty 25365.750740 = -4549703.981419 nChanged 29 SP:Iteration 43Q (928.692092 sec): 3 clusters Score: Raw -4575084.474326 + Penalty 25365.750740 = -4549718.723586 nChanged 28 SP:Iteration 44Q (928.786042 sec): 3 clusters Score: Raw -4575099.847131 + Penalty 25365.750740 = -4549734.096391 nChanged 34 SP:Iteration 45Q (928.882819 sec): 3 clusters Score: Raw -4575118.564400 + Penalty 25365.750740 = -4549752.813660 nChanged 29 SP:Iteration 46Q (928.974397 sec): 3 clusters Score: Raw -4575137.571774 + Penalty 25365.750740 = -4549771.821034 nChanged 34 SP:Iteration 47Q (929.064227 sec): 3 clusters Score: Raw -4575160.412953 + Penalty 25365.750740 = -4549794.662213 nChanged 30 SP:Iteration 48Q (929.164082 sec): 3 clusters Score: Raw -4575178.805792 + Penalty 25365.750740 = -4549813.055052 nChanged 29 SP:Iteration 49Q (929.248704 sec): 3 clusters Score: Raw -4575196.176248 + Penalty 25365.750740 = -4549830.425508 nChanged 23 SP:Iteration 50Q (929.346056 sec): 3 clusters Score: Raw -4575209.163642 + Penalty 25365.750740 = -4549843.412902 nChanged 16 SP:Iteration 51Q (929.439860 sec): 3 clusters Score: Raw -4575217.737765 + Penalty 25365.750740 = -4549851.987025 nChanged 9 SP:Iteration 52Q (929.526671 sec): 3 clusters Score: Raw -4575223.120160 + Penalty 25365.750740 = -4549857.369420 nChanged 11 SP:Iteration 53Q (929.622317 sec): 3 clusters Score: Raw -4575230.556623 + Penalty 25365.750740 = -4549864.805883 nChanged 17 SP:Iteration 54Q (929.714729 sec): 3 clusters Score: Raw -4575238.451396 + Penalty 25365.750740 = -4549872.700656 nChanged 19 SP:Iteration 55Q (929.801142 sec): 3 clusters Score: Raw -4575248.534899 + Penalty 25365.750740 = -4549882.784159 nChanged 12 SP:Iteration 56Q (929.901926 sec): 3 clusters Score: Raw -4575255.590663 + Penalty 25365.750740 = -4549889.839923 nChanged 14 SP:Iteration 57Q (929.995723 sec): 3 clusters Score: Raw -4575264.221587 + Penalty 25365.750740 = -4549898.470847 nChanged 19 SP:Iteration 58Q (930.082190 sec): 3 clusters Score: Raw -4575275.373237 + Penalty 25365.750740 = -4549909.622497 nChanged 23 SP:Iteration 59Q (930.169993 sec): 3 clusters Score: Raw -4575289.086921 + Penalty 25365.750740 = -4549923.336181 nChanged 11 SP:Iteration 60F (930.268862 sec): 3 clusters Score: Raw -4575295.921874 + Penalty 25365.750740 = -4549930.171134 nChanged 16 SP:Iteration 61Q (930.371344 sec): 3 clusters Score: Raw -4575303.551095 + Penalty 25365.750740 = -4549937.800355 nChanged 9 SP:Iteration 62Q (930.477697 sec): 3 clusters Score: Raw -4575307.833348 + Penalty 25365.750740 = -4549942.082608 nChanged 11 SP:Iteration 63Q (930.583877 sec): 3 clusters Score: Raw -4575317.512224 + Penalty 25365.750740 = -4549951.761484 nChanged 13 SP:Iteration 64Q (930.680023 sec): 3 clusters Score: Raw -4575325.443341 + Penalty 25365.750740 = -4549959.692601 nChanged 14 SP:Iteration 65Q (930.775017 sec): 3 clusters Score: Raw -4575333.588231 + Penalty 25365.750740 = -4549967.837491 nChanged 16 SP:Iteration 66Q (930.874019 sec): 3 clusters Score: Raw -4575345.641740 + Penalty 25365.750740 = -4549979.891000 nChanged 19 SP:Iteration 67Q (930.972764 sec): 3 clusters Score: Raw -4575354.930704 + Penalty 25365.750740 = -4549989.179964 nChanged 14 SP:Iteration 68Q (931.085586 sec): 3 clusters Score: Raw -4575364.438587 + Penalty 25365.750740 = -4549998.687847 nChanged 15 SP:Iteration 69Q (931.184103 sec): 3 clusters Score: Raw -4575372.678436 + Penalty 25365.750740 = -4550006.927696 nChanged 7 SP:Iteration 70Q (931.283105 sec): 3 clusters Score: Raw -4575376.071842 + Penalty 25365.750740 = -4550010.321102 nChanged 7 SP:Iteration 71Q (931.378455 sec): 3 clusters Score: Raw -4575379.063903 + Penalty 25365.750740 = -4550013.313163 nChanged 8 SP:Iteration 72Q (931.477998 sec): 3 clusters Score: Raw -4575383.118278 + Penalty 25365.750740 = -4550017.367538 nChanged 7 SP:Iteration 73Q (931.582983 sec): 3 clusters Score: Raw -4575386.574737 + Penalty 25365.750740 = -4550020.823997 nChanged 5 SP:Iteration 74Q (931.690677 sec): 3 clusters Score: Raw -4575388.874347 + Penalty 25365.750740 = -4550023.123607 nChanged 3 SP:Iteration 75Q (931.794732 sec): 3 clusters Score: Raw -4575389.883744 + Penalty 25365.750740 = -4550024.133004 nChanged 3 SP:Iteration 76Q (931.899184 sec): 3 clusters Score: Raw -4575391.964179 + Penalty 25365.750740 = -4550026.213439 nChanged 4 SP:Iteration 77Q (931.997246 sec): 3 clusters Score: Raw -4575393.917166 + Penalty 25365.750740 = -4550028.166426 nChanged 4 SP:Iteration 78Q (932.098925 sec): 3 clusters Score: Raw -4575395.598904 + Penalty 25365.750740 = -4550029.848164 nChanged 4 SP:Iteration 79Q (932.190481 sec): 3 clusters Score: Raw -4575397.058066 + Penalty 25365.750740 = -4550031.307326 nChanged 0 SP:Iteration 80F (932.299455 sec): 3 clusters Score: Raw -4575397.058066 + Penalty 25365.750740 = -4550031.307326 nChanged 0 Trying to split cluster 11 (1271 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (932.332441 sec): 2 clusters Score: Raw -464315.605128 + Penalty 9652.778796 = -454662.826332 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (932.375361 sec): 3 clusters Score: Raw -466221.256073 + Penalty 19305.557591 = -446915.698482 nChanged 185 SP:Iteration 1F (932.421983 sec): 3 clusters Score: Raw -468505.416336 + Penalty 19305.557591 = -449199.858745 nChanged 79 SP:Iteration 2F (932.460087 sec): 3 clusters Score: Raw -469498.306802 + Penalty 19305.557591 = -450192.749211 nChanged 53 SP:Iteration 3Q (932.498227 sec): 3 clusters Score: Raw -470585.693934 + Penalty 19305.557591 = -451280.136343 nChanged 66 SP:Iteration 4F (932.535326 sec): 3 clusters Score: Raw -471178.933871 + Penalty 19305.557591 = -451873.376280 nChanged 58 SP:Iteration 5Q (932.572302 sec): 3 clusters Score: Raw -471590.805914 + Penalty 19305.557591 = -452285.248323 nChanged 58 SP:Iteration 6Q (932.614597 sec): 3 clusters Score: Raw -472040.673666 + Penalty 19305.557591 = -452735.116075 nChanged 35 SP:Iteration 7Q (932.648814 sec): 3 clusters Score: Raw -472327.996227 + Penalty 19305.557591 = -453022.438636 nChanged 30 SP:Iteration 8Q (932.694056 sec): 3 clusters Score: Raw -472608.695812 + Penalty 19305.557591 = -453303.138220 nChanged 24 SP:Iteration 9Q (932.732095 sec): 3 clusters Score: Raw -472908.697512 + Penalty 19305.557591 = -453603.139921 nChanged 24 SP:Iteration 10Q (932.762245 sec): 3 clusters Score: Raw -473225.616153 + Penalty 19305.557591 = -453920.058562 nChanged 15 SP:Iteration 11Q (932.803568 sec): 3 clusters Score: Raw -473449.700286 + Penalty 19305.557591 = -454144.142694 nChanged 16 SP:Iteration 12Q (932.840737 sec): 3 clusters Score: Raw -473767.516346 + Penalty 19305.557591 = -454461.958754 nChanged 18 SP:Iteration 13Q (932.878821 sec): 3 clusters Score: Raw -474123.885493 + Penalty 19305.557591 = -454818.327901 nChanged 10 SP:Iteration 14Q (932.929827 sec): 3 clusters Score: Raw -474358.772143 + Penalty 19305.557591 = -455053.214552 nChanged 4 SP:Iteration 15Q (932.960088 sec): 3 clusters Score: Raw -474431.503629 + Penalty 19305.557591 = -455125.946038 nChanged 5 SP:Iteration 16Q (933.000813 sec): 3 clusters Score: Raw -474584.142972 + Penalty 19305.557591 = -455278.585381 nChanged 6 SP:Iteration 17Q (933.039043 sec): 3 clusters Score: Raw -474786.582452 + Penalty 19305.557591 = -455481.024861 nChanged 7 SP:Iteration 18Q (933.076136 sec): 3 clusters Score: Raw -474976.303427 + Penalty 19305.557591 = -455670.745836 nChanged 6 SP:Iteration 19Q (933.120207 sec): 3 clusters Score: Raw -475218.211811 + Penalty 19305.557591 = -455912.654219 nChanged 3 SP:Iteration 20F (933.157496 sec): 3 clusters Score: Raw -475382.036892 + Penalty 19305.557591 = -456076.479300 nChanged 34 SP:Iteration 21Q (933.197322 sec): 3 clusters Score: Raw -476145.331339 + Penalty 19305.557591 = -456839.773748 nChanged 16 SP:Iteration 22Q (933.248684 sec): 3 clusters Score: Raw -477357.629608 + Penalty 19305.557591 = -458052.072017 nChanged 3 SP:Iteration 23Q (933.279456 sec): 3 clusters Score: Raw -477652.928030 + Penalty 19305.557591 = -458347.370438 nChanged 2 SP:Iteration 24Q (933.323118 sec): 3 clusters Score: Raw -477823.646236 + Penalty 19305.557591 = -458518.088645 nChanged 3 SP:Iteration 25Q (933.355896 sec): 3 clusters Score: Raw -478134.194509 + Penalty 19305.557591 = -458828.636917 nChanged 2 SP:Iteration 26Q (933.397594 sec): 3 clusters Score: Raw -478585.130505 + Penalty 19305.557591 = -459279.572913 nChanged 0 SP:Iteration 27F (933.438137 sec): 3 clusters Score: Raw -478740.383046 + Penalty 19305.557591 = -459434.825454 nChanged 6 SP:Iteration 28Q (933.486679 sec): 3 clusters Score: Raw -479394.637750 + Penalty 19305.557591 = -460089.080158 nChanged 3 SP:Iteration 29Q (933.530187 sec): 3 clusters Score: Raw -480106.979873 + Penalty 19305.557591 = -460801.422282 nChanged 0 SP:Iteration 30F (933.581694 sec): 3 clusters Score: Raw -480106.979873 + Penalty 19305.557591 = -460801.422282 nChanged 0 Score: Raw -140006745.938983 + Penalty 207374.290417 = -139799371.648566 Splitting cluster 11 changes total score from -139800857.965902 to -139799371.648566 So it's not getting split. Trying to split cluster 13 (9701 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (941.522900 sec): 2 clusters Score: Raw -3564658.154187 + Penalty 12397.568732 = -3552260.585455 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (941.617755 sec): 3 clusters Score: Raw -3561512.517367 + Penalty 24795.137465 = -3536717.379902 nChanged 3076 SP:Iteration 1F (941.703198 sec): 3 clusters Score: Raw -3564115.862628 + Penalty 24795.137465 = -3539320.725164 nChanged 829 SP:Iteration 2F (941.804120 sec): 3 clusters Score: Raw -3565175.214369 + Penalty 24795.137465 = -3540380.076905 nChanged 597 SP:Iteration 3F (941.892690 sec): 3 clusters Score: Raw -3566183.522173 + Penalty 24795.137465 = -3541388.384709 nChanged 590 SP:Iteration 4F (941.998062 sec): 3 clusters Score: Raw -3567306.505347 + Penalty 24795.137465 = -3542511.367882 nChanged 601 SP:Iteration 5F (942.096202 sec): 3 clusters Score: Raw -3568244.692695 + Penalty 24795.137465 = -3543449.555230 nChanged 507 SP:Iteration 6F (942.193376 sec): 3 clusters Score: Raw -3569024.022428 + Penalty 24795.137465 = -3544228.884964 nChanged 413 SP:Iteration 7Q (942.290511 sec): 3 clusters Score: Raw -3569623.616801 + Penalty 24795.137465 = -3544828.479336 nChanged 344 SP:Iteration 8Q (942.381026 sec): 3 clusters Score: Raw -3570109.543633 + Penalty 24795.137465 = -3545314.406168 nChanged 294 SP:Iteration 9Q (942.452196 sec): 3 clusters Score: Raw -3570617.732255 + Penalty 24795.137465 = -3545822.594791 nChanged 340 SP:Iteration 10Q (942.541019 sec): 3 clusters Score: Raw -3571275.257203 + Penalty 24795.137465 = -3546480.119738 nChanged 354 SP:Iteration 11Q (942.619265 sec): 3 clusters Score: Raw -3572156.325746 + Penalty 24795.137465 = -3547361.188281 nChanged 417 SP:Iteration 12Q (942.699521 sec): 3 clusters Score: Raw -3573182.811726 + Penalty 24795.137465 = -3548387.674262 nChanged 403 SP:Iteration 13Q (942.781734 sec): 3 clusters Score: Raw -3574307.256245 + Penalty 24795.137465 = -3549512.118781 nChanged 422 SP:Iteration 14Q (942.862447 sec): 3 clusters Score: Raw -3575468.477149 + Penalty 24795.137465 = -3550673.339684 nChanged 373 SP:Iteration 15Q (942.953647 sec): 3 clusters Score: Raw -3576469.634884 + Penalty 24795.137465 = -3551674.497419 nChanged 289 SP:Iteration 16Q (943.025666 sec): 3 clusters Score: Raw -3577199.053586 + Penalty 24795.137465 = -3552403.916121 nChanged 191 SP:Iteration 17Q (943.110310 sec): 3 clusters Score: Raw -3577546.537035 + Penalty 24795.137465 = -3552751.399570 nChanged 116 SP:Iteration 18Q (943.175778 sec): 3 clusters Score: Raw -3577714.400651 + Penalty 24795.137465 = -3552919.263187 nChanged 68 SP:Iteration 19Q (943.259775 sec): 3 clusters Score: Raw -3577797.264753 + Penalty 24795.137465 = -3553002.127289 nChanged 32 SP:Iteration 20F (943.335072 sec): 3 clusters Score: Raw -3578007.556108 + Penalty 24795.137465 = -3553212.418644 nChanged 59 SP:Iteration 21Q (943.416719 sec): 3 clusters Score: Raw -3578139.245433 + Penalty 24795.137465 = -3553344.107969 nChanged 61 SP:Iteration 22Q (943.496182 sec): 3 clusters Score: Raw -3578230.581992 + Penalty 24795.137465 = -3553435.444527 nChanged 50 SP:Iteration 23Q (943.572322 sec): 3 clusters Score: Raw -3578295.554357 + Penalty 24795.137465 = -3553500.416892 nChanged 42 SP:Iteration 24Q (943.639228 sec): 3 clusters Score: Raw -3578349.573392 + Penalty 24795.137465 = -3553554.435927 nChanged 27 SP:Iteration 25Q (943.722410 sec): 3 clusters Score: Raw -3578385.441923 + Penalty 24795.137465 = -3553590.304458 nChanged 26 SP:Iteration 26Q (943.788913 sec): 3 clusters Score: Raw -3578425.746991 + Penalty 24795.137465 = -3553630.609526 nChanged 24 SP:Iteration 27Q (943.863327 sec): 3 clusters Score: Raw -3578457.515873 + Penalty 24795.137465 = -3553662.378409 nChanged 24 SP:Iteration 28Q (943.943608 sec): 3 clusters Score: Raw -3578497.227135 + Penalty 24795.137465 = -3553702.089670 nChanged 22 SP:Iteration 29Q (944.014068 sec): 3 clusters Score: Raw -3578539.853393 + Penalty 24795.137465 = -3553744.715928 nChanged 24 SP:Iteration 30Q (944.090922 sec): 3 clusters Score: Raw -3578591.103742 + Penalty 24795.137465 = -3553795.966278 nChanged 19 SP:Iteration 31Q (944.165151 sec): 3 clusters Score: Raw -3578623.995429 + Penalty 24795.137465 = -3553828.857965 nChanged 15 SP:Iteration 32Q (944.243312 sec): 3 clusters Score: Raw -3578656.512419 + Penalty 24795.137465 = -3553861.374955 nChanged 9 SP:Iteration 33Q (944.312759 sec): 3 clusters Score: Raw -3578681.491645 + Penalty 24795.137465 = -3553886.354180 nChanged 6 SP:Iteration 34Q (944.381496 sec): 3 clusters Score: Raw -3578710.079832 + Penalty 24795.137465 = -3553914.942367 nChanged 16 SP:Iteration 35Q (944.456602 sec): 3 clusters Score: Raw -3578780.077334 + Penalty 24795.137465 = -3553984.939869 nChanged 17 SP:Iteration 36Q (944.538347 sec): 3 clusters Score: Raw -3578860.688401 + Penalty 24795.137465 = -3554065.550936 nChanged 15 SP:Iteration 37Q (944.609300 sec): 3 clusters Score: Raw -3578924.797795 + Penalty 24795.137465 = -3554129.660331 nChanged 13 SP:Iteration 38Q (944.681193 sec): 3 clusters Score: Raw -3579022.717957 + Penalty 24795.137465 = -3554227.580492 nChanged 13 SP:Iteration 39Q (944.748212 sec): 3 clusters Score: Raw -3579103.567045 + Penalty 24795.137465 = -3554308.429580 nChanged 11 SP:Iteration 40F (944.836033 sec): 3 clusters Score: Raw -3579148.411330 + Penalty 24795.137465 = -3554353.273865 nChanged 13 SP:Iteration 41Q (944.922548 sec): 3 clusters Score: Raw -3579175.182823 + Penalty 24795.137465 = -3554380.045358 nChanged 12 SP:Iteration 42Q (944.988166 sec): 3 clusters Score: Raw -3579192.727792 + Penalty 24795.137465 = -3554397.590328 nChanged 5 SP:Iteration 43Q (945.063585 sec): 3 clusters Score: Raw -3579202.085188 + Penalty 24795.137465 = -3554406.947723 nChanged 6 SP:Iteration 44Q (945.149795 sec): 3 clusters Score: Raw -3579212.192701 + Penalty 24795.137465 = -3554417.055237 nChanged 2 SP:Iteration 45Q (945.222927 sec): 3 clusters Score: Raw -3579214.132922 + Penalty 24795.137465 = -3554418.995457 nChanged 1 SP:Iteration 46Q (945.294714 sec): 3 clusters Score: Raw -3579214.763244 + Penalty 24795.137465 = -3554419.625779 nChanged 1 SP:Iteration 47Q (945.368358 sec): 3 clusters Score: Raw -3579218.105866 + Penalty 24795.137465 = -3554422.968402 nChanged 2 SP:Iteration 48Q (945.440599 sec): 3 clusters Score: Raw -3579221.136475 + Penalty 24795.137465 = -3554425.999010 nChanged 3 SP:Iteration 49Q (945.511097 sec): 3 clusters Score: Raw -3579224.758069 + Penalty 24795.137465 = -3554429.620604 nChanged 2 SP:Iteration 50Q (945.581710 sec): 3 clusters Score: Raw -3579227.549811 + Penalty 24795.137465 = -3554432.412346 nChanged 0 SP:Iteration 51F (945.669579 sec): 3 clusters Score: Raw -3579227.549811 + Penalty 24795.137465 = -3554432.412346 nChanged 0 Score: Raw -140005523.959862 + Penalty 207374.290417 = -139798149.669444 Splitting cluster 13 changes total score from -139800857.965902 to -139798149.669444 So it's not getting split. Trying to split cluster 15 (364 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (953.681203 sec): 2 clusters Score: Raw -123844.709755 + Penalty 7964.106298 = -115880.603456 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (953.723166 sec): 3 clusters Score: Raw -127437.999097 + Penalty 15928.212596 = -111509.786500 nChanged 44 SP:Iteration 1F (953.766781 sec): 3 clusters Score: Raw -127907.636179 + Penalty 15928.212596 = -111979.423582 nChanged 6 SP:Iteration 2Q (953.805816 sec): 3 clusters Score: Raw -128000.080171 + Penalty 15928.212596 = -112071.867575 nChanged 3 SP:Iteration 3Q (953.854346 sec): 3 clusters Score: Raw -128023.753542 + Penalty 15928.212596 = -112095.540945 nChanged 0 SP:Iteration 4F (953.900920 sec): 3 clusters Score: Raw -128023.753542 + Penalty 15928.212596 = -112095.540945 nChanged 0 Trying to split cluster 16 (128080 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (954.407212 sec): 2 clusters Score: Raw -50398924.168899 + Penalty 15882.434175 = -50383041.734724 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (955.138176 sec): 3 clusters Score: Raw -50323694.845868 + Penalty 31764.868349 = -50291929.977519 nChanged 56699 SP:Iteration 1F (955.849597 sec): 3 clusters Score: Raw -50354741.488201 + Penalty 31764.868349 = -50322976.619852 nChanged 6676 SP:Iteration 2F (956.491240 sec): 3 clusters Score: Raw -50357363.528141 + Penalty 31764.868349 = -50325598.659792 nChanged 6266 SP:Iteration 3Q (957.166365 sec): 3 clusters Score: Raw -50360156.225795 + Penalty 31764.868349 = -50328391.357446 nChanged 6487 SP:Iteration 4F (957.776551 sec): 3 clusters Score: Raw -50363546.496076 + Penalty 31764.868349 = -50331781.627727 nChanged 7105 SP:Iteration 5F (958.374312 sec): 3 clusters Score: Raw -50367877.147424 + Penalty 31764.868349 = -50336112.279075 nChanged 7808 SP:Iteration 6F (959.057370 sec): 3 clusters Score: Raw -50373372.082590 + Penalty 31764.868349 = -50341607.214241 nChanged 8414 SP:Iteration 7F (959.687217 sec): 3 clusters Score: Raw -50379555.045726 + Penalty 31764.868349 = -50347790.177377 nChanged 8188 SP:Iteration 8F (960.309966 sec): 3 clusters Score: Raw -50385334.829951 + Penalty 31764.868349 = -50353569.961602 nChanged 7046 SP:Iteration 9F (960.939432 sec): 3 clusters Score: Raw -50389560.021278 + Penalty 31764.868349 = -50357795.152929 nChanged 5467 SP:Iteration 10Q (961.572302 sec): 3 clusters Score: Raw -50392192.226083 + Penalty 31764.868349 = -50360427.357734 nChanged 4069 SP:Iteration 11Q (962.187474 sec): 3 clusters Score: Raw -50393828.333017 + Penalty 31764.868349 = -50362063.464668 nChanged 3181 SP:Iteration 12Q (962.817792 sec): 3 clusters Score: Raw -50394954.138522 + Penalty 31764.868349 = -50363189.270173 nChanged 2493 SP:Iteration 13Q (963.497879 sec): 3 clusters Score: Raw -50395735.259025 + Penalty 31764.868349 = -50363970.390676 nChanged 2026 SP:Iteration 14Q (964.214319 sec): 3 clusters Score: Raw -50396321.979569 + Penalty 31764.868349 = -50364557.111220 nChanged 1727 SP:Iteration 15Q (964.921932 sec): 3 clusters Score: Raw -50396807.598030 + Penalty 31764.868349 = -50365042.729681 nChanged 1499 SP:Iteration 16Q (965.563496 sec): 3 clusters Score: Raw -50397220.576571 + Penalty 31764.868349 = -50365455.708222 nChanged 1250 SP:Iteration 17Q (966.170782 sec): 3 clusters Score: Raw -50397530.778977 + Penalty 31764.868349 = -50365765.910628 nChanged 1124 SP:Iteration 18Q (966.810919 sec): 3 clusters Score: Raw -50397791.958368 + Penalty 31764.868349 = -50366027.090019 nChanged 967 SP:Iteration 19Q (967.408524 sec): 3 clusters Score: Raw -50397996.461575 + Penalty 31764.868349 = -50366231.593226 nChanged 898 SP:Iteration 20F (968.015545 sec): 3 clusters Score: Raw -50398198.917954 + Penalty 31764.868349 = -50366434.049605 nChanged 880 SP:Iteration 21Q (968.664943 sec): 3 clusters Score: Raw -50398399.839830 + Penalty 31764.868349 = -50366634.971481 nChanged 883 SP:Iteration 22Q (969.277034 sec): 3 clusters Score: Raw -50398591.673211 + Penalty 31764.868349 = -50366826.804862 nChanged 838 SP:Iteration 23Q (969.928328 sec): 3 clusters Score: Raw -50398782.074958 + Penalty 31764.868349 = -50367017.206609 nChanged 794 SP:Iteration 24Q (970.564080 sec): 3 clusters Score: Raw -50398957.092740 + Penalty 31764.868349 = -50367192.224391 nChanged 754 SP:Iteration 25Q (971.246225 sec): 3 clusters Score: Raw -50399128.746779 + Penalty 31764.868349 = -50367363.878429 nChanged 793 SP:Iteration 26Q (971.879463 sec): 3 clusters Score: Raw -50399314.943681 + Penalty 31764.868349 = -50367550.075332 nChanged 790 SP:Iteration 27Q (972.545750 sec): 3 clusters Score: Raw -50399492.268142 + Penalty 31764.868349 = -50367727.399793 nChanged 773 SP:Iteration 28Q (973.216847 sec): 3 clusters Score: Raw -50399662.699725 + Penalty 31764.868349 = -50367897.831376 nChanged 707 SP:Iteration 29Q (973.885427 sec): 3 clusters Score: Raw -50399815.844027 + Penalty 31764.868349 = -50368050.975678 nChanged 700 SP:Iteration 30Q (974.563096 sec): 3 clusters Score: Raw -50399963.997964 + Penalty 31764.868349 = -50368199.129615 nChanged 637 SP:Iteration 31Q (975.173406 sec): 3 clusters Score: Raw -50400081.472380 + Penalty 31764.868349 = -50368316.604031 nChanged 580 SP:Iteration 32Q (975.853795 sec): 3 clusters Score: Raw -50400183.331675 + Penalty 31764.868349 = -50368418.463326 nChanged 590 SP:Iteration 33Q (976.535428 sec): 3 clusters Score: Raw -50400291.203577 + Penalty 31764.868349 = -50368526.335228 nChanged 550 SP:Iteration 34Q (977.135553 sec): 3 clusters Score: Raw -50400388.108825 + Penalty 31764.868349 = -50368623.240475 nChanged 555 SP:Iteration 35Q (977.813935 sec): 3 clusters Score: Raw -50400488.276515 + Penalty 31764.868349 = -50368723.408166 nChanged 533 SP:Iteration 36Q (978.431521 sec): 3 clusters Score: Raw -50400575.843677 + Penalty 31764.868349 = -50368810.975328 nChanged 486 SP:Iteration 37Q (979.057163 sec): 3 clusters Score: Raw -50400649.545100 + Penalty 31764.868349 = -50368884.676751 nChanged 393 SP:Iteration 38Q (979.665603 sec): 3 clusters Score: Raw -50400704.166138 + Penalty 31764.868349 = -50368939.297789 nChanged 363 SP:Iteration 39Q (980.269583 sec): 3 clusters Score: Raw -50400752.610323 + Penalty 31764.868349 = -50368987.741974 nChanged 311 SP:Iteration 40F (980.973760 sec): 3 clusters Score: Raw -50400792.108930 + Penalty 31764.868349 = -50369027.240581 nChanged 297 SP:Iteration 41Q (981.640859 sec): 3 clusters Score: Raw -50400828.290723 + Penalty 31764.868349 = -50369063.422374 nChanged 277 SP:Iteration 42Q (982.315228 sec): 3 clusters Score: Raw -50400860.207855 + Penalty 31764.868349 = -50369095.339506 nChanged 258 SP:Iteration 43Q (982.889184 sec): 3 clusters Score: Raw -50400890.429151 + Penalty 31764.868349 = -50369125.560802 nChanged 260 SP:Iteration 44Q (983.549254 sec): 3 clusters Score: Raw -50400920.402527 + Penalty 31764.868349 = -50369155.534178 nChanged 256 SP:Iteration 45Q (984.208864 sec): 3 clusters Score: Raw -50400948.501393 + Penalty 31764.868349 = -50369183.633044 nChanged 212 SP:Iteration 46Q (984.830761 sec): 3 clusters Score: Raw -50400971.585605 + Penalty 31764.868349 = -50369206.717256 nChanged 183 SP:Iteration 47Q (985.434590 sec): 3 clusters Score: Raw -50400988.639163 + Penalty 31764.868349 = -50369223.770813 nChanged 172 SP:Iteration 48Q (986.018356 sec): 3 clusters Score: Raw -50401005.135520 + Penalty 31764.868349 = -50369240.267171 nChanged 158 SP:Iteration 49Q (986.616808 sec): 3 clusters Score: Raw -50401020.624749 + Penalty 31764.868349 = -50369255.756400 nChanged 139 SP:Iteration 50Q (987.198081 sec): 3 clusters Score: Raw -50401034.166586 + Penalty 31764.868349 = -50369269.298237 nChanged 138 SP:Iteration 51Q (987.788092 sec): 3 clusters Score: Raw -50401047.844223 + Penalty 31764.868349 = -50369282.975874 nChanged 130 SP:Iteration 52Q (988.417304 sec): 3 clusters Score: Raw -50401059.131033 + Penalty 31764.868349 = -50369294.262684 nChanged 113 SP:Iteration 53Q (989.108364 sec): 3 clusters Score: Raw -50401069.201116 + Penalty 31764.868349 = -50369304.332767 nChanged 115 SP:Iteration 54Q (989.764289 sec): 3 clusters Score: Raw -50401079.475593 + Penalty 31764.868349 = -50369314.607244 nChanged 88 SP:Iteration 55Q (990.369855 sec): 3 clusters Score: Raw -50401086.871935 + Penalty 31764.868349 = -50369322.003586 nChanged 75 SP:Iteration 56Q (990.992494 sec): 3 clusters Score: Raw -50401093.147748 + Penalty 31764.868349 = -50369328.279399 nChanged 63 SP:Iteration 57Q (991.597790 sec): 3 clusters Score: Raw -50401098.250561 + Penalty 31764.868349 = -50369333.382212 nChanged 56 SP:Iteration 58Q (992.217881 sec): 3 clusters Score: Raw -50401102.377071 + Penalty 31764.868349 = -50369337.508722 nChanged 64 SP:Iteration 59Q (992.819093 sec): 3 clusters Score: Raw -50401106.951253 + Penalty 31764.868349 = -50369342.082904 nChanged 65 SP:Iteration 60F (993.536170 sec): 3 clusters Score: Raw -50401112.438602 + Penalty 31764.868349 = -50369347.570253 nChanged 63 SP:Iteration 61Q (994.206986 sec): 3 clusters Score: Raw -50401117.685035 + Penalty 31764.868349 = -50369352.816686 nChanged 70 SP:Iteration 62Q (994.881433 sec): 3 clusters Score: Raw -50401123.371873 + Penalty 31764.868349 = -50369358.503524 nChanged 60 SP:Iteration 63Q (995.537203 sec): 3 clusters Score: Raw -50401128.150958 + Penalty 31764.868349 = -50369363.282609 nChanged 59 SP:Iteration 64Q (996.180934 sec): 3 clusters Score: Raw -50401133.039362 + Penalty 31764.868349 = -50369368.171013 nChanged 64 SP:Iteration 65Q (996.792438 sec): 3 clusters Score: Raw -50401138.212539 + Penalty 31764.868349 = -50369373.344190 nChanged 60 SP:Iteration 66Q (997.390519 sec): 3 clusters Score: Raw -50401142.971225 + Penalty 31764.868349 = -50369378.102876 nChanged 60 SP:Iteration 67Q (997.948487 sec): 3 clusters Score: Raw -50401147.872314 + Penalty 31764.868349 = -50369383.003965 nChanged 56 SP:Iteration 68Q (998.527641 sec): 3 clusters Score: Raw -50401151.821952 + Penalty 31764.868349 = -50369386.953603 nChanged 54 SP:Iteration 69Q (999.072068 sec): 3 clusters Score: Raw -50401155.811825 + Penalty 31764.868349 = -50369390.943476 nChanged 49 SP:Iteration 70Q (999.662405 sec): 3 clusters Score: Raw -50401159.473526 + Penalty 31764.868349 = -50369394.605177 nChanged 40 SP:Iteration 71Q (1000.205180 sec): 3 clusters Score: Raw -50401162.125317 + Penalty 31764.868349 = -50369397.256968 nChanged 40 SP:Iteration 72Q (1000.761493 sec): 3 clusters Score: Raw -50401165.132082 + Penalty 31764.868349 = -50369400.263733 nChanged 42 SP:Iteration 73Q (1001.322930 sec): 3 clusters Score: Raw -50401168.382683 + Penalty 31764.868349 = -50369403.514334 nChanged 39 SP:Iteration 74Q (1001.876311 sec): 3 clusters Score: Raw -50401171.326913 + Penalty 31764.868349 = -50369406.458564 nChanged 49 SP:Iteration 75Q (1002.477386 sec): 3 clusters Score: Raw -50401175.039336 + Penalty 31764.868349 = -50369410.170987 nChanged 39 SP:Iteration 76Q (1003.071471 sec): 3 clusters Score: Raw -50401177.593526 + Penalty 31764.868349 = -50369412.725177 nChanged 37 SP:Iteration 77Q (1003.703268 sec): 3 clusters Score: Raw -50401180.176353 + Penalty 31764.868349 = -50369415.308004 nChanged 36 SP:Iteration 78Q (1004.340784 sec): 3 clusters Score: Raw -50401182.695109 + Penalty 31764.868349 = -50369417.826760 nChanged 29 SP:Iteration 79Q (1004.897454 sec): 3 clusters Score: Raw -50401184.708089 + Penalty 31764.868349 = -50369419.839740 nChanged 24 SP:Iteration 80F (1005.499366 sec): 3 clusters Score: Raw -50401186.583891 + Penalty 31764.868349 = -50369421.715542 nChanged 31 SP:Iteration 81Q (1006.065465 sec): 3 clusters Score: Raw -50401188.653677 + Penalty 31764.868349 = -50369423.785328 nChanged 29 SP:Iteration 82Q (1006.685890 sec): 3 clusters Score: Raw -50401190.771274 + Penalty 31764.868349 = -50369425.902925 nChanged 32 SP:Iteration 83Q (1007.257543 sec): 3 clusters Score: Raw -50401192.957502 + Penalty 31764.868349 = -50369428.089152 nChanged 34 SP:Iteration 84Q (1007.819262 sec): 3 clusters Score: Raw -50401195.123335 + Penalty 31764.868349 = -50369430.254986 nChanged 24 SP:Iteration 85Q (1008.366929 sec): 3 clusters Score: Raw -50401196.503535 + Penalty 31764.868349 = -50369431.635186 nChanged 23 SP:Iteration 86Q (1008.964190 sec): 3 clusters Score: Raw -50401198.068272 + Penalty 31764.868349 = -50369433.199923 nChanged 34 SP:Iteration 87Q (1009.533503 sec): 3 clusters Score: Raw -50401200.433718 + Penalty 31764.868349 = -50369435.565369 nChanged 22 SP:Iteration 88Q (1010.176178 sec): 3 clusters Score: Raw -50401201.836853 + Penalty 31764.868349 = -50369436.968504 nChanged 18 SP:Iteration 89Q (1010.795901 sec): 3 clusters Score: Raw -50401202.990194 + Penalty 31764.868349 = -50369438.121845 nChanged 20 SP:Iteration 90Q (1011.408239 sec): 3 clusters Score: Raw -50401204.352403 + Penalty 31764.868349 = -50369439.484054 nChanged 22 SP:Iteration 91Q (1012.001990 sec): 3 clusters Score: Raw -50401205.681158 + Penalty 31764.868349 = -50369440.812809 nChanged 16 SP:Iteration 92Q (1012.589636 sec): 3 clusters Score: Raw -50401206.744560 + Penalty 31764.868349 = -50369441.876211 nChanged 18 SP:Iteration 93Q (1013.169075 sec): 3 clusters Score: Raw -50401207.961962 + Penalty 31764.868349 = -50369443.093613 nChanged 22 SP:Iteration 94Q (1013.802373 sec): 3 clusters Score: Raw -50401209.369620 + Penalty 31764.868349 = -50369444.501271 nChanged 22 SP:Iteration 95Q (1014.434468 sec): 3 clusters Score: Raw -50401211.041927 + Penalty 31764.868349 = -50369446.173578 nChanged 28 SP:Iteration 96Q (1015.031982 sec): 3 clusters Score: Raw -50401213.155729 + Penalty 31764.868349 = -50369448.287379 nChanged 28 SP:Iteration 97Q (1015.657490 sec): 3 clusters Score: Raw -50401215.113229 + Penalty 31764.868349 = -50369450.244880 nChanged 30 SP:Iteration 98Q (1016.252470 sec): 3 clusters Score: Raw -50401217.335522 + Penalty 31764.868349 = -50369452.467173 nChanged 27 SP:Iteration 99Q (1016.832558 sec): 3 clusters Score: Raw -50401219.155761 + Penalty 31764.868349 = -50369454.287411 nChanged 20 SP:Iteration 100F (1017.478907 sec): 3 clusters Score: Raw -50401220.693940 + Penalty 31764.868349 = -50369455.825591 nChanged 21 SP:Iteration 101Q (1018.064477 sec): 3 clusters Score: Raw -50401222.087751 + Penalty 31764.868349 = -50369457.219402 nChanged 22 SP:Iteration 102Q (1018.664495 sec): 3 clusters Score: Raw -50401223.675702 + Penalty 31764.868349 = -50369458.807353 nChanged 26 SP:Iteration 103Q (1019.255421 sec): 3 clusters Score: Raw -50401225.617944 + Penalty 31764.868349 = -50369460.749595 nChanged 27 SP:Iteration 104Q (1019.853225 sec): 3 clusters Score: Raw -50401227.605451 + Penalty 31764.868349 = -50369462.737102 nChanged 32 SP:Iteration 105Q (1020.441742 sec): 3 clusters Score: Raw -50401229.788182 + Penalty 31764.868349 = -50369464.919833 nChanged 25 SP:Iteration 106Q (1021.025993 sec): 3 clusters Score: Raw -50401231.660842 + Penalty 31764.868349 = -50369466.792493 nChanged 34 SP:Iteration 107Q (1021.614472 sec): 3 clusters Score: Raw -50401234.497225 + Penalty 31764.868349 = -50369469.628876 nChanged 46 SP:Iteration 108Q (1022.236245 sec): 3 clusters Score: Raw -50401238.270691 + Penalty 31764.868349 = -50369473.402342 nChanged 46 SP:Iteration 109Q (1022.857257 sec): 3 clusters Score: Raw -50401241.689856 + Penalty 31764.868349 = -50369476.821507 nChanged 46 SP:Iteration 110Q (1023.414857 sec): 3 clusters Score: Raw -50401245.086026 + Penalty 31764.868349 = -50369480.217677 nChanged 42 SP:Iteration 111Q (1024.022791 sec): 3 clusters Score: Raw -50401248.022329 + Penalty 31764.868349 = -50369483.153980 nChanged 38 SP:Iteration 112Q (1024.674354 sec): 3 clusters Score: Raw -50401250.666952 + Penalty 31764.868349 = -50369485.798603 nChanged 40 SP:Iteration 113Q (1025.318351 sec): 3 clusters Score: Raw -50401253.757000 + Penalty 31764.868349 = -50369488.888651 nChanged 55 SP:Iteration 114Q (1025.912388 sec): 3 clusters Score: Raw -50401257.886628 + Penalty 31764.868349 = -50369493.018279 nChanged 34 SP:Iteration 115Q (1026.465167 sec): 3 clusters Score: Raw -50401260.184921 + Penalty 31764.868349 = -50369495.316571 nChanged 37 SP:Iteration 116Q (1027.026832 sec): 3 clusters Score: Raw -50401262.549678 + Penalty 31764.868349 = -50369497.681329 nChanged 31 SP:Iteration 117Q (1027.579942 sec): 3 clusters Score: Raw -50401264.884847 + Penalty 31764.868349 = -50369500.016498 nChanged 24 SP:Iteration 118Q (1028.132947 sec): 3 clusters Score: Raw -50401266.605375 + Penalty 31764.868349 = -50369501.737026 nChanged 23 SP:Iteration 119Q (1028.697238 sec): 3 clusters Score: Raw -50401268.228246 + Penalty 31764.868349 = -50369503.359897 nChanged 23 SP:Iteration 120F (1029.306301 sec): 3 clusters Score: Raw -50401269.745702 + Penalty 31764.868349 = -50369504.877353 nChanged 20 SP:Iteration 121Q (1029.950892 sec): 3 clusters Score: Raw -50401271.150681 + Penalty 31764.868349 = -50369506.282332 nChanged 18 SP:Iteration 122Q (1030.606004 sec): 3 clusters Score: Raw -50401272.281582 + Penalty 31764.868349 = -50369507.413233 nChanged 18 SP:Iteration 123Q (1031.200358 sec): 3 clusters Score: Raw -50401273.675539 + Penalty 31764.868349 = -50369508.807190 nChanged 21 SP:Iteration 124Q (1031.767190 sec): 3 clusters Score: Raw -50401275.586280 + Penalty 31764.868349 = -50369510.717931 nChanged 25 SP:Iteration 125Q (1032.373686 sec): 3 clusters Score: Raw -50401277.435171 + Penalty 31764.868349 = -50369512.566822 nChanged 16 SP:Iteration 126Q (1033.019042 sec): 3 clusters Score: Raw -50401278.461155 + Penalty 31764.868349 = -50369513.592806 nChanged 16 SP:Iteration 127Q (1033.676923 sec): 3 clusters Score: Raw -50401279.448825 + Penalty 31764.868349 = -50369514.580476 nChanged 10 SP:Iteration 128Q (1034.311396 sec): 3 clusters Score: Raw -50401280.077248 + Penalty 31764.868349 = -50369515.208899 nChanged 7 SP:Iteration 129Q (1034.816358 sec): 3 clusters Score: Raw -50401280.505009 + Penalty 31764.868349 = -50369515.636660 nChanged 6 SP:Iteration 130Q (1035.346390 sec): 3 clusters Score: Raw -50401281.019783 + Penalty 31764.868349 = -50369516.151434 nChanged 13 SP:Iteration 131Q (1035.923947 sec): 3 clusters Score: Raw -50401281.885206 + Penalty 31764.868349 = -50369517.016857 nChanged 10 SP:Iteration 132Q (1036.478863 sec): 3 clusters Score: Raw -50401282.568109 + Penalty 31764.868349 = -50369517.699760 nChanged 14 SP:Iteration 133Q (1037.029352 sec): 3 clusters Score: Raw -50401283.345576 + Penalty 31764.868349 = -50369518.477227 nChanged 8 SP:Iteration 134Q (1037.596553 sec): 3 clusters Score: Raw -50401283.854051 + Penalty 31764.868349 = -50369518.985702 nChanged 9 SP:Iteration 135Q (1038.152688 sec): 3 clusters Score: Raw -50401284.366401 + Penalty 31764.868349 = -50369519.498052 nChanged 12 SP:Iteration 136Q (1038.800955 sec): 3 clusters Score: Raw -50401285.213785 + Penalty 31764.868349 = -50369520.345436 nChanged 16 SP:Iteration 137Q (1039.442535 sec): 3 clusters Score: Raw -50401286.307316 + Penalty 31764.868349 = -50369521.438967 nChanged 17 SP:Iteration 138Q (1040.114303 sec): 3 clusters Score: Raw -50401287.531793 + Penalty 31764.868349 = -50369522.663444 nChanged 19 SP:Iteration 139Q (1040.749879 sec): 3 clusters Score: Raw -50401288.949808 + Penalty 31764.868349 = -50369524.081459 nChanged 26 SP:Iteration 140F (1041.435732 sec): 3 clusters Score: Raw -50401290.715794 + Penalty 31764.868349 = -50369525.847445 nChanged 15 SP:Iteration 141Q (1041.930942 sec): 3 clusters Score: Raw -50401291.761378 + Penalty 31764.868349 = -50369526.893029 nChanged 14 SP:Iteration 142Q (1042.566169 sec): 3 clusters Score: Raw -50401292.651074 + Penalty 31764.868349 = -50369527.782725 nChanged 16 SP:Iteration 143Q (1043.231758 sec): 3 clusters Score: Raw -50401293.731356 + Penalty 31764.868349 = -50369528.863007 nChanged 16 SP:Iteration 144Q (1043.884195 sec): 3 clusters Score: Raw -50401294.810796 + Penalty 31764.868349 = -50369529.942447 nChanged 9 SP:Iteration 145Q (1044.543254 sec): 3 clusters Score: Raw -50401295.442686 + Penalty 31764.868349 = -50369530.574337 nChanged 6 SP:Iteration 146Q (1045.185845 sec): 3 clusters Score: Raw -50401295.812025 + Penalty 31764.868349 = -50369530.943676 nChanged 7 SP:Iteration 147Q (1045.842868 sec): 3 clusters Score: Raw -50401296.352836 + Penalty 31764.868349 = -50369531.484487 nChanged 11 SP:Iteration 148Q (1046.423042 sec): 3 clusters Score: Raw -50401297.167763 + Penalty 31764.868349 = -50369532.299414 nChanged 11 SP:Iteration 149Q (1047.051533 sec): 3 clusters Score: Raw -50401297.896487 + Penalty 31764.868349 = -50369533.028138 nChanged 13 SP:Iteration 150Q (1047.672744 sec): 3 clusters Score: Raw -50401298.802242 + Penalty 31764.868349 = -50369533.933893 nChanged 19 SP:Iteration 151Q (1048.261861 sec): 3 clusters Score: Raw -50401300.079681 + Penalty 31764.868349 = -50369535.211332 nChanged 15 SP:Iteration 152Q (1048.862052 sec): 3 clusters Score: Raw -50401301.061574 + Penalty 31764.868349 = -50369536.193225 nChanged 19 SP:Iteration 153Q (1049.472387 sec): 3 clusters Score: Raw -50401302.248607 + Penalty 31764.868349 = -50369537.380258 nChanged 12 SP:Iteration 154Q (1050.123626 sec): 3 clusters Score: Raw -50401303.139330 + Penalty 31764.868349 = -50369538.270981 nChanged 10 SP:Iteration 155Q (1050.783338 sec): 3 clusters Score: Raw -50401303.846478 + Penalty 31764.868349 = -50369538.978129 nChanged 12 SP:Iteration 156Q (1051.431235 sec): 3 clusters Score: Raw -50401304.847068 + Penalty 31764.868349 = -50369539.978719 nChanged 10 SP:Iteration 157Q (1052.080312 sec): 3 clusters Score: Raw -50401305.543137 + Penalty 31764.868349 = -50369540.674788 nChanged 5 SP:Iteration 158Q (1052.740458 sec): 3 clusters Score: Raw -50401305.837644 + Penalty 31764.868349 = -50369540.969295 nChanged 9 SP:Iteration 159Q (1053.396011 sec): 3 clusters Score: Raw -50401306.413120 + Penalty 31764.868349 = -50369541.544771 nChanged 10 SP:Iteration 160F (1054.065444 sec): 3 clusters Score: Raw -50401307.069606 + Penalty 31764.868349 = -50369542.201257 nChanged 16 SP:Iteration 161Q (1054.672655 sec): 3 clusters Score: Raw -50401308.135374 + Penalty 31764.868349 = -50369543.267025 nChanged 17 SP:Iteration 162Q (1055.294923 sec): 3 clusters Score: Raw -50401309.227047 + Penalty 31764.868349 = -50369544.358698 nChanged 12 SP:Iteration 163Q (1055.934780 sec): 3 clusters Score: Raw -50401310.073830 + Penalty 31764.868349 = -50369545.205481 nChanged 10 SP:Iteration 164Q (1056.472192 sec): 3 clusters Score: Raw -50401310.820753 + Penalty 31764.868349 = -50369545.952404 nChanged 12 SP:Iteration 165Q (1057.118707 sec): 3 clusters Score: Raw -50401311.763077 + Penalty 31764.868349 = -50369546.894728 nChanged 13 SP:Iteration 166Q (1057.786797 sec): 3 clusters Score: Raw -50401312.631265 + Penalty 31764.868349 = -50369547.762916 nChanged 12 SP:Iteration 167Q (1058.367149 sec): 3 clusters Score: Raw -50401313.375697 + Penalty 31764.868349 = -50369548.507348 nChanged 12 SP:Iteration 168Q (1058.985134 sec): 3 clusters Score: Raw -50401314.189282 + Penalty 31764.868349 = -50369549.320933 nChanged 12 SP:Iteration 169Q (1059.569147 sec): 3 clusters Score: Raw -50401315.089643 + Penalty 31764.868349 = -50369550.221294 nChanged 13 SP:Iteration 170Q (1060.198461 sec): 3 clusters Score: Raw -50401315.928364 + Penalty 31764.868349 = -50369551.060015 nChanged 13 SP:Iteration 171Q (1060.780956 sec): 3 clusters Score: Raw -50401316.801379 + Penalty 31764.868349 = -50369551.933030 nChanged 15 SP:Iteration 172Q (1061.415631 sec): 3 clusters Score: Raw -50401317.750135 + Penalty 31764.868349 = -50369552.881786 nChanged 12 SP:Iteration 173Q (1062.028218 sec): 3 clusters Score: Raw -50401318.517105 + Penalty 31764.868349 = -50369553.648756 nChanged 12 SP:Iteration 174Q (1062.584057 sec): 3 clusters Score: Raw -50401319.412187 + Penalty 31764.868349 = -50369554.543838 nChanged 14 SP:Iteration 175Q (1063.237158 sec): 3 clusters Score: Raw -50401320.578377 + Penalty 31764.868349 = -50369555.710028 nChanged 20 SP:Iteration 176Q (1063.811419 sec): 3 clusters Score: Raw -50401322.163835 + Penalty 31764.868349 = -50369557.295485 nChanged 17 SP:Iteration 177Q (1064.449796 sec): 3 clusters Score: Raw -50401323.244345 + Penalty 31764.868349 = -50369558.375996 nChanged 14 SP:Iteration 178Q (1065.036809 sec): 3 clusters Score: Raw -50401324.130023 + Penalty 31764.868349 = -50369559.261674 nChanged 12 SP:Iteration 179Q (1065.608493 sec): 3 clusters Score: Raw -50401324.955068 + Penalty 31764.868349 = -50369560.086719 nChanged 12 SP:Iteration 180F (1066.221838 sec): 3 clusters Score: Raw -50401325.898030 + Penalty 31764.868349 = -50369561.029681 nChanged 17 SP:Iteration 181Q (1066.796136 sec): 3 clusters Score: Raw -50401326.959111 + Penalty 31764.868349 = -50369562.090762 nChanged 13 SP:Iteration 182Q (1067.356508 sec): 3 clusters Score: Raw -50401327.721283 + Penalty 31764.868349 = -50369562.852934 nChanged 10 SP:Iteration 183Q (1067.940475 sec): 3 clusters Score: Raw -50401328.307855 + Penalty 31764.868349 = -50369563.439506 nChanged 11 SP:Iteration 184Q (1068.511938 sec): 3 clusters Score: Raw -50401329.067001 + Penalty 31764.868349 = -50369564.198652 nChanged 9 SP:Iteration 185Q (1069.069981 sec): 3 clusters Score: Raw -50401329.677557 + Penalty 31764.868349 = -50369564.809208 nChanged 10 SP:Iteration 186Q (1069.651593 sec): 3 clusters Score: Raw -50401330.368446 + Penalty 31764.868349 = -50369565.500097 nChanged 11 SP:Iteration 187Q (1070.221093 sec): 3 clusters Score: Raw -50401330.967961 + Penalty 31764.868349 = -50369566.099612 nChanged 9 SP:Iteration 188Q (1070.778543 sec): 3 clusters Score: Raw -50401331.564827 + Penalty 31764.868349 = -50369566.696478 nChanged 11 SP:Iteration 189Q (1071.340020 sec): 3 clusters Score: Raw -50401332.397289 + Penalty 31764.868349 = -50369567.528940 nChanged 17 SP:Iteration 190Q (1071.902658 sec): 3 clusters Score: Raw -50401333.577254 + Penalty 31764.868349 = -50369568.708905 nChanged 6 SP:Iteration 191Q (1072.466428 sec): 3 clusters Score: Raw -50401334.001867 + Penalty 31764.868349 = -50369569.133518 nChanged 9 SP:Iteration 192Q (1073.069046 sec): 3 clusters Score: Raw -50401334.610383 + Penalty 31764.868349 = -50369569.742034 nChanged 12 SP:Iteration 193Q (1073.696804 sec): 3 clusters Score: Raw -50401335.486347 + Penalty 31764.868349 = -50369570.617998 nChanged 18 SP:Iteration 194Q (1074.375449 sec): 3 clusters Score: Raw -50401336.778130 + Penalty 31764.868349 = -50369571.909781 nChanged 29 SP:Iteration 195Q (1074.998683 sec): 3 clusters Score: Raw -50401338.993174 + Penalty 31764.868349 = -50369574.124825 nChanged 21 SP:Iteration 196Q (1075.559675 sec): 3 clusters Score: Raw -50401340.511807 + Penalty 31764.868349 = -50369575.643458 nChanged 23 SP:Iteration 197Q (1076.146576 sec): 3 clusters Score: Raw -50401342.143349 + Penalty 31764.868349 = -50369577.275000 nChanged 23 SP:Iteration 198Q (1076.719666 sec): 3 clusters Score: Raw -50401343.841394 + Penalty 31764.868349 = -50369578.973045 nChanged 15 SP:Iteration 199Q (1077.305522 sec): 3 clusters Score: Raw -50401344.898636 + Penalty 31764.868349 = -50369580.030286 nChanged 14 SP:Iteration 200F (1077.876221 sec): 3 clusters Score: Raw -50401346.047881 + Penalty 31764.868349 = -50369581.179532 nChanged 20 SP:Iteration 201Q (1078.507600 sec): 3 clusters Score: Raw -50401347.486649 + Penalty 31764.868349 = -50369582.618300 nChanged 23 SP:Iteration 202Q (1079.045953 sec): 3 clusters Score: Raw -50401349.077054 + Penalty 31764.868349 = -50369584.208705 nChanged 20 SP:Iteration 203Q (1079.638788 sec): 3 clusters Score: Raw -50401350.688044 + Penalty 31764.868349 = -50369585.819695 nChanged 27 SP:Iteration 204Q (1080.286138 sec): 3 clusters Score: Raw -50401352.736728 + Penalty 31764.868349 = -50369587.868378 nChanged 26 SP:Iteration 205Q (1080.890990 sec): 3 clusters Score: Raw -50401354.435665 + Penalty 31764.868349 = -50369589.567316 nChanged 30 SP:Iteration 206Q (1081.484339 sec): 3 clusters Score: Raw -50401356.739353 + Penalty 31764.868349 = -50369591.871004 nChanged 39 SP:Iteration 207Q (1082.064998 sec): 3 clusters Score: Raw -50401359.595469 + Penalty 31764.868349 = -50369594.727120 nChanged 32 SP:Iteration 208Q (1082.688677 sec): 3 clusters Score: Raw -50401362.132958 + Penalty 31764.868349 = -50369597.264609 nChanged 37 SP:Iteration 209Q (1083.283181 sec): 3 clusters Score: Raw -50401365.180038 + Penalty 31764.868349 = -50369600.311689 nChanged 39 SP:Iteration 210Q (1083.870667 sec): 3 clusters Score: Raw -50401367.837465 + Penalty 31764.868349 = -50369602.969116 nChanged 34 SP:Iteration 211Q (1084.517023 sec): 3 clusters Score: Raw -50401370.236732 + Penalty 31764.868349 = -50369605.368383 nChanged 31 SP:Iteration 212Q (1085.165383 sec): 3 clusters Score: Raw -50401372.494542 + Penalty 31764.868349 = -50369607.626193 nChanged 31 SP:Iteration 213Q (1085.793692 sec): 3 clusters Score: Raw -50401374.711126 + Penalty 31764.868349 = -50369609.842777 nChanged 31 SP:Iteration 214Q (1086.336254 sec): 3 clusters Score: Raw -50401376.858353 + Penalty 31764.868349 = -50369611.990004 nChanged 30 SP:Iteration 215Q (1086.896362 sec): 3 clusters Score: Raw -50401379.347552 + Penalty 31764.868349 = -50369614.479203 nChanged 41 SP:Iteration 216Q (1087.554653 sec): 3 clusters Score: Raw -50401382.540588 + Penalty 31764.868349 = -50369617.672239 nChanged 40 SP:Iteration 217Q (1088.176381 sec): 3 clusters Score: Raw -50401385.729494 + Penalty 31764.868349 = -50369620.861145 nChanged 39 SP:Iteration 218Q (1088.814889 sec): 3 clusters Score: Raw -50401388.939883 + Penalty 31764.868349 = -50369624.071534 nChanged 37 SP:Iteration 219Q (1089.489939 sec): 3 clusters Score: Raw -50401392.200728 + Penalty 31764.868349 = -50369627.332379 nChanged 36 SP:Iteration 220F (1090.194983 sec): 3 clusters Score: Raw -50401394.827755 + Penalty 31764.868349 = -50369629.959406 nChanged 28 SP:Iteration 221Q (1090.829919 sec): 3 clusters Score: Raw -50401396.817368 + Penalty 31764.868349 = -50369631.949019 nChanged 24 SP:Iteration 222Q (1091.473537 sec): 3 clusters Score: Raw -50401398.483430 + Penalty 31764.868349 = -50369633.615081 nChanged 21 SP:Iteration 223Q (1092.142861 sec): 3 clusters Score: Raw -50401399.949662 + Penalty 31764.868349 = -50369635.081313 nChanged 22 SP:Iteration 224Q (1092.793722 sec): 3 clusters Score: Raw -50401401.440960 + Penalty 31764.868349 = -50369636.572611 nChanged 15 SP:Iteration 225Q (1093.434939 sec): 3 clusters Score: Raw -50401402.593289 + Penalty 31764.868349 = -50369637.724940 nChanged 27 SP:Iteration 226Q (1094.069675 sec): 3 clusters Score: Raw -50401404.999400 + Penalty 31764.868349 = -50369640.131051 nChanged 34 SP:Iteration 227Q (1094.659289 sec): 3 clusters Score: Raw -50401407.501659 + Penalty 31764.868349 = -50369642.633310 nChanged 29 SP:Iteration 228Q (1095.226361 sec): 3 clusters Score: Raw -50401409.993202 + Penalty 31764.868349 = -50369645.124853 nChanged 35 SP:Iteration 229Q (1095.869651 sec): 3 clusters Score: Raw -50401412.837648 + Penalty 31764.868349 = -50369647.969299 nChanged 25 SP:Iteration 230Q (1096.510620 sec): 3 clusters Score: Raw -50401414.644315 + Penalty 31764.868349 = -50369649.775966 nChanged 32 SP:Iteration 231Q (1097.072185 sec): 3 clusters Score: Raw -50401417.246783 + Penalty 31764.868349 = -50369652.378433 nChanged 32 SP:Iteration 232Q (1097.688966 sec): 3 clusters Score: Raw -50401419.477519 + Penalty 31764.868349 = -50369654.609170 nChanged 21 SP:Iteration 233Q (1098.269429 sec): 3 clusters Score: Raw -50401420.782459 + Penalty 31764.868349 = -50369655.914110 nChanged 7 SP:Iteration 234Q (1098.833059 sec): 3 clusters Score: Raw -50401421.165165 + Penalty 31764.868349 = -50369656.296816 nChanged 6 SP:Iteration 235Q (1099.388805 sec): 3 clusters Score: Raw -50401421.528433 + Penalty 31764.868349 = -50369656.660084 nChanged 4 SP:Iteration 236Q (1099.945850 sec): 3 clusters Score: Raw -50401421.756877 + Penalty 31764.868349 = -50369656.888528 nChanged 6 SP:Iteration 237Q (1100.517328 sec): 3 clusters Score: Raw -50401422.113821 + Penalty 31764.868349 = -50369657.245472 nChanged 4 SP:Iteration 238Q (1101.077871 sec): 3 clusters Score: Raw -50401422.334320 + Penalty 31764.868349 = -50369657.465971 nChanged 4 SP:Iteration 239Q (1101.676553 sec): 3 clusters Score: Raw -50401422.581636 + Penalty 31764.868349 = -50369657.713287 nChanged 4 SP:Iteration 240F (1102.353378 sec): 3 clusters Score: Raw -50401422.908559 + Penalty 31764.868349 = -50369658.040210 nChanged 6 SP:Iteration 241Q (1102.985134 sec): 3 clusters Score: Raw -50401423.220257 + Penalty 31764.868349 = -50369658.351908 nChanged 3 SP:Iteration 242Q (1103.601806 sec): 3 clusters Score: Raw -50401423.418266 + Penalty 31764.868349 = -50369658.549916 nChanged 1 SP:Iteration 243Q (1104.179077 sec): 3 clusters Score: Raw -50401423.470771 + Penalty 31764.868349 = -50369658.602422 nChanged 0 SP:Iteration 244F (1104.868890 sec): 3 clusters Score: Raw -50401423.470771 + Penalty 31764.868349 = -50369658.602422 nChanged 0 Trying to split cluster 17 (88169 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1105.221441 sec): 2 clusters Score: Raw -34640940.038373 + Penalty 15378.157959 = -34625561.880415 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1105.714592 sec): 3 clusters Score: Raw -34590859.805925 + Penalty 30756.315918 = -34560103.490007 nChanged 38055 SP:Iteration 1F (1106.173118 sec): 3 clusters Score: Raw -34611556.116947 + Penalty 30756.315918 = -34580799.801029 nChanged 5004 SP:Iteration 2F (1106.610205 sec): 3 clusters Score: Raw -34613692.662910 + Penalty 30756.315918 = -34582936.346992 nChanged 4402 SP:Iteration 3Q (1107.064649 sec): 3 clusters Score: Raw -34615676.229274 + Penalty 30756.315918 = -34584919.913357 nChanged 4261 SP:Iteration 4Q (1107.522140 sec): 3 clusters Score: Raw -34617801.635599 + Penalty 30756.315918 = -34587045.319681 nChanged 4216 SP:Iteration 5Q (1108.021493 sec): 3 clusters Score: Raw -34620048.701748 + Penalty 30756.315918 = -34589292.385830 nChanged 4254 SP:Iteration 6Q (1108.474929 sec): 3 clusters Score: Raw -34622482.520270 + Penalty 30756.315918 = -34591726.204352 nChanged 4463 SP:Iteration 7F (1108.903442 sec): 3 clusters Score: Raw -34625270.277640 + Penalty 30756.315918 = -34594513.961722 nChanged 4472 SP:Iteration 8F (1109.330851 sec): 3 clusters Score: Raw -34628129.841661 + Penalty 30756.315918 = -34597373.525743 nChanged 4410 SP:Iteration 9F (1109.795067 sec): 3 clusters Score: Raw -34630811.640567 + Penalty 30756.315918 = -34600055.324649 nChanged 4020 SP:Iteration 10Q (1110.224442 sec): 3 clusters Score: Raw -34633218.005687 + Penalty 30756.315918 = -34602461.689770 nChanged 3679 SP:Iteration 11Q (1110.674394 sec): 3 clusters Score: Raw -34635329.885866 + Penalty 30756.315918 = -34604573.569948 nChanged 3216 SP:Iteration 12Q (1111.132321 sec): 3 clusters Score: Raw -34637103.208628 + Penalty 30756.315918 = -34606346.892711 nChanged 2857 SP:Iteration 13Q (1111.547764 sec): 3 clusters Score: Raw -34638653.697621 + Penalty 30756.315918 = -34607897.381703 nChanged 2559 SP:Iteration 14Q (1111.981193 sec): 3 clusters Score: Raw -34639945.339804 + Penalty 30756.315918 = -34609189.023887 nChanged 2191 SP:Iteration 15Q (1112.393564 sec): 3 clusters Score: Raw -34640982.683597 + Penalty 30756.315918 = -34610226.367679 nChanged 1821 SP:Iteration 16Q (1112.776158 sec): 3 clusters Score: Raw -34641778.113794 + Penalty 30756.315918 = -34611021.797876 nChanged 1617 SP:Iteration 17Q (1113.193107 sec): 3 clusters Score: Raw -34642460.976394 + Penalty 30756.315918 = -34611704.660476 nChanged 1409 SP:Iteration 18Q (1113.608152 sec): 3 clusters Score: Raw -34643024.716674 + Penalty 30756.315918 = -34612268.400757 nChanged 1184 SP:Iteration 19Q (1114.023834 sec): 3 clusters Score: Raw -34643459.301486 + Penalty 30756.315918 = -34612702.985568 nChanged 1048 SP:Iteration 20F (1114.513727 sec): 3 clusters Score: Raw -34643840.817075 + Penalty 30756.315918 = -34613084.501158 nChanged 951 SP:Iteration 21Q (1115.000303 sec): 3 clusters Score: Raw -34644168.958677 + Penalty 30756.315918 = -34613412.642760 nChanged 903 SP:Iteration 22Q (1115.411668 sec): 3 clusters Score: Raw -34644488.888173 + Penalty 30756.315918 = -34613732.572255 nChanged 892 SP:Iteration 23Q (1115.872806 sec): 3 clusters Score: Raw -34644801.664510 + Penalty 30756.315918 = -34614045.348592 nChanged 867 SP:Iteration 24Q (1116.345733 sec): 3 clusters Score: Raw -34645102.222938 + Penalty 30756.315918 = -34614345.907020 nChanged 808 SP:Iteration 25Q (1116.829220 sec): 3 clusters Score: Raw -34645380.298287 + Penalty 30756.315918 = -34614623.982369 nChanged 800 SP:Iteration 26Q (1117.301666 sec): 3 clusters Score: Raw -34645650.266577 + Penalty 30756.315918 = -34614893.950659 nChanged 730 SP:Iteration 27Q (1117.764253 sec): 3 clusters Score: Raw -34645889.052428 + Penalty 30756.315918 = -34615132.736511 nChanged 671 SP:Iteration 28Q (1118.221284 sec): 3 clusters Score: Raw -34646113.985633 + Penalty 30756.315918 = -34615357.669715 nChanged 629 SP:Iteration 29Q (1118.683290 sec): 3 clusters Score: Raw -34646317.760913 + Penalty 30756.315918 = -34615561.444996 nChanged 565 SP:Iteration 30Q (1119.069266 sec): 3 clusters Score: Raw -34646495.122934 + Penalty 30756.315918 = -34615738.807016 nChanged 557 SP:Iteration 31Q (1119.476287 sec): 3 clusters Score: Raw -34646664.354591 + Penalty 30756.315918 = -34615908.038674 nChanged 543 SP:Iteration 32Q (1119.875864 sec): 3 clusters Score: Raw -34646821.684224 + Penalty 30756.315918 = -34616065.368306 nChanged 497 SP:Iteration 33Q (1120.270549 sec): 3 clusters Score: Raw -34646965.772528 + Penalty 30756.315918 = -34616209.456611 nChanged 459 SP:Iteration 34Q (1120.696141 sec): 3 clusters Score: Raw -34647099.625573 + Penalty 30756.315918 = -34616343.309656 nChanged 444 SP:Iteration 35Q (1121.144040 sec): 3 clusters Score: Raw -34647224.181113 + Penalty 30756.315918 = -34616467.865195 nChanged 437 SP:Iteration 36Q (1121.605701 sec): 3 clusters Score: Raw -34647346.424782 + Penalty 30756.315918 = -34616590.108864 nChanged 414 SP:Iteration 37Q (1122.065643 sec): 3 clusters Score: Raw -34647465.186262 + Penalty 30756.315918 = -34616708.870344 nChanged 404 SP:Iteration 38Q (1122.529002 sec): 3 clusters Score: Raw -34647572.649802 + Penalty 30756.315918 = -34616816.333885 nChanged 404 SP:Iteration 39Q (1122.957422 sec): 3 clusters Score: Raw -34647677.320735 + Penalty 30756.315918 = -34616921.004817 nChanged 354 SP:Iteration 40F (1123.451646 sec): 3 clusters Score: Raw -34647772.209405 + Penalty 30756.315918 = -34617015.893488 nChanged 350 SP:Iteration 41Q (1123.892776 sec): 3 clusters Score: Raw -34647867.847122 + Penalty 30756.315918 = -34617111.531204 nChanged 359 SP:Iteration 42Q (1124.286279 sec): 3 clusters Score: Raw -34647964.323826 + Penalty 30756.315918 = -34617208.007908 nChanged 352 SP:Iteration 43Q (1124.703171 sec): 3 clusters Score: Raw -34648047.586114 + Penalty 30756.315918 = -34617291.270196 nChanged 289 SP:Iteration 44Q (1125.160696 sec): 3 clusters Score: Raw -34648114.214201 + Penalty 30756.315918 = -34617357.898283 nChanged 243 SP:Iteration 45Q (1125.565110 sec): 3 clusters Score: Raw -34648173.639509 + Penalty 30756.315918 = -34617417.323591 nChanged 251 SP:Iteration 46Q (1125.975309 sec): 3 clusters Score: Raw -34648229.354102 + Penalty 30756.315918 = -34617473.038184 nChanged 247 SP:Iteration 47Q (1126.360956 sec): 3 clusters Score: Raw -34648286.729543 + Penalty 30756.315918 = -34617530.413625 nChanged 248 SP:Iteration 48Q (1126.737698 sec): 3 clusters Score: Raw -34648343.089509 + Penalty 30756.315918 = -34617586.773591 nChanged 254 SP:Iteration 49Q (1127.155347 sec): 3 clusters Score: Raw -34648401.128080 + Penalty 30756.315918 = -34617644.812163 nChanged 240 SP:Iteration 50Q (1127.589405 sec): 3 clusters Score: Raw -34648454.029981 + Penalty 30756.315918 = -34617697.714063 nChanged 218 SP:Iteration 51Q (1127.977489 sec): 3 clusters Score: Raw -34648499.874756 + Penalty 30756.315918 = -34617743.558839 nChanged 204 SP:Iteration 52Q (1128.360340 sec): 3 clusters Score: Raw -34648541.647044 + Penalty 30756.315918 = -34617785.331126 nChanged 195 SP:Iteration 53Q (1128.743419 sec): 3 clusters Score: Raw -34648582.271128 + Penalty 30756.315918 = -34617825.955210 nChanged 182 SP:Iteration 54Q (1129.152684 sec): 3 clusters Score: Raw -34648619.292504 + Penalty 30756.315918 = -34617862.976586 nChanged 172 SP:Iteration 55Q (1129.581287 sec): 3 clusters Score: Raw -34648654.603379 + Penalty 30756.315918 = -34617898.287461 nChanged 195 SP:Iteration 56Q (1129.988858 sec): 3 clusters Score: Raw -34648695.840170 + Penalty 30756.315918 = -34617939.524252 nChanged 189 SP:Iteration 57Q (1130.450111 sec): 3 clusters Score: Raw -34648732.605614 + Penalty 30756.315918 = -34617976.289696 nChanged 173 SP:Iteration 58Q (1130.881565 sec): 3 clusters Score: Raw -34648767.305009 + Penalty 30756.315918 = -34618010.989091 nChanged 166 SP:Iteration 59Q (1131.294949 sec): 3 clusters Score: Raw -34648800.303143 + Penalty 30756.315918 = -34618043.987225 nChanged 162 SP:Iteration 60F (1131.734965 sec): 3 clusters Score: Raw -34648831.253838 + Penalty 30756.315918 = -34618074.937920 nChanged 176 SP:Iteration 61Q (1132.141276 sec): 3 clusters Score: Raw -34648863.565998 + Penalty 30756.315918 = -34618107.250081 nChanged 158 SP:Iteration 62Q (1132.534413 sec): 3 clusters Score: Raw -34648893.541624 + Penalty 30756.315918 = -34618137.225706 nChanged 172 SP:Iteration 63Q (1132.919324 sec): 3 clusters Score: Raw -34648925.581478 + Penalty 30756.315918 = -34618169.265560 nChanged 166 SP:Iteration 64Q (1133.356689 sec): 3 clusters Score: Raw -34648956.718591 + Penalty 30756.315918 = -34618200.402673 nChanged 175 SP:Iteration 65Q (1133.765651 sec): 3 clusters Score: Raw -34648988.778644 + Penalty 30756.315918 = -34618232.462726 nChanged 146 SP:Iteration 66Q (1134.210921 sec): 3 clusters Score: Raw -34649012.926375 + Penalty 30756.315918 = -34618256.610458 nChanged 127 SP:Iteration 67Q (1134.658167 sec): 3 clusters Score: Raw -34649034.737702 + Penalty 30756.315918 = -34618278.421785 nChanged 128 SP:Iteration 68Q (1135.051335 sec): 3 clusters Score: Raw -34649056.100538 + Penalty 30756.315918 = -34618299.784621 nChanged 140 SP:Iteration 69Q (1135.491493 sec): 3 clusters Score: Raw -34649077.275046 + Penalty 30756.315918 = -34618320.959128 nChanged 119 SP:Iteration 70Q (1135.919043 sec): 3 clusters Score: Raw -34649096.543936 + Penalty 30756.315918 = -34618340.228019 nChanged 122 SP:Iteration 71Q (1136.306384 sec): 3 clusters Score: Raw -34649115.897682 + Penalty 30756.315918 = -34618359.581764 nChanged 130 SP:Iteration 72Q (1136.749349 sec): 3 clusters Score: Raw -34649136.742319 + Penalty 30756.315918 = -34618380.426402 nChanged 133 SP:Iteration 73Q (1137.191053 sec): 3 clusters Score: Raw -34649157.294892 + Penalty 30756.315918 = -34618400.978974 nChanged 109 SP:Iteration 74Q (1137.632971 sec): 3 clusters Score: Raw -34649175.043733 + Penalty 30756.315918 = -34618418.727815 nChanged 114 SP:Iteration 75Q (1138.032425 sec): 3 clusters Score: Raw -34649192.663217 + Penalty 30756.315918 = -34618436.347299 nChanged 110 SP:Iteration 76Q (1138.449519 sec): 3 clusters Score: Raw -34649209.733813 + Penalty 30756.315918 = -34618453.417896 nChanged 109 SP:Iteration 77Q (1138.900259 sec): 3 clusters Score: Raw -34649226.022018 + Penalty 30756.315918 = -34618469.706100 nChanged 107 SP:Iteration 78Q (1139.333447 sec): 3 clusters Score: Raw -34649242.726404 + Penalty 30756.315918 = -34618486.410486 nChanged 111 SP:Iteration 79Q (1139.782079 sec): 3 clusters Score: Raw -34649260.714116 + Penalty 30756.315918 = -34618504.398198 nChanged 134 SP:Iteration 80F (1140.229542 sec): 3 clusters Score: Raw -34649281.532663 + Penalty 30756.315918 = -34618525.216746 nChanged 138 SP:Iteration 81Q (1140.658169 sec): 3 clusters Score: Raw -34649303.011212 + Penalty 30756.315918 = -34618546.695294 nChanged 134 SP:Iteration 82Q (1141.045900 sec): 3 clusters Score: Raw -34649323.413689 + Penalty 30756.315918 = -34618567.097771 nChanged 120 SP:Iteration 83Q (1141.432873 sec): 3 clusters Score: Raw -34649340.685051 + Penalty 30756.315918 = -34618584.369133 nChanged 112 SP:Iteration 84Q (1141.840483 sec): 3 clusters Score: Raw -34649356.194167 + Penalty 30756.315918 = -34618599.878250 nChanged 102 SP:Iteration 85Q (1142.229207 sec): 3 clusters Score: Raw -34649371.633999 + Penalty 30756.315918 = -34618615.318081 nChanged 100 SP:Iteration 86Q (1142.617834 sec): 3 clusters Score: Raw -34649384.016569 + Penalty 30756.315918 = -34618627.700651 nChanged 74 SP:Iteration 87Q (1143.006751 sec): 3 clusters Score: Raw -34649394.098169 + Penalty 30756.315918 = -34618637.782251 nChanged 71 SP:Iteration 88Q (1143.382564 sec): 3 clusters Score: Raw -34649402.718090 + Penalty 30756.315918 = -34618646.402172 nChanged 60 SP:Iteration 89Q (1143.772810 sec): 3 clusters Score: Raw -34649409.929344 + Penalty 30756.315918 = -34618653.613426 nChanged 53 SP:Iteration 90Q (1144.150702 sec): 3 clusters Score: Raw -34649417.173265 + Penalty 30756.315918 = -34618660.857347 nChanged 81 SP:Iteration 91Q (1144.536013 sec): 3 clusters Score: Raw -34649427.080192 + Penalty 30756.315918 = -34618670.764274 nChanged 70 SP:Iteration 92Q (1144.981718 sec): 3 clusters Score: Raw -34649436.745086 + Penalty 30756.315918 = -34618680.429169 nChanged 84 SP:Iteration 93Q (1145.392495 sec): 3 clusters Score: Raw -34649448.796639 + Penalty 30756.315918 = -34618692.480721 nChanged 103 SP:Iteration 94Q (1145.833308 sec): 3 clusters Score: Raw -34649463.384657 + Penalty 30756.315918 = -34618707.068740 nChanged 100 SP:Iteration 95Q (1146.277569 sec): 3 clusters Score: Raw -34649476.612514 + Penalty 30756.315918 = -34618720.296596 nChanged 88 SP:Iteration 96Q (1146.722355 sec): 3 clusters Score: Raw -34649488.943584 + Penalty 30756.315918 = -34618732.627666 nChanged 92 SP:Iteration 97Q (1147.164116 sec): 3 clusters Score: Raw -34649502.305524 + Penalty 30756.315918 = -34618745.989607 nChanged 101 SP:Iteration 98Q (1147.611966 sec): 3 clusters Score: Raw -34649515.447439 + Penalty 30756.315918 = -34618759.131521 nChanged 94 SP:Iteration 99Q (1148.071328 sec): 3 clusters Score: Raw -34649527.370212 + Penalty 30756.315918 = -34618771.054294 nChanged 83 SP:Iteration 100F (1148.544280 sec): 3 clusters Score: Raw -34649537.956736 + Penalty 30756.315918 = -34618781.640819 nChanged 86 SP:Iteration 101Q (1148.988418 sec): 3 clusters Score: Raw -34649549.267627 + Penalty 30756.315918 = -34618792.951709 nChanged 91 SP:Iteration 102Q (1149.398535 sec): 3 clusters Score: Raw -34649561.063332 + Penalty 30756.315918 = -34618804.747414 nChanged 88 SP:Iteration 103Q (1149.833224 sec): 3 clusters Score: Raw -34649572.136762 + Penalty 30756.315918 = -34618815.820844 nChanged 93 SP:Iteration 104Q (1150.259559 sec): 3 clusters Score: Raw -34649582.973426 + Penalty 30756.315918 = -34618826.657509 nChanged 92 SP:Iteration 105Q (1150.681424 sec): 3 clusters Score: Raw -34649594.772167 + Penalty 30756.315918 = -34618838.456250 nChanged 105 SP:Iteration 106Q (1151.103366 sec): 3 clusters Score: Raw -34649609.002127 + Penalty 30756.315918 = -34618852.686210 nChanged 94 SP:Iteration 107Q (1151.500368 sec): 3 clusters Score: Raw -34649620.625621 + Penalty 30756.315918 = -34618864.309704 nChanged 89 SP:Iteration 108Q (1151.888535 sec): 3 clusters Score: Raw -34649631.585023 + Penalty 30756.315918 = -34618875.269105 nChanged 78 SP:Iteration 109Q (1152.290541 sec): 3 clusters Score: Raw -34649640.964062 + Penalty 30756.315918 = -34618884.648144 nChanged 74 SP:Iteration 110Q (1152.739111 sec): 3 clusters Score: Raw -34649650.032477 + Penalty 30756.315918 = -34618893.716559 nChanged 86 SP:Iteration 111Q (1153.182092 sec): 3 clusters Score: Raw -34649659.995571 + Penalty 30756.315918 = -34618903.679653 nChanged 72 SP:Iteration 112Q (1153.640338 sec): 3 clusters Score: Raw -34649668.345417 + Penalty 30756.315918 = -34618912.029499 nChanged 57 SP:Iteration 113Q (1154.083041 sec): 3 clusters Score: Raw -34649674.891728 + Penalty 30756.315918 = -34618918.575810 nChanged 63 SP:Iteration 114Q (1154.528645 sec): 3 clusters Score: Raw -34649681.363489 + Penalty 30756.315918 = -34618925.047571 nChanged 61 SP:Iteration 115Q (1154.970016 sec): 3 clusters Score: Raw -34649688.415281 + Penalty 30756.315918 = -34618932.099363 nChanged 74 SP:Iteration 116Q (1155.426879 sec): 3 clusters Score: Raw -34649696.965322 + Penalty 30756.315918 = -34618940.649404 nChanged 68 SP:Iteration 117Q (1155.834103 sec): 3 clusters Score: Raw -34649704.153290 + Penalty 30756.315918 = -34618947.837372 nChanged 65 SP:Iteration 118Q (1156.233129 sec): 3 clusters Score: Raw -34649711.684793 + Penalty 30756.315918 = -34618955.368875 nChanged 74 SP:Iteration 119Q (1156.621256 sec): 3 clusters Score: Raw -34649720.180351 + Penalty 30756.315918 = -34618963.864433 nChanged 73 SP:Iteration 120F (1157.052165 sec): 3 clusters Score: Raw -34649727.892252 + Penalty 30756.315918 = -34618971.576334 nChanged 63 SP:Iteration 121Q (1157.505429 sec): 3 clusters Score: Raw -34649735.371376 + Penalty 30756.315918 = -34618979.055458 nChanged 83 SP:Iteration 122Q (1157.969771 sec): 3 clusters Score: Raw -34649744.417706 + Penalty 30756.315918 = -34618988.101788 nChanged 65 SP:Iteration 123Q (1158.438261 sec): 3 clusters Score: Raw -34649751.493970 + Penalty 30756.315918 = -34618995.178053 nChanged 50 SP:Iteration 124Q (1158.899999 sec): 3 clusters Score: Raw -34649756.410204 + Penalty 30756.315918 = -34619000.094287 nChanged 39 SP:Iteration 125Q (1159.320546 sec): 3 clusters Score: Raw -34649760.615267 + Penalty 30756.315918 = -34619004.299350 nChanged 51 SP:Iteration 126Q (1159.743309 sec): 3 clusters Score: Raw -34649766.076404 + Penalty 30756.315918 = -34619009.760486 nChanged 54 SP:Iteration 127Q (1160.188096 sec): 3 clusters Score: Raw -34649771.712751 + Penalty 30756.315918 = -34619015.396833 nChanged 55 SP:Iteration 128Q (1160.649219 sec): 3 clusters Score: Raw -34649777.321343 + Penalty 30756.315918 = -34619021.005425 nChanged 51 SP:Iteration 129Q (1161.113517 sec): 3 clusters Score: Raw -34649782.240586 + Penalty 30756.315918 = -34619025.924669 nChanged 47 SP:Iteration 130Q (1161.566689 sec): 3 clusters Score: Raw -34649786.975338 + Penalty 30756.315918 = -34619030.659420 nChanged 39 SP:Iteration 131Q (1161.986631 sec): 3 clusters Score: Raw -34649790.555464 + Penalty 30756.315918 = -34619034.239547 nChanged 42 SP:Iteration 132Q (1162.396739 sec): 3 clusters Score: Raw -34649795.075214 + Penalty 30756.315918 = -34619038.759296 nChanged 52 SP:Iteration 133Q (1162.858581 sec): 3 clusters Score: Raw -34649800.253176 + Penalty 30756.315918 = -34619043.937258 nChanged 49 SP:Iteration 134Q (1163.314174 sec): 3 clusters Score: Raw -34649805.447645 + Penalty 30756.315918 = -34619049.131728 nChanged 44 SP:Iteration 135Q (1163.757497 sec): 3 clusters Score: Raw -34649810.383361 + Penalty 30756.315918 = -34619054.067443 nChanged 46 SP:Iteration 136Q (1164.211640 sec): 3 clusters Score: Raw -34649815.039954 + Penalty 30756.315918 = -34619058.724036 nChanged 30 SP:Iteration 137Q (1164.674042 sec): 3 clusters Score: Raw -34649817.693296 + Penalty 30756.315918 = -34619061.377378 nChanged 30 SP:Iteration 138Q (1165.116448 sec): 3 clusters Score: Raw -34649820.293547 + Penalty 30756.315918 = -34619063.977630 nChanged 31 SP:Iteration 139Q (1165.576645 sec): 3 clusters Score: Raw -34649823.034741 + Penalty 30756.315918 = -34619066.718823 nChanged 27 SP:Iteration 140F (1166.016174 sec): 3 clusters Score: Raw -34649825.756646 + Penalty 30756.315918 = -34619069.440728 nChanged 24 SP:Iteration 141Q (1166.456878 sec): 3 clusters Score: Raw -34649828.308446 + Penalty 30756.315918 = -34619071.992528 nChanged 30 SP:Iteration 142Q (1166.900374 sec): 3 clusters Score: Raw -34649831.397196 + Penalty 30756.315918 = -34619075.081278 nChanged 41 SP:Iteration 143Q (1167.309928 sec): 3 clusters Score: Raw -34649835.666662 + Penalty 30756.315918 = -34619079.350744 nChanged 37 SP:Iteration 144Q (1167.762553 sec): 3 clusters Score: Raw -34649839.531764 + Penalty 30756.315918 = -34619083.215847 nChanged 49 SP:Iteration 145Q (1168.200406 sec): 3 clusters Score: Raw -34649845.040853 + Penalty 30756.315918 = -34619088.724935 nChanged 54 SP:Iteration 146Q (1168.678258 sec): 3 clusters Score: Raw -34649850.904444 + Penalty 30756.315918 = -34619094.588526 nChanged 57 SP:Iteration 147Q (1169.062099 sec): 3 clusters Score: Raw -34649856.323311 + Penalty 30756.315918 = -34619100.007394 nChanged 47 SP:Iteration 148Q (1169.444581 sec): 3 clusters Score: Raw -34649861.225885 + Penalty 30756.315918 = -34619104.909968 nChanged 38 SP:Iteration 149Q (1169.846046 sec): 3 clusters Score: Raw -34649865.100315 + Penalty 30756.315918 = -34619108.784397 nChanged 42 SP:Iteration 150Q (1170.248760 sec): 3 clusters Score: Raw -34649869.373009 + Penalty 30756.315918 = -34619113.057092 nChanged 39 SP:Iteration 151Q (1170.648146 sec): 3 clusters Score: Raw -34649873.499133 + Penalty 30756.315918 = -34619117.183216 nChanged 49 SP:Iteration 152Q (1171.062560 sec): 3 clusters Score: Raw -34649878.597315 + Penalty 30756.315918 = -34619122.281397 nChanged 47 SP:Iteration 153Q (1171.463152 sec): 3 clusters Score: Raw -34649883.898199 + Penalty 30756.315918 = -34619127.582281 nChanged 66 SP:Iteration 154Q (1171.856519 sec): 3 clusters Score: Raw -34649890.598866 + Penalty 30756.315918 = -34619134.282948 nChanged 57 SP:Iteration 155Q (1172.249844 sec): 3 clusters Score: Raw -34649896.294183 + Penalty 30756.315918 = -34619139.978265 nChanged 42 SP:Iteration 156Q (1172.649675 sec): 3 clusters Score: Raw -34649900.471978 + Penalty 30756.315918 = -34619144.156060 nChanged 40 SP:Iteration 157Q (1173.041530 sec): 3 clusters Score: Raw -34649904.514388 + Penalty 30756.315918 = -34619148.198470 nChanged 41 SP:Iteration 158Q (1173.436026 sec): 3 clusters Score: Raw -34649908.501664 + Penalty 30756.315918 = -34619152.185746 nChanged 38 SP:Iteration 159Q (1173.833457 sec): 3 clusters Score: Raw -34649912.093106 + Penalty 30756.315918 = -34619155.777188 nChanged 36 SP:Iteration 160F (1174.259151 sec): 3 clusters Score: Raw -34649915.740810 + Penalty 30756.315918 = -34619159.424892 nChanged 35 SP:Iteration 161Q (1174.663246 sec): 3 clusters Score: Raw -34649918.706016 + Penalty 30756.315918 = -34619162.390099 nChanged 33 SP:Iteration 162Q (1175.095182 sec): 3 clusters Score: Raw -34649921.756464 + Penalty 30756.315918 = -34619165.440547 nChanged 27 SP:Iteration 163Q (1175.510715 sec): 3 clusters Score: Raw -34649924.594232 + Penalty 30756.315918 = -34619168.278314 nChanged 33 SP:Iteration 164Q (1175.911528 sec): 3 clusters Score: Raw -34649928.023480 + Penalty 30756.315918 = -34619171.707562 nChanged 40 SP:Iteration 165Q (1176.315656 sec): 3 clusters Score: Raw -34649932.088319 + Penalty 30756.315918 = -34619175.772402 nChanged 45 SP:Iteration 166Q (1176.718093 sec): 3 clusters Score: Raw -34649936.491673 + Penalty 30756.315918 = -34619180.175755 nChanged 36 SP:Iteration 167Q (1177.116962 sec): 3 clusters Score: Raw -34649939.548858 + Penalty 30756.315918 = -34619183.232940 nChanged 25 SP:Iteration 168Q (1177.524881 sec): 3 clusters Score: Raw -34649941.593739 + Penalty 30756.315918 = -34619185.277822 nChanged 21 SP:Iteration 169Q (1177.916742 sec): 3 clusters Score: Raw -34649943.751629 + Penalty 30756.315918 = -34619187.435711 nChanged 31 SP:Iteration 170Q (1178.329353 sec): 3 clusters Score: Raw -34649947.024459 + Penalty 30756.315918 = -34619190.708541 nChanged 42 SP:Iteration 171Q (1178.726224 sec): 3 clusters Score: Raw -34649950.980238 + Penalty 30756.315918 = -34619194.664320 nChanged 40 SP:Iteration 172Q (1179.118562 sec): 3 clusters Score: Raw -34649954.988699 + Penalty 30756.315918 = -34619198.672782 nChanged 36 SP:Iteration 173Q (1179.528547 sec): 3 clusters Score: Raw -34649959.020613 + Penalty 30756.315918 = -34619202.704695 nChanged 43 SP:Iteration 174Q (1179.926911 sec): 3 clusters Score: Raw -34649963.361251 + Penalty 30756.315918 = -34619207.045334 nChanged 39 SP:Iteration 175Q (1180.325148 sec): 3 clusters Score: Raw -34649966.974373 + Penalty 30756.315918 = -34619210.658456 nChanged 35 SP:Iteration 176Q (1180.725530 sec): 3 clusters Score: Raw -34649970.555064 + Penalty 30756.315918 = -34619214.239146 nChanged 45 SP:Iteration 177Q (1181.121604 sec): 3 clusters Score: Raw -34649974.905429 + Penalty 30756.315918 = -34619218.589511 nChanged 44 SP:Iteration 178Q (1181.526699 sec): 3 clusters Score: Raw -34649979.180878 + Penalty 30756.315918 = -34619222.864960 nChanged 44 SP:Iteration 179Q (1181.933022 sec): 3 clusters Score: Raw -34649983.482736 + Penalty 30756.315918 = -34619227.166818 nChanged 39 SP:Iteration 180F (1182.361506 sec): 3 clusters Score: Raw -34649987.089658 + Penalty 30756.315918 = -34619230.773740 nChanged 38 SP:Iteration 181Q (1182.780508 sec): 3 clusters Score: Raw -34649990.936569 + Penalty 30756.315918 = -34619234.620652 nChanged 39 SP:Iteration 182Q (1183.215429 sec): 3 clusters Score: Raw -34649994.758853 + Penalty 30756.315918 = -34619238.442935 nChanged 40 SP:Iteration 183Q (1183.622926 sec): 3 clusters Score: Raw -34649998.335890 + Penalty 30756.315918 = -34619242.019973 nChanged 36 SP:Iteration 184Q (1184.040438 sec): 3 clusters Score: Raw -34650001.510777 + Penalty 30756.315918 = -34619245.194859 nChanged 36 SP:Iteration 185Q (1184.441332 sec): 3 clusters Score: Raw -34650004.479273 + Penalty 30756.315918 = -34619248.163355 nChanged 22 SP:Iteration 186Q (1184.847044 sec): 3 clusters Score: Raw -34650006.306114 + Penalty 30756.315918 = -34619249.990197 nChanged 23 SP:Iteration 187Q (1185.248145 sec): 3 clusters Score: Raw -34650008.302154 + Penalty 30756.315918 = -34619251.986236 nChanged 19 SP:Iteration 188Q (1185.652045 sec): 3 clusters Score: Raw -34650009.999649 + Penalty 30756.315918 = -34619253.683731 nChanged 24 SP:Iteration 189Q (1186.061332 sec): 3 clusters Score: Raw -34650012.021647 + Penalty 30756.315918 = -34619255.705729 nChanged 22 SP:Iteration 190Q (1186.462976 sec): 3 clusters Score: Raw -34650014.027611 + Penalty 30756.315918 = -34619257.711693 nChanged 20 SP:Iteration 191Q (1186.887388 sec): 3 clusters Score: Raw -34650016.153935 + Penalty 30756.315918 = -34619259.838018 nChanged 23 SP:Iteration 192Q (1187.287886 sec): 3 clusters Score: Raw -34650018.099301 + Penalty 30756.315918 = -34619261.783383 nChanged 16 SP:Iteration 193Q (1187.688211 sec): 3 clusters Score: Raw -34650019.676532 + Penalty 30756.315918 = -34619263.360614 nChanged 16 SP:Iteration 194Q (1188.096736 sec): 3 clusters Score: Raw -34650020.939186 + Penalty 30756.315918 = -34619264.623268 nChanged 17 SP:Iteration 195Q (1188.503841 sec): 3 clusters Score: Raw -34650022.546465 + Penalty 30756.315918 = -34619266.230547 nChanged 20 SP:Iteration 196Q (1188.900530 sec): 3 clusters Score: Raw -34650024.651596 + Penalty 30756.315918 = -34619268.335678 nChanged 23 SP:Iteration 197Q (1189.309638 sec): 3 clusters Score: Raw -34650026.868322 + Penalty 30756.315918 = -34619270.552405 nChanged 23 SP:Iteration 198Q (1189.710026 sec): 3 clusters Score: Raw -34650028.754434 + Penalty 30756.315918 = -34619272.438517 nChanged 15 SP:Iteration 199Q (1190.161867 sec): 3 clusters Score: Raw -34650030.233684 + Penalty 30756.315918 = -34619273.917766 nChanged 11 SP:Iteration 200F (1190.601042 sec): 3 clusters Score: Raw -34650031.230528 + Penalty 30756.315918 = -34619274.914610 nChanged 15 SP:Iteration 201Q (1191.008800 sec): 3 clusters Score: Raw -34650032.510160 + Penalty 30756.315918 = -34619276.194243 nChanged 15 SP:Iteration 202Q (1191.401648 sec): 3 clusters Score: Raw -34650033.722396 + Penalty 30756.315918 = -34619277.406478 nChanged 12 SP:Iteration 203Q (1191.818523 sec): 3 clusters Score: Raw -34650034.752899 + Penalty 30756.315918 = -34619278.436981 nChanged 14 SP:Iteration 204Q (1192.253135 sec): 3 clusters Score: Raw -34650035.935803 + Penalty 30756.315918 = -34619279.619885 nChanged 18 SP:Iteration 205Q (1192.698528 sec): 3 clusters Score: Raw -34650037.570519 + Penalty 30756.315918 = -34619281.254602 nChanged 15 SP:Iteration 206Q (1193.120934 sec): 3 clusters Score: Raw -34650038.746909 + Penalty 30756.315918 = -34619282.430992 nChanged 13 SP:Iteration 207Q (1193.586276 sec): 3 clusters Score: Raw -34650039.732051 + Penalty 30756.315918 = -34619283.416133 nChanged 12 SP:Iteration 208Q (1194.000535 sec): 3 clusters Score: Raw -34650041.065412 + Penalty 30756.315918 = -34619284.749494 nChanged 13 SP:Iteration 209Q (1194.427159 sec): 3 clusters Score: Raw -34650042.062463 + Penalty 30756.315918 = -34619285.746545 nChanged 7 SP:Iteration 210Q (1194.854803 sec): 3 clusters Score: Raw -34650042.527694 + Penalty 30756.315918 = -34619286.211777 nChanged 8 SP:Iteration 211Q (1195.260722 sec): 3 clusters Score: Raw -34650043.178754 + Penalty 30756.315918 = -34619286.862836 nChanged 4 SP:Iteration 212Q (1195.680264 sec): 3 clusters Score: Raw -34650043.529179 + Penalty 30756.315918 = -34619287.213261 nChanged 5 SP:Iteration 213Q (1196.135834 sec): 3 clusters Score: Raw -34650043.913034 + Penalty 30756.315918 = -34619287.597116 nChanged 3 SP:Iteration 214Q (1196.587901 sec): 3 clusters Score: Raw -34650044.171330 + Penalty 30756.315918 = -34619287.855412 nChanged 3 SP:Iteration 215Q (1197.069612 sec): 3 clusters Score: Raw -34650044.453467 + Penalty 30756.315918 = -34619288.137549 nChanged 6 SP:Iteration 216Q (1197.521027 sec): 3 clusters Score: Raw -34650044.973857 + Penalty 30756.315918 = -34619288.657939 nChanged 7 SP:Iteration 217Q (1197.925349 sec): 3 clusters Score: Raw -34650045.693092 + Penalty 30756.315918 = -34619289.377175 nChanged 6 SP:Iteration 218Q (1198.351985 sec): 3 clusters Score: Raw -34650046.113810 + Penalty 30756.315918 = -34619289.797892 nChanged 4 SP:Iteration 219Q (1198.769409 sec): 3 clusters Score: Raw -34650046.422775 + Penalty 30756.315918 = -34619290.106858 nChanged 1 SP:Iteration 220F (1199.226308 sec): 3 clusters Score: Raw -34650046.560170 + Penalty 30756.315918 = -34619290.244253 nChanged 1 SP:Iteration 221Q (1199.698964 sec): 3 clusters Score: Raw -34650046.711452 + Penalty 30756.315918 = -34619290.395534 nChanged 2 SP:Iteration 222Q (1200.164327 sec): 3 clusters Score: Raw -34650046.852729 + Penalty 30756.315918 = -34619290.536812 nChanged 1 SP:Iteration 223Q (1200.598103 sec): 3 clusters Score: Raw -34650046.904316 + Penalty 30756.315918 = -34619290.588399 nChanged 0 SP:Iteration 224F (1201.044967 sec): 3 clusters Score: Raw -34650046.904316 + Penalty 30756.315918 = -34619290.588399 nChanged 0 Trying to split cluster 19 (37894 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1201.190435 sec): 2 clusters Score: Raw -14590116.549529 + Penalty 14237.711165 = -14575878.838364 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1201.403485 sec): 3 clusters Score: Raw -14570842.207395 + Penalty 28475.422329 = -14542366.785065 nChanged 15100 SP:Iteration 1F (1201.619502 sec): 3 clusters Score: Raw -14578974.812084 + Penalty 28475.422329 = -14550499.389755 nChanged 2557 SP:Iteration 2F (1201.820553 sec): 3 clusters Score: Raw -14580357.346575 + Penalty 28475.422329 = -14551881.924245 nChanged 2020 SP:Iteration 3F (1202.038288 sec): 3 clusters Score: Raw -14581508.828186 + Penalty 28475.422329 = -14553033.405857 nChanged 1788 SP:Iteration 4Q (1202.289254 sec): 3 clusters Score: Raw -14582694.025819 + Penalty 28475.422329 = -14554218.603490 nChanged 1839 SP:Iteration 5Q (1202.510326 sec): 3 clusters Score: Raw -14584079.126132 + Penalty 28475.422329 = -14555603.703803 nChanged 1998 SP:Iteration 6F (1202.719941 sec): 3 clusters Score: Raw -14585819.364252 + Penalty 28475.422329 = -14557343.941923 nChanged 2172 SP:Iteration 7F (1202.945333 sec): 3 clusters Score: Raw -14587825.330252 + Penalty 28475.422329 = -14559349.907923 nChanged 2240 SP:Iteration 8F (1203.156046 sec): 3 clusters Score: Raw -14589881.116143 + Penalty 28475.422329 = -14561405.693813 nChanged 2102 SP:Iteration 9F (1203.383773 sec): 3 clusters Score: Raw -14591740.554155 + Penalty 28475.422329 = -14563265.131825 nChanged 1770 SP:Iteration 10Q (1203.595646 sec): 3 clusters Score: Raw -14593184.392671 + Penalty 28475.422329 = -14564708.970341 nChanged 1388 SP:Iteration 11Q (1203.793922 sec): 3 clusters Score: Raw -14594210.142873 + Penalty 28475.422329 = -14565734.720543 nChanged 1028 SP:Iteration 12Q (1204.006594 sec): 3 clusters Score: Raw -14594866.981620 + Penalty 28475.422329 = -14566391.559291 nChanged 738 SP:Iteration 13Q (1204.223681 sec): 3 clusters Score: Raw -14595296.465325 + Penalty 28475.422329 = -14566821.042995 nChanged 510 SP:Iteration 14Q (1204.454263 sec): 3 clusters Score: Raw -14595553.570854 + Penalty 28475.422329 = -14567078.148525 nChanged 376 SP:Iteration 15Q (1204.707588 sec): 3 clusters Score: Raw -14595730.140268 + Penalty 28475.422329 = -14567254.717938 nChanged 305 SP:Iteration 16Q (1204.991563 sec): 3 clusters Score: Raw -14595860.444207 + Penalty 28475.422329 = -14567385.021878 nChanged 238 SP:Iteration 17Q (1205.226001 sec): 3 clusters Score: Raw -14595962.860423 + Penalty 28475.422329 = -14567487.438094 nChanged 203 SP:Iteration 18Q (1205.469592 sec): 3 clusters Score: Raw -14596037.715784 + Penalty 28475.422329 = -14567562.293454 nChanged 155 SP:Iteration 19Q (1205.702123 sec): 3 clusters Score: Raw -14596094.182484 + Penalty 28475.422329 = -14567618.760155 nChanged 138 SP:Iteration 20F (1205.917012 sec): 3 clusters Score: Raw -14596141.224688 + Penalty 28475.422329 = -14567665.802359 nChanged 115 SP:Iteration 21Q (1206.151266 sec): 3 clusters Score: Raw -14596179.098600 + Penalty 28475.422329 = -14567703.676271 nChanged 106 SP:Iteration 22Q (1206.357867 sec): 3 clusters Score: Raw -14596210.646094 + Penalty 28475.422329 = -14567735.223765 nChanged 76 SP:Iteration 23Q (1206.590486 sec): 3 clusters Score: Raw -14596232.765595 + Penalty 28475.422329 = -14567757.343265 nChanged 68 SP:Iteration 24Q (1206.800234 sec): 3 clusters Score: Raw -14596251.663105 + Penalty 28475.422329 = -14567776.240775 nChanged 60 SP:Iteration 25Q (1207.003226 sec): 3 clusters Score: Raw -14596268.430012 + Penalty 28475.422329 = -14567793.007683 nChanged 52 SP:Iteration 26Q (1207.236576 sec): 3 clusters Score: Raw -14596281.618100 + Penalty 28475.422329 = -14567806.195770 nChanged 36 SP:Iteration 27Q (1207.472081 sec): 3 clusters Score: Raw -14596289.679299 + Penalty 28475.422329 = -14567814.256969 nChanged 34 SP:Iteration 28Q (1207.704706 sec): 3 clusters Score: Raw -14596297.717169 + Penalty 28475.422329 = -14567822.294840 nChanged 28 SP:Iteration 29Q (1207.937473 sec): 3 clusters Score: Raw -14596304.040305 + Penalty 28475.422329 = -14567828.617975 nChanged 28 SP:Iteration 30Q (1208.149723 sec): 3 clusters Score: Raw -14596311.149449 + Penalty 28475.422329 = -14567835.727119 nChanged 21 SP:Iteration 31Q (1208.356914 sec): 3 clusters Score: Raw -14596317.103113 + Penalty 28475.422329 = -14567841.680783 nChanged 17 SP:Iteration 32Q (1208.586497 sec): 3 clusters Score: Raw -14596321.512079 + Penalty 28475.422329 = -14567846.089749 nChanged 19 SP:Iteration 33Q (1208.822680 sec): 3 clusters Score: Raw -14596325.712546 + Penalty 28475.422329 = -14567850.290216 nChanged 10 SP:Iteration 34Q (1209.029337 sec): 3 clusters Score: Raw -14596328.211405 + Penalty 28475.422329 = -14567852.789075 nChanged 9 SP:Iteration 35Q (1209.219702 sec): 3 clusters Score: Raw -14596330.220733 + Penalty 28475.422329 = -14567854.798404 nChanged 11 SP:Iteration 36Q (1209.407244 sec): 3 clusters Score: Raw -14596332.748182 + Penalty 28475.422329 = -14567857.325853 nChanged 7 SP:Iteration 37Q (1209.620731 sec): 3 clusters Score: Raw -14596334.420521 + Penalty 28475.422329 = -14567858.998191 nChanged 9 SP:Iteration 38Q (1209.830235 sec): 3 clusters Score: Raw -14596336.299982 + Penalty 28475.422329 = -14567860.877653 nChanged 5 SP:Iteration 39Q (1210.057052 sec): 3 clusters Score: Raw -14596337.886747 + Penalty 28475.422329 = -14567862.464418 nChanged 2 SP:Iteration 40F (1210.268460 sec): 3 clusters Score: Raw -14596338.336943 + Penalty 28475.422329 = -14567862.914613 nChanged 1 SP:Iteration 41Q (1210.475684 sec): 3 clusters Score: Raw -14596338.558780 + Penalty 28475.422329 = -14567863.136450 nChanged 2 SP:Iteration 42Q (1210.687640 sec): 3 clusters Score: Raw -14596339.232806 + Penalty 28475.422329 = -14567863.810476 nChanged 3 SP:Iteration 43Q (1210.910612 sec): 3 clusters Score: Raw -14596339.720348 + Penalty 28475.422329 = -14567864.298019 nChanged 2 SP:Iteration 44Q (1211.136822 sec): 3 clusters Score: Raw -14596340.139577 + Penalty 28475.422329 = -14567864.717248 nChanged 3 SP:Iteration 45Q (1211.335228 sec): 3 clusters Score: Raw -14596340.806475 + Penalty 28475.422329 = -14567865.384146 nChanged 6 SP:Iteration 46Q (1211.533361 sec): 3 clusters Score: Raw -14596342.363350 + Penalty 28475.422329 = -14567866.941020 nChanged 2 SP:Iteration 47Q (1211.744557 sec): 3 clusters Score: Raw -14596342.853758 + Penalty 28475.422329 = -14567867.431429 nChanged 5 SP:Iteration 48Q (1211.969556 sec): 3 clusters Score: Raw -14596344.350972 + Penalty 28475.422329 = -14567868.928642 nChanged 4 SP:Iteration 49Q (1212.170222 sec): 3 clusters Score: Raw -14596345.433569 + Penalty 28475.422329 = -14567870.011240 nChanged 2 SP:Iteration 50Q (1212.373382 sec): 3 clusters Score: Raw -14596345.842717 + Penalty 28475.422329 = -14567870.420388 nChanged 2 SP:Iteration 51Q (1212.578742 sec): 3 clusters Score: Raw -14596346.457353 + Penalty 28475.422329 = -14567871.035023 nChanged 2 SP:Iteration 52Q (1212.779005 sec): 3 clusters Score: Raw -14596346.862172 + Penalty 28475.422329 = -14567871.439843 nChanged 1 SP:Iteration 53Q (1212.991616 sec): 3 clusters Score: Raw -14596346.962297 + Penalty 28475.422329 = -14567871.539968 nChanged 0 SP:Iteration 54F (1213.201342 sec): 3 clusters Score: Raw -14596346.962297 + Penalty 28475.422329 = -14567871.539968 nChanged 0 Iteration 99Q (1216.178643 sec): 12 clusters Score: Raw -139990954.982019 + Penalty 190093.099549 = -139800861.882470 nChanged 55 Iteration 100F (1223.496616 sec): 12 clusters Score: Raw -139990959.122083 + Penalty 190093.099549 = -139800866.022534 nChanged 63 Iteration 101Q (1226.340600 sec): 12 clusters Score: Raw -139990963.752925 + Penalty 190093.099549 = -139800870.653376 nChanged 46 Iteration 102Q (1229.054204 sec): 12 clusters Score: Raw -139990966.562005 + Penalty 190093.099549 = -139800873.462456 nChanged 33 Iteration 103Q (1232.017209 sec): 12 clusters Score: Raw -139990968.956675 + Penalty 190093.099549 = -139800875.857126 nChanged 29 Iteration 104Q (1234.897220 sec): 12 clusters Score: Raw -139990971.347275 + Penalty 190093.099549 = -139800878.247726 nChanged 35 Iteration 105Q (1237.646153 sec): 12 clusters Score: Raw -139990975.628112 + Penalty 190093.099549 = -139800882.528563 nChanged 35 Iteration 106Q (1240.730248 sec): 12 clusters Score: Raw -139990978.352175 + Penalty 190093.099549 = -139800885.252626 nChanged 32 Iteration 107Q (1243.698577 sec): 12 clusters Score: Raw -139990980.910414 + Penalty 190093.099549 = -139800887.810865 nChanged 34 Iteration 108Q (1246.843059 sec): 12 clusters Score: Raw -139990983.613848 + Penalty 190093.099549 = -139800890.514299 nChanged 26 Iteration 109Q (1249.957789 sec): 12 clusters Score: Raw -139990985.506241 + Penalty 190093.099549 = -139800892.406692 nChanged 30 Iteration 110Q (1252.656778 sec): 12 clusters Score: Raw -139990987.924394 + Penalty 190093.099549 = -139800894.824845 nChanged 23 Iteration 111Q (1255.378717 sec): 12 clusters Score: Raw -139990989.699284 + Penalty 190093.099549 = -139800896.599735 nChanged 29 Iteration 112Q (1258.078611 sec): 12 clusters Score: Raw -139990991.759073 + Penalty 190093.099549 = -139800898.659524 nChanged 38 Iteration 113Q (1260.843833 sec): 12 clusters Score: Raw -139990994.910922 + Penalty 190093.099549 = -139800901.811373 nChanged 38 Iteration 114Q (1263.628340 sec): 12 clusters Score: Raw -139990998.074715 + Penalty 190093.099549 = -139800904.975166 nChanged 34 Iteration 115Q (1266.325934 sec): 12 clusters Score: Raw -139991000.952016 + Penalty 190093.099549 = -139800907.852466 nChanged 33 Iteration 116Q (1269.284767 sec): 12 clusters Score: Raw -139991003.874618 + Penalty 190093.099549 = -139800910.775068 nChanged 34 Iteration 117Q (1272.119696 sec): 12 clusters Score: Raw -139991006.742558 + Penalty 190093.099549 = -139800913.643009 nChanged 36 Iteration 118Q (1274.930095 sec): 12 clusters Score: Raw -139991014.004425 + Penalty 190093.099549 = -139800920.904876 nChanged 38 Iteration 119Q (1277.653937 sec): 12 clusters Score: Raw -139991017.109425 + Penalty 190093.099549 = -139800924.009876 nChanged 29 Iteration 120F (1284.920909 sec): 12 clusters Score: Raw -139991020.441563 + Penalty 190093.099549 = -139800927.342014 nChanged 36 Iteration 121Q (1287.632439 sec): 12 clusters Score: Raw -139991023.505306 + Penalty 190093.099549 = -139800930.405757 nChanged 32 Iteration 122Q (1290.359301 sec): 12 clusters Score: Raw -139991026.587477 + Penalty 190093.099549 = -139800933.487928 nChanged 33 Iteration 123Q (1293.444638 sec): 12 clusters Score: Raw -139991029.242716 + Penalty 190093.099549 = -139800936.143167 nChanged 30 Iteration 124Q (1296.463835 sec): 12 clusters Score: Raw -139991031.727968 + Penalty 190093.099549 = -139800938.628419 nChanged 21 Iteration 125Q (1299.489003 sec): 12 clusters Score: Raw -139991033.572288 + Penalty 190093.099549 = -139800940.472739 nChanged 17 Iteration 126Q (1302.130306 sec): 12 clusters Score: Raw -139991034.796646 + Penalty 190093.099549 = -139800941.697097 nChanged 19 Iteration 127Q (1305.007202 sec): 12 clusters Score: Raw -139991035.966118 + Penalty 190093.099549 = -139800942.866569 nChanged 16 Iteration 128Q (1307.882914 sec): 12 clusters Score: Raw -139991037.418745 + Penalty 190093.099549 = -139800944.319196 nChanged 7 Iteration 129Q (1310.739371 sec): 12 clusters Score: Raw -139991037.828928 + Penalty 190093.099549 = -139800944.729379 nChanged 4 Iteration 130Q (1313.655967 sec): 12 clusters Score: Raw -139991038.069704 + Penalty 190093.099549 = -139800944.970154 nChanged 1 Iteration 131Q (1316.549617 sec): 12 clusters Score: Raw -139991038.255263 + Penalty 190093.099549 = -139800945.155714 nChanged 3 Iteration 132Q (1319.485866 sec): 12 clusters Score: Raw -139991038.507641 + Penalty 190093.099549 = -139800945.408092 nChanged 2 Iteration 133Q (1322.558493 sec): 12 clusters Score: Raw -139991038.756418 + Penalty 190093.099549 = -139800945.656869 nChanged 1 Iteration 134Q (1325.490480 sec): 12 clusters Score: Raw -139991038.825254 + Penalty 190093.099549 = -139800945.725705 nChanged 3 Iteration 135Q (1328.548728 sec): 12 clusters Score: Raw -139991039.003586 + Penalty 190093.099549 = -139800945.904037 nChanged 8 Iteration 136Q (1331.339958 sec): 12 clusters Score: Raw -139991039.397734 + Penalty 190093.099549 = -139800946.298184 nChanged 4 Iteration 137Q (1334.298874 sec): 12 clusters Score: Raw -139991039.619921 + Penalty 190093.099549 = -139800946.520372 nChanged 3 Iteration 138Q (1337.111293 sec): 12 clusters Score: Raw -139991039.821227 + Penalty 190093.099549 = -139800946.721678 nChanged 2 Writing temp clu file Because OldScore, -139800946.520372, is greater than current (better) Score,-139800946.721678 Compute initial score before splitting: Score: Raw -139991039.821227 + Penalty 190093.099549 = -139800946.721678 Trying to split cluster 1 (43944 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1337.454390 sec): 2 clusters Score: Raw -17179866.837597 + Penalty 14437.751692 = -17165429.085905 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1337.725094 sec): 3 clusters Score: Raw -17156805.140268 + Penalty 28875.503384 = -17127929.636884 nChanged 17796 SP:Iteration 1F (1337.986271 sec): 3 clusters Score: Raw -17166286.526505 + Penalty 28875.503384 = -17137411.023121 nChanged 2901 SP:Iteration 2F (1338.247887 sec): 3 clusters Score: Raw -17167656.934000 + Penalty 28875.503384 = -17138781.430616 nChanged 2098 SP:Iteration 3Q (1338.531779 sec): 3 clusters Score: Raw -17168570.146802 + Penalty 28875.503384 = -17139694.643418 nChanged 1677 SP:Iteration 4Q (1338.793455 sec): 3 clusters Score: Raw -17169241.584698 + Penalty 28875.503384 = -17140366.081314 nChanged 1343 SP:Iteration 5Q (1339.070877 sec): 3 clusters Score: Raw -17169761.233046 + Penalty 28875.503384 = -17140885.729662 nChanged 1168 SP:Iteration 6Q (1339.348395 sec): 3 clusters Score: Raw -17170220.706995 + Penalty 28875.503384 = -17141345.203611 nChanged 1101 SP:Iteration 7Q (1339.619412 sec): 3 clusters Score: Raw -17170677.858964 + Penalty 28875.503384 = -17141802.355580 nChanged 1122 SP:Iteration 8Q (1339.869646 sec): 3 clusters Score: Raw -17171176.936531 + Penalty 28875.503384 = -17142301.433147 nChanged 1199 SP:Iteration 9Q (1340.101184 sec): 3 clusters Score: Raw -17171751.420479 + Penalty 28875.503384 = -17142875.917096 nChanged 1235 SP:Iteration 10Q (1340.375742 sec): 3 clusters Score: Raw -17172410.325896 + Penalty 28875.503384 = -17143534.822512 nChanged 1385 SP:Iteration 11Q (1340.646122 sec): 3 clusters Score: Raw -17173216.375244 + Penalty 28875.503384 = -17144340.871860 nChanged 1574 SP:Iteration 12Q (1340.911244 sec): 3 clusters Score: Raw -17174177.172829 + Penalty 28875.503384 = -17145301.669445 nChanged 1638 SP:Iteration 13Q (1341.179666 sec): 3 clusters Score: Raw -17175299.457185 + Penalty 28875.503384 = -17146423.953801 nChanged 1831 SP:Iteration 14Q (1341.441586 sec): 3 clusters Score: Raw -17176629.696044 + Penalty 28875.503384 = -17147754.192661 nChanged 1934 SP:Iteration 15Q (1341.714535 sec): 3 clusters Score: Raw -17178135.110456 + Penalty 28875.503384 = -17149259.607072 nChanged 1967 SP:Iteration 16Q (1341.992416 sec): 3 clusters Score: Raw -17179568.615694 + Penalty 28875.503384 = -17150693.112310 nChanged 1694 SP:Iteration 17Q (1342.252404 sec): 3 clusters Score: Raw -17180684.838485 + Penalty 28875.503384 = -17151809.335102 nChanged 1437 SP:Iteration 18Q (1342.512639 sec): 3 clusters Score: Raw -17181478.801670 + Penalty 28875.503384 = -17152603.298286 nChanged 1066 SP:Iteration 19Q (1342.756056 sec): 3 clusters Score: Raw -17181952.456670 + Penalty 28875.503384 = -17153076.953287 nChanged 834 SP:Iteration 20F (1342.998093 sec): 3 clusters Score: Raw -17182266.220088 + Penalty 28875.503384 = -17153390.716704 nChanged 574 SP:Iteration 21Q (1343.238793 sec): 3 clusters Score: Raw -17182442.464142 + Penalty 28875.503384 = -17153566.960758 nChanged 378 SP:Iteration 22Q (1343.506118 sec): 3 clusters Score: Raw -17182549.625954 + Penalty 28875.503384 = -17153674.122570 nChanged 278 SP:Iteration 23Q (1343.737362 sec): 3 clusters Score: Raw -17182614.697342 + Penalty 28875.503384 = -17153739.193958 nChanged 186 SP:Iteration 24Q (1343.975573 sec): 3 clusters Score: Raw -17182656.974099 + Penalty 28875.503384 = -17153781.470716 nChanged 157 SP:Iteration 25Q (1344.235237 sec): 3 clusters Score: Raw -17182686.724776 + Penalty 28875.503384 = -17153811.221392 nChanged 98 SP:Iteration 26Q (1344.497140 sec): 3 clusters Score: Raw -17182705.448333 + Penalty 28875.503384 = -17153829.944949 nChanged 90 SP:Iteration 27Q (1344.747141 sec): 3 clusters Score: Raw -17182722.236212 + Penalty 28875.503384 = -17153846.732828 nChanged 81 SP:Iteration 28Q (1344.986289 sec): 3 clusters Score: Raw -17182737.702215 + Penalty 28875.503384 = -17153862.198832 nChanged 68 SP:Iteration 29Q (1345.249361 sec): 3 clusters Score: Raw -17182752.179471 + Penalty 28875.503384 = -17153876.676087 nChanged 76 SP:Iteration 30Q (1345.495392 sec): 3 clusters Score: Raw -17182766.328620 + Penalty 28875.503384 = -17153890.825236 nChanged 71 SP:Iteration 31Q (1345.733925 sec): 3 clusters Score: Raw -17182779.468667 + Penalty 28875.503384 = -17153903.965283 nChanged 58 SP:Iteration 32Q (1345.999060 sec): 3 clusters Score: Raw -17182788.927298 + Penalty 28875.503384 = -17153913.423914 nChanged 51 SP:Iteration 33Q (1346.219598 sec): 3 clusters Score: Raw -17182797.062653 + Penalty 28875.503384 = -17153921.559269 nChanged 45 SP:Iteration 34Q (1346.446966 sec): 3 clusters Score: Raw -17182804.699173 + Penalty 28875.503384 = -17153929.195789 nChanged 36 SP:Iteration 35Q (1346.700983 sec): 3 clusters Score: Raw -17182811.664955 + Penalty 28875.503384 = -17153936.161571 nChanged 34 SP:Iteration 36Q (1346.953036 sec): 3 clusters Score: Raw -17182817.241352 + Penalty 28875.503384 = -17153941.737968 nChanged 38 SP:Iteration 37Q (1347.190683 sec): 3 clusters Score: Raw -17182823.480712 + Penalty 28875.503384 = -17153947.977328 nChanged 26 SP:Iteration 38Q (1347.448319 sec): 3 clusters Score: Raw -17182827.453467 + Penalty 28875.503384 = -17153951.950083 nChanged 21 SP:Iteration 39Q (1347.676035 sec): 3 clusters Score: Raw -17182830.890700 + Penalty 28875.503384 = -17153955.387316 nChanged 18 SP:Iteration 40F (1347.909828 sec): 3 clusters Score: Raw -17182833.500975 + Penalty 28875.503384 = -17153957.997591 nChanged 17 SP:Iteration 41Q (1348.133390 sec): 3 clusters Score: Raw -17182836.623816 + Penalty 28875.503384 = -17153961.120432 nChanged 16 SP:Iteration 42Q (1348.358470 sec): 3 clusters Score: Raw -17182839.415827 + Penalty 28875.503384 = -17153963.912443 nChanged 18 SP:Iteration 43Q (1348.582566 sec): 3 clusters Score: Raw -17182842.664490 + Penalty 28875.503384 = -17153967.161106 nChanged 20 SP:Iteration 44Q (1348.834951 sec): 3 clusters Score: Raw -17182845.746575 + Penalty 28875.503384 = -17153970.243191 nChanged 14 SP:Iteration 45Q (1349.060671 sec): 3 clusters Score: Raw -17182847.905120 + Penalty 28875.503384 = -17153972.401736 nChanged 15 SP:Iteration 46Q (1349.297750 sec): 3 clusters Score: Raw -17182849.979773 + Penalty 28875.503384 = -17153974.476389 nChanged 4 SP:Iteration 47Q (1349.553151 sec): 3 clusters Score: Raw -17182850.436309 + Penalty 28875.503384 = -17153974.932925 nChanged 0 SP:Iteration 48F (1349.820885 sec): 3 clusters Score: Raw -17182850.436309 + Penalty 28875.503384 = -17153974.932925 nChanged 0 Trying to split cluster 2 (10763 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1349.884485 sec): 2 clusters Score: Raw -4139527.163919 + Penalty 12537.865902 = -4126989.298017 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1349.993754 sec): 3 clusters Score: Raw -4135575.949631 + Penalty 25075.731804 = -4110500.217827 nChanged 3359 SP:Iteration 1F (1350.083728 sec): 3 clusters Score: Raw -4137991.167210 + Penalty 25075.731804 = -4112915.435406 nChanged 758 SP:Iteration 2F (1350.189675 sec): 3 clusters Score: Raw -4138633.364719 + Penalty 25075.731804 = -4113557.632915 nChanged 394 SP:Iteration 3Q (1350.278101 sec): 3 clusters Score: Raw -4138938.963761 + Penalty 25075.731804 = -4113863.231958 nChanged 253 SP:Iteration 4Q (1350.375212 sec): 3 clusters Score: Raw -4139114.769920 + Penalty 25075.731804 = -4114039.038116 nChanged 149 SP:Iteration 5Q (1350.470602 sec): 3 clusters Score: Raw -4139218.612417 + Penalty 25075.731804 = -4114142.880613 nChanged 131 SP:Iteration 6Q (1350.571080 sec): 3 clusters Score: Raw -4139304.659225 + Penalty 25075.731804 = -4114228.927421 nChanged 99 SP:Iteration 7Q (1350.667553 sec): 3 clusters Score: Raw -4139369.811845 + Penalty 25075.731804 = -4114294.080041 nChanged 76 SP:Iteration 8Q (1350.775348 sec): 3 clusters Score: Raw -4139419.386150 + Penalty 25075.731804 = -4114343.654346 nChanged 69 SP:Iteration 9Q (1350.878575 sec): 3 clusters Score: Raw -4139464.491259 + Penalty 25075.731804 = -4114388.759455 nChanged 50 SP:Iteration 10Q (1350.978768 sec): 3 clusters Score: Raw -4139496.323545 + Penalty 25075.731804 = -4114420.591741 nChanged 47 SP:Iteration 11Q (1351.073794 sec): 3 clusters Score: Raw -4139525.949088 + Penalty 25075.731804 = -4114450.217284 nChanged 45 SP:Iteration 12Q (1351.181409 sec): 3 clusters Score: Raw -4139553.127968 + Penalty 25075.731804 = -4114477.396164 nChanged 33 SP:Iteration 13Q (1351.271468 sec): 3 clusters Score: Raw -4139572.172304 + Penalty 25075.731804 = -4114496.440500 nChanged 25 SP:Iteration 14Q (1351.370083 sec): 3 clusters Score: Raw -4139587.421769 + Penalty 25075.731804 = -4114511.689966 nChanged 26 SP:Iteration 15Q (1351.480463 sec): 3 clusters Score: Raw -4139605.799014 + Penalty 25075.731804 = -4114530.067211 nChanged 35 SP:Iteration 16Q (1351.577332 sec): 3 clusters Score: Raw -4139626.720777 + Penalty 25075.731804 = -4114550.988974 nChanged 21 SP:Iteration 17Q (1351.674537 sec): 3 clusters Score: Raw -4139639.491329 + Penalty 25075.731804 = -4114563.759525 nChanged 17 SP:Iteration 18Q (1351.766615 sec): 3 clusters Score: Raw -4139647.236463 + Penalty 25075.731804 = -4114571.504659 nChanged 14 SP:Iteration 19Q (1351.867477 sec): 3 clusters Score: Raw -4139655.763413 + Penalty 25075.731804 = -4114580.031610 nChanged 11 SP:Iteration 20F (1351.962173 sec): 3 clusters Score: Raw -4139663.872256 + Penalty 25075.731804 = -4114588.140452 nChanged 15 SP:Iteration 21Q (1352.056154 sec): 3 clusters Score: Raw -4139673.410529 + Penalty 25075.731804 = -4114597.678725 nChanged 14 SP:Iteration 22Q (1352.161173 sec): 3 clusters Score: Raw -4139680.049580 + Penalty 25075.731804 = -4114604.317776 nChanged 10 SP:Iteration 23Q (1352.270737 sec): 3 clusters Score: Raw -4139685.912366 + Penalty 25075.731804 = -4114610.180562 nChanged 5 SP:Iteration 24Q (1352.360981 sec): 3 clusters Score: Raw -4139688.223267 + Penalty 25075.731804 = -4114612.491463 nChanged 2 SP:Iteration 25Q (1352.452545 sec): 3 clusters Score: Raw -4139689.401328 + Penalty 25075.731804 = -4114613.669524 nChanged 3 SP:Iteration 26Q (1352.555291 sec): 3 clusters Score: Raw -4139690.914750 + Penalty 25075.731804 = -4114615.182946 nChanged 3 SP:Iteration 27Q (1352.650367 sec): 3 clusters Score: Raw -4139692.736787 + Penalty 25075.731804 = -4114617.004983 nChanged 2 SP:Iteration 28Q (1352.735962 sec): 3 clusters Score: Raw -4139693.818681 + Penalty 25075.731804 = -4114618.086877 nChanged 4 SP:Iteration 29Q (1352.839400 sec): 3 clusters Score: Raw -4139696.100345 + Penalty 25075.731804 = -4114620.368542 nChanged 0 SP:Iteration 30F (1352.926475 sec): 3 clusters Score: Raw -4139696.100345 + Penalty 25075.731804 = -4114620.368542 nChanged 0 Trying to split cluster 3 (25406 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1353.035275 sec): 2 clusters Score: Raw -10030023.584779 + Penalty 13697.771242 = -10016325.813537 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1353.208187 sec): 3 clusters Score: Raw -10018013.948136 + Penalty 27395.542484 = -9990618.405653 nChanged 9409 SP:Iteration 1F (1353.353992 sec): 3 clusters Score: Raw -10023289.199422 + Penalty 27395.542484 = -9995893.656938 nChanged 1809 SP:Iteration 2F (1353.514223 sec): 3 clusters Score: Raw -10024351.334343 + Penalty 27395.542484 = -9996955.791860 nChanged 1278 SP:Iteration 3F (1353.667376 sec): 3 clusters Score: Raw -10025069.627686 + Penalty 27395.542484 = -9997674.085203 nChanged 975 SP:Iteration 4Q (1353.827414 sec): 3 clusters Score: Raw -10025609.801015 + Penalty 27395.542484 = -9998214.258531 nChanged 814 SP:Iteration 5Q (1353.978650 sec): 3 clusters Score: Raw -10026050.159450 + Penalty 27395.542484 = -9998654.616966 nChanged 706 SP:Iteration 6Q (1354.153720 sec): 3 clusters Score: Raw -10026426.814546 + Penalty 27395.542484 = -9999031.272063 nChanged 661 SP:Iteration 7Q (1354.327740 sec): 3 clusters Score: Raw -10026770.873616 + Penalty 27395.542484 = -9999375.331132 nChanged 605 SP:Iteration 8Q (1354.505841 sec): 3 clusters Score: Raw -10027090.189946 + Penalty 27395.542484 = -9999694.647462 nChanged 612 SP:Iteration 9Q (1354.674034 sec): 3 clusters Score: Raw -10027418.135174 + Penalty 27395.542484 = -10000022.592691 nChanged 601 SP:Iteration 10Q (1354.840162 sec): 3 clusters Score: Raw -10027750.717699 + Penalty 27395.542484 = -10000355.175216 nChanged 581 SP:Iteration 11Q (1355.007783 sec): 3 clusters Score: Raw -10028038.971087 + Penalty 27395.542484 = -10000643.428603 nChanged 546 SP:Iteration 12Q (1355.165490 sec): 3 clusters Score: Raw -10028320.682848 + Penalty 27395.542484 = -10000925.140364 nChanged 520 SP:Iteration 13Q (1355.341826 sec): 3 clusters Score: Raw -10028618.843417 + Penalty 27395.542484 = -10001223.300934 nChanged 579 SP:Iteration 14Q (1355.512969 sec): 3 clusters Score: Raw -10028929.904869 + Penalty 27395.542484 = -10001534.362385 nChanged 562 SP:Iteration 15Q (1355.679598 sec): 3 clusters Score: Raw -10029248.236318 + Penalty 27395.542484 = -10001852.693834 nChanged 531 SP:Iteration 16Q (1355.837589 sec): 3 clusters Score: Raw -10029547.207749 + Penalty 27395.542484 = -10002151.665265 nChanged 548 SP:Iteration 17Q (1356.013423 sec): 3 clusters Score: Raw -10029875.763823 + Penalty 27395.542484 = -10002480.221340 nChanged 541 SP:Iteration 18Q (1356.187913 sec): 3 clusters Score: Raw -10030218.871900 + Penalty 27395.542484 = -10002823.329416 nChanged 546 SP:Iteration 19Q (1356.358580 sec): 3 clusters Score: Raw -10030549.882398 + Penalty 27395.542484 = -10003154.339915 nChanged 500 SP:Iteration 20F (1356.536619 sec): 3 clusters Score: Raw -10030844.652052 + Penalty 27395.542484 = -10003449.109568 nChanged 465 SP:Iteration 21Q (1356.715491 sec): 3 clusters Score: Raw -10031129.303084 + Penalty 27395.542484 = -10003733.760600 nChanged 436 SP:Iteration 22Q (1356.882479 sec): 3 clusters Score: Raw -10031399.279262 + Penalty 27395.542484 = -10004003.736778 nChanged 387 SP:Iteration 23Q (1357.051751 sec): 3 clusters Score: Raw -10031633.921401 + Penalty 27395.542484 = -10004238.378917 nChanged 321 SP:Iteration 24Q (1357.215680 sec): 3 clusters Score: Raw -10031824.643805 + Penalty 27395.542484 = -10004429.101321 nChanged 272 SP:Iteration 25Q (1357.381533 sec): 3 clusters Score: Raw -10031984.679915 + Penalty 27395.542484 = -10004589.137432 nChanged 225 SP:Iteration 26Q (1357.544785 sec): 3 clusters Score: Raw -10032121.259627 + Penalty 27395.542484 = -10004725.717143 nChanged 213 SP:Iteration 27Q (1357.718652 sec): 3 clusters Score: Raw -10032242.858822 + Penalty 27395.542484 = -10004847.316339 nChanged 178 SP:Iteration 28Q (1357.889497 sec): 3 clusters Score: Raw -10032340.781123 + Penalty 27395.542484 = -10004945.238639 nChanged 144 SP:Iteration 29Q (1358.074485 sec): 3 clusters Score: Raw -10032416.663281 + Penalty 27395.542484 = -10005021.120797 nChanged 126 SP:Iteration 30Q (1358.238118 sec): 3 clusters Score: Raw -10032489.328186 + Penalty 27395.542484 = -10005093.785702 nChanged 107 SP:Iteration 31Q (1358.413594 sec): 3 clusters Score: Raw -10032544.883527 + Penalty 27395.542484 = -10005149.341043 nChanged 96 SP:Iteration 32Q (1358.578204 sec): 3 clusters Score: Raw -10032597.703388 + Penalty 27395.542484 = -10005202.160905 nChanged 86 SP:Iteration 33Q (1358.750024 sec): 3 clusters Score: Raw -10032641.291577 + Penalty 27395.542484 = -10005245.749093 nChanged 75 SP:Iteration 34Q (1358.927311 sec): 3 clusters Score: Raw -10032679.928017 + Penalty 27395.542484 = -10005284.385534 nChanged 74 SP:Iteration 35Q (1359.102304 sec): 3 clusters Score: Raw -10032722.319785 + Penalty 27395.542484 = -10005326.777301 nChanged 67 SP:Iteration 36Q (1359.283863 sec): 3 clusters Score: Raw -10032757.089268 + Penalty 27395.542484 = -10005361.546784 nChanged 63 SP:Iteration 37Q (1359.446567 sec): 3 clusters Score: Raw -10032786.566233 + Penalty 27395.542484 = -10005391.023749 nChanged 44 SP:Iteration 38Q (1359.622930 sec): 3 clusters Score: Raw -10032807.231566 + Penalty 27395.542484 = -10005411.689082 nChanged 41 SP:Iteration 39Q (1359.789593 sec): 3 clusters Score: Raw -10032826.960022 + Penalty 27395.542484 = -10005431.417538 nChanged 27 SP:Iteration 40F (1359.949234 sec): 3 clusters Score: Raw -10032839.731119 + Penalty 27395.542484 = -10005444.188635 nChanged 24 SP:Iteration 41Q (1360.104011 sec): 3 clusters Score: Raw -10032853.164594 + Penalty 27395.542484 = -10005457.622110 nChanged 27 SP:Iteration 42Q (1360.241659 sec): 3 clusters Score: Raw -10032867.524770 + Penalty 27395.542484 = -10005471.982287 nChanged 38 SP:Iteration 43Q (1360.393592 sec): 3 clusters Score: Raw -10032888.615000 + Penalty 27395.542484 = -10005493.072516 nChanged 37 SP:Iteration 44Q (1360.537693 sec): 3 clusters Score: Raw -10032908.569880 + Penalty 27395.542484 = -10005513.027396 nChanged 39 SP:Iteration 45Q (1360.700250 sec): 3 clusters Score: Raw -10032929.802090 + Penalty 27395.542484 = -10005534.259606 nChanged 36 SP:Iteration 46Q (1360.870684 sec): 3 clusters Score: Raw -10032947.316998 + Penalty 27395.542484 = -10005551.774514 nChanged 34 SP:Iteration 47Q (1361.030378 sec): 3 clusters Score: Raw -10032965.401022 + Penalty 27395.542484 = -10005569.858539 nChanged 30 SP:Iteration 48Q (1361.206331 sec): 3 clusters Score: Raw -10032981.788827 + Penalty 27395.542484 = -10005586.246344 nChanged 37 SP:Iteration 49Q (1361.372094 sec): 3 clusters Score: Raw -10033001.324588 + Penalty 27395.542484 = -10005605.782104 nChanged 29 SP:Iteration 50Q (1361.542829 sec): 3 clusters Score: Raw -10033015.875618 + Penalty 27395.542484 = -10005620.333135 nChanged 22 SP:Iteration 51Q (1361.691226 sec): 3 clusters Score: Raw -10033027.155086 + Penalty 27395.542484 = -10005631.612603 nChanged 21 SP:Iteration 52Q (1361.850308 sec): 3 clusters Score: Raw -10033038.309977 + Penalty 27395.542484 = -10005642.767493 nChanged 15 SP:Iteration 53Q (1361.994192 sec): 3 clusters Score: Raw -10033046.746766 + Penalty 27395.542484 = -10005651.204282 nChanged 14 SP:Iteration 54Q (1362.163741 sec): 3 clusters Score: Raw -10033053.840326 + Penalty 27395.542484 = -10005658.297842 nChanged 13 SP:Iteration 55Q (1362.319959 sec): 3 clusters Score: Raw -10033060.088484 + Penalty 27395.542484 = -10005664.546001 nChanged 12 SP:Iteration 56Q (1362.457800 sec): 3 clusters Score: Raw -10033064.542465 + Penalty 27395.542484 = -10005668.999981 nChanged 7 SP:Iteration 57Q (1362.607328 sec): 3 clusters Score: Raw -10033067.972056 + Penalty 27395.542484 = -10005672.429573 nChanged 8 SP:Iteration 58Q (1362.746179 sec): 3 clusters Score: Raw -10033072.800851 + Penalty 27395.542484 = -10005677.258367 nChanged 7 SP:Iteration 59Q (1362.891698 sec): 3 clusters Score: Raw -10033076.191238 + Penalty 27395.542484 = -10005680.648754 nChanged 5 SP:Iteration 60F (1363.048282 sec): 3 clusters Score: Raw -10033078.863203 + Penalty 27395.542484 = -10005683.320719 nChanged 3 SP:Iteration 61Q (1363.206980 sec): 3 clusters Score: Raw -10033079.906839 + Penalty 27395.542484 = -10005684.364356 nChanged 4 SP:Iteration 62Q (1363.377503 sec): 3 clusters Score: Raw -10033081.950381 + Penalty 27395.542484 = -10005686.407898 nChanged 2 SP:Iteration 63Q (1363.534027 sec): 3 clusters Score: Raw -10033082.983479 + Penalty 27395.542484 = -10005687.440995 nChanged 2 SP:Iteration 64Q (1363.707579 sec): 3 clusters Score: Raw -10033084.145643 + Penalty 27395.542484 = -10005688.603159 nChanged 0 SP:Iteration 65F (1363.878435 sec): 3 clusters Score: Raw -10033084.145643 + Penalty 27395.542484 = -10005688.603159 nChanged 0 Trying to split cluster 7 (2643 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1363.916879 sec): 2 clusters Score: Raw -978376.574379 + Penalty 10641.494220 = -967735.080160 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1363.960238 sec): 3 clusters Score: Raw -979181.721844 + Penalty 21282.988439 = -957898.733405 nChanged 547 SP:Iteration 1F (1364.017235 sec): 3 clusters Score: Raw -982521.363466 + Penalty 21282.988439 = -961238.375027 nChanged 363 SP:Iteration 2F (1364.073509 sec): 3 clusters Score: Raw -984540.795855 + Penalty 21282.988439 = -963257.807415 nChanged 268 SP:Iteration 3F (1364.135268 sec): 3 clusters Score: Raw -986486.387627 + Penalty 21282.988439 = -965203.399188 nChanged 213 SP:Iteration 4F (1364.187138 sec): 3 clusters Score: Raw -988423.507784 + Penalty 21282.988439 = -967140.519345 nChanged 152 SP:Iteration 5F (1364.233498 sec): 3 clusters Score: Raw -989704.119433 + Penalty 21282.988439 = -968421.130993 nChanged 111 SP:Iteration 6Q (1364.292106 sec): 3 clusters Score: Raw -990604.153891 + Penalty 21282.988439 = -969321.165451 nChanged 57 SP:Iteration 7Q (1364.338960 sec): 3 clusters Score: Raw -990891.154623 + Penalty 21282.988439 = -969608.166184 nChanged 22 SP:Iteration 8Q (1364.368452 sec): 3 clusters Score: Raw -990981.278455 + Penalty 21282.988439 = -969698.290016 nChanged 6 SP:Iteration 9Q (1364.414838 sec): 3 clusters Score: Raw -990997.561251 + Penalty 21282.988439 = -969714.572812 nChanged 1 SP:Iteration 10Q (1364.461257 sec): 3 clusters Score: Raw -991011.020119 + Penalty 21282.988439 = -969728.031680 nChanged 0 SP:Iteration 11F (1364.506482 sec): 3 clusters Score: Raw -991011.020119 + Penalty 21282.988439 = -969728.031680 nChanged 0 Score: Raw -140003674.386515 + Penalty 207374.290417 = -139796300.096098 Splitting cluster 7 changes total score from -139800946.721678 to -139796300.096098 So it's not getting split. Trying to split cluster 10 (12019 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1372.716935 sec): 2 clusters Score: Raw -4584480.539548 + Penalty 12686.926535 = -4571793.613013 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1372.822862 sec): 3 clusters Score: Raw -4579789.305716 + Penalty 25373.853071 = -4554415.452646 nChanged 3898 SP:Iteration 1F (1372.920578 sec): 3 clusters Score: Raw -4582524.158337 + Penalty 25373.853071 = -4557150.305266 nChanged 925 SP:Iteration 2F (1373.027262 sec): 3 clusters Score: Raw -4583268.077346 + Penalty 25373.853071 = -4557894.224275 nChanged 556 SP:Iteration 3Q (1373.128703 sec): 3 clusters Score: Raw -4583747.362703 + Penalty 25373.853071 = -4558373.509632 nChanged 415 SP:Iteration 4Q (1373.228662 sec): 3 clusters Score: Raw -4584111.734444 + Penalty 25373.853071 = -4558737.881373 nChanged 339 SP:Iteration 5Q (1373.329203 sec): 3 clusters Score: Raw -4584409.140397 + Penalty 25373.853071 = -4559035.287326 nChanged 329 SP:Iteration 6Q (1373.430650 sec): 3 clusters Score: Raw -4584721.659177 + Penalty 25373.853071 = -4559347.806106 nChanged 322 SP:Iteration 7Q (1373.544082 sec): 3 clusters Score: Raw -4585039.118442 + Penalty 25373.853071 = -4559665.265371 nChanged 295 SP:Iteration 8Q (1373.651975 sec): 3 clusters Score: Raw -4585332.881641 + Penalty 25373.853071 = -4559959.028570 nChanged 325 SP:Iteration 9Q (1373.756507 sec): 3 clusters Score: Raw -4585673.805499 + Penalty 25373.853071 = -4560299.952428 nChanged 336 SP:Iteration 10Q (1373.866579 sec): 3 clusters Score: Raw -4586012.198755 + Penalty 25373.853071 = -4560638.345684 nChanged 351 SP:Iteration 11Q (1373.970877 sec): 3 clusters Score: Raw -4586414.341658 + Penalty 25373.853071 = -4561040.488587 nChanged 366 SP:Iteration 12Q (1374.078057 sec): 3 clusters Score: Raw -4586824.682781 + Penalty 25373.853071 = -4561450.829710 nChanged 344 SP:Iteration 13Q (1374.179093 sec): 3 clusters Score: Raw -4587192.419020 + Penalty 25373.853071 = -4561818.565949 nChanged 354 SP:Iteration 14Q (1374.279769 sec): 3 clusters Score: Raw -4587575.547053 + Penalty 25373.853071 = -4562201.693982 nChanged 314 SP:Iteration 15Q (1374.407466 sec): 3 clusters Score: Raw -4587892.469170 + Penalty 25373.853071 = -4562518.616099 nChanged 278 SP:Iteration 16Q (1374.544990 sec): 3 clusters Score: Raw -4588137.626073 + Penalty 25373.853071 = -4562763.773002 nChanged 233 SP:Iteration 17Q (1374.653918 sec): 3 clusters Score: Raw -4588320.819995 + Penalty 25373.853071 = -4562946.966924 nChanged 175 SP:Iteration 18Q (1374.753151 sec): 3 clusters Score: Raw -4588450.081622 + Penalty 25373.853071 = -4563076.228551 nChanged 156 SP:Iteration 19Q (1374.860063 sec): 3 clusters Score: Raw -4588565.984456 + Penalty 25373.853071 = -4563192.131386 nChanged 132 SP:Iteration 20F (1374.967942 sec): 3 clusters Score: Raw -4588656.142215 + Penalty 25373.853071 = -4563282.289145 nChanged 90 SP:Iteration 21Q (1375.076067 sec): 3 clusters Score: Raw -4588719.362130 + Penalty 25373.853071 = -4563345.509060 nChanged 84 SP:Iteration 22Q (1375.182961 sec): 3 clusters Score: Raw -4588776.584507 + Penalty 25373.853071 = -4563402.731436 nChanged 70 SP:Iteration 23Q (1375.287293 sec): 3 clusters Score: Raw -4588817.776531 + Penalty 25373.853071 = -4563443.923460 nChanged 52 SP:Iteration 24Q (1375.391526 sec): 3 clusters Score: Raw -4588848.831113 + Penalty 25373.853071 = -4563474.978042 nChanged 41 SP:Iteration 25Q (1375.486947 sec): 3 clusters Score: Raw -4588872.827393 + Penalty 25373.853071 = -4563498.974322 nChanged 42 SP:Iteration 26Q (1375.606204 sec): 3 clusters Score: Raw -4588895.977843 + Penalty 25373.853071 = -4563522.124772 nChanged 33 SP:Iteration 27Q (1375.706593 sec): 3 clusters Score: Raw -4588912.468196 + Penalty 25373.853071 = -4563538.615125 nChanged 27 SP:Iteration 28Q (1375.811214 sec): 3 clusters Score: Raw -4588925.131985 + Penalty 25373.853071 = -4563551.278914 nChanged 33 SP:Iteration 29Q (1375.903349 sec): 3 clusters Score: Raw -4588940.797629 + Penalty 25373.853071 = -4563566.944558 nChanged 20 SP:Iteration 30Q (1376.002505 sec): 3 clusters Score: Raw -4588951.355681 + Penalty 25373.853071 = -4563577.502610 nChanged 20 SP:Iteration 31Q (1376.107137 sec): 3 clusters Score: Raw -4588959.695060 + Penalty 25373.853071 = -4563585.841989 nChanged 13 SP:Iteration 32Q (1376.210499 sec): 3 clusters Score: Raw -4588967.007297 + Penalty 25373.853071 = -4563593.154226 nChanged 11 SP:Iteration 33Q (1376.316749 sec): 3 clusters Score: Raw -4588973.735914 + Penalty 25373.853071 = -4563599.882843 nChanged 8 SP:Iteration 34Q (1376.420860 sec): 3 clusters Score: Raw -4588978.214873 + Penalty 25373.853071 = -4563604.361802 nChanged 11 SP:Iteration 35Q (1376.525581 sec): 3 clusters Score: Raw -4588986.508149 + Penalty 25373.853071 = -4563612.655078 nChanged 16 SP:Iteration 36Q (1376.627360 sec): 3 clusters Score: Raw -4588994.363670 + Penalty 25373.853071 = -4563620.510600 nChanged 7 SP:Iteration 37Q (1376.727247 sec): 3 clusters Score: Raw -4588999.340574 + Penalty 25373.853071 = -4563625.487503 nChanged 9 SP:Iteration 38Q (1376.839616 sec): 3 clusters Score: Raw -4589004.851106 + Penalty 25373.853071 = -4563630.998035 nChanged 9 SP:Iteration 39Q (1376.930493 sec): 3 clusters Score: Raw -4589008.513642 + Penalty 25373.853071 = -4563634.660571 nChanged 8 SP:Iteration 40F (1377.040843 sec): 3 clusters Score: Raw -4589013.068670 + Penalty 25373.853071 = -4563639.215599 nChanged 10 SP:Iteration 41Q (1377.139202 sec): 3 clusters Score: Raw -4589017.633657 + Penalty 25373.853071 = -4563643.780586 nChanged 6 SP:Iteration 42Q (1377.226902 sec): 3 clusters Score: Raw -4589020.615024 + Penalty 25373.853071 = -4563646.761953 nChanged 9 SP:Iteration 43Q (1377.326904 sec): 3 clusters Score: Raw -4589024.905741 + Penalty 25373.853071 = -4563651.052670 nChanged 10 SP:Iteration 44Q (1377.415054 sec): 3 clusters Score: Raw -4589030.024608 + Penalty 25373.853071 = -4563656.171537 nChanged 11 SP:Iteration 45Q (1377.508337 sec): 3 clusters Score: Raw -4589035.136071 + Penalty 25373.853071 = -4563661.283001 nChanged 13 SP:Iteration 46Q (1377.605168 sec): 3 clusters Score: Raw -4589041.621594 + Penalty 25373.853071 = -4563667.768523 nChanged 12 SP:Iteration 47Q (1377.704127 sec): 3 clusters Score: Raw -4589047.767872 + Penalty 25373.853071 = -4563673.914801 nChanged 13 SP:Iteration 48Q (1377.804908 sec): 3 clusters Score: Raw -4589054.166609 + Penalty 25373.853071 = -4563680.313538 nChanged 7 SP:Iteration 49Q (1377.899577 sec): 3 clusters Score: Raw -4589057.305272 + Penalty 25373.853071 = -4563683.452201 nChanged 4 SP:Iteration 50Q (1377.994583 sec): 3 clusters Score: Raw -4589059.503770 + Penalty 25373.853071 = -4563685.650699 nChanged 6 SP:Iteration 51Q (1378.091769 sec): 3 clusters Score: Raw -4589062.035261 + Penalty 25373.853071 = -4563688.182190 nChanged 3 SP:Iteration 52Q (1378.177167 sec): 3 clusters Score: Raw -4589063.842414 + Penalty 25373.853071 = -4563689.989343 nChanged 4 SP:Iteration 53Q (1378.274391 sec): 3 clusters Score: Raw -4589065.643046 + Penalty 25373.853071 = -4563691.789975 nChanged 4 SP:Iteration 54Q (1378.370366 sec): 3 clusters Score: Raw -4589067.279394 + Penalty 25373.853071 = -4563693.426323 nChanged 1 SP:Iteration 55Q (1378.459159 sec): 3 clusters Score: Raw -4589067.846535 + Penalty 25373.853071 = -4563693.993464 nChanged 2 SP:Iteration 56Q (1378.565823 sec): 3 clusters Score: Raw -4589068.740750 + Penalty 25373.853071 = -4563694.887679 nChanged 2 SP:Iteration 57Q (1378.648147 sec): 3 clusters Score: Raw -4589069.443692 + Penalty 25373.853071 = -4563695.590621 nChanged 3 SP:Iteration 58Q (1378.747815 sec): 3 clusters Score: Raw -4589070.773472 + Penalty 25373.853071 = -4563696.920401 nChanged 4 SP:Iteration 59Q (1378.836394 sec): 3 clusters Score: Raw -4589072.328014 + Penalty 25373.853071 = -4563698.474943 nChanged 5 SP:Iteration 60F (1378.937183 sec): 3 clusters Score: Raw -4589075.104740 + Penalty 25373.853071 = -4563701.251669 nChanged 5 SP:Iteration 61Q (1379.018618 sec): 3 clusters Score: Raw -4589078.156622 + Penalty 25373.853071 = -4563704.303551 nChanged 2 SP:Iteration 62Q (1379.119168 sec): 3 clusters Score: Raw -4589079.202960 + Penalty 25373.853071 = -4563705.349889 nChanged 5 SP:Iteration 63Q (1379.207372 sec): 3 clusters Score: Raw -4589081.779248 + Penalty 25373.853071 = -4563707.926177 nChanged 3 SP:Iteration 64Q (1379.307644 sec): 3 clusters Score: Raw -4589084.159296 + Penalty 25373.853071 = -4563710.306225 nChanged 3 SP:Iteration 65Q (1379.404462 sec): 3 clusters Score: Raw -4589085.577178 + Penalty 25373.853071 = -4563711.724107 nChanged 3 SP:Iteration 66Q (1379.495458 sec): 3 clusters Score: Raw -4589087.327036 + Penalty 25373.853071 = -4563713.473965 nChanged 3 SP:Iteration 67Q (1379.585553 sec): 3 clusters Score: Raw -4589089.374739 + Penalty 25373.853071 = -4563715.521668 nChanged 2 SP:Iteration 68Q (1379.668501 sec): 3 clusters Score: Raw -4589090.213895 + Penalty 25373.853071 = -4563716.360824 nChanged 0 SP:Iteration 69F (1379.774306 sec): 3 clusters Score: Raw -4589090.213895 + Penalty 25373.853071 = -4563716.360824 nChanged 0 Trying to split cluster 11 (1271 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1379.799515 sec): 2 clusters Score: Raw -464315.605128 + Penalty 9652.778796 = -454662.826332 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1379.847714 sec): 3 clusters Score: Raw -466100.168704 + Penalty 19305.557591 = -446794.611113 nChanged 202 SP:Iteration 1F (1379.884249 sec): 3 clusters Score: Raw -468307.774909 + Penalty 19305.557591 = -449002.217318 nChanged 70 SP:Iteration 2F (1379.936371 sec): 3 clusters Score: Raw -468941.293525 + Penalty 19305.557591 = -449635.735934 nChanged 67 SP:Iteration 3F (1379.977439 sec): 3 clusters Score: Raw -469483.919405 + Penalty 19305.557591 = -450178.361813 nChanged 99 SP:Iteration 4F (1380.027526 sec): 3 clusters Score: Raw -470286.567873 + Penalty 19305.557591 = -450981.010281 nChanged 79 SP:Iteration 5F (1380.076788 sec): 3 clusters Score: Raw -471148.099815 + Penalty 19305.557591 = -451842.542223 nChanged 81 SP:Iteration 6F (1380.113506 sec): 3 clusters Score: Raw -472209.732913 + Penalty 19305.557591 = -452904.175322 nChanged 81 SP:Iteration 7F (1380.157178 sec): 3 clusters Score: Raw -473856.787139 + Penalty 19305.557591 = -454551.229547 nChanged 58 SP:Iteration 8Q (1380.209384 sec): 3 clusters Score: Raw -475936.258356 + Penalty 19305.557591 = -456630.700764 nChanged 42 SP:Iteration 9Q (1380.244816 sec): 3 clusters Score: Raw -480161.871901 + Penalty 19305.557591 = -460856.314309 nChanged 12 Unmasked E-step: Deleting class 1 (179 points): covariance matrix is singular SP:Iteration 10Q (1380.278596 sec): 3 clusters Score: Raw -480183.051096 + Penalty 19305.557591 = -460877.493505 nChanged 0 SP:Iteration 11F (1380.303370 sec): 2 clusters Score: Raw -442456.821453 + Penalty 9652.778796 = -432804.042657 nChanged 179 SP:Iteration 12F (1380.318501 sec): 2 clusters Score: Raw -464315.605128 + Penalty 9652.778796 = -454662.826332 nChanged 0 Trying to split cluster 13 (9791 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1380.380013 sec): 2 clusters Score: Raw -3598571.363804 + Penalty 12410.040091 = -3586161.323713 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1380.461304 sec): 3 clusters Score: Raw -3595442.971233 + Penalty 24820.080182 = -3570622.891051 nChanged 3124 SP:Iteration 1F (1380.550387 sec): 3 clusters Score: Raw -3599668.927064 + Penalty 24820.080182 = -3574848.846881 nChanged 1413 SP:Iteration 2F (1380.629984 sec): 3 clusters Score: Raw -3604579.484062 + Penalty 24820.080182 = -3579759.403879 nChanged 1424 SP:Iteration 3F (1380.716367 sec): 3 clusters Score: Raw -3609585.615025 + Penalty 24820.080182 = -3584765.534843 nChanged 899 SP:Iteration 4F (1380.790319 sec): 3 clusters Score: Raw -3611580.367674 + Penalty 24820.080182 = -3586760.287492 nChanged 358 SP:Iteration 5Q (1380.868188 sec): 3 clusters Score: Raw -3612197.324287 + Penalty 24820.080182 = -3587377.244105 nChanged 186 SP:Iteration 6Q (1380.943077 sec): 3 clusters Score: Raw -3612551.430205 + Penalty 24820.080182 = -3587731.350023 nChanged 138 SP:Iteration 7Q (1381.017109 sec): 3 clusters Score: Raw -3612898.261729 + Penalty 24820.080182 = -3588078.181546 nChanged 82 SP:Iteration 8Q (1381.092657 sec): 3 clusters Score: Raw -3613102.655020 + Penalty 24820.080182 = -3588282.574838 nChanged 31 SP:Iteration 9Q (1381.171181 sec): 3 clusters Score: Raw -3613146.984422 + Penalty 24820.080182 = -3588326.904240 nChanged 20 SP:Iteration 10Q (1381.258075 sec): 3 clusters Score: Raw -3613167.618290 + Penalty 24820.080182 = -3588347.538107 nChanged 11 SP:Iteration 11Q (1381.333369 sec): 3 clusters Score: Raw -3613183.403471 + Penalty 24820.080182 = -3588363.323289 nChanged 8 SP:Iteration 12Q (1381.399549 sec): 3 clusters Score: Raw -3613188.601420 + Penalty 24820.080182 = -3588368.521238 nChanged 4 SP:Iteration 13Q (1381.476390 sec): 3 clusters Score: Raw -3613190.974413 + Penalty 24820.080182 = -3588370.894231 nChanged 1 SP:Iteration 14Q (1381.548090 sec): 3 clusters Score: Raw -3613191.893897 + Penalty 24820.080182 = -3588371.813715 nChanged 1 SP:Iteration 15Q (1381.621842 sec): 3 clusters Score: Raw -3613192.813548 + Penalty 24820.080182 = -3588372.733365 nChanged 0 SP:Iteration 16F (1381.715166 sec): 3 clusters Score: Raw -3613192.813548 + Penalty 24820.080182 = -3588372.733365 nChanged 0 Score: Raw -140005661.390519 + Penalty 207374.290417 = -139798287.100101 Splitting cluster 13 changes total score from -139800946.721678 to -139798287.100101 So it's not getting split. Trying to split cluster 15 (365 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1389.737456 sec): 2 clusters Score: Raw -124201.890386 + Penalty 7967.811376 = -116234.079010 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1389.783013 sec): 3 clusters Score: Raw -127804.547540 + Penalty 15935.622752 = -111868.924788 nChanged 45 SP:Iteration 1F (1389.829210 sec): 3 clusters Score: Raw -128425.409131 + Penalty 15935.622752 = -112489.786379 nChanged 6 SP:Iteration 2Q (1389.886012 sec): 3 clusters Score: Raw -128569.193282 + Penalty 15935.622752 = -112633.570530 nChanged 1 SP:Iteration 3Q (1389.930457 sec): 3 clusters Score: Raw -128611.268826 + Penalty 15935.622752 = -112675.646074 nChanged 0 SP:Iteration 4F (1389.977972 sec): 3 clusters Score: Raw -128611.268826 + Penalty 15935.622752 = -112675.646074 nChanged 0 Trying to split cluster 16 (127596 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1390.504507 sec): 2 clusters Score: Raw -50211253.265381 + Penalty 15877.321119 = -50195375.944262 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1391.188074 sec): 3 clusters Score: Raw -50136012.901363 + Penalty 31754.642238 = -50104258.259124 nChanged 56749 SP:Iteration 1F (1391.880206 sec): 3 clusters Score: Raw -50167302.086422 + Penalty 31754.642238 = -50135547.444184 nChanged 6734 SP:Iteration 2F (1392.568650 sec): 3 clusters Score: Raw -50170046.285007 + Penalty 31754.642238 = -50138291.642769 nChanged 6372 SP:Iteration 3Q (1393.289707 sec): 3 clusters Score: Raw -50172934.452249 + Penalty 31754.642238 = -50141179.810011 nChanged 6444 SP:Iteration 4F (1393.990739 sec): 3 clusters Score: Raw -50176414.865386 + Penalty 31754.642238 = -50144660.223148 nChanged 7134 SP:Iteration 5F (1394.684102 sec): 3 clusters Score: Raw -50180910.121650 + Penalty 31754.642238 = -50149155.479411 nChanged 7864 SP:Iteration 6F (1395.299920 sec): 3 clusters Score: Raw -50186394.543250 + Penalty 31754.642238 = -50154639.901012 nChanged 8224 SP:Iteration 7F (1395.996542 sec): 3 clusters Score: Raw -50192132.817409 + Penalty 31754.642238 = -50160378.175171 nChanged 7747 SP:Iteration 8F (1396.682651 sec): 3 clusters Score: Raw -50197192.447303 + Penalty 31754.642238 = -50165437.805064 nChanged 6689 SP:Iteration 9F (1397.413516 sec): 3 clusters Score: Raw -50201013.485963 + Penalty 31754.642238 = -50169258.843725 nChanged 5406 SP:Iteration 10Q (1398.125982 sec): 3 clusters Score: Raw -50203639.922209 + Penalty 31754.642238 = -50171885.279971 nChanged 4226 SP:Iteration 11Q (1398.839883 sec): 3 clusters Score: Raw -50205395.714718 + Penalty 31754.642238 = -50173641.072480 nChanged 3276 SP:Iteration 12Q (1399.529633 sec): 3 clusters Score: Raw -50206576.393396 + Penalty 31754.642238 = -50174821.751157 nChanged 2673 SP:Iteration 13Q (1400.229061 sec): 3 clusters Score: Raw -50207415.726197 + Penalty 31754.642238 = -50175661.083959 nChanged 2197 SP:Iteration 14Q (1400.951012 sec): 3 clusters Score: Raw -50208033.965947 + Penalty 31754.642238 = -50176279.323709 nChanged 1809 SP:Iteration 15Q (1401.657426 sec): 3 clusters Score: Raw -50208466.848077 + Penalty 31754.642238 = -50176712.205839 nChanged 1477 SP:Iteration 16Q (1402.287466 sec): 3 clusters Score: Raw -50208792.763521 + Penalty 31754.642238 = -50177038.121283 nChanged 1237 SP:Iteration 17Q (1402.972199 sec): 3 clusters Score: Raw -50209045.904198 + Penalty 31754.642238 = -50177291.261960 nChanged 1116 SP:Iteration 18Q (1403.658736 sec): 3 clusters Score: Raw -50209251.761181 + Penalty 31754.642238 = -50177497.118943 nChanged 981 SP:Iteration 19Q (1404.277967 sec): 3 clusters Score: Raw -50209428.809304 + Penalty 31754.642238 = -50177674.167066 nChanged 937 SP:Iteration 20F (1404.916594 sec): 3 clusters Score: Raw -50209588.201225 + Penalty 31754.642238 = -50177833.558987 nChanged 846 SP:Iteration 21Q (1405.546450 sec): 3 clusters Score: Raw -50209728.334110 + Penalty 31754.642238 = -50177973.691872 nChanged 816 SP:Iteration 22Q (1406.220560 sec): 3 clusters Score: Raw -50209857.200957 + Penalty 31754.642238 = -50178102.558719 nChanged 793 SP:Iteration 23Q (1406.849967 sec): 3 clusters Score: Raw -50209980.729161 + Penalty 31754.642238 = -50178226.086923 nChanged 735 SP:Iteration 24Q (1407.503560 sec): 3 clusters Score: Raw -50210094.474005 + Penalty 31754.642238 = -50178339.831767 nChanged 722 SP:Iteration 25Q (1408.120903 sec): 3 clusters Score: Raw -50210199.783895 + Penalty 31754.642238 = -50178445.141656 nChanged 678 SP:Iteration 26Q (1408.775196 sec): 3 clusters Score: Raw -50210299.871076 + Penalty 31754.642238 = -50178545.228838 nChanged 680 SP:Iteration 27Q (1409.475016 sec): 3 clusters Score: Raw -50210406.117262 + Penalty 31754.642238 = -50178651.475024 nChanged 703 SP:Iteration 28Q (1410.121379 sec): 3 clusters Score: Raw -50210510.747159 + Penalty 31754.642238 = -50178756.104921 nChanged 656 SP:Iteration 29Q (1410.731375 sec): 3 clusters Score: Raw -50210606.347420 + Penalty 31754.642238 = -50178851.705182 nChanged 615 SP:Iteration 30Q (1411.409570 sec): 3 clusters Score: Raw -50210694.726943 + Penalty 31754.642238 = -50178940.084705 nChanged 626 SP:Iteration 31Q (1412.055044 sec): 3 clusters Score: Raw -50210780.956750 + Penalty 31754.642238 = -50179026.314512 nChanged 611 SP:Iteration 32Q (1412.682496 sec): 3 clusters Score: Raw -50210861.002891 + Penalty 31754.642238 = -50179106.360653 nChanged 550 SP:Iteration 33Q (1413.348688 sec): 3 clusters Score: Raw -50210935.254872 + Penalty 31754.642238 = -50179180.612634 nChanged 544 SP:Iteration 34Q (1414.009833 sec): 3 clusters Score: Raw -50211007.898651 + Penalty 31754.642238 = -50179253.256412 nChanged 547 SP:Iteration 35Q (1414.651984 sec): 3 clusters Score: Raw -50211081.201966 + Penalty 31754.642238 = -50179326.559728 nChanged 511 SP:Iteration 36Q (1415.234375 sec): 3 clusters Score: Raw -50211147.107437 + Penalty 31754.642238 = -50179392.465198 nChanged 530 SP:Iteration 37Q (1415.846465 sec): 3 clusters Score: Raw -50211216.425695 + Penalty 31754.642238 = -50179461.783457 nChanged 512 SP:Iteration 38Q (1416.413529 sec): 3 clusters Score: Raw -50211284.556870 + Penalty 31754.642238 = -50179529.914632 nChanged 518 SP:Iteration 39Q (1417.058097 sec): 3 clusters Score: Raw -50211352.478167 + Penalty 31754.642238 = -50179597.835929 nChanged 464 SP:Iteration 40F (1417.716719 sec): 3 clusters Score: Raw -50211409.294457 + Penalty 31754.642238 = -50179654.652219 nChanged 451 SP:Iteration 41Q (1418.323065 sec): 3 clusters Score: Raw -50211464.233394 + Penalty 31754.642238 = -50179709.591156 nChanged 414 SP:Iteration 42Q (1418.890650 sec): 3 clusters Score: Raw -50211517.626180 + Penalty 31754.642238 = -50179762.983942 nChanged 457 SP:Iteration 43Q (1419.536887 sec): 3 clusters Score: Raw -50211572.973984 + Penalty 31754.642238 = -50179818.331746 nChanged 419 SP:Iteration 44Q (1420.180087 sec): 3 clusters Score: Raw -50211627.162158 + Penalty 31754.642238 = -50179872.519920 nChanged 464 SP:Iteration 45Q (1420.763190 sec): 3 clusters Score: Raw -50211682.214789 + Penalty 31754.642238 = -50179927.572550 nChanged 437 SP:Iteration 46Q (1421.364782 sec): 3 clusters Score: Raw -50211734.706997 + Penalty 31754.642238 = -50179980.064759 nChanged 416 SP:Iteration 47Q (1421.979436 sec): 3 clusters Score: Raw -50211783.520628 + Penalty 31754.642238 = -50180028.878390 nChanged 393 SP:Iteration 48Q (1422.628874 sec): 3 clusters Score: Raw -50211829.579813 + Penalty 31754.642238 = -50180074.937575 nChanged 390 SP:Iteration 49Q (1423.198065 sec): 3 clusters Score: Raw -50211872.720076 + Penalty 31754.642238 = -50180118.077837 nChanged 344 SP:Iteration 50Q (1423.789631 sec): 3 clusters Score: Raw -50211909.263250 + Penalty 31754.642238 = -50180154.621012 nChanged 320 SP:Iteration 51Q (1424.327632 sec): 3 clusters Score: Raw -50211943.884241 + Penalty 31754.642238 = -50180189.242002 nChanged 309 SP:Iteration 52Q (1424.859829 sec): 3 clusters Score: Raw -50211977.246888 + Penalty 31754.642238 = -50180222.604650 nChanged 288 SP:Iteration 53Q (1425.424844 sec): 3 clusters Score: Raw -50212009.381581 + Penalty 31754.642238 = -50180254.739342 nChanged 281 SP:Iteration 54Q (1425.986094 sec): 3 clusters Score: Raw -50212041.542331 + Penalty 31754.642238 = -50180286.900093 nChanged 315 SP:Iteration 55Q (1426.549544 sec): 3 clusters Score: Raw -50212077.283569 + Penalty 31754.642238 = -50180322.641331 nChanged 320 SP:Iteration 56Q (1427.111893 sec): 3 clusters Score: Raw -50212114.931507 + Penalty 31754.642238 = -50180360.289269 nChanged 326 SP:Iteration 57Q (1427.679635 sec): 3 clusters Score: Raw -50212155.668170 + Penalty 31754.642238 = -50180401.025932 nChanged 331 SP:Iteration 58Q (1428.316506 sec): 3 clusters Score: Raw -50212196.019021 + Penalty 31754.642238 = -50180441.376783 nChanged 322 SP:Iteration 59Q (1428.957858 sec): 3 clusters Score: Raw -50212233.831375 + Penalty 31754.642238 = -50180479.189137 nChanged 316 SP:Iteration 60F (1429.626586 sec): 3 clusters Score: Raw -50212269.705093 + Penalty 31754.642238 = -50180515.062854 nChanged 320 SP:Iteration 61Q (1430.270732 sec): 3 clusters Score: Raw -50212307.264483 + Penalty 31754.642238 = -50180552.622245 nChanged 298 SP:Iteration 62Q (1430.830042 sec): 3 clusters Score: Raw -50212338.509719 + Penalty 31754.642238 = -50180583.867481 nChanged 301 SP:Iteration 63Q (1431.415675 sec): 3 clusters Score: Raw -50212371.970638 + Penalty 31754.642238 = -50180617.328400 nChanged 302 SP:Iteration 64Q (1432.037986 sec): 3 clusters Score: Raw -50212405.727606 + Penalty 31754.642238 = -50180651.085368 nChanged 297 SP:Iteration 65Q (1432.661357 sec): 3 clusters Score: Raw -50212437.335069 + Penalty 31754.642238 = -50180682.692831 nChanged 287 SP:Iteration 66Q (1433.291035 sec): 3 clusters Score: Raw -50212468.813200 + Penalty 31754.642238 = -50180714.170962 nChanged 281 SP:Iteration 67Q (1433.931466 sec): 3 clusters Score: Raw -50212499.952908 + Penalty 31754.642238 = -50180745.310670 nChanged 271 SP:Iteration 68Q (1434.581292 sec): 3 clusters Score: Raw -50212531.374519 + Penalty 31754.642238 = -50180776.732281 nChanged 304 SP:Iteration 69Q (1435.225376 sec): 3 clusters Score: Raw -50212568.246163 + Penalty 31754.642238 = -50180813.603925 nChanged 340 SP:Iteration 70Q (1435.864665 sec): 3 clusters Score: Raw -50212608.673081 + Penalty 31754.642238 = -50180854.030843 nChanged 318 SP:Iteration 71Q (1436.452226 sec): 3 clusters Score: Raw -50212646.873984 + Penalty 31754.642238 = -50180892.231746 nChanged 337 SP:Iteration 72Q (1437.105710 sec): 3 clusters Score: Raw -50212690.034431 + Penalty 31754.642238 = -50180935.392193 nChanged 364 SP:Iteration 73Q (1437.686081 sec): 3 clusters Score: Raw -50212734.566599 + Penalty 31754.642238 = -50180979.924361 nChanged 341 SP:Iteration 74Q (1438.327954 sec): 3 clusters Score: Raw -50212776.281341 + Penalty 31754.642238 = -50181021.639103 nChanged 343 SP:Iteration 75Q (1438.980950 sec): 3 clusters Score: Raw -50212821.839968 + Penalty 31754.642238 = -50181067.197730 nChanged 333 SP:Iteration 76Q (1439.550060 sec): 3 clusters Score: Raw -50212864.361702 + Penalty 31754.642238 = -50181109.719464 nChanged 316 SP:Iteration 77Q (1440.145519 sec): 3 clusters Score: Raw -50212904.824125 + Penalty 31754.642238 = -50181150.181886 nChanged 313 SP:Iteration 78Q (1440.743773 sec): 3 clusters Score: Raw -50212944.304775 + Penalty 31754.642238 = -50181189.662537 nChanged 301 SP:Iteration 79Q (1441.315541 sec): 3 clusters Score: Raw -50212984.013211 + Penalty 31754.642238 = -50181229.370973 nChanged 308 SP:Iteration 80F (1441.962924 sec): 3 clusters Score: Raw -50213028.142171 + Penalty 31754.642238 = -50181273.499933 nChanged 359 SP:Iteration 81Q (1442.538744 sec): 3 clusters Score: Raw -50213076.698026 + Penalty 31754.642238 = -50181322.055788 nChanged 335 SP:Iteration 82Q (1443.117375 sec): 3 clusters Score: Raw -50213125.075057 + Penalty 31754.642238 = -50181370.432819 nChanged 357 SP:Iteration 83Q (1443.722667 sec): 3 clusters Score: Raw -50213175.000596 + Penalty 31754.642238 = -50181420.358358 nChanged 361 SP:Iteration 84Q (1444.296840 sec): 3 clusters Score: Raw -50213226.845939 + Penalty 31754.642238 = -50181472.203700 nChanged 375 SP:Iteration 85Q (1444.882399 sec): 3 clusters Score: Raw -50213278.607392 + Penalty 31754.642238 = -50181523.965154 nChanged 366 SP:Iteration 86Q (1445.512227 sec): 3 clusters Score: Raw -50213332.146308 + Penalty 31754.642238 = -50181577.504070 nChanged 371 SP:Iteration 87Q (1446.082726 sec): 3 clusters Score: Raw -50213383.622422 + Penalty 31754.642238 = -50181628.980184 nChanged 353 SP:Iteration 88Q (1446.715949 sec): 3 clusters Score: Raw -50213434.261128 + Penalty 31754.642238 = -50181679.618890 nChanged 366 SP:Iteration 89Q (1447.297286 sec): 3 clusters Score: Raw -50213487.314321 + Penalty 31754.642238 = -50181732.672083 nChanged 347 SP:Iteration 90Q (1447.930545 sec): 3 clusters Score: Raw -50213536.641265 + Penalty 31754.642238 = -50181781.999027 nChanged 336 SP:Iteration 91Q (1448.570473 sec): 3 clusters Score: Raw -50213584.898393 + Penalty 31754.642238 = -50181830.256155 nChanged 344 SP:Iteration 92Q (1449.155622 sec): 3 clusters Score: Raw -50213632.893060 + Penalty 31754.642238 = -50181878.250821 nChanged 294 SP:Iteration 93Q (1449.729317 sec): 3 clusters Score: Raw -50213671.349966 + Penalty 31754.642238 = -50181916.707728 nChanged 295 SP:Iteration 94Q (1450.300641 sec): 3 clusters Score: Raw -50213711.744315 + Penalty 31754.642238 = -50181957.102076 nChanged 294 SP:Iteration 95Q (1450.903483 sec): 3 clusters Score: Raw -50213755.035999 + Penalty 31754.642238 = -50182000.393760 nChanged 315 SP:Iteration 96Q (1451.519767 sec): 3 clusters Score: Raw -50213801.193318 + Penalty 31754.642238 = -50182046.551080 nChanged 324 SP:Iteration 97Q (1452.090628 sec): 3 clusters Score: Raw -50213841.628776 + Penalty 31754.642238 = -50182086.986538 nChanged 246 SP:Iteration 98Q (1452.694784 sec): 3 clusters Score: Raw -50213872.926168 + Penalty 31754.642238 = -50182118.283930 nChanged 245 SP:Iteration 99Q (1453.305065 sec): 3 clusters Score: Raw -50213905.602068 + Penalty 31754.642238 = -50182150.959830 nChanged 232 SP:Iteration 100F (1453.938167 sec): 3 clusters Score: Raw -50213939.056518 + Penalty 31754.642238 = -50182184.414279 nChanged 241 SP:Iteration 101Q (1454.542660 sec): 3 clusters Score: Raw -50213970.365896 + Penalty 31754.642238 = -50182215.723658 nChanged 228 SP:Iteration 102Q (1455.079458 sec): 3 clusters Score: Raw -50213999.299383 + Penalty 31754.642238 = -50182244.657144 nChanged 224 SP:Iteration 103Q (1455.626438 sec): 3 clusters Score: Raw -50214026.736193 + Penalty 31754.642238 = -50182272.093955 nChanged 220 SP:Iteration 104Q (1456.157641 sec): 3 clusters Score: Raw -50214051.951521 + Penalty 31754.642238 = -50182297.309283 nChanged 206 SP:Iteration 105Q (1456.700842 sec): 3 clusters Score: Raw -50214078.642761 + Penalty 31754.642238 = -50182324.000522 nChanged 216 SP:Iteration 106Q (1457.245103 sec): 3 clusters Score: Raw -50214106.602247 + Penalty 31754.642238 = -50182351.960009 nChanged 202 SP:Iteration 107Q (1457.818163 sec): 3 clusters Score: Raw -50214133.930807 + Penalty 31754.642238 = -50182379.288568 nChanged 209 SP:Iteration 108Q (1458.359892 sec): 3 clusters Score: Raw -50214160.478613 + Penalty 31754.642238 = -50182405.836375 nChanged 218 SP:Iteration 109Q (1458.898041 sec): 3 clusters Score: Raw -50214187.048804 + Penalty 31754.642238 = -50182432.406566 nChanged 226 SP:Iteration 110Q (1459.432898 sec): 3 clusters Score: Raw -50214215.784684 + Penalty 31754.642238 = -50182461.142446 nChanged 229 SP:Iteration 111Q (1459.968574 sec): 3 clusters Score: Raw -50214244.758433 + Penalty 31754.642238 = -50182490.116195 nChanged 200 SP:Iteration 112Q (1460.513296 sec): 3 clusters Score: Raw -50214270.146762 + Penalty 31754.642238 = -50182515.504524 nChanged 207 SP:Iteration 113Q (1461.050913 sec): 3 clusters Score: Raw -50214298.748211 + Penalty 31754.642238 = -50182544.105973 nChanged 214 SP:Iteration 114Q (1461.680923 sec): 3 clusters Score: Raw -50214327.306491 + Penalty 31754.642238 = -50182572.664253 nChanged 199 SP:Iteration 115Q (1462.272401 sec): 3 clusters Score: Raw -50214350.378517 + Penalty 31754.642238 = -50182595.736279 nChanged 161 SP:Iteration 116Q (1462.854938 sec): 3 clusters Score: Raw -50214371.569473 + Penalty 31754.642238 = -50182616.927235 nChanged 161 SP:Iteration 117Q (1463.435638 sec): 3 clusters Score: Raw -50214395.683824 + Penalty 31754.642238 = -50182641.041585 nChanged 195 SP:Iteration 118Q (1464.064730 sec): 3 clusters Score: Raw -50214423.210465 + Penalty 31754.642238 = -50182668.568227 nChanged 185 SP:Iteration 119Q (1464.699285 sec): 3 clusters Score: Raw -50214448.054758 + Penalty 31754.642238 = -50182693.412519 nChanged 198 SP:Iteration 120F (1465.371213 sec): 3 clusters Score: Raw -50214475.958445 + Penalty 31754.642238 = -50182721.316207 nChanged 211 SP:Iteration 121Q (1465.923638 sec): 3 clusters Score: Raw -50214504.339064 + Penalty 31754.642238 = -50182749.696825 nChanged 188 SP:Iteration 122Q (1466.465931 sec): 3 clusters Score: Raw -50214528.848257 + Penalty 31754.642238 = -50182774.206019 nChanged 193 SP:Iteration 123Q (1467.085141 sec): 3 clusters Score: Raw -50214556.932173 + Penalty 31754.642238 = -50182802.289935 nChanged 211 SP:Iteration 124Q (1467.705597 sec): 3 clusters Score: Raw -50214587.343108 + Penalty 31754.642238 = -50182832.700870 nChanged 212 SP:Iteration 125Q (1468.326171 sec): 3 clusters Score: Raw -50214616.835509 + Penalty 31754.642238 = -50182862.193271 nChanged 192 SP:Iteration 126Q (1468.937354 sec): 3 clusters Score: Raw -50214643.758832 + Penalty 31754.642238 = -50182889.116594 nChanged 194 SP:Iteration 127Q (1469.470985 sec): 3 clusters Score: Raw -50214670.793132 + Penalty 31754.642238 = -50182916.150894 nChanged 194 SP:Iteration 128Q (1470.018131 sec): 3 clusters Score: Raw -50214699.848447 + Penalty 31754.642238 = -50182945.206209 nChanged 189 SP:Iteration 129Q (1470.577803 sec): 3 clusters Score: Raw -50214726.978140 + Penalty 31754.642238 = -50182972.335902 nChanged 177 SP:Iteration 130Q (1471.178248 sec): 3 clusters Score: Raw -50214754.906669 + Penalty 31754.642238 = -50183000.264431 nChanged 201 SP:Iteration 131Q (1471.776670 sec): 3 clusters Score: Raw -50214788.487431 + Penalty 31754.642238 = -50183033.845193 nChanged 206 SP:Iteration 132Q (1472.343785 sec): 3 clusters Score: Raw -50214824.966215 + Penalty 31754.642238 = -50183070.323977 nChanged 226 SP:Iteration 133Q (1472.961672 sec): 3 clusters Score: Raw -50214868.754873 + Penalty 31754.642238 = -50183114.112635 nChanged 259 SP:Iteration 134Q (1473.505654 sec): 3 clusters Score: Raw -50214916.944292 + Penalty 31754.642238 = -50183162.302054 nChanged 282 SP:Iteration 135Q (1474.129539 sec): 3 clusters Score: Raw -50214968.910305 + Penalty 31754.642238 = -50183214.268067 nChanged 254 SP:Iteration 136Q (1474.674177 sec): 3 clusters Score: Raw -50215018.652951 + Penalty 31754.642238 = -50183264.010713 nChanged 269 SP:Iteration 137Q (1475.277952 sec): 3 clusters Score: Raw -50215074.745370 + Penalty 31754.642238 = -50183320.103131 nChanged 294 SP:Iteration 138Q (1475.902476 sec): 3 clusters Score: Raw -50215137.861105 + Penalty 31754.642238 = -50183383.218867 nChanged 324 SP:Iteration 139Q (1476.524491 sec): 3 clusters Score: Raw -50215208.132130 + Penalty 31754.642238 = -50183453.489892 nChanged 333 SP:Iteration 140F (1477.170324 sec): 3 clusters Score: Raw -50215285.929336 + Penalty 31754.642238 = -50183531.287098 nChanged 356 SP:Iteration 141Q (1477.813483 sec): 3 clusters Score: Raw -50215371.470696 + Penalty 31754.642238 = -50183616.828458 nChanged 387 SP:Iteration 142Q (1478.405049 sec): 3 clusters Score: Raw -50215461.720529 + Penalty 31754.642238 = -50183707.078290 nChanged 359 SP:Iteration 143Q (1478.954218 sec): 3 clusters Score: Raw -50215552.219408 + Penalty 31754.642238 = -50183797.577170 nChanged 356 SP:Iteration 144Q (1479.511063 sec): 3 clusters Score: Raw -50215648.804602 + Penalty 31754.642238 = -50183894.162364 nChanged 388 SP:Iteration 145Q (1480.046954 sec): 3 clusters Score: Raw -50215750.706670 + Penalty 31754.642238 = -50183996.064432 nChanged 417 SP:Iteration 146Q (1480.607815 sec): 3 clusters Score: Raw -50215871.295470 + Penalty 31754.642238 = -50184116.653232 nChanged 430 SP:Iteration 147Q (1481.147384 sec): 3 clusters Score: Raw -50216004.471123 + Penalty 31754.642238 = -50184249.828885 nChanged 448 SP:Iteration 148Q (1481.712361 sec): 3 clusters Score: Raw -50216154.865695 + Penalty 31754.642238 = -50184400.223457 nChanged 430 SP:Iteration 149Q (1482.328148 sec): 3 clusters Score: Raw -50216292.945807 + Penalty 31754.642238 = -50184538.303569 nChanged 412 SP:Iteration 150Q (1482.891144 sec): 3 clusters Score: Raw -50216423.409065 + Penalty 31754.642238 = -50184668.766826 nChanged 438 SP:Iteration 151Q (1483.420283 sec): 3 clusters Score: Raw -50216563.450841 + Penalty 31754.642238 = -50184808.808603 nChanged 422 SP:Iteration 152Q (1483.939753 sec): 3 clusters Score: Raw -50216679.161258 + Penalty 31754.642238 = -50184924.519019 nChanged 362 SP:Iteration 153Q (1484.471993 sec): 3 clusters Score: Raw -50216781.911328 + Penalty 31754.642238 = -50185027.269090 nChanged 343 SP:Iteration 154Q (1484.986688 sec): 3 clusters Score: Raw -50216878.421250 + Penalty 31754.642238 = -50185123.779011 nChanged 351 SP:Iteration 155Q (1485.580953 sec): 3 clusters Score: Raw -50216973.811636 + Penalty 31754.642238 = -50185219.169398 nChanged 307 SP:Iteration 156Q (1486.080158 sec): 3 clusters Score: Raw -50217056.516269 + Penalty 31754.642238 = -50185301.874031 nChanged 290 SP:Iteration 157Q (1486.607634 sec): 3 clusters Score: Raw -50217134.695743 + Penalty 31754.642238 = -50185380.053505 nChanged 273 SP:Iteration 158Q (1487.203041 sec): 3 clusters Score: Raw -50217205.474128 + Penalty 31754.642238 = -50185450.831890 nChanged 254 SP:Iteration 159Q (1487.781584 sec): 3 clusters Score: Raw -50217273.900439 + Penalty 31754.642238 = -50185519.258201 nChanged 252 SP:Iteration 160F (1488.457488 sec): 3 clusters Score: Raw -50217343.840302 + Penalty 31754.642238 = -50185589.198064 nChanged 253 SP:Iteration 161Q (1488.974014 sec): 3 clusters Score: Raw -50217425.903679 + Penalty 31754.642238 = -50185671.261441 nChanged 272 SP:Iteration 162Q (1489.465176 sec): 3 clusters Score: Raw -50217519.565173 + Penalty 31754.642238 = -50185764.922935 nChanged 282 SP:Iteration 163Q (1489.963371 sec): 3 clusters Score: Raw -50217630.806626 + Penalty 31754.642238 = -50185876.164388 nChanged 290 SP:Iteration 164Q (1490.468219 sec): 3 clusters Score: Raw -50217755.030673 + Penalty 31754.642238 = -50186000.388434 nChanged 339 SP:Iteration 165Q (1490.968780 sec): 3 clusters Score: Raw -50217916.523302 + Penalty 31754.642238 = -50186161.881064 nChanged 330 SP:Iteration 166Q (1491.472234 sec): 3 clusters Score: Raw -50218084.738954 + Penalty 31754.642238 = -50186330.096716 nChanged 362 SP:Iteration 167Q (1491.978321 sec): 3 clusters Score: Raw -50218260.519041 + Penalty 31754.642238 = -50186505.876803 nChanged 364 SP:Iteration 168Q (1492.471760 sec): 3 clusters Score: Raw -50218455.490500 + Penalty 31754.642238 = -50186700.848261 nChanged 395 SP:Iteration 169Q (1492.985110 sec): 3 clusters Score: Raw -50218671.731665 + Penalty 31754.642238 = -50186917.089427 nChanged 449 SP:Iteration 170Q (1493.559208 sec): 3 clusters Score: Raw -50218905.290944 + Penalty 31754.642238 = -50187150.648706 nChanged 410 SP:Iteration 171Q (1494.134048 sec): 3 clusters Score: Raw -50219106.367026 + Penalty 31754.642238 = -50187351.724788 nChanged 390 SP:Iteration 172Q (1494.644881 sec): 3 clusters Score: Raw -50219288.340856 + Penalty 31754.642238 = -50187533.698618 nChanged 371 SP:Iteration 173Q (1495.208850 sec): 3 clusters Score: Raw -50219421.040403 + Penalty 31754.642238 = -50187666.398165 nChanged 283 SP:Iteration 174Q (1495.784074 sec): 3 clusters Score: Raw -50219507.916624 + Penalty 31754.642238 = -50187753.274386 nChanged 256 SP:Iteration 175Q (1496.357750 sec): 3 clusters Score: Raw -50219582.376177 + Penalty 31754.642238 = -50187827.733939 nChanged 201 SP:Iteration 176Q (1496.914883 sec): 3 clusters Score: Raw -50219632.909367 + Penalty 31754.642238 = -50187878.267129 nChanged 183 SP:Iteration 177Q (1497.484975 sec): 3 clusters Score: Raw -50219675.058466 + Penalty 31754.642238 = -50187920.416227 nChanged 140 SP:Iteration 178Q (1498.061915 sec): 3 clusters Score: Raw -50219702.807979 + Penalty 31754.642238 = -50187948.165741 nChanged 106 SP:Iteration 179Q (1498.627688 sec): 3 clusters Score: Raw -50219725.605839 + Penalty 31754.642238 = -50187970.963601 nChanged 104 SP:Iteration 180F (1499.330380 sec): 3 clusters Score: Raw -50219745.989486 + Penalty 31754.642238 = -50187991.347248 nChanged 74 SP:Iteration 181Q (1499.908406 sec): 3 clusters Score: Raw -50219760.774472 + Penalty 31754.642238 = -50188006.132234 nChanged 78 SP:Iteration 182Q (1500.496047 sec): 3 clusters Score: Raw -50219774.470242 + Penalty 31754.642238 = -50188019.828003 nChanged 67 SP:Iteration 183Q (1501.073311 sec): 3 clusters Score: Raw -50219786.855590 + Penalty 31754.642238 = -50188032.213352 nChanged 59 SP:Iteration 184Q (1501.636037 sec): 3 clusters Score: Raw -50219799.136359 + Penalty 31754.642238 = -50188044.494121 nChanged 63 SP:Iteration 185Q (1502.222217 sec): 3 clusters Score: Raw -50219810.426918 + Penalty 31754.642238 = -50188055.784680 nChanged 53 SP:Iteration 186Q (1502.768761 sec): 3 clusters Score: Raw -50219819.829464 + Penalty 31754.642238 = -50188065.187226 nChanged 44 SP:Iteration 187Q (1503.330631 sec): 3 clusters Score: Raw -50219828.185550 + Penalty 31754.642238 = -50188073.543312 nChanged 42 SP:Iteration 188Q (1503.910802 sec): 3 clusters Score: Raw -50219836.195568 + Penalty 31754.642238 = -50188081.553330 nChanged 41 SP:Iteration 189Q (1504.454220 sec): 3 clusters Score: Raw -50219843.254018 + Penalty 31754.642238 = -50188088.611780 nChanged 26 SP:Iteration 190Q (1504.993225 sec): 3 clusters Score: Raw -50219846.820855 + Penalty 31754.642238 = -50188092.178617 nChanged 19 SP:Iteration 191Q (1505.504398 sec): 3 clusters Score: Raw -50219849.640313 + Penalty 31754.642238 = -50188094.998075 nChanged 13 SP:Iteration 192Q (1506.031557 sec): 3 clusters Score: Raw -50219851.544560 + Penalty 31754.642238 = -50188096.902322 nChanged 14 SP:Iteration 193Q (1506.537997 sec): 3 clusters Score: Raw -50219853.831579 + Penalty 31754.642238 = -50188099.189341 nChanged 18 SP:Iteration 194Q (1507.115891 sec): 3 clusters Score: Raw -50219856.760228 + Penalty 31754.642238 = -50188102.117990 nChanged 19 SP:Iteration 195Q (1507.680288 sec): 3 clusters Score: Raw -50219860.365506 + Penalty 31754.642238 = -50188105.723268 nChanged 11 SP:Iteration 196Q (1508.185909 sec): 3 clusters Score: Raw -50219862.186786 + Penalty 31754.642238 = -50188107.544548 nChanged 9 SP:Iteration 197Q (1508.679847 sec): 3 clusters Score: Raw -50219863.365835 + Penalty 31754.642238 = -50188108.723596 nChanged 2 SP:Iteration 198Q (1509.233020 sec): 3 clusters Score: Raw -50219863.673275 + Penalty 31754.642238 = -50188109.031037 nChanged 3 SP:Iteration 199Q (1509.756858 sec): 3 clusters Score: Raw -50219864.196738 + Penalty 31754.642238 = -50188109.554500 nChanged 3 SP:Iteration 200F (1510.384459 sec): 3 clusters Score: Raw -50219864.801514 + Penalty 31754.642238 = -50188110.159276 nChanged 3 SP:Iteration 201Q (1510.889506 sec): 3 clusters Score: Raw -50219865.241236 + Penalty 31754.642238 = -50188110.598997 nChanged 1 SP:Iteration 202Q (1511.433397 sec): 3 clusters Score: Raw -50219865.359841 + Penalty 31754.642238 = -50188110.717603 nChanged 2 SP:Iteration 203Q (1511.972024 sec): 3 clusters Score: Raw -50219865.642505 + Penalty 31754.642238 = -50188111.000266 nChanged 1 SP:Iteration 204Q (1512.471138 sec): 3 clusters Score: Raw -50219865.742904 + Penalty 31754.642238 = -50188111.100666 nChanged 1 SP:Iteration 205Q (1512.965674 sec): 3 clusters Score: Raw -50219865.868190 + Penalty 31754.642238 = -50188111.225951 nChanged 1 SP:Iteration 206Q (1513.469898 sec): 3 clusters Score: Raw -50219866.010551 + Penalty 31754.642238 = -50188111.368313 nChanged 4 SP:Iteration 207Q (1513.969608 sec): 3 clusters Score: Raw -50219866.587315 + Penalty 31754.642238 = -50188111.945077 nChanged 7 SP:Iteration 208Q (1514.542564 sec): 3 clusters Score: Raw -50219867.468846 + Penalty 31754.642238 = -50188112.826607 nChanged 5 SP:Iteration 209Q (1515.074373 sec): 3 clusters Score: Raw -50219867.964293 + Penalty 31754.642238 = -50188113.322055 nChanged 3 SP:Iteration 210Q (1515.584535 sec): 3 clusters Score: Raw -50219868.280110 + Penalty 31754.642238 = -50188113.637872 nChanged 3 SP:Iteration 211Q (1516.090403 sec): 3 clusters Score: Raw -50219868.656419 + Penalty 31754.642238 = -50188114.014181 nChanged 2 SP:Iteration 212Q (1516.652595 sec): 3 clusters Score: Raw -50219869.015627 + Penalty 31754.642238 = -50188114.373389 nChanged 3 SP:Iteration 213Q (1517.179132 sec): 3 clusters Score: Raw -50219869.523669 + Penalty 31754.642238 = -50188114.881431 nChanged 4 SP:Iteration 214Q (1517.738618 sec): 3 clusters Score: Raw -50219869.955679 + Penalty 31754.642238 = -50188115.313441 nChanged 6 SP:Iteration 215Q (1518.285661 sec): 3 clusters Score: Raw -50219870.650157 + Penalty 31754.642238 = -50188116.007919 nChanged 3 SP:Iteration 216Q (1518.811414 sec): 3 clusters Score: Raw -50219871.064786 + Penalty 31754.642238 = -50188116.422548 nChanged 2 SP:Iteration 217Q (1519.359611 sec): 3 clusters Score: Raw -50219871.534975 + Penalty 31754.642238 = -50188116.892737 nChanged 3 SP:Iteration 218Q (1519.904924 sec): 3 clusters Score: Raw -50219872.018028 + Penalty 31754.642238 = -50188117.375790 nChanged 2 SP:Iteration 219Q (1520.458933 sec): 3 clusters Score: Raw -50219872.422420 + Penalty 31754.642238 = -50188117.780182 nChanged 2 SP:Iteration 220F (1521.172049 sec): 3 clusters Score: Raw -50219872.675586 + Penalty 31754.642238 = -50188118.033348 nChanged 3 SP:Iteration 221Q (1521.729997 sec): 3 clusters Score: Raw -50219873.009409 + Penalty 31754.642238 = -50188118.367171 nChanged 0 SP:Iteration 222F (1522.361807 sec): 3 clusters Score: Raw -50219873.009409 + Penalty 31754.642238 = -50188118.367171 nChanged 0 Trying to split cluster 17 (88195 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1522.678574 sec): 2 clusters Score: Raw -34651290.244348 + Penalty 15378.556147 = -34635911.688201 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1523.134135 sec): 3 clusters Score: Raw -34601425.524026 + Penalty 30757.112293 = -34570668.411733 nChanged 37968 SP:Iteration 1F (1523.598920 sec): 3 clusters Score: Raw -34621671.629327 + Penalty 30757.112293 = -34590914.517033 nChanged 5171 SP:Iteration 2F (1524.085741 sec): 3 clusters Score: Raw -34623937.694827 + Penalty 30757.112293 = -34593180.582534 nChanged 4595 SP:Iteration 3F (1524.577307 sec): 3 clusters Score: Raw -34626178.381264 + Penalty 30757.112293 = -34595421.268970 nChanged 4576 SP:Iteration 4F (1525.087493 sec): 3 clusters Score: Raw -34628774.427681 + Penalty 30757.112293 = -34598017.315388 nChanged 4884 SP:Iteration 5F (1525.580391 sec): 3 clusters Score: Raw -34632219.700477 + Penalty 30757.112293 = -34601462.588184 nChanged 5628 SP:Iteration 6F (1526.086615 sec): 3 clusters Score: Raw -34637187.483578 + Penalty 30757.112293 = -34606430.371284 nChanged 6283 SP:Iteration 7F (1526.575928 sec): 3 clusters Score: Raw -34643273.020560 + Penalty 30757.112293 = -34612515.908267 nChanged 6349 SP:Iteration 8F (1527.037656 sec): 3 clusters Score: Raw -34648929.063418 + Penalty 30757.112293 = -34618171.951125 nChanged 5360 SP:Iteration 9F (1527.503153 sec): 3 clusters Score: Raw -34652738.976227 + Penalty 30757.112293 = -34621981.863934 nChanged 4143 SP:Iteration 10Q (1527.941782 sec): 3 clusters Score: Raw -34654956.221530 + Penalty 30757.112293 = -34624199.109236 nChanged 2866 SP:Iteration 11Q (1528.430400 sec): 3 clusters Score: Raw -34656192.298412 + Penalty 30757.112293 = -34625435.186118 nChanged 2126 SP:Iteration 12Q (1528.918097 sec): 3 clusters Score: Raw -34656976.664105 + Penalty 30757.112293 = -34626219.551812 nChanged 1594 SP:Iteration 13Q (1529.404852 sec): 3 clusters Score: Raw -34657522.384891 + Penalty 30757.112293 = -34626765.272597 nChanged 1331 SP:Iteration 14Q (1529.889021 sec): 3 clusters Score: Raw -34657967.874815 + Penalty 30757.112293 = -34627210.762522 nChanged 1196 SP:Iteration 15Q (1530.384391 sec): 3 clusters Score: Raw -34658354.193681 + Penalty 30757.112293 = -34627597.081387 nChanged 1062 SP:Iteration 16Q (1530.845661 sec): 3 clusters Score: Raw -34658685.943856 + Penalty 30757.112293 = -34627928.831563 nChanged 951 SP:Iteration 17Q (1531.334526 sec): 3 clusters Score: Raw -34658978.218236 + Penalty 30757.112293 = -34628221.105942 nChanged 901 SP:Iteration 18Q (1531.831348 sec): 3 clusters Score: Raw -34659239.158778 + Penalty 30757.112293 = -34628482.046485 nChanged 903 SP:Iteration 19Q (1532.331007 sec): 3 clusters Score: Raw -34659487.391424 + Penalty 30757.112293 = -34628730.279131 nChanged 845 SP:Iteration 20F (1532.800245 sec): 3 clusters Score: Raw -34659705.224138 + Penalty 30757.112293 = -34628948.111844 nChanged 756 SP:Iteration 21Q (1533.267083 sec): 3 clusters Score: Raw -34659893.878901 + Penalty 30757.112293 = -34629136.766608 nChanged 699 SP:Iteration 22Q (1533.686362 sec): 3 clusters Score: Raw -34660064.958182 + Penalty 30757.112293 = -34629307.845889 nChanged 671 SP:Iteration 23Q (1534.126405 sec): 3 clusters Score: Raw -34660225.840375 + Penalty 30757.112293 = -34629468.728082 nChanged 644 SP:Iteration 24Q (1534.612124 sec): 3 clusters Score: Raw -34660374.600213 + Penalty 30757.112293 = -34629617.487920 nChanged 592 SP:Iteration 25Q (1535.096916 sec): 3 clusters Score: Raw -34660495.224946 + Penalty 30757.112293 = -34629738.112653 nChanged 536 SP:Iteration 26Q (1535.566417 sec): 3 clusters Score: Raw -34660600.837058 + Penalty 30757.112293 = -34629843.724765 nChanged 495 SP:Iteration 27Q (1536.007412 sec): 3 clusters Score: Raw -34660691.377993 + Penalty 30757.112293 = -34629934.265700 nChanged 448 SP:Iteration 28Q (1536.500671 sec): 3 clusters Score: Raw -34660767.602666 + Penalty 30757.112293 = -34630010.490373 nChanged 399 SP:Iteration 29Q (1536.949808 sec): 3 clusters Score: Raw -34660832.223817 + Penalty 30757.112293 = -34630075.111523 nChanged 359 SP:Iteration 30Q (1537.380021 sec): 3 clusters Score: Raw -34660882.932721 + Penalty 30757.112293 = -34630125.820427 nChanged 291 SP:Iteration 31Q (1537.862482 sec): 3 clusters Score: Raw -34660921.837869 + Penalty 30757.112293 = -34630164.725576 nChanged 284 SP:Iteration 32Q (1538.361642 sec): 3 clusters Score: Raw -34660958.360511 + Penalty 30757.112293 = -34630201.248218 nChanged 257 SP:Iteration 33Q (1538.782896 sec): 3 clusters Score: Raw -34660989.703117 + Penalty 30757.112293 = -34630232.590824 nChanged 215 SP:Iteration 34Q (1539.273473 sec): 3 clusters Score: Raw -34661014.433299 + Penalty 30757.112293 = -34630257.321005 nChanged 178 SP:Iteration 35Q (1539.696281 sec): 3 clusters Score: Raw -34661033.506874 + Penalty 30757.112293 = -34630276.394581 nChanged 155 SP:Iteration 36Q (1540.198108 sec): 3 clusters Score: Raw -34661049.066822 + Penalty 30757.112293 = -34630291.954529 nChanged 115 SP:Iteration 37Q (1540.692140 sec): 3 clusters Score: Raw -34661059.619678 + Penalty 30757.112293 = -34630302.507385 nChanged 113 SP:Iteration 38Q (1541.161791 sec): 3 clusters Score: Raw -34661069.942641 + Penalty 30757.112293 = -34630312.830348 nChanged 108 SP:Iteration 39Q (1541.631412 sec): 3 clusters Score: Raw -34661080.194509 + Penalty 30757.112293 = -34630323.082216 nChanged 83 SP:Iteration 40F (1542.052442 sec): 3 clusters Score: Raw -34661088.314135 + Penalty 30757.112293 = -34630331.201841 nChanged 95 SP:Iteration 41Q (1542.495582 sec): 3 clusters Score: Raw -34661097.148814 + Penalty 30757.112293 = -34630340.036521 nChanged 79 SP:Iteration 42Q (1542.943923 sec): 3 clusters Score: Raw -34661104.537966 + Penalty 30757.112293 = -34630347.425672 nChanged 86 SP:Iteration 43Q (1543.398759 sec): 3 clusters Score: Raw -34661112.110024 + Penalty 30757.112293 = -34630354.997731 nChanged 68 SP:Iteration 44Q (1543.819423 sec): 3 clusters Score: Raw -34661117.592427 + Penalty 30757.112293 = -34630360.480134 nChanged 50 SP:Iteration 45Q (1544.233795 sec): 3 clusters Score: Raw -34661121.841235 + Penalty 30757.112293 = -34630364.728942 nChanged 49 SP:Iteration 46Q (1544.666298 sec): 3 clusters Score: Raw -34661125.718973 + Penalty 30757.112293 = -34630368.606680 nChanged 41 SP:Iteration 47Q (1545.083499 sec): 3 clusters Score: Raw -34661129.162062 + Penalty 30757.112293 = -34630372.049768 nChanged 45 SP:Iteration 48Q (1545.550559 sec): 3 clusters Score: Raw -34661132.296753 + Penalty 30757.112293 = -34630375.184460 nChanged 32 SP:Iteration 49Q (1546.005408 sec): 3 clusters Score: Raw -34661134.938063 + Penalty 30757.112293 = -34630377.825770 nChanged 32 SP:Iteration 50Q (1546.482905 sec): 3 clusters Score: Raw -34661137.445885 + Penalty 30757.112293 = -34630380.333591 nChanged 41 SP:Iteration 51Q (1546.967593 sec): 3 clusters Score: Raw -34661140.761896 + Penalty 30757.112293 = -34630383.649603 nChanged 44 SP:Iteration 52Q (1547.451649 sec): 3 clusters Score: Raw -34661144.184009 + Penalty 30757.112293 = -34630387.071715 nChanged 31 SP:Iteration 53Q (1547.946241 sec): 3 clusters Score: Raw -34661146.934915 + Penalty 30757.112293 = -34630389.822622 nChanged 32 SP:Iteration 54Q (1548.412375 sec): 3 clusters Score: Raw -34661149.506276 + Penalty 30757.112293 = -34630392.393983 nChanged 26 SP:Iteration 55Q (1548.878853 sec): 3 clusters Score: Raw -34661151.553859 + Penalty 30757.112293 = -34630394.441566 nChanged 24 SP:Iteration 56Q (1549.324850 sec): 3 clusters Score: Raw -34661153.058844 + Penalty 30757.112293 = -34630395.946551 nChanged 16 SP:Iteration 57Q (1549.768752 sec): 3 clusters Score: Raw -34661154.184243 + Penalty 30757.112293 = -34630397.071949 nChanged 14 SP:Iteration 58Q (1550.218370 sec): 3 clusters Score: Raw -34661155.224880 + Penalty 30757.112293 = -34630398.112587 nChanged 16 SP:Iteration 59Q (1550.682613 sec): 3 clusters Score: Raw -34661156.318917 + Penalty 30757.112293 = -34630399.206623 nChanged 11 SP:Iteration 60F (1551.145456 sec): 3 clusters Score: Raw -34661157.155612 + Penalty 30757.112293 = -34630400.043319 nChanged 8 SP:Iteration 61Q (1551.557194 sec): 3 clusters Score: Raw -34661157.637695 + Penalty 30757.112293 = -34630400.525402 nChanged 8 SP:Iteration 62Q (1552.015418 sec): 3 clusters Score: Raw -34661158.134297 + Penalty 30757.112293 = -34630401.022004 nChanged 8 SP:Iteration 63Q (1552.476922 sec): 3 clusters Score: Raw -34661158.673456 + Penalty 30757.112293 = -34630401.561163 nChanged 7 SP:Iteration 64Q (1552.954477 sec): 3 clusters Score: Raw -34661159.191177 + Penalty 30757.112293 = -34630402.078883 nChanged 9 SP:Iteration 65Q (1553.362284 sec): 3 clusters Score: Raw -34661159.919599 + Penalty 30757.112293 = -34630402.807306 nChanged 8 SP:Iteration 66Q (1553.824813 sec): 3 clusters Score: Raw -34661160.376047 + Penalty 30757.112293 = -34630403.263753 nChanged 7 SP:Iteration 67Q (1554.284553 sec): 3 clusters Score: Raw -34661160.764198 + Penalty 30757.112293 = -34630403.651905 nChanged 7 SP:Iteration 68Q (1554.745017 sec): 3 clusters Score: Raw -34661161.176703 + Penalty 30757.112293 = -34630404.064410 nChanged 7 SP:Iteration 69Q (1555.208800 sec): 3 clusters Score: Raw -34661161.704979 + Penalty 30757.112293 = -34630404.592686 nChanged 9 SP:Iteration 70Q (1555.680534 sec): 3 clusters Score: Raw -34661162.231286 + Penalty 30757.112293 = -34630405.118992 nChanged 9 SP:Iteration 71Q (1556.150803 sec): 3 clusters Score: Raw -34661162.903403 + Penalty 30757.112293 = -34630405.791110 nChanged 5 SP:Iteration 72Q (1556.614344 sec): 3 clusters Score: Raw -34661163.215443 + Penalty 30757.112293 = -34630406.103150 nChanged 5 SP:Iteration 73Q (1557.028852 sec): 3 clusters Score: Raw -34661163.567859 + Penalty 30757.112293 = -34630406.455566 nChanged 5 SP:Iteration 74Q (1557.484075 sec): 3 clusters Score: Raw -34661163.889657 + Penalty 30757.112293 = -34630406.777364 nChanged 5 SP:Iteration 75Q (1557.947180 sec): 3 clusters Score: Raw -34661164.121604 + Penalty 30757.112293 = -34630407.009311 nChanged 0 SP:Iteration 76F (1558.417721 sec): 3 clusters Score: Raw -34661164.121604 + Penalty 30757.112293 = -34630407.009311 nChanged 0 Trying to split cluster 19 (38103 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1558.580339 sec): 2 clusters Score: Raw -14672815.771905 + Penalty 14245.139227 = -14658570.632679 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1558.800973 sec): 3 clusters Score: Raw -14653371.037874 + Penalty 28490.278453 = -14624880.759421 nChanged 15160 SP:Iteration 1F (1559.038477 sec): 3 clusters Score: Raw -14661617.130304 + Penalty 28490.278453 = -14633126.851851 nChanged 2586 SP:Iteration 2F (1559.282120 sec): 3 clusters Score: Raw -14663119.443466 + Penalty 28490.278453 = -14634629.165012 nChanged 2072 SP:Iteration 3F (1559.518108 sec): 3 clusters Score: Raw -14664552.422316 + Penalty 28490.278453 = -14636062.143863 nChanged 1974 SP:Iteration 4F (1559.723396 sec): 3 clusters Score: Raw -14666075.510717 + Penalty 28490.278453 = -14637585.232263 nChanged 1948 SP:Iteration 5F (1559.963084 sec): 3 clusters Score: Raw -14667746.401915 + Penalty 28490.278453 = -14639256.123462 nChanged 2089 SP:Iteration 6F (1560.195737 sec): 3 clusters Score: Raw -14669527.209774 + Penalty 28490.278453 = -14641036.931320 nChanged 2108 SP:Iteration 7F (1560.438861 sec): 3 clusters Score: Raw -14671296.607745 + Penalty 28490.278453 = -14642806.329291 nChanged 2039 SP:Iteration 8F (1560.666358 sec): 3 clusters Score: Raw -14672898.017003 + Penalty 28490.278453 = -14644407.738550 nChanged 1919 SP:Iteration 9F (1560.900572 sec): 3 clusters Score: Raw -14674269.971963 + Penalty 28490.278453 = -14645779.693509 nChanged 1679 SP:Iteration 10Q (1561.138023 sec): 3 clusters Score: Raw -14675341.154050 + Penalty 28490.278453 = -14646850.875597 nChanged 1350 SP:Iteration 11Q (1561.344279 sec): 3 clusters Score: Raw -14676123.871521 + Penalty 28490.278453 = -14647633.593067 nChanged 1112 SP:Iteration 12Q (1561.554031 sec): 3 clusters Score: Raw -14676698.165042 + Penalty 28490.278453 = -14648207.886589 nChanged 887 SP:Iteration 13Q (1561.744471 sec): 3 clusters Score: Raw -14677105.622319 + Penalty 28490.278453 = -14648615.343866 nChanged 706 SP:Iteration 14Q (1561.947229 sec): 3 clusters Score: Raw -14677404.757799 + Penalty 28490.278453 = -14648914.479346 nChanged 543 SP:Iteration 15Q (1562.151079 sec): 3 clusters Score: Raw -14677600.332233 + Penalty 28490.278453 = -14649110.053780 nChanged 393 SP:Iteration 16Q (1562.361350 sec): 3 clusters Score: Raw -14677734.263590 + Penalty 28490.278453 = -14649243.985136 nChanged 358 SP:Iteration 17Q (1562.592051 sec): 3 clusters Score: Raw -14677857.353083 + Penalty 28490.278453 = -14649367.074630 nChanged 329 SP:Iteration 18Q (1562.787645 sec): 3 clusters Score: Raw -14677970.915732 + Penalty 28490.278453 = -14649480.637278 nChanged 317 SP:Iteration 19Q (1562.992464 sec): 3 clusters Score: Raw -14678079.029655 + Penalty 28490.278453 = -14649588.751202 nChanged 273 SP:Iteration 20F (1563.209529 sec): 3 clusters Score: Raw -14678166.031951 + Penalty 28490.278453 = -14649675.753498 nChanged 242 SP:Iteration 21Q (1563.415436 sec): 3 clusters Score: Raw -14678246.211252 + Penalty 28490.278453 = -14649755.932798 nChanged 230 SP:Iteration 22Q (1563.652948 sec): 3 clusters Score: Raw -14678313.122147 + Penalty 28490.278453 = -14649822.843693 nChanged 189 SP:Iteration 23Q (1563.881968 sec): 3 clusters Score: Raw -14678367.240021 + Penalty 28490.278453 = -14649876.961568 nChanged 166 SP:Iteration 24Q (1564.099043 sec): 3 clusters Score: Raw -14678417.638519 + Penalty 28490.278453 = -14649927.360066 nChanged 156 SP:Iteration 25Q (1564.305213 sec): 3 clusters Score: Raw -14678465.041321 + Penalty 28490.278453 = -14649974.762868 nChanged 150 SP:Iteration 26Q (1564.534909 sec): 3 clusters Score: Raw -14678508.622689 + Penalty 28490.278453 = -14650018.344236 nChanged 140 SP:Iteration 27Q (1564.750858 sec): 3 clusters Score: Raw -14678547.469794 + Penalty 28490.278453 = -14650057.191341 nChanged 129 SP:Iteration 28Q (1564.967835 sec): 3 clusters Score: Raw -14678581.801950 + Penalty 28490.278453 = -14650091.523497 nChanged 117 SP:Iteration 29Q (1565.178081 sec): 3 clusters Score: Raw -14678616.561526 + Penalty 28490.278453 = -14650126.283072 nChanged 119 SP:Iteration 30Q (1565.387177 sec): 3 clusters Score: Raw -14678652.165839 + Penalty 28490.278453 = -14650161.887385 nChanged 112 SP:Iteration 31Q (1565.625340 sec): 3 clusters Score: Raw -14678685.289120 + Penalty 28490.278453 = -14650195.010667 nChanged 100 SP:Iteration 32Q (1565.851711 sec): 3 clusters Score: Raw -14678719.063506 + Penalty 28490.278453 = -14650228.785053 nChanged 104 SP:Iteration 33Q (1566.055601 sec): 3 clusters Score: Raw -14678747.103812 + Penalty 28490.278453 = -14650256.825358 nChanged 92 SP:Iteration 34Q (1566.262988 sec): 3 clusters Score: Raw -14678774.610068 + Penalty 28490.278453 = -14650284.331614 nChanged 100 SP:Iteration 35Q (1566.472596 sec): 3 clusters Score: Raw -14678804.037463 + Penalty 28490.278453 = -14650313.759009 nChanged 94 SP:Iteration 36Q (1566.667285 sec): 3 clusters Score: Raw -14678829.197644 + Penalty 28490.278453 = -14650338.919190 nChanged 91 SP:Iteration 37Q (1566.866806 sec): 3 clusters Score: Raw -14678853.645234 + Penalty 28490.278453 = -14650363.366780 nChanged 84 SP:Iteration 38Q (1567.068586 sec): 3 clusters Score: Raw -14678876.299643 + Penalty 28490.278453 = -14650386.021189 nChanged 61 SP:Iteration 39Q (1567.296701 sec): 3 clusters Score: Raw -14678891.656437 + Penalty 28490.278453 = -14650401.377984 nChanged 51 SP:Iteration 40F (1567.495659 sec): 3 clusters Score: Raw -14678903.616921 + Penalty 28490.278453 = -14650413.338467 nChanged 41 SP:Iteration 41Q (1567.706138 sec): 3 clusters Score: Raw -14678913.023432 + Penalty 28490.278453 = -14650422.744978 nChanged 34 SP:Iteration 42Q (1567.933310 sec): 3 clusters Score: Raw -14678920.732945 + Penalty 28490.278453 = -14650430.454492 nChanged 33 SP:Iteration 43Q (1568.157703 sec): 3 clusters Score: Raw -14678928.232936 + Penalty 28490.278453 = -14650437.954482 nChanged 18 SP:Iteration 44Q (1568.391949 sec): 3 clusters Score: Raw -14678932.000021 + Penalty 28490.278453 = -14650441.721568 nChanged 10 SP:Iteration 45Q (1568.616095 sec): 3 clusters Score: Raw -14678933.980758 + Penalty 28490.278453 = -14650443.702304 nChanged 7 SP:Iteration 46Q (1568.850951 sec): 3 clusters Score: Raw -14678935.345219 + Penalty 28490.278453 = -14650445.066766 nChanged 5 SP:Iteration 47Q (1569.089736 sec): 3 clusters Score: Raw -14678936.302915 + Penalty 28490.278453 = -14650446.024462 nChanged 3 SP:Iteration 48Q (1569.331903 sec): 3 clusters Score: Raw -14678936.877436 + Penalty 28490.278453 = -14650446.598983 nChanged 5 SP:Iteration 49Q (1569.563109 sec): 3 clusters Score: Raw -14678938.075453 + Penalty 28490.278453 = -14650447.797000 nChanged 4 SP:Iteration 50Q (1569.794164 sec): 3 clusters Score: Raw -14678938.669652 + Penalty 28490.278453 = -14650448.391198 nChanged 4 SP:Iteration 51Q (1570.028808 sec): 3 clusters Score: Raw -14678939.164467 + Penalty 28490.278453 = -14650448.886014 nChanged 4 SP:Iteration 52Q (1570.236131 sec): 3 clusters Score: Raw -14678940.452837 + Penalty 28490.278453 = -14650450.174383 nChanged 8 SP:Iteration 53Q (1570.459449 sec): 3 clusters Score: Raw -14678942.223118 + Penalty 28490.278453 = -14650451.944664 nChanged 13 SP:Iteration 54Q (1570.687988 sec): 3 clusters Score: Raw -14678944.393427 + Penalty 28490.278453 = -14650454.114974 nChanged 4 SP:Iteration 55Q (1570.884811 sec): 3 clusters Score: Raw -14678945.255978 + Penalty 28490.278453 = -14650454.977525 nChanged 3 SP:Iteration 56Q (1571.086769 sec): 3 clusters Score: Raw -14678945.812746 + Penalty 28490.278453 = -14650455.534293 nChanged 6 SP:Iteration 57Q (1571.291550 sec): 3 clusters Score: Raw -14678946.926510 + Penalty 28490.278453 = -14650456.648057 nChanged 5 SP:Iteration 58Q (1571.502759 sec): 3 clusters Score: Raw -14678948.183601 + Penalty 28490.278453 = -14650457.905148 nChanged 6 SP:Iteration 59Q (1571.728697 sec): 3 clusters Score: Raw -14678949.411589 + Penalty 28490.278453 = -14650459.133136 nChanged 5 SP:Iteration 60F (1571.937127 sec): 3 clusters Score: Raw -14678950.423030 + Penalty 28490.278453 = -14650460.144577 nChanged 1 SP:Iteration 61Q (1572.147411 sec): 3 clusters Score: Raw -14678950.545253 + Penalty 28490.278453 = -14650460.266800 nChanged 1 SP:Iteration 62Q (1572.358878 sec): 3 clusters Score: Raw -14678950.683301 + Penalty 28490.278453 = -14650460.404848 nChanged 0 SP:Iteration 63F (1572.584642 sec): 3 clusters Score: Raw -14678950.683301 + Penalty 28490.278453 = -14650460.404848 nChanged 0 Iteration 139Q (1575.674992 sec): 12 clusters Score: Raw -139991039.940981 + Penalty 190093.099549 = -139800946.841432 nChanged 1 Iteration 140F (1583.276158 sec): 12 clusters Score: Raw -139991039.973570 + Penalty 190093.099549 = -139800946.874021 nChanged 1 Iteration 141Q (1586.244988 sec): 12 clusters Score: Raw -139991040.147331 + Penalty 190093.099549 = -139800947.047782 nChanged 1 Iteration 142Q (1589.331764 sec): 12 clusters Score: Raw -139991040.320193 + Penalty 190093.099549 = -139800947.220644 nChanged 2 Iteration 143Q (1592.400153 sec): 12 clusters Score: Raw -139991040.568155 + Penalty 190093.099549 = -139800947.468606 nChanged 5 Iteration 144Q (1595.522918 sec): 12 clusters Score: Raw -139991040.894831 + Penalty 190093.099549 = -139800947.795282 nChanged 4 Iteration 145Q (1598.723389 sec): 12 clusters Score: Raw -139991041.114644 + Penalty 190093.099549 = -139800948.015095 nChanged 2 Iteration 146Q (1601.742270 sec): 12 clusters Score: Raw -139991041.296714 + Penalty 190093.099549 = -139800948.197165 nChanged 5 Iteration 147Q (1604.633602 sec): 12 clusters Score: Raw -139991041.573851 + Penalty 190093.099549 = -139800948.474302 nChanged 4 Iteration 148Q (1607.300574 sec): 12 clusters Score: Raw -139991041.863000 + Penalty 190093.099549 = -139800948.763451 nChanged 5 Iteration 149Q (1610.211780 sec): 12 clusters Score: Raw -139991042.047985 + Penalty 190093.099549 = -139800948.948436 nChanged 1 Iteration 150Q (1612.990720 sec): 12 clusters Score: Raw -139991042.098807 + Penalty 190093.099549 = -139800948.999257 nChanged 2 Iteration 151Q (1616.101985 sec): 12 clusters Score: Raw -139991042.198863 + Penalty 190093.099549 = -139800949.099314 nChanged 0 Iteration 152F (1623.372492 sec): 12 clusters Score: Raw -139991042.198863 + Penalty 190093.099549 = -139800949.099314 nChanged 0 Compute initial score before splitting: Score: Raw -139991042.198863 + Penalty 190093.099549 = -139800949.099314 Trying to split cluster 1 (43949 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1623.689488 sec): 2 clusters Score: Raw -17181809.321060 + Penalty 14437.905345 = -17167371.415715 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1623.954809 sec): 3 clusters Score: Raw -17158958.368196 + Penalty 28875.810689 = -17130082.557507 nChanged 17697 SP:Iteration 1F (1624.213596 sec): 3 clusters Score: Raw -17168229.953032 + Penalty 28875.810689 = -17139354.142342 nChanged 3004 SP:Iteration 2F (1624.452362 sec): 3 clusters Score: Raw -17169719.289679 + Penalty 28875.810689 = -17140843.478990 nChanged 2238 SP:Iteration 3F (1624.713713 sec): 3 clusters Score: Raw -17170739.230742 + Penalty 28875.810689 = -17141863.420053 nChanged 1744 SP:Iteration 4Q (1624.987982 sec): 3 clusters Score: Raw -17171530.625141 + Penalty 28875.810689 = -17142654.814451 nChanged 1546 SP:Iteration 5Q (1625.256262 sec): 3 clusters Score: Raw -17172205.944739 + Penalty 28875.810689 = -17143330.134050 nChanged 1327 SP:Iteration 6Q (1625.531269 sec): 3 clusters Score: Raw -17172793.266828 + Penalty 28875.810689 = -17143917.456139 nChanged 1296 SP:Iteration 7Q (1625.812684 sec): 3 clusters Score: Raw -17173370.428349 + Penalty 28875.810689 = -17144494.617659 nChanged 1306 SP:Iteration 8Q (1626.057176 sec): 3 clusters Score: Raw -17174011.412013 + Penalty 28875.810689 = -17145135.601324 nChanged 1336 SP:Iteration 9Q (1626.299544 sec): 3 clusters Score: Raw -17174695.465733 + Penalty 28875.810689 = -17145819.655043 nChanged 1396 SP:Iteration 10Q (1626.549226 sec): 3 clusters Score: Raw -17175486.323033 + Penalty 28875.810689 = -17146610.512343 nChanged 1524 SP:Iteration 11Q (1626.822810 sec): 3 clusters Score: Raw -17176422.133080 + Penalty 28875.810689 = -17147546.322390 nChanged 1671 SP:Iteration 12Q (1627.095223 sec): 3 clusters Score: Raw -17177615.899357 + Penalty 28875.810689 = -17148740.088668 nChanged 1853 SP:Iteration 13Q (1627.376254 sec): 3 clusters Score: Raw -17179010.524026 + Penalty 28875.810689 = -17150134.713337 nChanged 1902 SP:Iteration 14Q (1627.636353 sec): 3 clusters Score: Raw -17180485.001780 + Penalty 28875.810689 = -17151609.191090 nChanged 1879 SP:Iteration 15Q (1627.862936 sec): 3 clusters Score: Raw -17181867.741593 + Penalty 28875.810689 = -17152991.930903 nChanged 1623 SP:Iteration 16Q (1628.084488 sec): 3 clusters Score: Raw -17182876.148871 + Penalty 28875.810689 = -17154000.338181 nChanged 1302 SP:Iteration 17Q (1628.301933 sec): 3 clusters Score: Raw -17183539.360623 + Penalty 28875.810689 = -17154663.549933 nChanged 938 SP:Iteration 18Q (1628.522327 sec): 3 clusters Score: Raw -17183942.865599 + Penalty 28875.810689 = -17155067.054909 nChanged 717 SP:Iteration 19Q (1628.726898 sec): 3 clusters Score: Raw -17184213.992971 + Penalty 28875.810689 = -17155338.182282 nChanged 548 SP:Iteration 20F (1628.964252 sec): 3 clusters Score: Raw -17184388.149532 + Penalty 28875.810689 = -17155512.338842 nChanged 365 SP:Iteration 21Q (1629.195715 sec): 3 clusters Score: Raw -17184491.867323 + Penalty 28875.810689 = -17155616.056634 nChanged 274 SP:Iteration 22Q (1629.421836 sec): 3 clusters Score: Raw -17184558.455526 + Penalty 28875.810689 = -17155682.644836 nChanged 204 SP:Iteration 23Q (1629.649407 sec): 3 clusters Score: Raw -17184602.446728 + Penalty 28875.810689 = -17155726.636039 nChanged 146 SP:Iteration 24Q (1629.895664 sec): 3 clusters Score: Raw -17184631.762520 + Penalty 28875.810689 = -17155755.951831 nChanged 113 SP:Iteration 25Q (1630.137813 sec): 3 clusters Score: Raw -17184652.516985 + Penalty 28875.810689 = -17155776.706295 nChanged 81 SP:Iteration 26Q (1630.370178 sec): 3 clusters Score: Raw -17184667.257951 + Penalty 28875.810689 = -17155791.447261 nChanged 62 SP:Iteration 27Q (1630.594618 sec): 3 clusters Score: Raw -17184677.842365 + Penalty 28875.810689 = -17155802.031675 nChanged 61 SP:Iteration 28Q (1630.832047 sec): 3 clusters Score: Raw -17184689.679809 + Penalty 28875.810689 = -17155813.869120 nChanged 55 SP:Iteration 29Q (1631.071258 sec): 3 clusters Score: Raw -17184701.120863 + Penalty 28875.810689 = -17155825.310173 nChanged 60 SP:Iteration 30Q (1631.292163 sec): 3 clusters Score: Raw -17184712.695738 + Penalty 28875.810689 = -17155836.885048 nChanged 42 SP:Iteration 31Q (1631.520752 sec): 3 clusters Score: Raw -17184720.517192 + Penalty 28875.810689 = -17155844.706503 nChanged 36 SP:Iteration 32Q (1631.751714 sec): 3 clusters Score: Raw -17184726.470076 + Penalty 28875.810689 = -17155850.659386 nChanged 22 SP:Iteration 33Q (1631.981632 sec): 3 clusters Score: Raw -17184730.322939 + Penalty 28875.810689 = -17155854.512250 nChanged 30 SP:Iteration 34Q (1632.200083 sec): 3 clusters Score: Raw -17184734.712846 + Penalty 28875.810689 = -17155858.902156 nChanged 20 SP:Iteration 35Q (1632.432678 sec): 3 clusters Score: Raw -17184738.349488 + Penalty 28875.810689 = -17155862.538799 nChanged 20 SP:Iteration 36Q (1632.653226 sec): 3 clusters Score: Raw -17184741.506332 + Penalty 28875.810689 = -17155865.695642 nChanged 25 SP:Iteration 37Q (1632.882303 sec): 3 clusters Score: Raw -17184745.149853 + Penalty 28875.810689 = -17155869.339164 nChanged 19 SP:Iteration 38Q (1633.109516 sec): 3 clusters Score: Raw -17184747.894063 + Penalty 28875.810689 = -17155872.083374 nChanged 12 SP:Iteration 39Q (1633.345553 sec): 3 clusters Score: Raw -17184749.836983 + Penalty 28875.810689 = -17155874.026294 nChanged 20 SP:Iteration 40F (1633.578999 sec): 3 clusters Score: Raw -17184752.576679 + Penalty 28875.810689 = -17155876.765990 nChanged 12 SP:Iteration 41Q (1633.796612 sec): 3 clusters Score: Raw -17184754.456785 + Penalty 28875.810689 = -17155878.646096 nChanged 8 SP:Iteration 42Q (1634.022188 sec): 3 clusters Score: Raw -17184755.665740 + Penalty 28875.810689 = -17155879.855051 nChanged 7 SP:Iteration 43Q (1634.251653 sec): 3 clusters Score: Raw -17184756.928495 + Penalty 28875.810689 = -17155881.117805 nChanged 11 SP:Iteration 44Q (1634.499407 sec): 3 clusters Score: Raw -17184758.715012 + Penalty 28875.810689 = -17155882.904323 nChanged 9 SP:Iteration 45Q (1634.744356 sec): 3 clusters Score: Raw -17184760.161338 + Penalty 28875.810689 = -17155884.350649 nChanged 8 SP:Iteration 46Q (1634.966075 sec): 3 clusters Score: Raw -17184761.442036 + Penalty 28875.810689 = -17155885.631347 nChanged 7 SP:Iteration 47Q (1635.201792 sec): 3 clusters Score: Raw -17184762.719674 + Penalty 28875.810689 = -17155886.908985 nChanged 8 SP:Iteration 48Q (1635.429817 sec): 3 clusters Score: Raw -17184763.825670 + Penalty 28875.810689 = -17155888.014981 nChanged 7 SP:Iteration 49Q (1635.668014 sec): 3 clusters Score: Raw -17184764.802410 + Penalty 28875.810689 = -17155888.991721 nChanged 5 SP:Iteration 50Q (1635.918429 sec): 3 clusters Score: Raw -17184765.609867 + Penalty 28875.810689 = -17155889.799177 nChanged 4 SP:Iteration 51Q (1636.170590 sec): 3 clusters Score: Raw -17184766.232141 + Penalty 28875.810689 = -17155890.421451 nChanged 2 SP:Iteration 52Q (1636.397280 sec): 3 clusters Score: Raw -17184766.450283 + Penalty 28875.810689 = -17155890.639594 nChanged 1 SP:Iteration 53Q (1636.622752 sec): 3 clusters Score: Raw -17184766.561572 + Penalty 28875.810689 = -17155890.750883 nChanged 3 SP:Iteration 54Q (1636.850496 sec): 3 clusters Score: Raw -17184766.966983 + Penalty 28875.810689 = -17155891.156294 nChanged 5 SP:Iteration 55Q (1637.075241 sec): 3 clusters Score: Raw -17184767.622226 + Penalty 28875.810689 = -17155891.811537 nChanged 2 SP:Iteration 56Q (1637.291311 sec): 3 clusters Score: Raw -17184767.983358 + Penalty 28875.810689 = -17155892.172669 nChanged 4 SP:Iteration 57Q (1637.528583 sec): 3 clusters Score: Raw -17184768.526815 + Penalty 28875.810689 = -17155892.716126 nChanged 1 SP:Iteration 58Q (1637.756616 sec): 3 clusters Score: Raw -17184768.655348 + Penalty 28875.810689 = -17155892.844659 nChanged 1 SP:Iteration 59Q (1637.980717 sec): 3 clusters Score: Raw -17184768.838316 + Penalty 28875.810689 = -17155893.027627 nChanged 1 SP:Iteration 60F (1638.208483 sec): 3 clusters Score: Raw -17184768.992301 + Penalty 28875.810689 = -17155893.181611 nChanged 3 SP:Iteration 61Q (1638.429588 sec): 3 clusters Score: Raw -17184769.331267 + Penalty 28875.810689 = -17155893.520577 nChanged 4 SP:Iteration 62Q (1638.653127 sec): 3 clusters Score: Raw -17184769.802362 + Penalty 28875.810689 = -17155893.991673 nChanged 2 SP:Iteration 63Q (1638.888910 sec): 3 clusters Score: Raw -17184770.071964 + Penalty 28875.810689 = -17155894.261275 nChanged 1 SP:Iteration 64Q (1639.108193 sec): 3 clusters Score: Raw -17184770.230350 + Penalty 28875.810689 = -17155894.419661 nChanged 1 SP:Iteration 65Q (1639.339968 sec): 3 clusters Score: Raw -17184770.384186 + Penalty 28875.810689 = -17155894.573497 nChanged 1 SP:Iteration 66Q (1639.570541 sec): 3 clusters Score: Raw -17184770.704537 + Penalty 28875.810689 = -17155894.893848 nChanged 1 SP:Iteration 67Q (1639.802524 sec): 3 clusters Score: Raw -17184770.834129 + Penalty 28875.810689 = -17155895.023440 nChanged 0 SP:Iteration 68F (1640.041097 sec): 3 clusters Score: Raw -17184770.834129 + Penalty 28875.810689 = -17155895.023440 nChanged 0 Trying to split cluster 2 (10763 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1640.091068 sec): 2 clusters Score: Raw -4139527.163919 + Penalty 12537.865902 = -4126989.298017 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1640.180630 sec): 3 clusters Score: Raw -4135534.157862 + Penalty 25075.731804 = -4110458.426058 nChanged 3404 SP:Iteration 1F (1640.277326 sec): 3 clusters Score: Raw -4137986.952299 + Penalty 25075.731804 = -4112911.220496 nChanged 707 SP:Iteration 2F (1640.368433 sec): 3 clusters Score: Raw -4138590.602148 + Penalty 25075.731804 = -4113514.870344 nChanged 419 SP:Iteration 3Q (1640.456214 sec): 3 clusters Score: Raw -4138913.535670 + Penalty 25075.731804 = -4113837.803866 nChanged 243 SP:Iteration 4Q (1640.547187 sec): 3 clusters Score: Raw -4139082.678715 + Penalty 25075.731804 = -4114006.946911 nChanged 160 SP:Iteration 5Q (1640.642092 sec): 3 clusters Score: Raw -4139197.002344 + Penalty 25075.731804 = -4114121.270540 nChanged 145 SP:Iteration 6Q (1640.722302 sec): 3 clusters Score: Raw -4139291.470612 + Penalty 25075.731804 = -4114215.738809 nChanged 93 SP:Iteration 7Q (1640.823396 sec): 3 clusters Score: Raw -4139354.148730 + Penalty 25075.731804 = -4114278.416926 nChanged 83 SP:Iteration 8Q (1640.913473 sec): 3 clusters Score: Raw -4139408.975487 + Penalty 25075.731804 = -4114333.243684 nChanged 71 SP:Iteration 9Q (1640.993471 sec): 3 clusters Score: Raw -4139454.180249 + Penalty 25075.731804 = -4114378.448445 nChanged 64 SP:Iteration 10Q (1641.085365 sec): 3 clusters Score: Raw -4139497.319884 + Penalty 25075.731804 = -4114421.588080 nChanged 55 SP:Iteration 11Q (1641.183152 sec): 3 clusters Score: Raw -4139535.001739 + Penalty 25075.731804 = -4114459.269936 nChanged 47 SP:Iteration 12Q (1641.277864 sec): 3 clusters Score: Raw -4139561.300801 + Penalty 25075.731804 = -4114485.568997 nChanged 36 SP:Iteration 13Q (1641.360055 sec): 3 clusters Score: Raw -4139581.026610 + Penalty 25075.731804 = -4114505.294806 nChanged 25 SP:Iteration 14Q (1641.461335 sec): 3 clusters Score: Raw -4139595.895798 + Penalty 25075.731804 = -4114520.163994 nChanged 23 SP:Iteration 15Q (1641.539955 sec): 3 clusters Score: Raw -4139609.212874 + Penalty 25075.731804 = -4114533.481070 nChanged 17 SP:Iteration 16Q (1641.633228 sec): 3 clusters Score: Raw -4139618.801788 + Penalty 25075.731804 = -4114543.069984 nChanged 16 SP:Iteration 17Q (1641.726528 sec): 3 clusters Score: Raw -4139627.846341 + Penalty 25075.731804 = -4114552.114537 nChanged 15 SP:Iteration 18Q (1641.816221 sec): 3 clusters Score: Raw -4139635.070133 + Penalty 25075.731804 = -4114559.338330 nChanged 22 SP:Iteration 19Q (1641.910222 sec): 3 clusters Score: Raw -4139645.753293 + Penalty 25075.731804 = -4114570.021489 nChanged 18 SP:Iteration 20F (1641.989765 sec): 3 clusters Score: Raw -4139656.457336 + Penalty 25075.731804 = -4114580.725533 nChanged 21 SP:Iteration 21Q (1642.093471 sec): 3 clusters Score: Raw -4139667.797428 + Penalty 25075.731804 = -4114592.065624 nChanged 16 SP:Iteration 22Q (1642.185853 sec): 3 clusters Score: Raw -4139676.427168 + Penalty 25075.731804 = -4114600.695364 nChanged 14 SP:Iteration 23Q (1642.273746 sec): 3 clusters Score: Raw -4139685.011682 + Penalty 25075.731804 = -4114609.279878 nChanged 21 SP:Iteration 24Q (1642.363627 sec): 3 clusters Score: Raw -4139696.233011 + Penalty 25075.731804 = -4114620.501207 nChanged 15 SP:Iteration 25Q (1642.444017 sec): 3 clusters Score: Raw -4139703.531778 + Penalty 25075.731804 = -4114627.799974 nChanged 17 SP:Iteration 26Q (1642.541948 sec): 3 clusters Score: Raw -4139713.124679 + Penalty 25075.731804 = -4114637.392875 nChanged 12 SP:Iteration 27Q (1642.633600 sec): 3 clusters Score: Raw -4139720.231227 + Penalty 25075.731804 = -4114644.499423 nChanged 12 SP:Iteration 28Q (1642.719612 sec): 3 clusters Score: Raw -4139728.279517 + Penalty 25075.731804 = -4114652.547713 nChanged 6 SP:Iteration 29Q (1642.815170 sec): 3 clusters Score: Raw -4139731.456827 + Penalty 25075.731804 = -4114655.725023 nChanged 7 SP:Iteration 30Q (1642.902202 sec): 3 clusters Score: Raw -4139734.991727 + Penalty 25075.731804 = -4114659.259923 nChanged 8 SP:Iteration 31Q (1643.004858 sec): 3 clusters Score: Raw -4139738.709070 + Penalty 25075.731804 = -4114662.977266 nChanged 2 SP:Iteration 32Q (1643.115407 sec): 3 clusters Score: Raw -4139739.632417 + Penalty 25075.731804 = -4114663.900613 nChanged 3 SP:Iteration 33Q (1643.217595 sec): 3 clusters Score: Raw -4139741.289550 + Penalty 25075.731804 = -4114665.557746 nChanged 6 SP:Iteration 34Q (1643.317195 sec): 3 clusters Score: Raw -4139744.476717 + Penalty 25075.731804 = -4114668.744913 nChanged 4 SP:Iteration 35Q (1643.417027 sec): 3 clusters Score: Raw -4139746.518529 + Penalty 25075.731804 = -4114670.786725 nChanged 4 SP:Iteration 36Q (1643.516866 sec): 3 clusters Score: Raw -4139748.080567 + Penalty 25075.731804 = -4114672.348763 nChanged 3 SP:Iteration 37Q (1643.615104 sec): 3 clusters Score: Raw -4139749.550687 + Penalty 25075.731804 = -4114673.818883 nChanged 3 SP:Iteration 38Q (1643.712429 sec): 3 clusters Score: Raw -4139751.330832 + Penalty 25075.731804 = -4114675.599028 nChanged 2 SP:Iteration 39Q (1643.814092 sec): 3 clusters Score: Raw -4139752.581329 + Penalty 25075.731804 = -4114676.849525 nChanged 3 SP:Iteration 40F (1643.899982 sec): 3 clusters Score: Raw -4139754.146582 + Penalty 25075.731804 = -4114678.414778 nChanged 3 SP:Iteration 41Q (1643.999641 sec): 3 clusters Score: Raw -4139755.570498 + Penalty 25075.731804 = -4114679.838694 nChanged 2 SP:Iteration 42Q (1644.102117 sec): 3 clusters Score: Raw -4139756.521381 + Penalty 25075.731804 = -4114680.789577 nChanged 2 SP:Iteration 43Q (1644.211542 sec): 3 clusters Score: Raw -4139757.514922 + Penalty 25075.731804 = -4114681.783118 nChanged 3 SP:Iteration 44Q (1644.305183 sec): 3 clusters Score: Raw -4139759.306632 + Penalty 25075.731804 = -4114683.574828 nChanged 4 SP:Iteration 45Q (1644.404404 sec): 3 clusters Score: Raw -4139761.258185 + Penalty 25075.731804 = -4114685.526381 nChanged 2 SP:Iteration 46Q (1644.490632 sec): 3 clusters Score: Raw -4139761.957819 + Penalty 25075.731804 = -4114686.226015 nChanged 0 SP:Iteration 47F (1644.579957 sec): 3 clusters Score: Raw -4139761.957819 + Penalty 25075.731804 = -4114686.226015 nChanged 0 Trying to split cluster 3 (25388 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1644.676923 sec): 2 clusters Score: Raw -10022922.164563 + Penalty 13696.814082 = -10009225.350481 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1644.832229 sec): 3 clusters Score: Raw -10010792.997711 + Penalty 27393.628163 = -9983399.369548 nChanged 9523 SP:Iteration 1F (1644.989079 sec): 3 clusters Score: Raw -10016148.693056 + Penalty 27393.628163 = -9988755.064893 nChanged 1886 SP:Iteration 2F (1645.154651 sec): 3 clusters Score: Raw -10017201.737412 + Penalty 27393.628163 = -9989808.109249 nChanged 1208 SP:Iteration 3Q (1645.338205 sec): 3 clusters Score: Raw -10017837.028462 + Penalty 27393.628163 = -9990443.400299 nChanged 923 SP:Iteration 4Q (1645.496576 sec): 3 clusters Score: Raw -10018302.155852 + Penalty 27393.628163 = -9990908.527689 nChanged 723 SP:Iteration 5Q (1645.657901 sec): 3 clusters Score: Raw -10018700.282116 + Penalty 27393.628163 = -9991306.653953 nChanged 708 SP:Iteration 6Q (1645.828696 sec): 3 clusters Score: Raw -10019074.562190 + Penalty 27393.628163 = -9991680.934027 nChanged 620 SP:Iteration 7Q (1646.001377 sec): 3 clusters Score: Raw -10019399.302249 + Penalty 27393.628163 = -9992005.674086 nChanged 597 SP:Iteration 8Q (1646.174642 sec): 3 clusters Score: Raw -10019710.695356 + Penalty 27393.628163 = -9992317.067193 nChanged 585 SP:Iteration 9Q (1646.348955 sec): 3 clusters Score: Raw -10020046.529977 + Penalty 27393.628163 = -9992652.901814 nChanged 653 SP:Iteration 10Q (1646.524587 sec): 3 clusters Score: Raw -10020415.839800 + Penalty 27393.628163 = -9993022.211637 nChanged 655 SP:Iteration 11Q (1646.687341 sec): 3 clusters Score: Raw -10020822.138329 + Penalty 27393.628163 = -9993428.510166 nChanged 718 SP:Iteration 12Q (1646.845740 sec): 3 clusters Score: Raw -10021325.297749 + Penalty 27393.628163 = -9993931.669586 nChanged 826 SP:Iteration 13Q (1647.019178 sec): 3 clusters Score: Raw -10021933.472534 + Penalty 27393.628163 = -9994539.844370 nChanged 913 SP:Iteration 14Q (1647.167670 sec): 3 clusters Score: Raw -10022626.159835 + Penalty 27393.628163 = -9995232.531672 nChanged 988 SP:Iteration 15Q (1647.334439 sec): 3 clusters Score: Raw -10023365.253367 + Penalty 27393.628163 = -9995971.625204 nChanged 922 SP:Iteration 16Q (1647.490264 sec): 3 clusters Score: Raw -10024051.046519 + Penalty 27393.628163 = -9996657.418356 nChanged 826 SP:Iteration 17Q (1647.644664 sec): 3 clusters Score: Raw -10024601.707513 + Penalty 27393.628163 = -9997208.079350 nChanged 779 SP:Iteration 18Q (1647.795568 sec): 3 clusters Score: Raw -10025095.709113 + Penalty 27393.628163 = -9997702.080950 nChanged 653 SP:Iteration 19Q (1647.953148 sec): 3 clusters Score: Raw -10025489.090487 + Penalty 27393.628163 = -9998095.462324 nChanged 546 SP:Iteration 20F (1648.111138 sec): 3 clusters Score: Raw -10025788.859968 + Penalty 27393.628163 = -9998395.231805 nChanged 464 SP:Iteration 21Q (1648.275837 sec): 3 clusters Score: Raw -10026011.403524 + Penalty 27393.628163 = -9998617.775361 nChanged 367 SP:Iteration 22Q (1648.424211 sec): 3 clusters Score: Raw -10026169.482314 + Penalty 27393.628163 = -9998775.854151 nChanged 314 SP:Iteration 23Q (1648.586463 sec): 3 clusters Score: Raw -10026312.574205 + Penalty 27393.628163 = -9998918.946042 nChanged 287 SP:Iteration 24Q (1648.739743 sec): 3 clusters Score: Raw -10026431.414905 + Penalty 27393.628163 = -9999037.786742 nChanged 233 SP:Iteration 25Q (1648.886032 sec): 3 clusters Score: Raw -10026519.497330 + Penalty 27393.628163 = -9999125.869167 nChanged 191 SP:Iteration 26Q (1649.049582 sec): 3 clusters Score: Raw -10026584.375241 + Penalty 27393.628163 = -9999190.747078 nChanged 160 SP:Iteration 27Q (1649.197544 sec): 3 clusters Score: Raw -10026638.148565 + Penalty 27393.628163 = -9999244.520402 nChanged 136 SP:Iteration 28Q (1649.354680 sec): 3 clusters Score: Raw -10026684.822312 + Penalty 27393.628163 = -9999291.194149 nChanged 130 SP:Iteration 29Q (1649.525618 sec): 3 clusters Score: Raw -10026727.499158 + Penalty 27393.628163 = -9999333.870995 nChanged 110 SP:Iteration 30Q (1649.674965 sec): 3 clusters Score: Raw -10026764.299496 + Penalty 27393.628163 = -9999370.671333 nChanged 107 SP:Iteration 31Q (1649.826570 sec): 3 clusters Score: Raw -10026799.127123 + Penalty 27393.628163 = -9999405.498960 nChanged 111 SP:Iteration 32Q (1649.982691 sec): 3 clusters Score: Raw -10026833.517928 + Penalty 27393.628163 = -9999439.889765 nChanged 103 SP:Iteration 33Q (1650.131723 sec): 3 clusters Score: Raw -10026869.524929 + Penalty 27393.628163 = -9999475.896766 nChanged 112 SP:Iteration 34Q (1650.290036 sec): 3 clusters Score: Raw -10026903.854967 + Penalty 27393.628163 = -9999510.226804 nChanged 85 SP:Iteration 35Q (1650.446986 sec): 3 clusters Score: Raw -10026929.351956 + Penalty 27393.628163 = -9999535.723793 nChanged 92 SP:Iteration 36Q (1650.599572 sec): 3 clusters Score: Raw -10026954.772541 + Penalty 27393.628163 = -9999561.144378 nChanged 89 SP:Iteration 37Q (1650.757861 sec): 3 clusters Score: Raw -10026985.094667 + Penalty 27393.628163 = -9999591.466504 nChanged 96 SP:Iteration 38Q (1650.927400 sec): 3 clusters Score: Raw -10027014.907400 + Penalty 27393.628163 = -9999621.279237 nChanged 72 SP:Iteration 39Q (1651.099264 sec): 3 clusters Score: Raw -10027036.053913 + Penalty 27393.628163 = -9999642.425750 nChanged 71 SP:Iteration 40F (1651.261076 sec): 3 clusters Score: Raw -10027056.264135 + Penalty 27393.628163 = -9999662.635972 nChanged 77 SP:Iteration 41Q (1651.428671 sec): 3 clusters Score: Raw -10027078.885088 + Penalty 27393.628163 = -9999685.256925 nChanged 86 SP:Iteration 42Q (1651.606648 sec): 3 clusters Score: Raw -10027104.037615 + Penalty 27393.628163 = -9999710.409452 nChanged 82 SP:Iteration 43Q (1651.758890 sec): 3 clusters Score: Raw -10027128.688282 + Penalty 27393.628163 = -9999735.060119 nChanged 89 SP:Iteration 44Q (1651.909381 sec): 3 clusters Score: Raw -10027156.741888 + Penalty 27393.628163 = -9999763.113725 nChanged 92 SP:Iteration 45Q (1652.058121 sec): 3 clusters Score: Raw -10027187.379604 + Penalty 27393.628163 = -9999793.751441 nChanged 92 SP:Iteration 46Q (1652.208063 sec): 3 clusters Score: Raw -10027219.075579 + Penalty 27393.628163 = -9999825.447416 nChanged 99 SP:Iteration 47Q (1652.355810 sec): 3 clusters Score: Raw -10027247.496652 + Penalty 27393.628163 = -9999853.868489 nChanged 74 SP:Iteration 48Q (1652.498019 sec): 3 clusters Score: Raw -10027271.750106 + Penalty 27393.628163 = -9999878.121943 nChanged 68 SP:Iteration 49Q (1652.640717 sec): 3 clusters Score: Raw -10027291.537304 + Penalty 27393.628163 = -9999897.909141 nChanged 76 SP:Iteration 50Q (1652.785097 sec): 3 clusters Score: Raw -10027315.487559 + Penalty 27393.628163 = -9999921.859396 nChanged 80 SP:Iteration 51Q (1652.936755 sec): 3 clusters Score: Raw -10027338.508530 + Penalty 27393.628163 = -9999944.880367 nChanged 74 SP:Iteration 52Q (1653.110413 sec): 3 clusters Score: Raw -10027359.601944 + Penalty 27393.628163 = -9999965.973781 nChanged 66 SP:Iteration 53Q (1653.270344 sec): 3 clusters Score: Raw -10027379.985011 + Penalty 27393.628163 = -9999986.356848 nChanged 76 SP:Iteration 54Q (1653.420883 sec): 3 clusters Score: Raw -10027401.773043 + Penalty 27393.628163 = -10000008.144880 nChanged 64 SP:Iteration 55Q (1653.566290 sec): 3 clusters Score: Raw -10027419.958374 + Penalty 27393.628163 = -10000026.330211 nChanged 66 SP:Iteration 56Q (1653.725366 sec): 3 clusters Score: Raw -10027437.683106 + Penalty 27393.628163 = -10000044.054943 nChanged 71 SP:Iteration 57Q (1653.897409 sec): 3 clusters Score: Raw -10027459.279072 + Penalty 27393.628163 = -10000065.650909 nChanged 67 SP:Iteration 58Q (1654.068168 sec): 3 clusters Score: Raw -10027480.239262 + Penalty 27393.628163 = -10000086.611099 nChanged 73 SP:Iteration 59Q (1654.234702 sec): 3 clusters Score: Raw -10027503.145569 + Penalty 27393.628163 = -10000109.517406 nChanged 76 SP:Iteration 60F (1654.404682 sec): 3 clusters Score: Raw -10027525.966689 + Penalty 27393.628163 = -10000132.338526 nChanged 68 SP:Iteration 61Q (1654.565843 sec): 3 clusters Score: Raw -10027545.251560 + Penalty 27393.628163 = -10000151.623397 nChanged 68 SP:Iteration 62Q (1654.740042 sec): 3 clusters Score: Raw -10027565.008119 + Penalty 27393.628163 = -10000171.379956 nChanged 72 SP:Iteration 63Q (1654.892494 sec): 3 clusters Score: Raw -10027587.158223 + Penalty 27393.628163 = -10000193.530060 nChanged 70 SP:Iteration 64Q (1655.043321 sec): 3 clusters Score: Raw -10027607.219367 + Penalty 27393.628163 = -10000213.591204 nChanged 59 SP:Iteration 65Q (1655.191002 sec): 3 clusters Score: Raw -10027624.124808 + Penalty 27393.628163 = -10000230.496645 nChanged 57 SP:Iteration 66Q (1655.339147 sec): 3 clusters Score: Raw -10027641.363858 + Penalty 27393.628163 = -10000247.735695 nChanged 48 SP:Iteration 67Q (1655.483007 sec): 3 clusters Score: Raw -10027655.269456 + Penalty 27393.628163 = -10000261.641293 nChanged 41 SP:Iteration 68Q (1655.651750 sec): 3 clusters Score: Raw -10027665.431125 + Penalty 27393.628163 = -10000271.802962 nChanged 46 SP:Iteration 69Q (1655.819426 sec): 3 clusters Score: Raw -10027678.574676 + Penalty 27393.628163 = -10000284.946513 nChanged 49 SP:Iteration 70Q (1655.981147 sec): 3 clusters Score: Raw -10027691.153896 + Penalty 27393.628163 = -10000297.525733 nChanged 37 SP:Iteration 71Q (1656.147015 sec): 3 clusters Score: Raw -10027702.327844 + Penalty 27393.628163 = -10000308.699681 nChanged 46 SP:Iteration 72Q (1656.314793 sec): 3 clusters Score: Raw -10027715.327643 + Penalty 27393.628163 = -10000321.699480 nChanged 58 SP:Iteration 73Q (1656.482653 sec): 3 clusters Score: Raw -10027732.974311 + Penalty 27393.628163 = -10000339.346147 nChanged 48 SP:Iteration 74Q (1656.632179 sec): 3 clusters Score: Raw -10027746.235971 + Penalty 27393.628163 = -10000352.607808 nChanged 43 SP:Iteration 75Q (1656.802807 sec): 3 clusters Score: Raw -10027758.508586 + Penalty 27393.628163 = -10000364.880423 nChanged 41 SP:Iteration 76Q (1656.970592 sec): 3 clusters Score: Raw -10027770.788179 + Penalty 27393.628163 = -10000377.160016 nChanged 50 SP:Iteration 77Q (1657.135023 sec): 3 clusters Score: Raw -10027784.911028 + Penalty 27393.628163 = -10000391.282865 nChanged 54 SP:Iteration 78Q (1657.313179 sec): 3 clusters Score: Raw -10027799.476426 + Penalty 27393.628163 = -10000405.848263 nChanged 48 SP:Iteration 79Q (1657.491450 sec): 3 clusters Score: Raw -10027813.373091 + Penalty 27393.628163 = -10000419.744928 nChanged 37 SP:Iteration 80F (1657.663734 sec): 3 clusters Score: Raw -10027822.956364 + Penalty 27393.628163 = -10000429.328201 nChanged 40 SP:Iteration 81Q (1657.829406 sec): 3 clusters Score: Raw -10027834.504550 + Penalty 27393.628163 = -10000440.876386 nChanged 40 SP:Iteration 82Q (1657.989948 sec): 3 clusters Score: Raw -10027845.778579 + Penalty 27393.628163 = -10000452.150416 nChanged 40 SP:Iteration 83Q (1658.172725 sec): 3 clusters Score: Raw -10027857.109987 + Penalty 27393.628163 = -10000463.481824 nChanged 40 SP:Iteration 84Q (1658.333332 sec): 3 clusters Score: Raw -10027868.457954 + Penalty 27393.628163 = -10000474.829791 nChanged 43 SP:Iteration 85Q (1658.493535 sec): 3 clusters Score: Raw -10027880.208636 + Penalty 27393.628163 = -10000486.580473 nChanged 39 SP:Iteration 86Q (1658.658831 sec): 3 clusters Score: Raw -10027889.622027 + Penalty 27393.628163 = -10000495.993864 nChanged 35 SP:Iteration 87Q (1658.824986 sec): 3 clusters Score: Raw -10027897.607613 + Penalty 27393.628163 = -10000503.979450 nChanged 28 SP:Iteration 88Q (1658.993437 sec): 3 clusters Score: Raw -10027904.747057 + Penalty 27393.628163 = -10000511.118894 nChanged 27 SP:Iteration 89Q (1659.161697 sec): 3 clusters Score: Raw -10027912.641324 + Penalty 27393.628163 = -10000519.013161 nChanged 31 SP:Iteration 90Q (1659.338311 sec): 3 clusters Score: Raw -10027920.635282 + Penalty 27393.628163 = -10000527.007119 nChanged 40 SP:Iteration 91Q (1659.494068 sec): 3 clusters Score: Raw -10027931.383310 + Penalty 27393.628163 = -10000537.755147 nChanged 33 SP:Iteration 92Q (1659.654368 sec): 3 clusters Score: Raw -10027939.441579 + Penalty 27393.628163 = -10000545.813416 nChanged 38 SP:Iteration 93Q (1659.796488 sec): 3 clusters Score: Raw -10027949.972066 + Penalty 27393.628163 = -10000556.343903 nChanged 34 SP:Iteration 94Q (1659.933343 sec): 3 clusters Score: Raw -10027958.896485 + Penalty 27393.628163 = -10000565.268322 nChanged 30 SP:Iteration 95Q (1660.085499 sec): 3 clusters Score: Raw -10027966.400834 + Penalty 27393.628163 = -10000572.772671 nChanged 28 SP:Iteration 96Q (1660.218589 sec): 3 clusters Score: Raw -10027973.671885 + Penalty 27393.628163 = -10000580.043722 nChanged 21 SP:Iteration 97Q (1660.363097 sec): 3 clusters Score: Raw -10027979.041611 + Penalty 27393.628163 = -10000585.413447 nChanged 21 SP:Iteration 98Q (1660.506518 sec): 3 clusters Score: Raw -10027984.299149 + Penalty 27393.628163 = -10000590.670986 nChanged 23 SP:Iteration 99Q (1660.652176 sec): 3 clusters Score: Raw -10027990.060920 + Penalty 27393.628163 = -10000596.432757 nChanged 23 SP:Iteration 100F (1660.800821 sec): 3 clusters Score: Raw -10027995.964332 + Penalty 27393.628163 = -10000602.336169 nChanged 14 SP:Iteration 101Q (1660.968143 sec): 3 clusters Score: Raw -10027999.933187 + Penalty 27393.628163 = -10000606.305024 nChanged 22 SP:Iteration 102Q (1661.143317 sec): 3 clusters Score: Raw -10028006.252883 + Penalty 27393.628163 = -10000612.624720 nChanged 21 SP:Iteration 103Q (1661.299024 sec): 3 clusters Score: Raw -10028011.289675 + Penalty 27393.628163 = -10000617.661512 nChanged 16 SP:Iteration 104Q (1661.463757 sec): 3 clusters Score: Raw -10028015.817060 + Penalty 27393.628163 = -10000622.188897 nChanged 15 SP:Iteration 105Q (1661.624995 sec): 3 clusters Score: Raw -10028020.677495 + Penalty 27393.628163 = -10000627.049331 nChanged 28 SP:Iteration 106Q (1661.789804 sec): 3 clusters Score: Raw -10028029.301836 + Penalty 27393.628163 = -10000635.673673 nChanged 26 SP:Iteration 107Q (1661.941258 sec): 3 clusters Score: Raw -10028036.198209 + Penalty 27393.628163 = -10000642.570046 nChanged 20 SP:Iteration 108Q (1662.124627 sec): 3 clusters Score: Raw -10028041.132345 + Penalty 27393.628163 = -10000647.504181 nChanged 17 SP:Iteration 109Q (1662.304572 sec): 3 clusters Score: Raw -10028045.055079 + Penalty 27393.628163 = -10000651.426916 nChanged 17 SP:Iteration 110Q (1662.451847 sec): 3 clusters Score: Raw -10028049.357563 + Penalty 27393.628163 = -10000655.729399 nChanged 14 SP:Iteration 111Q (1662.593588 sec): 3 clusters Score: Raw -10028053.565963 + Penalty 27393.628163 = -10000659.937799 nChanged 14 SP:Iteration 112Q (1662.740938 sec): 3 clusters Score: Raw -10028057.344319 + Penalty 27393.628163 = -10000663.716156 nChanged 16 SP:Iteration 113Q (1662.883171 sec): 3 clusters Score: Raw -10028061.025892 + Penalty 27393.628163 = -10000667.397729 nChanged 12 SP:Iteration 114Q (1663.030263 sec): 3 clusters Score: Raw -10028064.413795 + Penalty 27393.628163 = -10000670.785632 nChanged 9 SP:Iteration 115Q (1663.190414 sec): 3 clusters Score: Raw -10028066.744692 + Penalty 27393.628163 = -10000673.116529 nChanged 8 SP:Iteration 116Q (1663.370460 sec): 3 clusters Score: Raw -10028068.771823 + Penalty 27393.628163 = -10000675.143660 nChanged 13 SP:Iteration 117Q (1663.571978 sec): 3 clusters Score: Raw -10028072.731366 + Penalty 27393.628163 = -10000679.103203 nChanged 15 SP:Iteration 118Q (1663.750084 sec): 3 clusters Score: Raw -10028076.530547 + Penalty 27393.628163 = -10000682.902384 nChanged 12 SP:Iteration 119Q (1663.921370 sec): 3 clusters Score: Raw -10028079.622383 + Penalty 27393.628163 = -10000685.994220 nChanged 11 SP:Iteration 120F (1664.093862 sec): 3 clusters Score: Raw -10028082.358056 + Penalty 27393.628163 = -10000688.729893 nChanged 11 SP:Iteration 121Q (1664.254156 sec): 3 clusters Score: Raw -10028084.907360 + Penalty 27393.628163 = -10000691.279197 nChanged 12 SP:Iteration 122Q (1664.416871 sec): 3 clusters Score: Raw -10028088.362842 + Penalty 27393.628163 = -10000694.734679 nChanged 10 SP:Iteration 123Q (1664.591092 sec): 3 clusters Score: Raw -10028091.713516 + Penalty 27393.628163 = -10000698.085353 nChanged 10 SP:Iteration 124Q (1664.763268 sec): 3 clusters Score: Raw -10028094.474208 + Penalty 27393.628163 = -10000700.846044 nChanged 12 SP:Iteration 125Q (1664.918877 sec): 3 clusters Score: Raw -10028098.026509 + Penalty 27393.628163 = -10000704.398346 nChanged 12 SP:Iteration 126Q (1665.083996 sec): 3 clusters Score: Raw -10028101.026651 + Penalty 27393.628163 = -10000707.398488 nChanged 11 SP:Iteration 127Q (1665.233892 sec): 3 clusters Score: Raw -10028103.127036 + Penalty 27393.628163 = -10000709.498873 nChanged 8 SP:Iteration 128Q (1665.383556 sec): 3 clusters Score: Raw -10028105.401641 + Penalty 27393.628163 = -10000711.773478 nChanged 7 SP:Iteration 129Q (1665.538317 sec): 3 clusters Score: Raw -10028107.981567 + Penalty 27393.628163 = -10000714.353403 nChanged 10 SP:Iteration 130Q (1665.691123 sec): 3 clusters Score: Raw -10028110.640431 + Penalty 27393.628163 = -10000717.012268 nChanged 12 SP:Iteration 131Q (1665.839590 sec): 3 clusters Score: Raw -10028113.491787 + Penalty 27393.628163 = -10000719.863624 nChanged 15 SP:Iteration 132Q (1665.997336 sec): 3 clusters Score: Raw -10028117.833006 + Penalty 27393.628163 = -10000724.204843 nChanged 17 SP:Iteration 133Q (1666.149798 sec): 3 clusters Score: Raw -10028122.950496 + Penalty 27393.628163 = -10000729.322333 nChanged 17 SP:Iteration 134Q (1666.307001 sec): 3 clusters Score: Raw -10028127.633657 + Penalty 27393.628163 = -10000734.005494 nChanged 18 SP:Iteration 135Q (1666.457149 sec): 3 clusters Score: Raw -10028131.859767 + Penalty 27393.628163 = -10000738.231604 nChanged 17 SP:Iteration 136Q (1666.619900 sec): 3 clusters Score: Raw -10028136.668017 + Penalty 27393.628163 = -10000743.039854 nChanged 18 SP:Iteration 137Q (1666.783755 sec): 3 clusters Score: Raw -10028141.051170 + Penalty 27393.628163 = -10000747.423007 nChanged 17 SP:Iteration 138Q (1666.952545 sec): 3 clusters Score: Raw -10028146.684794 + Penalty 27393.628163 = -10000753.056631 nChanged 18 SP:Iteration 139Q (1667.134655 sec): 3 clusters Score: Raw -10028151.893811 + Penalty 27393.628163 = -10000758.265648 nChanged 19 SP:Iteration 140F (1667.307467 sec): 3 clusters Score: Raw -10028156.668872 + Penalty 27393.628163 = -10000763.040709 nChanged 23 SP:Iteration 141Q (1667.472865 sec): 3 clusters Score: Raw -10028162.676389 + Penalty 27393.628163 = -10000769.048226 nChanged 15 SP:Iteration 142Q (1667.633585 sec): 3 clusters Score: Raw -10028165.974572 + Penalty 27393.628163 = -10000772.346409 nChanged 13 SP:Iteration 143Q (1667.805814 sec): 3 clusters Score: Raw -10028169.434546 + Penalty 27393.628163 = -10000775.806383 nChanged 16 SP:Iteration 144Q (1667.970418 sec): 3 clusters Score: Raw -10028173.501526 + Penalty 27393.628163 = -10000779.873363 nChanged 8 SP:Iteration 145Q (1668.139258 sec): 3 clusters Score: Raw -10028175.271072 + Penalty 27393.628163 = -10000781.642909 nChanged 9 SP:Iteration 146Q (1668.299209 sec): 3 clusters Score: Raw -10028177.384981 + Penalty 27393.628163 = -10000783.756818 nChanged 10 SP:Iteration 147Q (1668.468326 sec): 3 clusters Score: Raw -10028179.923029 + Penalty 27393.628163 = -10000786.294866 nChanged 9 SP:Iteration 148Q (1668.643063 sec): 3 clusters Score: Raw -10028182.561596 + Penalty 27393.628163 = -10000788.933433 nChanged 12 SP:Iteration 149Q (1668.818564 sec): 3 clusters Score: Raw -10028185.535058 + Penalty 27393.628163 = -10000791.906895 nChanged 8 SP:Iteration 150Q (1668.978320 sec): 3 clusters Score: Raw -10028187.059465 + Penalty 27393.628163 = -10000793.431302 nChanged 5 SP:Iteration 151Q (1669.129189 sec): 3 clusters Score: Raw -10028188.411508 + Penalty 27393.628163 = -10000794.783345 nChanged 7 SP:Iteration 152Q (1669.296568 sec): 3 clusters Score: Raw -10028189.728865 + Penalty 27393.628163 = -10000796.100702 nChanged 5 SP:Iteration 153Q (1669.466901 sec): 3 clusters Score: Raw -10028190.674740 + Penalty 27393.628163 = -10000797.046577 nChanged 1 SP:Iteration 154Q (1669.622517 sec): 3 clusters Score: Raw -10028190.987914 + Penalty 27393.628163 = -10000797.359751 nChanged 2 SP:Iteration 155Q (1669.760156 sec): 3 clusters Score: Raw -10028191.384462 + Penalty 27393.628163 = -10000797.756299 nChanged 3 SP:Iteration 156Q (1669.925344 sec): 3 clusters Score: Raw -10028192.018968 + Penalty 27393.628163 = -10000798.390805 nChanged 2 SP:Iteration 157Q (1670.077186 sec): 3 clusters Score: Raw -10028192.481927 + Penalty 27393.628163 = -10000798.853764 nChanged 0 SP:Iteration 158F (1670.236708 sec): 3 clusters Score: Raw -10028192.481927 + Penalty 27393.628163 = -10000798.853764 nChanged 0 Trying to split cluster 7 (2643 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1670.272517 sec): 2 clusters Score: Raw -978376.574379 + Penalty 10641.494220 = -967735.080160 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1670.331363 sec): 3 clusters Score: Raw -978800.325511 + Penalty 21282.988439 = -957517.337071 nChanged 500 SP:Iteration 1F (1670.389986 sec): 3 clusters Score: Raw -981605.847463 + Penalty 21282.988439 = -960322.859024 nChanged 310 SP:Iteration 2F (1670.436721 sec): 3 clusters Score: Raw -983078.776349 + Penalty 21282.988439 = -961795.787909 nChanged 229 SP:Iteration 3F (1670.503954 sec): 3 clusters Score: Raw -984558.027047 + Penalty 21282.988439 = -963275.038607 nChanged 201 SP:Iteration 4F (1670.551112 sec): 3 clusters Score: Raw -986014.619763 + Penalty 21282.988439 = -964731.631324 nChanged 166 SP:Iteration 5F (1670.618765 sec): 3 clusters Score: Raw -987583.396737 + Penalty 21282.988439 = -966300.408297 nChanged 174 SP:Iteration 6F (1670.660218 sec): 3 clusters Score: Raw -989111.267947 + Penalty 21282.988439 = -967828.279508 nChanged 127 SP:Iteration 7Q (1670.710633 sec): 3 clusters Score: Raw -990042.333362 + Penalty 21282.988439 = -968759.344923 nChanged 100 SP:Iteration 8Q (1670.761001 sec): 3 clusters Score: Raw -990697.433168 + Penalty 21282.988439 = -969414.444729 nChanged 41 SP:Iteration 9Q (1670.821324 sec): 3 clusters Score: Raw -990913.655920 + Penalty 21282.988439 = -969630.667481 nChanged 16 SP:Iteration 10Q (1670.869047 sec): 3 clusters Score: Raw -991013.248012 + Penalty 21282.988439 = -969730.259573 nChanged 8 SP:Iteration 11Q (1670.910690 sec): 3 clusters Score: Raw -991053.265185 + Penalty 21282.988439 = -969770.276745 nChanged 4 SP:Iteration 12Q (1670.967298 sec): 3 clusters Score: Raw -991066.163099 + Penalty 21282.988439 = -969783.174660 nChanged 3 SP:Iteration 13Q (1671.006170 sec): 3 clusters Score: Raw -991075.931063 + Penalty 21282.988439 = -969792.942624 nChanged 2 SP:Iteration 14Q (1671.061259 sec): 3 clusters Score: Raw -991081.135132 + Penalty 21282.988439 = -969798.146693 nChanged 1 SP:Iteration 15Q (1671.113799 sec): 3 clusters Score: Raw -991083.022868 + Penalty 21282.988439 = -969800.034429 nChanged 1 SP:Iteration 16Q (1671.151997 sec): 3 clusters Score: Raw -991085.626102 + Penalty 21282.988439 = -969802.637663 nChanged 1 SP:Iteration 17Q (1671.210031 sec): 3 clusters Score: Raw -991089.736628 + Penalty 21282.988439 = -969806.748189 nChanged 0 SP:Iteration 18F (1671.252305 sec): 3 clusters Score: Raw -991089.736628 + Penalty 21282.988439 = -969806.748189 nChanged 0 Score: Raw -140003755.361111 + Penalty 207374.290417 = -139796381.070694 Splitting cluster 7 changes total score from -139800949.099314 to -139796381.070694 So it's not getting split. Trying to split cluster 10 (12020 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1679.467650 sec): 2 clusters Score: Raw -4584864.477468 + Penalty 12687.038895 = -4572177.438574 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1679.563615 sec): 3 clusters Score: Raw -4580198.679768 + Penalty 25374.077789 = -4554824.601979 nChanged 3897 SP:Iteration 1F (1679.667222 sec): 3 clusters Score: Raw -4582881.395751 + Penalty 25374.077789 = -4557507.317962 nChanged 902 SP:Iteration 2F (1679.765340 sec): 3 clusters Score: Raw -4583647.369695 + Penalty 25374.077789 = -4558273.291906 nChanged 537 SP:Iteration 3Q (1679.871116 sec): 3 clusters Score: Raw -4584109.634990 + Penalty 25374.077789 = -4558735.557201 nChanged 410 SP:Iteration 4Q (1679.971382 sec): 3 clusters Score: Raw -4584429.332185 + Penalty 25374.077789 = -4559055.254396 nChanged 286 SP:Iteration 5Q (1680.077430 sec): 3 clusters Score: Raw -4584633.794474 + Penalty 25374.077789 = -4559259.716685 nChanged 208 SP:Iteration 6Q (1680.165317 sec): 3 clusters Score: Raw -4584791.263927 + Penalty 25374.077789 = -4559417.186138 nChanged 182 SP:Iteration 7Q (1680.267669 sec): 3 clusters Score: Raw -4584929.447907 + Penalty 25374.077789 = -4559555.370118 nChanged 176 SP:Iteration 8Q (1680.358815 sec): 3 clusters Score: Raw -4585055.763085 + Penalty 25374.077789 = -4559681.685296 nChanged 168 SP:Iteration 9Q (1680.467938 sec): 3 clusters Score: Raw -4585186.701609 + Penalty 25374.077789 = -4559812.623820 nChanged 175 SP:Iteration 10Q (1680.581711 sec): 3 clusters Score: Raw -4585327.694128 + Penalty 25374.077789 = -4559953.616339 nChanged 174 SP:Iteration 11Q (1680.689341 sec): 3 clusters Score: Raw -4585465.943404 + Penalty 25374.077789 = -4560091.865615 nChanged 187 SP:Iteration 12Q (1680.784327 sec): 3 clusters Score: Raw -4585615.159290 + Penalty 25374.077789 = -4560241.081501 nChanged 195 SP:Iteration 13Q (1680.894821 sec): 3 clusters Score: Raw -4585792.448482 + Penalty 25374.077789 = -4560418.370693 nChanged 214 SP:Iteration 14Q (1681.001328 sec): 3 clusters Score: Raw -4585980.041475 + Penalty 25374.077789 = -4560605.963686 nChanged 233 SP:Iteration 15Q (1681.107825 sec): 3 clusters Score: Raw -4586183.365069 + Penalty 25374.077789 = -4560809.287280 nChanged 245 SP:Iteration 16Q (1681.203924 sec): 3 clusters Score: Raw -4586422.347741 + Penalty 25374.077789 = -4561048.269951 nChanged 244 SP:Iteration 17Q (1681.321259 sec): 3 clusters Score: Raw -4586654.930681 + Penalty 25374.077789 = -4561280.852892 nChanged 258 SP:Iteration 18Q (1681.426792 sec): 3 clusters Score: Raw -4586913.876169 + Penalty 25374.077789 = -4561539.798380 nChanged 279 SP:Iteration 19Q (1681.533816 sec): 3 clusters Score: Raw -4587200.183928 + Penalty 25374.077789 = -4561826.106139 nChanged 289 SP:Iteration 20F (1681.638057 sec): 3 clusters Score: Raw -4587553.635489 + Penalty 25374.077789 = -4562179.557700 nChanged 327 SP:Iteration 21Q (1681.742931 sec): 3 clusters Score: Raw -4587929.806235 + Penalty 25374.077789 = -4562555.728446 nChanged 323 SP:Iteration 22Q (1681.845868 sec): 3 clusters Score: Raw -4588277.951890 + Penalty 25374.077789 = -4562903.874101 nChanged 301 SP:Iteration 23Q (1681.950609 sec): 3 clusters Score: Raw -4588574.442609 + Penalty 25374.077789 = -4563200.364820 nChanged 272 SP:Iteration 24Q (1682.055508 sec): 3 clusters Score: Raw -4588836.012138 + Penalty 25374.077789 = -4563461.934348 nChanged 252 SP:Iteration 25Q (1682.161275 sec): 3 clusters Score: Raw -4589062.302162 + Penalty 25374.077789 = -4563688.224373 nChanged 193 SP:Iteration 26Q (1682.262180 sec): 3 clusters Score: Raw -4589213.708306 + Penalty 25374.077789 = -4563839.630517 nChanged 130 SP:Iteration 27Q (1682.358510 sec): 3 clusters Score: Raw -4589332.086199 + Penalty 25374.077789 = -4563958.008410 nChanged 127 SP:Iteration 28Q (1682.454323 sec): 3 clusters Score: Raw -4589435.825051 + Penalty 25374.077789 = -4564061.747262 nChanged 76 SP:Iteration 29Q (1682.558944 sec): 3 clusters Score: Raw -4589493.871009 + Penalty 25374.077789 = -4564119.793220 nChanged 67 SP:Iteration 30Q (1682.645409 sec): 3 clusters Score: Raw -4589545.012400 + Penalty 25374.077789 = -4564170.934611 nChanged 66 SP:Iteration 31Q (1682.744734 sec): 3 clusters Score: Raw -4589584.532451 + Penalty 25374.077789 = -4564210.454662 nChanged 39 SP:Iteration 32Q (1682.841908 sec): 3 clusters Score: Raw -4589612.551014 + Penalty 25374.077789 = -4564238.473225 nChanged 40 SP:Iteration 33Q (1682.925357 sec): 3 clusters Score: Raw -4589636.717473 + Penalty 25374.077789 = -4564262.639683 nChanged 30 SP:Iteration 34Q (1683.027700 sec): 3 clusters Score: Raw -4589655.250199 + Penalty 25374.077789 = -4564281.172409 nChanged 25 SP:Iteration 35Q (1683.111654 sec): 3 clusters Score: Raw -4589670.662236 + Penalty 25374.077789 = -4564296.584447 nChanged 18 SP:Iteration 36Q (1683.204205 sec): 3 clusters Score: Raw -4589681.983126 + Penalty 25374.077789 = -4564307.905337 nChanged 18 SP:Iteration 37Q (1683.301701 sec): 3 clusters Score: Raw -4589694.576014 + Penalty 25374.077789 = -4564320.498225 nChanged 20 SP:Iteration 38Q (1683.397335 sec): 3 clusters Score: Raw -4589705.315642 + Penalty 25374.077789 = -4564331.237853 nChanged 12 SP:Iteration 39Q (1683.479088 sec): 3 clusters Score: Raw -4589712.826728 + Penalty 25374.077789 = -4564338.748939 nChanged 10 SP:Iteration 40F (1683.576685 sec): 3 clusters Score: Raw -4589718.642817 + Penalty 25374.077789 = -4564344.565028 nChanged 12 SP:Iteration 41Q (1683.670557 sec): 3 clusters Score: Raw -4589726.434325 + Penalty 25374.077789 = -4564352.356536 nChanged 8 SP:Iteration 42Q (1683.765743 sec): 3 clusters Score: Raw -4589730.261043 + Penalty 25374.077789 = -4564356.183253 nChanged 10 SP:Iteration 43Q (1683.865047 sec): 3 clusters Score: Raw -4589735.921817 + Penalty 25374.077789 = -4564361.844028 nChanged 7 SP:Iteration 44Q (1683.958482 sec): 3 clusters Score: Raw -4589740.328399 + Penalty 25374.077789 = -4564366.250610 nChanged 7 SP:Iteration 45Q (1684.049329 sec): 3 clusters Score: Raw -4589743.690088 + Penalty 25374.077789 = -4564369.612299 nChanged 2 SP:Iteration 46Q (1684.141605 sec): 3 clusters Score: Raw -4589744.519783 + Penalty 25374.077789 = -4564370.441994 nChanged 3 SP:Iteration 47Q (1684.246244 sec): 3 clusters Score: Raw -4589746.322619 + Penalty 25374.077789 = -4564372.244830 nChanged 5 SP:Iteration 48Q (1684.338836 sec): 3 clusters Score: Raw -4589749.108261 + Penalty 25374.077789 = -4564375.030472 nChanged 2 SP:Iteration 49Q (1684.427686 sec): 3 clusters Score: Raw -4589750.192984 + Penalty 25374.077789 = -4564376.115195 nChanged 3 SP:Iteration 50Q (1684.527146 sec): 3 clusters Score: Raw -4589751.683886 + Penalty 25374.077789 = -4564377.606097 nChanged 1 SP:Iteration 51Q (1684.607452 sec): 3 clusters Score: Raw -4589752.025765 + Penalty 25374.077789 = -4564377.947976 nChanged 2 SP:Iteration 52Q (1684.718667 sec): 3 clusters Score: Raw -4589752.936693 + Penalty 25374.077789 = -4564378.858904 nChanged 2 SP:Iteration 53Q (1684.821617 sec): 3 clusters Score: Raw -4589755.132013 + Penalty 25374.077789 = -4564381.054224 nChanged 3 SP:Iteration 54Q (1684.908262 sec): 3 clusters Score: Raw -4589757.147285 + Penalty 25374.077789 = -4564383.069496 nChanged 1 SP:Iteration 55Q (1685.009353 sec): 3 clusters Score: Raw -4589757.816972 + Penalty 25374.077789 = -4564383.739183 nChanged 3 SP:Iteration 56Q (1685.090043 sec): 3 clusters Score: Raw -4589759.744785 + Penalty 25374.077789 = -4564385.666996 nChanged 2 SP:Iteration 57Q (1685.177615 sec): 3 clusters Score: Raw -4589760.649898 + Penalty 25374.077789 = -4564386.572109 nChanged 4 SP:Iteration 58Q (1685.265187 sec): 3 clusters Score: Raw -4589762.866383 + Penalty 25374.077789 = -4564388.788594 nChanged 1 SP:Iteration 59Q (1685.354682 sec): 3 clusters Score: Raw -4589763.305418 + Penalty 25374.077789 = -4564389.227629 nChanged 1 SP:Iteration 60F (1685.449183 sec): 3 clusters Score: Raw -4589763.861483 + Penalty 25374.077789 = -4564389.783694 nChanged 0 Trying to split cluster 11 (1271 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1685.478948 sec): 2 clusters Score: Raw -464315.605128 + Penalty 9652.778796 = -454662.826332 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1685.517168 sec): 3 clusters Score: Raw -466049.961501 + Penalty 19305.557591 = -446744.403909 nChanged 184 SP:Iteration 1F (1685.563613 sec): 3 clusters Score: Raw -468981.888886 + Penalty 19305.557591 = -449676.331295 nChanged 154 SP:Iteration 2F (1685.598709 sec): 3 clusters Score: Raw -471277.917538 + Penalty 19305.557591 = -451972.359946 nChanged 116 SP:Iteration 3F (1685.650373 sec): 3 clusters Score: Raw -472739.859113 + Penalty 19305.557591 = -453434.301522 nChanged 57 SP:Iteration 4Q (1685.687794 sec): 3 clusters Score: Raw -473407.011338 + Penalty 19305.557591 = -454101.453746 nChanged 56 SP:Iteration 5Q (1685.729443 sec): 3 clusters Score: Raw -474217.155100 + Penalty 19305.557591 = -454911.597508 nChanged 38 SP:Iteration 6Q (1685.759666 sec): 3 clusters Score: Raw -475042.260702 + Penalty 19305.557591 = -455736.703110 nChanged 28 SP:Iteration 7Q (1685.807137 sec): 3 clusters Score: Raw -476002.274743 + Penalty 19305.557591 = -456696.717152 nChanged 24 SP:Iteration 8Q (1685.840218 sec): 3 clusters Score: Raw -477425.569617 + Penalty 19305.557591 = -458120.012026 nChanged 10 SP:Iteration 9Q (1685.882260 sec): 3 clusters Score: Raw -478454.627391 + Penalty 19305.557591 = -459149.069800 nChanged 5 SP:Iteration 10Q (1685.915138 sec): 3 clusters Score: Raw -479601.435777 + Penalty 19305.557591 = -460295.878186 nChanged 0 SP:Iteration 11F (1685.958295 sec): 3 clusters Score: Raw -479601.435777 + Penalty 19305.557591 = -460295.878186 nChanged 0 Score: Raw -140006328.029512 + Penalty 207374.290417 = -139798953.739095 Splitting cluster 11 changes total score from -139800949.099314 to -139798953.739095 So it's not getting split. Trying to split cluster 13 (9791 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1694.147215 sec): 2 clusters Score: Raw -3598571.363804 + Penalty 12410.040091 = -3586161.323713 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1694.230244 sec): 3 clusters Score: Raw -3595279.512407 + Penalty 24820.080182 = -3570459.432225 nChanged 3098 SP:Iteration 1F (1694.327436 sec): 3 clusters Score: Raw -3598149.018782 + Penalty 24820.080182 = -3573328.938600 nChanged 1001 SP:Iteration 2F (1694.419333 sec): 3 clusters Score: Raw -3599913.493437 + Penalty 24820.080182 = -3575093.413255 nChanged 936 SP:Iteration 3F (1694.508987 sec): 3 clusters Score: Raw -3602681.421432 + Penalty 24820.080182 = -3577861.341250 nChanged 1124 SP:Iteration 4F (1694.606313 sec): 3 clusters Score: Raw -3607032.448209 + Penalty 24820.080182 = -3582212.368027 nChanged 1050 SP:Iteration 5F (1694.694383 sec): 3 clusters Score: Raw -3610334.850335 + Penalty 24820.080182 = -3585514.770152 nChanged 602 SP:Iteration 6F (1694.798917 sec): 3 clusters Score: Raw -3611543.973034 + Penalty 24820.080182 = -3586723.892852 nChanged 274 SP:Iteration 7Q (1694.888249 sec): 3 clusters Score: Raw -3611985.224601 + Penalty 24820.080182 = -3587165.144419 nChanged 167 SP:Iteration 8Q (1694.976199 sec): 3 clusters Score: Raw -3612219.386346 + Penalty 24820.080182 = -3587399.306163 nChanged 93 SP:Iteration 9Q (1695.065134 sec): 3 clusters Score: Raw -3612352.566797 + Penalty 24820.080182 = -3587532.486615 nChanged 60 SP:Iteration 10Q (1695.152343 sec): 3 clusters Score: Raw -3612444.309808 + Penalty 24820.080182 = -3587624.229626 nChanged 52 SP:Iteration 11Q (1695.216114 sec): 3 clusters Score: Raw -3612525.753897 + Penalty 24820.080182 = -3587705.673715 nChanged 39 SP:Iteration 12Q (1695.292652 sec): 3 clusters Score: Raw -3612590.817095 + Penalty 24820.080182 = -3587770.736913 nChanged 25 SP:Iteration 13Q (1695.366538 sec): 3 clusters Score: Raw -3612622.732335 + Penalty 24820.080182 = -3587802.652153 nChanged 14 SP:Iteration 14Q (1695.440612 sec): 3 clusters Score: Raw -3612649.259902 + Penalty 24820.080182 = -3587829.179719 nChanged 9 SP:Iteration 15Q (1695.513230 sec): 3 clusters Score: Raw -3612676.034875 + Penalty 24820.080182 = -3587855.954693 nChanged 10 SP:Iteration 16Q (1695.587352 sec): 3 clusters Score: Raw -3612702.591502 + Penalty 24820.080182 = -3587882.511320 nChanged 10 SP:Iteration 17Q (1695.672510 sec): 3 clusters Score: Raw -3612717.147599 + Penalty 24820.080182 = -3587897.067417 nChanged 4 SP:Iteration 18Q (1695.757621 sec): 3 clusters Score: Raw -3612721.843132 + Penalty 24820.080182 = -3587901.762949 nChanged 4 SP:Iteration 19Q (1695.844078 sec): 3 clusters Score: Raw -3612726.046905 + Penalty 24820.080182 = -3587905.966722 nChanged 2 SP:Iteration 20F (1695.928020 sec): 3 clusters Score: Raw -3612807.245879 + Penalty 24820.080182 = -3587987.165697 nChanged 24 SP:Iteration 21Q (1696.022594 sec): 3 clusters Score: Raw -3613077.810630 + Penalty 24820.080182 = -3588257.730448 nChanged 25 SP:Iteration 22Q (1696.091145 sec): 3 clusters Score: Raw -3613184.212297 + Penalty 24820.080182 = -3588364.132114 nChanged 13 SP:Iteration 23Q (1696.172777 sec): 3 clusters Score: Raw -3613205.701256 + Penalty 24820.080182 = -3588385.621074 nChanged 1 SP:Iteration 24Q (1696.236161 sec): 3 clusters Score: Raw -3613206.838682 + Penalty 24820.080182 = -3588386.758499 nChanged 0 SP:Iteration 25F (1696.320116 sec): 3 clusters Score: Raw -3613206.838682 + Penalty 24820.080182 = -3588386.758499 nChanged 0 Score: Raw -140005677.673740 + Penalty 207374.290417 = -139798303.383323 Splitting cluster 13 changes total score from -139800949.099314 to -139798303.383323 So it's not getting split. Trying to split cluster 15 (365 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1704.403876 sec): 2 clusters Score: Raw -124201.890386 + Penalty 7967.811376 = -116234.079010 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1704.440780 sec): 3 clusters Score: Raw -127491.064366 + Penalty 15935.622752 = -111555.441614 nChanged 51 SP:Iteration 1F (1704.481888 sec): 3 clusters Score: Raw -128237.936298 + Penalty 15935.622752 = -112302.313546 nChanged 1 SP:Iteration 2Q (1704.514272 sec): 3 clusters Score: Raw -128240.803159 + Penalty 15935.622752 = -112305.180407 nChanged 1 SP:Iteration 3Q (1704.554522 sec): 3 clusters Score: Raw -128246.946170 + Penalty 15935.622752 = -112311.323418 nChanged 0 SP:Iteration 4F (1704.598349 sec): 3 clusters Score: Raw -128246.946170 + Penalty 15935.622752 = -112311.323418 nChanged 0 Trying to split cluster 16 (127601 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1705.021908 sec): 2 clusters Score: Raw -50213245.820365 + Penalty 15877.374039 = -50197368.446326 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1705.704689 sec): 3 clusters Score: Raw -50138019.373632 + Penalty 31754.748078 = -50106264.625554 nChanged 56731 SP:Iteration 1F (1706.365711 sec): 3 clusters Score: Raw -50169117.770223 + Penalty 31754.748078 = -50137363.022145 nChanged 6522 SP:Iteration 2F (1707.036322 sec): 3 clusters Score: Raw -50171528.370795 + Penalty 31754.748078 = -50139773.622717 nChanged 5929 SP:Iteration 3Q (1707.727555 sec): 3 clusters Score: Raw -50173816.417700 + Penalty 31754.748078 = -50142061.669622 nChanged 5659 SP:Iteration 4Q (1708.378914 sec): 3 clusters Score: Raw -50176279.387294 + Penalty 31754.748078 = -50144524.639216 nChanged 6006 SP:Iteration 5Q (1708.985570 sec): 3 clusters Score: Raw -50179274.431574 + Penalty 31754.748078 = -50147519.683496 nChanged 6437 SP:Iteration 6F (1709.646628 sec): 3 clusters Score: Raw -50182924.198809 + Penalty 31754.748078 = -50151169.450731 nChanged 6906 SP:Iteration 7F (1710.314534 sec): 3 clusters Score: Raw -50187399.858475 + Penalty 31754.748078 = -50155645.110397 nChanged 7267 SP:Iteration 8F (1710.976676 sec): 3 clusters Score: Raw -50192344.346094 + Penalty 31754.748078 = -50160589.598016 nChanged 7046 SP:Iteration 9F (1711.648191 sec): 3 clusters Score: Raw -50197213.171274 + Penalty 31754.748078 = -50165458.423196 nChanged 6384 SP:Iteration 10F (1712.275468 sec): 3 clusters Score: Raw -50201455.546572 + Penalty 31754.748078 = -50169700.798494 nChanged 5341 SP:Iteration 11Q (1712.927529 sec): 3 clusters Score: Raw -50204787.669951 + Penalty 31754.748078 = -50173032.921873 nChanged 4366 SP:Iteration 12Q (1713.550858 sec): 3 clusters Score: Raw -50207323.214529 + Penalty 31754.748078 = -50175568.466451 nChanged 3597 SP:Iteration 13Q (1714.165214 sec): 3 clusters Score: Raw -50209307.413637 + Penalty 31754.748078 = -50177552.665559 nChanged 2829 SP:Iteration 14Q (1714.762060 sec): 3 clusters Score: Raw -50210751.828400 + Penalty 31754.748078 = -50178997.080322 nChanged 2292 SP:Iteration 15Q (1715.404217 sec): 3 clusters Score: Raw -50211870.863017 + Penalty 31754.748078 = -50180116.114939 nChanged 1876 SP:Iteration 16Q (1715.987086 sec): 3 clusters Score: Raw -50212725.558246 + Penalty 31754.748078 = -50180970.810168 nChanged 1499 SP:Iteration 17Q (1716.609059 sec): 3 clusters Score: Raw -50213383.634082 + Penalty 31754.748078 = -50181628.886004 nChanged 1226 SP:Iteration 18Q (1717.213519 sec): 3 clusters Score: Raw -50213876.943729 + Penalty 31754.748078 = -50182122.195651 nChanged 1037 SP:Iteration 19Q (1717.769427 sec): 3 clusters Score: Raw -50214267.429988 + Penalty 31754.748078 = -50182512.681910 nChanged 859 SP:Iteration 20F (1718.368301 sec): 3 clusters Score: Raw -50214563.904071 + Penalty 31754.748078 = -50182809.155993 nChanged 713 SP:Iteration 21Q (1718.880549 sec): 3 clusters Score: Raw -50214785.079367 + Penalty 31754.748078 = -50183030.331289 nChanged 552 SP:Iteration 22Q (1719.436749 sec): 3 clusters Score: Raw -50214951.562945 + Penalty 31754.748078 = -50183196.814867 nChanged 459 SP:Iteration 23Q (1720.017633 sec): 3 clusters Score: Raw -50215084.918349 + Penalty 31754.748078 = -50183330.170271 nChanged 382 SP:Iteration 24Q (1720.602576 sec): 3 clusters Score: Raw -50215192.595502 + Penalty 31754.748078 = -50183437.847424 nChanged 370 SP:Iteration 25Q (1721.107346 sec): 3 clusters Score: Raw -50215305.805697 + Penalty 31754.748078 = -50183551.057619 nChanged 346 SP:Iteration 26Q (1721.632165 sec): 3 clusters Score: Raw -50215413.457726 + Penalty 31754.748078 = -50183658.709648 nChanged 307 SP:Iteration 27Q (1722.138461 sec): 3 clusters Score: Raw -50215503.688195 + Penalty 31754.748078 = -50183748.940117 nChanged 284 SP:Iteration 28Q (1722.700904 sec): 3 clusters Score: Raw -50215582.616838 + Penalty 31754.748078 = -50183827.868760 nChanged 246 SP:Iteration 29Q (1723.187167 sec): 3 clusters Score: Raw -50215653.212417 + Penalty 31754.748078 = -50183898.464339 nChanged 225 SP:Iteration 30Q (1723.677660 sec): 3 clusters Score: Raw -50215718.502182 + Penalty 31754.748078 = -50183963.754104 nChanged 233 SP:Iteration 31Q (1724.172192 sec): 3 clusters Score: Raw -50215788.275250 + Penalty 31754.748078 = -50184033.527172 nChanged 212 SP:Iteration 32Q (1724.659070 sec): 3 clusters Score: Raw -50215846.524642 + Penalty 31754.748078 = -50184091.776564 nChanged 184 SP:Iteration 33Q (1725.147104 sec): 3 clusters Score: Raw -50215895.160438 + Penalty 31754.748078 = -50184140.412360 nChanged 145 SP:Iteration 34Q (1725.629985 sec): 3 clusters Score: Raw -50215931.483936 + Penalty 31754.748078 = -50184176.735858 nChanged 122 SP:Iteration 35Q (1726.110805 sec): 3 clusters Score: Raw -50215962.454340 + Penalty 31754.748078 = -50184207.706262 nChanged 124 SP:Iteration 36Q (1726.645982 sec): 3 clusters Score: Raw -50215992.389039 + Penalty 31754.748078 = -50184237.640961 nChanged 106 SP:Iteration 37Q (1727.222167 sec): 3 clusters Score: Raw -50216021.005104 + Penalty 31754.748078 = -50184266.257026 nChanged 108 SP:Iteration 38Q (1727.794393 sec): 3 clusters Score: Raw -50216046.282669 + Penalty 31754.748078 = -50184291.534591 nChanged 84 SP:Iteration 39Q (1728.365906 sec): 3 clusters Score: Raw -50216068.480825 + Penalty 31754.748078 = -50184313.732747 nChanged 78 SP:Iteration 40F (1728.964883 sec): 3 clusters Score: Raw -50216086.681457 + Penalty 31754.748078 = -50184331.933379 nChanged 75 SP:Iteration 41Q (1729.464471 sec): 3 clusters Score: Raw -50216103.963078 + Penalty 31754.748078 = -50184349.215000 nChanged 64 SP:Iteration 42Q (1729.983036 sec): 3 clusters Score: Raw -50216118.110665 + Penalty 31754.748078 = -50184363.362587 nChanged 50 SP:Iteration 43Q (1730.531096 sec): 3 clusters Score: Raw -50216129.084710 + Penalty 31754.748078 = -50184374.336632 nChanged 48 SP:Iteration 44Q (1731.099300 sec): 3 clusters Score: Raw -50216139.564905 + Penalty 31754.748078 = -50184384.816827 nChanged 44 SP:Iteration 45Q (1731.643034 sec): 3 clusters Score: Raw -50216149.207677 + Penalty 31754.748078 = -50184394.459599 nChanged 42 SP:Iteration 46Q (1732.214549 sec): 3 clusters Score: Raw -50216159.186990 + Penalty 31754.748078 = -50184404.438912 nChanged 40 SP:Iteration 47Q (1732.764208 sec): 3 clusters Score: Raw -50216168.480016 + Penalty 31754.748078 = -50184413.731938 nChanged 37 SP:Iteration 48Q (1733.253180 sec): 3 clusters Score: Raw -50216176.699120 + Penalty 31754.748078 = -50184421.951042 nChanged 31 SP:Iteration 49Q (1733.754021 sec): 3 clusters Score: Raw -50216183.737619 + Penalty 31754.748078 = -50184428.989541 nChanged 28 SP:Iteration 50Q (1734.240444 sec): 3 clusters Score: Raw -50216190.052136 + Penalty 31754.748078 = -50184435.304058 nChanged 27 SP:Iteration 51Q (1734.735909 sec): 3 clusters Score: Raw -50216196.666949 + Penalty 31754.748078 = -50184441.918871 nChanged 31 SP:Iteration 52Q (1735.301398 sec): 3 clusters Score: Raw -50216203.738698 + Penalty 31754.748078 = -50184448.990620 nChanged 25 SP:Iteration 53Q (1735.878860 sec): 3 clusters Score: Raw -50216208.708644 + Penalty 31754.748078 = -50184453.960566 nChanged 23 SP:Iteration 54Q (1736.448163 sec): 3 clusters Score: Raw -50216214.305756 + Penalty 31754.748078 = -50184459.557678 nChanged 24 SP:Iteration 55Q (1736.944787 sec): 3 clusters Score: Raw -50216219.783481 + Penalty 31754.748078 = -50184465.035403 nChanged 26 SP:Iteration 56Q (1737.468122 sec): 3 clusters Score: Raw -50216226.071480 + Penalty 31754.748078 = -50184471.323402 nChanged 30 SP:Iteration 57Q (1738.024311 sec): 3 clusters Score: Raw -50216233.411953 + Penalty 31754.748078 = -50184478.663875 nChanged 22 SP:Iteration 58Q (1738.595458 sec): 3 clusters Score: Raw -50216238.109679 + Penalty 31754.748078 = -50184483.361601 nChanged 14 SP:Iteration 59Q (1739.179273 sec): 3 clusters Score: Raw -50216240.740542 + Penalty 31754.748078 = -50184485.992464 nChanged 14 SP:Iteration 60F (1739.860089 sec): 3 clusters Score: Raw -50216244.017750 + Penalty 31754.748078 = -50184489.269672 nChanged 11 SP:Iteration 61Q (1740.378009 sec): 3 clusters Score: Raw -50216246.013866 + Penalty 31754.748078 = -50184491.265788 nChanged 8 SP:Iteration 62Q (1740.925293 sec): 3 clusters Score: Raw -50216247.571338 + Penalty 31754.748078 = -50184492.823260 nChanged 10 SP:Iteration 63Q (1741.434422 sec): 3 clusters Score: Raw -50216249.927686 + Penalty 31754.748078 = -50184495.179608 nChanged 6 SP:Iteration 64Q (1742.048610 sec): 3 clusters Score: Raw -50216251.174948 + Penalty 31754.748078 = -50184496.426870 nChanged 9 SP:Iteration 65Q (1742.530148 sec): 3 clusters Score: Raw -50216253.165149 + Penalty 31754.748078 = -50184498.417071 nChanged 13 SP:Iteration 66Q (1743.035594 sec): 3 clusters Score: Raw -50216256.350907 + Penalty 31754.748078 = -50184501.602829 nChanged 11 SP:Iteration 67Q (1743.511839 sec): 3 clusters Score: Raw -50216258.747141 + Penalty 31754.748078 = -50184503.999063 nChanged 8 SP:Iteration 68Q (1744.003920 sec): 3 clusters Score: Raw -50216260.478443 + Penalty 31754.748078 = -50184505.730365 nChanged 10 SP:Iteration 69Q (1744.510657 sec): 3 clusters Score: Raw -50216262.691759 + Penalty 31754.748078 = -50184507.943681 nChanged 8 SP:Iteration 70Q (1745.005809 sec): 3 clusters Score: Raw -50216264.343170 + Penalty 31754.748078 = -50184509.595092 nChanged 5 SP:Iteration 71Q (1745.501891 sec): 3 clusters Score: Raw -50216265.471403 + Penalty 31754.748078 = -50184510.723325 nChanged 10 SP:Iteration 72Q (1746.036584 sec): 3 clusters Score: Raw -50216267.956666 + Penalty 31754.748078 = -50184513.208588 nChanged 14 SP:Iteration 73Q (1746.568957 sec): 3 clusters Score: Raw -50216270.520962 + Penalty 31754.748078 = -50184515.772884 nChanged 6 SP:Iteration 74Q (1747.082108 sec): 3 clusters Score: Raw -50216271.687213 + Penalty 31754.748078 = -50184516.939135 nChanged 3 SP:Iteration 75Q (1747.595168 sec): 3 clusters Score: Raw -50216272.246217 + Penalty 31754.748078 = -50184517.498139 nChanged 1 SP:Iteration 76Q (1748.092742 sec): 3 clusters Score: Raw -50216272.327454 + Penalty 31754.748078 = -50184517.579376 nChanged 2 SP:Iteration 77Q (1748.660066 sec): 3 clusters Score: Raw -50216272.658029 + Penalty 31754.748078 = -50184517.909951 nChanged 3 SP:Iteration 78Q (1749.178956 sec): 3 clusters Score: Raw -50216273.136837 + Penalty 31754.748078 = -50184518.388759 nChanged 3 SP:Iteration 79Q (1749.707434 sec): 3 clusters Score: Raw -50216273.713784 + Penalty 31754.748078 = -50184518.965706 nChanged 2 SP:Iteration 80F (1750.308279 sec): 3 clusters Score: Raw -50216274.152636 + Penalty 31754.748078 = -50184519.404558 nChanged 2 SP:Iteration 81Q (1750.789213 sec): 3 clusters Score: Raw -50216274.668993 + Penalty 31754.748078 = -50184519.920915 nChanged 1 SP:Iteration 82Q (1751.280534 sec): 3 clusters Score: Raw -50216274.915737 + Penalty 31754.748078 = -50184520.167659 nChanged 1 SP:Iteration 83Q (1751.800483 sec): 3 clusters Score: Raw -50216275.156487 + Penalty 31754.748078 = -50184520.408409 nChanged 3 SP:Iteration 84Q (1752.323255 sec): 3 clusters Score: Raw -50216276.085563 + Penalty 31754.748078 = -50184521.337485 nChanged 3 SP:Iteration 85Q (1752.878329 sec): 3 clusters Score: Raw -50216276.649092 + Penalty 31754.748078 = -50184521.901014 nChanged 1 SP:Iteration 86Q (1753.397462 sec): 3 clusters Score: Raw -50216276.785216 + Penalty 31754.748078 = -50184522.037138 nChanged 2 SP:Iteration 87Q (1753.948348 sec): 3 clusters Score: Raw -50216277.126198 + Penalty 31754.748078 = -50184522.378120 nChanged 1 SP:Iteration 88Q (1754.521386 sec): 3 clusters Score: Raw -50216277.367843 + Penalty 31754.748078 = -50184522.619765 nChanged 0 SP:Iteration 89F (1755.146949 sec): 3 clusters Score: Raw -50216277.367843 + Penalty 31754.748078 = -50184522.619765 nChanged 0 Trying to split cluster 17 (88200 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1755.457506 sec): 2 clusters Score: Raw -34653263.480775 + Penalty 15378.632708 = -34637884.848067 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1755.919043 sec): 3 clusters Score: Raw -34603306.482210 + Penalty 30757.265416 = -34572549.216795 nChanged 37946 SP:Iteration 1F (1756.365112 sec): 3 clusters Score: Raw -34624551.527249 + Penalty 30757.265416 = -34593794.261833 nChanged 5798 SP:Iteration 2F (1756.824591 sec): 3 clusters Score: Raw -34628127.163266 + Penalty 30757.265416 = -34597369.897850 nChanged 5986 SP:Iteration 3F (1757.314523 sec): 3 clusters Score: Raw -34633000.707406 + Penalty 30757.265416 = -34602243.441990 nChanged 6806 SP:Iteration 4F (1757.739755 sec): 3 clusters Score: Raw -34639491.933225 + Penalty 30757.265416 = -34608734.667809 nChanged 7051 SP:Iteration 5F (1758.178797 sec): 3 clusters Score: Raw -34646133.904714 + Penalty 30757.265416 = -34615376.639298 nChanged 6373 SP:Iteration 6F (1758.613027 sec): 3 clusters Score: Raw -34651148.080750 + Penalty 30757.265416 = -34620390.815334 nChanged 5003 SP:Iteration 7F (1759.047420 sec): 3 clusters Score: Raw -34654239.081123 + Penalty 30757.265416 = -34623481.815708 nChanged 3570 SP:Iteration 8Q (1759.540246 sec): 3 clusters Score: Raw -34656118.515739 + Penalty 30757.265416 = -34625361.250324 nChanged 2649 SP:Iteration 9Q (1759.993887 sec): 3 clusters Score: Raw -34657410.065932 + Penalty 30757.265416 = -34626652.800517 nChanged 2056 SP:Iteration 10Q (1760.416061 sec): 3 clusters Score: Raw -34658311.355607 + Penalty 30757.265416 = -34627554.090191 nChanged 1706 SP:Iteration 11Q (1760.839431 sec): 3 clusters Score: Raw -34659017.130215 + Penalty 30757.265416 = -34628259.864799 nChanged 1488 SP:Iteration 12Q (1761.260280 sec): 3 clusters Score: Raw -34659576.519498 + Penalty 30757.265416 = -34628819.254083 nChanged 1271 SP:Iteration 13Q (1761.679267 sec): 3 clusters Score: Raw -34660026.716759 + Penalty 30757.265416 = -34629269.451343 nChanged 1163 SP:Iteration 14Q (1762.099299 sec): 3 clusters Score: Raw -34660439.773561 + Penalty 30757.265416 = -34629682.508146 nChanged 1049 SP:Iteration 15Q (1762.572557 sec): 3 clusters Score: Raw -34660778.093727 + Penalty 30757.265416 = -34630020.828311 nChanged 991 SP:Iteration 16Q (1763.050969 sec): 3 clusters Score: Raw -34661061.089543 + Penalty 30757.265416 = -34630303.824128 nChanged 859 SP:Iteration 17Q (1763.533308 sec): 3 clusters Score: Raw -34661304.722656 + Penalty 30757.265416 = -34630547.457240 nChanged 807 SP:Iteration 18Q (1764.013203 sec): 3 clusters Score: Raw -34661524.394424 + Penalty 30757.265416 = -34630767.129008 nChanged 789 SP:Iteration 19Q (1764.464763 sec): 3 clusters Score: Raw -34661725.754381 + Penalty 30757.265416 = -34630968.488965 nChanged 735 SP:Iteration 20F (1764.956386 sec): 3 clusters Score: Raw -34661898.711004 + Penalty 30757.265416 = -34631141.445588 nChanged 648 SP:Iteration 21Q (1765.449027 sec): 3 clusters Score: Raw -34662039.461805 + Penalty 30757.265416 = -34631282.196390 nChanged 597 SP:Iteration 22Q (1765.931705 sec): 3 clusters Score: Raw -34662170.272644 + Penalty 30757.265416 = -34631413.007228 nChanged 561 SP:Iteration 23Q (1766.418099 sec): 3 clusters Score: Raw -34662288.278876 + Penalty 30757.265416 = -34631531.013461 nChanged 524 SP:Iteration 24Q (1766.909074 sec): 3 clusters Score: Raw -34662398.765880 + Penalty 30757.265416 = -34631641.500464 nChanged 491 SP:Iteration 25Q (1767.373483 sec): 3 clusters Score: Raw -34662499.511924 + Penalty 30757.265416 = -34631742.246508 nChanged 512 SP:Iteration 26Q (1767.838998 sec): 3 clusters Score: Raw -34662596.675083 + Penalty 30757.265416 = -34631839.409668 nChanged 450 SP:Iteration 27Q (1768.274340 sec): 3 clusters Score: Raw -34662683.919025 + Penalty 30757.265416 = -34631926.653609 nChanged 407 SP:Iteration 28Q (1768.746434 sec): 3 clusters Score: Raw -34662751.771367 + Penalty 30757.265416 = -34631994.505951 nChanged 355 SP:Iteration 29Q (1769.233376 sec): 3 clusters Score: Raw -34662804.524105 + Penalty 30757.265416 = -34632047.258689 nChanged 295 SP:Iteration 30Q (1769.719320 sec): 3 clusters Score: Raw -34662849.337898 + Penalty 30757.265416 = -34632092.072482 nChanged 285 SP:Iteration 31Q (1770.169762 sec): 3 clusters Score: Raw -34662888.530527 + Penalty 30757.265416 = -34632131.265112 nChanged 259 SP:Iteration 32Q (1770.640677 sec): 3 clusters Score: Raw -34662923.127324 + Penalty 30757.265416 = -34632165.861909 nChanged 228 SP:Iteration 33Q (1771.115408 sec): 3 clusters Score: Raw -34662952.014122 + Penalty 30757.265416 = -34632194.748706 nChanged 194 SP:Iteration 34Q (1771.528613 sec): 3 clusters Score: Raw -34662975.169086 + Penalty 30757.265416 = -34632217.903671 nChanged 184 SP:Iteration 35Q (1771.929629 sec): 3 clusters Score: Raw -34662997.323763 + Penalty 30757.265416 = -34632240.058348 nChanged 163 SP:Iteration 36Q (1772.348411 sec): 3 clusters Score: Raw -34663016.040278 + Penalty 30757.265416 = -34632258.774862 nChanged 161 SP:Iteration 37Q (1772.811768 sec): 3 clusters Score: Raw -34663033.263393 + Penalty 30757.265416 = -34632275.997977 nChanged 128 SP:Iteration 38Q (1773.275246 sec): 3 clusters Score: Raw -34663045.881861 + Penalty 30757.265416 = -34632288.616445 nChanged 125 SP:Iteration 39Q (1773.739982 sec): 3 clusters Score: Raw -34663057.936235 + Penalty 30757.265416 = -34632300.670819 nChanged 97 SP:Iteration 40F (1774.233600 sec): 3 clusters Score: Raw -34663066.857519 + Penalty 30757.265416 = -34632309.592104 nChanged 82 SP:Iteration 41Q (1774.699856 sec): 3 clusters Score: Raw -34663074.264793 + Penalty 30757.265416 = -34632316.999378 nChanged 74 SP:Iteration 42Q (1775.199206 sec): 3 clusters Score: Raw -34663081.111968 + Penalty 30757.265416 = -34632323.846553 nChanged 73 SP:Iteration 43Q (1775.687010 sec): 3 clusters Score: Raw -34663087.472975 + Penalty 30757.265416 = -34632330.207560 nChanged 61 SP:Iteration 44Q (1776.175228 sec): 3 clusters Score: Raw -34663092.960263 + Penalty 30757.265416 = -34632335.694847 nChanged 59 SP:Iteration 45Q (1776.592427 sec): 3 clusters Score: Raw -34663097.796758 + Penalty 30757.265416 = -34632340.531342 nChanged 48 SP:Iteration 46Q (1777.031341 sec): 3 clusters Score: Raw -34663101.842944 + Penalty 30757.265416 = -34632344.577529 nChanged 42 SP:Iteration 47Q (1777.450226 sec): 3 clusters Score: Raw -34663105.386685 + Penalty 30757.265416 = -34632348.121270 nChanged 34 SP:Iteration 48Q (1777.885899 sec): 3 clusters Score: Raw -34663108.122068 + Penalty 30757.265416 = -34632350.856652 nChanged 31 SP:Iteration 49Q (1778.306067 sec): 3 clusters Score: Raw -34663110.678473 + Penalty 30757.265416 = -34632353.413058 nChanged 36 SP:Iteration 50Q (1778.718306 sec): 3 clusters Score: Raw -34663113.076752 + Penalty 30757.265416 = -34632355.811336 nChanged 20 SP:Iteration 51Q (1779.129870 sec): 3 clusters Score: Raw -34663114.700085 + Penalty 30757.265416 = -34632357.434669 nChanged 22 SP:Iteration 52Q (1779.586740 sec): 3 clusters Score: Raw -34663116.334602 + Penalty 30757.265416 = -34632359.069186 nChanged 19 SP:Iteration 53Q (1780.002457 sec): 3 clusters Score: Raw -34663117.721949 + Penalty 30757.265416 = -34632360.456533 nChanged 14 SP:Iteration 54Q (1780.425559 sec): 3 clusters Score: Raw -34663118.756585 + Penalty 30757.265416 = -34632361.491170 nChanged 9 SP:Iteration 55Q (1780.837310 sec): 3 clusters Score: Raw -34663119.412941 + Penalty 30757.265416 = -34632362.147525 nChanged 12 SP:Iteration 56Q (1781.267352 sec): 3 clusters Score: Raw -34663120.137249 + Penalty 30757.265416 = -34632362.871833 nChanged 14 SP:Iteration 57Q (1781.686459 sec): 3 clusters Score: Raw -34663121.092296 + Penalty 30757.265416 = -34632363.826881 nChanged 13 SP:Iteration 58Q (1782.097966 sec): 3 clusters Score: Raw -34663122.184056 + Penalty 30757.265416 = -34632364.918640 nChanged 11 SP:Iteration 59Q (1782.525703 sec): 3 clusters Score: Raw -34663122.910347 + Penalty 30757.265416 = -34632365.644932 nChanged 10 SP:Iteration 60F (1782.950647 sec): 3 clusters Score: Raw -34663123.742422 + Penalty 30757.265416 = -34632366.477007 nChanged 14 SP:Iteration 61Q (1783.367930 sec): 3 clusters Score: Raw -34663124.653065 + Penalty 30757.265416 = -34632367.387649 nChanged 7 SP:Iteration 62Q (1783.780198 sec): 3 clusters Score: Raw -34663125.143372 + Penalty 30757.265416 = -34632367.877956 nChanged 9 SP:Iteration 63Q (1784.198645 sec): 3 clusters Score: Raw -34663125.866529 + Penalty 30757.265416 = -34632368.601114 nChanged 9 SP:Iteration 64Q (1784.681100 sec): 3 clusters Score: Raw -34663126.412316 + Penalty 30757.265416 = -34632369.146900 nChanged 2 SP:Iteration 65Q (1785.099555 sec): 3 clusters Score: Raw -34663126.539760 + Penalty 30757.265416 = -34632369.274344 nChanged 2 SP:Iteration 66Q (1785.540234 sec): 3 clusters Score: Raw -34663126.661019 + Penalty 30757.265416 = -34632369.395604 nChanged 5 SP:Iteration 67Q (1785.982094 sec): 3 clusters Score: Raw -34663126.969515 + Penalty 30757.265416 = -34632369.704099 nChanged 2 SP:Iteration 68Q (1786.408064 sec): 3 clusters Score: Raw -34663127.102681 + Penalty 30757.265416 = -34632369.837265 nChanged 2 SP:Iteration 69Q (1786.876341 sec): 3 clusters Score: Raw -34663127.252517 + Penalty 30757.265416 = -34632369.987101 nChanged 4 SP:Iteration 70Q (1787.361453 sec): 3 clusters Score: Raw -34663127.495630 + Penalty 30757.265416 = -34632370.230214 nChanged 5 SP:Iteration 71Q (1787.849696 sec): 3 clusters Score: Raw -34663127.883809 + Penalty 30757.265416 = -34632370.618393 nChanged 6 SP:Iteration 72Q (1788.368979 sec): 3 clusters Score: Raw -34663128.333642 + Penalty 30757.265416 = -34632371.068226 nChanged 5 SP:Iteration 73Q (1788.837984 sec): 3 clusters Score: Raw -34663128.640182 + Penalty 30757.265416 = -34632371.374766 nChanged 3 SP:Iteration 74Q (1789.275454 sec): 3 clusters Score: Raw -34663128.836295 + Penalty 30757.265416 = -34632371.570880 nChanged 3 SP:Iteration 75Q (1789.704361 sec): 3 clusters Score: Raw -34663129.012486 + Penalty 30757.265416 = -34632371.747070 nChanged 7 SP:Iteration 76Q (1790.121367 sec): 3 clusters Score: Raw -34663129.490511 + Penalty 30757.265416 = -34632372.225095 nChanged 4 SP:Iteration 77Q (1790.591804 sec): 3 clusters Score: Raw -34663129.787833 + Penalty 30757.265416 = -34632372.522417 nChanged 6 SP:Iteration 78Q (1791.019864 sec): 3 clusters Score: Raw -34663130.278861 + Penalty 30757.265416 = -34632373.013445 nChanged 8 SP:Iteration 79Q (1791.447430 sec): 3 clusters Score: Raw -34663130.873382 + Penalty 30757.265416 = -34632373.607966 nChanged 6 SP:Iteration 80F (1791.958369 sec): 3 clusters Score: Raw -34663131.291680 + Penalty 30757.265416 = -34632374.026264 nChanged 6 SP:Iteration 81Q (1792.438685 sec): 3 clusters Score: Raw -34663131.673265 + Penalty 30757.265416 = -34632374.407850 nChanged 11 SP:Iteration 82Q (1792.913009 sec): 3 clusters Score: Raw -34663132.479371 + Penalty 30757.265416 = -34632375.213955 nChanged 5 SP:Iteration 83Q (1793.381800 sec): 3 clusters Score: Raw -34663132.752632 + Penalty 30757.265416 = -34632375.487217 nChanged 6 SP:Iteration 84Q (1793.796593 sec): 3 clusters Score: Raw -34663133.166364 + Penalty 30757.265416 = -34632375.900949 nChanged 4 SP:Iteration 85Q (1794.225387 sec): 3 clusters Score: Raw -34663133.448218 + Penalty 30757.265416 = -34632376.182802 nChanged 5 SP:Iteration 86Q (1794.688909 sec): 3 clusters Score: Raw -34663133.820307 + Penalty 30757.265416 = -34632376.554891 nChanged 1 SP:Iteration 87Q (1795.175648 sec): 3 clusters Score: Raw -34663133.899091 + Penalty 30757.265416 = -34632376.633676 nChanged 2 SP:Iteration 88Q (1795.618058 sec): 3 clusters Score: Raw -34663134.032745 + Penalty 30757.265416 = -34632376.767330 nChanged 3 SP:Iteration 89Q (1796.054665 sec): 3 clusters Score: Raw -34663134.261260 + Penalty 30757.265416 = -34632376.995844 nChanged 4 SP:Iteration 90Q (1796.480515 sec): 3 clusters Score: Raw -34663134.562442 + Penalty 30757.265416 = -34632377.297026 nChanged 4 SP:Iteration 91Q (1796.936611 sec): 3 clusters Score: Raw -34663134.858024 + Penalty 30757.265416 = -34632377.592608 nChanged 9 SP:Iteration 92Q (1797.400123 sec): 3 clusters Score: Raw -34663135.541685 + Penalty 30757.265416 = -34632378.276270 nChanged 7 SP:Iteration 93Q (1797.874292 sec): 3 clusters Score: Raw -34663136.254049 + Penalty 30757.265416 = -34632378.988633 nChanged 6 SP:Iteration 94Q (1798.358026 sec): 3 clusters Score: Raw -34663136.840987 + Penalty 30757.265416 = -34632379.575571 nChanged 8 SP:Iteration 95Q (1798.847361 sec): 3 clusters Score: Raw -34663137.467710 + Penalty 30757.265416 = -34632380.202294 nChanged 6 SP:Iteration 96Q (1799.304807 sec): 3 clusters Score: Raw -34663137.973913 + Penalty 30757.265416 = -34632380.708497 nChanged 8 SP:Iteration 97Q (1799.783276 sec): 3 clusters Score: Raw -34663138.614985 + Penalty 30757.265416 = -34632381.349570 nChanged 15 SP:Iteration 98Q (1800.255376 sec): 3 clusters Score: Raw -34663139.712933 + Penalty 30757.265416 = -34632382.447517 nChanged 15 SP:Iteration 99Q (1800.754959 sec): 3 clusters Score: Raw -34663140.569805 + Penalty 30757.265416 = -34632383.304390 nChanged 9 SP:Iteration 100F (1801.194447 sec): 3 clusters Score: Raw -34663141.276743 + Penalty 30757.265416 = -34632384.011327 nChanged 14 SP:Iteration 101Q (1801.614407 sec): 3 clusters Score: Raw -34663142.450610 + Penalty 30757.265416 = -34632385.185194 nChanged 18 SP:Iteration 102Q (1802.088752 sec): 3 clusters Score: Raw -34663143.847411 + Penalty 30757.265416 = -34632386.581996 nChanged 21 SP:Iteration 103Q (1802.547671 sec): 3 clusters Score: Raw -34663145.570572 + Penalty 30757.265416 = -34632388.305156 nChanged 19 SP:Iteration 104Q (1802.988995 sec): 3 clusters Score: Raw -34663146.971081 + Penalty 30757.265416 = -34632389.705665 nChanged 18 SP:Iteration 105Q (1803.409611 sec): 3 clusters Score: Raw -34663148.509949 + Penalty 30757.265416 = -34632391.244534 nChanged 17 SP:Iteration 106Q (1803.812343 sec): 3 clusters Score: Raw -34663149.885804 + Penalty 30757.265416 = -34632392.620389 nChanged 19 SP:Iteration 107Q (1804.229044 sec): 3 clusters Score: Raw -34663151.562852 + Penalty 30757.265416 = -34632394.297436 nChanged 21 SP:Iteration 108Q (1804.668933 sec): 3 clusters Score: Raw -34663153.166403 + Penalty 30757.265416 = -34632395.900987 nChanged 15 SP:Iteration 109Q (1805.094205 sec): 3 clusters Score: Raw -34663154.218556 + Penalty 30757.265416 = -34632396.953140 nChanged 10 SP:Iteration 110Q (1805.531589 sec): 3 clusters Score: Raw -34663155.012027 + Penalty 30757.265416 = -34632397.746612 nChanged 9 SP:Iteration 111Q (1805.945182 sec): 3 clusters Score: Raw -34663155.653707 + Penalty 30757.265416 = -34632398.388292 nChanged 11 SP:Iteration 112Q (1806.375931 sec): 3 clusters Score: Raw -34663156.246815 + Penalty 30757.265416 = -34632398.981399 nChanged 13 SP:Iteration 113Q (1806.796384 sec): 3 clusters Score: Raw -34663157.360168 + Penalty 30757.265416 = -34632400.094753 nChanged 22 SP:Iteration 114Q (1807.212325 sec): 3 clusters Score: Raw -34663158.886320 + Penalty 30757.265416 = -34632401.620904 nChanged 20 SP:Iteration 115Q (1807.642737 sec): 3 clusters Score: Raw -34663160.623054 + Penalty 30757.265416 = -34632403.357639 nChanged 23 SP:Iteration 116Q (1808.056604 sec): 3 clusters Score: Raw -34663162.743469 + Penalty 30757.265416 = -34632405.478054 nChanged 23 SP:Iteration 117Q (1808.479078 sec): 3 clusters Score: Raw -34663164.298611 + Penalty 30757.265416 = -34632407.033195 nChanged 14 SP:Iteration 118Q (1808.968294 sec): 3 clusters Score: Raw -34663165.527060 + Penalty 30757.265416 = -34632408.261644 nChanged 17 SP:Iteration 119Q (1809.444342 sec): 3 clusters Score: Raw -34663166.935806 + Penalty 30757.265416 = -34632409.670390 nChanged 16 SP:Iteration 120F (1809.900308 sec): 3 clusters Score: Raw -34663168.194980 + Penalty 30757.265416 = -34632410.929564 nChanged 19 SP:Iteration 121Q (1810.334611 sec): 3 clusters Score: Raw -34663169.636532 + Penalty 30757.265416 = -34632412.371116 nChanged 22 SP:Iteration 122Q (1810.780447 sec): 3 clusters Score: Raw -34663171.198827 + Penalty 30757.265416 = -34632413.933411 nChanged 15 SP:Iteration 123Q (1811.206322 sec): 3 clusters Score: Raw -34663172.085781 + Penalty 30757.265416 = -34632414.820365 nChanged 4 SP:Iteration 124Q (1811.679849 sec): 3 clusters Score: Raw -34663172.356974 + Penalty 30757.265416 = -34632415.091558 nChanged 1 SP:Iteration 125Q (1812.121251 sec): 3 clusters Score: Raw -34663172.439052 + Penalty 30757.265416 = -34632415.173637 nChanged 1 SP:Iteration 126Q (1812.547459 sec): 3 clusters Score: Raw -34663172.515705 + Penalty 30757.265416 = -34632415.250289 nChanged 1 SP:Iteration 127Q (1812.972787 sec): 3 clusters Score: Raw -34663172.620635 + Penalty 30757.265416 = -34632415.355219 nChanged 2 SP:Iteration 128Q (1813.390863 sec): 3 clusters Score: Raw -34663172.751710 + Penalty 30757.265416 = -34632415.486294 nChanged 2 SP:Iteration 129Q (1813.864029 sec): 3 clusters Score: Raw -34663172.898847 + Penalty 30757.265416 = -34632415.633432 nChanged 2 SP:Iteration 130Q (1814.288243 sec): 3 clusters Score: Raw -34663173.094739 + Penalty 30757.265416 = -34632415.829323 nChanged 1 SP:Iteration 131Q (1814.740379 sec): 3 clusters Score: Raw -34663173.139714 + Penalty 30757.265416 = -34632415.874298 nChanged 1 SP:Iteration 132Q (1815.165777 sec): 3 clusters Score: Raw -34663173.182442 + Penalty 30757.265416 = -34632415.917026 nChanged 2 SP:Iteration 133Q (1815.583497 sec): 3 clusters Score: Raw -34663173.305659 + Penalty 30757.265416 = -34632416.040243 nChanged 2 SP:Iteration 134Q (1816.025190 sec): 3 clusters Score: Raw -34663173.434414 + Penalty 30757.265416 = -34632416.168999 nChanged 2 SP:Iteration 135Q (1816.442983 sec): 3 clusters Score: Raw -34663173.568497 + Penalty 30757.265416 = -34632416.303082 nChanged 2 SP:Iteration 136Q (1816.893292 sec): 3 clusters Score: Raw -34663173.719881 + Penalty 30757.265416 = -34632416.454466 nChanged 2 SP:Iteration 137Q (1817.350770 sec): 3 clusters Score: Raw -34663173.852690 + Penalty 30757.265416 = -34632416.587274 nChanged 2 SP:Iteration 138Q (1817.796905 sec): 3 clusters Score: Raw -34663173.986803 + Penalty 30757.265416 = -34632416.721388 nChanged 4 SP:Iteration 139Q (1818.227627 sec): 3 clusters Score: Raw -34663174.211947 + Penalty 30757.265416 = -34632416.946531 nChanged 1 SP:Iteration 140F (1818.670182 sec): 3 clusters Score: Raw -34663174.264180 + Penalty 30757.265416 = -34632416.998764 nChanged 1 SP:Iteration 141Q (1819.093824 sec): 3 clusters Score: Raw -34663174.327044 + Penalty 30757.265416 = -34632417.061628 nChanged 3 SP:Iteration 142Q (1819.512697 sec): 3 clusters Score: Raw -34663174.558046 + Penalty 30757.265416 = -34632417.292630 nChanged 3 SP:Iteration 143Q (1819.934666 sec): 3 clusters Score: Raw -34663174.782495 + Penalty 30757.265416 = -34632417.517079 nChanged 3 SP:Iteration 144Q (1820.352139 sec): 3 clusters Score: Raw -34663175.065919 + Penalty 30757.265416 = -34632417.800503 nChanged 6 SP:Iteration 145Q (1820.769351 sec): 3 clusters Score: Raw -34663175.454888 + Penalty 30757.265416 = -34632418.189473 nChanged 4 SP:Iteration 146Q (1821.186177 sec): 3 clusters Score: Raw -34663175.792118 + Penalty 30757.265416 = -34632418.526703 nChanged 0 SP:Iteration 147F (1821.619185 sec): 3 clusters Score: Raw -34663175.792118 + Penalty 30757.265416 = -34632418.526703 nChanged 0 Trying to split cluster 19 (38105 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1821.757026 sec): 2 clusters Score: Raw -14673610.136404 + Penalty 14245.210112 = -14659364.926292 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1822.001877 sec): 3 clusters Score: Raw -14654118.207724 + Penalty 28490.420223 = -14625627.787500 nChanged 15087 SP:Iteration 1F (1822.235751 sec): 3 clusters Score: Raw -14662295.125513 + Penalty 28490.420223 = -14633804.705290 nChanged 2714 SP:Iteration 2F (1822.474934 sec): 3 clusters Score: Raw -14663796.139645 + Penalty 28490.420223 = -14635305.719422 nChanged 2005 SP:Iteration 3F (1822.712914 sec): 3 clusters Score: Raw -14664895.608556 + Penalty 28490.420223 = -14636405.188333 nChanged 1653 SP:Iteration 4Q (1822.930125 sec): 3 clusters Score: Raw -14665933.595595 + Penalty 28490.420223 = -14637443.175371 nChanged 1623 SP:Iteration 5Q (1823.141088 sec): 3 clusters Score: Raw -14667057.845831 + Penalty 28490.420223 = -14638567.425608 nChanged 1611 SP:Iteration 6Q (1823.350875 sec): 3 clusters Score: Raw -14668258.337341 + Penalty 28490.420223 = -14639767.917117 nChanged 1711 SP:Iteration 7Q (1823.592617 sec): 3 clusters Score: Raw -14669536.623176 + Penalty 28490.420223 = -14641046.202953 nChanged 1815 SP:Iteration 8Q (1823.837005 sec): 3 clusters Score: Raw -14670928.503149 + Penalty 28490.420223 = -14642438.082926 nChanged 1924 SP:Iteration 9F (1824.071630 sec): 3 clusters Score: Raw -14672356.044061 + Penalty 28490.420223 = -14643865.623837 nChanged 1897 SP:Iteration 10Q (1824.299973 sec): 3 clusters Score: Raw -14673734.488220 + Penalty 28490.420223 = -14645244.067997 nChanged 1728 SP:Iteration 11Q (1824.539395 sec): 3 clusters Score: Raw -14674912.952261 + Penalty 28490.420223 = -14646422.532038 nChanged 1566 SP:Iteration 12Q (1824.764240 sec): 3 clusters Score: Raw -14675944.310318 + Penalty 28490.420223 = -14647453.890095 nChanged 1364 SP:Iteration 13Q (1824.980668 sec): 3 clusters Score: Raw -14676739.055795 + Penalty 28490.420223 = -14648248.635572 nChanged 1152 SP:Iteration 14Q (1825.180585 sec): 3 clusters Score: Raw -14677336.880010 + Penalty 28490.420223 = -14648846.459786 nChanged 929 SP:Iteration 15Q (1825.375877 sec): 3 clusters Score: Raw -14677782.567661 + Penalty 28490.420223 = -14649292.147438 nChanged 786 SP:Iteration 16Q (1825.583896 sec): 3 clusters Score: Raw -14678127.743706 + Penalty 28490.420223 = -14649637.323482 nChanged 592 SP:Iteration 17Q (1825.787657 sec): 3 clusters Score: Raw -14678361.629520 + Penalty 28490.420223 = -14649871.209296 nChanged 483 SP:Iteration 18Q (1825.986937 sec): 3 clusters Score: Raw -14678540.348197 + Penalty 28490.420223 = -14650049.927974 nChanged 383 SP:Iteration 19Q (1826.189717 sec): 3 clusters Score: Raw -14678668.762718 + Penalty 28490.420223 = -14650178.342495 nChanged 339 SP:Iteration 20F (1826.409584 sec): 3 clusters Score: Raw -14678785.155657 + Penalty 28490.420223 = -14650294.735434 nChanged 309 SP:Iteration 21Q (1826.653731 sec): 3 clusters Score: Raw -14678890.769970 + Penalty 28490.420223 = -14650400.349747 nChanged 284 SP:Iteration 22Q (1826.885207 sec): 3 clusters Score: Raw -14678981.552163 + Penalty 28490.420223 = -14650491.131940 nChanged 243 SP:Iteration 23Q (1827.121835 sec): 3 clusters Score: Raw -14679055.631131 + Penalty 28490.420223 = -14650565.210908 nChanged 227 SP:Iteration 24Q (1827.343296 sec): 3 clusters Score: Raw -14679124.312725 + Penalty 28490.420223 = -14650633.892502 nChanged 194 SP:Iteration 25Q (1827.551162 sec): 3 clusters Score: Raw -14679180.942717 + Penalty 28490.420223 = -14650690.522494 nChanged 183 SP:Iteration 26Q (1827.762353 sec): 3 clusters Score: Raw -14679235.294447 + Penalty 28490.420223 = -14650744.874224 nChanged 163 SP:Iteration 27Q (1827.993434 sec): 3 clusters Score: Raw -14679282.600581 + Penalty 28490.420223 = -14650792.180357 nChanged 140 SP:Iteration 28Q (1828.215884 sec): 3 clusters Score: Raw -14679321.966641 + Penalty 28490.420223 = -14650831.546417 nChanged 129 SP:Iteration 29Q (1828.425473 sec): 3 clusters Score: Raw -14679357.417760 + Penalty 28490.420223 = -14650866.997537 nChanged 128 SP:Iteration 30Q (1828.667749 sec): 3 clusters Score: Raw -14679392.601176 + Penalty 28490.420223 = -14650902.180953 nChanged 119 SP:Iteration 31Q (1828.904637 sec): 3 clusters Score: Raw -14679426.921431 + Penalty 28490.420223 = -14650936.501208 nChanged 121 SP:Iteration 32Q (1829.121246 sec): 3 clusters Score: Raw -14679466.830533 + Penalty 28490.420223 = -14650976.410309 nChanged 135 SP:Iteration 33Q (1829.352576 sec): 3 clusters Score: Raw -14679506.889493 + Penalty 28490.420223 = -14651016.469269 nChanged 114 SP:Iteration 34Q (1829.601296 sec): 3 clusters Score: Raw -14679539.534661 + Penalty 28490.420223 = -14651049.114438 nChanged 93 SP:Iteration 35Q (1829.806278 sec): 3 clusters Score: Raw -14679565.581498 + Penalty 28490.420223 = -14651075.161274 nChanged 68 SP:Iteration 36Q (1830.009893 sec): 3 clusters Score: Raw -14679583.515746 + Penalty 28490.420223 = -14651093.095523 nChanged 71 SP:Iteration 37Q (1830.214423 sec): 3 clusters Score: Raw -14679602.240791 + Penalty 28490.420223 = -14651111.820568 nChanged 71 SP:Iteration 38Q (1830.415693 sec): 3 clusters Score: Raw -14679621.012494 + Penalty 28490.420223 = -14651130.592271 nChanged 67 SP:Iteration 39Q (1830.621354 sec): 3 clusters Score: Raw -14679639.453741 + Penalty 28490.420223 = -14651149.033517 nChanged 61 SP:Iteration 40F (1830.850590 sec): 3 clusters Score: Raw -14679655.048492 + Penalty 28490.420223 = -14651164.628268 nChanged 53 SP:Iteration 41Q (1831.065452 sec): 3 clusters Score: Raw -14679667.973931 + Penalty 28490.420223 = -14651177.553708 nChanged 49 SP:Iteration 42Q (1831.276461 sec): 3 clusters Score: Raw -14679679.247486 + Penalty 28490.420223 = -14651188.827263 nChanged 38 SP:Iteration 43Q (1831.492476 sec): 3 clusters Score: Raw -14679689.098246 + Penalty 28490.420223 = -14651198.678022 nChanged 35 SP:Iteration 44Q (1831.720044 sec): 3 clusters Score: Raw -14679696.728434 + Penalty 28490.420223 = -14651206.308211 nChanged 28 SP:Iteration 45Q (1831.941462 sec): 3 clusters Score: Raw -14679702.898191 + Penalty 28490.420223 = -14651212.477967 nChanged 24 SP:Iteration 46Q (1832.177112 sec): 3 clusters Score: Raw -14679709.302612 + Penalty 28490.420223 = -14651218.882389 nChanged 24 SP:Iteration 47Q (1832.412940 sec): 3 clusters Score: Raw -14679714.551107 + Penalty 28490.420223 = -14651224.130884 nChanged 21 SP:Iteration 48Q (1832.630666 sec): 3 clusters Score: Raw -14679718.801470 + Penalty 28490.420223 = -14651228.381247 nChanged 20 SP:Iteration 49Q (1832.836045 sec): 3 clusters Score: Raw -14679722.683251 + Penalty 28490.420223 = -14651232.263028 nChanged 15 SP:Iteration 50Q (1833.038966 sec): 3 clusters Score: Raw -14679725.757629 + Penalty 28490.420223 = -14651235.337406 nChanged 12 SP:Iteration 51Q (1833.233195 sec): 3 clusters Score: Raw -14679728.323051 + Penalty 28490.420223 = -14651237.902828 nChanged 11 SP:Iteration 52Q (1833.443000 sec): 3 clusters Score: Raw -14679730.790910 + Penalty 28490.420223 = -14651240.370687 nChanged 14 SP:Iteration 53Q (1833.656445 sec): 3 clusters Score: Raw -14679733.530610 + Penalty 28490.420223 = -14651243.110387 nChanged 10 SP:Iteration 54Q (1833.886824 sec): 3 clusters Score: Raw -14679735.851840 + Penalty 28490.420223 = -14651245.431617 nChanged 12 SP:Iteration 55Q (1834.098729 sec): 3 clusters Score: Raw -14679738.700095 + Penalty 28490.420223 = -14651248.279872 nChanged 12 SP:Iteration 56Q (1834.307230 sec): 3 clusters Score: Raw -14679740.887321 + Penalty 28490.420223 = -14651250.467098 nChanged 11 SP:Iteration 57Q (1834.537918 sec): 3 clusters Score: Raw -14679743.266089 + Penalty 28490.420223 = -14651252.845866 nChanged 12 SP:Iteration 58Q (1834.774600 sec): 3 clusters Score: Raw -14679745.915281 + Penalty 28490.420223 = -14651255.495058 nChanged 19 SP:Iteration 59Q (1835.012788 sec): 3 clusters Score: Raw -14679750.213305 + Penalty 28490.420223 = -14651259.793082 nChanged 22 SP:Iteration 60F (1835.228559 sec): 3 clusters Score: Raw -14679754.484607 + Penalty 28490.420223 = -14651264.064384 nChanged 17 SP:Iteration 61Q (1835.443620 sec): 3 clusters Score: Raw -14679758.428527 + Penalty 28490.420223 = -14651268.008303 nChanged 14 SP:Iteration 62Q (1835.658441 sec): 3 clusters Score: Raw -14679761.538608 + Penalty 28490.420223 = -14651271.118384 nChanged 18 SP:Iteration 63Q (1835.866125 sec): 3 clusters Score: Raw -14679765.755943 + Penalty 28490.420223 = -14651275.335719 nChanged 16 SP:Iteration 64Q (1836.083093 sec): 3 clusters Score: Raw -14679768.397939 + Penalty 28490.420223 = -14651277.977716 nChanged 7 SP:Iteration 65Q (1836.322861 sec): 3 clusters Score: Raw -14679769.716260 + Penalty 28490.420223 = -14651279.296037 nChanged 11 SP:Iteration 66Q (1836.565567 sec): 3 clusters Score: Raw -14679771.922784 + Penalty 28490.420223 = -14651281.502561 nChanged 8 SP:Iteration 67Q (1836.807680 sec): 3 clusters Score: Raw -14679773.627377 + Penalty 28490.420223 = -14651283.207154 nChanged 4 SP:Iteration 68Q (1837.026762 sec): 3 clusters Score: Raw -14679774.363362 + Penalty 28490.420223 = -14651283.943139 nChanged 3 SP:Iteration 69Q (1837.254409 sec): 3 clusters Score: Raw -14679774.888348 + Penalty 28490.420223 = -14651284.468125 nChanged 2 SP:Iteration 70Q (1837.466962 sec): 3 clusters Score: Raw -14679775.479891 + Penalty 28490.420223 = -14651285.059668 nChanged 4 SP:Iteration 71Q (1837.652999 sec): 3 clusters Score: Raw -14679776.312212 + Penalty 28490.420223 = -14651285.891988 nChanged 4 SP:Iteration 72Q (1837.847443 sec): 3 clusters Score: Raw -14679777.150172 + Penalty 28490.420223 = -14651286.729949 nChanged 4 SP:Iteration 73Q (1838.036778 sec): 3 clusters Score: Raw -14679777.947846 + Penalty 28490.420223 = -14651287.527622 nChanged 4 SP:Iteration 74Q (1838.231331 sec): 3 clusters Score: Raw -14679778.699335 + Penalty 28490.420223 = -14651288.279112 nChanged 3 SP:Iteration 75Q (1838.419195 sec): 3 clusters Score: Raw -14679779.473729 + Penalty 28490.420223 = -14651289.053506 nChanged 7 SP:Iteration 76Q (1838.641658 sec): 3 clusters Score: Raw -14679780.687510 + Penalty 28490.420223 = -14651290.267287 nChanged 5 SP:Iteration 77Q (1838.866789 sec): 3 clusters Score: Raw -14679781.499474 + Penalty 28490.420223 = -14651291.079250 nChanged 7 SP:Iteration 78Q (1839.096880 sec): 3 clusters Score: Raw -14679783.144127 + Penalty 28490.420223 = -14651292.723904 nChanged 2 SP:Iteration 79Q (1839.316148 sec): 3 clusters Score: Raw -14679783.558945 + Penalty 28490.420223 = -14651293.138722 nChanged 1 SP:Iteration 80F (1839.543233 sec): 3 clusters Score: Raw -14679783.965112 + Penalty 28490.420223 = -14651293.544889 nChanged 2 SP:Iteration 81Q (1839.744684 sec): 3 clusters Score: Raw -14679784.488254 + Penalty 28490.420223 = -14651294.068031 nChanged 4 SP:Iteration 82Q (1839.953215 sec): 3 clusters Score: Raw -14679785.426839 + Penalty 28490.420223 = -14651295.006616 nChanged 3 SP:Iteration 83Q (1840.152133 sec): 3 clusters Score: Raw -14679786.095776 + Penalty 28490.420223 = -14651295.675553 nChanged 3 SP:Iteration 84Q (1840.354475 sec): 3 clusters Score: Raw -14679786.645860 + Penalty 28490.420223 = -14651296.225636 nChanged 9 SP:Iteration 85Q (1840.566743 sec): 3 clusters Score: Raw -14679788.505566 + Penalty 28490.420223 = -14651298.085343 nChanged 7 SP:Iteration 86Q (1840.767929 sec): 3 clusters Score: Raw -14679789.984956 + Penalty 28490.420223 = -14651299.564733 nChanged 5 SP:Iteration 87Q (1840.968893 sec): 3 clusters Score: Raw -14679791.221166 + Penalty 28490.420223 = -14651300.800943 nChanged 3 SP:Iteration 88Q (1841.163703 sec): 3 clusters Score: Raw -14679791.869754 + Penalty 28490.420223 = -14651301.449531 nChanged 4 SP:Iteration 89Q (1841.372351 sec): 3 clusters Score: Raw -14679792.554614 + Penalty 28490.420223 = -14651302.134391 nChanged 2 SP:Iteration 90Q (1841.585712 sec): 3 clusters Score: Raw -14679792.862038 + Penalty 28490.420223 = -14651302.441815 nChanged 4 SP:Iteration 91Q (1841.784608 sec): 3 clusters Score: Raw -14679793.584468 + Penalty 28490.420223 = -14651303.164244 nChanged 3 SP:Iteration 92Q (1841.984630 sec): 3 clusters Score: Raw -14679794.068481 + Penalty 28490.420223 = -14651303.648257 nChanged 3 SP:Iteration 93Q (1842.192675 sec): 3 clusters Score: Raw -14679794.722964 + Penalty 28490.420223 = -14651304.302741 nChanged 4 SP:Iteration 94Q (1842.418840 sec): 3 clusters Score: Raw -14679795.398303 + Penalty 28490.420223 = -14651304.978080 nChanged 2 SP:Iteration 95Q (1842.632403 sec): 3 clusters Score: Raw -14679795.976020 + Penalty 28490.420223 = -14651305.555796 nChanged 2 SP:Iteration 96Q (1842.862976 sec): 3 clusters Score: Raw -14679796.291265 + Penalty 28490.420223 = -14651305.871042 nChanged 3 SP:Iteration 97Q (1843.084485 sec): 3 clusters Score: Raw -14679796.743465 + Penalty 28490.420223 = -14651306.323242 nChanged 1 SP:Iteration 98Q (1843.312420 sec): 3 clusters Score: Raw -14679797.009189 + Penalty 28490.420223 = -14651306.588966 nChanged 3 SP:Iteration 99Q (1843.539742 sec): 3 clusters Score: Raw -14679797.529176 + Penalty 28490.420223 = -14651307.108953 nChanged 2 SP:Iteration 100F (1843.782930 sec): 3 clusters Score: Raw -14679798.029720 + Penalty 28490.420223 = -14651307.609496 nChanged 1 SP:Iteration 101Q (1844.023987 sec): 3 clusters Score: Raw -14679798.205950 + Penalty 28490.420223 = -14651307.785727 nChanged 1 SP:Iteration 102Q (1844.251334 sec): 3 clusters Score: Raw -14679798.330302 + Penalty 28490.420223 = -14651307.910079 nChanged 0 SP:Iteration 103F (1844.479960 sec): 3 clusters Score: Raw -14679798.330302 + Penalty 28490.420223 = -14651307.910079 nChanged 0 Time taken for this iteration:1833.905361 seconds. 20->12 Clusters: Score -139800949.099314, best is 100000000000000005366162204393472.000000 THE BEST YET! Starting from 21 clusters... ------ Clustering full data set of 360823 points ------ SP: Assigned 21 initial classes randomly. Deleting Class 1 (165 points): Lose 493.378286 but Gain 17281.190868 Iteration 0F (1857.461696 sec): 20 clusters Score: Raw -136140299.580610 + Penalty 328342.626494 = -135811956.954116 nChanged 341146 Deleting Class 2 (1124 points): Lose 3353.352368 but Gain 17281.190868 Iteration 1F (1869.694525 sec): 19 clusters Score: Raw -139282706.446938 + Penalty 311061.435626 = -138971645.011312 nChanged 112118 Deleting Class 18 (3902 points): Lose 5065.374260 but Gain 17281.190868 Iteration 2F (1881.246401 sec): 18 clusters Score: Raw -139559083.854087 + Penalty 293780.244758 = -139265303.609329 nChanged 79446 Deleting Class 15 (2202 points): Lose 9904.304983 but Gain 17281.190868 Iteration 3F (1892.267683 sec): 17 clusters Score: Raw -139697178.495179 + Penalty 276499.053890 = -139420679.441289 nChanged 60649 Deleting Class 4 (544 points): Lose 10236.019565 but Gain 17281.190868 Iteration 4F (1902.823326 sec): 16 clusters Score: Raw -139789480.850456 + Penalty 259217.863022 = -139530262.987434 nChanged 49524 Unmasked E-step: Deleting class 3 (223 points): covariance matrix is singular Unmasked E-step: Deleting class 19 (168 points): covariance matrix is singular Iteration 5F (1911.386117 sec): 14 clusters Score: Raw -139857466.332033 + Penalty 224655.481285 = -139632810.850748 nChanged 39189 Iteration 6F (1920.019212 sec): 14 clusters Score: Raw -139779821.269851 + Penalty 224655.481285 = -139555165.788565 nChanged 27759 Iteration 7F (1928.681442 sec): 14 clusters Score: Raw -139808159.494750 + Penalty 224655.481285 = -139583504.013464 nChanged 17509 Iteration 8Q (1932.873874 sec): 14 clusters Score: Raw -139824039.850914 + Penalty 224655.481285 = -139599384.369629 nChanged 12013 Iteration 9Q (1937.019016 sec): 14 clusters Score: Raw -139829980.296891 + Penalty 224655.481285 = -139605324.815605 nChanged 8381 Iteration 10Q (1940.605031 sec): 14 clusters Score: Raw -139833530.865315 + Penalty 224655.481285 = -139608875.384030 nChanged 6321 Iteration 11Q (1944.124618 sec): 14 clusters Score: Raw -139835913.184433 + Penalty 224655.481285 = -139611257.703148 nChanged 4927 Iteration 12Q (1948.061742 sec): 14 clusters Score: Raw -139837503.048371 + Penalty 224655.481285 = -139612847.567085 nChanged 3985 Iteration 13Q (1951.797558 sec): 14 clusters Score: Raw -139838588.492108 + Penalty 224655.481285 = -139613933.010822 nChanged 3128 Iteration 14Q (1955.534379 sec): 14 clusters Score: Raw -139839346.196775 + Penalty 224655.481285 = -139614690.715490 nChanged 2619 Iteration 15Q (1959.100787 sec): 14 clusters Score: Raw -139839928.291736 + Penalty 224655.481285 = -139615272.810451 nChanged 2156 Iteration 16Q (1962.664942 sec): 14 clusters Score: Raw -139840385.527422 + Penalty 224655.481285 = -139615730.046136 nChanged 1912 Iteration 17Q (1965.975296 sec): 14 clusters Score: Raw -139840770.181799 + Penalty 224655.481285 = -139616114.700513 nChanged 1650 Iteration 18Q (1969.310968 sec): 14 clusters Score: Raw -139841094.706949 + Penalty 224655.481285 = -139616439.225664 nChanged 1541 Iteration 19Q (1973.197799 sec): 14 clusters Score: Raw -139841385.260783 + Penalty 224655.481285 = -139616729.779497 nChanged 1401 Writing temp clu file Because OldScore, -139616439.225664, is greater than current (better) Score,-139616729.779497 Compute initial score before splitting: Score: Raw -139841385.260783 + Penalty 224655.481285 = -139616729.779497 Trying to split cluster 5 (1557 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1973.354912 sec): 2 clusters Score: Raw -589170.459924 + Penalty 9926.872090 = -579243.587834 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1973.406874 sec): 3 clusters Score: Raw -589827.859994 + Penalty 19853.744180 = -569974.115814 nChanged 169 SP:Iteration 1F (1973.440568 sec): 3 clusters Score: Raw -590335.149041 + Penalty 19853.744180 = -570481.404861 nChanged 39 SP:Iteration 2Q (1973.485441 sec): 3 clusters Score: Raw -590460.027613 + Penalty 19853.744180 = -570606.283433 nChanged 17 SP:Iteration 3Q (1973.526904 sec): 3 clusters Score: Raw -590508.607903 + Penalty 19853.744180 = -570654.863723 nChanged 11 SP:Iteration 4Q (1973.563409 sec): 3 clusters Score: Raw -590547.306379 + Penalty 19853.744180 = -570693.562199 nChanged 4 SP:Iteration 5Q (1973.612078 sec): 3 clusters Score: Raw -590564.014294 + Penalty 19853.744180 = -570710.270114 nChanged 5 SP:Iteration 6Q (1973.668064 sec): 3 clusters Score: Raw -590582.407595 + Penalty 19853.744180 = -570728.663415 nChanged 4 SP:Iteration 7Q (1973.715102 sec): 3 clusters Score: Raw -590601.360216 + Penalty 19853.744180 = -570747.616036 nChanged 2 SP:Iteration 8Q (1973.775669 sec): 3 clusters Score: Raw -590606.127897 + Penalty 19853.744180 = -570752.383717 nChanged 1 SP:Iteration 9Q (1973.816045 sec): 3 clusters Score: Raw -590610.962143 + Penalty 19853.744180 = -570757.217963 nChanged 0 SP:Iteration 10F (1973.879423 sec): 3 clusters Score: Raw -590610.962143 + Penalty 19853.744180 = -570757.217963 nChanged 0 Trying to split cluster 6 (8493 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1973.928689 sec): 2 clusters Score: Raw -3283885.111598 + Penalty 12217.970223 = -3271667.141375 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1974.013732 sec): 3 clusters Score: Raw -3281218.593224 + Penalty 24435.940447 = -3256782.652777 nChanged 2514 SP:Iteration 1F (1974.088340 sec): 3 clusters Score: Raw -3283960.906122 + Penalty 24435.940447 = -3259524.965675 nChanged 706 SP:Iteration 2F (1974.171028 sec): 3 clusters Score: Raw -3284809.424070 + Penalty 24435.940447 = -3260373.483623 nChanged 426 SP:Iteration 3F (1974.257490 sec): 3 clusters Score: Raw -3285301.450188 + Penalty 24435.940447 = -3260865.509741 nChanged 310 SP:Iteration 4Q (1974.335883 sec): 3 clusters Score: Raw -3285642.067746 + Penalty 24435.940447 = -3261206.127299 nChanged 255 SP:Iteration 5Q (1974.413893 sec): 3 clusters Score: Raw -3285917.035658 + Penalty 24435.940447 = -3261481.095211 nChanged 204 SP:Iteration 6Q (1974.498040 sec): 3 clusters Score: Raw -3286137.142275 + Penalty 24435.940447 = -3261701.201828 nChanged 160 SP:Iteration 7Q (1974.580415 sec): 3 clusters Score: Raw -3286300.156314 + Penalty 24435.940447 = -3261864.215867 nChanged 147 SP:Iteration 8Q (1974.656621 sec): 3 clusters Score: Raw -3286465.803547 + Penalty 24435.940447 = -3262029.863101 nChanged 136 SP:Iteration 9Q (1974.734712 sec): 3 clusters Score: Raw -3286622.425433 + Penalty 24435.940447 = -3262186.484986 nChanged 135 SP:Iteration 10Q (1974.818785 sec): 3 clusters Score: Raw -3286779.002044 + Penalty 24435.940447 = -3262343.061597 nChanged 118 SP:Iteration 11Q (1974.881320 sec): 3 clusters Score: Raw -3286910.535428 + Penalty 24435.940447 = -3262474.594981 nChanged 116 SP:Iteration 12Q (1974.962610 sec): 3 clusters Score: Raw -3287039.016009 + Penalty 24435.940447 = -3262603.075562 nChanged 110 SP:Iteration 13Q (1975.043074 sec): 3 clusters Score: Raw -3287158.051690 + Penalty 24435.940447 = -3262722.111244 nChanged 108 SP:Iteration 14Q (1975.128489 sec): 3 clusters Score: Raw -3287284.924562 + Penalty 24435.940447 = -3262848.984115 nChanged 99 SP:Iteration 15Q (1975.220971 sec): 3 clusters Score: Raw -3287409.412698 + Penalty 24435.940447 = -3262973.472252 nChanged 105 SP:Iteration 16Q (1975.306186 sec): 3 clusters Score: Raw -3287552.807472 + Penalty 24435.940447 = -3263116.867025 nChanged 114 SP:Iteration 17Q (1975.390696 sec): 3 clusters Score: Raw -3287707.799464 + Penalty 24435.940447 = -3263271.859017 nChanged 107 SP:Iteration 18Q (1975.475437 sec): 3 clusters Score: Raw -3287842.026373 + Penalty 24435.940447 = -3263406.085926 nChanged 97 SP:Iteration 19Q (1975.569446 sec): 3 clusters Score: Raw -3287970.974062 + Penalty 24435.940447 = -3263535.033615 nChanged 99 SP:Iteration 20F (1975.659004 sec): 3 clusters Score: Raw -3288113.067983 + Penalty 24435.940447 = -3263677.127536 nChanged 86 SP:Iteration 21Q (1975.743253 sec): 3 clusters Score: Raw -3288234.482064 + Penalty 24435.940447 = -3263798.541617 nChanged 88 SP:Iteration 22Q (1975.827332 sec): 3 clusters Score: Raw -3288342.633461 + Penalty 24435.940447 = -3263906.693014 nChanged 82 SP:Iteration 23Q (1975.899005 sec): 3 clusters Score: Raw -3288456.134597 + Penalty 24435.940447 = -3264020.194150 nChanged 71 SP:Iteration 24Q (1975.986535 sec): 3 clusters Score: Raw -3288550.266042 + Penalty 24435.940447 = -3264114.325595 nChanged 52 SP:Iteration 25Q (1976.056866 sec): 3 clusters Score: Raw -3288614.634507 + Penalty 24435.940447 = -3264178.694060 nChanged 41 SP:Iteration 26Q (1976.152427 sec): 3 clusters Score: Raw -3288669.220088 + Penalty 24435.940447 = -3264233.279641 nChanged 42 SP:Iteration 27Q (1976.235916 sec): 3 clusters Score: Raw -3288723.773933 + Penalty 24435.940447 = -3264287.833486 nChanged 38 SP:Iteration 28Q (1976.318044 sec): 3 clusters Score: Raw -3288774.057578 + Penalty 24435.940447 = -3264338.117132 nChanged 31 SP:Iteration 29Q (1976.394641 sec): 3 clusters Score: Raw -3288815.329668 + Penalty 24435.940447 = -3264379.389221 nChanged 21 SP:Iteration 30Q (1976.472254 sec): 3 clusters Score: Raw -3288842.760064 + Penalty 24435.940447 = -3264406.819618 nChanged 19 SP:Iteration 31Q (1976.547812 sec): 3 clusters Score: Raw -3288867.312405 + Penalty 24435.940447 = -3264431.371958 nChanged 23 SP:Iteration 32Q (1976.621950 sec): 3 clusters Score: Raw -3288897.750223 + Penalty 24435.940447 = -3264461.809776 nChanged 18 SP:Iteration 33Q (1976.687029 sec): 3 clusters Score: Raw -3288922.910232 + Penalty 24435.940447 = -3264486.969785 nChanged 15 SP:Iteration 34Q (1976.771037 sec): 3 clusters Score: Raw -3288943.212223 + Penalty 24435.940447 = -3264507.271776 nChanged 19 SP:Iteration 35Q (1976.838655 sec): 3 clusters Score: Raw -3288970.385788 + Penalty 24435.940447 = -3264534.445341 nChanged 13 SP:Iteration 36Q (1976.914539 sec): 3 clusters Score: Raw -3288985.477789 + Penalty 24435.940447 = -3264549.537342 nChanged 4 SP:Iteration 37Q (1976.996879 sec): 3 clusters Score: Raw -3288991.706644 + Penalty 24435.940447 = -3264555.766198 nChanged 8 SP:Iteration 38Q (1977.066388 sec): 3 clusters Score: Raw -3289004.537758 + Penalty 24435.940447 = -3264568.597311 nChanged 6 SP:Iteration 39Q (1977.143126 sec): 3 clusters Score: Raw -3289011.960805 + Penalty 24435.940447 = -3264576.020359 nChanged 4 SP:Iteration 40F (1977.223949 sec): 3 clusters Score: Raw -3289016.578554 + Penalty 24435.940447 = -3264580.638107 nChanged 0 Trying to split cluster 7 (1975 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1977.258343 sec): 2 clusters Score: Raw -741016.151381 + Penalty 10248.031126 = -730768.120255 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1977.312405 sec): 3 clusters Score: Raw -741421.011279 + Penalty 20496.062252 = -720924.949027 nChanged 273 SP:Iteration 1F (1977.360528 sec): 3 clusters Score: Raw -742101.219079 + Penalty 20496.062252 = -721605.156826 nChanged 70 SP:Iteration 2Q (1977.418355 sec): 3 clusters Score: Raw -742291.023768 + Penalty 20496.062252 = -721794.961515 nChanged 31 SP:Iteration 3Q (1977.461838 sec): 3 clusters Score: Raw -742391.223582 + Penalty 20496.062252 = -721895.161329 nChanged 15 SP:Iteration 4Q (1977.516675 sec): 3 clusters Score: Raw -742429.154898 + Penalty 20496.062252 = -721933.092645 nChanged 12 SP:Iteration 5Q (1977.578691 sec): 3 clusters Score: Raw -742470.196848 + Penalty 20496.062252 = -721974.134596 nChanged 7 SP:Iteration 6Q (1977.620914 sec): 3 clusters Score: Raw -742484.142238 + Penalty 20496.062252 = -721988.079985 nChanged 3 SP:Iteration 7Q (1977.661198 sec): 3 clusters Score: Raw -742489.406872 + Penalty 20496.062252 = -721993.344619 nChanged 2 SP:Iteration 8Q (1977.714318 sec): 3 clusters Score: Raw -742493.262580 + Penalty 20496.062252 = -721997.200328 nChanged 6 SP:Iteration 9Q (1977.772276 sec): 3 clusters Score: Raw -742509.487547 + Penalty 20496.062252 = -722013.425295 nChanged 4 SP:Iteration 10Q (1977.817967 sec): 3 clusters Score: Raw -742525.320444 + Penalty 20496.062252 = -722029.258191 nChanged 5 SP:Iteration 11Q (1977.862423 sec): 3 clusters Score: Raw -742550.779537 + Penalty 20496.062252 = -722054.717285 nChanged 8 SP:Iteration 12Q (1977.909634 sec): 3 clusters Score: Raw -742577.858589 + Penalty 20496.062252 = -722081.796336 nChanged 9 SP:Iteration 13Q (1977.951121 sec): 3 clusters Score: Raw -742600.815364 + Penalty 20496.062252 = -722104.753112 nChanged 4 SP:Iteration 14Q (1977.986867 sec): 3 clusters Score: Raw -742610.875435 + Penalty 20496.062252 = -722114.813183 nChanged 1 SP:Iteration 15Q (1978.033712 sec): 3 clusters Score: Raw -742612.688602 + Penalty 20496.062252 = -722116.626349 nChanged 4 SP:Iteration 16Q (1978.074906 sec): 3 clusters Score: Raw -742621.585776 + Penalty 20496.062252 = -722125.523523 nChanged 3 SP:Iteration 17Q (1978.122555 sec): 3 clusters Score: Raw -742634.533894 + Penalty 20496.062252 = -722138.471641 nChanged 2 SP:Iteration 18Q (1978.171315 sec): 3 clusters Score: Raw -742642.527257 + Penalty 20496.062252 = -722146.465005 nChanged 4 SP:Iteration 19Q (1978.220059 sec): 3 clusters Score: Raw -742653.980804 + Penalty 20496.062252 = -722157.918552 nChanged 4 SP:Iteration 20F (1978.275022 sec): 3 clusters Score: Raw -742666.700407 + Penalty 20496.062252 = -722170.638154 nChanged 3 SP:Iteration 21Q (1978.316457 sec): 3 clusters Score: Raw -742675.680266 + Penalty 20496.062252 = -722179.618013 nChanged 2 SP:Iteration 22Q (1978.350767 sec): 3 clusters Score: Raw -742680.478669 + Penalty 20496.062252 = -722184.416416 nChanged 2 SP:Iteration 23Q (1978.395707 sec): 3 clusters Score: Raw -742687.730555 + Penalty 20496.062252 = -722191.668302 nChanged 5 SP:Iteration 24Q (1978.435757 sec): 3 clusters Score: Raw -742700.443018 + Penalty 20496.062252 = -722204.380766 nChanged 6 SP:Iteration 25Q (1978.476844 sec): 3 clusters Score: Raw -742714.423158 + Penalty 20496.062252 = -722218.360905 nChanged 7 SP:Iteration 26Q (1978.518314 sec): 3 clusters Score: Raw -742739.932185 + Penalty 20496.062252 = -722243.869932 nChanged 5 SP:Iteration 27Q (1978.566702 sec): 3 clusters Score: Raw -742751.549564 + Penalty 20496.062252 = -722255.487311 nChanged 3 SP:Iteration 28Q (1978.617694 sec): 3 clusters Score: Raw -742758.459127 + Penalty 20496.062252 = -722262.396875 nChanged 2 SP:Iteration 29Q (1978.669478 sec): 3 clusters Score: Raw -742761.431740 + Penalty 20496.062252 = -722265.369487 nChanged 1 SP:Iteration 30Q (1978.715332 sec): 3 clusters Score: Raw -742763.308360 + Penalty 20496.062252 = -722267.246108 nChanged 0 SP:Iteration 31F (1978.770653 sec): 3 clusters Score: Raw -742763.308360 + Penalty 20496.062252 = -722267.246108 nChanged 0 Trying to split cluster 8 (269 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1978.794811 sec): 2 clusters Score: Raw -98449.372071 + Penalty 7555.657718 = -90893.714353 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1978.837048 sec): 3 clusters Score: Raw -111449.900331 + Penalty 15111.315436 = -96338.584894 nChanged 60 Unmasked E-step: Deleting class 1 (188 points): covariance matrix is singular Unmasked E-step: Deleting class 2 (81 points): covariance matrix is singular SP:Iteration 1F (1978.840541 sec): 3 clusters Score: Raw -111449.900331 + Penalty 15111.315436 = -96338.584894 nChanged 0 Unmasked E-step: Deleting class 1 (81 points): covariance matrix is singular Unmasked E-step: Deleting class 8 (188 points): covariance matrix is singular Score: Raw -139745064.533643 + Penalty 241936.672153 = -139503127.861490 Splitting cluster 8 changes total score from -139616729.779497 to -139503127.861490 So it's not getting split. Trying to split cluster 9 (9757 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1986.955970 sec): 2 clusters Score: Raw -3759883.786338 + Penalty 12405.342215 = -3747478.444124 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1987.039595 sec): 3 clusters Score: Raw -3756339.005698 + Penalty 24810.684429 = -3731528.321269 nChanged 2998 SP:Iteration 1F (1987.116838 sec): 3 clusters Score: Raw -3758637.358490 + Penalty 24810.684429 = -3733826.674061 nChanged 720 SP:Iteration 2F (1987.207591 sec): 3 clusters Score: Raw -3759330.553014 + Penalty 24810.684429 = -3734519.868585 nChanged 416 SP:Iteration 3Q (1987.295723 sec): 3 clusters Score: Raw -3759712.869616 + Penalty 24810.684429 = -3734902.185187 nChanged 288 SP:Iteration 4Q (1987.384729 sec): 3 clusters Score: Raw -3759984.547808 + Penalty 24810.684429 = -3735173.863379 nChanged 220 SP:Iteration 5Q (1987.475643 sec): 3 clusters Score: Raw -3760189.352034 + Penalty 24810.684429 = -3735378.667605 nChanged 187 SP:Iteration 6Q (1987.565567 sec): 3 clusters Score: Raw -3760355.611604 + Penalty 24810.684429 = -3735544.927175 nChanged 137 SP:Iteration 7Q (1987.655937 sec): 3 clusters Score: Raw -3760467.119940 + Penalty 24810.684429 = -3735656.435511 nChanged 102 SP:Iteration 8Q (1987.743317 sec): 3 clusters Score: Raw -3760541.352635 + Penalty 24810.684429 = -3735730.668206 nChanged 80 SP:Iteration 9Q (1987.840749 sec): 3 clusters Score: Raw -3760603.696393 + Penalty 24810.684429 = -3735793.011964 nChanged 75 SP:Iteration 10Q (1987.931630 sec): 3 clusters Score: Raw -3760657.471760 + Penalty 24810.684429 = -3735846.787331 nChanged 66 SP:Iteration 11Q (1988.019762 sec): 3 clusters Score: Raw -3760706.060605 + Penalty 24810.684429 = -3735895.376176 nChanged 60 SP:Iteration 12Q (1988.110410 sec): 3 clusters Score: Raw -3760746.990724 + Penalty 24810.684429 = -3735936.306295 nChanged 46 SP:Iteration 13Q (1988.193809 sec): 3 clusters Score: Raw -3760782.277468 + Penalty 24810.684429 = -3735971.593039 nChanged 41 SP:Iteration 14Q (1988.273861 sec): 3 clusters Score: Raw -3760809.934468 + Penalty 24810.684429 = -3735999.250039 nChanged 30 SP:Iteration 15Q (1988.365332 sec): 3 clusters Score: Raw -3760829.718822 + Penalty 24810.684429 = -3736019.034393 nChanged 33 SP:Iteration 16Q (1988.447280 sec): 3 clusters Score: Raw -3760852.270069 + Penalty 24810.684429 = -3736041.585640 nChanged 30 SP:Iteration 17Q (1988.547189 sec): 3 clusters Score: Raw -3760872.098982 + Penalty 24810.684429 = -3736061.414553 nChanged 30 SP:Iteration 18Q (1988.625826 sec): 3 clusters Score: Raw -3760888.092398 + Penalty 24810.684429 = -3736077.407969 nChanged 18 SP:Iteration 19Q (1988.701940 sec): 3 clusters Score: Raw -3760898.241136 + Penalty 24810.684429 = -3736087.556707 nChanged 11 SP:Iteration 20F (1988.795098 sec): 3 clusters Score: Raw -3760905.570078 + Penalty 24810.684429 = -3736094.885649 nChanged 17 SP:Iteration 21Q (1988.869296 sec): 3 clusters Score: Raw -3760915.894011 + Penalty 24810.684429 = -3736105.209582 nChanged 20 SP:Iteration 22Q (1988.948082 sec): 3 clusters Score: Raw -3760929.339792 + Penalty 24810.684429 = -3736118.655363 nChanged 11 SP:Iteration 23Q (1989.026618 sec): 3 clusters Score: Raw -3760936.881461 + Penalty 24810.684429 = -3736126.197031 nChanged 13 SP:Iteration 24Q (1989.133770 sec): 3 clusters Score: Raw -3760944.705535 + Penalty 24810.684429 = -3736134.021106 nChanged 6 SP:Iteration 25Q (1989.229403 sec): 3 clusters Score: Raw -3760948.078509 + Penalty 24810.684429 = -3736137.394080 nChanged 9 SP:Iteration 26Q (1989.326173 sec): 3 clusters Score: Raw -3760952.831656 + Penalty 24810.684429 = -3736142.147227 nChanged 12 SP:Iteration 27Q (1989.417386 sec): 3 clusters Score: Raw -3760961.215610 + Penalty 24810.684429 = -3736150.531181 nChanged 10 SP:Iteration 28Q (1989.504790 sec): 3 clusters Score: Raw -3760966.754228 + Penalty 24810.684429 = -3736156.069799 nChanged 5 SP:Iteration 29Q (1989.583605 sec): 3 clusters Score: Raw -3760969.440994 + Penalty 24810.684429 = -3736158.756565 nChanged 4 SP:Iteration 30Q (1989.677756 sec): 3 clusters Score: Raw -3760972.703792 + Penalty 24810.684429 = -3736162.019363 nChanged 5 SP:Iteration 31Q (1989.754879 sec): 3 clusters Score: Raw -3760975.744461 + Penalty 24810.684429 = -3736165.060032 nChanged 5 SP:Iteration 32Q (1989.831262 sec): 3 clusters Score: Raw -3760978.529403 + Penalty 24810.684429 = -3736167.844974 nChanged 6 SP:Iteration 33Q (1989.907043 sec): 3 clusters Score: Raw -3760981.581387 + Penalty 24810.684429 = -3736170.896958 nChanged 2 SP:Iteration 34Q (1989.984713 sec): 3 clusters Score: Raw -3760982.760890 + Penalty 24810.684429 = -3736172.076461 nChanged 4 SP:Iteration 35Q (1990.087073 sec): 3 clusters Score: Raw -3760984.416996 + Penalty 24810.684429 = -3736173.732567 nChanged 0 SP:Iteration 36F (1990.169965 sec): 3 clusters Score: Raw -3760984.416996 + Penalty 24810.684429 = -3736173.732567 nChanged 0 Trying to split cluster 10 (37490 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1990.309265 sec): 2 clusters Score: Raw -14851632.045085 + Penalty 14223.235753 = -14837408.809332 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1990.516967 sec): 3 clusters Score: Raw -14832489.648570 + Penalty 28446.471506 = -14804043.177064 nChanged 14940 SP:Iteration 1F (1990.720568 sec): 3 clusters Score: Raw -14840514.771390 + Penalty 28446.471506 = -14812068.299885 nChanged 2566 SP:Iteration 2F (1990.948471 sec): 3 clusters Score: Raw -14841747.754575 + Penalty 28446.471506 = -14813301.283070 nChanged 1688 SP:Iteration 3Q (1991.154496 sec): 3 clusters Score: Raw -14842460.776291 + Penalty 28446.471506 = -14814014.304785 nChanged 1263 SP:Iteration 4Q (1991.377148 sec): 3 clusters Score: Raw -14842967.238081 + Penalty 28446.471506 = -14814520.766575 nChanged 1014 SP:Iteration 5Q (1991.595720 sec): 3 clusters Score: Raw -14843347.019174 + Penalty 28446.471506 = -14814900.547668 nChanged 836 SP:Iteration 6Q (1991.807397 sec): 3 clusters Score: Raw -14843657.028978 + Penalty 28446.471506 = -14815210.557472 nChanged 760 SP:Iteration 7Q (1992.017197 sec): 3 clusters Score: Raw -14843922.555146 + Penalty 28446.471506 = -14815476.083641 nChanged 678 SP:Iteration 8Q (1992.238440 sec): 3 clusters Score: Raw -14844156.131838 + Penalty 28446.471506 = -14815709.660332 nChanged 614 SP:Iteration 9Q (1992.442488 sec): 3 clusters Score: Raw -14844369.474639 + Penalty 28446.471506 = -14815923.003134 nChanged 585 SP:Iteration 10Q (1992.655807 sec): 3 clusters Score: Raw -14844582.094180 + Penalty 28446.471506 = -14816135.622675 nChanged 571 SP:Iteration 11Q (1992.866109 sec): 3 clusters Score: Raw -14844790.009726 + Penalty 28446.471506 = -14816343.538221 nChanged 577 SP:Iteration 12Q (1993.086809 sec): 3 clusters Score: Raw -14845010.230841 + Penalty 28446.471506 = -14816563.759336 nChanged 603 SP:Iteration 13Q (1993.307387 sec): 3 clusters Score: Raw -14845246.509552 + Penalty 28446.471506 = -14816800.038047 nChanged 625 SP:Iteration 14Q (1993.516999 sec): 3 clusters Score: Raw -14845510.792273 + Penalty 28446.471506 = -14817064.320767 nChanged 658 SP:Iteration 15Q (1993.748702 sec): 3 clusters Score: Raw -14845779.787293 + Penalty 28446.471506 = -14817333.315787 nChanged 702 SP:Iteration 16Q (1993.990192 sec): 3 clusters Score: Raw -14846102.163828 + Penalty 28446.471506 = -14817655.692322 nChanged 760 SP:Iteration 17Q (1994.205484 sec): 3 clusters Score: Raw -14846452.637818 + Penalty 28446.471506 = -14818006.166312 nChanged 796 SP:Iteration 18Q (1994.419444 sec): 3 clusters Score: Raw -14846827.436021 + Penalty 28446.471506 = -14818380.964515 nChanged 821 SP:Iteration 19Q (1994.622863 sec): 3 clusters Score: Raw -14847243.187083 + Penalty 28446.471506 = -14818796.715577 nChanged 871 SP:Iteration 20F (1994.831603 sec): 3 clusters Score: Raw -14847699.252124 + Penalty 28446.471506 = -14819252.780619 nChanged 928 SP:Iteration 21Q (1995.048054 sec): 3 clusters Score: Raw -14848199.956184 + Penalty 28446.471506 = -14819753.484678 nChanged 923 SP:Iteration 22Q (1995.276502 sec): 3 clusters Score: Raw -14848739.912280 + Penalty 28446.471506 = -14820293.440774 nChanged 922 SP:Iteration 23Q (1995.499184 sec): 3 clusters Score: Raw -14849302.776895 + Penalty 28446.471506 = -14820856.305389 nChanged 916 SP:Iteration 24Q (1995.705296 sec): 3 clusters Score: Raw -14849861.071044 + Penalty 28446.471506 = -14821414.599538 nChanged 823 SP:Iteration 25Q (1995.919633 sec): 3 clusters Score: Raw -14850374.483210 + Penalty 28446.471506 = -14821928.011705 nChanged 762 SP:Iteration 26Q (1996.124176 sec): 3 clusters Score: Raw -14850858.121853 + Penalty 28446.471506 = -14822411.650347 nChanged 703 SP:Iteration 27Q (1996.312005 sec): 3 clusters Score: Raw -14851291.987534 + Penalty 28446.471506 = -14822845.516028 nChanged 635 SP:Iteration 28Q (1996.546328 sec): 3 clusters Score: Raw -14851675.575872 + Penalty 28446.471506 = -14823229.104367 nChanged 522 SP:Iteration 29Q (1996.759379 sec): 3 clusters Score: Raw -14851979.660651 + Penalty 28446.471506 = -14823533.189145 nChanged 450 SP:Iteration 30Q (1996.988436 sec): 3 clusters Score: Raw -14852225.279186 + Penalty 28446.471506 = -14823778.807680 nChanged 379 SP:Iteration 31Q (1997.184247 sec): 3 clusters Score: Raw -14852436.909984 + Penalty 28446.471506 = -14823990.438478 nChanged 307 SP:Iteration 32Q (1997.398829 sec): 3 clusters Score: Raw -14852599.490682 + Penalty 28446.471506 = -14824153.019176 nChanged 251 SP:Iteration 33Q (1997.626456 sec): 3 clusters Score: Raw -14852736.546380 + Penalty 28446.471506 = -14824290.074874 nChanged 230 SP:Iteration 34Q (1997.849619 sec): 3 clusters Score: Raw -14852855.331558 + Penalty 28446.471506 = -14824408.860053 nChanged 180 SP:Iteration 35Q (1998.074716 sec): 3 clusters Score: Raw -14852943.085959 + Penalty 28446.471506 = -14824496.614453 nChanged 155 SP:Iteration 36Q (1998.283295 sec): 3 clusters Score: Raw -14853016.009988 + Penalty 28446.471506 = -14824569.538483 nChanged 130 SP:Iteration 37Q (1998.484377 sec): 3 clusters Score: Raw -14853076.412194 + Penalty 28446.471506 = -14824629.940688 nChanged 104 SP:Iteration 38Q (1998.681099 sec): 3 clusters Score: Raw -14853124.553106 + Penalty 28446.471506 = -14824678.081600 nChanged 86 SP:Iteration 39Q (1998.883096 sec): 3 clusters Score: Raw -14853167.511912 + Penalty 28446.471506 = -14824721.040406 nChanged 79 SP:Iteration 40F (1999.071336 sec): 3 clusters Score: Raw -14853207.053056 + Penalty 28446.471506 = -14824760.581550 nChanged 73 SP:Iteration 41Q (1999.266605 sec): 3 clusters Score: Raw -14853242.506109 + Penalty 28446.471506 = -14824796.034604 nChanged 59 SP:Iteration 42Q (1999.486827 sec): 3 clusters Score: Raw -14853271.804226 + Penalty 28446.471506 = -14824825.332720 nChanged 61 SP:Iteration 43Q (1999.682590 sec): 3 clusters Score: Raw -14853302.043780 + Penalty 28446.471506 = -14824855.572274 nChanged 49 SP:Iteration 44Q (1999.876742 sec): 3 clusters Score: Raw -14853325.675437 + Penalty 28446.471506 = -14824879.203931 nChanged 53 SP:Iteration 45Q (2000.081728 sec): 3 clusters Score: Raw -14853351.461181 + Penalty 28446.471506 = -14824904.989675 nChanged 42 SP:Iteration 46Q (2000.286055 sec): 3 clusters Score: Raw -14853372.107342 + Penalty 28446.471506 = -14824925.635836 nChanged 43 SP:Iteration 47Q (2000.489382 sec): 3 clusters Score: Raw -14853395.066282 + Penalty 28446.471506 = -14824948.594776 nChanged 51 SP:Iteration 48Q (2000.684517 sec): 3 clusters Score: Raw -14853419.279375 + Penalty 28446.471506 = -14824972.807870 nChanged 47 SP:Iteration 49Q (2000.880775 sec): 3 clusters Score: Raw -14853441.266255 + Penalty 28446.471506 = -14824994.794749 nChanged 43 SP:Iteration 50Q (2001.077366 sec): 3 clusters Score: Raw -14853460.947715 + Penalty 28446.471506 = -14825014.476209 nChanged 34 SP:Iteration 51Q (2001.284563 sec): 3 clusters Score: Raw -14853478.572543 + Penalty 28446.471506 = -14825032.101037 nChanged 35 SP:Iteration 52Q (2001.470166 sec): 3 clusters Score: Raw -14853493.910194 + Penalty 28446.471506 = -14825047.438688 nChanged 29 SP:Iteration 53Q (2001.662351 sec): 3 clusters Score: Raw -14853506.496158 + Penalty 28446.471506 = -14825060.024652 nChanged 20 SP:Iteration 54Q (2001.860922 sec): 3 clusters Score: Raw -14853516.238675 + Penalty 28446.471506 = -14825069.767169 nChanged 21 SP:Iteration 55Q (2002.066051 sec): 3 clusters Score: Raw -14853526.458902 + Penalty 28446.471506 = -14825079.987396 nChanged 23 SP:Iteration 56Q (2002.278207 sec): 3 clusters Score: Raw -14853536.078115 + Penalty 28446.471506 = -14825089.606610 nChanged 20 SP:Iteration 57Q (2002.471705 sec): 3 clusters Score: Raw -14853544.454726 + Penalty 28446.471506 = -14825097.983221 nChanged 9 SP:Iteration 58Q (2002.659038 sec): 3 clusters Score: Raw -14853548.328489 + Penalty 28446.471506 = -14825101.856983 nChanged 10 SP:Iteration 59Q (2002.865278 sec): 3 clusters Score: Raw -14853552.931394 + Penalty 28446.471506 = -14825106.459888 nChanged 14 SP:Iteration 60F (2003.101544 sec): 3 clusters Score: Raw -14853559.520094 + Penalty 28446.471506 = -14825113.048588 nChanged 12 SP:Iteration 61Q (2003.294941 sec): 3 clusters Score: Raw -14853565.863235 + Penalty 28446.471506 = -14825119.391729 nChanged 12 SP:Iteration 62Q (2003.487804 sec): 3 clusters Score: Raw -14853570.862354 + Penalty 28446.471506 = -14825124.390848 nChanged 11 SP:Iteration 63Q (2003.693772 sec): 3 clusters Score: Raw -14853575.087943 + Penalty 28446.471506 = -14825128.616438 nChanged 6 SP:Iteration 64Q (2003.889845 sec): 3 clusters Score: Raw -14853578.258049 + Penalty 28446.471506 = -14825131.786544 nChanged 5 SP:Iteration 65Q (2004.093980 sec): 3 clusters Score: Raw -14853580.424146 + Penalty 28446.471506 = -14825133.952640 nChanged 6 SP:Iteration 66Q (2004.286656 sec): 3 clusters Score: Raw -14853583.176177 + Penalty 28446.471506 = -14825136.704671 nChanged 3 SP:Iteration 67Q (2004.473575 sec): 3 clusters Score: Raw -14853584.228078 + Penalty 28446.471506 = -14825137.756572 nChanged 2 SP:Iteration 68Q (2004.673080 sec): 3 clusters Score: Raw -14853584.960333 + Penalty 28446.471506 = -14825138.488827 nChanged 0 SP:Iteration 69F (2004.897289 sec): 3 clusters Score: Raw -14853584.960333 + Penalty 28446.471506 = -14825138.488827 nChanged 0 Trying to split cluster 11 (16874 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2004.989924 sec): 2 clusters Score: Raw -6337846.781790 + Penalty 13145.131259 = -6324701.650532 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2005.108603 sec): 3 clusters Score: Raw -6330697.855060 + Penalty 26290.262517 = -6304407.592543 nChanged 5819 SP:Iteration 1F (2005.242220 sec): 3 clusters Score: Raw -6334423.803858 + Penalty 26290.262517 = -6308133.541341 nChanged 1283 SP:Iteration 2F (2005.365233 sec): 3 clusters Score: Raw -6335411.244391 + Penalty 26290.262517 = -6309120.981874 nChanged 921 SP:Iteration 3F (2005.474867 sec): 3 clusters Score: Raw -6336141.495128 + Penalty 26290.262517 = -6309851.232611 nChanged 685 SP:Iteration 4Q (2005.597460 sec): 3 clusters Score: Raw -6336725.737559 + Penalty 26290.262517 = -6310435.475042 nChanged 601 SP:Iteration 5Q (2005.716996 sec): 3 clusters Score: Raw -6337209.358506 + Penalty 26290.262517 = -6310919.095989 nChanged 462 SP:Iteration 6Q (2005.843663 sec): 3 clusters Score: Raw -6337554.547183 + Penalty 26290.262517 = -6311264.284665 nChanged 414 SP:Iteration 7Q (2005.961668 sec): 3 clusters Score: Raw -6337827.853114 + Penalty 26290.262517 = -6311537.590597 nChanged 365 SP:Iteration 8Q (2006.079237 sec): 3 clusters Score: Raw -6338061.072143 + Penalty 26290.262517 = -6311770.809626 nChanged 308 SP:Iteration 9Q (2006.202859 sec): 3 clusters Score: Raw -6338254.372856 + Penalty 26290.262517 = -6311964.110339 nChanged 298 SP:Iteration 10Q (2006.327482 sec): 3 clusters Score: Raw -6338439.887082 + Penalty 26290.262517 = -6312149.624565 nChanged 272 SP:Iteration 11Q (2006.447922 sec): 3 clusters Score: Raw -6338600.997184 + Penalty 26290.262517 = -6312310.734667 nChanged 229 SP:Iteration 12Q (2006.564032 sec): 3 clusters Score: Raw -6338731.906123 + Penalty 26290.262517 = -6312441.643606 nChanged 215 SP:Iteration 13Q (2006.679845 sec): 3 clusters Score: Raw -6338857.526029 + Penalty 26290.262517 = -6312567.263512 nChanged 193 SP:Iteration 14Q (2006.792386 sec): 3 clusters Score: Raw -6338977.703052 + Penalty 26290.262517 = -6312687.440535 nChanged 210 SP:Iteration 15Q (2006.914966 sec): 3 clusters Score: Raw -6339114.129477 + Penalty 26290.262517 = -6312823.866960 nChanged 204 SP:Iteration 16Q (2007.032877 sec): 3 clusters Score: Raw -6339236.271578 + Penalty 26290.262517 = -6312946.009061 nChanged 192 SP:Iteration 17Q (2007.153941 sec): 3 clusters Score: Raw -6339346.080450 + Penalty 26290.262517 = -6313055.817933 nChanged 183 SP:Iteration 18Q (2007.271242 sec): 3 clusters Score: Raw -6339460.527599 + Penalty 26290.262517 = -6313170.265082 nChanged 189 SP:Iteration 19Q (2007.385396 sec): 3 clusters Score: Raw -6339565.041110 + Penalty 26290.262517 = -6313274.778593 nChanged 160 SP:Iteration 20F (2007.504948 sec): 3 clusters Score: Raw -6339656.290447 + Penalty 26290.262517 = -6313366.027930 nChanged 161 SP:Iteration 21Q (2007.623871 sec): 3 clusters Score: Raw -6339741.345388 + Penalty 26290.262517 = -6313451.082871 nChanged 159 SP:Iteration 22Q (2007.740173 sec): 3 clusters Score: Raw -6339820.762448 + Penalty 26290.262517 = -6313530.499931 nChanged 138 SP:Iteration 23Q (2007.852971 sec): 3 clusters Score: Raw -6339889.379552 + Penalty 26290.262517 = -6313599.117035 nChanged 116 SP:Iteration 24Q (2007.972777 sec): 3 clusters Score: Raw -6339948.006435 + Penalty 26290.262517 = -6313657.743918 nChanged 124 SP:Iteration 25Q (2008.093356 sec): 3 clusters Score: Raw -6340006.681588 + Penalty 26290.262517 = -6313716.419071 nChanged 102 SP:Iteration 26Q (2008.225643 sec): 3 clusters Score: Raw -6340059.503772 + Penalty 26290.262517 = -6313769.241255 nChanged 104 SP:Iteration 27Q (2008.357477 sec): 3 clusters Score: Raw -6340112.628608 + Penalty 26290.262517 = -6313822.366091 nChanged 99 SP:Iteration 28Q (2008.479750 sec): 3 clusters Score: Raw -6340159.220962 + Penalty 26290.262517 = -6313868.958445 nChanged 91 SP:Iteration 29Q (2008.613473 sec): 3 clusters Score: Raw -6340201.065717 + Penalty 26290.262517 = -6313910.803200 nChanged 81 SP:Iteration 30Q (2008.730383 sec): 3 clusters Score: Raw -6340239.602145 + Penalty 26290.262517 = -6313949.339628 nChanged 67 SP:Iteration 31Q (2008.849157 sec): 3 clusters Score: Raw -6340272.653771 + Penalty 26290.262517 = -6313982.391254 nChanged 77 SP:Iteration 32Q (2008.965538 sec): 3 clusters Score: Raw -6340308.855719 + Penalty 26290.262517 = -6314018.593202 nChanged 68 SP:Iteration 33Q (2009.076733 sec): 3 clusters Score: Raw -6340336.719310 + Penalty 26290.262517 = -6314046.456793 nChanged 68 SP:Iteration 34Q (2009.191886 sec): 3 clusters Score: Raw -6340365.056535 + Penalty 26290.262517 = -6314074.794018 nChanged 51 SP:Iteration 35Q (2009.310235 sec): 3 clusters Score: Raw -6340390.124295 + Penalty 26290.262517 = -6314099.861778 nChanged 57 SP:Iteration 36Q (2009.434232 sec): 3 clusters Score: Raw -6340413.941598 + Penalty 26290.262517 = -6314123.679081 nChanged 48 SP:Iteration 37Q (2009.563140 sec): 3 clusters Score: Raw -6340434.973779 + Penalty 26290.262517 = -6314144.711262 nChanged 54 SP:Iteration 38Q (2009.685670 sec): 3 clusters Score: Raw -6340457.885434 + Penalty 26290.262517 = -6314167.622917 nChanged 49 SP:Iteration 39Q (2009.812027 sec): 3 clusters Score: Raw -6340481.342766 + Penalty 26290.262517 = -6314191.080249 nChanged 47 SP:Iteration 40F (2009.934064 sec): 3 clusters Score: Raw -6340500.596502 + Penalty 26290.262517 = -6314210.333985 nChanged 44 SP:Iteration 41Q (2010.057742 sec): 3 clusters Score: Raw -6340519.566272 + Penalty 26290.262517 = -6314229.303755 nChanged 42 SP:Iteration 42Q (2010.183726 sec): 3 clusters Score: Raw -6340534.975772 + Penalty 26290.262517 = -6314244.713255 nChanged 35 SP:Iteration 43Q (2010.318442 sec): 3 clusters Score: Raw -6340548.769708 + Penalty 26290.262517 = -6314258.507191 nChanged 29 SP:Iteration 44Q (2010.427963 sec): 3 clusters Score: Raw -6340561.489909 + Penalty 26290.262517 = -6314271.227392 nChanged 28 SP:Iteration 45Q (2010.558970 sec): 3 clusters Score: Raw -6340572.079216 + Penalty 26290.262517 = -6314281.816699 nChanged 21 SP:Iteration 46Q (2010.666553 sec): 3 clusters Score: Raw -6340578.723443 + Penalty 26290.262517 = -6314288.460926 nChanged 11 SP:Iteration 47Q (2010.796056 sec): 3 clusters Score: Raw -6340583.325587 + Penalty 26290.262517 = -6314293.063070 nChanged 10 SP:Iteration 48Q (2010.907348 sec): 3 clusters Score: Raw -6340586.538860 + Penalty 26290.262517 = -6314296.276343 nChanged 6 SP:Iteration 49Q (2011.022896 sec): 3 clusters Score: Raw -6340588.480222 + Penalty 26290.262517 = -6314298.217705 nChanged 9 SP:Iteration 50Q (2011.138317 sec): 3 clusters Score: Raw -6340591.573051 + Penalty 26290.262517 = -6314301.310534 nChanged 10 SP:Iteration 51Q (2011.260176 sec): 3 clusters Score: Raw -6340594.479245 + Penalty 26290.262517 = -6314304.216728 nChanged 4 SP:Iteration 52Q (2011.384842 sec): 3 clusters Score: Raw -6340596.024009 + Penalty 26290.262517 = -6314305.761492 nChanged 1 SP:Iteration 53Q (2011.502446 sec): 3 clusters Score: Raw -6340596.990247 + Penalty 26290.262517 = -6314306.727730 nChanged 3 SP:Iteration 54Q (2011.614769 sec): 3 clusters Score: Raw -6340597.762570 + Penalty 26290.262517 = -6314307.500053 nChanged 3 SP:Iteration 55Q (2011.721644 sec): 3 clusters Score: Raw -6340598.795825 + Penalty 26290.262517 = -6314308.533308 nChanged 3 SP:Iteration 56Q (2011.843207 sec): 3 clusters Score: Raw -6340599.983258 + Penalty 26290.262517 = -6314309.720741 nChanged 5 SP:Iteration 57Q (2011.963279 sec): 3 clusters Score: Raw -6340602.055397 + Penalty 26290.262517 = -6314311.792879 nChanged 8 SP:Iteration 58Q (2012.067662 sec): 3 clusters Score: Raw -6340604.564725 + Penalty 26290.262517 = -6314314.302208 nChanged 6 SP:Iteration 59Q (2012.190237 sec): 3 clusters Score: Raw -6340606.871314 + Penalty 26290.262517 = -6314316.608797 nChanged 9 SP:Iteration 60F (2012.313872 sec): 3 clusters Score: Raw -6340609.726684 + Penalty 26290.262517 = -6314319.464167 nChanged 8 SP:Iteration 61Q (2012.441713 sec): 3 clusters Score: Raw -6340612.416597 + Penalty 26290.262517 = -6314322.154080 nChanged 9 SP:Iteration 62Q (2012.547936 sec): 3 clusters Score: Raw -6340615.172904 + Penalty 26290.262517 = -6314324.910387 nChanged 7 SP:Iteration 63Q (2012.648681 sec): 3 clusters Score: Raw -6340616.898667 + Penalty 26290.262517 = -6314326.636150 nChanged 3 SP:Iteration 64Q (2012.768664 sec): 3 clusters Score: Raw -6340618.035742 + Penalty 26290.262517 = -6314327.773225 nChanged 4 SP:Iteration 65Q (2012.892552 sec): 3 clusters Score: Raw -6340619.723317 + Penalty 26290.262517 = -6314329.460800 nChanged 3 SP:Iteration 66Q (2013.015465 sec): 3 clusters Score: Raw -6340620.683760 + Penalty 26290.262517 = -6314330.421243 nChanged 2 SP:Iteration 67Q (2013.133952 sec): 3 clusters Score: Raw -6340621.384584 + Penalty 26290.262517 = -6314331.122067 nChanged 1 SP:Iteration 68Q (2013.252044 sec): 3 clusters Score: Raw -6340621.772350 + Penalty 26290.262517 = -6314331.509833 nChanged 4 SP:Iteration 69Q (2013.378051 sec): 3 clusters Score: Raw -6340622.948826 + Penalty 26290.262517 = -6314332.686309 nChanged 5 SP:Iteration 70Q (2013.495978 sec): 3 clusters Score: Raw -6340624.767256 + Penalty 26290.262517 = -6314334.504739 nChanged 2 SP:Iteration 71Q (2013.611249 sec): 3 clusters Score: Raw -6340625.346823 + Penalty 26290.262517 = -6314335.084306 nChanged 2 SP:Iteration 72Q (2013.727619 sec): 3 clusters Score: Raw -6340627.601248 + Penalty 26290.262517 = -6314337.338731 nChanged 2 SP:Iteration 73Q (2013.862346 sec): 3 clusters Score: Raw -6340628.149758 + Penalty 26290.262517 = -6314337.887241 nChanged 0 SP:Iteration 74F (2013.981386 sec): 3 clusters Score: Raw -6340628.149758 + Penalty 26290.262517 = -6314337.887241 nChanged 0 Trying to split cluster 12 (2396 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2014.009921 sec): 2 clusters Score: Raw -854238.036923 + Penalty 10508.991323 = -843729.045600 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2014.060800 sec): 3 clusters Score: Raw -854732.014456 + Penalty 21017.982646 = -833714.031810 nChanged 402 SP:Iteration 1F (2014.112780 sec): 3 clusters Score: Raw -856331.255197 + Penalty 21017.982646 = -835313.272551 nChanged 160 SP:Iteration 2F (2014.150715 sec): 3 clusters Score: Raw -856917.145125 + Penalty 21017.982646 = -835899.162479 nChanged 96 SP:Iteration 3Q (2014.201319 sec): 3 clusters Score: Raw -857226.103414 + Penalty 21017.982646 = -836208.120768 nChanged 68 SP:Iteration 4Q (2014.238662 sec): 3 clusters Score: Raw -857490.414160 + Penalty 21017.982646 = -836472.431514 nChanged 58 SP:Iteration 5Q (2014.297729 sec): 3 clusters Score: Raw -857735.192384 + Penalty 21017.982646 = -836717.209738 nChanged 52 SP:Iteration 6Q (2014.333479 sec): 3 clusters Score: Raw -857919.283189 + Penalty 21017.982646 = -836901.300543 nChanged 44 SP:Iteration 7Q (2014.379930 sec): 3 clusters Score: Raw -858090.939189 + Penalty 21017.982646 = -837072.956543 nChanged 39 SP:Iteration 8Q (2014.427996 sec): 3 clusters Score: Raw -858231.728647 + Penalty 21017.982646 = -837213.746001 nChanged 35 SP:Iteration 9Q (2014.464197 sec): 3 clusters Score: Raw -858365.354958 + Penalty 21017.982646 = -837347.372312 nChanged 29 SP:Iteration 10Q (2014.515294 sec): 3 clusters Score: Raw -858472.101013 + Penalty 21017.982646 = -837454.118367 nChanged 20 SP:Iteration 11Q (2014.550332 sec): 3 clusters Score: Raw -858542.686180 + Penalty 21017.982646 = -837524.703534 nChanged 19 SP:Iteration 12Q (2014.593604 sec): 3 clusters Score: Raw -858618.682481 + Penalty 21017.982646 = -837600.699836 nChanged 19 SP:Iteration 13Q (2014.637092 sec): 3 clusters Score: Raw -858691.590449 + Penalty 21017.982646 = -837673.607803 nChanged 21 SP:Iteration 14Q (2014.696047 sec): 3 clusters Score: Raw -858753.871413 + Penalty 21017.982646 = -837735.888767 nChanged 25 SP:Iteration 15Q (2014.730133 sec): 3 clusters Score: Raw -858848.214034 + Penalty 21017.982646 = -837830.231388 nChanged 27 SP:Iteration 16Q (2014.778345 sec): 3 clusters Score: Raw -858953.450555 + Penalty 21017.982646 = -837935.467909 nChanged 22 SP:Iteration 17Q (2014.813186 sec): 3 clusters Score: Raw -859068.873508 + Penalty 21017.982646 = -838050.890862 nChanged 26 SP:Iteration 18Q (2014.861295 sec): 3 clusters Score: Raw -859218.002882 + Penalty 21017.982646 = -838200.020236 nChanged 30 SP:Iteration 19Q (2014.896522 sec): 3 clusters Score: Raw -859320.919949 + Penalty 21017.982646 = -838302.937303 nChanged 29 SP:Iteration 20F (2014.949591 sec): 3 clusters Score: Raw -859440.822263 + Penalty 21017.982646 = -838422.839617 nChanged 33 SP:Iteration 21Q (2014.994375 sec): 3 clusters Score: Raw -859561.364480 + Penalty 21017.982646 = -838543.381834 nChanged 32 SP:Iteration 22Q (2015.050513 sec): 3 clusters Score: Raw -859703.554593 + Penalty 21017.982646 = -838685.571947 nChanged 39 SP:Iteration 23Q (2015.106745 sec): 3 clusters Score: Raw -859831.870035 + Penalty 21017.982646 = -838813.887389 nChanged 31 SP:Iteration 24Q (2015.160608 sec): 3 clusters Score: Raw -859925.201282 + Penalty 21017.982646 = -838907.218636 nChanged 26 SP:Iteration 25Q (2015.202771 sec): 3 clusters Score: Raw -860053.172660 + Penalty 21017.982646 = -839035.190014 nChanged 28 SP:Iteration 26Q (2015.255106 sec): 3 clusters Score: Raw -860145.783357 + Penalty 21017.982646 = -839127.800711 nChanged 27 SP:Iteration 27Q (2015.311814 sec): 3 clusters Score: Raw -860225.305867 + Penalty 21017.982646 = -839207.323221 nChanged 20 SP:Iteration 28Q (2015.364877 sec): 3 clusters Score: Raw -860280.821314 + Penalty 21017.982646 = -839262.838668 nChanged 15 SP:Iteration 29Q (2015.418564 sec): 3 clusters Score: Raw -860381.961295 + Penalty 21017.982646 = -839363.978649 nChanged 11 SP:Iteration 30Q (2015.468127 sec): 3 clusters Score: Raw -860411.867050 + Penalty 21017.982646 = -839393.884404 nChanged 7 SP:Iteration 31Q (2015.513620 sec): 3 clusters Score: Raw -860439.076850 + Penalty 21017.982646 = -839421.094205 nChanged 5 SP:Iteration 32Q (2015.557506 sec): 3 clusters Score: Raw -860456.485331 + Penalty 21017.982646 = -839438.502686 nChanged 3 SP:Iteration 33Q (2015.611953 sec): 3 clusters Score: Raw -860468.040646 + Penalty 21017.982646 = -839450.058000 nChanged 5 SP:Iteration 34Q (2015.653365 sec): 3 clusters Score: Raw -860478.852444 + Penalty 21017.982646 = -839460.869798 nChanged 6 SP:Iteration 35Q (2015.700957 sec): 3 clusters Score: Raw -860493.933700 + Penalty 21017.982646 = -839475.951054 nChanged 3 SP:Iteration 36Q (2015.751345 sec): 3 clusters Score: Raw -860499.923099 + Penalty 21017.982646 = -839481.940453 nChanged 0 SP:Iteration 37F (2015.797713 sec): 3 clusters Score: Raw -860499.923099 + Penalty 21017.982646 = -839481.940453 nChanged 0 Trying to split cluster 13 (657 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2015.827038 sec): 2 clusters Score: Raw -237151.577535 + Penalty 8761.617267 = -228389.960268 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2015.862729 sec): 3 clusters Score: Raw -239072.257541 + Penalty 17523.234534 = -221549.023007 nChanged 57 SP:Iteration 1F (2015.891236 sec): 3 clusters Score: Raw -239801.594081 + Penalty 17523.234534 = -222278.359547 nChanged 15 SP:Iteration 2Q (2015.925818 sec): 3 clusters Score: Raw -239900.510417 + Penalty 17523.234534 = -222377.275883 nChanged 7 SP:Iteration 3Q (2015.965645 sec): 3 clusters Score: Raw -239971.404847 + Penalty 17523.234534 = -222448.170313 nChanged 0 SP:Iteration 4F (2016.000746 sec): 3 clusters Score: Raw -239971.404847 + Penalty 17523.234534 = -222448.170313 nChanged 0 Trying to split cluster 14 (190514 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2016.644479 sec): 2 clusters Score: Raw -74655443.504076 + Penalty 16418.678039 = -74639024.826037 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2017.590924 sec): 3 clusters Score: Raw -74540453.114973 + Penalty 32837.356077 = -74507615.758896 nChanged 86241 SP:Iteration 1F (2018.589337 sec): 3 clusters Score: Raw -74587787.100105 + Penalty 32837.356077 = -74554949.744027 nChanged 8375 SP:Iteration 2Q (2019.539886 sec): 3 clusters Score: Raw -74590348.571951 + Penalty 32837.356077 = -74557511.215873 nChanged 7619 SP:Iteration 3Q (2020.488993 sec): 3 clusters Score: Raw -74592815.836570 + Penalty 32837.356077 = -74559978.480492 nChanged 7710 SP:Iteration 4Q (2021.522543 sec): 3 clusters Score: Raw -74595655.735496 + Penalty 32837.356077 = -74562818.379418 nChanged 8162 SP:Iteration 5Q (2022.501295 sec): 3 clusters Score: Raw -74599132.708671 + Penalty 32837.356077 = -74566295.352594 nChanged 9080 SP:Iteration 6Q (2023.456094 sec): 3 clusters Score: Raw -74603636.672679 + Penalty 32837.356077 = -74570799.316602 nChanged 10082 SP:Iteration 7F (2024.359989 sec): 3 clusters Score: Raw -74609380.353816 + Penalty 32837.356077 = -74576542.997739 nChanged 10953 SP:Iteration 8F (2025.312264 sec): 3 clusters Score: Raw -74616418.782863 + Penalty 32837.356077 = -74583581.426786 nChanged 11125 SP:Iteration 9F (2026.312019 sec): 3 clusters Score: Raw -74624180.801536 + Penalty 32837.356077 = -74591343.445459 nChanged 10494 SP:Iteration 10F (2027.218522 sec): 3 clusters Score: Raw -74631653.620305 + Penalty 32837.356077 = -74598816.264227 nChanged 8969 SP:Iteration 11Q (2028.240189 sec): 3 clusters Score: Raw -74637439.041603 + Penalty 32837.356077 = -74604601.685525 nChanged 7048 SP:Iteration 12Q (2029.224917 sec): 3 clusters Score: Raw -74641398.150414 + Penalty 32837.356077 = -74608560.794337 nChanged 5485 SP:Iteration 13Q (2030.203217 sec): 3 clusters Score: Raw -74644095.151499 + Penalty 32837.356077 = -74611257.795421 nChanged 4256 SP:Iteration 14Q (2031.188640 sec): 3 clusters Score: Raw -74646002.243570 + Penalty 32837.356077 = -74613164.887493 nChanged 3610 SP:Iteration 15Q (2032.018312 sec): 3 clusters Score: Raw -74647537.221881 + Penalty 32837.356077 = -74614699.865804 nChanged 3116 SP:Iteration 16Q (2032.840323 sec): 3 clusters Score: Raw -74648778.212711 + Penalty 32837.356077 = -74615940.856633 nChanged 2810 SP:Iteration 17Q (2033.666771 sec): 3 clusters Score: Raw -74649862.732521 + Penalty 32837.356077 = -74617025.376444 nChanged 2562 SP:Iteration 18Q (2034.606307 sec): 3 clusters Score: Raw -74650858.700418 + Penalty 32837.356077 = -74618021.344340 nChanged 2415 SP:Iteration 19Q (2035.510073 sec): 3 clusters Score: Raw -74651757.194830 + Penalty 32837.356077 = -74618919.838753 nChanged 2217 SP:Iteration 20F (2036.497771 sec): 3 clusters Score: Raw -74652590.888136 + Penalty 32837.356077 = -74619753.532058 nChanged 2119 SP:Iteration 21Q (2037.364049 sec): 3 clusters Score: Raw -74653370.821906 + Penalty 32837.356077 = -74620533.465829 nChanged 1896 SP:Iteration 22Q (2038.153508 sec): 3 clusters Score: Raw -74654055.882634 + Penalty 32837.356077 = -74621218.526557 nChanged 1682 SP:Iteration 23Q (2038.973131 sec): 3 clusters Score: Raw -74654639.705038 + Penalty 32837.356077 = -74621802.348960 nChanged 1548 SP:Iteration 24Q (2039.810620 sec): 3 clusters Score: Raw -74655194.914454 + Penalty 32837.356077 = -74622357.558376 nChanged 1456 SP:Iteration 25Q (2040.556591 sec): 3 clusters Score: Raw -74655720.924145 + Penalty 32837.356077 = -74622883.568068 nChanged 1331 SP:Iteration 26Q (2041.283661 sec): 3 clusters Score: Raw -74656176.358947 + Penalty 32837.356077 = -74623339.002869 nChanged 1116 SP:Iteration 27Q (2042.024457 sec): 3 clusters Score: Raw -74656555.104226 + Penalty 32837.356077 = -74623717.748149 nChanged 1006 SP:Iteration 28Q (2042.743371 sec): 3 clusters Score: Raw -74656886.131139 + Penalty 32837.356077 = -74624048.775062 nChanged 859 SP:Iteration 29Q (2043.461670 sec): 3 clusters Score: Raw -74657168.418407 + Penalty 32837.356077 = -74624331.062329 nChanged 793 SP:Iteration 30Q (2044.198827 sec): 3 clusters Score: Raw -74657424.592766 + Penalty 32837.356077 = -74624587.236689 nChanged 676 SP:Iteration 31Q (2044.893918 sec): 3 clusters Score: Raw -74657644.301601 + Penalty 32837.356077 = -74624806.945524 nChanged 592 SP:Iteration 32Q (2045.575622 sec): 3 clusters Score: Raw -74657829.811159 + Penalty 32837.356077 = -74624992.455082 nChanged 522 SP:Iteration 33Q (2046.293075 sec): 3 clusters Score: Raw -74657984.400047 + Penalty 32837.356077 = -74625147.043969 nChanged 427 SP:Iteration 34Q (2047.124959 sec): 3 clusters Score: Raw -74658111.039785 + Penalty 32837.356077 = -74625273.683707 nChanged 349 SP:Iteration 35Q (2047.936042 sec): 3 clusters Score: Raw -74658210.270270 + Penalty 32837.356077 = -74625372.914193 nChanged 299 SP:Iteration 36Q (2048.727351 sec): 3 clusters Score: Raw -74658294.912146 + Penalty 32837.356077 = -74625457.556069 nChanged 262 SP:Iteration 37Q (2049.415582 sec): 3 clusters Score: Raw -74658363.154980 + Penalty 32837.356077 = -74625525.798903 nChanged 195 SP:Iteration 38Q (2050.114000 sec): 3 clusters Score: Raw -74658414.559562 + Penalty 32837.356077 = -74625577.203485 nChanged 162 SP:Iteration 39Q (2050.805145 sec): 3 clusters Score: Raw -74658456.983339 + Penalty 32837.356077 = -74625619.627262 nChanged 151 SP:Iteration 40F (2051.695796 sec): 3 clusters Score: Raw -74658496.775130 + Penalty 32837.356077 = -74625659.419053 nChanged 136 SP:Iteration 41Q (2052.489214 sec): 3 clusters Score: Raw -74658530.994737 + Penalty 32837.356077 = -74625693.638660 nChanged 115 SP:Iteration 42Q (2053.233384 sec): 3 clusters Score: Raw -74658562.863490 + Penalty 32837.356077 = -74625725.507413 nChanged 135 SP:Iteration 43Q (2053.918479 sec): 3 clusters Score: Raw -74658598.278158 + Penalty 32837.356077 = -74625760.922081 nChanged 104 SP:Iteration 44Q (2054.707468 sec): 3 clusters Score: Raw -74658623.893504 + Penalty 32837.356077 = -74625786.537427 nChanged 94 SP:Iteration 45Q (2055.502558 sec): 3 clusters Score: Raw -74658648.261115 + Penalty 32837.356077 = -74625810.905037 nChanged 101 SP:Iteration 46Q (2056.286851 sec): 3 clusters Score: Raw -74658674.287872 + Penalty 32837.356077 = -74625836.931794 nChanged 91 SP:Iteration 47Q (2057.007300 sec): 3 clusters Score: Raw -74658698.357747 + Penalty 32837.356077 = -74625861.001669 nChanged 80 SP:Iteration 48Q (2057.792188 sec): 3 clusters Score: Raw -74658718.135244 + Penalty 32837.356077 = -74625880.779167 nChanged 78 SP:Iteration 49Q (2058.544934 sec): 3 clusters Score: Raw -74658739.334161 + Penalty 32837.356077 = -74625901.978084 nChanged 75 SP:Iteration 50Q (2059.220484 sec): 3 clusters Score: Raw -74658758.693555 + Penalty 32837.356077 = -74625921.337478 nChanged 67 SP:Iteration 51Q (2059.850162 sec): 3 clusters Score: Raw -74658775.988876 + Penalty 32837.356077 = -74625938.632798 nChanged 67 SP:Iteration 52Q (2060.516127 sec): 3 clusters Score: Raw -74658793.158227 + Penalty 32837.356077 = -74625955.802149 nChanged 68 SP:Iteration 53Q (2061.180836 sec): 3 clusters Score: Raw -74658809.561052 + Penalty 32837.356077 = -74625972.204974 nChanged 46 SP:Iteration 54Q (2061.839783 sec): 3 clusters Score: Raw -74658820.722920 + Penalty 32837.356077 = -74625983.366843 nChanged 53 SP:Iteration 55Q (2062.496642 sec): 3 clusters Score: Raw -74658834.047524 + Penalty 32837.356077 = -74625996.691447 nChanged 40 SP:Iteration 56Q (2063.162240 sec): 3 clusters Score: Raw -74658844.128935 + Penalty 32837.356077 = -74626006.772857 nChanged 46 SP:Iteration 57Q (2063.815574 sec): 3 clusters Score: Raw -74658855.602608 + Penalty 32837.356077 = -74626018.246530 nChanged 41 SP:Iteration 58Q (2064.436407 sec): 3 clusters Score: Raw -74658866.441413 + Penalty 32837.356077 = -74626029.085336 nChanged 34 SP:Iteration 59Q (2065.058240 sec): 3 clusters Score: Raw -74658874.958809 + Penalty 32837.356077 = -74626037.602731 nChanged 36 SP:Iteration 60F (2065.878361 sec): 3 clusters Score: Raw -74658883.754657 + Penalty 32837.356077 = -74626046.398580 nChanged 34 SP:Iteration 61Q (2066.566366 sec): 3 clusters Score: Raw -74658892.569407 + Penalty 32837.356077 = -74626055.213330 nChanged 35 SP:Iteration 62Q (2067.242876 sec): 3 clusters Score: Raw -74658901.131900 + Penalty 32837.356077 = -74626063.775823 nChanged 33 SP:Iteration 63Q (2067.909896 sec): 3 clusters Score: Raw -74658908.869291 + Penalty 32837.356077 = -74626071.513214 nChanged 28 SP:Iteration 64Q (2068.573655 sec): 3 clusters Score: Raw -74658915.736704 + Penalty 32837.356077 = -74626078.380626 nChanged 32 SP:Iteration 65Q (2069.245507 sec): 3 clusters Score: Raw -74658924.183454 + Penalty 32837.356077 = -74626086.827377 nChanged 29 SP:Iteration 66Q (2070.002892 sec): 3 clusters Score: Raw -74658930.435569 + Penalty 32837.356077 = -74626093.079491 nChanged 25 SP:Iteration 67Q (2070.734686 sec): 3 clusters Score: Raw -74658935.542404 + Penalty 32837.356077 = -74626098.186327 nChanged 23 SP:Iteration 68Q (2071.396147 sec): 3 clusters Score: Raw -74658941.373241 + Penalty 32837.356077 = -74626104.017164 nChanged 18 SP:Iteration 69Q (2072.144892 sec): 3 clusters Score: Raw -74658946.022735 + Penalty 32837.356077 = -74626108.666657 nChanged 21 SP:Iteration 70Q (2072.923270 sec): 3 clusters Score: Raw -74658951.347210 + Penalty 32837.356077 = -74626113.991133 nChanged 18 SP:Iteration 71Q (2073.754174 sec): 3 clusters Score: Raw -74658955.261196 + Penalty 32837.356077 = -74626117.905118 nChanged 15 SP:Iteration 72Q (2074.557442 sec): 3 clusters Score: Raw -74658959.122137 + Penalty 32837.356077 = -74626121.766060 nChanged 19 SP:Iteration 73Q (2075.329048 sec): 3 clusters Score: Raw -74658964.007446 + Penalty 32837.356077 = -74626126.651368 nChanged 25 SP:Iteration 74Q (2076.114845 sec): 3 clusters Score: Raw -74658970.607252 + Penalty 32837.356077 = -74626133.251175 nChanged 16 SP:Iteration 75Q (2076.900782 sec): 3 clusters Score: Raw -74658974.067169 + Penalty 32837.356077 = -74626136.711091 nChanged 15 SP:Iteration 76Q (2077.696441 sec): 3 clusters Score: Raw -74658977.519748 + Penalty 32837.356077 = -74626140.163670 nChanged 11 SP:Iteration 77Q (2078.448103 sec): 3 clusters Score: Raw -74658979.779539 + Penalty 32837.356077 = -74626142.423462 nChanged 13 SP:Iteration 78Q (2079.283062 sec): 3 clusters Score: Raw -74658983.126886 + Penalty 32837.356077 = -74626145.770809 nChanged 16 SP:Iteration 79Q (2080.075682 sec): 3 clusters Score: Raw -74658987.032398 + Penalty 32837.356077 = -74626149.676321 nChanged 15 SP:Iteration 80F (2080.999484 sec): 3 clusters Score: Raw -74658991.098563 + Penalty 32837.356077 = -74626153.742486 nChanged 20 SP:Iteration 81Q (2081.674772 sec): 3 clusters Score: Raw -74658995.636542 + Penalty 32837.356077 = -74626158.280465 nChanged 17 SP:Iteration 82Q (2082.356176 sec): 3 clusters Score: Raw -74658999.862489 + Penalty 32837.356077 = -74626162.506412 nChanged 12 SP:Iteration 83Q (2083.058994 sec): 3 clusters Score: Raw -74659002.776419 + Penalty 32837.356077 = -74626165.420341 nChanged 12 SP:Iteration 84Q (2083.850987 sec): 3 clusters Score: Raw -74659005.709571 + Penalty 32837.356077 = -74626168.353494 nChanged 15 SP:Iteration 85Q (2084.646673 sec): 3 clusters Score: Raw -74659009.426311 + Penalty 32837.356077 = -74626172.070234 nChanged 12 SP:Iteration 86Q (2085.443442 sec): 3 clusters Score: Raw -74659012.409371 + Penalty 32837.356077 = -74626175.053294 nChanged 14 SP:Iteration 87Q (2086.113065 sec): 3 clusters Score: Raw -74659015.924214 + Penalty 32837.356077 = -74626178.568137 nChanged 14 SP:Iteration 88Q (2086.794371 sec): 3 clusters Score: Raw -74659018.964465 + Penalty 32837.356077 = -74626181.608388 nChanged 15 SP:Iteration 89Q (2087.459409 sec): 3 clusters Score: Raw -74659021.895825 + Penalty 32837.356077 = -74626184.539748 nChanged 11 SP:Iteration 90Q (2088.122529 sec): 3 clusters Score: Raw -74659024.053939 + Penalty 32837.356077 = -74626186.697862 nChanged 11 SP:Iteration 91Q (2088.793597 sec): 3 clusters Score: Raw -74659026.490666 + Penalty 32837.356077 = -74626189.134589 nChanged 12 SP:Iteration 92Q (2089.470696 sec): 3 clusters Score: Raw -74659029.027657 + Penalty 32837.356077 = -74626191.671579 nChanged 14 SP:Iteration 93Q (2090.139228 sec): 3 clusters Score: Raw -74659032.664246 + Penalty 32837.356077 = -74626195.308168 nChanged 15 SP:Iteration 94Q (2090.811066 sec): 3 clusters Score: Raw -74659036.110680 + Penalty 32837.356077 = -74626198.754603 nChanged 9 SP:Iteration 95Q (2091.475714 sec): 3 clusters Score: Raw -74659038.116768 + Penalty 32837.356077 = -74626200.760690 nChanged 5 SP:Iteration 96Q (2092.145360 sec): 3 clusters Score: Raw -74659039.130572 + Penalty 32837.356077 = -74626201.774494 nChanged 6 SP:Iteration 97Q (2092.824149 sec): 3 clusters Score: Raw -74659040.757754 + Penalty 32837.356077 = -74626203.401676 nChanged 9 SP:Iteration 98Q (2093.486780 sec): 3 clusters Score: Raw -74659042.689372 + Penalty 32837.356077 = -74626205.333295 nChanged 9 SP:Iteration 99Q (2094.169203 sec): 3 clusters Score: Raw -74659044.750046 + Penalty 32837.356077 = -74626207.393969 nChanged 4 SP:Iteration 100F (2095.041524 sec): 3 clusters Score: Raw -74659045.632162 + Penalty 32837.356077 = -74626208.276084 nChanged 4 SP:Iteration 101Q (2095.709343 sec): 3 clusters Score: Raw -74659046.630121 + Penalty 32837.356077 = -74626209.274044 nChanged 6 SP:Iteration 102Q (2096.370441 sec): 3 clusters Score: Raw -74659047.762652 + Penalty 32837.356077 = -74626210.406574 nChanged 6 SP:Iteration 103Q (2097.038764 sec): 3 clusters Score: Raw -74659049.532228 + Penalty 32837.356077 = -74626212.176150 nChanged 6 SP:Iteration 104Q (2097.706505 sec): 3 clusters Score: Raw -74659051.171039 + Penalty 32837.356077 = -74626213.814961 nChanged 8 SP:Iteration 105Q (2098.373995 sec): 3 clusters Score: Raw -74659053.105919 + Penalty 32837.356077 = -74626215.749842 nChanged 10 SP:Iteration 106Q (2099.091724 sec): 3 clusters Score: Raw -74659055.162185 + Penalty 32837.356077 = -74626217.806108 nChanged 6 SP:Iteration 107Q (2099.784474 sec): 3 clusters Score: Raw -74659056.209772 + Penalty 32837.356077 = -74626218.853695 nChanged 7 SP:Iteration 108Q (2100.477555 sec): 3 clusters Score: Raw -74659057.623414 + Penalty 32837.356077 = -74626220.267336 nChanged 6 SP:Iteration 109Q (2101.155682 sec): 3 clusters Score: Raw -74659058.676614 + Penalty 32837.356077 = -74626221.320536 nChanged 6 SP:Iteration 110Q (2101.859017 sec): 3 clusters Score: Raw -74659060.484273 + Penalty 32837.356077 = -74626223.128196 nChanged 8 SP:Iteration 111Q (2102.540810 sec): 3 clusters Score: Raw -74659061.950610 + Penalty 32837.356077 = -74626224.594533 nChanged 5 SP:Iteration 112Q (2103.211884 sec): 3 clusters Score: Raw -74659063.200423 + Penalty 32837.356077 = -74626225.844345 nChanged 3 SP:Iteration 113Q (2103.884315 sec): 3 clusters Score: Raw -74659063.985380 + Penalty 32837.356077 = -74626226.629303 nChanged 3 SP:Iteration 114Q (2104.564203 sec): 3 clusters Score: Raw -74659064.639496 + Penalty 32837.356077 = -74626227.283419 nChanged 3 SP:Iteration 115Q (2105.231134 sec): 3 clusters Score: Raw -74659065.201554 + Penalty 32837.356077 = -74626227.845476 nChanged 0 SP:Iteration 116F (2106.107705 sec): 3 clusters Score: Raw -74659065.201554 + Penalty 32837.356077 = -74626227.845476 nChanged 0 Trying to split cluster 16 (11341 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2106.180585 sec): 2 clusters Score: Raw -4376410.306664 + Penalty 12608.510762 = -4363801.795903 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2106.277677 sec): 3 clusters Score: Raw -4372152.998593 + Penalty 25217.021523 = -4346935.977069 nChanged 3651 SP:Iteration 1F (2106.373942 sec): 3 clusters Score: Raw -4374810.388128 + Penalty 25217.021523 = -4349593.366605 nChanged 793 SP:Iteration 2F (2106.467925 sec): 3 clusters Score: Raw -4375469.179983 + Penalty 25217.021523 = -4350252.158460 nChanged 456 SP:Iteration 3Q (2106.552182 sec): 3 clusters Score: Raw -4375820.078189 + Penalty 25217.021523 = -4350603.056666 nChanged 304 SP:Iteration 4Q (2106.652891 sec): 3 clusters Score: Raw -4376036.831568 + Penalty 25217.021523 = -4350819.810045 nChanged 214 SP:Iteration 5Q (2106.744950 sec): 3 clusters Score: Raw -4376183.273197 + Penalty 25217.021523 = -4350966.251674 nChanged 144 SP:Iteration 6Q (2106.836721 sec): 3 clusters Score: Raw -4376273.950406 + Penalty 25217.021523 = -4351056.928883 nChanged 106 SP:Iteration 7Q (2106.931886 sec): 3 clusters Score: Raw -4376343.480449 + Penalty 25217.021523 = -4351126.458925 nChanged 89 SP:Iteration 8Q (2107.014031 sec): 3 clusters Score: Raw -4376402.124139 + Penalty 25217.021523 = -4351185.102616 nChanged 94 SP:Iteration 9Q (2107.106486 sec): 3 clusters Score: Raw -4376461.695619 + Penalty 25217.021523 = -4351244.674096 nChanged 64 SP:Iteration 10Q (2107.210329 sec): 3 clusters Score: Raw -4376503.025421 + Penalty 25217.021523 = -4351286.003898 nChanged 69 SP:Iteration 11Q (2107.298467 sec): 3 clusters Score: Raw -4376549.618212 + Penalty 25217.021523 = -4351332.596689 nChanged 71 SP:Iteration 12Q (2107.397607 sec): 3 clusters Score: Raw -4376597.325651 + Penalty 25217.021523 = -4351380.304128 nChanged 68 SP:Iteration 13Q (2107.490452 sec): 3 clusters Score: Raw -4376642.150869 + Penalty 25217.021523 = -4351425.129346 nChanged 52 SP:Iteration 14Q (2107.587218 sec): 3 clusters Score: Raw -4376674.515225 + Penalty 25217.021523 = -4351457.493702 nChanged 46 SP:Iteration 15Q (2107.682056 sec): 3 clusters Score: Raw -4376699.723249 + Penalty 25217.021523 = -4351482.701725 nChanged 42 SP:Iteration 16Q (2107.775514 sec): 3 clusters Score: Raw -4376724.513569 + Penalty 25217.021523 = -4351507.492046 nChanged 27 SP:Iteration 17Q (2107.871413 sec): 3 clusters Score: Raw -4376742.116756 + Penalty 25217.021523 = -4351525.095233 nChanged 38 SP:Iteration 18Q (2107.954744 sec): 3 clusters Score: Raw -4376762.701166 + Penalty 25217.021523 = -4351545.679643 nChanged 27 SP:Iteration 19Q (2108.047092 sec): 3 clusters Score: Raw -4376779.830251 + Penalty 25217.021523 = -4351562.808728 nChanged 22 SP:Iteration 20F (2108.148797 sec): 3 clusters Score: Raw -4376792.782587 + Penalty 25217.021523 = -4351575.761064 nChanged 29 SP:Iteration 21Q (2108.231796 sec): 3 clusters Score: Raw -4376811.404904 + Penalty 25217.021523 = -4351594.383381 nChanged 27 SP:Iteration 22Q (2108.335505 sec): 3 clusters Score: Raw -4376829.089354 + Penalty 25217.021523 = -4351612.067831 nChanged 26 SP:Iteration 23Q (2108.428352 sec): 3 clusters Score: Raw -4376844.857487 + Penalty 25217.021523 = -4351627.835964 nChanged 28 SP:Iteration 24Q (2108.511738 sec): 3 clusters Score: Raw -4376860.998788 + Penalty 25217.021523 = -4351643.977265 nChanged 25 SP:Iteration 25Q (2108.611549 sec): 3 clusters Score: Raw -4376874.678876 + Penalty 25217.021523 = -4351657.657353 nChanged 14 SP:Iteration 26Q (2108.704238 sec): 3 clusters Score: Raw -4376882.435022 + Penalty 25217.021523 = -4351665.413498 nChanged 13 SP:Iteration 27Q (2108.798035 sec): 3 clusters Score: Raw -4376890.691978 + Penalty 25217.021523 = -4351673.670455 nChanged 10 SP:Iteration 28Q (2108.887458 sec): 3 clusters Score: Raw -4376897.152871 + Penalty 25217.021523 = -4351680.131348 nChanged 13 SP:Iteration 29Q (2108.991602 sec): 3 clusters Score: Raw -4376904.473317 + Penalty 25217.021523 = -4351687.451793 nChanged 13 SP:Iteration 30Q (2109.073913 sec): 3 clusters Score: Raw -4376911.840709 + Penalty 25217.021523 = -4351694.819186 nChanged 16 SP:Iteration 31Q (2109.174686 sec): 3 clusters Score: Raw -4376919.548131 + Penalty 25217.021523 = -4351702.526608 nChanged 14 SP:Iteration 32Q (2109.269443 sec): 3 clusters Score: Raw -4376928.051784 + Penalty 25217.021523 = -4351711.030261 nChanged 17 SP:Iteration 33Q (2109.361494 sec): 3 clusters Score: Raw -4376936.944881 + Penalty 25217.021523 = -4351719.923358 nChanged 10 SP:Iteration 34Q (2109.441924 sec): 3 clusters Score: Raw -4376942.388374 + Penalty 25217.021523 = -4351725.366851 nChanged 11 SP:Iteration 35Q (2109.536355 sec): 3 clusters Score: Raw -4376948.630183 + Penalty 25217.021523 = -4351731.608659 nChanged 11 SP:Iteration 36Q (2109.625394 sec): 3 clusters Score: Raw -4376954.266346 + Penalty 25217.021523 = -4351737.244823 nChanged 11 SP:Iteration 37Q (2109.737573 sec): 3 clusters Score: Raw -4376959.537718 + Penalty 25217.021523 = -4351742.516195 nChanged 11 SP:Iteration 38Q (2109.835064 sec): 3 clusters Score: Raw -4376965.544446 + Penalty 25217.021523 = -4351748.522923 nChanged 10 SP:Iteration 39Q (2109.940736 sec): 3 clusters Score: Raw -4376971.110692 + Penalty 25217.021523 = -4351754.089169 nChanged 8 SP:Iteration 40F (2110.041770 sec): 3 clusters Score: Raw -4376976.083959 + Penalty 25217.021523 = -4351759.062436 nChanged 6 SP:Iteration 41Q (2110.140297 sec): 3 clusters Score: Raw -4376979.533285 + Penalty 25217.021523 = -4351762.511762 nChanged 9 SP:Iteration 42Q (2110.247182 sec): 3 clusters Score: Raw -4376984.229255 + Penalty 25217.021523 = -4351767.207731 nChanged 6 SP:Iteration 43Q (2110.344567 sec): 3 clusters Score: Raw -4376987.764350 + Penalty 25217.021523 = -4351770.742827 nChanged 7 SP:Iteration 44Q (2110.442968 sec): 3 clusters Score: Raw -4376991.946924 + Penalty 25217.021523 = -4351774.925401 nChanged 11 SP:Iteration 45Q (2110.544144 sec): 3 clusters Score: Raw -4376997.941048 + Penalty 25217.021523 = -4351780.919525 nChanged 10 SP:Iteration 46Q (2110.636578 sec): 3 clusters Score: Raw -4377001.690601 + Penalty 25217.021523 = -4351784.669078 nChanged 7 SP:Iteration 47Q (2110.729305 sec): 3 clusters Score: Raw -4377005.475787 + Penalty 25217.021523 = -4351788.454264 nChanged 2 SP:Iteration 48Q (2110.835316 sec): 3 clusters Score: Raw -4377006.343752 + Penalty 25217.021523 = -4351789.322229 nChanged 2 SP:Iteration 49Q (2110.932793 sec): 3 clusters Score: Raw -4377007.633961 + Penalty 25217.021523 = -4351790.612438 nChanged 4 SP:Iteration 50Q (2111.035399 sec): 3 clusters Score: Raw -4377010.168982 + Penalty 25217.021523 = -4351793.147459 nChanged 4 SP:Iteration 51Q (2111.135848 sec): 3 clusters Score: Raw -4377011.936355 + Penalty 25217.021523 = -4351794.914832 nChanged 8 SP:Iteration 52Q (2111.241883 sec): 3 clusters Score: Raw -4377014.702438 + Penalty 25217.021523 = -4351797.680915 nChanged 7 SP:Iteration 53Q (2111.342854 sec): 3 clusters Score: Raw -4377018.083993 + Penalty 25217.021523 = -4351801.062470 nChanged 7 SP:Iteration 54Q (2111.441842 sec): 3 clusters Score: Raw -4377021.892172 + Penalty 25217.021523 = -4351804.870649 nChanged 6 SP:Iteration 55Q (2111.548244 sec): 3 clusters Score: Raw -4377024.922783 + Penalty 25217.021523 = -4351807.901260 nChanged 6 SP:Iteration 56Q (2111.653667 sec): 3 clusters Score: Raw -4377027.924598 + Penalty 25217.021523 = -4351810.903074 nChanged 1 SP:Iteration 57Q (2111.756727 sec): 3 clusters Score: Raw -4377028.592473 + Penalty 25217.021523 = -4351811.570950 nChanged 1 SP:Iteration 58Q (2111.860369 sec): 3 clusters Score: Raw -4377028.992714 + Penalty 25217.021523 = -4351811.971191 nChanged 0 SP:Iteration 59F (2111.963778 sec): 3 clusters Score: Raw -4377028.992714 + Penalty 25217.021523 = -4351811.971191 nChanged 0 Trying to split cluster 17 (19488 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2112.073332 sec): 2 clusters Score: Raw -7541009.407331 + Penalty 13339.636907 = -7527669.770424 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2112.220965 sec): 3 clusters Score: Raw -7532227.907716 + Penalty 26679.273815 = -7505548.633901 nChanged 6983 SP:Iteration 1F (2112.367557 sec): 3 clusters Score: Raw -7536459.321736 + Penalty 26679.273815 = -7509780.047921 nChanged 1500 SP:Iteration 2F (2112.507570 sec): 3 clusters Score: Raw -7537456.781229 + Penalty 26679.273815 = -7510777.507414 nChanged 913 SP:Iteration 3Q (2112.627863 sec): 3 clusters Score: Raw -7538035.772081 + Penalty 26679.273815 = -7511356.498266 nChanged 710 SP:Iteration 4Q (2112.750776 sec): 3 clusters Score: Raw -7538447.692111 + Penalty 26679.273815 = -7511768.418296 nChanged 554 SP:Iteration 5Q (2112.876282 sec): 3 clusters Score: Raw -7538776.151201 + Penalty 26679.273815 = -7512096.877386 nChanged 466 SP:Iteration 6Q (2112.996364 sec): 3 clusters Score: Raw -7539041.228389 + Penalty 26679.273815 = -7512361.954575 nChanged 398 SP:Iteration 7Q (2113.121089 sec): 3 clusters Score: Raw -7539246.947467 + Penalty 26679.273815 = -7512567.673653 nChanged 347 SP:Iteration 8Q (2113.243024 sec): 3 clusters Score: Raw -7539426.554244 + Penalty 26679.273815 = -7512747.280429 nChanged 276 SP:Iteration 9Q (2113.366626 sec): 3 clusters Score: Raw -7539562.810489 + Penalty 26679.273815 = -7512883.536674 nChanged 238 SP:Iteration 10Q (2113.500018 sec): 3 clusters Score: Raw -7539678.760951 + Penalty 26679.273815 = -7512999.487137 nChanged 232 SP:Iteration 11Q (2113.646306 sec): 3 clusters Score: Raw -7539790.590608 + Penalty 26679.273815 = -7513111.316793 nChanged 236 SP:Iteration 12Q (2113.784503 sec): 3 clusters Score: Raw -7539908.607258 + Penalty 26679.273815 = -7513229.333443 nChanged 225 SP:Iteration 13Q (2113.940866 sec): 3 clusters Score: Raw -7540021.432970 + Penalty 26679.273815 = -7513342.159156 nChanged 234 SP:Iteration 14Q (2114.080056 sec): 3 clusters Score: Raw -7540136.221945 + Penalty 26679.273815 = -7513456.948130 nChanged 218 SP:Iteration 15Q (2114.220883 sec): 3 clusters Score: Raw -7540237.629367 + Penalty 26679.273815 = -7513558.355552 nChanged 193 SP:Iteration 16Q (2114.373054 sec): 3 clusters Score: Raw -7540328.072183 + Penalty 26679.273815 = -7513648.798368 nChanged 166 SP:Iteration 17Q (2114.521321 sec): 3 clusters Score: Raw -7540404.401498 + Penalty 26679.273815 = -7513725.127683 nChanged 154 SP:Iteration 18Q (2114.674133 sec): 3 clusters Score: Raw -7540471.423566 + Penalty 26679.273815 = -7513792.149751 nChanged 156 SP:Iteration 19Q (2114.808527 sec): 3 clusters Score: Raw -7540537.993723 + Penalty 26679.273815 = -7513858.719908 nChanged 152 SP:Iteration 20F (2114.962306 sec): 3 clusters Score: Raw -7540602.588252 + Penalty 26679.273815 = -7513923.314437 nChanged 127 SP:Iteration 21Q (2115.113537 sec): 3 clusters Score: Raw -7540657.832949 + Penalty 26679.273815 = -7513978.559134 nChanged 124 SP:Iteration 22Q (2115.255843 sec): 3 clusters Score: Raw -7540708.842961 + Penalty 26679.273815 = -7514029.569147 nChanged 106 SP:Iteration 23Q (2115.387119 sec): 3 clusters Score: Raw -7540752.838533 + Penalty 26679.273815 = -7514073.564719 nChanged 104 SP:Iteration 24Q (2115.540327 sec): 3 clusters Score: Raw -7540793.364562 + Penalty 26679.273815 = -7514114.090748 nChanged 105 SP:Iteration 25Q (2115.675226 sec): 3 clusters Score: Raw -7540841.398784 + Penalty 26679.273815 = -7514162.124970 nChanged 124 SP:Iteration 26Q (2115.809581 sec): 3 clusters Score: Raw -7540891.927248 + Penalty 26679.273815 = -7514212.653434 nChanged 108 SP:Iteration 27Q (2115.957725 sec): 3 clusters Score: Raw -7540932.877890 + Penalty 26679.273815 = -7514253.604075 nChanged 88 SP:Iteration 28Q (2116.103306 sec): 3 clusters Score: Raw -7540966.078414 + Penalty 26679.273815 = -7514286.804600 nChanged 72 SP:Iteration 29Q (2116.251870 sec): 3 clusters Score: Raw -7540994.556818 + Penalty 26679.273815 = -7514315.283003 nChanged 72 SP:Iteration 30Q (2116.403760 sec): 3 clusters Score: Raw -7541022.059779 + Penalty 26679.273815 = -7514342.785964 nChanged 66 SP:Iteration 31Q (2116.534298 sec): 3 clusters Score: Raw -7541047.647609 + Penalty 26679.273815 = -7514368.373794 nChanged 80 SP:Iteration 32Q (2116.660357 sec): 3 clusters Score: Raw -7541078.472059 + Penalty 26679.273815 = -7514399.198245 nChanged 82 SP:Iteration 33Q (2116.797623 sec): 3 clusters Score: Raw -7541109.392649 + Penalty 26679.273815 = -7514430.118834 nChanged 64 SP:Iteration 34Q (2116.951871 sec): 3 clusters Score: Raw -7541135.066898 + Penalty 26679.273815 = -7514455.793083 nChanged 80 SP:Iteration 35Q (2117.094157 sec): 3 clusters Score: Raw -7541163.592210 + Penalty 26679.273815 = -7514484.318395 nChanged 76 SP:Iteration 36Q (2117.234346 sec): 3 clusters Score: Raw -7541190.643661 + Penalty 26679.273815 = -7514511.369846 nChanged 61 SP:Iteration 37Q (2117.373109 sec): 3 clusters Score: Raw -7541211.932064 + Penalty 26679.273815 = -7514532.658249 nChanged 62 SP:Iteration 38Q (2117.511523 sec): 3 clusters Score: Raw -7541233.541915 + Penalty 26679.273815 = -7514554.268100 nChanged 68 SP:Iteration 39Q (2117.643141 sec): 3 clusters Score: Raw -7541258.951322 + Penalty 26679.273815 = -7514579.677508 nChanged 68 SP:Iteration 40F (2117.782987 sec): 3 clusters Score: Raw -7541286.295516 + Penalty 26679.273815 = -7514607.021701 nChanged 66 SP:Iteration 41Q (2117.927416 sec): 3 clusters Score: Raw -7541309.069246 + Penalty 26679.273815 = -7514629.795432 nChanged 57 SP:Iteration 42Q (2118.071348 sec): 3 clusters Score: Raw -7541327.422183 + Penalty 26679.273815 = -7514648.148369 nChanged 41 SP:Iteration 43Q (2118.199020 sec): 3 clusters Score: Raw -7541341.259361 + Penalty 26679.273815 = -7514661.985547 nChanged 34 SP:Iteration 44Q (2118.323932 sec): 3 clusters Score: Raw -7541353.352579 + Penalty 26679.273815 = -7514674.078764 nChanged 28 SP:Iteration 45Q (2118.441305 sec): 3 clusters Score: Raw -7541362.686522 + Penalty 26679.273815 = -7514683.412707 nChanged 26 SP:Iteration 46Q (2118.573821 sec): 3 clusters Score: Raw -7541372.745084 + Penalty 26679.273815 = -7514693.471270 nChanged 29 SP:Iteration 47Q (2118.697060 sec): 3 clusters Score: Raw -7541383.800485 + Penalty 26679.273815 = -7514704.526671 nChanged 34 SP:Iteration 48Q (2118.824428 sec): 3 clusters Score: Raw -7541396.083872 + Penalty 26679.273815 = -7514716.810057 nChanged 25 SP:Iteration 49Q (2118.967491 sec): 3 clusters Score: Raw -7541404.828668 + Penalty 26679.273815 = -7514725.554853 nChanged 25 SP:Iteration 50Q (2119.110377 sec): 3 clusters Score: Raw -7541412.675316 + Penalty 26679.273815 = -7514733.401501 nChanged 18 SP:Iteration 51Q (2119.261901 sec): 3 clusters Score: Raw -7541418.048496 + Penalty 26679.273815 = -7514738.774681 nChanged 18 SP:Iteration 52Q (2119.402836 sec): 3 clusters Score: Raw -7541423.918463 + Penalty 26679.273815 = -7514744.644648 nChanged 17 SP:Iteration 53Q (2119.562434 sec): 3 clusters Score: Raw -7541429.866850 + Penalty 26679.273815 = -7514750.593035 nChanged 16 SP:Iteration 54Q (2119.696940 sec): 3 clusters Score: Raw -7541434.668889 + Penalty 26679.273815 = -7514755.395074 nChanged 9 SP:Iteration 55Q (2119.849228 sec): 3 clusters Score: Raw -7541437.581100 + Penalty 26679.273815 = -7514758.307286 nChanged 10 SP:Iteration 56Q (2120.000229 sec): 3 clusters Score: Raw -7541441.411787 + Penalty 26679.273815 = -7514762.137972 nChanged 9 SP:Iteration 57Q (2120.136542 sec): 3 clusters Score: Raw -7541444.319391 + Penalty 26679.273815 = -7514765.045576 nChanged 11 SP:Iteration 58Q (2120.272032 sec): 3 clusters Score: Raw -7541447.269193 + Penalty 26679.273815 = -7514767.995379 nChanged 9 SP:Iteration 59Q (2120.418497 sec): 3 clusters Score: Raw -7541450.065219 + Penalty 26679.273815 = -7514770.791404 nChanged 8 SP:Iteration 60F (2120.558484 sec): 3 clusters Score: Raw -7541452.287737 + Penalty 26679.273815 = -7514773.013922 nChanged 6 SP:Iteration 61Q (2120.695625 sec): 3 clusters Score: Raw -7541454.440190 + Penalty 26679.273815 = -7514775.166375 nChanged 7 SP:Iteration 62Q (2120.849580 sec): 3 clusters Score: Raw -7541456.823705 + Penalty 26679.273815 = -7514777.549890 nChanged 7 SP:Iteration 63Q (2120.989235 sec): 3 clusters Score: Raw -7541459.010922 + Penalty 26679.273815 = -7514779.737107 nChanged 4 SP:Iteration 64Q (2121.137495 sec): 3 clusters Score: Raw -7541459.956296 + Penalty 26679.273815 = -7514780.682482 nChanged 1 SP:Iteration 65Q (2121.280923 sec): 3 clusters Score: Raw -7541460.352577 + Penalty 26679.273815 = -7514781.078763 nChanged 1 SP:Iteration 66Q (2121.429001 sec): 3 clusters Score: Raw -7541460.758880 + Penalty 26679.273815 = -7514781.485066 nChanged 1 SP:Iteration 67Q (2121.574696 sec): 3 clusters Score: Raw -7541461.026586 + Penalty 26679.273815 = -7514781.752772 nChanged 0 SP:Iteration 68F (2121.726210 sec): 3 clusters Score: Raw -7541461.026586 + Penalty 26679.273815 = -7514781.752772 nChanged 0 Trying to split cluster 20 (59235 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2121.977503 sec): 2 clusters Score: Raw -23085517.576599 + Penalty 14841.006248 = -23070676.570351 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2122.327213 sec): 3 clusters Score: Raw -23053358.597820 + Penalty 29682.012496 = -23023676.585324 nChanged 24656 SP:Iteration 1F (2122.644950 sec): 3 clusters Score: Raw -23066519.008778 + Penalty 29682.012496 = -23036836.996282 nChanged 3670 SP:Iteration 2F (2122.952268 sec): 3 clusters Score: Raw -23068168.423280 + Penalty 29682.012496 = -23038486.410783 nChanged 2904 SP:Iteration 3Q (2123.271294 sec): 3 clusters Score: Raw -23069399.112418 + Penalty 29682.012496 = -23039717.099921 nChanged 2376 SP:Iteration 4Q (2123.616227 sec): 3 clusters Score: Raw -23070388.701970 + Penalty 29682.012496 = -23040706.689473 nChanged 2080 SP:Iteration 5Q (2123.961334 sec): 3 clusters Score: Raw -23071246.709880 + Penalty 29682.012496 = -23041564.697383 nChanged 2006 SP:Iteration 6Q (2124.314037 sec): 3 clusters Score: Raw -23072104.865175 + Penalty 29682.012496 = -23042422.852679 nChanged 1965 SP:Iteration 7Q (2124.664499 sec): 3 clusters Score: Raw -23072990.248207 + Penalty 29682.012496 = -23043308.235711 nChanged 2039 SP:Iteration 8Q (2125.029457 sec): 3 clusters Score: Raw -23073971.895246 + Penalty 29682.012496 = -23044289.882750 nChanged 2078 SP:Iteration 9Q (2125.383148 sec): 3 clusters Score: Raw -23075070.190042 + Penalty 29682.012496 = -23045388.177546 nChanged 2241 SP:Iteration 10Q (2125.738902 sec): 3 clusters Score: Raw -23076507.065985 + Penalty 29682.012496 = -23046825.053488 nChanged 2521 SP:Iteration 11Q (2126.113731 sec): 3 clusters Score: Raw -23078882.686889 + Penalty 29682.012496 = -23049200.674392 nChanged 3063 SP:Iteration 12F (2126.470082 sec): 3 clusters Score: Raw -23084063.402097 + Penalty 29682.012496 = -23054381.389601 nChanged 3354 SP:Iteration 13F (2126.821503 sec): 3 clusters Score: Raw -23090687.455402 + Penalty 29682.012496 = -23061005.442905 nChanged 3748 SP:Iteration 14F (2127.170444 sec): 3 clusters Score: Raw -23095326.343443 + Penalty 29682.012496 = -23065644.330947 nChanged 3607 SP:Iteration 15F (2127.514809 sec): 3 clusters Score: Raw -23098614.222834 + Penalty 29682.012496 = -23068932.210338 nChanged 2984 SP:Iteration 16F (2127.852744 sec): 3 clusters Score: Raw -23100754.690797 + Penalty 29682.012496 = -23071072.678300 nChanged 2351 SP:Iteration 17Q (2128.185415 sec): 3 clusters Score: Raw -23102368.508178 + Penalty 29682.012496 = -23072686.495682 nChanged 1852 SP:Iteration 18Q (2128.512999 sec): 3 clusters Score: Raw -23103586.112804 + Penalty 29682.012496 = -23073904.100308 nChanged 1432 SP:Iteration 19Q (2128.850240 sec): 3 clusters Score: Raw -23104437.003205 + Penalty 29682.012496 = -23074754.990709 nChanged 1010 SP:Iteration 20F (2129.209034 sec): 3 clusters Score: Raw -23104897.184233 + Penalty 29682.012496 = -23075215.171736 nChanged 652 SP:Iteration 21Q (2129.546858 sec): 3 clusters Score: Raw -23105120.446446 + Penalty 29682.012496 = -23075438.433950 nChanged 410 SP:Iteration 22Q (2129.897921 sec): 3 clusters Score: Raw -23105245.143440 + Penalty 29682.012496 = -23075563.130944 nChanged 254 SP:Iteration 23Q (2130.233015 sec): 3 clusters Score: Raw -23105305.656439 + Penalty 29682.012496 = -23075623.643942 nChanged 191 SP:Iteration 24Q (2130.565562 sec): 3 clusters Score: Raw -23105346.379900 + Penalty 29682.012496 = -23075664.367404 nChanged 111 SP:Iteration 25Q (2130.906983 sec): 3 clusters Score: Raw -23105366.163483 + Penalty 29682.012496 = -23075684.150987 nChanged 74 SP:Iteration 26Q (2131.252784 sec): 3 clusters Score: Raw -23105378.989539 + Penalty 29682.012496 = -23075696.977043 nChanged 40 SP:Iteration 27Q (2131.588527 sec): 3 clusters Score: Raw -23105385.567569 + Penalty 29682.012496 = -23075703.555073 nChanged 27 SP:Iteration 28Q (2131.913102 sec): 3 clusters Score: Raw -23105389.899322 + Penalty 29682.012496 = -23075707.886826 nChanged 21 SP:Iteration 29Q (2132.242099 sec): 3 clusters Score: Raw -23105392.880325 + Penalty 29682.012496 = -23075710.867829 nChanged 16 SP:Iteration 30Q (2132.572577 sec): 3 clusters Score: Raw -23105395.054261 + Penalty 29682.012496 = -23075713.041764 nChanged 6 SP:Iteration 31Q (2132.929184 sec): 3 clusters Score: Raw -23105395.966022 + Penalty 29682.012496 = -23075713.953526 nChanged 6 SP:Iteration 32Q (2133.266638 sec): 3 clusters Score: Raw -23105396.938186 + Penalty 29682.012496 = -23075714.925689 nChanged 10 SP:Iteration 33Q (2133.592359 sec): 3 clusters Score: Raw -23105398.376333 + Penalty 29682.012496 = -23075716.363837 nChanged 13 SP:Iteration 34Q (2133.928427 sec): 3 clusters Score: Raw -23105399.989426 + Penalty 29682.012496 = -23075717.976929 nChanged 8 SP:Iteration 35Q (2134.253124 sec): 3 clusters Score: Raw -23105400.965150 + Penalty 29682.012496 = -23075718.952653 nChanged 9 SP:Iteration 36Q (2134.583912 sec): 3 clusters Score: Raw -23105401.972954 + Penalty 29682.012496 = -23075719.960458 nChanged 7 SP:Iteration 37Q (2134.911040 sec): 3 clusters Score: Raw -23105402.778118 + Penalty 29682.012496 = -23075720.765622 nChanged 1 SP:Iteration 38Q (2135.208468 sec): 3 clusters Score: Raw -23105402.874100 + Penalty 29682.012496 = -23075720.861604 nChanged 2 SP:Iteration 39Q (2135.498355 sec): 3 clusters Score: Raw -23105403.126691 + Penalty 29682.012496 = -23075721.114195 nChanged 2 SP:Iteration 40F (2135.813457 sec): 3 clusters Score: Raw -23105403.377021 + Penalty 29682.012496 = -23075721.364524 nChanged 1 SP:Iteration 41Q (2136.101828 sec): 3 clusters Score: Raw -23105403.502669 + Penalty 29682.012496 = -23075721.490173 nChanged 1 SP:Iteration 42Q (2136.393781 sec): 3 clusters Score: Raw -23105403.580039 + Penalty 29682.012496 = -23075721.567543 nChanged 0 SP:Iteration 43F (2136.690700 sec): 3 clusters Score: Raw -23105403.580039 + Penalty 29682.012496 = -23075721.567543 nChanged 0 Score: Raw -139861463.721500 + Penalty 241936.672153 = -139619527.049347 Splitting cluster 20 changes total score from -139616729.779497 to -139619527.049347 So it's getting split into cluster 1. Iteration 20F (2155.235777 sec): 15 clusters Score: Raw -139868550.886003 + Penalty 241936.672153 = -139626614.213850 nChanged 12601 Iteration 21Q (2159.245272 sec): 15 clusters Score: Raw -139876539.239643 + Penalty 241936.672153 = -139634602.567489 nChanged 8683 Iteration 22Q (2163.004320 sec): 15 clusters Score: Raw -139880835.340040 + Penalty 241936.672153 = -139638898.667886 nChanged 8002 Iteration 23Q (2166.836238 sec): 15 clusters Score: Raw -139884452.479182 + Penalty 241936.672153 = -139642515.807028 nChanged 7854 Iteration 24Q (2170.439298 sec): 15 clusters Score: Raw -139887909.974043 + Penalty 241936.672153 = -139645973.301890 nChanged 7971 Iteration 25Q (2173.917752 sec): 15 clusters Score: Raw -139891359.425379 + Penalty 241936.672153 = -139649422.753226 nChanged 8205 Iteration 26Q (2177.602313 sec): 15 clusters Score: Raw -139894781.663918 + Penalty 241936.672153 = -139652844.991764 nChanged 8372 Iteration 27Q (2181.707086 sec): 15 clusters Score: Raw -139898117.548600 + Penalty 241936.672153 = -139656180.876446 nChanged 8514 Iteration 28Q (2185.168694 sec): 15 clusters Score: Raw -139901422.216944 + Penalty 241936.672153 = -139659485.544790 nChanged 8477 Iteration 29Q (2188.755132 sec): 15 clusters Score: Raw -139904674.644051 + Penalty 241936.672153 = -139662737.971898 nChanged 8574 Iteration 30Q (2192.638711 sec): 15 clusters Score: Raw -139907999.896908 + Penalty 241936.672153 = -139666063.224755 nChanged 8700 Iteration 31Q (2196.424460 sec): 15 clusters Score: Raw -139911534.230945 + Penalty 241936.672153 = -139669597.558792 nChanged 8782 Iteration 32Q (2200.083782 sec): 15 clusters Score: Raw -139915762.815061 + Penalty 241936.672153 = -139673826.142908 nChanged 9025 Iteration 33Q (2203.813382 sec): 15 clusters Score: Raw -139922278.001265 + Penalty 241936.672153 = -139680341.329111 nChanged 9530 Iteration 34Q (2207.364765 sec): 15 clusters Score: Raw -139932488.782632 + Penalty 241936.672153 = -139690552.110478 nChanged 10574 Iteration 35Q (2210.700740 sec): 15 clusters Score: Raw -139941804.852299 + Penalty 241936.672153 = -139699868.180146 nChanged 10867 Iteration 36Q (2214.359602 sec): 15 clusters Score: Raw -139949670.251960 + Penalty 241936.672153 = -139707733.579807 nChanged 10974 Iteration 37Q (2217.921790 sec): 15 clusters Score: Raw -139957154.404914 + Penalty 241936.672153 = -139715217.732761 nChanged 11116 Iteration 38Q (2221.510419 sec): 15 clusters Score: Raw -139964505.875385 + Penalty 241936.672153 = -139722569.203232 nChanged 11463 Iteration 39Q (2225.337601 sec): 15 clusters Score: Raw -139972058.022770 + Penalty 241936.672153 = -139730121.350616 nChanged 11365 Iteration 40F (2234.574905 sec): 15 clusters Score: Raw -139981059.647469 + Penalty 241936.672153 = -139739122.975316 nChanged 12785 Iteration 41Q (2238.429222 sec): 15 clusters Score: Raw -139989483.156741 + Penalty 241936.672153 = -139747546.484588 nChanged 12587 Iteration 42Q (2242.405692 sec): 15 clusters Score: Raw -139996898.755460 + Penalty 241936.672153 = -139754962.083307 nChanged 11413 Iteration 43Q (2245.937185 sec): 15 clusters Score: Raw -140003126.635122 + Penalty 241936.672153 = -139761189.962968 nChanged 9998 Iteration 44Q (2249.276484 sec): 15 clusters Score: Raw -140007925.877426 + Penalty 241936.672153 = -139765989.205273 nChanged 8647 Iteration 45Q (2252.700718 sec): 15 clusters Score: Raw -140011705.116517 + Penalty 241936.672153 = -139769768.444363 nChanged 7254 Iteration 46Q (2256.380161 sec): 15 clusters Score: Raw -140014540.590264 + Penalty 241936.672153 = -139772603.918111 nChanged 6010 Iteration 47Q (2260.034189 sec): 15 clusters Score: Raw -140016609.383453 + Penalty 241936.672153 = -139774672.711299 nChanged 4979 Iteration 48Q (2263.275771 sec): 15 clusters Score: Raw -140018097.766700 + Penalty 241936.672153 = -139776161.094547 nChanged 3983 Iteration 49Q (2266.670672 sec): 15 clusters Score: Raw -140019192.944424 + Penalty 241936.672153 = -139777256.272271 nChanged 3299 Iteration 50Q (2269.914076 sec): 15 clusters Score: Raw -140020009.045426 + Penalty 241936.672153 = -139778072.373272 nChanged 2601 Iteration 51Q (2273.014136 sec): 15 clusters Score: Raw -140020594.825657 + Penalty 241936.672153 = -139778658.153503 nChanged 2149 Iteration 52Q (2276.562561 sec): 15 clusters Score: Raw -140021043.082990 + Penalty 241936.672153 = -139779106.410836 nChanged 1758 Iteration 53Q (2280.122376 sec): 15 clusters Score: Raw -140021389.731801 + Penalty 241936.672153 = -139779453.059648 nChanged 1514 Iteration 54Q (2283.713382 sec): 15 clusters Score: Raw -140021670.897875 + Penalty 241936.672153 = -139779734.225722 nChanged 1289 Iteration 55Q (2286.763649 sec): 15 clusters Score: Raw -140021890.618215 + Penalty 241936.672153 = -139779953.946062 nChanged 1035 Iteration 56Q (2289.831307 sec): 15 clusters Score: Raw -140022054.923866 + Penalty 241936.672153 = -139780118.251713 nChanged 850 Iteration 57Q (2292.827590 sec): 15 clusters Score: Raw -140022186.803744 + Penalty 241936.672153 = -139780250.131590 nChanged 729 Iteration 58Q (2295.917784 sec): 15 clusters Score: Raw -140022308.467772 + Penalty 241936.672153 = -139780371.795618 nChanged 655 Writing temp clu file Because OldScore, -139780250.131590, is greater than current (better) Score,-139780371.795618 Compute initial score before splitting: Score: Raw -140022308.467772 + Penalty 241936.672153 = -139780371.795618 Trying to split cluster 1 (83797 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2296.316523 sec): 2 clusters Score: Raw -32950009.426733 + Penalty 15309.473933 = -32934699.952801 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2296.731088 sec): 3 clusters Score: Raw -32902671.633495 + Penalty 30618.947866 = -32872052.685630 nChanged 36222 SP:Iteration 1F (2297.140968 sec): 3 clusters Score: Raw -32922373.580099 + Penalty 30618.947866 = -32891754.632234 nChanged 4895 SP:Iteration 2F (2297.554837 sec): 3 clusters Score: Raw -32924433.532231 + Penalty 30618.947866 = -32893814.584366 nChanged 4069 SP:Iteration 3Q (2297.972001 sec): 3 clusters Score: Raw -32926067.779257 + Penalty 30618.947866 = -32895448.831391 nChanged 3480 SP:Iteration 4Q (2298.401353 sec): 3 clusters Score: Raw -32927482.247594 + Penalty 30618.947866 = -32896863.299728 nChanged 3309 SP:Iteration 5Q (2298.828639 sec): 3 clusters Score: Raw -32928898.733836 + Penalty 30618.947866 = -32898279.785970 nChanged 3321 SP:Iteration 6Q (2299.246623 sec): 3 clusters Score: Raw -32930479.011985 + Penalty 30618.947866 = -32899860.064120 nChanged 3565 SP:Iteration 7Q (2299.673500 sec): 3 clusters Score: Raw -32932362.031147 + Penalty 30618.947866 = -32901743.083281 nChanged 3739 SP:Iteration 8Q (2300.084706 sec): 3 clusters Score: Raw -32934616.789415 + Penalty 30618.947866 = -32903997.841550 nChanged 4058 SP:Iteration 9Q (2300.502942 sec): 3 clusters Score: Raw -32937389.280992 + Penalty 30618.947866 = -32906770.333126 nChanged 4426 SP:Iteration 10F (2300.915149 sec): 3 clusters Score: Raw -32940475.012005 + Penalty 30618.947866 = -32909856.064139 nChanged 4384 SP:Iteration 11F (2301.327046 sec): 3 clusters Score: Raw -32943361.987298 + Penalty 30618.947866 = -32912743.039432 nChanged 3981 SP:Iteration 12Q (2301.743856 sec): 3 clusters Score: Raw -32945706.083198 + Penalty 30618.947866 = -32915087.135333 nChanged 3372 SP:Iteration 13Q (2302.156433 sec): 3 clusters Score: Raw -32947416.260876 + Penalty 30618.947866 = -32916797.313010 nChanged 2725 SP:Iteration 14Q (2302.566113 sec): 3 clusters Score: Raw -32948604.517845 + Penalty 30618.947866 = -32917985.569980 nChanged 2156 SP:Iteration 15Q (2302.974473 sec): 3 clusters Score: Raw -32949470.416360 + Penalty 30618.947866 = -32918851.468494 nChanged 1743 SP:Iteration 16Q (2303.384212 sec): 3 clusters Score: Raw -32950105.831508 + Penalty 30618.947866 = -32919486.883642 nChanged 1465 SP:Iteration 17Q (2303.800399 sec): 3 clusters Score: Raw -32950605.570360 + Penalty 30618.947866 = -32919986.622495 nChanged 1267 SP:Iteration 18Q (2304.227762 sec): 3 clusters Score: Raw -32951027.353150 + Penalty 30618.947866 = -32920408.405284 nChanged 1240 SP:Iteration 19Q (2304.634463 sec): 3 clusters Score: Raw -32951438.881597 + Penalty 30618.947866 = -32920819.933731 nChanged 1230 SP:Iteration 20F (2305.047992 sec): 3 clusters Score: Raw -32951853.507286 + Penalty 30618.947866 = -32921234.559421 nChanged 1193 SP:Iteration 21Q (2305.454022 sec): 3 clusters Score: Raw -32952269.242133 + Penalty 30618.947866 = -32921650.294268 nChanged 1203 SP:Iteration 22Q (2305.855381 sec): 3 clusters Score: Raw -32952688.702199 + Penalty 30618.947866 = -32922069.754333 nChanged 1184 SP:Iteration 23Q (2306.271458 sec): 3 clusters Score: Raw -32953104.575563 + Penalty 30618.947866 = -32922485.627697 nChanged 1143 SP:Iteration 24Q (2306.674181 sec): 3 clusters Score: Raw -32953495.547417 + Penalty 30618.947866 = -32922876.599551 nChanged 1097 SP:Iteration 25Q (2307.088294 sec): 3 clusters Score: Raw -32953851.251492 + Penalty 30618.947866 = -32923232.303626 nChanged 1034 SP:Iteration 26Q (2307.509183 sec): 3 clusters Score: Raw -32954186.827494 + Penalty 30618.947866 = -32923567.879629 nChanged 1025 SP:Iteration 27Q (2307.908276 sec): 3 clusters Score: Raw -32954519.608499 + Penalty 30618.947866 = -32923900.660634 nChanged 930 SP:Iteration 28Q (2308.347398 sec): 3 clusters Score: Raw -32954804.093237 + Penalty 30618.947866 = -32924185.145372 nChanged 861 SP:Iteration 29Q (2308.794870 sec): 3 clusters Score: Raw -32955067.158765 + Penalty 30618.947866 = -32924448.210900 nChanged 815 SP:Iteration 30Q (2309.234070 sec): 3 clusters Score: Raw -32955303.877986 + Penalty 30618.947866 = -32924684.930121 nChanged 744 SP:Iteration 31Q (2309.678446 sec): 3 clusters Score: Raw -32955506.218977 + Penalty 30618.947866 = -32924887.271111 nChanged 717 SP:Iteration 32Q (2310.121090 sec): 3 clusters Score: Raw -32955704.300936 + Penalty 30618.947866 = -32925085.353070 nChanged 723 SP:Iteration 33Q (2310.552774 sec): 3 clusters Score: Raw -32955912.918059 + Penalty 30618.947866 = -32925293.970193 nChanged 707 SP:Iteration 34Q (2310.980461 sec): 3 clusters Score: Raw -32956097.680102 + Penalty 30618.947866 = -32925478.732237 nChanged 676 SP:Iteration 35Q (2311.423931 sec): 3 clusters Score: Raw -32956272.801213 + Penalty 30618.947866 = -32925653.853348 nChanged 608 SP:Iteration 36Q (2311.871365 sec): 3 clusters Score: Raw -32956429.017559 + Penalty 30618.947866 = -32925810.069694 nChanged 601 SP:Iteration 37Q (2312.299070 sec): 3 clusters Score: Raw -32956582.688704 + Penalty 30618.947866 = -32925963.740839 nChanged 560 SP:Iteration 38Q (2312.677955 sec): 3 clusters Score: Raw -32956720.700390 + Penalty 30618.947866 = -32926101.752524 nChanged 495 SP:Iteration 39Q (2313.058244 sec): 3 clusters Score: Raw -32956841.198493 + Penalty 30618.947866 = -32926222.250628 nChanged 463 SP:Iteration 40F (2313.463053 sec): 3 clusters Score: Raw -32956940.899678 + Penalty 30618.947866 = -32926321.951812 nChanged 399 SP:Iteration 41Q (2313.894423 sec): 3 clusters Score: Raw -32957023.421756 + Penalty 30618.947866 = -32926404.473890 nChanged 383 SP:Iteration 42Q (2314.343494 sec): 3 clusters Score: Raw -32957094.964220 + Penalty 30618.947866 = -32926476.016355 nChanged 328 SP:Iteration 43Q (2314.789906 sec): 3 clusters Score: Raw -32957149.082498 + Penalty 30618.947866 = -32926530.134633 nChanged 248 SP:Iteration 44Q (2315.200191 sec): 3 clusters Score: Raw -32957189.541244 + Penalty 30618.947866 = -32926570.593378 nChanged 239 SP:Iteration 45Q (2315.581815 sec): 3 clusters Score: Raw -32957227.823320 + Penalty 30618.947866 = -32926608.875455 nChanged 222 SP:Iteration 46Q (2316.012740 sec): 3 clusters Score: Raw -32957264.514783 + Penalty 30618.947866 = -32926645.566918 nChanged 219 SP:Iteration 47Q (2316.450932 sec): 3 clusters Score: Raw -32957300.216891 + Penalty 30618.947866 = -32926681.269026 nChanged 212 SP:Iteration 48Q (2316.898104 sec): 3 clusters Score: Raw -32957333.699998 + Penalty 30618.947866 = -32926714.752132 nChanged 193 SP:Iteration 49Q (2317.290973 sec): 3 clusters Score: Raw -32957364.274908 + Penalty 30618.947866 = -32926745.327042 nChanged 172 SP:Iteration 50Q (2317.706789 sec): 3 clusters Score: Raw -32957390.894054 + Penalty 30618.947866 = -32926771.946188 nChanged 164 SP:Iteration 51Q (2318.086422 sec): 3 clusters Score: Raw -32957417.040243 + Penalty 30618.947866 = -32926798.092377 nChanged 169 SP:Iteration 52Q (2318.499950 sec): 3 clusters Score: Raw -32957443.175545 + Penalty 30618.947866 = -32926824.227679 nChanged 155 SP:Iteration 53Q (2318.929971 sec): 3 clusters Score: Raw -32957468.102745 + Penalty 30618.947866 = -32926849.154880 nChanged 151 SP:Iteration 54Q (2319.351688 sec): 3 clusters Score: Raw -32957489.379209 + Penalty 30618.947866 = -32926870.431344 nChanged 121 SP:Iteration 55Q (2319.771466 sec): 3 clusters Score: Raw -32957505.457211 + Penalty 30618.947866 = -32926886.509345 nChanged 125 SP:Iteration 56Q (2320.206448 sec): 3 clusters Score: Raw -32957523.550101 + Penalty 30618.947866 = -32926904.602235 nChanged 121 SP:Iteration 57Q (2320.656725 sec): 3 clusters Score: Raw -32957540.493575 + Penalty 30618.947866 = -32926921.545709 nChanged 125 SP:Iteration 58Q (2321.067583 sec): 3 clusters Score: Raw -32957558.032751 + Penalty 30618.947866 = -32926939.084885 nChanged 111 SP:Iteration 59Q (2321.505087 sec): 3 clusters Score: Raw -32957574.170413 + Penalty 30618.947866 = -32926955.222547 nChanged 108 SP:Iteration 60F (2321.957439 sec): 3 clusters Score: Raw -32957588.660894 + Penalty 30618.947866 = -32926969.713029 nChanged 89 SP:Iteration 61Q (2322.389186 sec): 3 clusters Score: Raw -32957600.666317 + Penalty 30618.947866 = -32926981.718452 nChanged 78 SP:Iteration 62Q (2322.821913 sec): 3 clusters Score: Raw -32957611.367027 + Penalty 30618.947866 = -32926992.419162 nChanged 93 SP:Iteration 63Q (2323.239705 sec): 3 clusters Score: Raw -32957623.319657 + Penalty 30618.947866 = -32927004.371792 nChanged 74 SP:Iteration 64Q (2323.675260 sec): 3 clusters Score: Raw -32957633.633501 + Penalty 30618.947866 = -32927014.685636 nChanged 84 SP:Iteration 65Q (2324.127137 sec): 3 clusters Score: Raw -32957646.244223 + Penalty 30618.947866 = -32927027.296357 nChanged 89 SP:Iteration 66Q (2324.564366 sec): 3 clusters Score: Raw -32957658.859914 + Penalty 30618.947866 = -32927039.912049 nChanged 86 SP:Iteration 67Q (2325.004212 sec): 3 clusters Score: Raw -32957670.582691 + Penalty 30618.947866 = -32927051.634826 nChanged 79 SP:Iteration 68Q (2325.429195 sec): 3 clusters Score: Raw -32957681.275476 + Penalty 30618.947866 = -32927062.327610 nChanged 81 SP:Iteration 69Q (2325.861140 sec): 3 clusters Score: Raw -32957692.759335 + Penalty 30618.947866 = -32927073.811469 nChanged 71 SP:Iteration 70Q (2326.285455 sec): 3 clusters Score: Raw -32957702.080941 + Penalty 30618.947866 = -32927083.133075 nChanged 57 SP:Iteration 71Q (2326.708531 sec): 3 clusters Score: Raw -32957710.032281 + Penalty 30618.947866 = -32927091.084416 nChanged 65 SP:Iteration 72Q (2327.134538 sec): 3 clusters Score: Raw -32957719.466633 + Penalty 30618.947866 = -32927100.518768 nChanged 65 SP:Iteration 73Q (2327.566179 sec): 3 clusters Score: Raw -32957727.682591 + Penalty 30618.947866 = -32927108.734726 nChanged 57 SP:Iteration 74Q (2327.996774 sec): 3 clusters Score: Raw -32957735.687931 + Penalty 30618.947866 = -32927116.740066 nChanged 80 SP:Iteration 75Q (2328.429622 sec): 3 clusters Score: Raw -32957746.054978 + Penalty 30618.947866 = -32927127.107112 nChanged 59 SP:Iteration 76Q (2328.856632 sec): 3 clusters Score: Raw -32957753.893729 + Penalty 30618.947866 = -32927134.945864 nChanged 50 SP:Iteration 77Q (2329.257309 sec): 3 clusters Score: Raw -32957758.877454 + Penalty 30618.947866 = -32927139.929589 nChanged 30 SP:Iteration 78Q (2329.665298 sec): 3 clusters Score: Raw -32957762.177569 + Penalty 30618.947866 = -32927143.229704 nChanged 35 SP:Iteration 79Q (2330.042132 sec): 3 clusters Score: Raw -32957766.294778 + Penalty 30618.947866 = -32927147.346912 nChanged 36 SP:Iteration 80F (2330.451660 sec): 3 clusters Score: Raw -32957770.361545 + Penalty 30618.947866 = -32927151.413680 nChanged 36 SP:Iteration 81Q (2330.876918 sec): 3 clusters Score: Raw -32957774.516222 + Penalty 30618.947866 = -32927155.568356 nChanged 34 SP:Iteration 82Q (2331.299954 sec): 3 clusters Score: Raw -32957778.285503 + Penalty 30618.947866 = -32927159.337638 nChanged 23 SP:Iteration 83Q (2331.724152 sec): 3 clusters Score: Raw -32957780.803556 + Penalty 30618.947866 = -32927161.855691 nChanged 16 SP:Iteration 84Q (2332.149263 sec): 3 clusters Score: Raw -32957782.604086 + Penalty 30618.947866 = -32927163.656221 nChanged 15 SP:Iteration 85Q (2332.581225 sec): 3 clusters Score: Raw -32957784.315341 + Penalty 30618.947866 = -32927165.367475 nChanged 23 SP:Iteration 86Q (2332.989817 sec): 3 clusters Score: Raw -32957787.315103 + Penalty 30618.947866 = -32927168.367237 nChanged 19 SP:Iteration 87Q (2333.416208 sec): 3 clusters Score: Raw -32957789.331489 + Penalty 30618.947866 = -32927170.383623 nChanged 15 SP:Iteration 88Q (2333.838471 sec): 3 clusters Score: Raw -32957790.970673 + Penalty 30618.947866 = -32927172.022808 nChanged 14 SP:Iteration 89Q (2334.290027 sec): 3 clusters Score: Raw -32957792.826400 + Penalty 30618.947866 = -32927173.878535 nChanged 21 SP:Iteration 90Q (2334.723436 sec): 3 clusters Score: Raw -32957795.967778 + Penalty 30618.947866 = -32927177.019913 nChanged 33 SP:Iteration 91Q (2335.150238 sec): 3 clusters Score: Raw -32957800.055439 + Penalty 30618.947866 = -32927181.107574 nChanged 30 SP:Iteration 92Q (2335.596715 sec): 3 clusters Score: Raw -32957803.874590 + Penalty 30618.947866 = -32927184.926725 nChanged 32 SP:Iteration 93Q (2336.027476 sec): 3 clusters Score: Raw -32957807.727985 + Penalty 30618.947866 = -32927188.780119 nChanged 25 SP:Iteration 94Q (2336.452342 sec): 3 clusters Score: Raw -32957810.494078 + Penalty 30618.947866 = -32927191.546212 nChanged 14 SP:Iteration 95Q (2336.884043 sec): 3 clusters Score: Raw -32957812.190957 + Penalty 30618.947866 = -32927193.243092 nChanged 14 SP:Iteration 96Q (2337.301212 sec): 3 clusters Score: Raw -32957813.665640 + Penalty 30618.947866 = -32927194.717775 nChanged 13 SP:Iteration 97Q (2337.690908 sec): 3 clusters Score: Raw -32957815.249151 + Penalty 30618.947866 = -32927196.301286 nChanged 18 SP:Iteration 98Q (2338.070489 sec): 3 clusters Score: Raw -32957817.353896 + Penalty 30618.947866 = -32927198.406031 nChanged 20 SP:Iteration 99Q (2338.495898 sec): 3 clusters Score: Raw -32957819.914901 + Penalty 30618.947866 = -32927200.967035 nChanged 30 SP:Iteration 100F (2338.961720 sec): 3 clusters Score: Raw -32957823.526923 + Penalty 30618.947866 = -32927204.579058 nChanged 23 SP:Iteration 101Q (2339.398789 sec): 3 clusters Score: Raw -32957825.902437 + Penalty 30618.947866 = -32927206.954572 nChanged 17 SP:Iteration 102Q (2339.813396 sec): 3 clusters Score: Raw -32957827.869875 + Penalty 30618.947866 = -32927208.922010 nChanged 16 SP:Iteration 103Q (2340.225897 sec): 3 clusters Score: Raw -32957829.344344 + Penalty 30618.947866 = -32927210.396478 nChanged 12 SP:Iteration 104Q (2340.632685 sec): 3 clusters Score: Raw -32957830.599512 + Penalty 30618.947866 = -32927211.651647 nChanged 15 SP:Iteration 105Q (2341.071233 sec): 3 clusters Score: Raw -32957832.331046 + Penalty 30618.947866 = -32927213.383181 nChanged 10 SP:Iteration 106Q (2341.505132 sec): 3 clusters Score: Raw -32957833.283188 + Penalty 30618.947866 = -32927214.335322 nChanged 7 SP:Iteration 107Q (2341.888477 sec): 3 clusters Score: Raw -32957833.961842 + Penalty 30618.947866 = -32927215.013976 nChanged 6 SP:Iteration 108Q (2342.315566 sec): 3 clusters Score: Raw -32957834.730083 + Penalty 30618.947866 = -32927215.782218 nChanged 6 SP:Iteration 109Q (2342.763558 sec): 3 clusters Score: Raw -32957835.344019 + Penalty 30618.947866 = -32927216.396154 nChanged 6 SP:Iteration 110Q (2343.188571 sec): 3 clusters Score: Raw -32957835.902156 + Penalty 30618.947866 = -32927216.954290 nChanged 4 SP:Iteration 111Q (2343.612937 sec): 3 clusters Score: Raw -32957836.300872 + Penalty 30618.947866 = -32927217.353006 nChanged 3 SP:Iteration 112Q (2343.990323 sec): 3 clusters Score: Raw -32957836.723970 + Penalty 30618.947866 = -32927217.776104 nChanged 5 SP:Iteration 113Q (2344.386688 sec): 3 clusters Score: Raw -32957837.415514 + Penalty 30618.947866 = -32927218.467648 nChanged 6 SP:Iteration 114Q (2344.799376 sec): 3 clusters Score: Raw -32957838.248347 + Penalty 30618.947866 = -32927219.300481 nChanged 8 SP:Iteration 115Q (2345.176750 sec): 3 clusters Score: Raw -32957839.137214 + Penalty 30618.947866 = -32927220.189349 nChanged 6 SP:Iteration 116Q (2345.573807 sec): 3 clusters Score: Raw -32957839.727642 + Penalty 30618.947866 = -32927220.779776 nChanged 3 SP:Iteration 117Q (2346.004537 sec): 3 clusters Score: Raw -32957840.084304 + Penalty 30618.947866 = -32927221.136438 nChanged 5 SP:Iteration 118Q (2346.385546 sec): 3 clusters Score: Raw -32957840.598004 + Penalty 30618.947866 = -32927221.650138 nChanged 6 SP:Iteration 119Q (2346.756875 sec): 3 clusters Score: Raw -32957841.150749 + Penalty 30618.947866 = -32927222.202884 nChanged 8 SP:Iteration 120F (2347.172177 sec): 3 clusters Score: Raw -32957841.881592 + Penalty 30618.947866 = -32927222.933726 nChanged 6 SP:Iteration 121Q (2347.548828 sec): 3 clusters Score: Raw -32957842.745912 + Penalty 30618.947866 = -32927223.798046 nChanged 5 SP:Iteration 122Q (2347.927199 sec): 3 clusters Score: Raw -32957843.413860 + Penalty 30618.947866 = -32927224.465994 nChanged 5 SP:Iteration 123Q (2348.314426 sec): 3 clusters Score: Raw -32957843.775985 + Penalty 30618.947866 = -32927224.828119 nChanged 6 SP:Iteration 124Q (2348.696579 sec): 3 clusters Score: Raw -32957844.443649 + Penalty 30618.947866 = -32927225.495783 nChanged 7 SP:Iteration 125Q (2349.079658 sec): 3 clusters Score: Raw -32957845.158466 + Penalty 30618.947866 = -32927226.210601 nChanged 7 SP:Iteration 126Q (2349.469348 sec): 3 clusters Score: Raw -32957845.974895 + Penalty 30618.947866 = -32927227.027029 nChanged 4 SP:Iteration 127Q (2349.908411 sec): 3 clusters Score: Raw -32957846.420627 + Penalty 30618.947866 = -32927227.472762 nChanged 4 SP:Iteration 128Q (2350.355837 sec): 3 clusters Score: Raw -32957846.815867 + Penalty 30618.947866 = -32927227.868002 nChanged 5 SP:Iteration 129Q (2350.790365 sec): 3 clusters Score: Raw -32957847.347431 + Penalty 30618.947866 = -32927228.399565 nChanged 4 SP:Iteration 130Q (2351.235652 sec): 3 clusters Score: Raw -32957847.710315 + Penalty 30618.947866 = -32927228.762449 nChanged 1 SP:Iteration 131Q (2351.673003 sec): 3 clusters Score: Raw -32957847.824445 + Penalty 30618.947866 = -32927228.876579 nChanged 1 SP:Iteration 132Q (2352.129150 sec): 3 clusters Score: Raw -32957847.899128 + Penalty 30618.947866 = -32927228.951262 nChanged 2 SP:Iteration 133Q (2352.544834 sec): 3 clusters Score: Raw -32957848.063931 + Penalty 30618.947866 = -32927229.116066 nChanged 2 SP:Iteration 134Q (2352.919609 sec): 3 clusters Score: Raw -32957848.252810 + Penalty 30618.947866 = -32927229.304944 nChanged 1 SP:Iteration 135Q (2353.303799 sec): 3 clusters Score: Raw -32957848.378964 + Penalty 30618.947866 = -32927229.431098 nChanged 1 SP:Iteration 136Q (2353.690033 sec): 3 clusters Score: Raw -32957848.556624 + Penalty 30618.947866 = -32927229.608758 nChanged 3 SP:Iteration 137Q (2354.071792 sec): 3 clusters Score: Raw -32957848.837560 + Penalty 30618.947866 = -32927229.889694 nChanged 0 SP:Iteration 138F (2354.473605 sec): 3 clusters Score: Raw -32957848.837560 + Penalty 30618.947866 = -32927229.889694 nChanged 0 Trying to split cluster 5 (1580 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2354.515694 sec): 2 clusters Score: Raw -598497.176546 + Penalty 9946.675760 = -588550.500786 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2354.563357 sec): 3 clusters Score: Raw -599077.530422 + Penalty 19893.351520 = -579184.178902 nChanged 175 SP:Iteration 1F (2354.610910 sec): 3 clusters Score: Raw -599642.958421 + Penalty 19893.351520 = -579749.606900 nChanged 49 SP:Iteration 2Q (2354.657676 sec): 3 clusters Score: Raw -599836.406025 + Penalty 19893.351520 = -579943.054505 nChanged 13 SP:Iteration 3Q (2354.694695 sec): 3 clusters Score: Raw -599884.457184 + Penalty 19893.351520 = -579991.105664 nChanged 8 SP:Iteration 4Q (2354.741903 sec): 3 clusters Score: Raw -599911.331257 + Penalty 19893.351520 = -580017.979737 nChanged 4 SP:Iteration 5Q (2354.790479 sec): 3 clusters Score: Raw -599925.023379 + Penalty 19893.351520 = -580031.671858 nChanged 2 SP:Iteration 6Q (2354.842761 sec): 3 clusters Score: Raw -599932.434941 + Penalty 19893.351520 = -580039.083421 nChanged 1 SP:Iteration 7Q (2354.880057 sec): 3 clusters Score: Raw -599936.476917 + Penalty 19893.351520 = -580043.125397 nChanged 0 SP:Iteration 8F (2354.926827 sec): 3 clusters Score: Raw -599936.476917 + Penalty 19893.351520 = -580043.125397 nChanged 0 Trying to split cluster 6 (7717 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2354.974276 sec): 2 clusters Score: Raw -3008315.716241 + Penalty 12088.569895 = -2996227.146346 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2355.057780 sec): 3 clusters Score: Raw -3006427.642197 + Penalty 24177.139790 = -2982250.502407 nChanged 2236 SP:Iteration 1F (2355.126586 sec): 3 clusters Score: Raw -3008858.221843 + Penalty 24177.139790 = -2984681.082052 nChanged 602 SP:Iteration 2F (2355.213122 sec): 3 clusters Score: Raw -3009575.552785 + Penalty 24177.139790 = -2985398.412994 nChanged 337 SP:Iteration 3Q (2355.278045 sec): 3 clusters Score: Raw -3009971.364486 + Penalty 24177.139790 = -2985794.224695 nChanged 242 SP:Iteration 4Q (2355.356288 sec): 3 clusters Score: Raw -3010245.458647 + Penalty 24177.139790 = -2986068.318857 nChanged 194 SP:Iteration 5Q (2355.442625 sec): 3 clusters Score: Raw -3010460.261971 + Penalty 24177.139790 = -2986283.122181 nChanged 175 SP:Iteration 6Q (2355.516118 sec): 3 clusters Score: Raw -3010657.689018 + Penalty 24177.139790 = -2986480.549228 nChanged 135 SP:Iteration 7Q (2355.588366 sec): 3 clusters Score: Raw -3010802.251023 + Penalty 24177.139790 = -2986625.111232 nChanged 111 SP:Iteration 8Q (2355.664837 sec): 3 clusters Score: Raw -3010929.380698 + Penalty 24177.139790 = -2986752.240908 nChanged 90 SP:Iteration 9Q (2355.733242 sec): 3 clusters Score: Raw -3011028.318303 + Penalty 24177.139790 = -2986851.178513 nChanged 79 SP:Iteration 10Q (2355.815677 sec): 3 clusters Score: Raw -3011115.929004 + Penalty 24177.139790 = -2986938.789214 nChanged 58 SP:Iteration 11Q (2355.879496 sec): 3 clusters Score: Raw -3011179.053186 + Penalty 24177.139790 = -2987001.913396 nChanged 55 SP:Iteration 12Q (2355.953288 sec): 3 clusters Score: Raw -3011245.747297 + Penalty 24177.139790 = -2987068.607506 nChanged 52 SP:Iteration 13Q (2356.029027 sec): 3 clusters Score: Raw -3011303.101620 + Penalty 24177.139790 = -2987125.961829 nChanged 52 SP:Iteration 14Q (2356.111036 sec): 3 clusters Score: Raw -3011361.935046 + Penalty 24177.139790 = -2987184.795256 nChanged 51 SP:Iteration 15Q (2356.184971 sec): 3 clusters Score: Raw -3011422.549858 + Penalty 24177.139790 = -2987245.410067 nChanged 44 SP:Iteration 16Q (2356.261549 sec): 3 clusters Score: Raw -3011473.917003 + Penalty 24177.139790 = -2987296.777212 nChanged 30 SP:Iteration 17Q (2356.323844 sec): 3 clusters Score: Raw -3011508.575577 + Penalty 24177.139790 = -2987331.435786 nChanged 24 SP:Iteration 18Q (2356.406770 sec): 3 clusters Score: Raw -3011537.562312 + Penalty 24177.139790 = -2987360.422522 nChanged 26 SP:Iteration 19Q (2356.479270 sec): 3 clusters Score: Raw -3011565.863826 + Penalty 24177.139790 = -2987388.724035 nChanged 27 SP:Iteration 20F (2356.543901 sec): 3 clusters Score: Raw -3011597.088675 + Penalty 24177.139790 = -2987419.948884 nChanged 23 SP:Iteration 21Q (2356.617376 sec): 3 clusters Score: Raw -3011624.721101 + Penalty 24177.139790 = -2987447.581311 nChanged 30 SP:Iteration 22Q (2356.694857 sec): 3 clusters Score: Raw -3011658.710189 + Penalty 24177.139790 = -2987481.570399 nChanged 28 SP:Iteration 23Q (2356.775056 sec): 3 clusters Score: Raw -3011691.881444 + Penalty 24177.139790 = -2987514.741653 nChanged 22 SP:Iteration 24Q (2356.847530 sec): 3 clusters Score: Raw -3011718.389046 + Penalty 24177.139790 = -2987541.249256 nChanged 21 SP:Iteration 25Q (2356.933731 sec): 3 clusters Score: Raw -3011743.739908 + Penalty 24177.139790 = -2987566.600118 nChanged 16 SP:Iteration 26Q (2357.005260 sec): 3 clusters Score: Raw -3011763.122734 + Penalty 24177.139790 = -2987585.982944 nChanged 19 SP:Iteration 27Q (2357.077220 sec): 3 clusters Score: Raw -3011786.658274 + Penalty 24177.139790 = -2987609.518483 nChanged 16 SP:Iteration 28Q (2357.138423 sec): 3 clusters Score: Raw -3011803.776233 + Penalty 24177.139790 = -2987626.636443 nChanged 16 SP:Iteration 29Q (2357.222189 sec): 3 clusters Score: Raw -3011824.021679 + Penalty 24177.139790 = -2987646.881889 nChanged 16 SP:Iteration 30Q (2357.283945 sec): 3 clusters Score: Raw -3011843.555762 + Penalty 24177.139790 = -2987666.415971 nChanged 14 SP:Iteration 31Q (2357.362642 sec): 3 clusters Score: Raw -3011859.313057 + Penalty 24177.139790 = -2987682.173267 nChanged 14 SP:Iteration 32Q (2357.429030 sec): 3 clusters Score: Raw -3011877.468055 + Penalty 24177.139790 = -2987700.328265 nChanged 7 SP:Iteration 33Q (2357.503884 sec): 3 clusters Score: Raw -3011887.712171 + Penalty 24177.139790 = -2987710.572381 nChanged 6 SP:Iteration 34Q (2357.578029 sec): 3 clusters Score: Raw -3011895.032031 + Penalty 24177.139790 = -2987717.892241 nChanged 8 SP:Iteration 35Q (2357.651028 sec): 3 clusters Score: Raw -3011906.026037 + Penalty 24177.139790 = -2987728.886247 nChanged 3 SP:Iteration 36Q (2357.724653 sec): 3 clusters Score: Raw -3011908.874534 + Penalty 24177.139790 = -2987731.734744 nChanged 1 SP:Iteration 37Q (2357.806098 sec): 3 clusters Score: Raw -3011909.577286 + Penalty 24177.139790 = -2987732.437495 nChanged 1 SP:Iteration 38Q (2357.878108 sec): 3 clusters Score: Raw -3011911.948553 + Penalty 24177.139790 = -2987734.808762 nChanged 3 SP:Iteration 39Q (2357.957969 sec): 3 clusters Score: Raw -3011916.125410 + Penalty 24177.139790 = -2987738.985620 nChanged 6 SP:Iteration 40F (2358.042447 sec): 3 clusters Score: Raw -3011922.549828 + Penalty 24177.139790 = -2987745.410037 nChanged 7 SP:Iteration 41Q (2358.124847 sec): 3 clusters Score: Raw -3011932.059283 + Penalty 24177.139790 = -2987754.919493 nChanged 8 SP:Iteration 42Q (2358.204476 sec): 3 clusters Score: Raw -3011941.508305 + Penalty 24177.139790 = -2987764.368515 nChanged 8 SP:Iteration 43Q (2358.278089 sec): 3 clusters Score: Raw -3011950.432552 + Penalty 24177.139790 = -2987773.292762 nChanged 8 SP:Iteration 44Q (2358.356545 sec): 3 clusters Score: Raw -3011959.812789 + Penalty 24177.139790 = -2987782.672998 nChanged 4 SP:Iteration 45Q (2358.436243 sec): 3 clusters Score: Raw -3011965.355165 + Penalty 24177.139790 = -2987788.215375 nChanged 4 SP:Iteration 46Q (2358.515645 sec): 3 clusters Score: Raw -3011971.538528 + Penalty 24177.139790 = -2987794.398738 nChanged 5 SP:Iteration 47Q (2358.595032 sec): 3 clusters Score: Raw -3011976.132662 + Penalty 24177.139790 = -2987798.992871 nChanged 2 SP:Iteration 48Q (2358.674537 sec): 3 clusters Score: Raw -3011978.988430 + Penalty 24177.139790 = -2987801.848639 nChanged 4 SP:Iteration 49Q (2358.754191 sec): 3 clusters Score: Raw -3011984.639573 + Penalty 24177.139790 = -2987807.499783 nChanged 6 SP:Iteration 50Q (2358.833797 sec): 3 clusters Score: Raw -3011992.523758 + Penalty 24177.139790 = -2987815.383967 nChanged 5 SP:Iteration 51Q (2358.913651 sec): 3 clusters Score: Raw -3011999.090372 + Penalty 24177.139790 = -2987821.950581 nChanged 4 SP:Iteration 52Q (2358.993855 sec): 3 clusters Score: Raw -3012004.299968 + Penalty 24177.139790 = -2987827.160177 nChanged 1 SP:Iteration 53Q (2359.075720 sec): 3 clusters Score: Raw -3012005.176198 + Penalty 24177.139790 = -2987828.036408 nChanged 2 SP:Iteration 54Q (2359.152760 sec): 3 clusters Score: Raw -3012007.791286 + Penalty 24177.139790 = -2987830.651495 nChanged 2 SP:Iteration 55Q (2359.234921 sec): 3 clusters Score: Raw -3012012.225897 + Penalty 24177.139790 = -2987835.086107 nChanged 4 SP:Iteration 56Q (2359.317359 sec): 3 clusters Score: Raw -3012017.436041 + Penalty 24177.139790 = -2987840.296250 nChanged 7 SP:Iteration 57Q (2359.398281 sec): 3 clusters Score: Raw -3012024.643835 + Penalty 24177.139790 = -2987847.504044 nChanged 6 SP:Iteration 58Q (2359.465708 sec): 3 clusters Score: Raw -3012031.713455 + Penalty 24177.139790 = -2987854.573665 nChanged 5 SP:Iteration 59Q (2359.536878 sec): 3 clusters Score: Raw -3012038.153954 + Penalty 24177.139790 = -2987861.014164 nChanged 8 SP:Iteration 60F (2359.621768 sec): 3 clusters Score: Raw -3012048.219325 + Penalty 24177.139790 = -2987871.079535 nChanged 9 SP:Iteration 61Q (2359.701424 sec): 3 clusters Score: Raw -3012059.582652 + Penalty 24177.139790 = -2987882.442861 nChanged 6 SP:Iteration 62Q (2359.780676 sec): 3 clusters Score: Raw -3012066.458931 + Penalty 24177.139790 = -2987889.319141 nChanged 8 SP:Iteration 63Q (2359.869596 sec): 3 clusters Score: Raw -3012074.107229 + Penalty 24177.139790 = -2987896.967439 nChanged 7 SP:Iteration 64Q (2359.937751 sec): 3 clusters Score: Raw -3012084.384707 + Penalty 24177.139790 = -2987907.244917 nChanged 7 SP:Iteration 65Q (2360.018496 sec): 3 clusters Score: Raw -3012092.061500 + Penalty 24177.139790 = -2987914.921709 nChanged 4 SP:Iteration 66Q (2360.099745 sec): 3 clusters Score: Raw -3012097.630061 + Penalty 24177.139790 = -2987920.490270 nChanged 1 SP:Iteration 67Q (2360.178552 sec): 3 clusters Score: Raw -3012098.673443 + Penalty 24177.139790 = -2987921.533653 nChanged 2 SP:Iteration 68Q (2360.267457 sec): 3 clusters Score: Raw -3012101.056115 + Penalty 24177.139790 = -2987923.916324 nChanged 0 SP:Iteration 69F (2360.353925 sec): 3 clusters Score: Raw -3012101.056115 + Penalty 24177.139790 = -2987923.916324 nChanged 0 Trying to split cluster 7 (2029 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2360.385354 sec): 2 clusters Score: Raw -761408.669216 + Penalty 10284.460408 = -751124.208808 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2360.439784 sec): 3 clusters Score: Raw -761799.671766 + Penalty 20568.920816 = -741230.750950 nChanged 260 SP:Iteration 1F (2360.484812 sec): 3 clusters Score: Raw -762468.097672 + Penalty 20568.920816 = -741899.176856 nChanged 78 SP:Iteration 2Q (2360.540614 sec): 3 clusters Score: Raw -762701.038772 + Penalty 20568.920816 = -742132.117956 nChanged 40 SP:Iteration 3Q (2360.607325 sec): 3 clusters Score: Raw -762823.390706 + Penalty 20568.920816 = -742254.469891 nChanged 31 SP:Iteration 4Q (2360.660743 sec): 3 clusters Score: Raw -762921.302679 + Penalty 20568.920816 = -742352.381863 nChanged 15 SP:Iteration 5Q (2360.713760 sec): 3 clusters Score: Raw -762971.784807 + Penalty 20568.920816 = -742402.863991 nChanged 17 SP:Iteration 6Q (2360.768250 sec): 3 clusters Score: Raw -763016.760057 + Penalty 20568.920816 = -742447.839241 nChanged 10 SP:Iteration 7Q (2360.823747 sec): 3 clusters Score: Raw -763043.181207 + Penalty 20568.920816 = -742474.260391 nChanged 13 SP:Iteration 8Q (2360.874677 sec): 3 clusters Score: Raw -763077.900897 + Penalty 20568.920816 = -742508.980081 nChanged 5 SP:Iteration 9Q (2360.933339 sec): 3 clusters Score: Raw -763090.546322 + Penalty 20568.920816 = -742521.625506 nChanged 2 SP:Iteration 10Q (2360.988349 sec): 3 clusters Score: Raw -763095.484551 + Penalty 20568.920816 = -742526.563735 nChanged 0 SP:Iteration 11F (2361.033842 sec): 3 clusters Score: Raw -763095.484551 + Penalty 20568.920816 = -742526.563735 nChanged 0 Trying to split cluster 8 (264 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2361.058040 sec): 2 clusters Score: Raw -96914.658567 + Penalty 7530.319264 = -89384.339303 nChanged 0 SP: Assigned 3 initial classes randomly. Unmasked E-step: Deleting class 1 (130 points): covariance matrix is singular SP:Iteration 0F (2361.081922 sec): 3 clusters Score: Raw -103042.294538 + Penalty 15060.638528 = -87981.656010 nChanged 80 SP:Iteration 1F (2361.105924 sec): 2 clusters Score: Raw 604578419.707453 + Penalty 7530.319264 = 604585950.026717 nChanged 58 SP:Iteration 2F (2361.139669 sec): 2 clusters Score: Raw -96914.658567 + Penalty 7530.319264 = -89384.339303 nChanged 0 Trying to split cluster 9 (10522 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2361.203886 sec): 2 clusters Score: Raw -4052067.681168 + Penalty 12507.282448 = -4039560.398720 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2361.300498 sec): 3 clusters Score: Raw -4048176.318749 + Penalty 25014.564896 = -4023161.753853 nChanged 3217 SP:Iteration 1F (2361.377765 sec): 3 clusters Score: Raw -4050533.755713 + Penalty 25014.564896 = -4025519.190818 nChanged 775 SP:Iteration 2F (2361.474914 sec): 3 clusters Score: Raw -4051241.547911 + Penalty 25014.564896 = -4026226.983015 nChanged 447 SP:Iteration 3Q (2361.546591 sec): 3 clusters Score: Raw -4051634.851972 + Penalty 25014.564896 = -4026620.287076 nChanged 323 SP:Iteration 4Q (2361.629597 sec): 3 clusters Score: Raw -4051894.214416 + Penalty 25014.564896 = -4026879.649520 nChanged 229 SP:Iteration 5Q (2361.724551 sec): 3 clusters Score: Raw -4052070.879077 + Penalty 25014.564896 = -4027056.314181 nChanged 172 SP:Iteration 6Q (2361.817344 sec): 3 clusters Score: Raw -4052210.467634 + Penalty 25014.564896 = -4027195.902738 nChanged 151 SP:Iteration 7Q (2361.921214 sec): 3 clusters Score: Raw -4052330.270051 + Penalty 25014.564896 = -4027315.705155 nChanged 131 SP:Iteration 8Q (2362.012821 sec): 3 clusters Score: Raw -4052429.477010 + Penalty 25014.564896 = -4027414.912114 nChanged 115 SP:Iteration 9Q (2362.096140 sec): 3 clusters Score: Raw -4052518.501332 + Penalty 25014.564896 = -4027503.936436 nChanged 99 SP:Iteration 10Q (2362.187671 sec): 3 clusters Score: Raw -4052594.120662 + Penalty 25014.564896 = -4027579.555766 nChanged 81 SP:Iteration 11Q (2362.292284 sec): 3 clusters Score: Raw -4052650.970446 + Penalty 25014.564896 = -4027636.405550 nChanged 57 SP:Iteration 12Q (2362.388592 sec): 3 clusters Score: Raw -4052693.938344 + Penalty 25014.564896 = -4027679.373449 nChanged 58 SP:Iteration 13Q (2362.487784 sec): 3 clusters Score: Raw -4052732.444690 + Penalty 25014.564896 = -4027717.879794 nChanged 52 SP:Iteration 14Q (2362.585240 sec): 3 clusters Score: Raw -4052767.491716 + Penalty 25014.564896 = -4027752.926820 nChanged 54 SP:Iteration 15Q (2362.682989 sec): 3 clusters Score: Raw -4052813.440418 + Penalty 25014.564896 = -4027798.875523 nChanged 53 SP:Iteration 16Q (2362.784459 sec): 3 clusters Score: Raw -4052850.365951 + Penalty 25014.564896 = -4027835.801055 nChanged 48 SP:Iteration 17Q (2362.863405 sec): 3 clusters Score: Raw -4052884.324876 + Penalty 25014.564896 = -4027869.759980 nChanged 45 SP:Iteration 18Q (2362.974814 sec): 3 clusters Score: Raw -4052915.486729 + Penalty 25014.564896 = -4027900.921834 nChanged 45 SP:Iteration 19Q (2363.071529 sec): 3 clusters Score: Raw -4052944.863156 + Penalty 25014.564896 = -4027930.298260 nChanged 40 SP:Iteration 20F (2363.160718 sec): 3 clusters Score: Raw -4052972.310056 + Penalty 25014.564896 = -4027957.745161 nChanged 42 SP:Iteration 21Q (2363.241085 sec): 3 clusters Score: Raw -4052999.560530 + Penalty 25014.564896 = -4027984.995634 nChanged 39 SP:Iteration 22Q (2363.337218 sec): 3 clusters Score: Raw -4053026.943496 + Penalty 25014.564896 = -4028012.378600 nChanged 31 SP:Iteration 23Q (2363.423114 sec): 3 clusters Score: Raw -4053046.371352 + Penalty 25014.564896 = -4028031.806456 nChanged 26 SP:Iteration 24Q (2363.519405 sec): 3 clusters Score: Raw -4053063.959363 + Penalty 25014.564896 = -4028049.394467 nChanged 22 SP:Iteration 25Q (2363.624722 sec): 3 clusters Score: Raw -4053076.646654 + Penalty 25014.564896 = -4028062.081759 nChanged 20 SP:Iteration 26Q (2363.719156 sec): 3 clusters Score: Raw -4053087.471390 + Penalty 25014.564896 = -4028072.906494 nChanged 14 SP:Iteration 27Q (2363.808697 sec): 3 clusters Score: Raw -4053095.022410 + Penalty 25014.564896 = -4028080.457514 nChanged 10 SP:Iteration 28Q (2363.890042 sec): 3 clusters Score: Raw -4053102.642617 + Penalty 25014.564896 = -4028088.077722 nChanged 12 SP:Iteration 29Q (2363.977768 sec): 3 clusters Score: Raw -4053108.975386 + Penalty 25014.564896 = -4028094.410490 nChanged 18 SP:Iteration 30Q (2364.059108 sec): 3 clusters Score: Raw -4053118.389858 + Penalty 25014.564896 = -4028103.824962 nChanged 13 SP:Iteration 31Q (2364.133524 sec): 3 clusters Score: Raw -4053127.149518 + Penalty 25014.564896 = -4028112.584622 nChanged 9 SP:Iteration 32Q (2364.222467 sec): 3 clusters Score: Raw -4053132.227631 + Penalty 25014.564896 = -4028117.662735 nChanged 8 SP:Iteration 33Q (2364.308935 sec): 3 clusters Score: Raw -4053137.127570 + Penalty 25014.564896 = -4028122.562674 nChanged 11 SP:Iteration 34Q (2364.389888 sec): 3 clusters Score: Raw -4053144.042338 + Penalty 25014.564896 = -4028129.477442 nChanged 14 SP:Iteration 35Q (2364.470452 sec): 3 clusters Score: Raw -4053152.178735 + Penalty 25014.564896 = -4028137.613839 nChanged 16 SP:Iteration 36Q (2364.550420 sec): 3 clusters Score: Raw -4053160.561403 + Penalty 25014.564896 = -4028145.996507 nChanged 14 SP:Iteration 37Q (2364.631990 sec): 3 clusters Score: Raw -4053169.320197 + Penalty 25014.564896 = -4028154.755301 nChanged 13 SP:Iteration 38Q (2364.729044 sec): 3 clusters Score: Raw -4053176.792835 + Penalty 25014.564896 = -4028162.227939 nChanged 12 SP:Iteration 39Q (2364.829999 sec): 3 clusters Score: Raw -4053183.425785 + Penalty 25014.564896 = -4028168.860889 nChanged 16 SP:Iteration 40F (2364.926510 sec): 3 clusters Score: Raw -4053193.776658 + Penalty 25014.564896 = -4028179.211762 nChanged 19 SP:Iteration 41Q (2365.014880 sec): 3 clusters Score: Raw -4053205.660721 + Penalty 25014.564896 = -4028191.095826 nChanged 20 SP:Iteration 42Q (2365.124521 sec): 3 clusters Score: Raw -4053217.897416 + Penalty 25014.564896 = -4028203.332520 nChanged 21 SP:Iteration 43Q (2365.222963 sec): 3 clusters Score: Raw -4053232.397716 + Penalty 25014.564896 = -4028217.832820 nChanged 25 SP:Iteration 44Q (2365.318252 sec): 3 clusters Score: Raw -4053248.884392 + Penalty 25014.564896 = -4028234.319497 nChanged 19 SP:Iteration 45Q (2365.417718 sec): 3 clusters Score: Raw -4053259.064288 + Penalty 25014.564896 = -4028244.499392 nChanged 11 SP:Iteration 46Q (2365.514945 sec): 3 clusters Score: Raw -4053265.633642 + Penalty 25014.564896 = -4028251.068746 nChanged 13 SP:Iteration 47Q (2365.613019 sec): 3 clusters Score: Raw -4053272.941386 + Penalty 25014.564896 = -4028258.376490 nChanged 10 SP:Iteration 48Q (2365.712371 sec): 3 clusters Score: Raw -4053278.636819 + Penalty 25014.564896 = -4028264.071923 nChanged 13 SP:Iteration 49Q (2365.814847 sec): 3 clusters Score: Raw -4053286.781662 + Penalty 25014.564896 = -4028272.216766 nChanged 16 SP:Iteration 50Q (2365.909873 sec): 3 clusters Score: Raw -4053297.342852 + Penalty 25014.564896 = -4028282.777956 nChanged 15 SP:Iteration 51Q (2366.000624 sec): 3 clusters Score: Raw -4053307.467837 + Penalty 25014.564896 = -4028292.902942 nChanged 19 SP:Iteration 52Q (2366.103217 sec): 3 clusters Score: Raw -4053317.020974 + Penalty 25014.564896 = -4028302.456078 nChanged 15 SP:Iteration 53Q (2366.188094 sec): 3 clusters Score: Raw -4053325.072153 + Penalty 25014.564896 = -4028310.507257 nChanged 12 SP:Iteration 54Q (2366.293431 sec): 3 clusters Score: Raw -4053331.348936 + Penalty 25014.564896 = -4028316.784040 nChanged 7 SP:Iteration 55Q (2366.389124 sec): 3 clusters Score: Raw -4053335.729442 + Penalty 25014.564896 = -4028321.164547 nChanged 7 SP:Iteration 56Q (2366.486353 sec): 3 clusters Score: Raw -4053339.790888 + Penalty 25014.564896 = -4028325.225992 nChanged 12 SP:Iteration 57Q (2366.585114 sec): 3 clusters Score: Raw -4053348.215231 + Penalty 25014.564896 = -4028333.650335 nChanged 18 SP:Iteration 58Q (2366.682494 sec): 3 clusters Score: Raw -4053358.657689 + Penalty 25014.564896 = -4028344.092793 nChanged 10 SP:Iteration 59Q (2366.776095 sec): 3 clusters Score: Raw -4053364.864581 + Penalty 25014.564896 = -4028350.299686 nChanged 16 SP:Iteration 60F (2366.876001 sec): 3 clusters Score: Raw -4053372.395033 + Penalty 25014.564896 = -4028357.830137 nChanged 10 SP:Iteration 61Q (2366.971138 sec): 3 clusters Score: Raw -4053377.144364 + Penalty 25014.564896 = -4028362.579468 nChanged 5 SP:Iteration 62Q (2367.068215 sec): 3 clusters Score: Raw -4053379.588258 + Penalty 25014.564896 = -4028365.023363 nChanged 4 SP:Iteration 63Q (2367.168258 sec): 3 clusters Score: Raw -4053381.706492 + Penalty 25014.564896 = -4028367.141596 nChanged 4 SP:Iteration 64Q (2367.264841 sec): 3 clusters Score: Raw -4053383.681972 + Penalty 25014.564896 = -4028369.117077 nChanged 4 SP:Iteration 65Q (2367.361971 sec): 3 clusters Score: Raw -4053385.634470 + Penalty 25014.564896 = -4028371.069574 nChanged 0 SP:Iteration 66F (2367.463210 sec): 3 clusters Score: Raw -4053385.634470 + Penalty 25014.564896 = -4028371.069574 nChanged 0 Trying to split cluster 10 (20568 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2367.569703 sec): 2 clusters Score: Raw -8152490.660733 + Penalty 13412.479607 = -8139078.181126 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2367.700639 sec): 3 clusters Score: Raw -8143212.730829 + Penalty 26824.959214 = -8116387.771615 nChanged 7366 SP:Iteration 1F (2367.844273 sec): 3 clusters Score: Raw -8147514.189177 + Penalty 26824.959214 = -8120689.229963 nChanged 1526 SP:Iteration 2F (2367.975936 sec): 3 clusters Score: Raw -8148460.395624 + Penalty 26824.959214 = -8121635.436410 nChanged 921 SP:Iteration 3Q (2368.107271 sec): 3 clusters Score: Raw -8149010.497099 + Penalty 26824.959214 = -8122185.537885 nChanged 691 SP:Iteration 4Q (2368.242413 sec): 3 clusters Score: Raw -8149395.623922 + Penalty 26824.959214 = -8122570.664708 nChanged 553 SP:Iteration 5Q (2368.362750 sec): 3 clusters Score: Raw -8149683.992511 + Penalty 26824.959214 = -8122859.033297 nChanged 457 SP:Iteration 6Q (2368.492054 sec): 3 clusters Score: Raw -8149907.378529 + Penalty 26824.959214 = -8123082.419316 nChanged 358 SP:Iteration 7Q (2368.616029 sec): 3 clusters Score: Raw -8150073.748844 + Penalty 26824.959214 = -8123248.789630 nChanged 292 SP:Iteration 8Q (2368.761335 sec): 3 clusters Score: Raw -8150209.755126 + Penalty 26824.959214 = -8123384.795912 nChanged 255 SP:Iteration 9Q (2368.899268 sec): 3 clusters Score: Raw -8150317.059711 + Penalty 26824.959214 = -8123492.100497 nChanged 208 SP:Iteration 10Q (2369.033640 sec): 3 clusters Score: Raw -8150409.186272 + Penalty 26824.959214 = -8123584.227058 nChanged 213 SP:Iteration 11Q (2369.173186 sec): 3 clusters Score: Raw -8150505.445512 + Penalty 26824.959214 = -8123680.486298 nChanged 211 SP:Iteration 12Q (2369.306481 sec): 3 clusters Score: Raw -8150595.160685 + Penalty 26824.959214 = -8123770.201471 nChanged 209 SP:Iteration 13Q (2369.430607 sec): 3 clusters Score: Raw -8150685.182055 + Penalty 26824.959214 = -8123860.222841 nChanged 201 SP:Iteration 14Q (2369.558040 sec): 3 clusters Score: Raw -8150769.801108 + Penalty 26824.959214 = -8123944.841894 nChanged 200 SP:Iteration 15Q (2369.695051 sec): 3 clusters Score: Raw -8150859.784203 + Penalty 26824.959214 = -8124034.824989 nChanged 202 SP:Iteration 16Q (2369.818457 sec): 3 clusters Score: Raw -8150953.990838 + Penalty 26824.959214 = -8124129.031624 nChanged 219 SP:Iteration 17Q (2369.975183 sec): 3 clusters Score: Raw -8151048.221986 + Penalty 26824.959214 = -8124223.262772 nChanged 199 SP:Iteration 18Q (2370.115895 sec): 3 clusters Score: Raw -8151137.145586 + Penalty 26824.959214 = -8124312.186372 nChanged 191 SP:Iteration 19Q (2370.266747 sec): 3 clusters Score: Raw -8151225.002349 + Penalty 26824.959214 = -8124400.043135 nChanged 179 SP:Iteration 20F (2370.416833 sec): 3 clusters Score: Raw -8151303.246486 + Penalty 26824.959214 = -8124478.287272 nChanged 178 SP:Iteration 21Q (2370.557578 sec): 3 clusters Score: Raw -8151382.674307 + Penalty 26824.959214 = -8124557.715093 nChanged 174 SP:Iteration 22Q (2370.684152 sec): 3 clusters Score: Raw -8151459.052896 + Penalty 26824.959214 = -8124634.093682 nChanged 178 SP:Iteration 23Q (2370.833835 sec): 3 clusters Score: Raw -8151537.972024 + Penalty 26824.959214 = -8124713.012810 nChanged 177 SP:Iteration 24Q (2370.982907 sec): 3 clusters Score: Raw -8151624.768102 + Penalty 26824.959214 = -8124799.808888 nChanged 182 SP:Iteration 25Q (2371.139194 sec): 3 clusters Score: Raw -8151720.219263 + Penalty 26824.959214 = -8124895.260049 nChanged 227 SP:Iteration 26Q (2371.284664 sec): 3 clusters Score: Raw -8151831.517381 + Penalty 26824.959214 = -8125006.558168 nChanged 226 SP:Iteration 27Q (2371.419726 sec): 3 clusters Score: Raw -8151944.264818 + Penalty 26824.959214 = -8125119.305604 nChanged 237 SP:Iteration 28Q (2371.568233 sec): 3 clusters Score: Raw -8152078.678150 + Penalty 26824.959214 = -8125253.718936 nChanged 256 SP:Iteration 29Q (2371.708827 sec): 3 clusters Score: Raw -8152225.774908 + Penalty 26824.959214 = -8125400.815694 nChanged 318 SP:Iteration 30Q (2371.846949 sec): 3 clusters Score: Raw -8152421.275982 + Penalty 26824.959214 = -8125596.316768 nChanged 309 SP:Iteration 31Q (2371.995619 sec): 3 clusters Score: Raw -8152603.008572 + Penalty 26824.959214 = -8125778.049358 nChanged 327 SP:Iteration 32Q (2372.127396 sec): 3 clusters Score: Raw -8152817.597097 + Penalty 26824.959214 = -8125992.637883 nChanged 362 SP:Iteration 33Q (2372.272993 sec): 3 clusters Score: Raw -8153062.100705 + Penalty 26824.959214 = -8126237.141491 nChanged 398 SP:Iteration 34Q (2372.411095 sec): 3 clusters Score: Raw -8153345.227301 + Penalty 26824.959214 = -8126520.268087 nChanged 434 SP:Iteration 35Q (2372.554080 sec): 3 clusters Score: Raw -8153673.939877 + Penalty 26824.959214 = -8126848.980663 nChanged 479 SP:Iteration 36Q (2372.698172 sec): 3 clusters Score: Raw -8154059.411117 + Penalty 26824.959214 = -8127234.451904 nChanged 476 SP:Iteration 37Q (2372.858727 sec): 3 clusters Score: Raw -8154426.212369 + Penalty 26824.959214 = -8127601.253155 nChanged 437 SP:Iteration 38Q (2373.027718 sec): 3 clusters Score: Raw -8154776.160958 + Penalty 26824.959214 = -8127951.201744 nChanged 418 SP:Iteration 39Q (2373.172885 sec): 3 clusters Score: Raw -8155095.950525 + Penalty 26824.959214 = -8128270.991311 nChanged 365 SP:Iteration 40F (2373.325175 sec): 3 clusters Score: Raw -8155366.684881 + Penalty 26824.959214 = -8128541.725667 nChanged 354 SP:Iteration 41Q (2373.468271 sec): 3 clusters Score: Raw -8155630.565110 + Penalty 26824.959214 = -8128805.605896 nChanged 314 SP:Iteration 42Q (2373.609857 sec): 3 clusters Score: Raw -8155840.787714 + Penalty 26824.959214 = -8129015.828501 nChanged 240 SP:Iteration 43Q (2373.758445 sec): 3 clusters Score: Raw -8155998.282369 + Penalty 26824.959214 = -8129173.323155 nChanged 212 SP:Iteration 44Q (2373.892568 sec): 3 clusters Score: Raw -8156135.319979 + Penalty 26824.959214 = -8129310.360765 nChanged 190 SP:Iteration 45Q (2374.033251 sec): 3 clusters Score: Raw -8156255.554371 + Penalty 26824.959214 = -8129430.595157 nChanged 134 SP:Iteration 46Q (2374.177994 sec): 3 clusters Score: Raw -8156330.853515 + Penalty 26824.959214 = -8129505.894301 nChanged 116 SP:Iteration 47Q (2374.313092 sec): 3 clusters Score: Raw -8156403.234941 + Penalty 26824.959214 = -8129578.275727 nChanged 108 SP:Iteration 48Q (2374.461433 sec): 3 clusters Score: Raw -8156465.241843 + Penalty 26824.959214 = -8129640.282630 nChanged 89 SP:Iteration 49Q (2374.596197 sec): 3 clusters Score: Raw -8156519.376316 + Penalty 26824.959214 = -8129694.417103 nChanged 71 SP:Iteration 50Q (2374.728725 sec): 3 clusters Score: Raw -8156554.810579 + Penalty 26824.959214 = -8129729.851365 nChanged 55 SP:Iteration 51Q (2374.854405 sec): 3 clusters Score: Raw -8156583.427896 + Penalty 26824.959214 = -8129758.468682 nChanged 43 SP:Iteration 52Q (2374.987897 sec): 3 clusters Score: Raw -8156603.929055 + Penalty 26824.959214 = -8129778.969841 nChanged 24 SP:Iteration 53Q (2375.130218 sec): 3 clusters Score: Raw -8156615.856303 + Penalty 26824.959214 = -8129790.897089 nChanged 18 SP:Iteration 54Q (2375.259293 sec): 3 clusters Score: Raw -8156625.556875 + Penalty 26824.959214 = -8129800.597661 nChanged 15 SP:Iteration 55Q (2375.395503 sec): 3 clusters Score: Raw -8156633.180717 + Penalty 26824.959214 = -8129808.221503 nChanged 17 SP:Iteration 56Q (2375.535243 sec): 3 clusters Score: Raw -8156643.012727 + Penalty 26824.959214 = -8129818.053513 nChanged 17 SP:Iteration 57Q (2375.664403 sec): 3 clusters Score: Raw -8156650.941763 + Penalty 26824.959214 = -8129825.982550 nChanged 12 SP:Iteration 58Q (2375.810631 sec): 3 clusters Score: Raw -8156658.556175 + Penalty 26824.959214 = -8129833.596961 nChanged 10 SP:Iteration 59Q (2375.951446 sec): 3 clusters Score: Raw -8156663.861919 + Penalty 26824.959214 = -8129838.902705 nChanged 12 SP:Iteration 60F (2376.091050 sec): 3 clusters Score: Raw -8156671.071193 + Penalty 26824.959214 = -8129846.111979 nChanged 15 SP:Iteration 61Q (2376.223856 sec): 3 clusters Score: Raw -8156679.318011 + Penalty 26824.959214 = -8129854.358797 nChanged 10 SP:Iteration 62Q (2376.365165 sec): 3 clusters Score: Raw -8156684.086214 + Penalty 26824.959214 = -8129859.127000 nChanged 8 SP:Iteration 63Q (2376.505361 sec): 3 clusters Score: Raw -8156686.508282 + Penalty 26824.959214 = -8129861.549068 nChanged 5 SP:Iteration 64Q (2376.626348 sec): 3 clusters Score: Raw -8156689.106959 + Penalty 26824.959214 = -8129864.147745 nChanged 5 SP:Iteration 65Q (2376.750204 sec): 3 clusters Score: Raw -8156691.141636 + Penalty 26824.959214 = -8129866.182422 nChanged 4 SP:Iteration 66Q (2376.858550 sec): 3 clusters Score: Raw -8156692.350711 + Penalty 26824.959214 = -8129867.391497 nChanged 4 SP:Iteration 67Q (2376.983110 sec): 3 clusters Score: Raw -8156694.639746 + Penalty 26824.959214 = -8129869.680532 nChanged 5 SP:Iteration 68Q (2377.101527 sec): 3 clusters Score: Raw -8156697.919721 + Penalty 26824.959214 = -8129872.960507 nChanged 6 SP:Iteration 69Q (2377.221498 sec): 3 clusters Score: Raw -8156700.259480 + Penalty 26824.959214 = -8129875.300266 nChanged 5 SP:Iteration 70Q (2377.349005 sec): 3 clusters Score: Raw -8156702.127839 + Penalty 26824.959214 = -8129877.168625 nChanged 2 SP:Iteration 71Q (2377.488815 sec): 3 clusters Score: Raw -8156702.797613 + Penalty 26824.959214 = -8129877.838399 nChanged 3 SP:Iteration 72Q (2377.623025 sec): 3 clusters Score: Raw -8156704.203629 + Penalty 26824.959214 = -8129879.244415 nChanged 2 SP:Iteration 73Q (2377.755967 sec): 3 clusters Score: Raw -8156705.101758 + Penalty 26824.959214 = -8129880.142544 nChanged 3 SP:Iteration 74Q (2377.868074 sec): 3 clusters Score: Raw -8156706.400527 + Penalty 26824.959214 = -8129881.441313 nChanged 2 SP:Iteration 75Q (2378.002330 sec): 3 clusters Score: Raw -8156707.034760 + Penalty 26824.959214 = -8129882.075546 nChanged 1 SP:Iteration 76Q (2378.138412 sec): 3 clusters Score: Raw -8156707.347943 + Penalty 26824.959214 = -8129882.388730 nChanged 0 SP:Iteration 77F (2378.294331 sec): 3 clusters Score: Raw -8156707.347943 + Penalty 26824.959214 = -8129882.388730 nChanged 0 Trying to split cluster 11 (14734 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2378.373751 sec): 2 clusters Score: Raw -5535675.479060 + Penalty 12961.981543 = -5522713.497516 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2378.491082 sec): 3 clusters Score: Raw -5529642.498552 + Penalty 25923.963087 = -5503718.535466 nChanged 4950 SP:Iteration 1F (2378.596082 sec): 3 clusters Score: Raw -5532902.573388 + Penalty 25923.963087 = -5506978.610302 nChanged 1191 SP:Iteration 2F (2378.719999 sec): 3 clusters Score: Raw -5533894.120178 + Penalty 25923.963087 = -5507970.157091 nChanged 775 SP:Iteration 3F (2378.834850 sec): 3 clusters Score: Raw -5534598.678746 + Penalty 25923.963087 = -5508674.715659 nChanged 589 SP:Iteration 4Q (2378.959239 sec): 3 clusters Score: Raw -5535145.974424 + Penalty 25923.963087 = -5509222.011337 nChanged 522 SP:Iteration 5Q (2379.068931 sec): 3 clusters Score: Raw -5535640.971645 + Penalty 25923.963087 = -5509717.008559 nChanged 505 SP:Iteration 6Q (2379.191756 sec): 3 clusters Score: Raw -5536096.748472 + Penalty 25923.963087 = -5510172.785386 nChanged 477 SP:Iteration 7Q (2379.298681 sec): 3 clusters Score: Raw -5536523.376688 + Penalty 25923.963087 = -5510599.413602 nChanged 430 SP:Iteration 8Q (2379.415648 sec): 3 clusters Score: Raw -5536867.015632 + Penalty 25923.963087 = -5510943.052546 nChanged 377 SP:Iteration 9Q (2379.535551 sec): 3 clusters Score: Raw -5537170.425536 + Penalty 25923.963087 = -5511246.462449 nChanged 350 SP:Iteration 10Q (2379.641253 sec): 3 clusters Score: Raw -5537417.020524 + Penalty 25923.963087 = -5511493.057437 nChanged 275 SP:Iteration 11Q (2379.752429 sec): 3 clusters Score: Raw -5537607.117599 + Penalty 25923.963087 = -5511683.154513 nChanged 227 SP:Iteration 12Q (2379.863275 sec): 3 clusters Score: Raw -5537755.424410 + Penalty 25923.963087 = -5511831.461324 nChanged 192 SP:Iteration 13Q (2379.984138 sec): 3 clusters Score: Raw -5537870.380722 + Penalty 25923.963087 = -5511946.417635 nChanged 166 SP:Iteration 14Q (2380.101559 sec): 3 clusters Score: Raw -5537959.911045 + Penalty 25923.963087 = -5512035.947958 nChanged 125 SP:Iteration 15Q (2380.212917 sec): 3 clusters Score: Raw -5538033.805235 + Penalty 25923.963087 = -5512109.842148 nChanged 128 SP:Iteration 16Q (2380.319401 sec): 3 clusters Score: Raw -5538105.762535 + Penalty 25923.963087 = -5512181.799449 nChanged 125 SP:Iteration 17Q (2380.434118 sec): 3 clusters Score: Raw -5538173.319279 + Penalty 25923.963087 = -5512249.356192 nChanged 104 SP:Iteration 18Q (2380.542623 sec): 3 clusters Score: Raw -5538228.278071 + Penalty 25923.963087 = -5512304.314985 nChanged 83 SP:Iteration 19Q (2380.644493 sec): 3 clusters Score: Raw -5538273.265395 + Penalty 25923.963087 = -5512349.302308 nChanged 84 SP:Iteration 20F (2380.753071 sec): 3 clusters Score: Raw -5538321.862718 + Penalty 25923.963087 = -5512397.899631 nChanged 94 SP:Iteration 21Q (2380.875134 sec): 3 clusters Score: Raw -5538370.335742 + Penalty 25923.963087 = -5512446.372655 nChanged 79 SP:Iteration 22Q (2381.000779 sec): 3 clusters Score: Raw -5538409.650447 + Penalty 25923.963087 = -5512485.687361 nChanged 74 SP:Iteration 23Q (2381.111603 sec): 3 clusters Score: Raw -5538445.297366 + Penalty 25923.963087 = -5512521.334280 nChanged 51 SP:Iteration 24Q (2381.227704 sec): 3 clusters Score: Raw -5538468.042974 + Penalty 25923.963087 = -5512544.079887 nChanged 49 SP:Iteration 25Q (2381.343991 sec): 3 clusters Score: Raw -5538492.310201 + Penalty 25923.963087 = -5512568.347115 nChanged 43 SP:Iteration 26Q (2381.475282 sec): 3 clusters Score: Raw -5538513.208744 + Penalty 25923.963087 = -5512589.245657 nChanged 41 SP:Iteration 27Q (2381.593260 sec): 3 clusters Score: Raw -5538533.261616 + Penalty 25923.963087 = -5512609.298530 nChanged 32 SP:Iteration 28Q (2381.708158 sec): 3 clusters Score: Raw -5538548.479742 + Penalty 25923.963087 = -5512624.516655 nChanged 29 SP:Iteration 29Q (2381.837414 sec): 3 clusters Score: Raw -5538561.332573 + Penalty 25923.963087 = -5512637.369486 nChanged 26 SP:Iteration 30Q (2381.956547 sec): 3 clusters Score: Raw -5538571.387994 + Penalty 25923.963087 = -5512647.424907 nChanged 20 SP:Iteration 31Q (2382.075667 sec): 3 clusters Score: Raw -5538580.435714 + Penalty 25923.963087 = -5512656.472627 nChanged 27 SP:Iteration 32Q (2382.183722 sec): 3 clusters Score: Raw -5538593.729871 + Penalty 25923.963087 = -5512669.766785 nChanged 27 SP:Iteration 33Q (2382.308215 sec): 3 clusters Score: Raw -5538606.723571 + Penalty 25923.963087 = -5512682.760485 nChanged 20 SP:Iteration 34Q (2382.427997 sec): 3 clusters Score: Raw -5538615.777192 + Penalty 25923.963087 = -5512691.814105 nChanged 17 SP:Iteration 35Q (2382.543774 sec): 3 clusters Score: Raw -5538624.338418 + Penalty 25923.963087 = -5512700.375331 nChanged 15 SP:Iteration 36Q (2382.658584 sec): 3 clusters Score: Raw -5538632.498838 + Penalty 25923.963087 = -5512708.535751 nChanged 19 SP:Iteration 37Q (2382.767175 sec): 3 clusters Score: Raw -5538641.502850 + Penalty 25923.963087 = -5512717.539764 nChanged 23 SP:Iteration 38Q (2382.882406 sec): 3 clusters Score: Raw -5538651.048948 + Penalty 25923.963087 = -5512727.085862 nChanged 22 SP:Iteration 39Q (2382.997374 sec): 3 clusters Score: Raw -5538661.232713 + Penalty 25923.963087 = -5512737.269626 nChanged 21 SP:Iteration 40F (2383.102680 sec): 3 clusters Score: Raw -5538669.959731 + Penalty 25923.963087 = -5512745.996644 nChanged 14 SP:Iteration 41Q (2383.212591 sec): 3 clusters Score: Raw -5538675.587840 + Penalty 25923.963087 = -5512751.624753 nChanged 6 SP:Iteration 42Q (2383.330645 sec): 3 clusters Score: Raw -5538677.851908 + Penalty 25923.963087 = -5512753.888821 nChanged 7 SP:Iteration 43Q (2383.443594 sec): 3 clusters Score: Raw -5538680.448512 + Penalty 25923.963087 = -5512756.485426 nChanged 9 SP:Iteration 44Q (2383.563520 sec): 3 clusters Score: Raw -5538683.095981 + Penalty 25923.963087 = -5512759.132894 nChanged 8 SP:Iteration 45Q (2383.682517 sec): 3 clusters Score: Raw -5538686.030226 + Penalty 25923.963087 = -5512762.067139 nChanged 8 SP:Iteration 46Q (2383.805771 sec): 3 clusters Score: Raw -5538688.800826 + Penalty 25923.963087 = -5512764.837740 nChanged 6 SP:Iteration 47Q (2383.925438 sec): 3 clusters Score: Raw -5538691.047200 + Penalty 25923.963087 = -5512767.084114 nChanged 5 SP:Iteration 48Q (2384.043228 sec): 3 clusters Score: Raw -5538692.658088 + Penalty 25923.963087 = -5512768.695001 nChanged 5 SP:Iteration 49Q (2384.153438 sec): 3 clusters Score: Raw -5538694.396704 + Penalty 25923.963087 = -5512770.433617 nChanged 2 SP:Iteration 50Q (2384.267709 sec): 3 clusters Score: Raw -5538695.558861 + Penalty 25923.963087 = -5512771.595774 nChanged 4 SP:Iteration 51Q (2384.377840 sec): 3 clusters Score: Raw -5538697.389256 + Penalty 25923.963087 = -5512773.426170 nChanged 6 SP:Iteration 52Q (2384.486955 sec): 3 clusters Score: Raw -5538700.353884 + Penalty 25923.963087 = -5512776.390797 nChanged 5 SP:Iteration 53Q (2384.598965 sec): 3 clusters Score: Raw -5538702.147128 + Penalty 25923.963087 = -5512778.184041 nChanged 2 SP:Iteration 54Q (2384.711697 sec): 3 clusters Score: Raw -5538702.810042 + Penalty 25923.963087 = -5512778.846956 nChanged 1 SP:Iteration 55Q (2384.827984 sec): 3 clusters Score: Raw -5538703.275583 + Penalty 25923.963087 = -5512779.312496 nChanged 3 SP:Iteration 56Q (2384.941153 sec): 3 clusters Score: Raw -5538704.658577 + Penalty 25923.963087 = -5512780.695491 nChanged 3 SP:Iteration 57Q (2385.041320 sec): 3 clusters Score: Raw -5538705.514678 + Penalty 25923.963087 = -5512781.551591 nChanged 0 SP:Iteration 58F (2385.161728 sec): 3 clusters Score: Raw -5538705.514678 + Penalty 25923.963087 = -5512781.551591 nChanged 0 Trying to split cluster 12 (2297 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2385.194152 sec): 2 clusters Score: Raw -817883.258865 + Penalty 10452.004603 = -807431.254262 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2385.245066 sec): 3 clusters Score: Raw -818601.412392 + Penalty 20904.009206 = -797697.403185 nChanged 407 SP:Iteration 1F (2385.286329 sec): 3 clusters Score: Raw -820164.906750 + Penalty 20904.009206 = -799260.897544 nChanged 154 SP:Iteration 2F (2385.347186 sec): 3 clusters Score: Raw -820668.948507 + Penalty 20904.009206 = -799764.939301 nChanged 97 SP:Iteration 3Q (2385.390473 sec): 3 clusters Score: Raw -820948.516397 + Penalty 20904.009206 = -800044.507191 nChanged 68 SP:Iteration 4Q (2385.441035 sec): 3 clusters Score: Raw -821132.719706 + Penalty 20904.009206 = -800228.710499 nChanged 43 SP:Iteration 5Q (2385.487906 sec): 3 clusters Score: Raw -821261.169876 + Penalty 20904.009206 = -800357.160670 nChanged 37 SP:Iteration 6Q (2385.547030 sec): 3 clusters Score: Raw -821382.119263 + Penalty 20904.009206 = -800478.110057 nChanged 40 SP:Iteration 7Q (2385.595439 sec): 3 clusters Score: Raw -821500.940104 + Penalty 20904.009206 = -800596.930897 nChanged 41 SP:Iteration 8Q (2385.634369 sec): 3 clusters Score: Raw -821670.023194 + Penalty 20904.009206 = -800766.013988 nChanged 56 SP:Iteration 9Q (2385.692047 sec): 3 clusters Score: Raw -821897.037698 + Penalty 20904.009206 = -800993.028492 nChanged 55 SP:Iteration 10Q (2385.740299 sec): 3 clusters Score: Raw -822160.057266 + Penalty 20904.009206 = -801256.048059 nChanged 58 SP:Iteration 11Q (2385.790398 sec): 3 clusters Score: Raw -822427.479829 + Penalty 20904.009206 = -801523.470622 nChanged 49 SP:Iteration 12Q (2385.828931 sec): 3 clusters Score: Raw -822626.455629 + Penalty 20904.009206 = -801722.446422 nChanged 43 SP:Iteration 13Q (2385.885334 sec): 3 clusters Score: Raw -822819.760103 + Penalty 20904.009206 = -801915.750896 nChanged 33 SP:Iteration 14Q (2385.930691 sec): 3 clusters Score: Raw -822953.124500 + Penalty 20904.009206 = -802049.115294 nChanged 23 SP:Iteration 15Q (2385.982356 sec): 3 clusters Score: Raw -823048.089249 + Penalty 20904.009206 = -802144.080042 nChanged 13 SP:Iteration 16Q (2386.021674 sec): 3 clusters Score: Raw -823140.169707 + Penalty 20904.009206 = -802236.160500 nChanged 26 SP:Iteration 17Q (2386.069106 sec): 3 clusters Score: Raw -823291.593396 + Penalty 20904.009206 = -802387.584189 nChanged 23 SP:Iteration 18Q (2386.122032 sec): 3 clusters Score: Raw -823430.354265 + Penalty 20904.009206 = -802526.345059 nChanged 19 SP:Iteration 19Q (2386.162868 sec): 3 clusters Score: Raw -823531.966617 + Penalty 20904.009206 = -802627.957411 nChanged 18 SP:Iteration 20F (2386.214110 sec): 3 clusters Score: Raw -823694.950775 + Penalty 20904.009206 = -802790.941568 nChanged 30 SP:Iteration 21Q (2386.269971 sec): 3 clusters Score: Raw -823951.489966 + Penalty 20904.009206 = -803047.480760 nChanged 40 SP:Iteration 22Q (2386.308604 sec): 3 clusters Score: Raw -824399.399455 + Penalty 20904.009206 = -803495.390248 nChanged 56 SP:Iteration 23Q (2386.365274 sec): 3 clusters Score: Raw -824954.212146 + Penalty 20904.009206 = -804050.202940 nChanged 63 SP:Iteration 24Q (2386.404197 sec): 3 clusters Score: Raw -825511.452466 + Penalty 20904.009206 = -804607.443259 nChanged 52 SP:Iteration 25Q (2386.451294 sec): 3 clusters Score: Raw -825814.982991 + Penalty 20904.009206 = -804910.973785 nChanged 44 SP:Iteration 26Q (2386.499356 sec): 3 clusters Score: Raw -826068.906684 + Penalty 20904.009206 = -805164.897477 nChanged 35 SP:Iteration 27Q (2386.555956 sec): 3 clusters Score: Raw -826269.538639 + Penalty 20904.009206 = -805365.529432 nChanged 29 SP:Iteration 28Q (2386.594322 sec): 3 clusters Score: Raw -826425.752885 + Penalty 20904.009206 = -805521.743679 nChanged 26 SP:Iteration 29Q (2386.649963 sec): 3 clusters Score: Raw -826586.773829 + Penalty 20904.009206 = -805682.764623 nChanged 22 SP:Iteration 30Q (2386.689675 sec): 3 clusters Score: Raw -826790.184612 + Penalty 20904.009206 = -805886.175405 nChanged 21 SP:Iteration 31Q (2386.737014 sec): 3 clusters Score: Raw -826897.862866 + Penalty 20904.009206 = -805993.853659 nChanged 10 SP:Iteration 32Q (2386.783379 sec): 3 clusters Score: Raw -826932.536418 + Penalty 20904.009206 = -806028.527212 nChanged 6 SP:Iteration 33Q (2386.839787 sec): 3 clusters Score: Raw -826948.448147 + Penalty 20904.009206 = -806044.438941 nChanged 3 SP:Iteration 34Q (2386.877739 sec): 3 clusters Score: Raw -826960.696286 + Penalty 20904.009206 = -806056.687079 nChanged 1 SP:Iteration 35Q (2386.924444 sec): 3 clusters Score: Raw -826964.271102 + Penalty 20904.009206 = -806060.261895 nChanged 2 SP:Iteration 36Q (2386.981894 sec): 3 clusters Score: Raw -826971.345764 + Penalty 20904.009206 = -806067.336558 nChanged 2 SP:Iteration 37Q (2387.018913 sec): 3 clusters Score: Raw -826976.033286 + Penalty 20904.009206 = -806072.024079 nChanged 0 SP:Iteration 38F (2387.078291 sec): 3 clusters Score: Raw -826985.383918 + Penalty 20904.009206 = -806081.374711 nChanged 2 SP:Iteration 39Q (2387.124274 sec): 3 clusters Score: Raw -827111.063027 + Penalty 20904.009206 = -806207.053821 nChanged 4 SP:Iteration 40F (2387.165724 sec): 3 clusters Score: Raw -827130.719183 + Penalty 20904.009206 = -806226.709977 nChanged 0 Trying to split cluster 13 (464 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2387.188219 sec): 2 clusters Score: Raw -166665.909811 + Penalty 8291.914088 = -158373.995723 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2387.235938 sec): 3 clusters Score: Raw -168970.276765 + Penalty 16583.828176 = -152386.448589 nChanged 23 SP:Iteration 1Q (2387.270277 sec): 3 clusters Score: Raw -169211.925378 + Penalty 16583.828176 = -152628.097202 nChanged 0 SP:Iteration 2F (2387.319278 sec): 3 clusters Score: Raw -169211.925378 + Penalty 16583.828176 = -152628.097202 nChanged 0 Trying to split cluster 14 (27983 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2387.423667 sec): 2 clusters Score: Raw -10872788.504633 + Penalty 13828.245500 = -10858960.259133 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2387.591665 sec): 3 clusters Score: Raw -10859176.242744 + Penalty 27656.491000 = -10831519.751745 nChanged 10739 SP:Iteration 1F (2387.753476 sec): 3 clusters Score: Raw -10865138.584995 + Penalty 27656.491000 = -10837482.093995 nChanged 1992 SP:Iteration 2F (2387.919732 sec): 3 clusters Score: Raw -10866198.403661 + Penalty 27656.491000 = -10838541.912662 nChanged 1282 SP:Iteration 3Q (2388.097358 sec): 3 clusters Score: Raw -10866806.398965 + Penalty 27656.491000 = -10839149.907965 nChanged 931 SP:Iteration 4Q (2388.263099 sec): 3 clusters Score: Raw -10867233.786170 + Penalty 27656.491000 = -10839577.295170 nChanged 691 SP:Iteration 5Q (2388.442840 sec): 3 clusters Score: Raw -10867535.637125 + Penalty 27656.491000 = -10839879.146126 nChanged 594 SP:Iteration 6Q (2388.631600 sec): 3 clusters Score: Raw -10867784.083325 + Penalty 27656.491000 = -10840127.592325 nChanged 540 SP:Iteration 7Q (2388.815738 sec): 3 clusters Score: Raw -10868004.945413 + Penalty 27656.491000 = -10840348.454413 nChanged 468 SP:Iteration 8Q (2389.006100 sec): 3 clusters Score: Raw -10868183.399588 + Penalty 27656.491000 = -10840526.908588 nChanged 391 SP:Iteration 9Q (2389.192272 sec): 3 clusters Score: Raw -10868334.510167 + Penalty 27656.491000 = -10840678.019167 nChanged 356 SP:Iteration 10Q (2389.380654 sec): 3 clusters Score: Raw -10868462.805267 + Penalty 27656.491000 = -10840806.314268 nChanged 328 SP:Iteration 11Q (2389.541355 sec): 3 clusters Score: Raw -10868579.614565 + Penalty 27656.491000 = -10840923.123566 nChanged 310 SP:Iteration 12Q (2389.717451 sec): 3 clusters Score: Raw -10868689.784479 + Penalty 27656.491000 = -10841033.293479 nChanged 265 SP:Iteration 13Q (2389.883372 sec): 3 clusters Score: Raw -10868784.191462 + Penalty 27656.491000 = -10841127.700463 nChanged 255 SP:Iteration 14Q (2390.042985 sec): 3 clusters Score: Raw -10868870.764461 + Penalty 27656.491000 = -10841214.273462 nChanged 257 SP:Iteration 15Q (2390.217687 sec): 3 clusters Score: Raw -10868956.455861 + Penalty 27656.491000 = -10841299.964861 nChanged 255 SP:Iteration 16Q (2390.390006 sec): 3 clusters Score: Raw -10869043.940738 + Penalty 27656.491000 = -10841387.449739 nChanged 255 SP:Iteration 17Q (2390.561316 sec): 3 clusters Score: Raw -10869136.090227 + Penalty 27656.491000 = -10841479.599227 nChanged 248 SP:Iteration 18Q (2390.735491 sec): 3 clusters Score: Raw -10869220.847136 + Penalty 27656.491000 = -10841564.356136 nChanged 234 SP:Iteration 19Q (2390.899373 sec): 3 clusters Score: Raw -10869305.971748 + Penalty 27656.491000 = -10841649.480749 nChanged 240 SP:Iteration 20F (2391.081356 sec): 3 clusters Score: Raw -10869389.605066 + Penalty 27656.491000 = -10841733.114067 nChanged 239 SP:Iteration 21Q (2391.271466 sec): 3 clusters Score: Raw -10869468.858631 + Penalty 27656.491000 = -10841812.367631 nChanged 208 SP:Iteration 22Q (2391.457458 sec): 3 clusters Score: Raw -10869539.963980 + Penalty 27656.491000 = -10841883.472980 nChanged 223 SP:Iteration 23Q (2391.648072 sec): 3 clusters Score: Raw -10869620.622843 + Penalty 27656.491000 = -10841964.131844 nChanged 231 SP:Iteration 24Q (2391.826218 sec): 3 clusters Score: Raw -10869701.693609 + Penalty 27656.491000 = -10842045.202609 nChanged 202 SP:Iteration 25Q (2392.013349 sec): 3 clusters Score: Raw -10869774.936834 + Penalty 27656.491000 = -10842118.445834 nChanged 223 SP:Iteration 26Q (2392.204186 sec): 3 clusters Score: Raw -10869860.387321 + Penalty 27656.491000 = -10842203.896321 nChanged 234 SP:Iteration 27Q (2392.392367 sec): 3 clusters Score: Raw -10869948.141562 + Penalty 27656.491000 = -10842291.650562 nChanged 250 SP:Iteration 28Q (2392.560073 sec): 3 clusters Score: Raw -10870046.362371 + Penalty 27656.491000 = -10842389.871372 nChanged 277 SP:Iteration 29Q (2392.722001 sec): 3 clusters Score: Raw -10870151.623003 + Penalty 27656.491000 = -10842495.132004 nChanged 261 SP:Iteration 30Q (2392.894978 sec): 3 clusters Score: Raw -10870255.742536 + Penalty 27656.491000 = -10842599.251537 nChanged 273 SP:Iteration 31Q (2393.058426 sec): 3 clusters Score: Raw -10870372.053560 + Penalty 27656.491000 = -10842715.562560 nChanged 277 SP:Iteration 32Q (2393.243148 sec): 3 clusters Score: Raw -10870485.042203 + Penalty 27656.491000 = -10842828.551203 nChanged 282 SP:Iteration 33Q (2393.428940 sec): 3 clusters Score: Raw -10870605.951646 + Penalty 27656.491000 = -10842949.460647 nChanged 305 SP:Iteration 34Q (2393.626787 sec): 3 clusters Score: Raw -10870740.856868 + Penalty 27656.491000 = -10843084.365868 nChanged 295 SP:Iteration 35Q (2393.805936 sec): 3 clusters Score: Raw -10870869.853601 + Penalty 27656.491000 = -10843213.362602 nChanged 296 SP:Iteration 36Q (2393.993408 sec): 3 clusters Score: Raw -10871007.715227 + Penalty 27656.491000 = -10843351.224227 nChanged 321 SP:Iteration 37Q (2394.168051 sec): 3 clusters Score: Raw -10871160.535884 + Penalty 27656.491000 = -10843504.044885 nChanged 325 SP:Iteration 38Q (2394.363674 sec): 3 clusters Score: Raw -10871310.845057 + Penalty 27656.491000 = -10843654.354058 nChanged 301 SP:Iteration 39Q (2394.535325 sec): 3 clusters Score: Raw -10871462.174088 + Penalty 27656.491000 = -10843805.683089 nChanged 278 SP:Iteration 40F (2394.724415 sec): 3 clusters Score: Raw -10871612.426195 + Penalty 27656.491000 = -10843955.935196 nChanged 298 SP:Iteration 41Q (2394.900792 sec): 3 clusters Score: Raw -10871779.100950 + Penalty 27656.491000 = -10844122.609950 nChanged 316 SP:Iteration 42Q (2395.092175 sec): 3 clusters Score: Raw -10871947.627634 + Penalty 27656.491000 = -10844291.136635 nChanged 303 SP:Iteration 43Q (2395.275804 sec): 3 clusters Score: Raw -10872116.001142 + Penalty 27656.491000 = -10844459.510142 nChanged 291 SP:Iteration 44Q (2395.461225 sec): 3 clusters Score: Raw -10872292.019089 + Penalty 27656.491000 = -10844635.528089 nChanged 295 SP:Iteration 45Q (2395.636301 sec): 3 clusters Score: Raw -10872474.719817 + Penalty 27656.491000 = -10844818.228817 nChanged 278 SP:Iteration 46Q (2395.817206 sec): 3 clusters Score: Raw -10872639.165190 + Penalty 27656.491000 = -10844982.674190 nChanged 234 SP:Iteration 47Q (2395.988965 sec): 3 clusters Score: Raw -10872789.645692 + Penalty 27656.491000 = -10845133.154692 nChanged 223 SP:Iteration 48Q (2396.180920 sec): 3 clusters Score: Raw -10872926.134115 + Penalty 27656.491000 = -10845269.643115 nChanged 197 SP:Iteration 49Q (2396.361190 sec): 3 clusters Score: Raw -10873056.933030 + Penalty 27656.491000 = -10845400.442030 nChanged 203 SP:Iteration 50Q (2396.533993 sec): 3 clusters Score: Raw -10873196.457101 + Penalty 27656.491000 = -10845539.966101 nChanged 198 SP:Iteration 51Q (2396.713588 sec): 3 clusters Score: Raw -10873337.426367 + Penalty 27656.491000 = -10845680.935367 nChanged 173 SP:Iteration 52Q (2396.863437 sec): 3 clusters Score: Raw -10873459.900260 + Penalty 27656.491000 = -10845803.409260 nChanged 164 SP:Iteration 53Q (2397.008756 sec): 3 clusters Score: Raw -10873575.811904 + Penalty 27656.491000 = -10845919.320904 nChanged 137 SP:Iteration 54Q (2397.169414 sec): 3 clusters Score: Raw -10873676.936006 + Penalty 27656.491000 = -10846020.445007 nChanged 110 SP:Iteration 55Q (2397.325381 sec): 3 clusters Score: Raw -10873759.846774 + Penalty 27656.491000 = -10846103.355775 nChanged 105 SP:Iteration 56Q (2397.465514 sec): 3 clusters Score: Raw -10873837.526022 + Penalty 27656.491000 = -10846181.035022 nChanged 84 SP:Iteration 57Q (2397.627467 sec): 3 clusters Score: Raw -10873902.919958 + Penalty 27656.491000 = -10846246.428958 nChanged 89 SP:Iteration 58Q (2397.798316 sec): 3 clusters Score: Raw -10873964.973809 + Penalty 27656.491000 = -10846308.482809 nChanged 68 SP:Iteration 59Q (2397.955886 sec): 3 clusters Score: Raw -10874013.962664 + Penalty 27656.491000 = -10846357.471664 nChanged 54 SP:Iteration 60F (2398.121412 sec): 3 clusters Score: Raw -10874057.749360 + Penalty 27656.491000 = -10846401.258360 nChanged 68 SP:Iteration 61Q (2398.259081 sec): 3 clusters Score: Raw -10874105.426430 + Penalty 27656.491000 = -10846448.935431 nChanged 50 SP:Iteration 62Q (2398.401214 sec): 3 clusters Score: Raw -10874143.560261 + Penalty 27656.491000 = -10846487.069261 nChanged 52 SP:Iteration 63Q (2398.543578 sec): 3 clusters Score: Raw -10874182.414814 + Penalty 27656.491000 = -10846525.923814 nChanged 40 SP:Iteration 64Q (2398.672330 sec): 3 clusters Score: Raw -10874212.874677 + Penalty 27656.491000 = -10846556.383678 nChanged 39 SP:Iteration 65Q (2398.822624 sec): 3 clusters Score: Raw -10874240.519358 + Penalty 27656.491000 = -10846584.028358 nChanged 22 SP:Iteration 66Q (2398.962821 sec): 3 clusters Score: Raw -10874257.182112 + Penalty 27656.491000 = -10846600.691112 nChanged 26 SP:Iteration 67Q (2399.121348 sec): 3 clusters Score: Raw -10874276.945554 + Penalty 27656.491000 = -10846620.454554 nChanged 22 SP:Iteration 68Q (2399.278653 sec): 3 clusters Score: Raw -10874293.500955 + Penalty 27656.491000 = -10846637.009956 nChanged 25 SP:Iteration 69Q (2399.439249 sec): 3 clusters Score: Raw -10874310.659421 + Penalty 27656.491000 = -10846654.168421 nChanged 20 SP:Iteration 70Q (2399.594501 sec): 3 clusters Score: Raw -10874325.688527 + Penalty 27656.491000 = -10846669.197528 nChanged 18 SP:Iteration 71Q (2399.754335 sec): 3 clusters Score: Raw -10874339.252264 + Penalty 27656.491000 = -10846682.761264 nChanged 10 SP:Iteration 72Q (2399.912421 sec): 3 clusters Score: Raw -10874346.478725 + Penalty 27656.491000 = -10846689.987725 nChanged 9 SP:Iteration 73Q (2400.061497 sec): 3 clusters Score: Raw -10874352.866717 + Penalty 27656.491000 = -10846696.375717 nChanged 11 SP:Iteration 74Q (2400.216298 sec): 3 clusters Score: Raw -10874360.943704 + Penalty 27656.491000 = -10846704.452704 nChanged 11 SP:Iteration 75Q (2400.369573 sec): 3 clusters Score: Raw -10874367.637835 + Penalty 27656.491000 = -10846711.146835 nChanged 12 SP:Iteration 76Q (2400.519769 sec): 3 clusters Score: Raw -10874377.339259 + Penalty 27656.491000 = -10846720.848260 nChanged 13 SP:Iteration 77Q (2400.688897 sec): 3 clusters Score: Raw -10874386.859765 + Penalty 27656.491000 = -10846730.368766 nChanged 8 SP:Iteration 78Q (2400.848361 sec): 3 clusters Score: Raw -10874393.403321 + Penalty 27656.491000 = -10846736.912322 nChanged 11 SP:Iteration 79Q (2401.020951 sec): 3 clusters Score: Raw -10874402.677878 + Penalty 27656.491000 = -10846746.186878 nChanged 9 SP:Iteration 80F (2401.208674 sec): 3 clusters Score: Raw -10874409.111101 + Penalty 27656.491000 = -10846752.620101 nChanged 11 SP:Iteration 81Q (2401.377764 sec): 3 clusters Score: Raw -10874417.740233 + Penalty 27656.491000 = -10846761.249233 nChanged 9 SP:Iteration 82Q (2401.513748 sec): 3 clusters Score: Raw -10874425.030297 + Penalty 27656.491000 = -10846768.539298 nChanged 8 SP:Iteration 83Q (2401.683409 sec): 3 clusters Score: Raw -10874430.988120 + Penalty 27656.491000 = -10846774.497121 nChanged 5 SP:Iteration 84Q (2401.839014 sec): 3 clusters Score: Raw -10874434.335931 + Penalty 27656.491000 = -10846777.844931 nChanged 7 SP:Iteration 85Q (2401.995592 sec): 3 clusters Score: Raw -10874440.855343 + Penalty 27656.491000 = -10846784.364344 nChanged 8 SP:Iteration 86Q (2402.133703 sec): 3 clusters Score: Raw -10874445.878159 + Penalty 27656.491000 = -10846789.387160 nChanged 7 SP:Iteration 87Q (2402.279525 sec): 3 clusters Score: Raw -10874451.307864 + Penalty 27656.491000 = -10846794.816864 nChanged 3 SP:Iteration 88Q (2402.429415 sec): 3 clusters Score: Raw -10874454.174731 + Penalty 27656.491000 = -10846797.683732 nChanged 6 SP:Iteration 89Q (2402.578439 sec): 3 clusters Score: Raw -10874458.655996 + Penalty 27656.491000 = -10846802.164996 nChanged 6 SP:Iteration 90Q (2402.728559 sec): 3 clusters Score: Raw -10874464.457264 + Penalty 27656.491000 = -10846807.966265 nChanged 10 SP:Iteration 91Q (2402.873322 sec): 3 clusters Score: Raw -10874473.221999 + Penalty 27656.491000 = -10846816.730999 nChanged 7 SP:Iteration 92Q (2403.016640 sec): 3 clusters Score: Raw -10874478.643536 + Penalty 27656.491000 = -10846822.152536 nChanged 4 SP:Iteration 93Q (2403.164522 sec): 3 clusters Score: Raw -10874481.549976 + Penalty 27656.491000 = -10846825.058976 nChanged 2 SP:Iteration 94Q (2403.312374 sec): 3 clusters Score: Raw -10874482.978200 + Penalty 27656.491000 = -10846826.487201 nChanged 1 SP:Iteration 95Q (2403.458059 sec): 3 clusters Score: Raw -10874483.519188 + Penalty 27656.491000 = -10846827.028189 nChanged 1 SP:Iteration 96Q (2403.597694 sec): 3 clusters Score: Raw -10874484.081320 + Penalty 27656.491000 = -10846827.590321 nChanged 0 SP:Iteration 97F (2403.769130 sec): 3 clusters Score: Raw -10874484.081320 + Penalty 27656.491000 = -10846827.590321 nChanged 0 Trying to split cluster 16 (40320 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2403.911995 sec): 2 clusters Score: Raw -15612167.962405 + Penalty 14321.516220 = -15597846.446185 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2404.144687 sec): 3 clusters Score: Raw -15591366.783331 + Penalty 28643.032440 = -15562723.750890 nChanged 16131 SP:Iteration 1F (2404.366538 sec): 3 clusters Score: Raw -15599870.277646 + Penalty 28643.032440 = -15571227.245206 nChanged 2712 SP:Iteration 2F (2404.584934 sec): 3 clusters Score: Raw -15601219.070474 + Penalty 28643.032440 = -15572576.038033 nChanged 1995 SP:Iteration 3Q (2404.818871 sec): 3 clusters Score: Raw -15602107.981238 + Penalty 28643.032440 = -15573464.948798 nChanged 1543 SP:Iteration 4Q (2405.051747 sec): 3 clusters Score: Raw -15602776.020298 + Penalty 28643.032440 = -15574132.987858 nChanged 1279 SP:Iteration 5Q (2405.285600 sec): 3 clusters Score: Raw -15603303.072613 + Penalty 28643.032440 = -15574660.040172 nChanged 1133 SP:Iteration 6Q (2405.515962 sec): 3 clusters Score: Raw -15603755.243494 + Penalty 28643.032440 = -15575112.211054 nChanged 1015 SP:Iteration 7Q (2405.745930 sec): 3 clusters Score: Raw -15604163.285871 + Penalty 28643.032440 = -15575520.253431 nChanged 909 SP:Iteration 8Q (2405.972624 sec): 3 clusters Score: Raw -15604503.183973 + Penalty 28643.032440 = -15575860.151533 nChanged 854 SP:Iteration 9Q (2406.204880 sec): 3 clusters Score: Raw -15604836.350382 + Penalty 28643.032440 = -15576193.317941 nChanged 814 SP:Iteration 10Q (2406.436003 sec): 3 clusters Score: Raw -15605168.479352 + Penalty 28643.032440 = -15576525.446912 nChanged 856 SP:Iteration 11Q (2406.666345 sec): 3 clusters Score: Raw -15605528.459150 + Penalty 28643.032440 = -15576885.426710 nChanged 889 SP:Iteration 12Q (2406.887159 sec): 3 clusters Score: Raw -15605915.962155 + Penalty 28643.032440 = -15577272.929715 nChanged 938 SP:Iteration 13Q (2407.121262 sec): 3 clusters Score: Raw -15606316.760467 + Penalty 28643.032440 = -15577673.728027 nChanged 903 SP:Iteration 14Q (2407.357084 sec): 3 clusters Score: Raw -15606718.695873 + Penalty 28643.032440 = -15578075.663432 nChanged 923 SP:Iteration 15Q (2407.603175 sec): 3 clusters Score: Raw -15607125.067889 + Penalty 28643.032440 = -15578482.035448 nChanged 932 SP:Iteration 16Q (2407.848268 sec): 3 clusters Score: Raw -15607545.900003 + Penalty 28643.032440 = -15578902.867563 nChanged 970 SP:Iteration 17Q (2408.116486 sec): 3 clusters Score: Raw -15607975.958136 + Penalty 28643.032440 = -15579332.925696 nChanged 957 SP:Iteration 18Q (2408.374707 sec): 3 clusters Score: Raw -15608401.827632 + Penalty 28643.032440 = -15579758.795192 nChanged 896 SP:Iteration 19Q (2408.637090 sec): 3 clusters Score: Raw -15608783.293366 + Penalty 28643.032440 = -15580140.260926 nChanged 842 SP:Iteration 20F (2408.901118 sec): 3 clusters Score: Raw -15609136.710695 + Penalty 28643.032440 = -15580493.678255 nChanged 753 SP:Iteration 21Q (2409.135342 sec): 3 clusters Score: Raw -15609448.710041 + Penalty 28643.032440 = -15580805.677601 nChanged 705 SP:Iteration 22Q (2409.362642 sec): 3 clusters Score: Raw -15609730.642424 + Penalty 28643.032440 = -15581087.609984 nChanged 601 SP:Iteration 23Q (2409.592172 sec): 3 clusters Score: Raw -15609980.637042 + Penalty 28643.032440 = -15581337.604602 nChanged 601 SP:Iteration 24Q (2409.818383 sec): 3 clusters Score: Raw -15610223.325811 + Penalty 28643.032440 = -15581580.293371 nChanged 554 SP:Iteration 25Q (2410.044121 sec): 3 clusters Score: Raw -15610435.125266 + Penalty 28643.032440 = -15581792.092825 nChanged 514 SP:Iteration 26Q (2410.269797 sec): 3 clusters Score: Raw -15610621.756289 + Penalty 28643.032440 = -15581978.723849 nChanged 445 SP:Iteration 27Q (2410.506749 sec): 3 clusters Score: Raw -15610782.314434 + Penalty 28643.032440 = -15582139.281994 nChanged 390 SP:Iteration 28Q (2410.732802 sec): 3 clusters Score: Raw -15610922.551883 + Penalty 28643.032440 = -15582279.519443 nChanged 385 SP:Iteration 29Q (2410.955701 sec): 3 clusters Score: Raw -15611069.352950 + Penalty 28643.032440 = -15582426.320509 nChanged 365 SP:Iteration 30Q (2411.180529 sec): 3 clusters Score: Raw -15611204.374049 + Penalty 28643.032440 = -15582561.341609 nChanged 340 SP:Iteration 31Q (2411.409094 sec): 3 clusters Score: Raw -15611329.744110 + Penalty 28643.032440 = -15582686.711670 nChanged 312 SP:Iteration 32Q (2411.638210 sec): 3 clusters Score: Raw -15611445.508594 + Penalty 28643.032440 = -15582802.476153 nChanged 317 SP:Iteration 33Q (2411.872193 sec): 3 clusters Score: Raw -15611565.149097 + Penalty 28643.032440 = -15582922.116657 nChanged 268 SP:Iteration 34Q (2412.092450 sec): 3 clusters Score: Raw -15611660.585403 + Penalty 28643.032440 = -15583017.552963 nChanged 240 SP:Iteration 35Q (2412.314809 sec): 3 clusters Score: Raw -15611752.284075 + Penalty 28643.032440 = -15583109.251634 nChanged 238 SP:Iteration 36Q (2412.532186 sec): 3 clusters Score: Raw -15611846.442105 + Penalty 28643.032440 = -15583203.409664 nChanged 273 SP:Iteration 37Q (2412.762979 sec): 3 clusters Score: Raw -15611950.838957 + Penalty 28643.032440 = -15583307.806517 nChanged 283 SP:Iteration 38Q (2412.985218 sec): 3 clusters Score: Raw -15612065.140144 + Penalty 28643.032440 = -15583422.107703 nChanged 287 SP:Iteration 39Q (2413.206473 sec): 3 clusters Score: Raw -15612187.446232 + Penalty 28643.032440 = -15583544.413792 nChanged 283 SP:Iteration 40F (2413.425866 sec): 3 clusters Score: Raw -15612322.975672 + Penalty 28643.032440 = -15583679.943232 nChanged 309 SP:Iteration 41Q (2413.641682 sec): 3 clusters Score: Raw -15612478.470672 + Penalty 28643.032440 = -15583835.438232 nChanged 275 SP:Iteration 42Q (2413.861356 sec): 3 clusters Score: Raw -15612626.972156 + Penalty 28643.032440 = -15583983.939716 nChanged 306 SP:Iteration 43Q (2414.080065 sec): 3 clusters Score: Raw -15612799.797843 + Penalty 28643.032440 = -15584156.765403 nChanged 335 SP:Iteration 44Q (2414.299848 sec): 3 clusters Score: Raw -15613005.589776 + Penalty 28643.032440 = -15584362.557335 nChanged 347 SP:Iteration 45Q (2414.516486 sec): 3 clusters Score: Raw -15613247.666986 + Penalty 28643.032440 = -15584604.634546 nChanged 376 SP:Iteration 46Q (2414.727281 sec): 3 clusters Score: Raw -15613521.926086 + Penalty 28643.032440 = -15584878.893646 nChanged 370 SP:Iteration 47Q (2414.931321 sec): 3 clusters Score: Raw -15613826.028523 + Penalty 28643.032440 = -15585182.996083 nChanged 381 SP:Iteration 48Q (2415.153402 sec): 3 clusters Score: Raw -15614138.197124 + Penalty 28643.032440 = -15585495.164683 nChanged 360 SP:Iteration 49Q (2415.370032 sec): 3 clusters Score: Raw -15614373.543491 + Penalty 28643.032440 = -15585730.511051 nChanged 282 SP:Iteration 50Q (2415.567671 sec): 3 clusters Score: Raw -15614524.262553 + Penalty 28643.032440 = -15585881.230113 nChanged 211 SP:Iteration 51Q (2415.766438 sec): 3 clusters Score: Raw -15614629.685146 + Penalty 28643.032440 = -15585986.652705 nChanged 147 SP:Iteration 52Q (2415.958868 sec): 3 clusters Score: Raw -15614699.063085 + Penalty 28643.032440 = -15586056.030645 nChanged 121 SP:Iteration 53Q (2416.151530 sec): 3 clusters Score: Raw -15614749.847079 + Penalty 28643.032440 = -15586106.814638 nChanged 93 SP:Iteration 54Q (2416.344543 sec): 3 clusters Score: Raw -15614788.118523 + Penalty 28643.032440 = -15586145.086082 nChanged 77 SP:Iteration 55Q (2416.541789 sec): 3 clusters Score: Raw -15614817.323411 + Penalty 28643.032440 = -15586174.290971 nChanged 60 SP:Iteration 56Q (2416.728937 sec): 3 clusters Score: Raw -15614837.649016 + Penalty 28643.032440 = -15586194.616575 nChanged 34 SP:Iteration 57Q (2416.906169 sec): 3 clusters Score: Raw -15614847.891975 + Penalty 28643.032440 = -15586204.859535 nChanged 27 SP:Iteration 58Q (2417.093645 sec): 3 clusters Score: Raw -15614856.275202 + Penalty 28643.032440 = -15586213.242762 nChanged 25 SP:Iteration 59Q (2417.272229 sec): 3 clusters Score: Raw -15614864.842715 + Penalty 28643.032440 = -15586221.810275 nChanged 17 SP:Iteration 60F (2417.504840 sec): 3 clusters Score: Raw -15614870.777994 + Penalty 28643.032440 = -15586227.745554 nChanged 21 SP:Iteration 61Q (2417.700171 sec): 3 clusters Score: Raw -15614878.202675 + Penalty 28643.032440 = -15586235.170234 nChanged 16 SP:Iteration 62Q (2417.892486 sec): 3 clusters Score: Raw -15614883.330859 + Penalty 28643.032440 = -15586240.298418 nChanged 14 SP:Iteration 63Q (2418.080212 sec): 3 clusters Score: Raw -15614887.668564 + Penalty 28643.032440 = -15586244.636124 nChanged 17 SP:Iteration 64Q (2418.280205 sec): 3 clusters Score: Raw -15614893.056812 + Penalty 28643.032440 = -15586250.024372 nChanged 10 SP:Iteration 65Q (2418.479917 sec): 3 clusters Score: Raw -15614896.226370 + Penalty 28643.032440 = -15586253.193930 nChanged 9 SP:Iteration 66Q (2418.664519 sec): 3 clusters Score: Raw -15614899.066235 + Penalty 28643.032440 = -15586256.033794 nChanged 13 SP:Iteration 67Q (2418.869244 sec): 3 clusters Score: Raw -15614903.881767 + Penalty 28643.032440 = -15586260.849327 nChanged 10 SP:Iteration 68Q (2419.055388 sec): 3 clusters Score: Raw -15614906.676378 + Penalty 28643.032440 = -15586263.643938 nChanged 13 SP:Iteration 69Q (2419.256689 sec): 3 clusters Score: Raw -15614910.447619 + Penalty 28643.032440 = -15586267.415178 nChanged 8 SP:Iteration 70Q (2419.459867 sec): 3 clusters Score: Raw -15614913.106782 + Penalty 28643.032440 = -15586270.074342 nChanged 11 SP:Iteration 71Q (2419.641286 sec): 3 clusters Score: Raw -15614915.283084 + Penalty 28643.032440 = -15586272.250644 nChanged 1 SP:Iteration 72Q (2419.868251 sec): 3 clusters Score: Raw -15614915.525860 + Penalty 28643.032440 = -15586272.493420 nChanged 0 SP:Iteration 73F (2420.116940 sec): 3 clusters Score: Raw -15614915.525860 + Penalty 28643.032440 = -15586272.493420 nChanged 0 Trying to split cluster 17 (7389 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2420.180504 sec): 2 clusters Score: Raw -2819984.940554 + Penalty 12029.913251 = -2807955.027303 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2420.262489 sec): 3 clusters Score: Raw -2817744.005168 + Penalty 24059.826502 = -2793684.178666 nChanged 2039 SP:Iteration 1F (2420.346171 sec): 3 clusters Score: Raw -2819491.399044 + Penalty 24059.826502 = -2795431.572542 nChanged 447 SP:Iteration 2F (2420.427278 sec): 3 clusters Score: Raw -2819955.262186 + Penalty 24059.826502 = -2795895.435684 nChanged 238 SP:Iteration 3Q (2420.513668 sec): 3 clusters Score: Raw -2820210.401882 + Penalty 24059.826502 = -2796150.575380 nChanged 159 SP:Iteration 4Q (2420.582965 sec): 3 clusters Score: Raw -2820353.741580 + Penalty 24059.826502 = -2796293.915078 nChanged 100 SP:Iteration 5Q (2420.665968 sec): 3 clusters Score: Raw -2820447.162330 + Penalty 24059.826502 = -2796387.335828 nChanged 64 SP:Iteration 6Q (2420.751939 sec): 3 clusters Score: Raw -2820510.634891 + Penalty 24059.826502 = -2796450.808389 nChanged 52 SP:Iteration 7Q (2420.835708 sec): 3 clusters Score: Raw -2820553.597436 + Penalty 24059.826502 = -2796493.770934 nChanged 38 SP:Iteration 8Q (2420.923089 sec): 3 clusters Score: Raw -2820583.542108 + Penalty 24059.826502 = -2796523.715606 nChanged 23 SP:Iteration 9Q (2420.996005 sec): 3 clusters Score: Raw -2820602.224457 + Penalty 24059.826502 = -2796542.397955 nChanged 23 SP:Iteration 10Q (2421.079939 sec): 3 clusters Score: Raw -2820620.409053 + Penalty 24059.826502 = -2796560.582551 nChanged 16 SP:Iteration 11Q (2421.169082 sec): 3 clusters Score: Raw -2820634.349303 + Penalty 24059.826502 = -2796574.522801 nChanged 13 SP:Iteration 12Q (2421.255507 sec): 3 clusters Score: Raw -2820647.109364 + Penalty 24059.826502 = -2796587.282862 nChanged 13 SP:Iteration 13Q (2421.336922 sec): 3 clusters Score: Raw -2820657.915640 + Penalty 24059.826502 = -2796598.089138 nChanged 11 SP:Iteration 14Q (2421.412340 sec): 3 clusters Score: Raw -2820666.088805 + Penalty 24059.826502 = -2796606.262303 nChanged 6 SP:Iteration 15Q (2421.484729 sec): 3 clusters Score: Raw -2820669.274166 + Penalty 24059.826502 = -2796609.447664 nChanged 4 SP:Iteration 16Q (2421.564386 sec): 3 clusters Score: Raw -2820672.475237 + Penalty 24059.826502 = -2796612.648735 nChanged 6 SP:Iteration 17Q (2421.659245 sec): 3 clusters Score: Raw -2820677.709789 + Penalty 24059.826502 = -2796617.883287 nChanged 7 SP:Iteration 18Q (2421.743836 sec): 3 clusters Score: Raw -2820683.205077 + Penalty 24059.826502 = -2796623.378575 nChanged 6 SP:Iteration 19Q (2421.826157 sec): 3 clusters Score: Raw -2820687.951319 + Penalty 24059.826502 = -2796628.124817 nChanged 2 SP:Iteration 20F (2421.908124 sec): 3 clusters Score: Raw -2820689.398647 + Penalty 24059.826502 = -2796629.572145 nChanged 3 SP:Iteration 21Q (2421.992753 sec): 3 clusters Score: Raw -2820691.448368 + Penalty 24059.826502 = -2796631.621866 nChanged 3 SP:Iteration 22Q (2422.075844 sec): 3 clusters Score: Raw -2820694.411093 + Penalty 24059.826502 = -2796634.584591 nChanged 2 SP:Iteration 23Q (2422.154362 sec): 3 clusters Score: Raw -2820696.403949 + Penalty 24059.826502 = -2796636.577447 nChanged 3 SP:Iteration 24Q (2422.237871 sec): 3 clusters Score: Raw -2820699.697602 + Penalty 24059.826502 = -2796639.871100 nChanged 6 SP:Iteration 25Q (2422.321098 sec): 3 clusters Score: Raw -2820704.251224 + Penalty 24059.826502 = -2796644.424722 nChanged 4 SP:Iteration 26Q (2422.403421 sec): 3 clusters Score: Raw -2820707.699765 + Penalty 24059.826502 = -2796647.873263 nChanged 5 SP:Iteration 27Q (2422.488423 sec): 3 clusters Score: Raw -2820713.631689 + Penalty 24059.826502 = -2796653.805187 nChanged 5 SP:Iteration 28Q (2422.565517 sec): 3 clusters Score: Raw -2820717.869144 + Penalty 24059.826502 = -2796658.042642 nChanged 4 SP:Iteration 29Q (2422.636515 sec): 3 clusters Score: Raw -2820720.922341 + Penalty 24059.826502 = -2796661.095839 nChanged 4 SP:Iteration 30Q (2422.728412 sec): 3 clusters Score: Raw -2820725.058546 + Penalty 24059.826502 = -2796665.232044 nChanged 9 SP:Iteration 31Q (2422.806864 sec): 3 clusters Score: Raw -2820733.999062 + Penalty 24059.826502 = -2796674.172560 nChanged 9 SP:Iteration 32Q (2422.886862 sec): 3 clusters Score: Raw -2820741.770066 + Penalty 24059.826502 = -2796681.943564 nChanged 8 SP:Iteration 33Q (2422.958644 sec): 3 clusters Score: Raw -2820747.623029 + Penalty 24059.826502 = -2796687.796527 nChanged 7 SP:Iteration 34Q (2423.045369 sec): 3 clusters Score: Raw -2820753.788670 + Penalty 24059.826502 = -2796693.962168 nChanged 3 SP:Iteration 35Q (2423.127042 sec): 3 clusters Score: Raw -2820755.946899 + Penalty 24059.826502 = -2796696.120397 nChanged 1 SP:Iteration 36Q (2423.206220 sec): 3 clusters Score: Raw -2820756.316909 + Penalty 24059.826502 = -2796696.490407 nChanged 1 SP:Iteration 37Q (2423.287603 sec): 3 clusters Score: Raw -2820757.393811 + Penalty 24059.826502 = -2796697.567309 nChanged 1 SP:Iteration 38Q (2423.368893 sec): 3 clusters Score: Raw -2820758.217151 + Penalty 24059.826502 = -2796698.390649 nChanged 1 SP:Iteration 39Q (2423.448824 sec): 3 clusters Score: Raw -2820758.741442 + Penalty 24059.826502 = -2796698.914940 nChanged 0 SP:Iteration 40F (2423.523817 sec): 3 clusters Score: Raw -2820758.741442 + Penalty 24059.826502 = -2796698.914940 nChanged 0 Trying to split cluster 20 (140394 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2423.986850 sec): 2 clusters Score: Raw -55234332.494973 + Penalty 16006.406951 = -55218326.088022 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2424.678470 sec): 3 clusters Score: Raw -55151171.807535 + Penalty 32012.813902 = -55119158.993633 nChanged 62400 SP:Iteration 1F (2425.346948 sec): 3 clusters Score: Raw -55185099.496349 + Penalty 32012.813902 = -55153086.682448 nChanged 6969 SP:Iteration 2Q (2426.117287 sec): 3 clusters Score: Raw -55187546.255714 + Penalty 32012.813902 = -55155533.441812 nChanged 6236 SP:Iteration 3Q (2426.901034 sec): 3 clusters Score: Raw -55189819.519477 + Penalty 32012.813902 = -55157806.705576 nChanged 6015 SP:Iteration 4Q (2427.692820 sec): 3 clusters Score: Raw -55192262.275355 + Penalty 32012.813902 = -55160249.461454 nChanged 6240 SP:Iteration 5Q (2428.482343 sec): 3 clusters Score: Raw -55195132.929861 + Penalty 32012.813902 = -55163120.115959 nChanged 6597 SP:Iteration 6Q (2429.273948 sec): 3 clusters Score: Raw -55198676.126378 + Penalty 32012.813902 = -55166663.312476 nChanged 7294 SP:Iteration 7F (2429.963670 sec): 3 clusters Score: Raw -55203132.612505 + Penalty 32012.813902 = -55171119.798603 nChanged 7887 SP:Iteration 8F (2430.617800 sec): 3 clusters Score: Raw -55208326.890523 + Penalty 32012.813902 = -55176314.076621 nChanged 8119 SP:Iteration 9F (2431.291235 sec): 3 clusters Score: Raw -55213749.084601 + Penalty 32012.813902 = -55181736.270700 nChanged 7705 SP:Iteration 10F (2431.949774 sec): 3 clusters Score: Raw -55218761.701502 + Penalty 32012.813902 = -55186748.887601 nChanged 6805 SP:Iteration 11Q (2432.619451 sec): 3 clusters Score: Raw -55222694.782509 + Penalty 32012.813902 = -55190681.968607 nChanged 5355 SP:Iteration 12Q (2433.291181 sec): 3 clusters Score: Raw -55225193.333160 + Penalty 32012.813902 = -55193180.519259 nChanged 3988 SP:Iteration 13Q (2433.954018 sec): 3 clusters Score: Raw -55226650.741777 + Penalty 32012.813902 = -55194637.927875 nChanged 2916 SP:Iteration 14Q (2434.621418 sec): 3 clusters Score: Raw -55227515.868896 + Penalty 32012.813902 = -55195503.054995 nChanged 2139 SP:Iteration 15Q (2435.274922 sec): 3 clusters Score: Raw -55228055.902150 + Penalty 32012.813902 = -55196043.088249 nChanged 1632 SP:Iteration 16Q (2435.967424 sec): 3 clusters Score: Raw -55228418.728994 + Penalty 32012.813902 = -55196405.915092 nChanged 1366 SP:Iteration 17Q (2436.684247 sec): 3 clusters Score: Raw -55228695.474771 + Penalty 32012.813902 = -55196682.660869 nChanged 1127 SP:Iteration 18Q (2437.388620 sec): 3 clusters Score: Raw -55228892.535845 + Penalty 32012.813902 = -55196879.721943 nChanged 953 SP:Iteration 19Q (2438.080375 sec): 3 clusters Score: Raw -55229055.934948 + Penalty 32012.813902 = -55197043.121046 nChanged 871 SP:Iteration 20F (2438.785393 sec): 3 clusters Score: Raw -55229199.612214 + Penalty 32012.813902 = -55197186.798312 nChanged 752 SP:Iteration 21Q (2439.489214 sec): 3 clusters Score: Raw -55229315.665576 + Penalty 32012.813902 = -55197302.851674 nChanged 716 SP:Iteration 22Q (2440.112863 sec): 3 clusters Score: Raw -55229419.035399 + Penalty 32012.813902 = -55197406.221498 nChanged 673 SP:Iteration 23Q (2440.717787 sec): 3 clusters Score: Raw -55229512.722480 + Penalty 32012.813902 = -55197499.908579 nChanged 600 SP:Iteration 24Q (2441.310720 sec): 3 clusters Score: Raw -55229599.387153 + Penalty 32012.813902 = -55197586.573252 nChanged 601 SP:Iteration 25Q (2442.014634 sec): 3 clusters Score: Raw -55229687.350715 + Penalty 32012.813902 = -55197674.536814 nChanged 595 SP:Iteration 26Q (2442.728343 sec): 3 clusters Score: Raw -55229775.932408 + Penalty 32012.813902 = -55197763.118507 nChanged 571 SP:Iteration 27Q (2443.420637 sec): 3 clusters Score: Raw -55229855.573257 + Penalty 32012.813902 = -55197842.759355 nChanged 534 SP:Iteration 28Q (2444.137395 sec): 3 clusters Score: Raw -55229934.962619 + Penalty 32012.813902 = -55197922.148717 nChanged 509 SP:Iteration 29Q (2444.802071 sec): 3 clusters Score: Raw -55230008.606798 + Penalty 32012.813902 = -55197995.792896 nChanged 493 SP:Iteration 30Q (2445.524335 sec): 3 clusters Score: Raw -55230085.059952 + Penalty 32012.813902 = -55198072.246050 nChanged 533 SP:Iteration 31Q (2446.143865 sec): 3 clusters Score: Raw -55230162.846769 + Penalty 32012.813902 = -55198150.032867 nChanged 527 SP:Iteration 32Q (2446.757065 sec): 3 clusters Score: Raw -55230240.798904 + Penalty 32012.813902 = -55198227.985003 nChanged 537 SP:Iteration 33Q (2447.375639 sec): 3 clusters Score: Raw -55230320.547139 + Penalty 32012.813902 = -55198307.733237 nChanged 531 SP:Iteration 34Q (2448.020213 sec): 3 clusters Score: Raw -55230401.992307 + Penalty 32012.813902 = -55198389.178405 nChanged 539 SP:Iteration 35Q (2448.687382 sec): 3 clusters Score: Raw -55230489.527996 + Penalty 32012.813902 = -55198476.714094 nChanged 536 SP:Iteration 36Q (2449.305712 sec): 3 clusters Score: Raw -55230581.365066 + Penalty 32012.813902 = -55198568.551164 nChanged 598 SP:Iteration 37Q (2450.013140 sec): 3 clusters Score: Raw -55230683.033093 + Penalty 32012.813902 = -55198670.219191 nChanged 569 SP:Iteration 38Q (2450.698726 sec): 3 clusters Score: Raw -55230775.421028 + Penalty 32012.813902 = -55198762.607126 nChanged 545 SP:Iteration 39Q (2451.391616 sec): 3 clusters Score: Raw -55230864.197029 + Penalty 32012.813902 = -55198851.383128 nChanged 538 SP:Iteration 40F (2452.144442 sec): 3 clusters Score: Raw -55230949.839085 + Penalty 32012.813902 = -55198937.025183 nChanged 519 SP:Iteration 41Q (2452.866703 sec): 3 clusters Score: Raw -55231032.013198 + Penalty 32012.813902 = -55199019.199297 nChanged 549 SP:Iteration 42Q (2453.580153 sec): 3 clusters Score: Raw -55231118.704699 + Penalty 32012.813902 = -55199105.890797 nChanged 558 SP:Iteration 43Q (2454.239099 sec): 3 clusters Score: Raw -55231214.902382 + Penalty 32012.813902 = -55199202.088480 nChanged 568 SP:Iteration 44Q (2454.921236 sec): 3 clusters Score: Raw -55231304.304127 + Penalty 32012.813902 = -55199291.490226 nChanged 537 SP:Iteration 45Q (2455.601272 sec): 3 clusters Score: Raw -55231387.127123 + Penalty 32012.813902 = -55199374.313221 nChanged 510 SP:Iteration 46Q (2456.222412 sec): 3 clusters Score: Raw -55231465.242400 + Penalty 32012.813902 = -55199452.428499 nChanged 524 SP:Iteration 47Q (2456.905062 sec): 3 clusters Score: Raw -55231541.379093 + Penalty 32012.813902 = -55199528.565191 nChanged 472 SP:Iteration 48Q (2457.554751 sec): 3 clusters Score: Raw -55231608.090526 + Penalty 32012.813902 = -55199595.276624 nChanged 462 SP:Iteration 49Q (2458.260156 sec): 3 clusters Score: Raw -55231677.612328 + Penalty 32012.813902 = -55199664.798426 nChanged 463 SP:Iteration 50Q (2458.951761 sec): 3 clusters Score: Raw -55231746.813702 + Penalty 32012.813902 = -55199733.999800 nChanged 486 SP:Iteration 51Q (2459.661180 sec): 3 clusters Score: Raw -55231818.413564 + Penalty 32012.813902 = -55199805.599663 nChanged 457 SP:Iteration 52Q (2460.378849 sec): 3 clusters Score: Raw -55231886.856130 + Penalty 32012.813902 = -55199874.042228 nChanged 437 SP:Iteration 53Q (2461.064394 sec): 3 clusters Score: Raw -55231947.909223 + Penalty 32012.813902 = -55199935.095321 nChanged 447 SP:Iteration 54Q (2461.643984 sec): 3 clusters Score: Raw -55232015.072034 + Penalty 32012.813902 = -55200002.258132 nChanged 453 SP:Iteration 55Q (2462.319768 sec): 3 clusters Score: Raw -55232084.899697 + Penalty 32012.813902 = -55200072.085795 nChanged 454 SP:Iteration 56Q (2463.021406 sec): 3 clusters Score: Raw -55232154.763838 + Penalty 32012.813902 = -55200141.949937 nChanged 470 SP:Iteration 57Q (2463.720285 sec): 3 clusters Score: Raw -55232225.830456 + Penalty 32012.813902 = -55200213.016555 nChanged 474 SP:Iteration 58Q (2464.412075 sec): 3 clusters Score: Raw -55232301.159131 + Penalty 32012.813902 = -55200288.345229 nChanged 492 SP:Iteration 59Q (2465.037963 sec): 3 clusters Score: Raw -55232382.305021 + Penalty 32012.813902 = -55200369.491120 nChanged 492 SP:Iteration 60F (2465.740607 sec): 3 clusters Score: Raw -55232463.342545 + Penalty 32012.813902 = -55200450.528643 nChanged 498 SP:Iteration 61Q (2466.366470 sec): 3 clusters Score: Raw -55232546.061433 + Penalty 32012.813902 = -55200533.247531 nChanged 503 SP:Iteration 62Q (2467.064145 sec): 3 clusters Score: Raw -55232633.175393 + Penalty 32012.813902 = -55200620.361491 nChanged 493 SP:Iteration 63Q (2467.754826 sec): 3 clusters Score: Raw -55232715.841572 + Penalty 32012.813902 = -55200703.027671 nChanged 516 SP:Iteration 64Q (2468.406764 sec): 3 clusters Score: Raw -55232808.999889 + Penalty 32012.813902 = -55200796.185988 nChanged 542 SP:Iteration 65Q (2469.032267 sec): 3 clusters Score: Raw -55232912.128776 + Penalty 32012.813902 = -55200899.314875 nChanged 545 SP:Iteration 66Q (2469.676563 sec): 3 clusters Score: Raw -55233020.831823 + Penalty 32012.813902 = -55201008.017921 nChanged 549 SP:Iteration 67Q (2470.314147 sec): 3 clusters Score: Raw -55233130.951253 + Penalty 32012.813902 = -55201118.137351 nChanged 593 SP:Iteration 68Q (2470.953404 sec): 3 clusters Score: Raw -55233255.990596 + Penalty 32012.813902 = -55201243.176695 nChanged 599 SP:Iteration 69Q (2471.627874 sec): 3 clusters Score: Raw -55233397.370631 + Penalty 32012.813902 = -55201384.556729 nChanged 635 SP:Iteration 70Q (2472.304725 sec): 3 clusters Score: Raw -55233543.775345 + Penalty 32012.813902 = -55201530.961444 nChanged 627 SP:Iteration 71Q (2472.984722 sec): 3 clusters Score: Raw -55233688.241904 + Penalty 32012.813902 = -55201675.428003 nChanged 608 SP:Iteration 72Q (2473.593902 sec): 3 clusters Score: Raw -55233826.965751 + Penalty 32012.813902 = -55201814.151850 nChanged 597 SP:Iteration 73Q (2474.255745 sec): 3 clusters Score: Raw -55233968.849056 + Penalty 32012.813902 = -55201956.035154 nChanged 581 SP:Iteration 74Q (2474.863409 sec): 3 clusters Score: Raw -55234101.340067 + Penalty 32012.813902 = -55202088.526166 nChanged 538 SP:Iteration 75Q (2475.528090 sec): 3 clusters Score: Raw -55234222.114515 + Penalty 32012.813902 = -55202209.300613 nChanged 497 SP:Iteration 76Q (2476.198461 sec): 3 clusters Score: Raw -55234338.841460 + Penalty 32012.813902 = -55202326.027559 nChanged 508 SP:Iteration 77Q (2476.861611 sec): 3 clusters Score: Raw -55234456.271861 + Penalty 32012.813902 = -55202443.457959 nChanged 480 SP:Iteration 78Q (2477.524164 sec): 3 clusters Score: Raw -55234570.100597 + Penalty 32012.813902 = -55202557.286695 nChanged 513 SP:Iteration 79Q (2478.200940 sec): 3 clusters Score: Raw -55234689.602149 + Penalty 32012.813902 = -55202676.788247 nChanged 486 SP:Iteration 80F (2478.921012 sec): 3 clusters Score: Raw -55234808.168855 + Penalty 32012.813902 = -55202795.354953 nChanged 481 SP:Iteration 81Q (2479.498997 sec): 3 clusters Score: Raw -55234923.687204 + Penalty 32012.813902 = -55202910.873303 nChanged 464 SP:Iteration 82Q (2480.166844 sec): 3 clusters Score: Raw -55235038.412899 + Penalty 32012.813902 = -55203025.598998 nChanged 479 SP:Iteration 83Q (2480.755191 sec): 3 clusters Score: Raw -55235163.209685 + Penalty 32012.813902 = -55203150.395784 nChanged 492 SP:Iteration 84Q (2481.338525 sec): 3 clusters Score: Raw -55235294.902714 + Penalty 32012.813902 = -55203282.088812 nChanged 489 SP:Iteration 85Q (2481.982667 sec): 3 clusters Score: Raw -55235420.106612 + Penalty 32012.813902 = -55203407.292711 nChanged 440 SP:Iteration 86Q (2482.628664 sec): 3 clusters Score: Raw -55235531.460960 + Penalty 32012.813902 = -55203518.647059 nChanged 434 SP:Iteration 87Q (2483.249888 sec): 3 clusters Score: Raw -55235639.972190 + Penalty 32012.813902 = -55203627.158289 nChanged 416 SP:Iteration 88Q (2483.833655 sec): 3 clusters Score: Raw -55235740.870327 + Penalty 32012.813902 = -55203728.056425 nChanged 400 SP:Iteration 89Q (2484.395986 sec): 3 clusters Score: Raw -55235840.319803 + Penalty 32012.813902 = -55203827.505902 nChanged 375 SP:Iteration 90Q (2485.018624 sec): 3 clusters Score: Raw -55235931.178331 + Penalty 32012.813902 = -55203918.364430 nChanged 343 SP:Iteration 91Q (2485.631156 sec): 3 clusters Score: Raw -55236013.515445 + Penalty 32012.813902 = -55204000.701543 nChanged 310 SP:Iteration 92Q (2486.196817 sec): 3 clusters Score: Raw -55236091.202908 + Penalty 32012.813902 = -55204078.389006 nChanged 325 SP:Iteration 93Q (2486.755299 sec): 3 clusters Score: Raw -55236169.315608 + Penalty 32012.813902 = -55204156.501707 nChanged 306 SP:Iteration 94Q (2487.363476 sec): 3 clusters Score: Raw -55236244.923971 + Penalty 32012.813902 = -55204232.110069 nChanged 304 SP:Iteration 95Q (2487.983117 sec): 3 clusters Score: Raw -55236320.918703 + Penalty 32012.813902 = -55204308.104802 nChanged 283 SP:Iteration 96Q (2488.508662 sec): 3 clusters Score: Raw -55236387.381435 + Penalty 32012.813902 = -55204374.567533 nChanged 274 SP:Iteration 97Q (2489.047730 sec): 3 clusters Score: Raw -55236448.416852 + Penalty 32012.813902 = -55204435.602951 nChanged 253 SP:Iteration 98Q (2489.668944 sec): 3 clusters Score: Raw -55236506.245947 + Penalty 32012.813902 = -55204493.432046 nChanged 223 SP:Iteration 99Q (2490.291043 sec): 3 clusters Score: Raw -55236556.028008 + Penalty 32012.813902 = -55204543.214107 nChanged 224 SP:Iteration 100F (2491.070133 sec): 3 clusters Score: Raw -55236604.046137 + Penalty 32012.813902 = -55204591.232235 nChanged 189 SP:Iteration 101Q (2491.684543 sec): 3 clusters Score: Raw -55236641.980457 + Penalty 32012.813902 = -55204629.166556 nChanged 156 SP:Iteration 102Q (2492.302128 sec): 3 clusters Score: Raw -55236672.049660 + Penalty 32012.813902 = -55204659.235759 nChanged 146 SP:Iteration 103Q (2492.934095 sec): 3 clusters Score: Raw -55236697.428700 + Penalty 32012.813902 = -55204684.614799 nChanged 125 SP:Iteration 104Q (2493.564190 sec): 3 clusters Score: Raw -55236718.435706 + Penalty 32012.813902 = -55204705.621805 nChanged 108 SP:Iteration 105Q (2494.134630 sec): 3 clusters Score: Raw -55236736.416321 + Penalty 32012.813902 = -55204723.602420 nChanged 98 SP:Iteration 106Q (2494.668248 sec): 3 clusters Score: Raw -55236753.034866 + Penalty 32012.813902 = -55204740.220964 nChanged 90 SP:Iteration 107Q (2495.204329 sec): 3 clusters Score: Raw -55236767.721487 + Penalty 32012.813902 = -55204754.907585 nChanged 88 SP:Iteration 108Q (2495.725574 sec): 3 clusters Score: Raw -55236782.042360 + Penalty 32012.813902 = -55204769.228459 nChanged 80 SP:Iteration 109Q (2496.239976 sec): 3 clusters Score: Raw -55236794.651044 + Penalty 32012.813902 = -55204781.837142 nChanged 58 SP:Iteration 110Q (2496.755422 sec): 3 clusters Score: Raw -55236803.569117 + Penalty 32012.813902 = -55204790.755216 nChanged 58 SP:Iteration 111Q (2497.273455 sec): 3 clusters Score: Raw -55236814.068247 + Penalty 32012.813902 = -55204801.254346 nChanged 57 SP:Iteration 112Q (2497.786165 sec): 3 clusters Score: Raw -55236823.901620 + Penalty 32012.813902 = -55204811.087719 nChanged 66 SP:Iteration 113Q (2498.312070 sec): 3 clusters Score: Raw -55236835.081397 + Penalty 32012.813902 = -55204822.267495 nChanged 58 SP:Iteration 114Q (2498.823593 sec): 3 clusters Score: Raw -55236844.456188 + Penalty 32012.813902 = -55204831.642286 nChanged 55 SP:Iteration 115Q (2499.342037 sec): 3 clusters Score: Raw -55236852.873504 + Penalty 32012.813902 = -55204840.059602 nChanged 50 SP:Iteration 116Q (2499.877897 sec): 3 clusters Score: Raw -55236860.215364 + Penalty 32012.813902 = -55204847.401463 nChanged 40 SP:Iteration 117Q (2500.427055 sec): 3 clusters Score: Raw -55236866.124617 + Penalty 32012.813902 = -55204853.310716 nChanged 31 SP:Iteration 118Q (2501.010110 sec): 3 clusters Score: Raw -55236871.105482 + Penalty 32012.813902 = -55204858.291581 nChanged 28 SP:Iteration 119Q (2501.573123 sec): 3 clusters Score: Raw -55236874.760115 + Penalty 32012.813902 = -55204861.946213 nChanged 16 SP:Iteration 120F (2502.257421 sec): 3 clusters Score: Raw -55236877.227423 + Penalty 32012.813902 = -55204864.413522 nChanged 19 SP:Iteration 121Q (2502.777265 sec): 3 clusters Score: Raw -55236879.999267 + Penalty 32012.813902 = -55204867.185366 nChanged 17 SP:Iteration 122Q (2503.281070 sec): 3 clusters Score: Raw -55236882.395866 + Penalty 32012.813902 = -55204869.581965 nChanged 15 SP:Iteration 123Q (2503.786928 sec): 3 clusters Score: Raw -55236884.399966 + Penalty 32012.813902 = -55204871.586064 nChanged 10 SP:Iteration 124Q (2504.300641 sec): 3 clusters Score: Raw -55236885.623695 + Penalty 32012.813902 = -55204872.809794 nChanged 12 SP:Iteration 125Q (2504.810585 sec): 3 clusters Score: Raw -55236887.154515 + Penalty 32012.813902 = -55204874.340614 nChanged 8 SP:Iteration 126Q (2505.339482 sec): 3 clusters Score: Raw -55236888.376176 + Penalty 32012.813902 = -55204875.562275 nChanged 9 SP:Iteration 127Q (2505.859371 sec): 3 clusters Score: Raw -55236889.574343 + Penalty 32012.813902 = -55204876.760442 nChanged 12 SP:Iteration 128Q (2506.380736 sec): 3 clusters Score: Raw -55236891.091447 + Penalty 32012.813902 = -55204878.277546 nChanged 9 SP:Iteration 129Q (2506.887234 sec): 3 clusters Score: Raw -55236892.194513 + Penalty 32012.813902 = -55204879.380612 nChanged 13 SP:Iteration 130Q (2507.389549 sec): 3 clusters Score: Raw -55236894.102688 + Penalty 32012.813902 = -55204881.288787 nChanged 14 SP:Iteration 131Q (2507.901510 sec): 3 clusters Score: Raw -55236896.161336 + Penalty 32012.813902 = -55204883.347435 nChanged 12 SP:Iteration 132Q (2508.457651 sec): 3 clusters Score: Raw -55236898.039921 + Penalty 32012.813902 = -55204885.226020 nChanged 10 SP:Iteration 133Q (2508.988991 sec): 3 clusters Score: Raw -55236899.547621 + Penalty 32012.813902 = -55204886.733719 nChanged 8 SP:Iteration 134Q (2509.499119 sec): 3 clusters Score: Raw -55236900.811896 + Penalty 32012.813902 = -55204887.997995 nChanged 3 SP:Iteration 135Q (2510.011496 sec): 3 clusters Score: Raw -55236901.083909 + Penalty 32012.813902 = -55204888.270007 nChanged 3 SP:Iteration 136Q (2510.520434 sec): 3 clusters Score: Raw -55236901.480873 + Penalty 32012.813902 = -55204888.666972 nChanged 3 SP:Iteration 137Q (2511.033658 sec): 3 clusters Score: Raw -55236902.280186 + Penalty 32012.813902 = -55204889.466285 nChanged 9 SP:Iteration 138Q (2511.603280 sec): 3 clusters Score: Raw -55236903.671324 + Penalty 32012.813902 = -55204890.857422 nChanged 7 SP:Iteration 139Q (2512.120808 sec): 3 clusters Score: Raw -55236904.719056 + Penalty 32012.813902 = -55204891.905154 nChanged 8 SP:Iteration 140F (2512.868866 sec): 3 clusters Score: Raw -55236906.105005 + Penalty 32012.813902 = -55204893.291103 nChanged 12 SP:Iteration 141Q (2513.468140 sec): 3 clusters Score: Raw -55236907.648196 + Penalty 32012.813902 = -55204894.834294 nChanged 6 SP:Iteration 142Q (2514.066606 sec): 3 clusters Score: Raw -55236908.349467 + Penalty 32012.813902 = -55204895.535565 nChanged 6 SP:Iteration 143Q (2514.684385 sec): 3 clusters Score: Raw -55236909.062888 + Penalty 32012.813902 = -55204896.248986 nChanged 4 SP:Iteration 144Q (2515.233685 sec): 3 clusters Score: Raw -55236909.597136 + Penalty 32012.813902 = -55204896.783235 nChanged 5 SP:Iteration 145Q (2515.806002 sec): 3 clusters Score: Raw -55236910.343437 + Penalty 32012.813902 = -55204897.529535 nChanged 8 SP:Iteration 146Q (2516.350590 sec): 3 clusters Score: Raw -55236911.401504 + Penalty 32012.813902 = -55204898.587603 nChanged 5 SP:Iteration 147Q (2516.928322 sec): 3 clusters Score: Raw -55236912.017194 + Penalty 32012.813902 = -55204899.203292 nChanged 4 SP:Iteration 148Q (2517.472745 sec): 3 clusters Score: Raw -55236912.495414 + Penalty 32012.813902 = -55204899.681513 nChanged 8 SP:Iteration 149Q (2517.985525 sec): 3 clusters Score: Raw -55236913.497623 + Penalty 32012.813902 = -55204900.683722 nChanged 4 SP:Iteration 150Q (2518.506623 sec): 3 clusters Score: Raw -55236913.902198 + Penalty 32012.813902 = -55204901.088296 nChanged 0 SP:Iteration 151F (2519.172635 sec): 3 clusters Score: Raw -55236913.902198 + Penalty 32012.813902 = -55204901.088296 nChanged 0 Iteration 59Q (2522.174986 sec): 15 clusters Score: Raw -140022410.683807 + Penalty 241936.672153 = -139780474.011653 nChanged 588 Iteration 60F (2531.218805 sec): 15 clusters Score: Raw -140022948.107353 + Penalty 241936.672153 = -139781011.435199 nChanged 718 Iteration 61Q (2534.397035 sec): 15 clusters Score: Raw -140023384.199109 + Penalty 241936.672153 = -139781447.526955 nChanged 799 Iteration 62Q (2538.080795 sec): 15 clusters Score: Raw -140023687.083575 + Penalty 241936.672153 = -139781750.411422 nChanged 727 Iteration 63Q (2541.671136 sec): 15 clusters Score: Raw -140023894.143107 + Penalty 241936.672153 = -139781957.470953 nChanged 705 Iteration 64Q (2545.381458 sec): 15 clusters Score: Raw -140024069.199855 + Penalty 241936.672153 = -139782132.527702 nChanged 632 Iteration 65Q (2548.877219 sec): 15 clusters Score: Raw -140024211.550953 + Penalty 241936.672153 = -139782274.878800 nChanged 546 Iteration 66Q (2551.995171 sec): 15 clusters Score: Raw -140024335.710625 + Penalty 241936.672153 = -139782399.038472 nChanged 507 Iteration 67Q (2555.202557 sec): 15 clusters Score: Raw -140024443.413676 + Penalty 241936.672153 = -139782506.741522 nChanged 439 Iteration 68Q (2558.624899 sec): 15 clusters Score: Raw -140024521.758913 + Penalty 241936.672153 = -139782585.086759 nChanged 389 Iteration 69Q (2562.092498 sec): 15 clusters Score: Raw -140024592.606979 + Penalty 241936.672153 = -139782655.934826 nChanged 348 Iteration 70Q (2565.713185 sec): 15 clusters Score: Raw -140024660.098532 + Penalty 241936.672153 = -139782723.426379 nChanged 339 Iteration 71Q (2569.165490 sec): 15 clusters Score: Raw -140024727.441085 + Penalty 241936.672153 = -139782790.768932 nChanged 274 Iteration 72Q (2572.592899 sec): 15 clusters Score: Raw -140024780.269173 + Penalty 241936.672153 = -139782843.597020 nChanged 253 Iteration 73Q (2576.032774 sec): 15 clusters Score: Raw -140024833.058610 + Penalty 241936.672153 = -139782896.386457 nChanged 222 Iteration 74Q (2579.295461 sec): 15 clusters Score: Raw -140024875.495572 + Penalty 241936.672153 = -139782938.823419 nChanged 226 Iteration 75Q (2582.622358 sec): 15 clusters Score: Raw -140024914.268354 + Penalty 241936.672153 = -139782977.596201 nChanged 193 Iteration 76Q (2585.578559 sec): 15 clusters Score: Raw -140024945.907759 + Penalty 241936.672153 = -139783009.235606 nChanged 186 Iteration 77Q (2588.425596 sec): 15 clusters Score: Raw -140024972.466485 + Penalty 241936.672153 = -139783035.794332 nChanged 167 Iteration 78Q (2591.329015 sec): 15 clusters Score: Raw -140024993.267804 + Penalty 241936.672153 = -139783056.595650 nChanged 149 Iteration 79Q (2594.179691 sec): 15 clusters Score: Raw -140025015.715948 + Penalty 241936.672153 = -139783079.043794 nChanged 113 Iteration 80F (2603.319074 sec): 15 clusters Score: Raw -140025065.869802 + Penalty 241936.672153 = -139783129.197649 nChanged 95 Iteration 81Q (2606.380465 sec): 15 clusters Score: Raw -140025945.151267 + Penalty 241936.672153 = -139784008.479114 nChanged 123 Iteration 82Q (2609.720202 sec): 15 clusters Score: Raw -140025992.191436 + Penalty 241936.672153 = -139784055.519282 nChanged 111 Iteration 83Q (2612.962363 sec): 15 clusters Score: Raw -140026018.433321 + Penalty 241936.672153 = -139784081.761167 nChanged 130 Iteration 84Q (2616.116952 sec): 15 clusters Score: Raw -140026055.959152 + Penalty 241936.672153 = -139784119.286999 nChanged 141 Iteration 85Q (2619.115428 sec): 15 clusters Score: Raw -140026095.524462 + Penalty 241936.672153 = -139784158.852309 nChanged 120 Iteration 86Q (2622.107110 sec): 15 clusters Score: Raw -140026120.482243 + Penalty 241936.672153 = -139784183.810089 nChanged 113 Iteration 87Q (2625.076593 sec): 15 clusters Score: Raw -140026144.067550 + Penalty 241936.672153 = -139784207.395397 nChanged 107 Iteration 88Q (2628.126815 sec): 15 clusters Score: Raw -140026160.798497 + Penalty 241936.672153 = -139784224.126344 nChanged 73 Iteration 89Q (2631.662473 sec): 15 clusters Score: Raw -140026171.163507 + Penalty 241936.672153 = -139784234.491354 nChanged 80 Iteration 90Q (2634.921848 sec): 15 clusters Score: Raw -140026180.471809 + Penalty 241936.672153 = -139784243.799656 nChanged 84 Iteration 91Q (2638.250195 sec): 15 clusters Score: Raw -140026192.914769 + Penalty 241936.672153 = -139784256.242616 nChanged 73 Iteration 92Q (2641.685935 sec): 15 clusters Score: Raw -140026202.723366 + Penalty 241936.672153 = -139784266.051213 nChanged 66 Iteration 93Q (2645.209465 sec): 15 clusters Score: Raw -140026210.320981 + Penalty 241936.672153 = -139784273.648828 nChanged 57 Iteration 94Q (2648.769631 sec): 15 clusters Score: Raw -140026216.736252 + Penalty 241936.672153 = -139784280.064099 nChanged 49 Iteration 95Q (2652.228944 sec): 15 clusters Score: Raw -140026222.379716 + Penalty 241936.672153 = -139784285.707562 nChanged 41 Iteration 96Q (2655.613196 sec): 15 clusters Score: Raw -140026227.195980 + Penalty 241936.672153 = -139784290.523827 nChanged 42 Iteration 97Q (2658.865350 sec): 15 clusters Score: Raw -140026233.859576 + Penalty 241936.672153 = -139784297.187423 nChanged 35 Iteration 98Q (2662.262447 sec): 15 clusters Score: Raw -140026238.565357 + Penalty 241936.672153 = -139784301.893204 nChanged 35 Writing temp clu file Because OldScore, -139784297.187423, is greater than current (better) Score,-139784301.893204 Compute initial score before splitting: Score: Raw -140026238.565357 + Penalty 241936.672153 = -139784301.893204 Trying to split cluster 1 (84791 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2662.774481 sec): 2 clusters Score: Raw -33336561.001769 + Penalty 15325.399296 = -33321235.602473 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2663.251990 sec): 3 clusters Score: Raw -33288695.795175 + Penalty 30650.798592 = -33258044.996583 nChanged 36480 SP:Iteration 1F (2663.681705 sec): 3 clusters Score: Raw -33308104.009722 + Penalty 30650.798592 = -33277453.211130 nChanged 4903 SP:Iteration 2F (2664.103536 sec): 3 clusters Score: Raw -33310104.215660 + Penalty 30650.798592 = -33279453.417068 nChanged 4103 SP:Iteration 3Q (2664.533497 sec): 3 clusters Score: Raw -33311860.729389 + Penalty 30650.798592 = -33281209.930797 nChanged 3911 SP:Iteration 4Q (2664.957158 sec): 3 clusters Score: Raw -33313796.319487 + Penalty 30650.798592 = -33283145.520895 nChanged 3927 SP:Iteration 5Q (2665.400115 sec): 3 clusters Score: Raw -33315955.973292 + Penalty 30650.798592 = -33285305.174701 nChanged 4134 SP:Iteration 6Q (2665.905361 sec): 3 clusters Score: Raw -33318445.960928 + Penalty 30650.798592 = -33287795.162336 nChanged 4299 SP:Iteration 7F (2666.373738 sec): 3 clusters Score: Raw -33321244.644117 + Penalty 30650.798592 = -33290593.845526 nChanged 4469 SP:Iteration 8F (2666.850610 sec): 3 clusters Score: Raw -33324372.661393 + Penalty 30650.798592 = -33293721.862802 nChanged 4611 SP:Iteration 9F (2667.318191 sec): 3 clusters Score: Raw -33327853.858191 + Penalty 30650.798592 = -33297203.059600 nChanged 4429 SP:Iteration 10F (2667.734783 sec): 3 clusters Score: Raw -33331266.617526 + Penalty 30650.798592 = -33300615.818934 nChanged 4025 SP:Iteration 11Q (2668.163315 sec): 3 clusters Score: Raw -33334220.770197 + Penalty 30650.798592 = -33303569.971605 nChanged 3482 SP:Iteration 12Q (2668.586655 sec): 3 clusters Score: Raw -33336386.617039 + Penalty 30650.798592 = -33305735.818447 nChanged 2581 SP:Iteration 13Q (2668.989472 sec): 3 clusters Score: Raw -33337746.949901 + Penalty 30650.798592 = -33307096.151309 nChanged 1900 SP:Iteration 14Q (2669.390457 sec): 3 clusters Score: Raw -33338600.701120 + Penalty 30650.798592 = -33307949.902529 nChanged 1454 SP:Iteration 15Q (2669.819296 sec): 3 clusters Score: Raw -33339182.849611 + Penalty 30650.798592 = -33308532.051020 nChanged 1121 SP:Iteration 16Q (2670.261238 sec): 3 clusters Score: Raw -33339597.273018 + Penalty 30650.798592 = -33308946.474427 nChanged 942 SP:Iteration 17Q (2670.699478 sec): 3 clusters Score: Raw -33339943.793987 + Penalty 30650.798592 = -33309292.995396 nChanged 831 SP:Iteration 18Q (2671.128681 sec): 3 clusters Score: Raw -33340258.162640 + Penalty 30650.798592 = -33309607.364048 nChanged 769 SP:Iteration 19Q (2671.570881 sec): 3 clusters Score: Raw -33340534.777223 + Penalty 30650.798592 = -33309883.978631 nChanged 726 SP:Iteration 20F (2671.980862 sec): 3 clusters Score: Raw -33340770.036972 + Penalty 30650.798592 = -33310119.238380 nChanged 653 SP:Iteration 21Q (2672.367529 sec): 3 clusters Score: Raw -33340965.968489 + Penalty 30650.798592 = -33310315.169897 nChanged 541 SP:Iteration 22Q (2672.723734 sec): 3 clusters Score: Raw -33341129.580825 + Penalty 30650.798592 = -33310478.782233 nChanged 514 SP:Iteration 23Q (2673.070856 sec): 3 clusters Score: Raw -33341285.409531 + Penalty 30650.798592 = -33310634.610940 nChanged 477 SP:Iteration 24Q (2673.458131 sec): 3 clusters Score: Raw -33341420.971664 + Penalty 30650.798592 = -33310770.173072 nChanged 430 SP:Iteration 25Q (2673.841310 sec): 3 clusters Score: Raw -33341539.962655 + Penalty 30650.798592 = -33310889.164063 nChanged 396 SP:Iteration 26Q (2674.231964 sec): 3 clusters Score: Raw -33341638.575024 + Penalty 30650.798592 = -33310987.776433 nChanged 355 SP:Iteration 27Q (2674.611847 sec): 3 clusters Score: Raw -33341716.901130 + Penalty 30650.798592 = -33311066.102539 nChanged 269 SP:Iteration 28Q (2674.984598 sec): 3 clusters Score: Raw -33341771.546789 + Penalty 30650.798592 = -33311120.748197 nChanged 233 SP:Iteration 29Q (2675.354423 sec): 3 clusters Score: Raw -33341816.122191 + Penalty 30650.798592 = -33311165.323599 nChanged 195 SP:Iteration 30Q (2675.735169 sec): 3 clusters Score: Raw -33341857.177724 + Penalty 30650.798592 = -33311206.379132 nChanged 194 SP:Iteration 31Q (2676.110586 sec): 3 clusters Score: Raw -33341901.177023 + Penalty 30650.798592 = -33311250.378431 nChanged 186 SP:Iteration 32Q (2676.507586 sec): 3 clusters Score: Raw -33341942.288987 + Penalty 30650.798592 = -33311291.490395 nChanged 192 SP:Iteration 33Q (2676.889253 sec): 3 clusters Score: Raw -33341979.773361 + Penalty 30650.798592 = -33311328.974769 nChanged 169 SP:Iteration 34Q (2677.249880 sec): 3 clusters Score: Raw -33342012.607606 + Penalty 30650.798592 = -33311361.809014 nChanged 161 SP:Iteration 35Q (2677.609362 sec): 3 clusters Score: Raw -33342043.549834 + Penalty 30650.798592 = -33311392.751242 nChanged 136 SP:Iteration 36Q (2677.994470 sec): 3 clusters Score: Raw -33342073.096627 + Penalty 30650.798592 = -33311422.298036 nChanged 139 SP:Iteration 37Q (2678.430636 sec): 3 clusters Score: Raw -33342103.165717 + Penalty 30650.798592 = -33311452.367125 nChanged 131 SP:Iteration 38Q (2678.821493 sec): 3 clusters Score: Raw -33342130.305705 + Penalty 30650.798592 = -33311479.507114 nChanged 138 SP:Iteration 39Q (2679.189135 sec): 3 clusters Score: Raw -33342157.023165 + Penalty 30650.798592 = -33311506.224573 nChanged 123 SP:Iteration 40F (2679.608873 sec): 3 clusters Score: Raw -33342181.297825 + Penalty 30650.798592 = -33311530.499234 nChanged 114 SP:Iteration 41Q (2680.036844 sec): 3 clusters Score: Raw -33342204.532362 + Penalty 30650.798592 = -33311553.733770 nChanged 117 SP:Iteration 42Q (2680.460997 sec): 3 clusters Score: Raw -33342231.303265 + Penalty 30650.798592 = -33311580.504673 nChanged 122 SP:Iteration 43Q (2680.850451 sec): 3 clusters Score: Raw -33342260.016663 + Penalty 30650.798592 = -33311609.218071 nChanged 116 SP:Iteration 44Q (2681.252392 sec): 3 clusters Score: Raw -33342287.006753 + Penalty 30650.798592 = -33311636.208161 nChanged 112 SP:Iteration 45Q (2681.661676 sec): 3 clusters Score: Raw -33342312.192238 + Penalty 30650.798592 = -33311661.393646 nChanged 107 SP:Iteration 46Q (2682.081623 sec): 3 clusters Score: Raw -33342341.820899 + Penalty 30650.798592 = -33311691.022307 nChanged 144 SP:Iteration 47Q (2682.492072 sec): 3 clusters Score: Raw -33342383.839602 + Penalty 30650.798592 = -33311733.041010 nChanged 137 SP:Iteration 48Q (2682.904809 sec): 3 clusters Score: Raw -33342421.351343 + Penalty 30650.798592 = -33311770.552752 nChanged 139 SP:Iteration 49Q (2683.324909 sec): 3 clusters Score: Raw -33342461.212284 + Penalty 30650.798592 = -33311810.413692 nChanged 142 SP:Iteration 50Q (2683.728129 sec): 3 clusters Score: Raw -33342500.603890 + Penalty 30650.798592 = -33311849.805299 nChanged 146 SP:Iteration 51Q (2684.117256 sec): 3 clusters Score: Raw -33342543.184116 + Penalty 30650.798592 = -33311892.385524 nChanged 149 SP:Iteration 52Q (2684.496593 sec): 3 clusters Score: Raw -33342579.782951 + Penalty 30650.798592 = -33311928.984359 nChanged 120 SP:Iteration 53Q (2684.882708 sec): 3 clusters Score: Raw -33342605.747841 + Penalty 30650.798592 = -33311954.949249 nChanged 100 SP:Iteration 54Q (2685.273889 sec): 3 clusters Score: Raw -33342628.436658 + Penalty 30650.798592 = -33311977.638066 nChanged 96 SP:Iteration 55Q (2685.685824 sec): 3 clusters Score: Raw -33342647.868599 + Penalty 30650.798592 = -33311997.070007 nChanged 108 SP:Iteration 56Q (2686.094718 sec): 3 clusters Score: Raw -33342670.546044 + Penalty 30650.798592 = -33312019.747452 nChanged 104 SP:Iteration 57Q (2686.493662 sec): 3 clusters Score: Raw -33342695.686661 + Penalty 30650.798592 = -33312044.888069 nChanged 118 SP:Iteration 58Q (2686.923920 sec): 3 clusters Score: Raw -33342725.975949 + Penalty 30650.798592 = -33312075.177357 nChanged 125 SP:Iteration 59Q (2687.348356 sec): 3 clusters Score: Raw -33342757.988267 + Penalty 30650.798592 = -33312107.189676 nChanged 130 SP:Iteration 60F (2687.818895 sec): 3 clusters Score: Raw -33342790.881345 + Penalty 30650.798592 = -33312140.082753 nChanged 141 SP:Iteration 61Q (2688.202684 sec): 3 clusters Score: Raw -33342826.423510 + Penalty 30650.798592 = -33312175.624919 nChanged 144 SP:Iteration 62Q (2688.585946 sec): 3 clusters Score: Raw -33342862.480094 + Penalty 30650.798592 = -33312211.681502 nChanged 140 SP:Iteration 63Q (2689.006757 sec): 3 clusters Score: Raw -33342899.848771 + Penalty 30650.798592 = -33312249.050179 nChanged 123 SP:Iteration 64Q (2689.435203 sec): 3 clusters Score: Raw -33342936.800216 + Penalty 30650.798592 = -33312286.001624 nChanged 152 SP:Iteration 65Q (2689.853297 sec): 3 clusters Score: Raw -33342979.660148 + Penalty 30650.798592 = -33312328.861556 nChanged 164 SP:Iteration 66Q (2690.268255 sec): 3 clusters Score: Raw -33343026.320272 + Penalty 30650.798592 = -33312375.521680 nChanged 147 SP:Iteration 67Q (2690.663421 sec): 3 clusters Score: Raw -33343068.117994 + Penalty 30650.798592 = -33312417.319402 nChanged 134 SP:Iteration 68Q (2691.012038 sec): 3 clusters Score: Raw -33343099.717132 + Penalty 30650.798592 = -33312448.918540 nChanged 111 SP:Iteration 69Q (2691.387603 sec): 3 clusters Score: Raw -33343127.212887 + Penalty 30650.798592 = -33312476.414295 nChanged 100 SP:Iteration 70Q (2691.809502 sec): 3 clusters Score: Raw -33343154.056092 + Penalty 30650.798592 = -33312503.257500 nChanged 108 SP:Iteration 71Q (2692.205014 sec): 3 clusters Score: Raw -33343179.384211 + Penalty 30650.798592 = -33312528.585619 nChanged 102 SP:Iteration 72Q (2692.604383 sec): 3 clusters Score: Raw -33343205.201402 + Penalty 30650.798592 = -33312554.402811 nChanged 102 SP:Iteration 73Q (2692.949103 sec): 3 clusters Score: Raw -33343229.674493 + Penalty 30650.798592 = -33312578.875902 nChanged 107 SP:Iteration 74Q (2693.346452 sec): 3 clusters Score: Raw -33343256.207730 + Penalty 30650.798592 = -33312605.409138 nChanged 113 SP:Iteration 75Q (2693.752745 sec): 3 clusters Score: Raw -33343282.170318 + Penalty 30650.798592 = -33312631.371726 nChanged 116 SP:Iteration 76Q (2694.169382 sec): 3 clusters Score: Raw -33343311.016696 + Penalty 30650.798592 = -33312660.218104 nChanged 111 SP:Iteration 77Q (2694.569418 sec): 3 clusters Score: Raw -33343336.429746 + Penalty 30650.798592 = -33312685.631154 nChanged 103 SP:Iteration 78Q (2694.969041 sec): 3 clusters Score: Raw -33343359.756629 + Penalty 30650.798592 = -33312708.958037 nChanged 95 SP:Iteration 79Q (2695.420449 sec): 3 clusters Score: Raw -33343382.935799 + Penalty 30650.798592 = -33312732.137208 nChanged 99 SP:Iteration 80F (2695.852418 sec): 3 clusters Score: Raw -33343406.385185 + Penalty 30650.798592 = -33312755.586593 nChanged 98 SP:Iteration 81Q (2696.271078 sec): 3 clusters Score: Raw -33343431.074237 + Penalty 30650.798592 = -33312780.275646 nChanged 102 SP:Iteration 82Q (2696.694171 sec): 3 clusters Score: Raw -33343458.987757 + Penalty 30650.798592 = -33312808.189166 nChanged 107 SP:Iteration 83Q (2697.108057 sec): 3 clusters Score: Raw -33343486.590737 + Penalty 30650.798592 = -33312835.792145 nChanged 105 SP:Iteration 84Q (2697.506874 sec): 3 clusters Score: Raw -33343511.750733 + Penalty 30650.798592 = -33312860.952142 nChanged 95 SP:Iteration 85Q (2697.870579 sec): 3 clusters Score: Raw -33343536.151592 + Penalty 30650.798592 = -33312885.353000 nChanged 102 SP:Iteration 86Q (2698.274561 sec): 3 clusters Score: Raw -33343564.596641 + Penalty 30650.798592 = -33312913.798049 nChanged 109 SP:Iteration 87Q (2698.671411 sec): 3 clusters Score: Raw -33343590.385305 + Penalty 30650.798592 = -33312939.586714 nChanged 81 SP:Iteration 88Q (2699.081589 sec): 3 clusters Score: Raw -33343610.086237 + Penalty 30650.798592 = -33312959.287645 nChanged 81 SP:Iteration 89Q (2699.439337 sec): 3 clusters Score: Raw -33343629.504554 + Penalty 30650.798592 = -33312978.705963 nChanged 79 SP:Iteration 90Q (2699.846236 sec): 3 clusters Score: Raw -33343648.222696 + Penalty 30650.798592 = -33312997.424104 nChanged 75 SP:Iteration 91Q (2700.220284 sec): 3 clusters Score: Raw -33343666.172520 + Penalty 30650.798592 = -33313015.373928 nChanged 88 SP:Iteration 92Q (2700.581230 sec): 3 clusters Score: Raw -33343689.445379 + Penalty 30650.798592 = -33313038.646787 nChanged 96 SP:Iteration 93Q (2700.998610 sec): 3 clusters Score: Raw -33343712.564204 + Penalty 30650.798592 = -33313061.765612 nChanged 91 SP:Iteration 94Q (2701.415261 sec): 3 clusters Score: Raw -33343738.375407 + Penalty 30650.798592 = -33313087.576816 nChanged 98 SP:Iteration 95Q (2701.799844 sec): 3 clusters Score: Raw -33343766.752312 + Penalty 30650.798592 = -33313115.953721 nChanged 105 SP:Iteration 96Q (2702.230517 sec): 3 clusters Score: Raw -33343793.543441 + Penalty 30650.798592 = -33313142.744849 nChanged 87 SP:Iteration 97Q (2702.639814 sec): 3 clusters Score: Raw -33343816.337487 + Penalty 30650.798592 = -33313165.538895 nChanged 84 SP:Iteration 98Q (2702.999519 sec): 3 clusters Score: Raw -33343837.644742 + Penalty 30650.798592 = -33313186.846150 nChanged 73 SP:Iteration 99Q (2703.404136 sec): 3 clusters Score: Raw -33343853.847527 + Penalty 30650.798592 = -33313203.048935 nChanged 69 SP:Iteration 100F (2703.827204 sec): 3 clusters Score: Raw -33343869.143823 + Penalty 30650.798592 = -33313218.345231 nChanged 59 SP:Iteration 101Q (2704.200938 sec): 3 clusters Score: Raw -33343881.277938 + Penalty 30650.798592 = -33313230.479346 nChanged 41 SP:Iteration 102Q (2704.618393 sec): 3 clusters Score: Raw -33343888.986491 + Penalty 30650.798592 = -33313238.187899 nChanged 35 SP:Iteration 103Q (2704.980535 sec): 3 clusters Score: Raw -33343896.158321 + Penalty 30650.798592 = -33313245.359729 nChanged 34 SP:Iteration 104Q (2705.375519 sec): 3 clusters Score: Raw -33343903.087677 + Penalty 30650.798592 = -33313252.289086 nChanged 42 SP:Iteration 105Q (2705.749806 sec): 3 clusters Score: Raw -33343911.875564 + Penalty 30650.798592 = -33313261.076973 nChanged 38 SP:Iteration 106Q (2706.137560 sec): 3 clusters Score: Raw -33343920.604408 + Penalty 30650.798592 = -33313269.805816 nChanged 44 SP:Iteration 107Q (2706.509586 sec): 3 clusters Score: Raw -33343929.750463 + Penalty 30650.798592 = -33313278.951871 nChanged 44 SP:Iteration 108Q (2706.906298 sec): 3 clusters Score: Raw -33343937.673187 + Penalty 30650.798592 = -33313286.874595 nChanged 29 SP:Iteration 109Q (2707.252337 sec): 3 clusters Score: Raw -33343943.327247 + Penalty 30650.798592 = -33313292.528656 nChanged 25 SP:Iteration 110Q (2707.667193 sec): 3 clusters Score: Raw -33343947.699481 + Penalty 30650.798592 = -33313296.900890 nChanged 27 SP:Iteration 111Q (2708.015461 sec): 3 clusters Score: Raw -33343952.685356 + Penalty 30650.798592 = -33313301.886764 nChanged 30 SP:Iteration 112Q (2708.397452 sec): 3 clusters Score: Raw -33343958.474154 + Penalty 30650.798592 = -33313307.675563 nChanged 32 SP:Iteration 113Q (2708.802382 sec): 3 clusters Score: Raw -33343964.343136 + Penalty 30650.798592 = -33313313.544545 nChanged 23 SP:Iteration 114Q (2709.151463 sec): 3 clusters Score: Raw -33343968.719225 + Penalty 30650.798592 = -33313317.920634 nChanged 29 SP:Iteration 115Q (2709.544815 sec): 3 clusters Score: Raw -33343974.530349 + Penalty 30650.798592 = -33313323.731757 nChanged 29 SP:Iteration 116Q (2709.945404 sec): 3 clusters Score: Raw -33343980.191652 + Penalty 30650.798592 = -33313329.393060 nChanged 23 SP:Iteration 117Q (2710.324032 sec): 3 clusters Score: Raw -33343984.421185 + Penalty 30650.798592 = -33313333.622593 nChanged 21 SP:Iteration 118Q (2710.704758 sec): 3 clusters Score: Raw -33343988.443958 + Penalty 30650.798592 = -33313337.645367 nChanged 15 SP:Iteration 119Q (2711.072932 sec): 3 clusters Score: Raw -33343991.572454 + Penalty 30650.798592 = -33313340.773862 nChanged 14 SP:Iteration 120F (2711.493504 sec): 3 clusters Score: Raw -33343994.872202 + Penalty 30650.798592 = -33313344.073611 nChanged 22 SP:Iteration 121Q (2711.893300 sec): 3 clusters Score: Raw -33344000.439069 + Penalty 30650.798592 = -33313349.640478 nChanged 26 SP:Iteration 122Q (2712.236765 sec): 3 clusters Score: Raw -33344006.667821 + Penalty 30650.798592 = -33313355.869229 nChanged 24 SP:Iteration 123Q (2712.619137 sec): 3 clusters Score: Raw -33344012.048076 + Penalty 30650.798592 = -33313361.249484 nChanged 30 SP:Iteration 124Q (2713.033641 sec): 3 clusters Score: Raw -33344019.800217 + Penalty 30650.798592 = -33313369.001625 nChanged 39 SP:Iteration 125Q (2713.405994 sec): 3 clusters Score: Raw -33344028.310593 + Penalty 30650.798592 = -33313377.512002 nChanged 42 SP:Iteration 126Q (2713.770294 sec): 3 clusters Score: Raw -33344038.288099 + Penalty 30650.798592 = -33313387.489507 nChanged 53 SP:Iteration 127Q (2714.154486 sec): 3 clusters Score: Raw -33344050.199279 + Penalty 30650.798592 = -33313399.400687 nChanged 46 SP:Iteration 128Q (2714.483999 sec): 3 clusters Score: Raw -33344060.749591 + Penalty 30650.798592 = -33313409.950999 nChanged 47 SP:Iteration 129Q (2714.836018 sec): 3 clusters Score: Raw -33344071.468205 + Penalty 30650.798592 = -33313420.669614 nChanged 47 SP:Iteration 130Q (2715.219191 sec): 3 clusters Score: Raw -33344081.932393 + Penalty 30650.798592 = -33313431.133802 nChanged 35 SP:Iteration 131Q (2715.541795 sec): 3 clusters Score: Raw -33344089.985673 + Penalty 30650.798592 = -33313439.187081 nChanged 39 SP:Iteration 132Q (2715.893922 sec): 3 clusters Score: Raw -33344098.530440 + Penalty 30650.798592 = -33313447.731849 nChanged 37 SP:Iteration 133Q (2716.241634 sec): 3 clusters Score: Raw -33344106.052729 + Penalty 30650.798592 = -33313455.254137 nChanged 31 SP:Iteration 134Q (2716.629217 sec): 3 clusters Score: Raw -33344112.588469 + Penalty 30650.798592 = -33313461.789878 nChanged 29 SP:Iteration 135Q (2716.975454 sec): 3 clusters Score: Raw -33344119.338729 + Penalty 30650.798592 = -33313468.540137 nChanged 37 SP:Iteration 136Q (2717.325790 sec): 3 clusters Score: Raw -33344126.432038 + Penalty 30650.798592 = -33313475.633446 nChanged 33 SP:Iteration 137Q (2717.728804 sec): 3 clusters Score: Raw -33344132.395181 + Penalty 30650.798592 = -33313481.596589 nChanged 16 SP:Iteration 138Q (2718.114272 sec): 3 clusters Score: Raw -33344134.997902 + Penalty 30650.798592 = -33313484.199310 nChanged 23 SP:Iteration 139Q (2718.457985 sec): 3 clusters Score: Raw -33344138.850518 + Penalty 30650.798592 = -33313488.051926 nChanged 11 SP:Iteration 140F (2718.879291 sec): 3 clusters Score: Raw -33344140.593516 + Penalty 30650.798592 = -33313489.794924 nChanged 10 SP:Iteration 141Q (2719.224431 sec): 3 clusters Score: Raw -33344142.332831 + Penalty 30650.798592 = -33313491.534240 nChanged 7 SP:Iteration 142Q (2719.619838 sec): 3 clusters Score: Raw -33344143.600933 + Penalty 30650.798592 = -33313492.802342 nChanged 4 SP:Iteration 143Q (2719.956334 sec): 3 clusters Score: Raw -33344144.673905 + Penalty 30650.798592 = -33313493.875313 nChanged 6 SP:Iteration 144Q (2720.305982 sec): 3 clusters Score: Raw -33344145.526070 + Penalty 30650.798592 = -33313494.727478 nChanged 2 SP:Iteration 145Q (2720.676734 sec): 3 clusters Score: Raw -33344145.927289 + Penalty 30650.798592 = -33313495.128698 nChanged 3 SP:Iteration 146Q (2721.009927 sec): 3 clusters Score: Raw -33344146.495864 + Penalty 30650.798592 = -33313495.697272 nChanged 3 SP:Iteration 147Q (2721.351671 sec): 3 clusters Score: Raw -33344146.942888 + Penalty 30650.798592 = -33313496.144297 nChanged 2 SP:Iteration 148Q (2721.684984 sec): 3 clusters Score: Raw -33344147.364624 + Penalty 30650.798592 = -33313496.566033 nChanged 3 SP:Iteration 149Q (2722.030198 sec): 3 clusters Score: Raw -33344147.775308 + Penalty 30650.798592 = -33313496.976717 nChanged 4 SP:Iteration 150Q (2722.352590 sec): 3 clusters Score: Raw -33344148.492218 + Penalty 30650.798592 = -33313497.693626 nChanged 3 SP:Iteration 151Q (2722.716355 sec): 3 clusters Score: Raw -33344149.158567 + Penalty 30650.798592 = -33313498.359975 nChanged 6 SP:Iteration 152Q (2723.033207 sec): 3 clusters Score: Raw -33344150.311638 + Penalty 30650.798592 = -33313499.513046 nChanged 10 SP:Iteration 153Q (2723.384397 sec): 3 clusters Score: Raw -33344152.455404 + Penalty 30650.798592 = -33313501.656812 nChanged 8 SP:Iteration 154Q (2723.734867 sec): 3 clusters Score: Raw -33344153.919993 + Penalty 30650.798592 = -33313503.121401 nChanged 10 SP:Iteration 155Q (2724.074193 sec): 3 clusters Score: Raw -33344155.738066 + Penalty 30650.798592 = -33313504.939474 nChanged 8 SP:Iteration 156Q (2724.431332 sec): 3 clusters Score: Raw -33344156.905019 + Penalty 30650.798592 = -33313506.106427 nChanged 5 SP:Iteration 157Q (2724.764219 sec): 3 clusters Score: Raw -33344157.577753 + Penalty 30650.798592 = -33313506.779161 nChanged 3 SP:Iteration 158Q (2725.125138 sec): 3 clusters Score: Raw -33344158.089962 + Penalty 30650.798592 = -33313507.291370 nChanged 3 SP:Iteration 159Q (2725.455308 sec): 3 clusters Score: Raw -33344158.668424 + Penalty 30650.798592 = -33313507.869832 nChanged 2 SP:Iteration 160F (2725.843184 sec): 3 clusters Score: Raw -33344159.047123 + Penalty 30650.798592 = -33313508.248532 nChanged 1 SP:Iteration 161Q (2726.172630 sec): 3 clusters Score: Raw -33344159.227664 + Penalty 30650.798592 = -33313508.429072 nChanged 1 SP:Iteration 162Q (2726.482741 sec): 3 clusters Score: Raw -33344159.334899 + Penalty 30650.798592 = -33313508.536307 nChanged 0 SP:Iteration 163F (2726.886329 sec): 3 clusters Score: Raw -33344159.334899 + Penalty 30650.798592 = -33313508.536307 nChanged 0 Trying to split cluster 5 (1576 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2726.920770 sec): 2 clusters Score: Raw -597109.264310 + Penalty 9943.252438 = -587166.011873 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2726.971600 sec): 3 clusters Score: Raw -597771.777236 + Penalty 19886.504875 = -577885.272360 nChanged 174 SP:Iteration 1F (2727.018340 sec): 3 clusters Score: Raw -598336.469981 + Penalty 19886.504875 = -578449.965106 nChanged 46 SP:Iteration 2Q (2727.057428 sec): 3 clusters Score: Raw -598480.202765 + Penalty 19886.504875 = -578593.697889 nChanged 16 SP:Iteration 3Q (2727.112222 sec): 3 clusters Score: Raw -598538.574763 + Penalty 19886.504875 = -578652.069888 nChanged 7 SP:Iteration 4Q (2727.157709 sec): 3 clusters Score: Raw -598562.393975 + Penalty 19886.504875 = -578675.889100 nChanged 6 SP:Iteration 5Q (2727.205416 sec): 3 clusters Score: Raw -598581.062235 + Penalty 19886.504875 = -578694.557360 nChanged 2 SP:Iteration 6Q (2727.256060 sec): 3 clusters Score: Raw -598593.798463 + Penalty 19886.504875 = -578707.293588 nChanged 1 SP:Iteration 7Q (2727.305979 sec): 3 clusters Score: Raw -598595.288018 + Penalty 19886.504875 = -578708.783142 nChanged 1 SP:Iteration 8Q (2727.356317 sec): 3 clusters Score: Raw -598599.116512 + Penalty 19886.504875 = -578712.611636 nChanged 1 SP:Iteration 9Q (2727.405999 sec): 3 clusters Score: Raw -598601.812176 + Penalty 19886.504875 = -578715.307300 nChanged 2 SP:Iteration 10Q (2727.452151 sec): 3 clusters Score: Raw -598611.957461 + Penalty 19886.504875 = -578725.452586 nChanged 3 SP:Iteration 11Q (2727.499930 sec): 3 clusters Score: Raw -598624.710668 + Penalty 19886.504875 = -578738.205793 nChanged 2 SP:Iteration 12Q (2727.545333 sec): 3 clusters Score: Raw -598631.045573 + Penalty 19886.504875 = -578744.540698 nChanged 4 SP:Iteration 13Q (2727.596151 sec): 3 clusters Score: Raw -598647.511019 + Penalty 19886.504875 = -578761.006144 nChanged 3 SP:Iteration 14Q (2727.643734 sec): 3 clusters Score: Raw -598658.173593 + Penalty 19886.504875 = -578771.668717 nChanged 0 SP:Iteration 15F (2727.692054 sec): 3 clusters Score: Raw -598658.173593 + Penalty 19886.504875 = -578771.668717 nChanged 0 Trying to split cluster 6 (7841 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2727.738278 sec): 2 clusters Score: Raw -3059704.243816 + Penalty 12110.097797 = -3047594.146019 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2727.808173 sec): 3 clusters Score: Raw -3057240.698997 + Penalty 24220.195593 = -3033020.503403 nChanged 2244 SP:Iteration 1F (2727.881434 sec): 3 clusters Score: Raw -3059945.267784 + Penalty 24220.195593 = -3035725.072191 nChanged 643 SP:Iteration 2F (2727.954403 sec): 3 clusters Score: Raw -3060762.591530 + Penalty 24220.195593 = -3036542.395937 nChanged 388 SP:Iteration 3Q (2728.021165 sec): 3 clusters Score: Raw -3061226.482585 + Penalty 24220.195593 = -3037006.286992 nChanged 249 SP:Iteration 4Q (2728.101373 sec): 3 clusters Score: Raw -3061495.559780 + Penalty 24220.195593 = -3037275.364186 nChanged 163 SP:Iteration 5Q (2728.175970 sec): 3 clusters Score: Raw -3061672.859775 + Penalty 24220.195593 = -3037452.664182 nChanged 132 SP:Iteration 6Q (2728.259722 sec): 3 clusters Score: Raw -3061811.362692 + Penalty 24220.195593 = -3037591.167099 nChanged 112 SP:Iteration 7Q (2728.344765 sec): 3 clusters Score: Raw -3061931.104899 + Penalty 24220.195593 = -3037710.909305 nChanged 87 SP:Iteration 8Q (2728.428206 sec): 3 clusters Score: Raw -3062019.038842 + Penalty 24220.195593 = -3037798.843249 nChanged 82 SP:Iteration 9Q (2728.507429 sec): 3 clusters Score: Raw -3062091.718898 + Penalty 24220.195593 = -3037871.523304 nChanged 70 SP:Iteration 10Q (2728.585657 sec): 3 clusters Score: Raw -3062164.658306 + Penalty 24220.195593 = -3037944.462713 nChanged 56 SP:Iteration 11Q (2728.657750 sec): 3 clusters Score: Raw -3062212.916100 + Penalty 24220.195593 = -3037992.720506 nChanged 54 SP:Iteration 12Q (2728.737373 sec): 3 clusters Score: Raw -3062262.486216 + Penalty 24220.195593 = -3038042.290622 nChanged 47 SP:Iteration 13Q (2728.810518 sec): 3 clusters Score: Raw -3062309.830101 + Penalty 24220.195593 = -3038089.634507 nChanged 48 SP:Iteration 14Q (2728.886893 sec): 3 clusters Score: Raw -3062359.197224 + Penalty 24220.195593 = -3038139.001631 nChanged 42 SP:Iteration 15Q (2728.959520 sec): 3 clusters Score: Raw -3062399.354745 + Penalty 24220.195593 = -3038179.159151 nChanged 37 SP:Iteration 16Q (2729.035641 sec): 3 clusters Score: Raw -3062432.166063 + Penalty 24220.195593 = -3038211.970469 nChanged 34 SP:Iteration 17Q (2729.107163 sec): 3 clusters Score: Raw -3062464.365644 + Penalty 24220.195593 = -3038244.170050 nChanged 43 SP:Iteration 18Q (2729.180343 sec): 3 clusters Score: Raw -3062505.213168 + Penalty 24220.195593 = -3038285.017575 nChanged 34 SP:Iteration 19Q (2729.264296 sec): 3 clusters Score: Raw -3062537.124978 + Penalty 24220.195593 = -3038316.929384 nChanged 36 SP:Iteration 20F (2729.341212 sec): 3 clusters Score: Raw -3062566.328420 + Penalty 24220.195593 = -3038346.132826 nChanged 34 SP:Iteration 21Q (2729.422906 sec): 3 clusters Score: Raw -3062599.426311 + Penalty 24220.195593 = -3038379.230717 nChanged 44 SP:Iteration 22Q (2729.495565 sec): 3 clusters Score: Raw -3062645.362012 + Penalty 24220.195593 = -3038425.166419 nChanged 38 SP:Iteration 23Q (2729.578386 sec): 3 clusters Score: Raw -3062679.929883 + Penalty 24220.195593 = -3038459.734290 nChanged 33 SP:Iteration 24Q (2729.665279 sec): 3 clusters Score: Raw -3062708.289512 + Penalty 24220.195593 = -3038488.093918 nChanged 27 SP:Iteration 25Q (2729.736150 sec): 3 clusters Score: Raw -3062732.001518 + Penalty 24220.195593 = -3038511.805925 nChanged 16 SP:Iteration 26Q (2729.810140 sec): 3 clusters Score: Raw -3062745.152698 + Penalty 24220.195593 = -3038524.957105 nChanged 12 SP:Iteration 27Q (2729.877554 sec): 3 clusters Score: Raw -3062755.275106 + Penalty 24220.195593 = -3038535.079512 nChanged 17 SP:Iteration 28Q (2729.952606 sec): 3 clusters Score: Raw -3062769.722764 + Penalty 24220.195593 = -3038549.527171 nChanged 17 SP:Iteration 29Q (2730.032660 sec): 3 clusters Score: Raw -3062784.861842 + Penalty 24220.195593 = -3038564.666249 nChanged 12 SP:Iteration 30Q (2730.110280 sec): 3 clusters Score: Raw -3062796.679319 + Penalty 24220.195593 = -3038576.483726 nChanged 16 SP:Iteration 31Q (2730.177113 sec): 3 clusters Score: Raw -3062811.240666 + Penalty 24220.195593 = -3038591.045073 nChanged 16 SP:Iteration 32Q (2730.254814 sec): 3 clusters Score: Raw -3062825.517234 + Penalty 24220.195593 = -3038605.321641 nChanged 17 SP:Iteration 33Q (2730.333576 sec): 3 clusters Score: Raw -3062841.458050 + Penalty 24220.195593 = -3038621.262457 nChanged 11 SP:Iteration 34Q (2730.404926 sec): 3 clusters Score: Raw -3062850.483883 + Penalty 24220.195593 = -3038630.288289 nChanged 12 SP:Iteration 35Q (2730.470769 sec): 3 clusters Score: Raw -3062861.017169 + Penalty 24220.195593 = -3038640.821575 nChanged 11 SP:Iteration 36Q (2730.548089 sec): 3 clusters Score: Raw -3062869.723223 + Penalty 24220.195593 = -3038649.527630 nChanged 7 SP:Iteration 37Q (2730.611796 sec): 3 clusters Score: Raw -3062875.292151 + Penalty 24220.195593 = -3038655.096557 nChanged 5 SP:Iteration 38Q (2730.688420 sec): 3 clusters Score: Raw -3062878.932608 + Penalty 24220.195593 = -3038658.737014 nChanged 5 SP:Iteration 39Q (2730.752347 sec): 3 clusters Score: Raw -3062884.977794 + Penalty 24220.195593 = -3038664.782200 nChanged 3 SP:Iteration 40F (2730.830903 sec): 3 clusters Score: Raw -3062887.490366 + Penalty 24220.195593 = -3038667.294773 nChanged 4 SP:Iteration 41Q (2730.897582 sec): 3 clusters Score: Raw -3062892.586717 + Penalty 24220.195593 = -3038672.391123 nChanged 9 SP:Iteration 42Q (2730.965734 sec): 3 clusters Score: Raw -3062901.385821 + Penalty 24220.195593 = -3038681.190228 nChanged 9 SP:Iteration 43Q (2731.058774 sec): 3 clusters Score: Raw -3062911.355112 + Penalty 24220.195593 = -3038691.159518 nChanged 11 SP:Iteration 44Q (2731.134727 sec): 3 clusters Score: Raw -3062922.399565 + Penalty 24220.195593 = -3038702.203972 nChanged 11 SP:Iteration 45Q (2731.195621 sec): 3 clusters Score: Raw -3062932.850120 + Penalty 24220.195593 = -3038712.654526 nChanged 18 SP:Iteration 46Q (2731.262865 sec): 3 clusters Score: Raw -3062950.735611 + Penalty 24220.195593 = -3038730.540018 nChanged 15 SP:Iteration 47Q (2731.337852 sec): 3 clusters Score: Raw -3062964.407990 + Penalty 24220.195593 = -3038744.212396 nChanged 10 SP:Iteration 48Q (2731.422143 sec): 3 clusters Score: Raw -3062975.420287 + Penalty 24220.195593 = -3038755.224693 nChanged 11 SP:Iteration 49Q (2731.501389 sec): 3 clusters Score: Raw -3062986.770748 + Penalty 24220.195593 = -3038766.575154 nChanged 6 SP:Iteration 50Q (2731.561310 sec): 3 clusters Score: Raw -3062993.026142 + Penalty 24220.195593 = -3038772.830549 nChanged 7 SP:Iteration 51Q (2731.625805 sec): 3 clusters Score: Raw -3062999.648311 + Penalty 24220.195593 = -3038779.452718 nChanged 6 SP:Iteration 52Q (2731.688659 sec): 3 clusters Score: Raw -3063006.024903 + Penalty 24220.195593 = -3038785.829309 nChanged 8 SP:Iteration 53Q (2731.751352 sec): 3 clusters Score: Raw -3063012.430993 + Penalty 24220.195593 = -3038792.235400 nChanged 4 SP:Iteration 54Q (2731.813352 sec): 3 clusters Score: Raw -3063016.246597 + Penalty 24220.195593 = -3038796.051003 nChanged 6 SP:Iteration 55Q (2731.876857 sec): 3 clusters Score: Raw -3063022.289265 + Penalty 24220.195593 = -3038802.093671 nChanged 4 SP:Iteration 56Q (2731.940553 sec): 3 clusters Score: Raw -3063026.487191 + Penalty 24220.195593 = -3038806.291598 nChanged 9 SP:Iteration 57Q (2732.005635 sec): 3 clusters Score: Raw -3063035.962701 + Penalty 24220.195593 = -3038815.767107 nChanged 4 SP:Iteration 58Q (2732.076161 sec): 3 clusters Score: Raw -3063040.235911 + Penalty 24220.195593 = -3038820.040317 nChanged 3 SP:Iteration 59Q (2732.146115 sec): 3 clusters Score: Raw -3063042.255943 + Penalty 24220.195593 = -3038822.060350 nChanged 5 SP:Iteration 60F (2732.210175 sec): 3 clusters Score: Raw -3063046.086205 + Penalty 24220.195593 = -3038825.890611 nChanged 2 SP:Iteration 61Q (2732.274811 sec): 3 clusters Score: Raw -3063048.262576 + Penalty 24220.195593 = -3038828.066982 nChanged 4 SP:Iteration 62Q (2732.344414 sec): 3 clusters Score: Raw -3063051.790240 + Penalty 24220.195593 = -3038831.594647 nChanged 3 SP:Iteration 63Q (2732.400761 sec): 3 clusters Score: Raw -3063055.443760 + Penalty 24220.195593 = -3038835.248167 nChanged 6 SP:Iteration 64Q (2732.479913 sec): 3 clusters Score: Raw -3063060.894749 + Penalty 24220.195593 = -3038840.699156 nChanged 7 SP:Iteration 65Q (2732.557544 sec): 3 clusters Score: Raw -3063067.997648 + Penalty 24220.195593 = -3038847.802054 nChanged 8 SP:Iteration 66Q (2732.642428 sec): 3 clusters Score: Raw -3063078.229001 + Penalty 24220.195593 = -3038858.033408 nChanged 9 SP:Iteration 67Q (2732.724929 sec): 3 clusters Score: Raw -3063085.705764 + Penalty 24220.195593 = -3038865.510171 nChanged 9 SP:Iteration 68Q (2732.805632 sec): 3 clusters Score: Raw -3063095.455475 + Penalty 24220.195593 = -3038875.259882 nChanged 9 SP:Iteration 69Q (2732.883223 sec): 3 clusters Score: Raw -3063103.498152 + Penalty 24220.195593 = -3038883.302559 nChanged 7 SP:Iteration 70Q (2732.945667 sec): 3 clusters Score: Raw -3063110.242170 + Penalty 24220.195593 = -3038890.046576 nChanged 11 SP:Iteration 71Q (2733.013624 sec): 3 clusters Score: Raw -3063119.373687 + Penalty 24220.195593 = -3038899.178094 nChanged 6 SP:Iteration 72Q (2733.089801 sec): 3 clusters Score: Raw -3063124.343582 + Penalty 24220.195593 = -3038904.147988 nChanged 4 SP:Iteration 73Q (2733.162168 sec): 3 clusters Score: Raw -3063129.012473 + Penalty 24220.195593 = -3038908.816880 nChanged 3 SP:Iteration 74Q (2733.230793 sec): 3 clusters Score: Raw -3063132.617585 + Penalty 24220.195593 = -3038912.421991 nChanged 5 SP:Iteration 75Q (2733.301201 sec): 3 clusters Score: Raw -3063137.672100 + Penalty 24220.195593 = -3038917.476507 nChanged 7 SP:Iteration 76Q (2733.370002 sec): 3 clusters Score: Raw -3063144.951098 + Penalty 24220.195593 = -3038924.755505 nChanged 6 SP:Iteration 77Q (2733.432122 sec): 3 clusters Score: Raw -3063149.850331 + Penalty 24220.195593 = -3038929.654737 nChanged 2 SP:Iteration 78Q (2733.495020 sec): 3 clusters Score: Raw -3063152.131815 + Penalty 24220.195593 = -3038931.936221 nChanged 3 SP:Iteration 79Q (2733.558109 sec): 3 clusters Score: Raw -3063155.298651 + Penalty 24220.195593 = -3038935.103058 nChanged 3 SP:Iteration 80F (2733.630438 sec): 3 clusters Score: Raw -3063159.385863 + Penalty 24220.195593 = -3038939.190270 nChanged 4 SP:Iteration 81Q (2733.694175 sec): 3 clusters Score: Raw -3063164.103307 + Penalty 24220.195593 = -3038943.907713 nChanged 5 SP:Iteration 82Q (2733.756702 sec): 3 clusters Score: Raw -3063167.850722 + Penalty 24220.195593 = -3038947.655128 nChanged 3 SP:Iteration 83Q (2733.819401 sec): 3 clusters Score: Raw -3063170.352935 + Penalty 24220.195593 = -3038950.157342 nChanged 1 SP:Iteration 84Q (2733.904771 sec): 3 clusters Score: Raw -3063171.091037 + Penalty 24220.195593 = -3038950.895443 nChanged 0 SP:Iteration 85F (2733.991313 sec): 3 clusters Score: Raw -3063171.091037 + Penalty 24220.195593 = -3038950.895443 nChanged 0 Trying to split cluster 7 (2032 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2734.022411 sec): 2 clusters Score: Raw -762623.216560 + Penalty 10286.455730 = -752336.760831 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2734.077061 sec): 3 clusters Score: Raw -763037.979038 + Penalty 20572.911459 = -742465.067579 nChanged 273 SP:Iteration 1F (2734.116659 sec): 3 clusters Score: Raw -763720.687549 + Penalty 20572.911459 = -743147.776089 nChanged 85 SP:Iteration 2Q (2734.174725 sec): 3 clusters Score: Raw -763976.854951 + Penalty 20572.911459 = -743403.943492 nChanged 40 SP:Iteration 3Q (2734.212280 sec): 3 clusters Score: Raw -764088.587026 + Penalty 20572.911459 = -743515.675567 nChanged 22 SP:Iteration 4Q (2734.257019 sec): 3 clusters Score: Raw -764159.170777 + Penalty 20572.911459 = -743586.259318 nChanged 11 SP:Iteration 5Q (2734.301324 sec): 3 clusters Score: Raw -764190.010689 + Penalty 20572.911459 = -743617.099229 nChanged 9 SP:Iteration 6Q (2734.347081 sec): 3 clusters Score: Raw -764215.466798 + Penalty 20572.911459 = -743642.555338 nChanged 2 SP:Iteration 7Q (2734.404980 sec): 3 clusters Score: Raw -764221.594030 + Penalty 20572.911459 = -743648.682571 nChanged 2 SP:Iteration 8Q (2734.451045 sec): 3 clusters Score: Raw -764227.226208 + Penalty 20572.911459 = -743654.314749 nChanged 0 SP:Iteration 9F (2734.498195 sec): 3 clusters Score: Raw -764227.226208 + Penalty 20572.911459 = -743654.314749 nChanged 0 Trying to split cluster 8 (264 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2734.522418 sec): 2 clusters Score: Raw -96914.658567 + Penalty 7530.319264 = -89384.339303 nChanged 0 SP: Assigned 3 initial classes randomly. Unmasked E-step: Deleting class 2 (138 points): covariance matrix is singular SP:Iteration 0F (2734.545501 sec): 3 clusters Score: Raw -88129.408202 + Penalty 15060.638528 = -73068.769675 nChanged 79 SP:Iteration 1F (2734.570098 sec): 2 clusters Score: Raw 688420902.581758 + Penalty 7530.319264 = 688428432.901022 nChanged 59 SP:Iteration 2F (2734.584115 sec): 2 clusters Score: Raw -96914.658567 + Penalty 7530.319264 = -89384.339303 nChanged 0 Trying to split cluster 9 (10703 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2734.647507 sec): 2 clusters Score: Raw -4122859.703949 + Penalty 12530.316269 = -4110329.387680 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2734.723313 sec): 3 clusters Score: Raw -4118938.481122 + Penalty 25060.632538 = -4093877.848584 nChanged 3329 SP:Iteration 1F (2734.817254 sec): 3 clusters Score: Raw -4121562.249197 + Penalty 25060.632538 = -4096501.616660 nChanged 855 SP:Iteration 2F (2734.892942 sec): 3 clusters Score: Raw -4122472.533548 + Penalty 25060.632538 = -4097411.901010 nChanged 529 SP:Iteration 3Q (2734.988364 sec): 3 clusters Score: Raw -4123037.450742 + Penalty 25060.632538 = -4097976.818204 nChanged 436 SP:Iteration 4Q (2735.078295 sec): 3 clusters Score: Raw -4123468.365785 + Penalty 25060.632538 = -4098407.733247 nChanged 345 SP:Iteration 5Q (2735.170193 sec): 3 clusters Score: Raw -4123786.671031 + Penalty 25060.632538 = -4098726.038493 nChanged 244 SP:Iteration 6Q (2735.264066 sec): 3 clusters Score: Raw -4124009.968601 + Penalty 25060.632538 = -4098949.336063 nChanged 188 SP:Iteration 7Q (2735.354497 sec): 3 clusters Score: Raw -4124161.162145 + Penalty 25060.632538 = -4099100.529607 nChanged 175 SP:Iteration 8Q (2735.446715 sec): 3 clusters Score: Raw -4124296.530074 + Penalty 25060.632538 = -4099235.897536 nChanged 132 SP:Iteration 9Q (2735.536236 sec): 3 clusters Score: Raw -4124392.415300 + Penalty 25060.632538 = -4099331.782762 nChanged 112 SP:Iteration 10Q (2735.630504 sec): 3 clusters Score: Raw -4124481.979440 + Penalty 25060.632538 = -4099421.346902 nChanged 119 SP:Iteration 11Q (2735.724931 sec): 3 clusters Score: Raw -4124573.902465 + Penalty 25060.632538 = -4099513.269927 nChanged 123 SP:Iteration 12Q (2735.817901 sec): 3 clusters Score: Raw -4124656.677605 + Penalty 25060.632538 = -4099596.045067 nChanged 92 SP:Iteration 13Q (2735.905439 sec): 3 clusters Score: Raw -4124723.858810 + Penalty 25060.632538 = -4099663.226272 nChanged 82 SP:Iteration 14Q (2735.987830 sec): 3 clusters Score: Raw -4124779.033219 + Penalty 25060.632538 = -4099718.400681 nChanged 73 SP:Iteration 15Q (2736.083051 sec): 3 clusters Score: Raw -4124829.326606 + Penalty 25060.632538 = -4099768.694068 nChanged 74 SP:Iteration 16Q (2736.162409 sec): 3 clusters Score: Raw -4124879.372828 + Penalty 25060.632538 = -4099818.740290 nChanged 56 SP:Iteration 17Q (2736.264113 sec): 3 clusters Score: Raw -4124916.970385 + Penalty 25060.632538 = -4099856.337847 nChanged 54 SP:Iteration 18Q (2736.359614 sec): 3 clusters Score: Raw -4124953.049083 + Penalty 25060.632538 = -4099892.416545 nChanged 48 SP:Iteration 19Q (2736.456373 sec): 3 clusters Score: Raw -4124983.737713 + Penalty 25060.632538 = -4099923.105175 nChanged 39 SP:Iteration 20F (2736.535551 sec): 3 clusters Score: Raw -4125009.290573 + Penalty 25060.632538 = -4099948.658036 nChanged 25 SP:Iteration 21Q (2736.624690 sec): 3 clusters Score: Raw -4125025.472523 + Penalty 25060.632538 = -4099964.839986 nChanged 15 SP:Iteration 22Q (2736.697551 sec): 3 clusters Score: Raw -4125036.077664 + Penalty 25060.632538 = -4099975.445127 nChanged 18 SP:Iteration 23Q (2736.785216 sec): 3 clusters Score: Raw -4125047.200988 + Penalty 25060.632538 = -4099986.568450 nChanged 17 SP:Iteration 24Q (2736.860955 sec): 3 clusters Score: Raw -4125059.430721 + Penalty 25060.632538 = -4099998.798183 nChanged 19 SP:Iteration 25Q (2736.948871 sec): 3 clusters Score: Raw -4125071.116208 + Penalty 25060.632538 = -4100010.483670 nChanged 20 SP:Iteration 26Q (2737.023846 sec): 3 clusters Score: Raw -4125082.816014 + Penalty 25060.632538 = -4100022.183476 nChanged 15 SP:Iteration 27Q (2737.124222 sec): 3 clusters Score: Raw -4125092.999880 + Penalty 25060.632538 = -4100032.367342 nChanged 17 SP:Iteration 28Q (2737.220747 sec): 3 clusters Score: Raw -4125101.802451 + Penalty 25060.632538 = -4100041.169914 nChanged 8 SP:Iteration 29Q (2737.317097 sec): 3 clusters Score: Raw -4125106.591537 + Penalty 25060.632538 = -4100045.958999 nChanged 8 SP:Iteration 30Q (2737.399545 sec): 3 clusters Score: Raw -4125111.551000 + Penalty 25060.632538 = -4100050.918462 nChanged 10 SP:Iteration 31Q (2737.491268 sec): 3 clusters Score: Raw -4125120.354680 + Penalty 25060.632538 = -4100059.722142 nChanged 12 SP:Iteration 32Q (2737.581517 sec): 3 clusters Score: Raw -4125128.563580 + Penalty 25060.632538 = -4100067.931042 nChanged 14 SP:Iteration 33Q (2737.673833 sec): 3 clusters Score: Raw -4125134.862590 + Penalty 25060.632538 = -4100074.230052 nChanged 7 SP:Iteration 34Q (2737.753386 sec): 3 clusters Score: Raw -4125138.178405 + Penalty 25060.632538 = -4100077.545867 nChanged 5 SP:Iteration 35Q (2737.847386 sec): 3 clusters Score: Raw -4125140.400325 + Penalty 25060.632538 = -4100079.767788 nChanged 2 SP:Iteration 36Q (2737.926645 sec): 3 clusters Score: Raw -4125141.387147 + Penalty 25060.632538 = -4100080.754609 nChanged 1 SP:Iteration 37Q (2738.018353 sec): 3 clusters Score: Raw -4125141.836414 + Penalty 25060.632538 = -4100081.203876 nChanged 0 SP:Iteration 38F (2738.106671 sec): 3 clusters Score: Raw -4125141.836414 + Penalty 25060.632538 = -4100081.203876 nChanged 0 Trying to split cluster 10 (19726 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2738.209551 sec): 2 clusters Score: Raw -7821278.151653 + Penalty 13356.030182 = -7807922.121470 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2738.351668 sec): 3 clusters Score: Raw -7812555.672857 + Penalty 26712.060365 = -7785843.612492 nChanged 7010 SP:Iteration 1F (2738.485612 sec): 3 clusters Score: Raw -7816617.777019 + Penalty 26712.060365 = -7789905.716654 nChanged 1421 SP:Iteration 2F (2738.609338 sec): 3 clusters Score: Raw -7817542.327434 + Penalty 26712.060365 = -7790830.267069 nChanged 942 SP:Iteration 3Q (2738.739373 sec): 3 clusters Score: Raw -7818109.915080 + Penalty 26712.060365 = -7791397.854716 nChanged 669 SP:Iteration 4Q (2738.875347 sec): 3 clusters Score: Raw -7818459.204565 + Penalty 26712.060365 = -7791747.144200 nChanged 465 SP:Iteration 5Q (2739.009703 sec): 3 clusters Score: Raw -7818703.923156 + Penalty 26712.060365 = -7791991.862791 nChanged 396 SP:Iteration 6Q (2739.135480 sec): 3 clusters Score: Raw -7818902.431744 + Penalty 26712.060365 = -7792190.371379 nChanged 312 SP:Iteration 7Q (2739.269314 sec): 3 clusters Score: Raw -7819045.326110 + Penalty 26712.060365 = -7792333.265745 nChanged 223 SP:Iteration 8Q (2739.390904 sec): 3 clusters Score: Raw -7819147.376319 + Penalty 26712.060365 = -7792435.315954 nChanged 212 SP:Iteration 9Q (2739.530327 sec): 3 clusters Score: Raw -7819237.230044 + Penalty 26712.060365 = -7792525.169679 nChanged 174 SP:Iteration 10Q (2739.652163 sec): 3 clusters Score: Raw -7819306.981494 + Penalty 26712.060365 = -7792594.921129 nChanged 147 SP:Iteration 11Q (2739.780762 sec): 3 clusters Score: Raw -7819365.376339 + Penalty 26712.060365 = -7792653.315974 nChanged 135 SP:Iteration 12Q (2739.931074 sec): 3 clusters Score: Raw -7819418.780020 + Penalty 26712.060365 = -7792706.719655 nChanged 132 SP:Iteration 13Q (2740.060016 sec): 3 clusters Score: Raw -7819469.402658 + Penalty 26712.060365 = -7792757.342293 nChanged 111 SP:Iteration 14Q (2740.190261 sec): 3 clusters Score: Raw -7819510.946569 + Penalty 26712.060365 = -7792798.886204 nChanged 92 SP:Iteration 15Q (2740.319850 sec): 3 clusters Score: Raw -7819543.881574 + Penalty 26712.060365 = -7792831.821210 nChanged 82 SP:Iteration 16Q (2740.452608 sec): 3 clusters Score: Raw -7819577.569713 + Penalty 26712.060365 = -7792865.509349 nChanged 97 SP:Iteration 17Q (2740.577600 sec): 3 clusters Score: Raw -7819613.883531 + Penalty 26712.060365 = -7792901.823166 nChanged 82 SP:Iteration 18Q (2740.718157 sec): 3 clusters Score: Raw -7819643.142603 + Penalty 26712.060365 = -7792931.082238 nChanged 70 SP:Iteration 19Q (2740.842833 sec): 3 clusters Score: Raw -7819668.897892 + Penalty 26712.060365 = -7792956.837527 nChanged 76 SP:Iteration 20F (2740.967687 sec): 3 clusters Score: Raw -7819694.545275 + Penalty 26712.060365 = -7792982.484910 nChanged 61 SP:Iteration 21Q (2741.100265 sec): 3 clusters Score: Raw -7819714.523619 + Penalty 26712.060365 = -7793002.463254 nChanged 54 SP:Iteration 22Q (2741.237142 sec): 3 clusters Score: Raw -7819732.326763 + Penalty 26712.060365 = -7793020.266398 nChanged 46 SP:Iteration 23Q (2741.358105 sec): 3 clusters Score: Raw -7819747.528492 + Penalty 26712.060365 = -7793035.468127 nChanged 30 SP:Iteration 24Q (2741.491167 sec): 3 clusters Score: Raw -7819757.094956 + Penalty 26712.060365 = -7793045.034591 nChanged 38 SP:Iteration 25Q (2741.619530 sec): 3 clusters Score: Raw -7819771.966092 + Penalty 26712.060365 = -7793059.905727 nChanged 49 SP:Iteration 26Q (2741.749762 sec): 3 clusters Score: Raw -7819789.956352 + Penalty 26712.060365 = -7793077.895987 nChanged 58 SP:Iteration 27Q (2741.878677 sec): 3 clusters Score: Raw -7819811.054430 + Penalty 26712.060365 = -7793098.994065 nChanged 66 SP:Iteration 28Q (2742.018557 sec): 3 clusters Score: Raw -7819834.883123 + Penalty 26712.060365 = -7793122.822758 nChanged 61 SP:Iteration 29Q (2742.146535 sec): 3 clusters Score: Raw -7819859.704623 + Penalty 26712.060365 = -7793147.644258 nChanged 65 SP:Iteration 30Q (2742.267249 sec): 3 clusters Score: Raw -7819884.471382 + Penalty 26712.060365 = -7793172.411017 nChanged 68 SP:Iteration 31Q (2742.405114 sec): 3 clusters Score: Raw -7819911.965284 + Penalty 26712.060365 = -7793199.904919 nChanged 80 SP:Iteration 32Q (2742.524584 sec): 3 clusters Score: Raw -7819942.313887 + Penalty 26712.060365 = -7793230.253522 nChanged 88 SP:Iteration 33Q (2742.649448 sec): 3 clusters Score: Raw -7819976.030811 + Penalty 26712.060365 = -7793263.970446 nChanged 74 SP:Iteration 34Q (2742.783870 sec): 3 clusters Score: Raw -7820002.909106 + Penalty 26712.060365 = -7793290.848741 nChanged 74 SP:Iteration 35Q (2742.908684 sec): 3 clusters Score: Raw -7820031.033357 + Penalty 26712.060365 = -7793318.972992 nChanged 76 SP:Iteration 36Q (2743.041715 sec): 3 clusters Score: Raw -7820059.623523 + Penalty 26712.060365 = -7793347.563158 nChanged 63 SP:Iteration 37Q (2743.163899 sec): 3 clusters Score: Raw -7820085.134880 + Penalty 26712.060365 = -7793373.074515 nChanged 73 SP:Iteration 38Q (2743.295263 sec): 3 clusters Score: Raw -7820112.530891 + Penalty 26712.060365 = -7793400.470526 nChanged 58 SP:Iteration 39Q (2743.421668 sec): 3 clusters Score: Raw -7820134.590345 + Penalty 26712.060365 = -7793422.529981 nChanged 64 SP:Iteration 40F (2743.550322 sec): 3 clusters Score: Raw -7820156.985881 + Penalty 26712.060365 = -7793444.925517 nChanged 65 SP:Iteration 41Q (2743.674890 sec): 3 clusters Score: Raw -7820181.193247 + Penalty 26712.060365 = -7793469.132882 nChanged 49 SP:Iteration 42Q (2743.811015 sec): 3 clusters Score: Raw -7820198.638034 + Penalty 26712.060365 = -7793486.577669 nChanged 67 SP:Iteration 43Q (2743.931305 sec): 3 clusters Score: Raw -7820226.232163 + Penalty 26712.060365 = -7793514.171798 nChanged 85 SP:Iteration 44Q (2744.071662 sec): 3 clusters Score: Raw -7820259.495921 + Penalty 26712.060365 = -7793547.435556 nChanged 73 SP:Iteration 45Q (2744.201173 sec): 3 clusters Score: Raw -7820290.025472 + Penalty 26712.060365 = -7793577.965107 nChanged 77 SP:Iteration 46Q (2744.329760 sec): 3 clusters Score: Raw -7820318.132491 + Penalty 26712.060365 = -7793606.072126 nChanged 65 SP:Iteration 47Q (2744.457398 sec): 3 clusters Score: Raw -7820342.645434 + Penalty 26712.060365 = -7793630.585069 nChanged 86 SP:Iteration 48Q (2744.587306 sec): 3 clusters Score: Raw -7820378.712020 + Penalty 26712.060365 = -7793666.651655 nChanged 109 SP:Iteration 49Q (2744.715478 sec): 3 clusters Score: Raw -7820420.692050 + Penalty 26712.060365 = -7793708.631685 nChanged 88 SP:Iteration 50Q (2744.842101 sec): 3 clusters Score: Raw -7820454.458857 + Penalty 26712.060365 = -7793742.398492 nChanged 79 SP:Iteration 51Q (2744.981806 sec): 3 clusters Score: Raw -7820483.169760 + Penalty 26712.060365 = -7793771.109395 nChanged 68 SP:Iteration 52Q (2745.105104 sec): 3 clusters Score: Raw -7820510.185609 + Penalty 26712.060365 = -7793798.125244 nChanged 81 SP:Iteration 53Q (2745.236001 sec): 3 clusters Score: Raw -7820542.058703 + Penalty 26712.060365 = -7793829.998339 nChanged 80 SP:Iteration 54Q (2745.368651 sec): 3 clusters Score: Raw -7820575.227914 + Penalty 26712.060365 = -7793863.167549 nChanged 83 SP:Iteration 55Q (2745.488458 sec): 3 clusters Score: Raw -7820611.182859 + Penalty 26712.060365 = -7793899.122494 nChanged 96 SP:Iteration 56Q (2745.615850 sec): 3 clusters Score: Raw -7820647.137547 + Penalty 26712.060365 = -7793935.077182 nChanged 90 SP:Iteration 57Q (2745.748372 sec): 3 clusters Score: Raw -7820684.044365 + Penalty 26712.060365 = -7793971.984000 nChanged 111 SP:Iteration 58Q (2745.875637 sec): 3 clusters Score: Raw -7820736.466965 + Penalty 26712.060365 = -7794024.406600 nChanged 140 SP:Iteration 59Q (2746.007681 sec): 3 clusters Score: Raw -7820794.701791 + Penalty 26712.060365 = -7794082.641426 nChanged 129 SP:Iteration 60F (2746.137103 sec): 3 clusters Score: Raw -7820859.044893 + Penalty 26712.060365 = -7794146.984528 nChanged 143 SP:Iteration 61Q (2746.268211 sec): 3 clusters Score: Raw -7820925.144119 + Penalty 26712.060365 = -7794213.083754 nChanged 159 SP:Iteration 62Q (2746.398644 sec): 3 clusters Score: Raw -7821002.249678 + Penalty 26712.060365 = -7794290.189313 nChanged 158 SP:Iteration 63Q (2746.528232 sec): 3 clusters Score: Raw -7821080.121745 + Penalty 26712.060365 = -7794368.061380 nChanged 165 SP:Iteration 64Q (2746.668377 sec): 3 clusters Score: Raw -7821164.382781 + Penalty 26712.060365 = -7794452.322416 nChanged 185 SP:Iteration 65Q (2746.814148 sec): 3 clusters Score: Raw -7821268.301334 + Penalty 26712.060365 = -7794556.240969 nChanged 204 SP:Iteration 66Q (2746.942816 sec): 3 clusters Score: Raw -7821372.243501 + Penalty 26712.060365 = -7794660.183136 nChanged 198 SP:Iteration 67Q (2747.086074 sec): 3 clusters Score: Raw -7821478.754143 + Penalty 26712.060365 = -7794766.693778 nChanged 213 SP:Iteration 68Q (2747.234574 sec): 3 clusters Score: Raw -7821593.872503 + Penalty 26712.060365 = -7794881.812138 nChanged 206 SP:Iteration 69Q (2747.366039 sec): 3 clusters Score: Raw -7821711.061586 + Penalty 26712.060365 = -7794999.001221 nChanged 238 SP:Iteration 70Q (2747.493391 sec): 3 clusters Score: Raw -7821863.591151 + Penalty 26712.060365 = -7795151.530786 nChanged 267 SP:Iteration 71Q (2747.651952 sec): 3 clusters Score: Raw -7822034.558158 + Penalty 26712.060365 = -7795322.497793 nChanged 271 SP:Iteration 72Q (2747.795095 sec): 3 clusters Score: Raw -7822213.950398 + Penalty 26712.060365 = -7795501.890033 nChanged 299 SP:Iteration 73Q (2747.928021 sec): 3 clusters Score: Raw -7822418.278999 + Penalty 26712.060365 = -7795706.218634 nChanged 300 SP:Iteration 74Q (2748.074560 sec): 3 clusters Score: Raw -7822621.230082 + Penalty 26712.060365 = -7795909.169717 nChanged 291 SP:Iteration 75Q (2748.207856 sec): 3 clusters Score: Raw -7822826.765642 + Penalty 26712.060365 = -7796114.705277 nChanged 258 SP:Iteration 76Q (2748.342857 sec): 3 clusters Score: Raw -7823004.469172 + Penalty 26712.060365 = -7796292.408807 nChanged 257 SP:Iteration 77Q (2748.469337 sec): 3 clusters Score: Raw -7823190.967731 + Penalty 26712.060365 = -7796478.907366 nChanged 247 SP:Iteration 78Q (2748.595817 sec): 3 clusters Score: Raw -7823372.895121 + Penalty 26712.060365 = -7796660.834756 nChanged 240 SP:Iteration 79Q (2748.730392 sec): 3 clusters Score: Raw -7823557.123517 + Penalty 26712.060365 = -7796845.063152 nChanged 239 SP:Iteration 80F (2748.865428 sec): 3 clusters Score: Raw -7823732.897786 + Penalty 26712.060365 = -7797020.837421 nChanged 227 SP:Iteration 81Q (2749.001081 sec): 3 clusters Score: Raw -7823900.835719 + Penalty 26712.060365 = -7797188.775354 nChanged 230 SP:Iteration 82Q (2749.137935 sec): 3 clusters Score: Raw -7824069.699437 + Penalty 26712.060365 = -7797357.639072 nChanged 198 SP:Iteration 83Q (2749.280366 sec): 3 clusters Score: Raw -7824208.114275 + Penalty 26712.060365 = -7797496.053910 nChanged 173 SP:Iteration 84Q (2749.407699 sec): 3 clusters Score: Raw -7824320.204033 + Penalty 26712.060365 = -7797608.143668 nChanged 143 SP:Iteration 85Q (2749.531044 sec): 3 clusters Score: Raw -7824413.860860 + Penalty 26712.060365 = -7797701.800495 nChanged 124 SP:Iteration 86Q (2749.665646 sec): 3 clusters Score: Raw -7824496.610044 + Penalty 26712.060365 = -7797784.549679 nChanged 107 SP:Iteration 87Q (2749.801614 sec): 3 clusters Score: Raw -7824565.110176 + Penalty 26712.060365 = -7797853.049811 nChanged 89 SP:Iteration 88Q (2749.935758 sec): 3 clusters Score: Raw -7824620.482071 + Penalty 26712.060365 = -7797908.421706 nChanged 77 SP:Iteration 89Q (2750.070102 sec): 3 clusters Score: Raw -7824670.577791 + Penalty 26712.060365 = -7797958.517426 nChanged 73 SP:Iteration 90Q (2750.195723 sec): 3 clusters Score: Raw -7824716.924260 + Penalty 26712.060365 = -7798004.863895 nChanged 64 SP:Iteration 91Q (2750.327928 sec): 3 clusters Score: Raw -7824758.853756 + Penalty 26712.060365 = -7798046.793391 nChanged 68 SP:Iteration 92Q (2750.466380 sec): 3 clusters Score: Raw -7824803.043068 + Penalty 26712.060365 = -7798090.982703 nChanged 60 SP:Iteration 93Q (2750.585689 sec): 3 clusters Score: Raw -7824841.105946 + Penalty 26712.060365 = -7798129.045581 nChanged 53 SP:Iteration 94Q (2750.731943 sec): 3 clusters Score: Raw -7824870.652927 + Penalty 26712.060365 = -7798158.592562 nChanged 38 SP:Iteration 95Q (2750.862250 sec): 3 clusters Score: Raw -7824889.486690 + Penalty 26712.060365 = -7798177.426325 nChanged 24 SP:Iteration 96Q (2750.997595 sec): 3 clusters Score: Raw -7824902.388472 + Penalty 26712.060365 = -7798190.328107 nChanged 27 SP:Iteration 97Q (2751.134034 sec): 3 clusters Score: Raw -7824917.817948 + Penalty 26712.060365 = -7798205.757583 nChanged 24 SP:Iteration 98Q (2751.266823 sec): 3 clusters Score: Raw -7824933.555976 + Penalty 26712.060365 = -7798221.495611 nChanged 31 SP:Iteration 99Q (2751.401655 sec): 3 clusters Score: Raw -7824951.533114 + Penalty 26712.060365 = -7798239.472749 nChanged 32 SP:Iteration 100F (2751.543893 sec): 3 clusters Score: Raw -7824971.497807 + Penalty 26712.060365 = -7798259.437442 nChanged 29 SP:Iteration 101Q (2751.665594 sec): 3 clusters Score: Raw -7824988.842336 + Penalty 26712.060365 = -7798276.781971 nChanged 21 SP:Iteration 102Q (2751.810420 sec): 3 clusters Score: Raw -7825001.584710 + Penalty 26712.060365 = -7798289.524345 nChanged 28 SP:Iteration 103Q (2751.939515 sec): 3 clusters Score: Raw -7825015.710465 + Penalty 26712.060365 = -7798303.650100 nChanged 20 SP:Iteration 104Q (2752.072457 sec): 3 clusters Score: Raw -7825025.713368 + Penalty 26712.060365 = -7798313.653003 nChanged 17 SP:Iteration 105Q (2752.204739 sec): 3 clusters Score: Raw -7825035.120898 + Penalty 26712.060365 = -7798323.060533 nChanged 18 SP:Iteration 106Q (2752.313998 sec): 3 clusters Score: Raw -7825044.949105 + Penalty 26712.060365 = -7798332.888740 nChanged 16 SP:Iteration 107Q (2752.426843 sec): 3 clusters Score: Raw -7825054.435025 + Penalty 26712.060365 = -7798342.374660 nChanged 13 SP:Iteration 108Q (2752.539103 sec): 3 clusters Score: Raw -7825062.324272 + Penalty 26712.060365 = -7798350.263907 nChanged 13 SP:Iteration 109Q (2752.655891 sec): 3 clusters Score: Raw -7825069.481556 + Penalty 26712.060365 = -7798357.421191 nChanged 14 SP:Iteration 110Q (2752.789797 sec): 3 clusters Score: Raw -7825078.544048 + Penalty 26712.060365 = -7798366.483683 nChanged 12 SP:Iteration 111Q (2752.923457 sec): 3 clusters Score: Raw -7825084.444485 + Penalty 26712.060365 = -7798372.384120 nChanged 10 SP:Iteration 112Q (2753.047653 sec): 3 clusters Score: Raw -7825090.191207 + Penalty 26712.060365 = -7798378.130842 nChanged 10 SP:Iteration 113Q (2753.165178 sec): 3 clusters Score: Raw -7825095.900772 + Penalty 26712.060365 = -7798383.840407 nChanged 5 SP:Iteration 114Q (2753.276094 sec): 3 clusters Score: Raw -7825097.928793 + Penalty 26712.060365 = -7798385.868428 nChanged 6 SP:Iteration 115Q (2753.390046 sec): 3 clusters Score: Raw -7825101.048738 + Penalty 26712.060365 = -7798388.988373 nChanged 5 SP:Iteration 116Q (2753.516455 sec): 3 clusters Score: Raw -7825104.036275 + Penalty 26712.060365 = -7798391.975910 nChanged 5 SP:Iteration 117Q (2753.643744 sec): 3 clusters Score: Raw -7825106.832998 + Penalty 26712.060365 = -7798394.772633 nChanged 5 SP:Iteration 118Q (2753.760959 sec): 3 clusters Score: Raw -7825109.527483 + Penalty 26712.060365 = -7798397.467118 nChanged 5 SP:Iteration 119Q (2753.876175 sec): 3 clusters Score: Raw -7825113.109934 + Penalty 26712.060365 = -7798401.049569 nChanged 6 SP:Iteration 120F (2754.016182 sec): 3 clusters Score: Raw -7825115.402160 + Penalty 26712.060365 = -7798403.341796 nChanged 8 SP:Iteration 121Q (2754.146799 sec): 3 clusters Score: Raw -7825119.783678 + Penalty 26712.060365 = -7798407.723313 nChanged 5 SP:Iteration 122Q (2754.289704 sec): 3 clusters Score: Raw -7825121.667256 + Penalty 26712.060365 = -7798409.606891 nChanged 2 SP:Iteration 123Q (2754.441518 sec): 3 clusters Score: Raw -7825122.544785 + Penalty 26712.060365 = -7798410.484420 nChanged 5 SP:Iteration 124Q (2754.579143 sec): 3 clusters Score: Raw -7825124.853892 + Penalty 26712.060365 = -7798412.793527 nChanged 1 SP:Iteration 125Q (2754.706166 sec): 3 clusters Score: Raw -7825125.354184 + Penalty 26712.060365 = -7798413.293819 nChanged 0 SP:Iteration 126F (2754.842415 sec): 3 clusters Score: Raw -7825125.354184 + Penalty 26712.060365 = -7798413.293819 nChanged 0 Trying to split cluster 11 (14787 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2754.917825 sec): 2 clusters Score: Raw -5562185.508050 + Penalty 12966.830741 = -5549218.677309 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2755.031320 sec): 3 clusters Score: Raw -5556169.653701 + Penalty 25933.661481 = -5530235.992220 nChanged 4979 SP:Iteration 1F (2755.144456 sec): 3 clusters Score: Raw -5559378.886905 + Penalty 25933.661481 = -5533445.225423 nChanged 1116 SP:Iteration 2F (2755.250582 sec): 3 clusters Score: Raw -5560246.533173 + Penalty 25933.661481 = -5534312.871692 nChanged 736 SP:Iteration 3Q (2755.366010 sec): 3 clusters Score: Raw -5560848.732426 + Penalty 25933.661481 = -5534915.070945 nChanged 590 SP:Iteration 4Q (2755.491615 sec): 3 clusters Score: Raw -5561333.383322 + Penalty 25933.661481 = -5535399.721841 nChanged 548 SP:Iteration 5Q (2755.610974 sec): 3 clusters Score: Raw -5561830.262750 + Penalty 25933.661481 = -5535896.601269 nChanged 547 SP:Iteration 6Q (2755.737837 sec): 3 clusters Score: Raw -5562393.249418 + Penalty 25933.661481 = -5536459.587937 nChanged 635 SP:Iteration 7Q (2755.846216 sec): 3 clusters Score: Raw -5563058.994167 + Penalty 25933.661481 = -5537125.332686 nChanged 629 SP:Iteration 8Q (2755.951644 sec): 3 clusters Score: Raw -5563689.172100 + Penalty 25933.661481 = -5537755.510618 nChanged 587 SP:Iteration 9Q (2756.062857 sec): 3 clusters Score: Raw -5564297.565839 + Penalty 25933.661481 = -5538363.904357 nChanged 589 SP:Iteration 10Q (2756.172862 sec): 3 clusters Score: Raw -5564907.834964 + Penalty 25933.661481 = -5538974.173482 nChanged 530 SP:Iteration 11Q (2756.282121 sec): 3 clusters Score: Raw -5565411.118062 + Penalty 25933.661481 = -5539477.456580 nChanged 452 SP:Iteration 12Q (2756.399510 sec): 3 clusters Score: Raw -5565794.385517 + Penalty 25933.661481 = -5539860.724036 nChanged 342 SP:Iteration 13Q (2756.517493 sec): 3 clusters Score: Raw -5566066.943798 + Penalty 25933.661481 = -5540133.282316 nChanged 251 SP:Iteration 14Q (2756.632540 sec): 3 clusters Score: Raw -5566245.582549 + Penalty 25933.661481 = -5540311.921068 nChanged 159 SP:Iteration 15Q (2756.752103 sec): 3 clusters Score: Raw -5566347.418076 + Penalty 25933.661481 = -5540413.756595 nChanged 108 SP:Iteration 16Q (2756.864921 sec): 3 clusters Score: Raw -5566412.608767 + Penalty 25933.661481 = -5540478.947286 nChanged 93 SP:Iteration 17Q (2756.986161 sec): 3 clusters Score: Raw -5566472.039418 + Penalty 25933.661481 = -5540538.377937 nChanged 76 SP:Iteration 18Q (2757.087427 sec): 3 clusters Score: Raw -5566521.492984 + Penalty 25933.661481 = -5540587.831503 nChanged 78 SP:Iteration 19Q (2757.195090 sec): 3 clusters Score: Raw -5566567.189979 + Penalty 25933.661481 = -5540633.528498 nChanged 54 SP:Iteration 20F (2757.299641 sec): 3 clusters Score: Raw -5566599.286652 + Penalty 25933.661481 = -5540665.625170 nChanged 40 SP:Iteration 21Q (2757.409983 sec): 3 clusters Score: Raw -5566620.662460 + Penalty 25933.661481 = -5540687.000979 nChanged 39 SP:Iteration 22Q (2757.530126 sec): 3 clusters Score: Raw -5566642.777884 + Penalty 25933.661481 = -5540709.116403 nChanged 41 SP:Iteration 23Q (2757.634649 sec): 3 clusters Score: Raw -5566664.928905 + Penalty 25933.661481 = -5540731.267423 nChanged 32 SP:Iteration 24Q (2757.745106 sec): 3 clusters Score: Raw -5566681.185569 + Penalty 25933.661481 = -5540747.524087 nChanged 17 SP:Iteration 25Q (2757.860359 sec): 3 clusters Score: Raw -5566691.005640 + Penalty 25933.661481 = -5540757.344159 nChanged 18 SP:Iteration 26Q (2757.970200 sec): 3 clusters Score: Raw -5566700.934085 + Penalty 25933.661481 = -5540767.272603 nChanged 7 SP:Iteration 27Q (2758.090515 sec): 3 clusters Score: Raw -5566704.397565 + Penalty 25933.661481 = -5540770.736084 nChanged 6 SP:Iteration 28Q (2758.192578 sec): 3 clusters Score: Raw -5566706.891385 + Penalty 25933.661481 = -5540773.229904 nChanged 6 SP:Iteration 29Q (2758.305350 sec): 3 clusters Score: Raw -5566709.663928 + Penalty 25933.661481 = -5540776.002447 nChanged 5 SP:Iteration 30Q (2758.417816 sec): 3 clusters Score: Raw -5566711.859271 + Penalty 25933.661481 = -5540778.197790 nChanged 2 SP:Iteration 31Q (2758.533700 sec): 3 clusters Score: Raw -5566713.176164 + Penalty 25933.661481 = -5540779.514683 nChanged 3 SP:Iteration 32Q (2758.648515 sec): 3 clusters Score: Raw -5566714.485703 + Penalty 25933.661481 = -5540780.824222 nChanged 1 SP:Iteration 33Q (2758.747782 sec): 3 clusters Score: Raw -5566714.749587 + Penalty 25933.661481 = -5540781.088106 nChanged 0 SP:Iteration 34F (2758.860380 sec): 3 clusters Score: Raw -5566714.749587 + Penalty 25933.661481 = -5540781.088106 nChanged 0 Trying to split cluster 12 (2249 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2758.880934 sec): 2 clusters Score: Raw -801616.956997 + Penalty 10423.484406 = -791193.472591 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2758.934072 sec): 3 clusters Score: Raw -802307.670185 + Penalty 20846.968811 = -781460.701373 nChanged 389 SP:Iteration 1F (2758.971831 sec): 3 clusters Score: Raw -803694.730923 + Penalty 20846.968811 = -782847.762112 nChanged 136 SP:Iteration 2F (2759.016939 sec): 3 clusters Score: Raw -804531.593292 + Penalty 20846.968811 = -783684.624481 nChanged 127 SP:Iteration 3F (2759.062463 sec): 3 clusters Score: Raw -804898.467112 + Penalty 20846.968811 = -784051.498301 nChanged 85 SP:Iteration 4Q (2759.113259 sec): 3 clusters Score: Raw -805144.105920 + Penalty 20846.968811 = -784297.137109 nChanged 62 SP:Iteration 5Q (2759.150916 sec): 3 clusters Score: Raw -805321.020361 + Penalty 20846.968811 = -784474.051550 nChanged 44 SP:Iteration 6Q (2759.190410 sec): 3 clusters Score: Raw -805462.151486 + Penalty 20846.968811 = -784615.182675 nChanged 49 SP:Iteration 7Q (2759.229033 sec): 3 clusters Score: Raw -805638.174428 + Penalty 20846.968811 = -784791.205617 nChanged 54 SP:Iteration 8Q (2759.269658 sec): 3 clusters Score: Raw -805859.801021 + Penalty 20846.968811 = -785012.832210 nChanged 58 SP:Iteration 9Q (2759.311776 sec): 3 clusters Score: Raw -806080.923385 + Penalty 20846.968811 = -785233.954574 nChanged 59 SP:Iteration 10Q (2759.353659 sec): 3 clusters Score: Raw -806342.459734 + Penalty 20846.968811 = -785495.490923 nChanged 54 SP:Iteration 11Q (2759.404113 sec): 3 clusters Score: Raw -806576.547950 + Penalty 20846.968811 = -785729.579138 nChanged 50 SP:Iteration 12Q (2759.440346 sec): 3 clusters Score: Raw -806806.681997 + Penalty 20846.968811 = -785959.713186 nChanged 47 SP:Iteration 13Q (2759.477399 sec): 3 clusters Score: Raw -807053.981354 + Penalty 20846.968811 = -786207.012543 nChanged 53 SP:Iteration 14Q (2759.522979 sec): 3 clusters Score: Raw -807372.793038 + Penalty 20846.968811 = -786525.824227 nChanged 45 SP:Iteration 15Q (2759.567215 sec): 3 clusters Score: Raw -807665.202083 + Penalty 20846.968811 = -786818.233271 nChanged 54 SP:Iteration 16Q (2759.608603 sec): 3 clusters Score: Raw -807961.513278 + Penalty 20846.968811 = -787114.544467 nChanged 34 SP:Iteration 17Q (2759.669196 sec): 3 clusters Score: Raw -808157.009477 + Penalty 20846.968811 = -787310.040666 nChanged 24 SP:Iteration 18Q (2759.714073 sec): 3 clusters Score: Raw -808299.141160 + Penalty 20846.968811 = -787452.172348 nChanged 15 SP:Iteration 19Q (2759.768096 sec): 3 clusters Score: Raw -808385.128800 + Penalty 20846.968811 = -787538.159989 nChanged 17 SP:Iteration 20F (2759.811975 sec): 3 clusters Score: Raw -808554.935453 + Penalty 20846.968811 = -787707.966642 nChanged 36 SP:Iteration 21Q (2759.860991 sec): 3 clusters Score: Raw -808879.532832 + Penalty 20846.968811 = -788032.564021 nChanged 41 SP:Iteration 22Q (2759.900518 sec): 3 clusters Score: Raw -809167.366861 + Penalty 20846.968811 = -788320.398050 nChanged 27 SP:Iteration 23Q (2759.949291 sec): 3 clusters Score: Raw -809383.374399 + Penalty 20846.968811 = -788536.405588 nChanged 21 SP:Iteration 24Q (2759.999760 sec): 3 clusters Score: Raw -809519.421755 + Penalty 20846.968811 = -788672.452944 nChanged 10 SP:Iteration 25Q (2760.027875 sec): 3 clusters Score: Raw -809565.831592 + Penalty 20846.968811 = -788718.862780 nChanged 13 SP:Iteration 26Q (2760.073225 sec): 3 clusters Score: Raw -809643.516526 + Penalty 20846.968811 = -788796.547714 nChanged 20 SP:Iteration 27Q (2760.127352 sec): 3 clusters Score: Raw -809748.938586 + Penalty 20846.968811 = -788901.969775 nChanged 15 SP:Iteration 28Q (2760.157570 sec): 3 clusters Score: Raw -809873.708319 + Penalty 20846.968811 = -789026.739508 nChanged 20 SP:Iteration 29Q (2760.197500 sec): 3 clusters Score: Raw -809973.395223 + Penalty 20846.968811 = -789126.426412 nChanged 8 SP:Iteration 30Q (2760.247067 sec): 3 clusters Score: Raw -810012.433722 + Penalty 20846.968811 = -789165.464911 nChanged 15 SP:Iteration 31Q (2760.281064 sec): 3 clusters Score: Raw -810069.477021 + Penalty 20846.968811 = -789222.508210 nChanged 9 SP:Iteration 32Q (2760.340265 sec): 3 clusters Score: Raw -810118.173941 + Penalty 20846.968811 = -789271.205129 nChanged 7 SP:Iteration 33Q (2760.384992 sec): 3 clusters Score: Raw -810217.857059 + Penalty 20846.968811 = -789370.888248 nChanged 7 SP:Iteration 34Q (2760.434301 sec): 3 clusters Score: Raw -810249.935685 + Penalty 20846.968811 = -789402.966874 nChanged 2 SP:Iteration 35Q (2760.474534 sec): 3 clusters Score: Raw -810265.056132 + Penalty 20846.968811 = -789418.087321 nChanged 4 SP:Iteration 36Q (2760.527309 sec): 3 clusters Score: Raw -810279.631690 + Penalty 20846.968811 = -789432.662879 nChanged 4 SP:Iteration 37Q (2760.579757 sec): 3 clusters Score: Raw -810302.594733 + Penalty 20846.968811 = -789455.625921 nChanged 2 SP:Iteration 38Q (2760.628057 sec): 3 clusters Score: Raw -810310.782090 + Penalty 20846.968811 = -789463.813279 nChanged 1 SP:Iteration 39Q (2760.690085 sec): 3 clusters Score: Raw -810313.308813 + Penalty 20846.968811 = -789466.340002 nChanged 0 SP:Iteration 40F (2760.742289 sec): 3 clusters Score: Raw -810313.625558 + Penalty 20846.968811 = -789466.656746 nChanged 1 SP:Iteration 41Q (2760.796654 sec): 3 clusters Score: Raw -810322.833934 + Penalty 20846.968811 = -789475.865123 nChanged 1 SP:Iteration 42Q (2760.831381 sec): 3 clusters Score: Raw -810325.098979 + Penalty 20846.968811 = -789478.130168 nChanged 0 SP:Iteration 43F (2760.894085 sec): 3 clusters Score: Raw -810325.098979 + Penalty 20846.968811 = -789478.130168 nChanged 0 Trying to split cluster 13 (462 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2760.914778 sec): 2 clusters Score: Raw -165947.449378 + Penalty 8286.080385 = -157661.368992 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2760.948362 sec): 3 clusters Score: Raw -168211.635946 + Penalty 16572.160771 = -151639.475175 nChanged 27 SP:Iteration 1F (2760.974963 sec): 3 clusters Score: Raw -168545.196438 + Penalty 16572.160771 = -151973.035667 nChanged 7 SP:Iteration 2Q (2761.005545 sec): 3 clusters Score: Raw -168711.247094 + Penalty 16572.160771 = -152139.086323 nChanged 17 SP:Iteration 3Q (2761.051160 sec): 3 clusters Score: Raw -168859.223714 + Penalty 16572.160771 = -152287.062943 nChanged 1 SP:Iteration 4Q (2761.095731 sec): 3 clusters Score: Raw -168859.655633 + Penalty 16572.160771 = -152287.494862 nChanged 0 SP:Iteration 5F (2761.126372 sec): 3 clusters Score: Raw -168859.655633 + Penalty 16572.160771 = -152287.494862 nChanged 0 Trying to split cluster 14 (26429 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2761.236706 sec): 2 clusters Score: Raw -10259387.645126 + Penalty 13751.084290 = -10245636.560837 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2761.410849 sec): 3 clusters Score: Raw -10246886.526815 + Penalty 27502.168579 = -10219384.358236 nChanged 9820 SP:Iteration 1F (2761.574321 sec): 3 clusters Score: Raw -10252353.124595 + Penalty 27502.168579 = -10224850.956016 nChanged 1825 SP:Iteration 2F (2761.738967 sec): 3 clusters Score: Raw -10253365.714647 + Penalty 27502.168579 = -10225863.546067 nChanged 1243 SP:Iteration 3Q (2761.914726 sec): 3 clusters Score: Raw -10253983.749168 + Penalty 27502.168579 = -10226481.580589 nChanged 881 SP:Iteration 4Q (2762.061620 sec): 3 clusters Score: Raw -10254383.475929 + Penalty 27502.168579 = -10226881.307350 nChanged 674 SP:Iteration 5Q (2762.230873 sec): 3 clusters Score: Raw -10254663.280518 + Penalty 27502.168579 = -10227161.111939 nChanged 519 SP:Iteration 6Q (2762.396828 sec): 3 clusters Score: Raw -10254866.700656 + Penalty 27502.168579 = -10227364.532077 nChanged 421 SP:Iteration 7Q (2762.565581 sec): 3 clusters Score: Raw -10255024.360945 + Penalty 27502.168579 = -10227522.192366 nChanged 366 SP:Iteration 8Q (2762.742781 sec): 3 clusters Score: Raw -10255160.843470 + Penalty 27502.168579 = -10227658.674891 nChanged 329 SP:Iteration 9Q (2762.904226 sec): 3 clusters Score: Raw -10255284.782203 + Penalty 27502.168579 = -10227782.613624 nChanged 298 SP:Iteration 10Q (2763.066615 sec): 3 clusters Score: Raw -10255391.789398 + Penalty 27502.168579 = -10227889.620819 nChanged 249 SP:Iteration 11Q (2763.229126 sec): 3 clusters Score: Raw -10255482.332576 + Penalty 27502.168579 = -10227980.163997 nChanged 240 SP:Iteration 12Q (2763.377568 sec): 3 clusters Score: Raw -10255569.102376 + Penalty 27502.168579 = -10228066.933797 nChanged 243 SP:Iteration 13Q (2763.546269 sec): 3 clusters Score: Raw -10255662.922788 + Penalty 27502.168579 = -10228160.754209 nChanged 246 SP:Iteration 14Q (2763.721565 sec): 3 clusters Score: Raw -10255756.127704 + Penalty 27502.168579 = -10228253.959125 nChanged 249 SP:Iteration 15Q (2763.895539 sec): 3 clusters Score: Raw -10255843.001932 + Penalty 27502.168579 = -10228340.833353 nChanged 226 SP:Iteration 16Q (2764.066476 sec): 3 clusters Score: Raw -10255923.467526 + Penalty 27502.168579 = -10228421.298947 nChanged 218 SP:Iteration 17Q (2764.229460 sec): 3 clusters Score: Raw -10255997.379913 + Penalty 27502.168579 = -10228495.211334 nChanged 184 SP:Iteration 18Q (2764.389128 sec): 3 clusters Score: Raw -10256062.558444 + Penalty 27502.168579 = -10228560.389865 nChanged 166 SP:Iteration 19Q (2764.549042 sec): 3 clusters Score: Raw -10256116.930029 + Penalty 27502.168579 = -10228614.761450 nChanged 155 SP:Iteration 20F (2764.709585 sec): 3 clusters Score: Raw -10256165.927754 + Penalty 27502.168579 = -10228663.759175 nChanged 161 SP:Iteration 21Q (2764.865267 sec): 3 clusters Score: Raw -10256216.491292 + Penalty 27502.168579 = -10228714.322713 nChanged 147 SP:Iteration 22Q (2765.026193 sec): 3 clusters Score: Raw -10256265.677872 + Penalty 27502.168579 = -10228763.509293 nChanged 152 SP:Iteration 23Q (2765.204702 sec): 3 clusters Score: Raw -10256317.127179 + Penalty 27502.168579 = -10228814.958599 nChanged 158 SP:Iteration 24Q (2765.371564 sec): 3 clusters Score: Raw -10256370.241017 + Penalty 27502.168579 = -10228868.072438 nChanged 150 SP:Iteration 25Q (2765.535291 sec): 3 clusters Score: Raw -10256419.126461 + Penalty 27502.168579 = -10228916.957882 nChanged 142 SP:Iteration 26Q (2765.713589 sec): 3 clusters Score: Raw -10256468.422537 + Penalty 27502.168579 = -10228966.253958 nChanged 148 SP:Iteration 27Q (2765.868893 sec): 3 clusters Score: Raw -10256518.113572 + Penalty 27502.168579 = -10229015.944993 nChanged 141 SP:Iteration 28Q (2766.023231 sec): 3 clusters Score: Raw -10256566.987052 + Penalty 27502.168579 = -10229064.818473 nChanged 146 SP:Iteration 29Q (2766.195014 sec): 3 clusters Score: Raw -10256623.173563 + Penalty 27502.168579 = -10229121.004984 nChanged 163 SP:Iteration 30Q (2766.384939 sec): 3 clusters Score: Raw -10256682.546244 + Penalty 27502.168579 = -10229180.377665 nChanged 162 SP:Iteration 31Q (2766.554625 sec): 3 clusters Score: Raw -10256741.649954 + Penalty 27502.168579 = -10229239.481375 nChanged 184 SP:Iteration 32Q (2766.722061 sec): 3 clusters Score: Raw -10256811.787540 + Penalty 27502.168579 = -10229309.618960 nChanged 184 SP:Iteration 33Q (2766.877465 sec): 3 clusters Score: Raw -10256880.996644 + Penalty 27502.168579 = -10229378.828065 nChanged 199 SP:Iteration 34Q (2767.042837 sec): 3 clusters Score: Raw -10256958.050534 + Penalty 27502.168579 = -10229455.881955 nChanged 226 SP:Iteration 35Q (2767.222793 sec): 3 clusters Score: Raw -10257056.217231 + Penalty 27502.168579 = -10229554.048652 nChanged 242 SP:Iteration 36Q (2767.386659 sec): 3 clusters Score: Raw -10257160.603548 + Penalty 27502.168579 = -10229658.434969 nChanged 244 SP:Iteration 37Q (2767.558763 sec): 3 clusters Score: Raw -10257274.439891 + Penalty 27502.168579 = -10229772.271312 nChanged 267 SP:Iteration 38Q (2767.717363 sec): 3 clusters Score: Raw -10257404.320467 + Penalty 27502.168579 = -10229902.151888 nChanged 311 SP:Iteration 39Q (2767.888308 sec): 3 clusters Score: Raw -10257558.817144 + Penalty 27502.168579 = -10230056.648565 nChanged 316 SP:Iteration 40F (2768.049901 sec): 3 clusters Score: Raw -10257715.242795 + Penalty 27502.168579 = -10230213.074216 nChanged 324 SP:Iteration 41Q (2768.205809 sec): 3 clusters Score: Raw -10257887.330519 + Penalty 27502.168579 = -10230385.161939 nChanged 342 SP:Iteration 42Q (2768.372422 sec): 3 clusters Score: Raw -10258078.034407 + Penalty 27502.168579 = -10230575.865827 nChanged 353 SP:Iteration 43Q (2768.527429 sec): 3 clusters Score: Raw -10258270.310718 + Penalty 27502.168579 = -10230768.142139 nChanged 341 SP:Iteration 44Q (2768.677003 sec): 3 clusters Score: Raw -10258463.310006 + Penalty 27502.168579 = -10230961.141427 nChanged 349 SP:Iteration 45Q (2768.836093 sec): 3 clusters Score: Raw -10258661.007576 + Penalty 27502.168579 = -10231158.838997 nChanged 316 SP:Iteration 46Q (2768.990740 sec): 3 clusters Score: Raw -10258842.075331 + Penalty 27502.168579 = -10231339.906752 nChanged 340 SP:Iteration 47Q (2769.151133 sec): 3 clusters Score: Raw -10259047.215697 + Penalty 27502.168579 = -10231545.047118 nChanged 329 SP:Iteration 48Q (2769.316276 sec): 3 clusters Score: Raw -10259252.460507 + Penalty 27502.168579 = -10231750.291928 nChanged 320 SP:Iteration 49Q (2769.464821 sec): 3 clusters Score: Raw -10259456.682503 + Penalty 27502.168579 = -10231954.513924 nChanged 282 SP:Iteration 50Q (2769.611572 sec): 3 clusters Score: Raw -10259632.115919 + Penalty 27502.168579 = -10232129.947340 nChanged 260 SP:Iteration 51Q (2769.766368 sec): 3 clusters Score: Raw -10259795.227070 + Penalty 27502.168579 = -10232293.058491 nChanged 233 SP:Iteration 52Q (2769.914311 sec): 3 clusters Score: Raw -10259940.275035 + Penalty 27502.168579 = -10232438.106456 nChanged 188 SP:Iteration 53Q (2770.075006 sec): 3 clusters Score: Raw -10260058.792735 + Penalty 27502.168579 = -10232556.624156 nChanged 171 SP:Iteration 54Q (2770.215490 sec): 3 clusters Score: Raw -10260166.252013 + Penalty 27502.168579 = -10232664.083434 nChanged 133 SP:Iteration 55Q (2770.364758 sec): 3 clusters Score: Raw -10260251.695829 + Penalty 27502.168579 = -10232749.527250 nChanged 125 SP:Iteration 56Q (2770.514109 sec): 3 clusters Score: Raw -10260330.680705 + Penalty 27502.168579 = -10232828.512126 nChanged 123 SP:Iteration 57Q (2770.673480 sec): 3 clusters Score: Raw -10260414.037342 + Penalty 27502.168579 = -10232911.868763 nChanged 100 SP:Iteration 58Q (2770.810141 sec): 3 clusters Score: Raw -10260478.455643 + Penalty 27502.168579 = -10232976.287064 nChanged 92 SP:Iteration 59Q (2770.959742 sec): 3 clusters Score: Raw -10260538.696669 + Penalty 27502.168579 = -10233036.528089 nChanged 89 SP:Iteration 60F (2771.119160 sec): 3 clusters Score: Raw -10260593.707383 + Penalty 27502.168579 = -10233091.538804 nChanged 77 SP:Iteration 61Q (2771.260476 sec): 3 clusters Score: Raw -10260643.354733 + Penalty 27502.168579 = -10233141.186154 nChanged 72 SP:Iteration 62Q (2771.407676 sec): 3 clusters Score: Raw -10260691.054177 + Penalty 27502.168579 = -10233188.885598 nChanged 74 SP:Iteration 63Q (2771.552878 sec): 3 clusters Score: Raw -10260739.805471 + Penalty 27502.168579 = -10233237.636892 nChanged 67 SP:Iteration 64Q (2771.712116 sec): 3 clusters Score: Raw -10260789.293068 + Penalty 27502.168579 = -10233287.124488 nChanged 67 SP:Iteration 65Q (2771.848176 sec): 3 clusters Score: Raw -10260834.830079 + Penalty 27502.168579 = -10233332.661500 nChanged 69 SP:Iteration 66Q (2771.991235 sec): 3 clusters Score: Raw -10260881.169899 + Penalty 27502.168579 = -10233379.001320 nChanged 55 SP:Iteration 67Q (2772.130560 sec): 3 clusters Score: Raw -10260917.026839 + Penalty 27502.168579 = -10233414.858260 nChanged 38 SP:Iteration 68Q (2772.278189 sec): 3 clusters Score: Raw -10260942.522696 + Penalty 27502.168579 = -10233440.354117 nChanged 44 SP:Iteration 69Q (2772.444256 sec): 3 clusters Score: Raw -10260971.519752 + Penalty 27502.168579 = -10233469.351173 nChanged 31 SP:Iteration 70Q (2772.615810 sec): 3 clusters Score: Raw -10260992.053795 + Penalty 27502.168579 = -10233489.885215 nChanged 17 SP:Iteration 71Q (2772.775983 sec): 3 clusters Score: Raw -10261000.799750 + Penalty 27502.168579 = -10233498.631170 nChanged 13 SP:Iteration 72Q (2772.942844 sec): 3 clusters Score: Raw -10261010.071137 + Penalty 27502.168579 = -10233507.902558 nChanged 14 SP:Iteration 73Q (2773.094771 sec): 3 clusters Score: Raw -10261020.859529 + Penalty 27502.168579 = -10233518.690949 nChanged 21 SP:Iteration 74Q (2773.256954 sec): 3 clusters Score: Raw -10261034.829428 + Penalty 27502.168579 = -10233532.660849 nChanged 15 SP:Iteration 75Q (2773.421197 sec): 3 clusters Score: Raw -10261046.102970 + Penalty 27502.168579 = -10233543.934391 nChanged 14 SP:Iteration 76Q (2773.576528 sec): 3 clusters Score: Raw -10261056.703153 + Penalty 27502.168579 = -10233554.534574 nChanged 13 SP:Iteration 77Q (2773.734251 sec): 3 clusters Score: Raw -10261065.261528 + Penalty 27502.168579 = -10233563.092949 nChanged 19 SP:Iteration 78Q (2773.897153 sec): 3 clusters Score: Raw -10261080.667463 + Penalty 27502.168579 = -10233578.498884 nChanged 18 SP:Iteration 79Q (2774.060200 sec): 3 clusters Score: Raw -10261092.168938 + Penalty 27502.168579 = -10233590.000359 nChanged 12 SP:Iteration 80F (2774.224951 sec): 3 clusters Score: Raw -10261100.182677 + Penalty 27502.168579 = -10233598.014098 nChanged 13 SP:Iteration 81Q (2774.383500 sec): 3 clusters Score: Raw -10261107.876547 + Penalty 27502.168579 = -10233605.707968 nChanged 7 SP:Iteration 82Q (2774.548471 sec): 3 clusters Score: Raw -10261112.742319 + Penalty 27502.168579 = -10233610.573740 nChanged 11 SP:Iteration 83Q (2774.708657 sec): 3 clusters Score: Raw -10261119.038582 + Penalty 27502.168579 = -10233616.870003 nChanged 7 SP:Iteration 84Q (2774.869547 sec): 3 clusters Score: Raw -10261124.752722 + Penalty 27502.168579 = -10233622.584143 nChanged 10 SP:Iteration 85Q (2775.013162 sec): 3 clusters Score: Raw -10261130.214740 + Penalty 27502.168579 = -10233628.046161 nChanged 14 SP:Iteration 86Q (2775.140230 sec): 3 clusters Score: Raw -10261140.018395 + Penalty 27502.168579 = -10233637.849816 nChanged 17 SP:Iteration 87Q (2775.283057 sec): 3 clusters Score: Raw -10261150.386855 + Penalty 27502.168579 = -10233648.218276 nChanged 16 SP:Iteration 88Q (2775.421755 sec): 3 clusters Score: Raw -10261161.769756 + Penalty 27502.168579 = -10233659.601177 nChanged 10 SP:Iteration 89Q (2775.586400 sec): 3 clusters Score: Raw -10261168.137800 + Penalty 27502.168579 = -10233665.969221 nChanged 8 SP:Iteration 90Q (2775.745268 sec): 3 clusters Score: Raw -10261172.694560 + Penalty 27502.168579 = -10233670.525981 nChanged 4 SP:Iteration 91Q (2775.907619 sec): 3 clusters Score: Raw -10261175.762668 + Penalty 27502.168579 = -10233673.594089 nChanged 8 SP:Iteration 92Q (2776.071402 sec): 3 clusters Score: Raw -10261180.930084 + Penalty 27502.168579 = -10233678.761505 nChanged 8 SP:Iteration 93Q (2776.225671 sec): 3 clusters Score: Raw -10261185.702782 + Penalty 27502.168579 = -10233683.534203 nChanged 13 SP:Iteration 94Q (2776.390432 sec): 3 clusters Score: Raw -10261194.577980 + Penalty 27502.168579 = -10233692.409401 nChanged 11 SP:Iteration 95Q (2776.533873 sec): 3 clusters Score: Raw -10261201.923181 + Penalty 27502.168579 = -10233699.754602 nChanged 8 SP:Iteration 96Q (2776.696619 sec): 3 clusters Score: Raw -10261206.676906 + Penalty 27502.168579 = -10233704.508327 nChanged 7 SP:Iteration 97Q (2776.846619 sec): 3 clusters Score: Raw -10261210.648787 + Penalty 27502.168579 = -10233708.480208 nChanged 7 SP:Iteration 98Q (2777.004105 sec): 3 clusters Score: Raw -10261215.636229 + Penalty 27502.168579 = -10233713.467650 nChanged 8 SP:Iteration 99Q (2777.153443 sec): 3 clusters Score: Raw -10261220.777093 + Penalty 27502.168579 = -10233718.608513 nChanged 7 SP:Iteration 100F (2777.310268 sec): 3 clusters Score: Raw -10261225.720603 + Penalty 27502.168579 = -10233723.552024 nChanged 5 SP:Iteration 101Q (2777.452491 sec): 3 clusters Score: Raw -10261228.842875 + Penalty 27502.168579 = -10233726.674296 nChanged 5 SP:Iteration 102Q (2777.598467 sec): 3 clusters Score: Raw -10261231.810092 + Penalty 27502.168579 = -10233729.641512 nChanged 5 SP:Iteration 103Q (2777.760875 sec): 3 clusters Score: Raw -10261234.559812 + Penalty 27502.168579 = -10233732.391233 nChanged 4 SP:Iteration 104Q (2777.904846 sec): 3 clusters Score: Raw -10261236.480279 + Penalty 27502.168579 = -10233734.311700 nChanged 3 SP:Iteration 105Q (2778.037686 sec): 3 clusters Score: Raw -10261238.556288 + Penalty 27502.168579 = -10233736.387709 nChanged 2 SP:Iteration 106Q (2778.203773 sec): 3 clusters Score: Raw -10261240.006503 + Penalty 27502.168579 = -10233737.837924 nChanged 4 SP:Iteration 107Q (2778.355532 sec): 3 clusters Score: Raw -10261242.714590 + Penalty 27502.168579 = -10233740.546011 nChanged 4 SP:Iteration 108Q (2778.525649 sec): 3 clusters Score: Raw -10261245.750262 + Penalty 27502.168579 = -10233743.581683 nChanged 4 SP:Iteration 109Q (2778.689416 sec): 3 clusters Score: Raw -10261248.338981 + Penalty 27502.168579 = -10233746.170402 nChanged 3 SP:Iteration 110Q (2778.849355 sec): 3 clusters Score: Raw -10261250.362657 + Penalty 27502.168579 = -10233748.194078 nChanged 2 SP:Iteration 111Q (2779.006861 sec): 3 clusters Score: Raw -10261251.335525 + Penalty 27502.168579 = -10233749.166946 nChanged 1 SP:Iteration 112Q (2779.170285 sec): 3 clusters Score: Raw -10261251.753476 + Penalty 27502.168579 = -10233749.584897 nChanged 3 SP:Iteration 113Q (2779.314452 sec): 3 clusters Score: Raw -10261253.099762 + Penalty 27502.168579 = -10233750.931183 nChanged 1 SP:Iteration 114Q (2779.466128 sec): 3 clusters Score: Raw -10261253.799770 + Penalty 27502.168579 = -10233751.631191 nChanged 0 SP:Iteration 115F (2779.641209 sec): 3 clusters Score: Raw -10261253.799770 + Penalty 27502.168579 = -10233751.631191 nChanged 0 Trying to split cluster 16 (41797 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2779.819285 sec): 2 clusters Score: Raw -16194520.719337 + Penalty 14370.103081 = -16180150.616256 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2780.043603 sec): 3 clusters Score: Raw -16172783.455847 + Penalty 28740.206163 = -16144043.249684 nChanged 16861 SP:Iteration 1F (2780.270739 sec): 3 clusters Score: Raw -16181714.278187 + Penalty 28740.206163 = -16152974.072024 nChanged 2841 SP:Iteration 2F (2780.489666 sec): 3 clusters Score: Raw -16183128.929586 + Penalty 28740.206163 = -16154388.723423 nChanged 2105 SP:Iteration 3F (2780.710855 sec): 3 clusters Score: Raw -16184070.404969 + Penalty 28740.206163 = -16155330.198806 nChanged 1630 SP:Iteration 4Q (2780.981116 sec): 3 clusters Score: Raw -16184756.153310 + Penalty 28740.206163 = -16156015.947147 nChanged 1379 SP:Iteration 5Q (2781.217358 sec): 3 clusters Score: Raw -16185310.252012 + Penalty 28740.206163 = -16156570.045849 nChanged 1189 SP:Iteration 6Q (2781.443418 sec): 3 clusters Score: Raw -16185785.984664 + Penalty 28740.206163 = -16157045.778501 nChanged 1116 SP:Iteration 7Q (2781.715241 sec): 3 clusters Score: Raw -16186225.300951 + Penalty 28740.206163 = -16157485.094788 nChanged 1070 SP:Iteration 8Q (2781.980780 sec): 3 clusters Score: Raw -16186668.651457 + Penalty 28740.206163 = -16157928.445294 nChanged 1060 SP:Iteration 9Q (2782.247982 sec): 3 clusters Score: Raw -16187136.980400 + Penalty 28740.206163 = -16158396.774237 nChanged 1130 SP:Iteration 10Q (2782.500458 sec): 3 clusters Score: Raw -16187659.667128 + Penalty 28740.206163 = -16158919.460965 nChanged 1200 SP:Iteration 11Q (2782.738297 sec): 3 clusters Score: Raw -16188257.181234 + Penalty 28740.206163 = -16159516.975071 nChanged 1267 SP:Iteration 12Q (2783.004871 sec): 3 clusters Score: Raw -16188918.505224 + Penalty 28740.206163 = -16160178.299061 nChanged 1312 SP:Iteration 13Q (2783.264119 sec): 3 clusters Score: Raw -16189626.664626 + Penalty 28740.206163 = -16160886.458463 nChanged 1294 SP:Iteration 14Q (2783.526108 sec): 3 clusters Score: Raw -16190330.561619 + Penalty 28740.206163 = -16161590.355456 nChanged 1301 SP:Iteration 15Q (2783.789702 sec): 3 clusters Score: Raw -16191119.425539 + Penalty 28740.206163 = -16162379.219376 nChanged 1349 SP:Iteration 16Q (2784.045001 sec): 3 clusters Score: Raw -16191995.817941 + Penalty 28740.206163 = -16163255.611778 nChanged 1262 SP:Iteration 17Q (2784.291045 sec): 3 clusters Score: Raw -16192870.641749 + Penalty 28740.206163 = -16164130.435586 nChanged 1130 SP:Iteration 18Q (2784.547643 sec): 3 clusters Score: Raw -16193714.219787 + Penalty 28740.206163 = -16164974.013624 nChanged 1010 SP:Iteration 19Q (2784.794742 sec): 3 clusters Score: Raw -16194570.599035 + Penalty 28740.206163 = -16165830.392872 nChanged 911 SP:Iteration 20F (2785.054774 sec): 3 clusters Score: Raw -16195378.585390 + Penalty 28740.206163 = -16166638.379227 nChanged 750 SP:Iteration 21Q (2785.312917 sec): 3 clusters Score: Raw -16195982.972649 + Penalty 28740.206163 = -16167242.766486 nChanged 598 SP:Iteration 22Q (2785.567651 sec): 3 clusters Score: Raw -16196352.415188 + Penalty 28740.206163 = -16167612.209025 nChanged 411 SP:Iteration 23Q (2785.820762 sec): 3 clusters Score: Raw -16196571.766186 + Penalty 28740.206163 = -16167831.560023 nChanged 288 SP:Iteration 24Q (2786.067646 sec): 3 clusters Score: Raw -16196704.807365 + Penalty 28740.206163 = -16167964.601202 nChanged 211 SP:Iteration 25Q (2786.312165 sec): 3 clusters Score: Raw -16196798.909111 + Penalty 28740.206163 = -16168058.702948 nChanged 165 SP:Iteration 26Q (2786.549918 sec): 3 clusters Score: Raw -16196868.487801 + Penalty 28740.206163 = -16168128.281638 nChanged 140 SP:Iteration 27Q (2786.775341 sec): 3 clusters Score: Raw -16196925.324760 + Penalty 28740.206163 = -16168185.118597 nChanged 107 SP:Iteration 28Q (2786.973570 sec): 3 clusters Score: Raw -16196965.809179 + Penalty 28740.206163 = -16168225.603016 nChanged 88 SP:Iteration 29Q (2787.185092 sec): 3 clusters Score: Raw -16196995.575926 + Penalty 28740.206163 = -16168255.369763 nChanged 77 SP:Iteration 30Q (2787.388128 sec): 3 clusters Score: Raw -16197021.686037 + Penalty 28740.206163 = -16168281.479874 nChanged 61 SP:Iteration 31Q (2787.570917 sec): 3 clusters Score: Raw -16197043.152251 + Penalty 28740.206163 = -16168302.946088 nChanged 64 SP:Iteration 32Q (2787.771817 sec): 3 clusters Score: Raw -16197066.004533 + Penalty 28740.206163 = -16168325.798371 nChanged 55 SP:Iteration 33Q (2787.978861 sec): 3 clusters Score: Raw -16197085.352613 + Penalty 28740.206163 = -16168345.146450 nChanged 48 SP:Iteration 34Q (2788.164826 sec): 3 clusters Score: Raw -16197100.691684 + Penalty 28740.206163 = -16168360.485521 nChanged 32 SP:Iteration 35Q (2788.356653 sec): 3 clusters Score: Raw -16197110.549186 + Penalty 28740.206163 = -16168370.343023 nChanged 33 SP:Iteration 36Q (2788.544378 sec): 3 clusters Score: Raw -16197120.191474 + Penalty 28740.206163 = -16168379.985311 nChanged 28 SP:Iteration 37Q (2788.755036 sec): 3 clusters Score: Raw -16197128.628446 + Penalty 28740.206163 = -16168388.422283 nChanged 23 SP:Iteration 38Q (2788.962353 sec): 3 clusters Score: Raw -16197134.975325 + Penalty 28740.206163 = -16168394.769162 nChanged 18 SP:Iteration 39Q (2789.167870 sec): 3 clusters Score: Raw -16197140.127728 + Penalty 28740.206163 = -16168399.921565 nChanged 19 SP:Iteration 40F (2789.385909 sec): 3 clusters Score: Raw -16197145.339454 + Penalty 28740.206163 = -16168405.133291 nChanged 16 SP:Iteration 41Q (2789.595680 sec): 3 clusters Score: Raw -16197150.250157 + Penalty 28740.206163 = -16168410.043994 nChanged 15 SP:Iteration 42Q (2789.786872 sec): 3 clusters Score: Raw -16197154.409209 + Penalty 28740.206163 = -16168414.203046 nChanged 13 SP:Iteration 43Q (2789.991023 sec): 3 clusters Score: Raw -16197157.544076 + Penalty 28740.206163 = -16168417.337913 nChanged 7 SP:Iteration 44Q (2790.183625 sec): 3 clusters Score: Raw -16197159.216529 + Penalty 28740.206163 = -16168419.010366 nChanged 2 SP:Iteration 45Q (2790.395166 sec): 3 clusters Score: Raw -16197159.778805 + Penalty 28740.206163 = -16168419.572642 nChanged 6 SP:Iteration 46Q (2790.590505 sec): 3 clusters Score: Raw -16197161.383273 + Penalty 28740.206163 = -16168421.177110 nChanged 3 SP:Iteration 47Q (2790.786165 sec): 3 clusters Score: Raw -16197161.965669 + Penalty 28740.206163 = -16168421.759506 nChanged 4 SP:Iteration 48Q (2790.987099 sec): 3 clusters Score: Raw -16197162.925792 + Penalty 28740.206163 = -16168422.719629 nChanged 6 SP:Iteration 49Q (2791.185880 sec): 3 clusters Score: Raw -16197164.266978 + Penalty 28740.206163 = -16168424.060815 nChanged 7 SP:Iteration 50Q (2791.389778 sec): 3 clusters Score: Raw -16197165.957110 + Penalty 28740.206163 = -16168425.750947 nChanged 2 SP:Iteration 51Q (2791.594028 sec): 3 clusters Score: Raw -16197166.546535 + Penalty 28740.206163 = -16168426.340372 nChanged 0 SP:Iteration 52F (2791.819263 sec): 3 clusters Score: Raw -16197166.546535 + Penalty 28740.206163 = -16168426.340372 nChanged 0 Trying to split cluster 17 (7327 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2791.861184 sec): 2 clusters Score: Raw -2786121.923055 + Penalty 12018.533597 = -2774103.389458 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2791.932925 sec): 3 clusters Score: Raw -2784037.086255 + Penalty 24037.067194 = -2760000.019061 nChanged 2015 SP:Iteration 1F (2792.015556 sec): 3 clusters Score: Raw -2785836.218578 + Penalty 24037.067194 = -2761799.151385 nChanged 472 SP:Iteration 2F (2792.078428 sec): 3 clusters Score: Raw -2786319.963479 + Penalty 24037.067194 = -2762282.896285 nChanged 233 SP:Iteration 3Q (2792.162638 sec): 3 clusters Score: Raw -2786564.824200 + Penalty 24037.067194 = -2762527.757006 nChanged 152 SP:Iteration 4Q (2792.224465 sec): 3 clusters Score: Raw -2786749.020674 + Penalty 24037.067194 = -2762711.953480 nChanged 119 SP:Iteration 5Q (2792.300857 sec): 3 clusters Score: Raw -2786880.781125 + Penalty 24037.067194 = -2762843.713931 nChanged 87 SP:Iteration 6Q (2792.374130 sec): 3 clusters Score: Raw -2786967.154945 + Penalty 24037.067194 = -2762930.087752 nChanged 82 SP:Iteration 7Q (2792.456371 sec): 3 clusters Score: Raw -2787049.772689 + Penalty 24037.067194 = -2763012.705495 nChanged 54 SP:Iteration 8Q (2792.529171 sec): 3 clusters Score: Raw -2787105.353861 + Penalty 24037.067194 = -2763068.286668 nChanged 53 SP:Iteration 9Q (2792.599148 sec): 3 clusters Score: Raw -2787161.603210 + Penalty 24037.067194 = -2763124.536016 nChanged 47 SP:Iteration 10Q (2792.669046 sec): 3 clusters Score: Raw -2787201.312117 + Penalty 24037.067194 = -2763164.244924 nChanged 30 SP:Iteration 11Q (2792.746655 sec): 3 clusters Score: Raw -2787228.167592 + Penalty 24037.067194 = -2763191.100399 nChanged 27 SP:Iteration 12Q (2792.821976 sec): 3 clusters Score: Raw -2787251.128749 + Penalty 24037.067194 = -2763214.061556 nChanged 27 SP:Iteration 13Q (2792.903959 sec): 3 clusters Score: Raw -2787276.752204 + Penalty 24037.067194 = -2763239.685011 nChanged 21 SP:Iteration 14Q (2792.970671 sec): 3 clusters Score: Raw -2787294.981429 + Penalty 24037.067194 = -2763257.914236 nChanged 15 SP:Iteration 15Q (2793.051988 sec): 3 clusters Score: Raw -2787307.859382 + Penalty 24037.067194 = -2763270.792188 nChanged 16 SP:Iteration 16Q (2793.117819 sec): 3 clusters Score: Raw -2787320.339272 + Penalty 24037.067194 = -2763283.272079 nChanged 12 SP:Iteration 17Q (2793.191451 sec): 3 clusters Score: Raw -2787329.081761 + Penalty 24037.067194 = -2763292.014568 nChanged 8 SP:Iteration 18Q (2793.269827 sec): 3 clusters Score: Raw -2787335.838179 + Penalty 24037.067194 = -2763298.770986 nChanged 9 SP:Iteration 19Q (2793.344738 sec): 3 clusters Score: Raw -2787346.033067 + Penalty 24037.067194 = -2763308.965873 nChanged 10 SP:Iteration 20F (2793.417754 sec): 3 clusters Score: Raw -2787355.939971 + Penalty 24037.067194 = -2763318.872777 nChanged 14 SP:Iteration 21Q (2793.505311 sec): 3 clusters Score: Raw -2787368.443255 + Penalty 24037.067194 = -2763331.376062 nChanged 18 SP:Iteration 22Q (2793.576165 sec): 3 clusters Score: Raw -2787385.003635 + Penalty 24037.067194 = -2763347.936441 nChanged 13 SP:Iteration 23Q (2793.649606 sec): 3 clusters Score: Raw -2787394.091854 + Penalty 24037.067194 = -2763357.024660 nChanged 12 SP:Iteration 24Q (2793.715978 sec): 3 clusters Score: Raw -2787403.958121 + Penalty 24037.067194 = -2763366.890928 nChanged 10 SP:Iteration 25Q (2793.807060 sec): 3 clusters Score: Raw -2787412.465568 + Penalty 24037.067194 = -2763375.398375 nChanged 13 SP:Iteration 26Q (2793.872645 sec): 3 clusters Score: Raw -2787421.574142 + Penalty 24037.067194 = -2763384.506948 nChanged 6 SP:Iteration 27Q (2793.957529 sec): 3 clusters Score: Raw -2787426.538767 + Penalty 24037.067194 = -2763389.471573 nChanged 4 SP:Iteration 28Q (2794.035233 sec): 3 clusters Score: Raw -2787429.279030 + Penalty 24037.067194 = -2763392.211836 nChanged 1 SP:Iteration 29Q (2794.117331 sec): 3 clusters Score: Raw -2787429.737498 + Penalty 24037.067194 = -2763392.670304 nChanged 0 SP:Iteration 30F (2794.195532 sec): 3 clusters Score: Raw -2787429.737498 + Penalty 24037.067194 = -2763392.670304 nChanged 0 Trying to split cluster 20 (140079 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2794.672841 sec): 2 clusters Score: Raw -55114886.224331 + Penalty 16003.373449 = -55098882.850882 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2795.415479 sec): 3 clusters Score: Raw -55032143.793360 + Penalty 32006.746898 = -55000137.046462 nChanged 62329 SP:Iteration 1F (2796.174068 sec): 3 clusters Score: Raw -55065560.189174 + Penalty 32006.746898 = -55033553.442277 nChanged 6665 SP:Iteration 2Q (2796.879985 sec): 3 clusters Score: Raw -55067795.987572 + Penalty 32006.746898 = -55035789.240674 nChanged 6025 SP:Iteration 3Q (2797.677217 sec): 3 clusters Score: Raw -55069969.156434 + Penalty 32006.746898 = -55037962.409536 nChanged 5933 SP:Iteration 4Q (2798.448933 sec): 3 clusters Score: Raw -55072395.930699 + Penalty 32006.746898 = -55040389.183802 nChanged 6152 SP:Iteration 5Q (2799.253633 sec): 3 clusters Score: Raw -55075409.579743 + Penalty 32006.746898 = -55043402.832845 nChanged 6899 SP:Iteration 6Q (2799.998369 sec): 3 clusters Score: Raw -55079383.801215 + Penalty 32006.746898 = -55047377.054318 nChanged 7763 SP:Iteration 7F (2800.707523 sec): 3 clusters Score: Raw -55084637.280276 + Penalty 32006.746898 = -55052630.533378 nChanged 8535 SP:Iteration 8F (2801.465092 sec): 3 clusters Score: Raw -55091171.159596 + Penalty 32006.746898 = -55059164.412698 nChanged 8738 SP:Iteration 9F (2802.230488 sec): 3 clusters Score: Raw -55098184.834765 + Penalty 32006.746898 = -55066178.087867 nChanged 8107 SP:Iteration 10F (2802.918151 sec): 3 clusters Score: Raw -55104471.176417 + Penalty 32006.746898 = -55072464.429519 nChanged 6750 SP:Iteration 11Q (2803.613863 sec): 3 clusters Score: Raw -55109128.877446 + Penalty 32006.746898 = -55077122.130548 nChanged 5197 SP:Iteration 12Q (2804.345735 sec): 3 clusters Score: Raw -55112037.437696 + Penalty 32006.746898 = -55080030.690798 nChanged 3715 SP:Iteration 13Q (2805.059346 sec): 3 clusters Score: Raw -55113721.864045 + Penalty 32006.746898 = -55081715.117148 nChanged 2727 SP:Iteration 14Q (2805.702123 sec): 3 clusters Score: Raw -55114809.010265 + Penalty 32006.746898 = -55082802.263367 nChanged 2022 SP:Iteration 15Q (2806.315338 sec): 3 clusters Score: Raw -55115577.027296 + Penalty 32006.746898 = -55083570.280398 nChanged 1758 SP:Iteration 16Q (2807.046896 sec): 3 clusters Score: Raw -55116243.075297 + Penalty 32006.746898 = -55084236.328399 nChanged 1604 SP:Iteration 17Q (2807.735776 sec): 3 clusters Score: Raw -55116879.717087 + Penalty 32006.746898 = -55084872.970189 nChanged 1496 SP:Iteration 18Q (2808.419419 sec): 3 clusters Score: Raw -55117509.654415 + Penalty 32006.746898 = -55085502.907517 nChanged 1440 SP:Iteration 19Q (2809.051223 sec): 3 clusters Score: Raw -55118177.904600 + Penalty 32006.746898 = -55086171.157702 nChanged 1389 SP:Iteration 20F (2809.803384 sec): 3 clusters Score: Raw -55118874.666616 + Penalty 32006.746898 = -55086867.919718 nChanged 1357 SP:Iteration 21Q (2810.407645 sec): 3 clusters Score: Raw -55119559.585150 + Penalty 32006.746898 = -55087552.838253 nChanged 1265 SP:Iteration 22Q (2811.018108 sec): 3 clusters Score: Raw -55120240.607574 + Penalty 32006.746898 = -55088233.860676 nChanged 1249 SP:Iteration 23Q (2811.678262 sec): 3 clusters Score: Raw -55120915.602630 + Penalty 32006.746898 = -55088908.855732 nChanged 1128 SP:Iteration 24Q (2812.321693 sec): 3 clusters Score: Raw -55121488.855611 + Penalty 32006.746898 = -55089482.108713 nChanged 1014 SP:Iteration 25Q (2812.969445 sec): 3 clusters Score: Raw -55121997.953852 + Penalty 32006.746898 = -55089991.206955 nChanged 920 SP:Iteration 26Q (2813.603527 sec): 3 clusters Score: Raw -55122470.824135 + Penalty 32006.746898 = -55090464.077237 nChanged 817 SP:Iteration 27Q (2814.248601 sec): 3 clusters Score: Raw -55122847.384669 + Penalty 32006.746898 = -55090840.637772 nChanged 689 SP:Iteration 28Q (2814.838761 sec): 3 clusters Score: Raw -55123155.154533 + Penalty 32006.746898 = -55091148.407636 nChanged 625 SP:Iteration 29Q (2815.402908 sec): 3 clusters Score: Raw -55123399.923103 + Penalty 32006.746898 = -55091393.176205 nChanged 503 SP:Iteration 30Q (2815.960009 sec): 3 clusters Score: Raw -55123567.250666 + Penalty 32006.746898 = -55091560.503768 nChanged 406 SP:Iteration 31Q (2816.533353 sec): 3 clusters Score: Raw -55123684.413650 + Penalty 32006.746898 = -55091677.666752 nChanged 334 SP:Iteration 32Q (2817.137032 sec): 3 clusters Score: Raw -55123769.668610 + Penalty 32006.746898 = -55091762.921712 nChanged 280 SP:Iteration 33Q (2817.670294 sec): 3 clusters Score: Raw -55123826.410175 + Penalty 32006.746898 = -55091819.663277 nChanged 210 SP:Iteration 34Q (2818.205590 sec): 3 clusters Score: Raw -55123868.363363 + Penalty 32006.746898 = -55091861.616465 nChanged 164 SP:Iteration 35Q (2818.739933 sec): 3 clusters Score: Raw -55123896.720534 + Penalty 32006.746898 = -55091889.973636 nChanged 120 SP:Iteration 36Q (2819.270203 sec): 3 clusters Score: Raw -55123916.025167 + Penalty 32006.746898 = -55091909.278269 nChanged 96 SP:Iteration 37Q (2819.813026 sec): 3 clusters Score: Raw -55123930.919247 + Penalty 32006.746898 = -55091924.172349 nChanged 77 SP:Iteration 38Q (2820.364650 sec): 3 clusters Score: Raw -55123943.042388 + Penalty 32006.746898 = -55091936.295490 nChanged 69 SP:Iteration 39Q (2821.017097 sec): 3 clusters Score: Raw -55123953.885744 + Penalty 32006.746898 = -55091947.138846 nChanged 49 SP:Iteration 40F (2821.752977 sec): 3 clusters Score: Raw -55123961.523077 + Penalty 32006.746898 = -55091954.776180 nChanged 51 SP:Iteration 41Q (2822.322041 sec): 3 clusters Score: Raw -55123968.866505 + Penalty 32006.746898 = -55091962.119607 nChanged 44 SP:Iteration 42Q (2822.935770 sec): 3 clusters Score: Raw -55123974.371187 + Penalty 32006.746898 = -55091967.624289 nChanged 29 SP:Iteration 43Q (2823.528300 sec): 3 clusters Score: Raw -55123978.204740 + Penalty 32006.746898 = -55091971.457842 nChanged 26 SP:Iteration 44Q (2824.083035 sec): 3 clusters Score: Raw -55123981.564622 + Penalty 32006.746898 = -55091974.817724 nChanged 18 SP:Iteration 45Q (2824.698015 sec): 3 clusters Score: Raw -55123983.791264 + Penalty 32006.746898 = -55091977.044366 nChanged 17 SP:Iteration 46Q (2825.295786 sec): 3 clusters Score: Raw -55123985.924914 + Penalty 32006.746898 = -55091979.178016 nChanged 17 SP:Iteration 47Q (2825.927972 sec): 3 clusters Score: Raw -55123987.958983 + Penalty 32006.746898 = -55091981.212085 nChanged 13 SP:Iteration 48Q (2826.570660 sec): 3 clusters Score: Raw -55123989.422300 + Penalty 32006.746898 = -55091982.675402 nChanged 12 SP:Iteration 49Q (2827.199393 sec): 3 clusters Score: Raw -55123990.955849 + Penalty 32006.746898 = -55091984.208951 nChanged 18 SP:Iteration 50Q (2827.820050 sec): 3 clusters Score: Raw -55123993.287958 + Penalty 32006.746898 = -55091986.541060 nChanged 13 SP:Iteration 51Q (2828.429841 sec): 3 clusters Score: Raw -55123994.852901 + Penalty 32006.746898 = -55091988.106003 nChanged 15 SP:Iteration 52Q (2829.032440 sec): 3 clusters Score: Raw -55123996.520283 + Penalty 32006.746898 = -55091989.773385 nChanged 11 SP:Iteration 53Q (2829.619469 sec): 3 clusters Score: Raw -55123997.761101 + Penalty 32006.746898 = -55091991.014203 nChanged 11 SP:Iteration 54Q (2830.174925 sec): 3 clusters Score: Raw -55123999.139389 + Penalty 32006.746898 = -55091992.392491 nChanged 11 SP:Iteration 55Q (2830.754393 sec): 3 clusters Score: Raw -55124000.150359 + Penalty 32006.746898 = -55091993.403461 nChanged 5 SP:Iteration 56Q (2831.280846 sec): 3 clusters Score: Raw -55124000.729590 + Penalty 32006.746898 = -55091993.982692 nChanged 6 SP:Iteration 57Q (2831.879184 sec): 3 clusters Score: Raw -55124001.463704 + Penalty 32006.746898 = -55091994.716806 nChanged 3 SP:Iteration 58Q (2832.410776 sec): 3 clusters Score: Raw -55124001.690161 + Penalty 32006.746898 = -55091994.943263 nChanged 2 SP:Iteration 59Q (2832.939562 sec): 3 clusters Score: Raw -55124001.965183 + Penalty 32006.746898 = -55091995.218285 nChanged 5 SP:Iteration 60F (2833.595541 sec): 3 clusters Score: Raw -55124002.389925 + Penalty 32006.746898 = -55091995.643028 nChanged 6 SP:Iteration 61Q (2834.118484 sec): 3 clusters Score: Raw -55124003.028033 + Penalty 32006.746898 = -55091996.281135 nChanged 4 SP:Iteration 62Q (2834.649850 sec): 3 clusters Score: Raw -55124003.600997 + Penalty 32006.746898 = -55091996.854099 nChanged 3 SP:Iteration 63Q (2835.189266 sec): 3 clusters Score: Raw -55124003.927204 + Penalty 32006.746898 = -55091997.180306 nChanged 2 SP:Iteration 64Q (2835.721333 sec): 3 clusters Score: Raw -55124004.138684 + Penalty 32006.746898 = -55091997.391786 nChanged 2 SP:Iteration 65Q (2836.301009 sec): 3 clusters Score: Raw -55124004.273793 + Penalty 32006.746898 = -55091997.526895 nChanged 3 SP:Iteration 66Q (2836.862820 sec): 3 clusters Score: Raw -55124004.596999 + Penalty 32006.746898 = -55091997.850102 nChanged 3 SP:Iteration 67Q (2837.411638 sec): 3 clusters Score: Raw -55124005.150126 + Penalty 32006.746898 = -55091998.403229 nChanged 1 SP:Iteration 68Q (2837.997779 sec): 3 clusters Score: Raw -55124005.383508 + Penalty 32006.746898 = -55091998.636610 nChanged 2 SP:Iteration 69Q (2838.578838 sec): 3 clusters Score: Raw -55124005.649729 + Penalty 32006.746898 = -55091998.902832 nChanged 2 SP:Iteration 70Q (2839.210566 sec): 3 clusters Score: Raw -55124005.864653 + Penalty 32006.746898 = -55091999.117755 nChanged 2 SP:Iteration 71Q (2839.777169 sec): 3 clusters Score: Raw -55124006.052515 + Penalty 32006.746898 = -55091999.305617 nChanged 1 SP:Iteration 72Q (2840.425250 sec): 3 clusters Score: Raw -55124006.111510 + Penalty 32006.746898 = -55091999.364612 nChanged 0 SP:Iteration 73F (2841.174891 sec): 3 clusters Score: Raw -55124006.111510 + Penalty 32006.746898 = -55091999.364612 nChanged 0 Iteration 99Q (2844.703625 sec): 15 clusters Score: Raw -140026243.567051 + Penalty 241936.672153 = -139784306.894898 nChanged 41 Iteration 100F (2854.019187 sec): 15 clusters Score: Raw -140026248.634766 + Penalty 241936.672153 = -139784311.962613 nChanged 38 Iteration 101Q (2857.298074 sec): 15 clusters Score: Raw -140026254.341164 + Penalty 241936.672153 = -139784317.669010 nChanged 23 Iteration 102Q (2860.549280 sec): 15 clusters Score: Raw -140026259.806695 + Penalty 241936.672153 = -139784323.134541 nChanged 28 Iteration 103Q (2864.171203 sec): 15 clusters Score: Raw -140026263.080025 + Penalty 241936.672153 = -139784326.407872 nChanged 19 Iteration 104Q (2867.633208 sec): 15 clusters Score: Raw -140026265.257291 + Penalty 241936.672153 = -139784328.585138 nChanged 22 Iteration 105Q (2870.878552 sec): 15 clusters Score: Raw -140026267.618350 + Penalty 241936.672153 = -139784330.946197 nChanged 12 Iteration 106Q (2874.151316 sec): 15 clusters Score: Raw -140026269.231025 + Penalty 241936.672153 = -139784332.558872 nChanged 13 Iteration 107Q (2877.484593 sec): 15 clusters Score: Raw -140026270.483103 + Penalty 241936.672153 = -139784333.810949 nChanged 15 Iteration 108Q (2880.658963 sec): 15 clusters Score: Raw -140026272.448626 + Penalty 241936.672153 = -139784335.776472 nChanged 9 Iteration 109Q (2883.872609 sec): 15 clusters Score: Raw -140026274.583613 + Penalty 241936.672153 = -139784337.911459 nChanged 12 Iteration 110Q (2887.117063 sec): 15 clusters Score: Raw -140026276.809214 + Penalty 241936.672153 = -139784340.137060 nChanged 12 Iteration 111Q (2890.128863 sec): 15 clusters Score: Raw -140026277.979182 + Penalty 241936.672153 = -139784341.307028 nChanged 11 Iteration 112Q (2893.414915 sec): 15 clusters Score: Raw -140026279.946417 + Penalty 241936.672153 = -139784343.274264 nChanged 13 Iteration 113Q (2896.415685 sec): 15 clusters Score: Raw -140026281.782151 + Penalty 241936.672153 = -139784345.109998 nChanged 13 Iteration 114Q (2899.524050 sec): 15 clusters Score: Raw -140026282.854433 + Penalty 241936.672153 = -139784346.182280 nChanged 10 Iteration 115Q (2902.942569 sec): 15 clusters Score: Raw -140026283.782805 + Penalty 241936.672153 = -139784347.110652 nChanged 10 Iteration 116Q (2905.893807 sec): 15 clusters Score: Raw -140026284.738165 + Penalty 241936.672153 = -139784348.066012 nChanged 7 Iteration 117Q (2909.310997 sec): 15 clusters Score: Raw -140026285.285928 + Penalty 241936.672153 = -139784348.613774 nChanged 9 Iteration 118Q (2912.247096 sec): 15 clusters Score: Raw -140026285.883941 + Penalty 241936.672153 = -139784349.211787 nChanged 6 Iteration 119Q (2915.391012 sec): 15 clusters Score: Raw -140026286.147045 + Penalty 241936.672153 = -139784349.474891 nChanged 4 Iteration 120F (2924.716763 sec): 15 clusters Score: Raw -140026286.421414 + Penalty 241936.672153 = -139784349.749260 nChanged 1 Iteration 121Q (2927.899253 sec): 15 clusters Score: Raw -140026286.459691 + Penalty 241936.672153 = -139784349.787538 nChanged 0 Iteration 122F (2937.359860 sec): 15 clusters Score: Raw -140026286.459691 + Penalty 241936.672153 = -139784349.787538 nChanged 0 Compute initial score before splitting: Score: Raw -140026286.459691 + Penalty 241936.672153 = -139784349.787538 Trying to split cluster 1 (84807 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2937.811123 sec): 2 clusters Score: Raw -33342786.718955 + Penalty 15325.654110 = -33327461.064845 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2938.279491 sec): 3 clusters Score: Raw -33294803.952801 + Penalty 30651.308220 = -33264152.644581 nChanged 36386 SP:Iteration 1F (2938.769628 sec): 3 clusters Score: Raw -33314421.835121 + Penalty 30651.308220 = -33283770.526901 nChanged 5379 SP:Iteration 2F (2939.241150 sec): 3 clusters Score: Raw -33317426.041173 + Penalty 30651.308220 = -33286774.732953 nChanged 5219 SP:Iteration 3F (2939.718710 sec): 3 clusters Score: Raw -33321146.319984 + Penalty 30651.308220 = -33290495.011763 nChanged 5791 SP:Iteration 4F (2940.174386 sec): 3 clusters Score: Raw -33326192.103265 + Penalty 30651.308220 = -33295540.795045 nChanged 6440 SP:Iteration 5F (2940.650346 sec): 3 clusters Score: Raw -33332158.968894 + Penalty 30651.308220 = -33301507.660673 nChanged 6702 SP:Iteration 6F (2941.121466 sec): 3 clusters Score: Raw -33337949.506146 + Penalty 30651.308220 = -33307298.197926 nChanged 5851 SP:Iteration 7F (2941.587260 sec): 3 clusters Score: Raw -33342213.918115 + Penalty 30651.308220 = -33311562.609894 nChanged 4582 SP:Iteration 8F (2942.025543 sec): 3 clusters Score: Raw -33344825.769143 + Penalty 30651.308220 = -33314174.460923 nChanged 3236 SP:Iteration 9Q (2942.506725 sec): 3 clusters Score: Raw -33346145.534898 + Penalty 30651.308220 = -33315494.226678 nChanged 2057 SP:Iteration 10Q (2942.970248 sec): 3 clusters Score: Raw -33346776.623430 + Penalty 30651.308220 = -33316125.315210 nChanged 1315 SP:Iteration 11Q (2943.467816 sec): 3 clusters Score: Raw -33347137.880152 + Penalty 30651.308220 = -33316486.571931 nChanged 1036 SP:Iteration 12Q (2943.952181 sec): 3 clusters Score: Raw -33347408.400606 + Penalty 30651.308220 = -33316757.092386 nChanged 829 SP:Iteration 13Q (2944.419859 sec): 3 clusters Score: Raw -33347613.369477 + Penalty 30651.308220 = -33316962.061256 nChanged 699 SP:Iteration 14Q (2944.885919 sec): 3 clusters Score: Raw -33347775.591918 + Penalty 30651.308220 = -33317124.283698 nChanged 610 SP:Iteration 15Q (2945.367336 sec): 3 clusters Score: Raw -33347911.773357 + Penalty 30651.308220 = -33317260.465136 nChanged 549 SP:Iteration 16Q (2945.825308 sec): 3 clusters Score: Raw -33348020.182544 + Penalty 30651.308220 = -33317368.874323 nChanged 492 SP:Iteration 17Q (2946.319183 sec): 3 clusters Score: Raw -33348121.672699 + Penalty 30651.308220 = -33317470.364479 nChanged 469 SP:Iteration 18Q (2946.818656 sec): 3 clusters Score: Raw -33348213.158253 + Penalty 30651.308220 = -33317561.850032 nChanged 430 SP:Iteration 19Q (2947.296921 sec): 3 clusters Score: Raw -33348294.849002 + Penalty 30651.308220 = -33317643.540781 nChanged 451 SP:Iteration 20F (2947.756347 sec): 3 clusters Score: Raw -33348381.058119 + Penalty 30651.308220 = -33317729.749898 nChanged 439 SP:Iteration 21Q (2948.209410 sec): 3 clusters Score: Raw -33348465.698084 + Penalty 30651.308220 = -33317814.389864 nChanged 413 SP:Iteration 22Q (2948.686481 sec): 3 clusters Score: Raw -33348545.930871 + Penalty 30651.308220 = -33317894.622651 nChanged 419 SP:Iteration 23Q (2949.160419 sec): 3 clusters Score: Raw -33348628.638558 + Penalty 30651.308220 = -33317977.330337 nChanged 411 SP:Iteration 24Q (2949.616102 sec): 3 clusters Score: Raw -33348708.835896 + Penalty 30651.308220 = -33318057.527675 nChanged 402 SP:Iteration 25Q (2950.029527 sec): 3 clusters Score: Raw -33348789.027665 + Penalty 30651.308220 = -33318137.719444 nChanged 398 SP:Iteration 26Q (2950.490341 sec): 3 clusters Score: Raw -33348868.074633 + Penalty 30651.308220 = -33318216.766413 nChanged 407 SP:Iteration 27Q (2950.902833 sec): 3 clusters Score: Raw -33348949.401720 + Penalty 30651.308220 = -33318298.093500 nChanged 387 SP:Iteration 28Q (2951.302962 sec): 3 clusters Score: Raw -33349027.284215 + Penalty 30651.308220 = -33318375.975995 nChanged 392 SP:Iteration 29Q (2951.707301 sec): 3 clusters Score: Raw -33349102.086364 + Penalty 30651.308220 = -33318450.778143 nChanged 391 SP:Iteration 30Q (2952.156953 sec): 3 clusters Score: Raw -33349176.282156 + Penalty 30651.308220 = -33318524.973935 nChanged 402 SP:Iteration 31Q (2952.617788 sec): 3 clusters Score: Raw -33349256.443088 + Penalty 30651.308220 = -33318605.134868 nChanged 392 SP:Iteration 32Q (2953.079634 sec): 3 clusters Score: Raw -33349333.081956 + Penalty 30651.308220 = -33318681.773735 nChanged 372 SP:Iteration 33Q (2953.574199 sec): 3 clusters Score: Raw -33349407.018101 + Penalty 30651.308220 = -33318755.709881 nChanged 371 SP:Iteration 34Q (2954.060058 sec): 3 clusters Score: Raw -33349479.793850 + Penalty 30651.308220 = -33318828.485630 nChanged 379 SP:Iteration 35Q (2954.538066 sec): 3 clusters Score: Raw -33349549.427759 + Penalty 30651.308220 = -33318898.119538 nChanged 347 SP:Iteration 36Q (2954.976503 sec): 3 clusters Score: Raw -33349618.787937 + Penalty 30651.308220 = -33318967.479716 nChanged 387 SP:Iteration 37Q (2955.403706 sec): 3 clusters Score: Raw -33349696.278480 + Penalty 30651.308220 = -33319044.970260 nChanged 379 SP:Iteration 38Q (2955.798608 sec): 3 clusters Score: Raw -33349768.177456 + Penalty 30651.308220 = -33319116.869236 nChanged 344 SP:Iteration 39Q (2956.214249 sec): 3 clusters Score: Raw -33349833.306136 + Penalty 30651.308220 = -33319181.997915 nChanged 346 SP:Iteration 40F (2956.634885 sec): 3 clusters Score: Raw -33349897.192681 + Penalty 30651.308220 = -33319245.884461 nChanged 325 SP:Iteration 41Q (2957.031475 sec): 3 clusters Score: Raw -33349958.433571 + Penalty 30651.308220 = -33319307.125351 nChanged 310 SP:Iteration 42Q (2957.439856 sec): 3 clusters Score: Raw -33350016.444224 + Penalty 30651.308220 = -33319365.136004 nChanged 309 SP:Iteration 43Q (2957.847694 sec): 3 clusters Score: Raw -33350070.012350 + Penalty 30651.308220 = -33319418.704130 nChanged 293 SP:Iteration 44Q (2958.243991 sec): 3 clusters Score: Raw -33350125.256541 + Penalty 30651.308220 = -33319473.948321 nChanged 297 SP:Iteration 45Q (2958.647218 sec): 3 clusters Score: Raw -33350177.534409 + Penalty 30651.308220 = -33319526.226188 nChanged 276 SP:Iteration 46Q (2959.053437 sec): 3 clusters Score: Raw -33350223.231967 + Penalty 30651.308220 = -33319571.923747 nChanged 230 SP:Iteration 47Q (2959.479928 sec): 3 clusters Score: Raw -33350260.542390 + Penalty 30651.308220 = -33319609.234170 nChanged 208 SP:Iteration 48Q (2959.941655 sec): 3 clusters Score: Raw -33350292.073853 + Penalty 30651.308220 = -33319640.765632 nChanged 192 SP:Iteration 49Q (2960.346707 sec): 3 clusters Score: Raw -33350319.785720 + Penalty 30651.308220 = -33319668.477500 nChanged 160 SP:Iteration 50Q (2960.783463 sec): 3 clusters Score: Raw -33350343.924032 + Penalty 30651.308220 = -33319692.615811 nChanged 149 SP:Iteration 51Q (2961.197096 sec): 3 clusters Score: Raw -33350365.422533 + Penalty 30651.308220 = -33319714.114313 nChanged 130 SP:Iteration 52Q (2961.638542 sec): 3 clusters Score: Raw -33350384.692718 + Penalty 30651.308220 = -33319733.384498 nChanged 127 SP:Iteration 53Q (2962.072986 sec): 3 clusters Score: Raw -33350401.840334 + Penalty 30651.308220 = -33319750.532114 nChanged 112 SP:Iteration 54Q (2962.489385 sec): 3 clusters Score: Raw -33350417.081189 + Penalty 30651.308220 = -33319765.772969 nChanged 102 SP:Iteration 55Q (2962.892970 sec): 3 clusters Score: Raw -33350429.994464 + Penalty 30651.308220 = -33319778.686244 nChanged 91 SP:Iteration 56Q (2963.335836 sec): 3 clusters Score: Raw -33350442.334972 + Penalty 30651.308220 = -33319791.026751 nChanged 104 SP:Iteration 57Q (2963.786132 sec): 3 clusters Score: Raw -33350456.477855 + Penalty 30651.308220 = -33319805.169634 nChanged 110 SP:Iteration 58Q (2964.223797 sec): 3 clusters Score: Raw -33350472.684020 + Penalty 30651.308220 = -33319821.375799 nChanged 109 SP:Iteration 59Q (2964.618794 sec): 3 clusters Score: Raw -33350489.026581 + Penalty 30651.308220 = -33319837.718361 nChanged 110 SP:Iteration 60F (2965.019939 sec): 3 clusters Score: Raw -33350503.752356 + Penalty 30651.308220 = -33319852.444136 nChanged 87 SP:Iteration 61Q (2965.424337 sec): 3 clusters Score: Raw -33350516.259412 + Penalty 30651.308220 = -33319864.951192 nChanged 88 SP:Iteration 62Q (2965.849677 sec): 3 clusters Score: Raw -33350529.449841 + Penalty 30651.308220 = -33319878.141620 nChanged 82 SP:Iteration 63Q (2966.237757 sec): 3 clusters Score: Raw -33350540.611349 + Penalty 30651.308220 = -33319889.303128 nChanged 87 SP:Iteration 64Q (2966.630148 sec): 3 clusters Score: Raw -33350552.396448 + Penalty 30651.308220 = -33319901.088228 nChanged 86 SP:Iteration 65Q (2967.022540 sec): 3 clusters Score: Raw -33350562.756855 + Penalty 30651.308220 = -33319911.448635 nChanged 76 SP:Iteration 66Q (2967.424965 sec): 3 clusters Score: Raw -33350572.020304 + Penalty 30651.308220 = -33319920.712084 nChanged 65 SP:Iteration 67Q (2967.815439 sec): 3 clusters Score: Raw -33350580.197021 + Penalty 30651.308220 = -33319928.888801 nChanged 57 SP:Iteration 68Q (2968.211200 sec): 3 clusters Score: Raw -33350587.334980 + Penalty 30651.308220 = -33319936.026759 nChanged 54 SP:Iteration 69Q (2968.599130 sec): 3 clusters Score: Raw -33350593.919509 + Penalty 30651.308220 = -33319942.611289 nChanged 62 SP:Iteration 70Q (2968.995144 sec): 3 clusters Score: Raw -33350601.131264 + Penalty 30651.308220 = -33319949.823044 nChanged 45 SP:Iteration 71Q (2969.390817 sec): 3 clusters Score: Raw -33350606.080878 + Penalty 30651.308220 = -33319954.772657 nChanged 52 SP:Iteration 72Q (2969.789742 sec): 3 clusters Score: Raw -33350612.577449 + Penalty 30651.308220 = -33319961.269229 nChanged 63 SP:Iteration 73Q (2970.187418 sec): 3 clusters Score: Raw -33350620.021272 + Penalty 30651.308220 = -33319968.713052 nChanged 51 SP:Iteration 74Q (2970.583427 sec): 3 clusters Score: Raw -33350626.142550 + Penalty 30651.308220 = -33319974.834330 nChanged 51 SP:Iteration 75Q (2971.021496 sec): 3 clusters Score: Raw -33350632.275396 + Penalty 30651.308220 = -33319980.967176 nChanged 63 SP:Iteration 76Q (2971.501866 sec): 3 clusters Score: Raw -33350639.724553 + Penalty 30651.308220 = -33319988.416332 nChanged 46 SP:Iteration 77Q (2971.927329 sec): 3 clusters Score: Raw -33350644.767139 + Penalty 30651.308220 = -33319993.458919 nChanged 38 SP:Iteration 78Q (2972.328531 sec): 3 clusters Score: Raw -33350649.097529 + Penalty 30651.308220 = -33319997.789309 nChanged 34 SP:Iteration 79Q (2972.771172 sec): 3 clusters Score: Raw -33350652.992347 + Penalty 30651.308220 = -33320001.684126 nChanged 31 SP:Iteration 80F (2973.231681 sec): 3 clusters Score: Raw -33350656.108715 + Penalty 30651.308220 = -33320004.800495 nChanged 28 SP:Iteration 81Q (2973.673752 sec): 3 clusters Score: Raw -33350659.062144 + Penalty 30651.308220 = -33320007.753923 nChanged 24 SP:Iteration 82Q (2974.095465 sec): 3 clusters Score: Raw -33350662.089640 + Penalty 30651.308220 = -33320010.781419 nChanged 35 SP:Iteration 83Q (2974.501197 sec): 3 clusters Score: Raw -33350665.693393 + Penalty 30651.308220 = -33320014.385172 nChanged 33 SP:Iteration 84Q (2974.904025 sec): 3 clusters Score: Raw -33350669.546226 + Penalty 30651.308220 = -33320018.238006 nChanged 23 SP:Iteration 85Q (2975.301034 sec): 3 clusters Score: Raw -33350672.414298 + Penalty 30651.308220 = -33320021.106078 nChanged 23 SP:Iteration 86Q (2975.688209 sec): 3 clusters Score: Raw -33350674.637974 + Penalty 30651.308220 = -33320023.329754 nChanged 15 SP:Iteration 87Q (2976.092564 sec): 3 clusters Score: Raw -33350676.246648 + Penalty 30651.308220 = -33320024.938428 nChanged 17 SP:Iteration 88Q (2976.489962 sec): 3 clusters Score: Raw -33350677.928393 + Penalty 30651.308220 = -33320026.620173 nChanged 14 SP:Iteration 89Q (2976.881396 sec): 3 clusters Score: Raw -33350679.417714 + Penalty 30651.308220 = -33320028.109494 nChanged 20 SP:Iteration 90Q (2977.285406 sec): 3 clusters Score: Raw -33350681.860489 + Penalty 30651.308220 = -33320030.552269 nChanged 17 SP:Iteration 91Q (2977.726084 sec): 3 clusters Score: Raw -33350683.993206 + Penalty 30651.308220 = -33320032.684986 nChanged 14 SP:Iteration 92Q (2978.155395 sec): 3 clusters Score: Raw -33350685.294864 + Penalty 30651.308220 = -33320033.986643 nChanged 11 SP:Iteration 93Q (2978.630074 sec): 3 clusters Score: Raw -33350686.468008 + Penalty 30651.308220 = -33320035.159788 nChanged 16 SP:Iteration 94Q (2979.083147 sec): 3 clusters Score: Raw -33350688.237284 + Penalty 30651.308220 = -33320036.929064 nChanged 16 SP:Iteration 95Q (2979.530440 sec): 3 clusters Score: Raw -33350690.245147 + Penalty 30651.308220 = -33320038.936926 nChanged 24 SP:Iteration 96Q (2979.968070 sec): 3 clusters Score: Raw -33350692.726333 + Penalty 30651.308220 = -33320041.418113 nChanged 9 SP:Iteration 97Q (2980.412761 sec): 3 clusters Score: Raw -33350693.668052 + Penalty 30651.308220 = -33320042.359832 nChanged 7 SP:Iteration 98Q (2980.824846 sec): 3 clusters Score: Raw -33350694.247445 + Penalty 30651.308220 = -33320042.939225 nChanged 5 SP:Iteration 99Q (2981.228453 sec): 3 clusters Score: Raw -33350694.811321 + Penalty 30651.308220 = -33320043.503101 nChanged 5 SP:Iteration 100F (2981.655055 sec): 3 clusters Score: Raw -33350695.370848 + Penalty 30651.308220 = -33320044.062627 nChanged 3 SP:Iteration 101Q (2982.062603 sec): 3 clusters Score: Raw -33350695.674579 + Penalty 30651.308220 = -33320044.366358 nChanged 3 SP:Iteration 102Q (2982.461958 sec): 3 clusters Score: Raw -33350695.973364 + Penalty 30651.308220 = -33320044.665143 nChanged 3 SP:Iteration 103Q (2982.859703 sec): 3 clusters Score: Raw -33350696.227093 + Penalty 30651.308220 = -33320044.918872 nChanged 3 SP:Iteration 104Q (2983.252339 sec): 3 clusters Score: Raw -33350696.632935 + Penalty 30651.308220 = -33320045.324714 nChanged 6 SP:Iteration 105Q (2983.659133 sec): 3 clusters Score: Raw -33350697.161412 + Penalty 30651.308220 = -33320045.853192 nChanged 2 SP:Iteration 106Q (2984.052928 sec): 3 clusters Score: Raw -33350697.381424 + Penalty 30651.308220 = -33320046.073203 nChanged 5 SP:Iteration 107Q (2984.446691 sec): 3 clusters Score: Raw -33350698.021353 + Penalty 30651.308220 = -33320046.713132 nChanged 3 SP:Iteration 108Q (2984.839426 sec): 3 clusters Score: Raw -33350698.288275 + Penalty 30651.308220 = -33320046.980054 nChanged 3 SP:Iteration 109Q (2985.233642 sec): 3 clusters Score: Raw -33350698.540087 + Penalty 30651.308220 = -33320047.231867 nChanged 1 SP:Iteration 110Q (2985.626332 sec): 3 clusters Score: Raw -33350698.606546 + Penalty 30651.308220 = -33320047.298326 nChanged 2 SP:Iteration 111Q (2986.022844 sec): 3 clusters Score: Raw -33350698.731289 + Penalty 30651.308220 = -33320047.423069 nChanged 1 SP:Iteration 112Q (2986.424909 sec): 3 clusters Score: Raw -33350698.853438 + Penalty 30651.308220 = -33320047.545218 nChanged 1 SP:Iteration 113Q (2986.823194 sec): 3 clusters Score: Raw -33350698.914101 + Penalty 30651.308220 = -33320047.605881 nChanged 1 SP:Iteration 114Q (2987.242283 sec): 3 clusters Score: Raw -33350699.040523 + Penalty 30651.308220 = -33320047.732302 nChanged 3 SP:Iteration 115Q (2987.698375 sec): 3 clusters Score: Raw -33350699.298851 + Penalty 30651.308220 = -33320047.990630 nChanged 3 SP:Iteration 116Q (2988.102504 sec): 3 clusters Score: Raw -33350699.546362 + Penalty 30651.308220 = -33320048.238142 nChanged 3 SP:Iteration 117Q (2988.514378 sec): 3 clusters Score: Raw -33350699.851428 + Penalty 30651.308220 = -33320048.543208 nChanged 2 SP:Iteration 118Q (2988.946252 sec): 3 clusters Score: Raw -33350700.043815 + Penalty 30651.308220 = -33320048.735595 nChanged 0 SP:Iteration 119F (2989.416900 sec): 3 clusters Score: Raw -33350700.043815 + Penalty 30651.308220 = -33320048.735595 nChanged 0 Trying to split cluster 5 (1577 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2989.455357 sec): 2 clusters Score: Raw -597481.747534 + Penalty 9944.109082 = -587537.638452 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2989.501951 sec): 3 clusters Score: Raw -598094.964552 + Penalty 19888.218164 = -578206.746388 nChanged 180 SP:Iteration 1F (2989.552595 sec): 3 clusters Score: Raw -598678.086794 + Penalty 19888.218164 = -578789.868630 nChanged 53 SP:Iteration 2Q (2989.598527 sec): 3 clusters Score: Raw -598875.890271 + Penalty 19888.218164 = -578987.672106 nChanged 22 SP:Iteration 3Q (2989.655140 sec): 3 clusters Score: Raw -598956.948572 + Penalty 19888.218164 = -579068.730408 nChanged 14 SP:Iteration 4Q (2989.707028 sec): 3 clusters Score: Raw -599016.832666 + Penalty 19888.218164 = -579128.614501 nChanged 9 SP:Iteration 5Q (2989.758441 sec): 3 clusters Score: Raw -599049.285030 + Penalty 19888.218164 = -579161.066866 nChanged 17 SP:Iteration 6Q (2989.809077 sec): 3 clusters Score: Raw -599110.260647 + Penalty 19888.218164 = -579222.042482 nChanged 5 SP:Iteration 7Q (2989.849559 sec): 3 clusters Score: Raw -599129.565693 + Penalty 19888.218164 = -579241.347529 nChanged 2 SP:Iteration 8Q (2989.910126 sec): 3 clusters Score: Raw -599137.510420 + Penalty 19888.218164 = -579249.292256 nChanged 3 SP:Iteration 9Q (2989.958375 sec): 3 clusters Score: Raw -599144.614197 + Penalty 19888.218164 = -579256.396033 nChanged 0 SP:Iteration 10F (2990.002934 sec): 3 clusters Score: Raw -599144.614197 + Penalty 19888.218164 = -579256.396033 nChanged 0 Trying to split cluster 6 (7868 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2990.067949 sec): 2 clusters Score: Raw -3070438.577385 + Penalty 12114.740172 = -3058323.837213 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2990.151785 sec): 3 clusters Score: Raw -3067871.154966 + Penalty 24229.480344 = -3043641.674622 nChanged 2215 SP:Iteration 1F (2990.234727 sec): 3 clusters Score: Raw -3070597.780852 + Penalty 24229.480344 = -3046368.300508 nChanged 656 SP:Iteration 2F (2990.294600 sec): 3 clusters Score: Raw -3071410.933900 + Penalty 24229.480344 = -3047181.453557 nChanged 365 SP:Iteration 3Q (2990.388873 sec): 3 clusters Score: Raw -3071817.005068 + Penalty 24229.480344 = -3047587.524724 nChanged 247 SP:Iteration 4Q (2990.472295 sec): 3 clusters Score: Raw -3072098.013890 + Penalty 24229.480344 = -3047868.533546 nChanged 209 SP:Iteration 5Q (2990.557132 sec): 3 clusters Score: Raw -3072317.882913 + Penalty 24229.480344 = -3048088.402569 nChanged 169 SP:Iteration 6Q (2990.640452 sec): 3 clusters Score: Raw -3072499.982605 + Penalty 24229.480344 = -3048270.502261 nChanged 141 SP:Iteration 7Q (2990.717721 sec): 3 clusters Score: Raw -3072650.422530 + Penalty 24229.480344 = -3048420.942187 nChanged 109 SP:Iteration 8Q (2990.805688 sec): 3 clusters Score: Raw -3072761.143206 + Penalty 24229.480344 = -3048531.662862 nChanged 94 SP:Iteration 9Q (2990.876118 sec): 3 clusters Score: Raw -3072850.302820 + Penalty 24229.480344 = -3048620.822476 nChanged 92 SP:Iteration 10Q (2990.960454 sec): 3 clusters Score: Raw -3072938.759857 + Penalty 24229.480344 = -3048709.279513 nChanged 82 SP:Iteration 11Q (2991.033815 sec): 3 clusters Score: Raw -3073017.254407 + Penalty 24229.480344 = -3048787.774063 nChanged 63 SP:Iteration 12Q (2991.104727 sec): 3 clusters Score: Raw -3073084.174504 + Penalty 24229.480344 = -3048854.694160 nChanged 59 SP:Iteration 13Q (2991.180283 sec): 3 clusters Score: Raw -3073140.238672 + Penalty 24229.480344 = -3048910.758328 nChanged 44 SP:Iteration 14Q (2991.267247 sec): 3 clusters Score: Raw -3073187.263354 + Penalty 24229.480344 = -3048957.783010 nChanged 51 SP:Iteration 15Q (2991.340681 sec): 3 clusters Score: Raw -3073242.061819 + Penalty 24229.480344 = -3049012.581475 nChanged 56 SP:Iteration 16Q (2991.426715 sec): 3 clusters Score: Raw -3073294.923697 + Penalty 24229.480344 = -3049065.443353 nChanged 49 SP:Iteration 17Q (2991.501466 sec): 3 clusters Score: Raw -3073346.198453 + Penalty 24229.480344 = -3049116.718109 nChanged 38 SP:Iteration 18Q (2991.577056 sec): 3 clusters Score: Raw -3073384.188671 + Penalty 24229.480344 = -3049154.708328 nChanged 36 SP:Iteration 19Q (2991.652297 sec): 3 clusters Score: Raw -3073420.196749 + Penalty 24229.480344 = -3049190.716405 nChanged 31 SP:Iteration 20F (2991.729277 sec): 3 clusters Score: Raw -3073448.359142 + Penalty 24229.480344 = -3049218.878798 nChanged 25 SP:Iteration 21Q (2991.810858 sec): 3 clusters Score: Raw -3073468.607128 + Penalty 24229.480344 = -3049239.126784 nChanged 18 SP:Iteration 22Q (2991.886039 sec): 3 clusters Score: Raw -3073487.322037 + Penalty 24229.480344 = -3049257.841693 nChanged 26 SP:Iteration 23Q (2991.957544 sec): 3 clusters Score: Raw -3073512.500501 + Penalty 24229.480344 = -3049283.020157 nChanged 20 SP:Iteration 24Q (2992.034576 sec): 3 clusters Score: Raw -3073534.620494 + Penalty 24229.480344 = -3049305.140150 nChanged 25 SP:Iteration 25Q (2992.123864 sec): 3 clusters Score: Raw -3073558.092758 + Penalty 24229.480344 = -3049328.612415 nChanged 23 SP:Iteration 26Q (2992.202507 sec): 3 clusters Score: Raw -3073585.063026 + Penalty 24229.480344 = -3049355.582682 nChanged 26 SP:Iteration 27Q (2992.279426 sec): 3 clusters Score: Raw -3073611.649738 + Penalty 24229.480344 = -3049382.169394 nChanged 21 SP:Iteration 28Q (2992.357533 sec): 3 clusters Score: Raw -3073629.847890 + Penalty 24229.480344 = -3049400.367546 nChanged 16 SP:Iteration 29Q (2992.448283 sec): 3 clusters Score: Raw -3073645.507459 + Penalty 24229.480344 = -3049416.027115 nChanged 13 SP:Iteration 30Q (2992.530612 sec): 3 clusters Score: Raw -3073658.518950 + Penalty 24229.480344 = -3049429.038606 nChanged 13 SP:Iteration 31Q (2992.614019 sec): 3 clusters Score: Raw -3073671.348815 + Penalty 24229.480344 = -3049441.868471 nChanged 9 SP:Iteration 32Q (2992.695956 sec): 3 clusters Score: Raw -3073680.447101 + Penalty 24229.480344 = -3049450.966757 nChanged 11 SP:Iteration 33Q (2992.782942 sec): 3 clusters Score: Raw -3073694.796343 + Penalty 24229.480344 = -3049465.316000 nChanged 14 SP:Iteration 34Q (2992.865427 sec): 3 clusters Score: Raw -3073708.591427 + Penalty 24229.480344 = -3049479.111083 nChanged 16 SP:Iteration 35Q (2992.946282 sec): 3 clusters Score: Raw -3073723.006807 + Penalty 24229.480344 = -3049493.526463 nChanged 14 SP:Iteration 36Q (2993.030338 sec): 3 clusters Score: Raw -3073734.745672 + Penalty 24229.480344 = -3049505.265329 nChanged 9 SP:Iteration 37Q (2993.113133 sec): 3 clusters Score: Raw -3073743.544817 + Penalty 24229.480344 = -3049514.064473 nChanged 13 SP:Iteration 38Q (2993.191415 sec): 3 clusters Score: Raw -3073759.072213 + Penalty 24229.480344 = -3049529.591869 nChanged 14 SP:Iteration 39Q (2993.275161 sec): 3 clusters Score: Raw -3073770.528747 + Penalty 24229.480344 = -3049541.048403 nChanged 8 SP:Iteration 40F (2993.360934 sec): 3 clusters Score: Raw -3073777.306236 + Penalty 24229.480344 = -3049547.825892 nChanged 6 SP:Iteration 41Q (2993.443072 sec): 3 clusters Score: Raw -3073782.869582 + Penalty 24229.480344 = -3049553.389238 nChanged 7 SP:Iteration 42Q (2993.526693 sec): 3 clusters Score: Raw -3073789.956981 + Penalty 24229.480344 = -3049560.476638 nChanged 7 SP:Iteration 43Q (2993.609772 sec): 3 clusters Score: Raw -3073797.639375 + Penalty 24229.480344 = -3049568.159031 nChanged 11 SP:Iteration 44Q (2993.679255 sec): 3 clusters Score: Raw -3073810.092663 + Penalty 24229.480344 = -3049580.612319 nChanged 8 SP:Iteration 45Q (2993.746949 sec): 3 clusters Score: Raw -3073815.587825 + Penalty 24229.480344 = -3049586.107481 nChanged 3 SP:Iteration 46Q (2993.822007 sec): 3 clusters Score: Raw -3073818.372994 + Penalty 24229.480344 = -3049588.892650 nChanged 3 SP:Iteration 47Q (2993.894957 sec): 3 clusters Score: Raw -3073821.230225 + Penalty 24229.480344 = -3049591.749881 nChanged 4 SP:Iteration 48Q (2993.964854 sec): 3 clusters Score: Raw -3073825.434494 + Penalty 24229.480344 = -3049595.954150 nChanged 0 SP:Iteration 49F (2994.037066 sec): 3 clusters Score: Raw -3073825.434494 + Penalty 24229.480344 = -3049595.954150 nChanged 0 Trying to split cluster 7 (2032 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2994.068606 sec): 2 clusters Score: Raw -762623.216560 + Penalty 10286.455730 = -752336.760831 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2994.120954 sec): 3 clusters Score: Raw -763035.639805 + Penalty 20572.911459 = -742462.728346 nChanged 277 SP:Iteration 1F (2994.171496 sec): 3 clusters Score: Raw -763770.243084 + Penalty 20572.911459 = -743197.331624 nChanged 92 SP:Iteration 2Q (2994.216952 sec): 3 clusters Score: Raw -764051.577407 + Penalty 20572.911459 = -743478.665948 nChanged 45 SP:Iteration 3Q (2994.267191 sec): 3 clusters Score: Raw -764206.057539 + Penalty 20572.911459 = -743633.146080 nChanged 34 SP:Iteration 4Q (2994.306586 sec): 3 clusters Score: Raw -764318.381262 + Penalty 20572.911459 = -743745.469803 nChanged 24 SP:Iteration 5Q (2994.348692 sec): 3 clusters Score: Raw -764401.107528 + Penalty 20572.911459 = -743828.196068 nChanged 22 SP:Iteration 6Q (2994.387230 sec): 3 clusters Score: Raw -764480.594768 + Penalty 20572.911459 = -743907.683308 nChanged 20 SP:Iteration 7Q (2994.419731 sec): 3 clusters Score: Raw -764539.389823 + Penalty 20572.911459 = -743966.478363 nChanged 10 SP:Iteration 8Q (2994.464464 sec): 3 clusters Score: Raw -764574.038277 + Penalty 20572.911459 = -744001.126818 nChanged 15 SP:Iteration 9Q (2994.512981 sec): 3 clusters Score: Raw -764622.656178 + Penalty 20572.911459 = -744049.744719 nChanged 13 SP:Iteration 10Q (2994.549568 sec): 3 clusters Score: Raw -764671.971555 + Penalty 20572.911459 = -744099.060096 nChanged 13 SP:Iteration 11Q (2994.587511 sec): 3 clusters Score: Raw -764718.460959 + Penalty 20572.911459 = -744145.549500 nChanged 11 SP:Iteration 12Q (2994.641273 sec): 3 clusters Score: Raw -764745.899988 + Penalty 20572.911459 = -744172.988529 nChanged 10 SP:Iteration 13Q (2994.685932 sec): 3 clusters Score: Raw -764779.182557 + Penalty 20572.911459 = -744206.271097 nChanged 11 SP:Iteration 14Q (2994.723432 sec): 3 clusters Score: Raw -764812.220807 + Penalty 20572.911459 = -744239.309348 nChanged 11 SP:Iteration 15Q (2994.773876 sec): 3 clusters Score: Raw -764841.905221 + Penalty 20572.911459 = -744268.993761 nChanged 4 SP:Iteration 16Q (2994.817828 sec): 3 clusters Score: Raw -764858.531153 + Penalty 20572.911459 = -744285.619694 nChanged 6 SP:Iteration 17Q (2994.867263 sec): 3 clusters Score: Raw -764871.511301 + Penalty 20572.911459 = -744298.599841 nChanged 3 SP:Iteration 18Q (2994.912013 sec): 3 clusters Score: Raw -764876.343569 + Penalty 20572.911459 = -744303.432110 nChanged 1 SP:Iteration 19Q (2994.951857 sec): 3 clusters Score: Raw -764878.488877 + Penalty 20572.911459 = -744305.577418 nChanged 0 SP:Iteration 20F (2994.998605 sec): 3 clusters Score: Raw -764878.488877 + Penalty 20572.911459 = -744305.577418 nChanged 0 Trying to split cluster 8 (264 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2995.017161 sec): 2 clusters Score: Raw -96914.658567 + Penalty 7530.319264 = -89384.339303 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2995.048090 sec): 3 clusters Score: Raw -113697.786841 + Penalty 15060.638528 = -98637.148314 nChanged 60 Unmasked E-step: Deleting class 2 (79 points): covariance matrix is singular SP:Iteration 1F (2995.066035 sec): 3 clusters Score: Raw -116405.075165 + Penalty 15060.638528 = -101344.436637 nChanged 0 Unmasked E-step: Deleting class 2 (79 points): covariance matrix is singular Score: Raw -140014393.409371 + Penalty 259217.863022 = -139755175.546349 Splitting cluster 8 changes total score from -139784349.787538 to -139755175.546349 So it's not getting split. Trying to split cluster 9 (10695 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3004.159414 sec): 2 clusters Score: Raw -4119901.963076 + Penalty 12529.306455 = -4107372.656621 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3004.260322 sec): 3 clusters Score: Raw -4116017.628379 + Penalty 25058.612910 = -4090959.015469 nChanged 3365 SP:Iteration 1F (3004.359024 sec): 3 clusters Score: Raw -4118688.862555 + Penalty 25058.612910 = -4093630.249645 nChanged 863 SP:Iteration 2F (3004.440397 sec): 3 clusters Score: Raw -4119518.363781 + Penalty 25058.612910 = -4094459.750871 nChanged 523 SP:Iteration 3Q (3004.538224 sec): 3 clusters Score: Raw -4120055.601626 + Penalty 25058.612910 = -4094996.988716 nChanged 412 SP:Iteration 4Q (3004.631577 sec): 3 clusters Score: Raw -4120452.288964 + Penalty 25058.612910 = -4095393.676055 nChanged 316 SP:Iteration 5Q (3004.720229 sec): 3 clusters Score: Raw -4120726.545312 + Penalty 25058.612910 = -4095667.932402 nChanged 234 SP:Iteration 6Q (3004.802871 sec): 3 clusters Score: Raw -4120930.569397 + Penalty 25058.612910 = -4095871.956488 nChanged 224 SP:Iteration 7Q (3004.886385 sec): 3 clusters Score: Raw -4121109.500324 + Penalty 25058.612910 = -4096050.887414 nChanged 189 SP:Iteration 8Q (3004.987077 sec): 3 clusters Score: Raw -4121261.891552 + Penalty 25058.612910 = -4096203.278643 nChanged 180 SP:Iteration 9Q (3005.069078 sec): 3 clusters Score: Raw -4121403.740161 + Penalty 25058.612910 = -4096345.127252 nChanged 142 SP:Iteration 10Q (3005.162726 sec): 3 clusters Score: Raw -4121515.615496 + Penalty 25058.612910 = -4096457.002586 nChanged 133 SP:Iteration 11Q (3005.251993 sec): 3 clusters Score: Raw -4121621.938121 + Penalty 25058.612910 = -4096563.325211 nChanged 119 SP:Iteration 12Q (3005.338743 sec): 3 clusters Score: Raw -4121715.671124 + Penalty 25058.612910 = -4096657.058214 nChanged 126 SP:Iteration 13Q (3005.445797 sec): 3 clusters Score: Raw -4121811.080313 + Penalty 25058.612910 = -4096752.467403 nChanged 105 SP:Iteration 14Q (3005.535936 sec): 3 clusters Score: Raw -4121892.969544 + Penalty 25058.612910 = -4096834.356634 nChanged 104 SP:Iteration 15Q (3005.633553 sec): 3 clusters Score: Raw -4121976.367892 + Penalty 25058.612910 = -4096917.754982 nChanged 87 SP:Iteration 16Q (3005.731009 sec): 3 clusters Score: Raw -4122038.548995 + Penalty 25058.612910 = -4096979.936086 nChanged 64 SP:Iteration 17Q (3005.837870 sec): 3 clusters Score: Raw -4122082.576174 + Penalty 25058.612910 = -4097023.963264 nChanged 46 SP:Iteration 18Q (3005.923853 sec): 3 clusters Score: Raw -4122117.270566 + Penalty 25058.612910 = -4097058.657656 nChanged 50 SP:Iteration 19Q (3006.017820 sec): 3 clusters Score: Raw -4122149.217865 + Penalty 25058.612910 = -4097090.604955 nChanged 36 SP:Iteration 20F (3006.100020 sec): 3 clusters Score: Raw -4122172.361198 + Penalty 25058.612910 = -4097113.748289 nChanged 35 SP:Iteration 21Q (3006.189542 sec): 3 clusters Score: Raw -4122193.336215 + Penalty 25058.612910 = -4097134.723306 nChanged 28 SP:Iteration 22Q (3006.290889 sec): 3 clusters Score: Raw -4122210.116946 + Penalty 25058.612910 = -4097151.504036 nChanged 19 SP:Iteration 23Q (3006.380972 sec): 3 clusters Score: Raw -4122221.903379 + Penalty 25058.612910 = -4097163.290469 nChanged 27 SP:Iteration 24Q (3006.478228 sec): 3 clusters Score: Raw -4122236.956183 + Penalty 25058.612910 = -4097178.343274 nChanged 26 SP:Iteration 25Q (3006.584493 sec): 3 clusters Score: Raw -4122254.859200 + Penalty 25058.612910 = -4097196.246291 nChanged 27 SP:Iteration 26Q (3006.677367 sec): 3 clusters Score: Raw -4122271.502092 + Penalty 25058.612910 = -4097212.889182 nChanged 24 SP:Iteration 27Q (3006.766255 sec): 3 clusters Score: Raw -4122286.502480 + Penalty 25058.612910 = -4097227.889570 nChanged 20 SP:Iteration 28Q (3006.876013 sec): 3 clusters Score: Raw -4122298.979840 + Penalty 25058.612910 = -4097240.366930 nChanged 18 SP:Iteration 29Q (3006.969524 sec): 3 clusters Score: Raw -4122309.729248 + Penalty 25058.612910 = -4097251.116338 nChanged 19 SP:Iteration 30Q (3007.054871 sec): 3 clusters Score: Raw -4122321.295707 + Penalty 25058.612910 = -4097262.682797 nChanged 15 SP:Iteration 31Q (3007.157159 sec): 3 clusters Score: Raw -4122330.998595 + Penalty 25058.612910 = -4097272.385685 nChanged 21 SP:Iteration 32Q (3007.255143 sec): 3 clusters Score: Raw -4122345.039851 + Penalty 25058.612910 = -4097286.426941 nChanged 20 SP:Iteration 33Q (3007.353643 sec): 3 clusters Score: Raw -4122356.078939 + Penalty 25058.612910 = -4097297.466029 nChanged 20 SP:Iteration 34Q (3007.453611 sec): 3 clusters Score: Raw -4122367.627479 + Penalty 25058.612910 = -4097309.014569 nChanged 17 SP:Iteration 35Q (3007.553846 sec): 3 clusters Score: Raw -4122378.282999 + Penalty 25058.612910 = -4097319.670090 nChanged 11 SP:Iteration 36Q (3007.648015 sec): 3 clusters Score: Raw -4122384.933477 + Penalty 25058.612910 = -4097326.320567 nChanged 13 SP:Iteration 37Q (3007.747999 sec): 3 clusters Score: Raw -4122393.267406 + Penalty 25058.612910 = -4097334.654496 nChanged 10 SP:Iteration 38Q (3007.836187 sec): 3 clusters Score: Raw -4122398.303291 + Penalty 25058.612910 = -4097339.690382 nChanged 8 SP:Iteration 39Q (3007.936416 sec): 3 clusters Score: Raw -4122402.753393 + Penalty 25058.612910 = -4097344.140483 nChanged 4 SP:Iteration 40F (3008.044649 sec): 3 clusters Score: Raw -4122405.068082 + Penalty 25058.612910 = -4097346.455173 nChanged 5 SP:Iteration 41Q (3008.146849 sec): 3 clusters Score: Raw -4122407.515357 + Penalty 25058.612910 = -4097348.902447 nChanged 1 SP:Iteration 42Q (3008.247056 sec): 3 clusters Score: Raw -4122407.895327 + Penalty 25058.612910 = -4097349.282417 nChanged 2 SP:Iteration 43Q (3008.345740 sec): 3 clusters Score: Raw -4122408.944513 + Penalty 25058.612910 = -4097350.331603 nChanged 2 SP:Iteration 44Q (3008.434753 sec): 3 clusters Score: Raw -4122410.202222 + Penalty 25058.612910 = -4097351.589312 nChanged 7 SP:Iteration 45Q (3008.519042 sec): 3 clusters Score: Raw -4122414.594324 + Penalty 25058.612910 = -4097355.981414 nChanged 3 SP:Iteration 46Q (3008.609341 sec): 3 clusters Score: Raw -4122416.268827 + Penalty 25058.612910 = -4097357.655917 nChanged 2 SP:Iteration 47Q (3008.708476 sec): 3 clusters Score: Raw -4122417.553959 + Penalty 25058.612910 = -4097358.941049 nChanged 3 SP:Iteration 48Q (3008.788979 sec): 3 clusters Score: Raw -4122418.831672 + Penalty 25058.612910 = -4097360.218763 nChanged 1 SP:Iteration 49Q (3008.883906 sec): 3 clusters Score: Raw -4122419.392532 + Penalty 25058.612910 = -4097360.779623 nChanged 2 SP:Iteration 50Q (3008.973283 sec): 3 clusters Score: Raw -4122420.049869 + Penalty 25058.612910 = -4097361.436959 nChanged 0 SP:Iteration 51F (3009.054903 sec): 3 clusters Score: Raw -4122420.049869 + Penalty 25058.612910 = -4097361.436959 nChanged 0 Trying to split cluster 10 (19708 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3009.156320 sec): 2 clusters Score: Raw -7814162.406258 + Penalty 13354.797287 = -7800807.608971 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3009.310821 sec): 3 clusters Score: Raw -7805401.492913 + Penalty 26709.594574 = -7778691.898339 nChanged 7087 SP:Iteration 1F (3009.445908 sec): 3 clusters Score: Raw -7809564.358688 + Penalty 26709.594574 = -7782854.764114 nChanged 1499 SP:Iteration 2F (3009.582145 sec): 3 clusters Score: Raw -7810514.153186 + Penalty 26709.594574 = -7783804.558612 nChanged 973 SP:Iteration 3Q (3009.740526 sec): 3 clusters Score: Raw -7811143.651467 + Penalty 26709.594574 = -7784434.056893 nChanged 688 SP:Iteration 4Q (3009.889905 sec): 3 clusters Score: Raw -7811539.466422 + Penalty 26709.594574 = -7784829.871848 nChanged 534 SP:Iteration 5Q (3010.045695 sec): 3 clusters Score: Raw -7811853.450049 + Penalty 26709.594574 = -7785143.855475 nChanged 441 SP:Iteration 6Q (3010.195290 sec): 3 clusters Score: Raw -7812095.055180 + Penalty 26709.594574 = -7785385.460606 nChanged 384 SP:Iteration 7Q (3010.337510 sec): 3 clusters Score: Raw -7812309.028884 + Penalty 26709.594574 = -7785599.434311 nChanged 364 SP:Iteration 8Q (3010.490146 sec): 3 clusters Score: Raw -7812502.321710 + Penalty 26709.594574 = -7785792.727136 nChanged 350 SP:Iteration 9Q (3010.638117 sec): 3 clusters Score: Raw -7812689.840914 + Penalty 26709.594574 = -7785980.246340 nChanged 337 SP:Iteration 10Q (3010.788577 sec): 3 clusters Score: Raw -7812879.044777 + Penalty 26709.594574 = -7786169.450203 nChanged 330 SP:Iteration 11Q (3010.938370 sec): 3 clusters Score: Raw -7813068.551981 + Penalty 26709.594574 = -7786358.957407 nChanged 335 SP:Iteration 12Q (3011.089577 sec): 3 clusters Score: Raw -7813265.983125 + Penalty 26709.594574 = -7786556.388551 nChanged 346 SP:Iteration 13Q (3011.238714 sec): 3 clusters Score: Raw -7813472.279898 + Penalty 26709.594574 = -7786762.685324 nChanged 356 SP:Iteration 14Q (3011.384079 sec): 3 clusters Score: Raw -7813679.776279 + Penalty 26709.594574 = -7786970.181705 nChanged 351 SP:Iteration 15Q (3011.526428 sec): 3 clusters Score: Raw -7813888.025761 + Penalty 26709.594574 = -7787178.431188 nChanged 329 SP:Iteration 16Q (3011.660060 sec): 3 clusters Score: Raw -7814085.433279 + Penalty 26709.594574 = -7787375.838706 nChanged 336 SP:Iteration 17Q (3011.812359 sec): 3 clusters Score: Raw -7814276.890805 + Penalty 26709.594574 = -7787567.296232 nChanged 308 SP:Iteration 18Q (3011.954115 sec): 3 clusters Score: Raw -7814451.909672 + Penalty 26709.594574 = -7787742.315098 nChanged 305 SP:Iteration 19Q (3012.101118 sec): 3 clusters Score: Raw -7814609.767065 + Penalty 26709.594574 = -7787900.172491 nChanged 275 SP:Iteration 20F (3012.253895 sec): 3 clusters Score: Raw -7814751.361369 + Penalty 26709.594574 = -7788041.766795 nChanged 248 SP:Iteration 21Q (3012.388165 sec): 3 clusters Score: Raw -7814867.433270 + Penalty 26709.594574 = -7788157.838696 nChanged 209 SP:Iteration 22Q (3012.533496 sec): 3 clusters Score: Raw -7814974.876300 + Penalty 26709.594574 = -7788265.281727 nChanged 214 SP:Iteration 23Q (3012.685692 sec): 3 clusters Score: Raw -7815086.609074 + Penalty 26709.594574 = -7788377.014500 nChanged 248 SP:Iteration 24Q (3012.825840 sec): 3 clusters Score: Raw -7815216.562532 + Penalty 26709.594574 = -7788506.967958 nChanged 220 SP:Iteration 25Q (3012.968780 sec): 3 clusters Score: Raw -7815329.311116 + Penalty 26709.594574 = -7788619.716542 nChanged 210 SP:Iteration 26Q (3013.112314 sec): 3 clusters Score: Raw -7815427.784862 + Penalty 26709.594574 = -7788718.190288 nChanged 155 SP:Iteration 27Q (3013.262950 sec): 3 clusters Score: Raw -7815504.450870 + Penalty 26709.594574 = -7788794.856297 nChanged 157 SP:Iteration 28Q (3013.408755 sec): 3 clusters Score: Raw -7815578.294671 + Penalty 26709.594574 = -7788868.700097 nChanged 151 SP:Iteration 29Q (3013.560697 sec): 3 clusters Score: Raw -7815651.155429 + Penalty 26709.594574 = -7788941.560855 nChanged 149 SP:Iteration 30Q (3013.710353 sec): 3 clusters Score: Raw -7815715.367721 + Penalty 26709.594574 = -7789005.773148 nChanged 130 SP:Iteration 31Q (3013.858789 sec): 3 clusters Score: Raw -7815771.748323 + Penalty 26709.594574 = -7789062.153749 nChanged 124 SP:Iteration 32Q (3014.004291 sec): 3 clusters Score: Raw -7815826.984148 + Penalty 26709.594574 = -7789117.389575 nChanged 128 SP:Iteration 33Q (3014.150819 sec): 3 clusters Score: Raw -7815880.006984 + Penalty 26709.594574 = -7789170.412410 nChanged 116 SP:Iteration 34Q (3014.306639 sec): 3 clusters Score: Raw -7815931.093120 + Penalty 26709.594574 = -7789221.498546 nChanged 123 SP:Iteration 35Q (3014.445380 sec): 3 clusters Score: Raw -7815984.604297 + Penalty 26709.594574 = -7789275.009723 nChanged 111 SP:Iteration 36Q (3014.598464 sec): 3 clusters Score: Raw -7816031.713158 + Penalty 26709.594574 = -7789322.118584 nChanged 106 SP:Iteration 37Q (3014.744751 sec): 3 clusters Score: Raw -7816076.133548 + Penalty 26709.594574 = -7789366.538974 nChanged 91 SP:Iteration 38Q (3014.894363 sec): 3 clusters Score: Raw -7816110.687957 + Penalty 26709.594574 = -7789401.093383 nChanged 63 SP:Iteration 39Q (3015.040761 sec): 3 clusters Score: Raw -7816135.119220 + Penalty 26709.594574 = -7789425.524646 nChanged 69 SP:Iteration 40F (3015.189467 sec): 3 clusters Score: Raw -7816160.776827 + Penalty 26709.594574 = -7789451.182254 nChanged 72 SP:Iteration 41Q (3015.328811 sec): 3 clusters Score: Raw -7816192.347170 + Penalty 26709.594574 = -7789482.752596 nChanged 77 SP:Iteration 42Q (3015.474965 sec): 3 clusters Score: Raw -7816222.109185 + Penalty 26709.594574 = -7789512.514612 nChanged 77 SP:Iteration 43Q (3015.608694 sec): 3 clusters Score: Raw -7816253.888214 + Penalty 26709.594574 = -7789544.293641 nChanged 66 SP:Iteration 44Q (3015.745239 sec): 3 clusters Score: Raw -7816276.848358 + Penalty 26709.594574 = -7789567.253784 nChanged 42 SP:Iteration 45Q (3015.869719 sec): 3 clusters Score: Raw -7816293.203336 + Penalty 26709.594574 = -7789583.608762 nChanged 37 SP:Iteration 46Q (3016.003932 sec): 3 clusters Score: Raw -7816305.694490 + Penalty 26709.594574 = -7789596.099917 nChanged 34 SP:Iteration 47Q (3016.151898 sec): 3 clusters Score: Raw -7816318.056397 + Penalty 26709.594574 = -7789608.461823 nChanged 34 SP:Iteration 48Q (3016.302167 sec): 3 clusters Score: Raw -7816330.328447 + Penalty 26709.594574 = -7789620.733874 nChanged 41 SP:Iteration 49Q (3016.447044 sec): 3 clusters Score: Raw -7816345.462643 + Penalty 26709.594574 = -7789635.868069 nChanged 30 SP:Iteration 50Q (3016.579855 sec): 3 clusters Score: Raw -7816356.373441 + Penalty 26709.594574 = -7789646.778867 nChanged 45 SP:Iteration 51Q (3016.704824 sec): 3 clusters Score: Raw -7816371.107058 + Penalty 26709.594574 = -7789661.512484 nChanged 29 SP:Iteration 52Q (3016.832436 sec): 3 clusters Score: Raw -7816381.643657 + Penalty 26709.594574 = -7789672.049083 nChanged 26 SP:Iteration 53Q (3016.958590 sec): 3 clusters Score: Raw -7816389.680511 + Penalty 26709.594574 = -7789680.085937 nChanged 23 SP:Iteration 54Q (3017.105465 sec): 3 clusters Score: Raw -7816397.598867 + Penalty 26709.594574 = -7789688.004293 nChanged 30 SP:Iteration 55Q (3017.240435 sec): 3 clusters Score: Raw -7816408.064433 + Penalty 26709.594574 = -7789698.469859 nChanged 27 SP:Iteration 56Q (3017.383567 sec): 3 clusters Score: Raw -7816417.811779 + Penalty 26709.594574 = -7789708.217205 nChanged 29 SP:Iteration 57Q (3017.517196 sec): 3 clusters Score: Raw -7816427.914347 + Penalty 26709.594574 = -7789718.319773 nChanged 31 SP:Iteration 58Q (3017.655700 sec): 3 clusters Score: Raw -7816438.684049 + Penalty 26709.594574 = -7789729.089476 nChanged 26 SP:Iteration 59Q (3017.782160 sec): 3 clusters Score: Raw -7816446.609722 + Penalty 26709.594574 = -7789737.015148 nChanged 23 SP:Iteration 60F (3017.914270 sec): 3 clusters Score: Raw -7816454.238088 + Penalty 26709.594574 = -7789744.643514 nChanged 17 SP:Iteration 61Q (3018.051476 sec): 3 clusters Score: Raw -7816460.529516 + Penalty 26709.594574 = -7789750.934942 nChanged 24 SP:Iteration 62Q (3018.190037 sec): 3 clusters Score: Raw -7816469.185795 + Penalty 26709.594574 = -7789759.591222 nChanged 23 SP:Iteration 63Q (3018.338452 sec): 3 clusters Score: Raw -7816476.837638 + Penalty 26709.594574 = -7789767.243064 nChanged 20 SP:Iteration 64Q (3018.478807 sec): 3 clusters Score: Raw -7816484.153015 + Penalty 26709.594574 = -7789774.558441 nChanged 21 SP:Iteration 65Q (3018.609842 sec): 3 clusters Score: Raw -7816492.096682 + Penalty 26709.594574 = -7789782.502109 nChanged 17 SP:Iteration 66Q (3018.752458 sec): 3 clusters Score: Raw -7816498.778794 + Penalty 26709.594574 = -7789789.184220 nChanged 23 SP:Iteration 67Q (3018.901630 sec): 3 clusters Score: Raw -7816507.413136 + Penalty 26709.594574 = -7789797.818563 nChanged 29 SP:Iteration 68Q (3019.033724 sec): 3 clusters Score: Raw -7816516.776661 + Penalty 26709.594574 = -7789807.182087 nChanged 29 SP:Iteration 69Q (3019.182341 sec): 3 clusters Score: Raw -7816526.208470 + Penalty 26709.594574 = -7789816.613896 nChanged 21 SP:Iteration 70Q (3019.311584 sec): 3 clusters Score: Raw -7816533.878185 + Penalty 26709.594574 = -7789824.283611 nChanged 19 SP:Iteration 71Q (3019.441159 sec): 3 clusters Score: Raw -7816540.867344 + Penalty 26709.594574 = -7789831.272770 nChanged 21 SP:Iteration 72Q (3019.578514 sec): 3 clusters Score: Raw -7816547.282469 + Penalty 26709.594574 = -7789837.687895 nChanged 21 SP:Iteration 73Q (3019.709471 sec): 3 clusters Score: Raw -7816553.922574 + Penalty 26709.594574 = -7789844.328000 nChanged 14 SP:Iteration 74Q (3019.841133 sec): 3 clusters Score: Raw -7816559.157533 + Penalty 26709.594574 = -7789849.562959 nChanged 19 SP:Iteration 75Q (3019.972898 sec): 3 clusters Score: Raw -7816565.176716 + Penalty 26709.594574 = -7789855.582142 nChanged 16 SP:Iteration 76Q (3020.103455 sec): 3 clusters Score: Raw -7816570.315430 + Penalty 26709.594574 = -7789860.720857 nChanged 11 SP:Iteration 77Q (3020.227164 sec): 3 clusters Score: Raw -7816573.782804 + Penalty 26709.594574 = -7789864.188230 nChanged 15 SP:Iteration 78Q (3020.353269 sec): 3 clusters Score: Raw -7816578.939476 + Penalty 26709.594574 = -7789869.344902 nChanged 16 SP:Iteration 79Q (3020.473997 sec): 3 clusters Score: Raw -7816584.951969 + Penalty 26709.594574 = -7789875.357395 nChanged 13 SP:Iteration 80F (3020.601654 sec): 3 clusters Score: Raw -7816589.015254 + Penalty 26709.594574 = -7789879.420680 nChanged 6 SP:Iteration 81Q (3020.722437 sec): 3 clusters Score: Raw -7816590.435305 + Penalty 26709.594574 = -7789880.840731 nChanged 5 SP:Iteration 82Q (3020.844300 sec): 3 clusters Score: Raw -7816591.991003 + Penalty 26709.594574 = -7789882.396429 nChanged 7 SP:Iteration 83Q (3020.969862 sec): 3 clusters Score: Raw -7816594.184229 + Penalty 26709.594574 = -7789884.589655 nChanged 10 SP:Iteration 84Q (3021.090481 sec): 3 clusters Score: Raw -7816597.503617 + Penalty 26709.594574 = -7789887.909043 nChanged 11 SP:Iteration 85Q (3021.230408 sec): 3 clusters Score: Raw -7816600.999628 + Penalty 26709.594574 = -7789891.405054 nChanged 4 SP:Iteration 86Q (3021.373707 sec): 3 clusters Score: Raw -7816601.902994 + Penalty 26709.594574 = -7789892.308421 nChanged 3 SP:Iteration 87Q (3021.523797 sec): 3 clusters Score: Raw -7816602.816508 + Penalty 26709.594574 = -7789893.221934 nChanged 6 SP:Iteration 88Q (3021.673154 sec): 3 clusters Score: Raw -7816604.325353 + Penalty 26709.594574 = -7789894.730779 nChanged 4 SP:Iteration 89Q (3021.813174 sec): 3 clusters Score: Raw -7816605.851162 + Penalty 26709.594574 = -7789896.256588 nChanged 2 SP:Iteration 90Q (3021.965116 sec): 3 clusters Score: Raw -7816606.457798 + Penalty 26709.594574 = -7789896.863224 nChanged 4 SP:Iteration 91Q (3022.115589 sec): 3 clusters Score: Raw -7816607.810746 + Penalty 26709.594574 = -7789898.216172 nChanged 3 SP:Iteration 92Q (3022.262806 sec): 3 clusters Score: Raw -7816608.903799 + Penalty 26709.594574 = -7789899.309226 nChanged 5 SP:Iteration 93Q (3022.403793 sec): 3 clusters Score: Raw -7816610.776507 + Penalty 26709.594574 = -7789901.181933 nChanged 5 SP:Iteration 94Q (3022.549021 sec): 3 clusters Score: Raw -7816612.487557 + Penalty 26709.594574 = -7789902.892983 nChanged 4 SP:Iteration 95Q (3022.682726 sec): 3 clusters Score: Raw -7816613.902767 + Penalty 26709.594574 = -7789904.308193 nChanged 6 SP:Iteration 96Q (3022.825145 sec): 3 clusters Score: Raw -7816615.487094 + Penalty 26709.594574 = -7789905.892520 nChanged 4 SP:Iteration 97Q (3022.973699 sec): 3 clusters Score: Raw -7816616.720521 + Penalty 26709.594574 = -7789907.125948 nChanged 5 SP:Iteration 98Q (3023.111449 sec): 3 clusters Score: Raw -7816618.633183 + Penalty 26709.594574 = -7789909.038610 nChanged 6 SP:Iteration 99Q (3023.244185 sec): 3 clusters Score: Raw -7816621.365861 + Penalty 26709.594574 = -7789911.771287 nChanged 7 SP:Iteration 100F (3023.391654 sec): 3 clusters Score: Raw -7816624.015134 + Penalty 26709.594574 = -7789914.420560 nChanged 11 SP:Iteration 101Q (3023.521806 sec): 3 clusters Score: Raw -7816628.299849 + Penalty 26709.594574 = -7789918.705275 nChanged 17 SP:Iteration 102Q (3023.664862 sec): 3 clusters Score: Raw -7816634.556535 + Penalty 26709.594574 = -7789924.961961 nChanged 14 SP:Iteration 103Q (3023.803371 sec): 3 clusters Score: Raw -7816638.476632 + Penalty 26709.594574 = -7789928.882058 nChanged 7 SP:Iteration 104Q (3023.931856 sec): 3 clusters Score: Raw -7816640.392483 + Penalty 26709.594574 = -7789930.797909 nChanged 8 SP:Iteration 105Q (3024.056656 sec): 3 clusters Score: Raw -7816642.807995 + Penalty 26709.594574 = -7789933.213421 nChanged 7 SP:Iteration 106Q (3024.189836 sec): 3 clusters Score: Raw -7816645.185222 + Penalty 26709.594574 = -7789935.590648 nChanged 9 SP:Iteration 107Q (3024.336201 sec): 3 clusters Score: Raw -7816648.831035 + Penalty 26709.594574 = -7789939.236461 nChanged 12 SP:Iteration 108Q (3024.473756 sec): 3 clusters Score: Raw -7816652.828645 + Penalty 26709.594574 = -7789943.234071 nChanged 12 SP:Iteration 109Q (3024.624676 sec): 3 clusters Score: Raw -7816657.291521 + Penalty 26709.594574 = -7789947.696947 nChanged 20 SP:Iteration 110Q (3024.769200 sec): 3 clusters Score: Raw -7816664.097781 + Penalty 26709.594574 = -7789954.503207 nChanged 16 SP:Iteration 111Q (3024.907227 sec): 3 clusters Score: Raw -7816669.736063 + Penalty 26709.594574 = -7789960.141489 nChanged 12 SP:Iteration 112Q (3025.059806 sec): 3 clusters Score: Raw -7816673.659795 + Penalty 26709.594574 = -7789964.065221 nChanged 11 SP:Iteration 113Q (3025.194998 sec): 3 clusters Score: Raw -7816677.230625 + Penalty 26709.594574 = -7789967.636051 nChanged 12 SP:Iteration 114Q (3025.336630 sec): 3 clusters Score: Raw -7816681.050879 + Penalty 26709.594574 = -7789971.456305 nChanged 14 SP:Iteration 115Q (3025.486340 sec): 3 clusters Score: Raw -7816685.325881 + Penalty 26709.594574 = -7789975.731307 nChanged 10 SP:Iteration 116Q (3025.627597 sec): 3 clusters Score: Raw -7816688.954965 + Penalty 26709.594574 = -7789979.360391 nChanged 8 SP:Iteration 117Q (3025.762005 sec): 3 clusters Score: Raw -7816691.608055 + Penalty 26709.594574 = -7789982.013481 nChanged 5 SP:Iteration 118Q (3025.889583 sec): 3 clusters Score: Raw -7816693.154770 + Penalty 26709.594574 = -7789983.560196 nChanged 6 SP:Iteration 119Q (3026.023007 sec): 3 clusters Score: Raw -7816695.001736 + Penalty 26709.594574 = -7789985.407162 nChanged 6 SP:Iteration 120F (3026.157231 sec): 3 clusters Score: Raw -7816696.583479 + Penalty 26709.594574 = -7789986.988905 nChanged 6 SP:Iteration 121Q (3026.284433 sec): 3 clusters Score: Raw -7816698.164653 + Penalty 26709.594574 = -7789988.570079 nChanged 4 SP:Iteration 122Q (3026.407969 sec): 3 clusters Score: Raw -7816699.704531 + Penalty 26709.594574 = -7789990.109958 nChanged 10 SP:Iteration 123Q (3026.551314 sec): 3 clusters Score: Raw -7816702.952695 + Penalty 26709.594574 = -7789993.358122 nChanged 17 SP:Iteration 124Q (3026.682403 sec): 3 clusters Score: Raw -7816708.148684 + Penalty 26709.594574 = -7789998.554110 nChanged 13 SP:Iteration 125Q (3026.814298 sec): 3 clusters Score: Raw -7816712.811956 + Penalty 26709.594574 = -7790003.217382 nChanged 11 SP:Iteration 126Q (3026.943871 sec): 3 clusters Score: Raw -7816716.062403 + Penalty 26709.594574 = -7790006.467829 nChanged 8 SP:Iteration 127Q (3027.066990 sec): 3 clusters Score: Raw -7816718.924245 + Penalty 26709.594574 = -7790009.329671 nChanged 7 SP:Iteration 128Q (3027.195540 sec): 3 clusters Score: Raw -7816720.747814 + Penalty 26709.594574 = -7790011.153240 nChanged 3 SP:Iteration 129Q (3027.334813 sec): 3 clusters Score: Raw -7816721.807086 + Penalty 26709.594574 = -7790012.212512 nChanged 4 SP:Iteration 130Q (3027.477395 sec): 3 clusters Score: Raw -7816722.675027 + Penalty 26709.594574 = -7790013.080453 nChanged 2 SP:Iteration 131Q (3027.618337 sec): 3 clusters Score: Raw -7816723.620443 + Penalty 26709.594574 = -7790014.025869 nChanged 4 SP:Iteration 132Q (3027.766842 sec): 3 clusters Score: Raw -7816725.106222 + Penalty 26709.594574 = -7790015.511648 nChanged 7 SP:Iteration 133Q (3027.899418 sec): 3 clusters Score: Raw -7816727.227195 + Penalty 26709.594574 = -7790017.632621 nChanged 4 SP:Iteration 134Q (3028.034326 sec): 3 clusters Score: Raw -7816728.241770 + Penalty 26709.594574 = -7790018.647196 nChanged 6 SP:Iteration 135Q (3028.174649 sec): 3 clusters Score: Raw -7816729.932976 + Penalty 26709.594574 = -7790020.338402 nChanged 6 SP:Iteration 136Q (3028.297327 sec): 3 clusters Score: Raw -7816731.754326 + Penalty 26709.594574 = -7790022.159752 nChanged 3 SP:Iteration 137Q (3028.426479 sec): 3 clusters Score: Raw -7816732.637088 + Penalty 26709.594574 = -7790023.042514 nChanged 5 SP:Iteration 138Q (3028.548912 sec): 3 clusters Score: Raw -7816734.243002 + Penalty 26709.594574 = -7790024.648428 nChanged 5 SP:Iteration 139Q (3028.672223 sec): 3 clusters Score: Raw -7816735.529432 + Penalty 26709.594574 = -7790025.934858 nChanged 2 SP:Iteration 140F (3028.796524 sec): 3 clusters Score: Raw -7816735.974753 + Penalty 26709.594574 = -7790026.380179 nChanged 1 SP:Iteration 141Q (3028.913783 sec): 3 clusters Score: Raw -7816736.220716 + Penalty 26709.594574 = -7790026.626143 nChanged 0 SP:Iteration 142F (3029.063753 sec): 3 clusters Score: Raw -7816736.220716 + Penalty 26709.594574 = -7790026.626143 nChanged 0 Trying to split cluster 11 (14821 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3029.140203 sec): 2 clusters Score: Raw -5575094.039171 + Penalty 12969.932404 = -5562124.106767 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3029.259941 sec): 3 clusters Score: Raw -5569014.990607 + Penalty 25939.864807 = -5543075.125799 nChanged 5000 SP:Iteration 1F (3029.360142 sec): 3 clusters Score: Raw -5572297.678325 + Penalty 25939.864807 = -5546357.813518 nChanged 1173 SP:Iteration 2F (3029.464494 sec): 3 clusters Score: Raw -5573224.104291 + Penalty 25939.864807 = -5547284.239484 nChanged 759 SP:Iteration 3F (3029.574260 sec): 3 clusters Score: Raw -5573861.771184 + Penalty 25939.864807 = -5547921.906376 nChanged 571 SP:Iteration 4Q (3029.676612 sec): 3 clusters Score: Raw -5574372.765234 + Penalty 25939.864807 = -5548432.900427 nChanged 540 SP:Iteration 5Q (3029.785817 sec): 3 clusters Score: Raw -5574837.255177 + Penalty 25939.864807 = -5548897.390369 nChanged 465 SP:Iteration 6Q (3029.911860 sec): 3 clusters Score: Raw -5575227.002719 + Penalty 25939.864807 = -5549287.137911 nChanged 431 SP:Iteration 7Q (3030.017125 sec): 3 clusters Score: Raw -5575572.544937 + Penalty 25939.864807 = -5549632.680130 nChanged 379 SP:Iteration 8Q (3030.119650 sec): 3 clusters Score: Raw -5575854.252736 + Penalty 25939.864807 = -5549914.387929 nChanged 335 SP:Iteration 9Q (3030.221889 sec): 3 clusters Score: Raw -5576118.019199 + Penalty 25939.864807 = -5550178.154392 nChanged 300 SP:Iteration 10Q (3030.342711 sec): 3 clusters Score: Raw -5576329.000673 + Penalty 25939.864807 = -5550389.135866 nChanged 288 SP:Iteration 11Q (3030.453470 sec): 3 clusters Score: Raw -5576521.094172 + Penalty 25939.864807 = -5550581.229365 nChanged 273 SP:Iteration 12Q (3030.575496 sec): 3 clusters Score: Raw -5576718.787837 + Penalty 25939.864807 = -5550778.923030 nChanged 271 SP:Iteration 13Q (3030.688721 sec): 3 clusters Score: Raw -5576914.125219 + Penalty 25939.864807 = -5550974.260412 nChanged 256 SP:Iteration 14Q (3030.813203 sec): 3 clusters Score: Raw -5577072.927210 + Penalty 25939.864807 = -5551133.062403 nChanged 176 SP:Iteration 15Q (3030.924211 sec): 3 clusters Score: Raw -5577183.883940 + Penalty 25939.864807 = -5551244.019133 nChanged 164 SP:Iteration 16Q (3031.038895 sec): 3 clusters Score: Raw -5577286.990452 + Penalty 25939.864807 = -5551347.125645 nChanged 182 SP:Iteration 17Q (3031.136538 sec): 3 clusters Score: Raw -5577404.517462 + Penalty 25939.864807 = -5551464.652654 nChanged 178 SP:Iteration 18Q (3031.228997 sec): 3 clusters Score: Raw -5577514.969947 + Penalty 25939.864807 = -5551575.105139 nChanged 168 SP:Iteration 19Q (3031.327712 sec): 3 clusters Score: Raw -5577614.682052 + Penalty 25939.864807 = -5551674.817245 nChanged 142 SP:Iteration 20F (3031.427409 sec): 3 clusters Score: Raw -5577689.687353 + Penalty 25939.864807 = -5551749.822545 nChanged 111 SP:Iteration 21Q (3031.525265 sec): 3 clusters Score: Raw -5577748.435229 + Penalty 25939.864807 = -5551808.570422 nChanged 86 SP:Iteration 22Q (3031.624621 sec): 3 clusters Score: Raw -5577792.678708 + Penalty 25939.864807 = -5551852.813900 nChanged 61 SP:Iteration 23Q (3031.722185 sec): 3 clusters Score: Raw -5577821.240858 + Penalty 25939.864807 = -5551881.376051 nChanged 39 SP:Iteration 24Q (3031.820695 sec): 3 clusters Score: Raw -5577839.120572 + Penalty 25939.864807 = -5551899.255765 nChanged 26 SP:Iteration 25Q (3031.922809 sec): 3 clusters Score: Raw -5577853.353877 + Penalty 25939.864807 = -5551913.489069 nChanged 25 SP:Iteration 26Q (3032.040436 sec): 3 clusters Score: Raw -5577864.782368 + Penalty 25939.864807 = -5551924.917560 nChanged 28 SP:Iteration 27Q (3032.159669 sec): 3 clusters Score: Raw -5577878.120723 + Penalty 25939.864807 = -5551938.255915 nChanged 24 SP:Iteration 28Q (3032.267348 sec): 3 clusters Score: Raw -5577888.860760 + Penalty 25939.864807 = -5551948.995953 nChanged 22 SP:Iteration 29Q (3032.392753 sec): 3 clusters Score: Raw -5577898.864242 + Penalty 25939.864807 = -5551958.999435 nChanged 19 SP:Iteration 30Q (3032.508366 sec): 3 clusters Score: Raw -5577906.523536 + Penalty 25939.864807 = -5551966.658729 nChanged 15 SP:Iteration 31Q (3032.623039 sec): 3 clusters Score: Raw -5577912.994686 + Penalty 25939.864807 = -5551973.129879 nChanged 11 SP:Iteration 32Q (3032.727299 sec): 3 clusters Score: Raw -5577917.762262 + Penalty 25939.864807 = -5551977.897454 nChanged 17 SP:Iteration 33Q (3032.838394 sec): 3 clusters Score: Raw -5577925.483305 + Penalty 25939.864807 = -5551985.618498 nChanged 16 SP:Iteration 34Q (3032.939128 sec): 3 clusters Score: Raw -5577932.672845 + Penalty 25939.864807 = -5551992.808037 nChanged 15 SP:Iteration 35Q (3033.044366 sec): 3 clusters Score: Raw -5577939.242044 + Penalty 25939.864807 = -5551999.377237 nChanged 14 SP:Iteration 36Q (3033.158173 sec): 3 clusters Score: Raw -5577945.131364 + Penalty 25939.864807 = -5552005.266557 nChanged 7 SP:Iteration 37Q (3033.284758 sec): 3 clusters Score: Raw -5577948.192181 + Penalty 25939.864807 = -5552008.327374 nChanged 7 SP:Iteration 38Q (3033.391859 sec): 3 clusters Score: Raw -5577952.018678 + Penalty 25939.864807 = -5552012.153870 nChanged 11 SP:Iteration 39Q (3033.502521 sec): 3 clusters Score: Raw -5577956.838612 + Penalty 25939.864807 = -5552016.973805 nChanged 8 SP:Iteration 40F (3033.603919 sec): 3 clusters Score: Raw -5577960.255404 + Penalty 25939.864807 = -5552020.390596 nChanged 3 SP:Iteration 41Q (3033.705004 sec): 3 clusters Score: Raw -5577961.428322 + Penalty 25939.864807 = -5552021.563514 nChanged 6 SP:Iteration 42Q (3033.806156 sec): 3 clusters Score: Raw -5577963.257106 + Penalty 25939.864807 = -5552023.392299 nChanged 3 SP:Iteration 43Q (3033.901111 sec): 3 clusters Score: Raw -5577965.268037 + Penalty 25939.864807 = -5552025.403229 nChanged 8 SP:Iteration 44Q (3034.014011 sec): 3 clusters Score: Raw -5577968.620667 + Penalty 25939.864807 = -5552028.755859 nChanged 4 SP:Iteration 45Q (3034.129339 sec): 3 clusters Score: Raw -5577970.026060 + Penalty 25939.864807 = -5552030.161252 nChanged 2 SP:Iteration 46Q (3034.249912 sec): 3 clusters Score: Raw -5577970.914654 + Penalty 25939.864807 = -5552031.049847 nChanged 2 SP:Iteration 47Q (3034.355351 sec): 3 clusters Score: Raw -5577971.358523 + Penalty 25939.864807 = -5552031.493715 nChanged 0 SP:Iteration 48F (3034.456415 sec): 3 clusters Score: Raw -5577971.358523 + Penalty 25939.864807 = -5552031.493715 nChanged 0 Trying to split cluster 12 (2250 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3034.495649 sec): 2 clusters Score: Raw -802030.831541 + Penalty 10424.084761 = -791606.746779 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3034.544379 sec): 3 clusters Score: Raw -802840.096138 + Penalty 20848.169523 = -781991.926615 nChanged 393 SP:Iteration 1F (3034.598087 sec): 3 clusters Score: Raw -804460.420434 + Penalty 20848.169523 = -783612.250912 nChanged 167 SP:Iteration 2F (3034.639227 sec): 3 clusters Score: Raw -805361.536969 + Penalty 20848.169523 = -784513.367447 nChanged 176 SP:Iteration 3F (3034.698163 sec): 3 clusters Score: Raw -806242.145114 + Penalty 20848.169523 = -785393.975591 nChanged 154 SP:Iteration 4F (3034.748558 sec): 3 clusters Score: Raw -807161.193574 + Penalty 20848.169523 = -786313.024051 nChanged 140 SP:Iteration 5F (3034.789811 sec): 3 clusters Score: Raw -808075.238138 + Penalty 20848.169523 = -787227.068615 nChanged 110 SP:Iteration 6Q (3034.846372 sec): 3 clusters Score: Raw -808903.161179 + Penalty 20848.169523 = -788054.991656 nChanged 99 SP:Iteration 7Q (3034.884862 sec): 3 clusters Score: Raw -809618.083526 + Penalty 20848.169523 = -788769.914003 nChanged 72 SP:Iteration 8Q (3034.940977 sec): 3 clusters Score: Raw -810308.513618 + Penalty 20848.169523 = -789460.344095 nChanged 66 SP:Iteration 9Q (3034.982265 sec): 3 clusters Score: Raw -810801.013057 + Penalty 20848.169523 = -789952.843535 nChanged 51 SP:Iteration 10Q (3035.031379 sec): 3 clusters Score: Raw -811120.160886 + Penalty 20848.169523 = -790271.991364 nChanged 42 SP:Iteration 11Q (3035.064870 sec): 3 clusters Score: Raw -811351.402193 + Penalty 20848.169523 = -790503.232671 nChanged 27 SP:Iteration 12Q (3035.115704 sec): 3 clusters Score: Raw -811477.622640 + Penalty 20848.169523 = -790629.453117 nChanged 22 SP:Iteration 13Q (3035.166160 sec): 3 clusters Score: Raw -811568.959146 + Penalty 20848.169523 = -790720.789623 nChanged 13 SP:Iteration 14Q (3035.213784 sec): 3 clusters Score: Raw -811624.405446 + Penalty 20848.169523 = -790776.235923 nChanged 10 SP:Iteration 15Q (3035.274348 sec): 3 clusters Score: Raw -811663.307456 + Penalty 20848.169523 = -790815.137933 nChanged 7 SP:Iteration 16Q (3035.312314 sec): 3 clusters Score: Raw -811690.531892 + Penalty 20848.169523 = -790842.362370 nChanged 9 SP:Iteration 17Q (3035.359817 sec): 3 clusters Score: Raw -811720.691397 + Penalty 20848.169523 = -790872.521874 nChanged 6 SP:Iteration 18Q (3035.411052 sec): 3 clusters Score: Raw -811740.319909 + Penalty 20848.169523 = -790892.150387 nChanged 4 SP:Iteration 19Q (3035.456631 sec): 3 clusters Score: Raw -811748.717944 + Penalty 20848.169523 = -790900.548422 nChanged 1 SP:Iteration 20F (3035.513906 sec): 3 clusters Score: Raw -811756.224800 + Penalty 20848.169523 = -790908.055277 nChanged 3 SP:Iteration 21Q (3035.563539 sec): 3 clusters Score: Raw -811870.488708 + Penalty 20848.169523 = -791022.319185 nChanged 1 SP:Iteration 22Q (3035.618886 sec): 3 clusters Score: Raw -811872.713450 + Penalty 20848.169523 = -791024.543928 nChanged 2 SP:Iteration 23Q (3035.662681 sec): 3 clusters Score: Raw -811878.391146 + Penalty 20848.169523 = -791030.221623 nChanged 2 SP:Iteration 24Q (3035.721144 sec): 3 clusters Score: Raw -811886.833802 + Penalty 20848.169523 = -791038.664280 nChanged 3 SP:Iteration 25Q (3035.768715 sec): 3 clusters Score: Raw -811894.931748 + Penalty 20848.169523 = -791046.762226 nChanged 1 SP:Iteration 26Q (3035.815769 sec): 3 clusters Score: Raw -811898.714664 + Penalty 20848.169523 = -791050.545142 nChanged 3 SP:Iteration 27Q (3035.854239 sec): 3 clusters Score: Raw -811908.445647 + Penalty 20848.169523 = -791060.276125 nChanged 4 SP:Iteration 28Q (3035.900550 sec): 3 clusters Score: Raw -811932.403664 + Penalty 20848.169523 = -791084.234141 nChanged 5 SP:Iteration 29Q (3035.947136 sec): 3 clusters Score: Raw -811945.761252 + Penalty 20848.169523 = -791097.591730 nChanged 3 SP:Iteration 30Q (3036.003993 sec): 3 clusters Score: Raw -811959.746805 + Penalty 20848.169523 = -791111.577283 nChanged 1 SP:Iteration 31Q (3036.041650 sec): 3 clusters Score: Raw -811962.611265 + Penalty 20848.169523 = -791114.441742 nChanged 0 SP:Iteration 32F (3036.092717 sec): 3 clusters Score: Raw -811962.611265 + Penalty 20848.169523 = -791114.441742 nChanged 0 Trying to split cluster 13 (462 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3036.113933 sec): 2 clusters Score: Raw -165947.449378 + Penalty 8286.080385 = -157661.368992 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3036.155552 sec): 3 clusters Score: Raw -168354.371264 + Penalty 16572.160771 = -151782.210494 nChanged 36 SP:Iteration 1F (3036.197002 sec): 3 clusters Score: Raw -168743.089962 + Penalty 16572.160771 = -152170.929191 nChanged 10 SP:Iteration 2Q (3036.235898 sec): 3 clusters Score: Raw -168813.835238 + Penalty 16572.160771 = -152241.674467 nChanged 2 SP:Iteration 3Q (3036.276657 sec): 3 clusters Score: Raw -168837.733188 + Penalty 16572.160771 = -152265.572417 nChanged 2 SP:Iteration 4Q (3036.329797 sec): 3 clusters Score: Raw -168866.870431 + Penalty 16572.160771 = -152294.709660 nChanged 2 SP:Iteration 5Q (3036.379007 sec): 3 clusters Score: Raw -168888.294908 + Penalty 16572.160771 = -152316.134137 nChanged 0 SP:Iteration 6F (3036.430598 sec): 3 clusters Score: Raw -168888.294908 + Penalty 16572.160771 = -152316.134137 nChanged 0 Trying to split cluster 14 (26376 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3036.553634 sec): 2 clusters Score: Raw -10238747.096038 + Penalty 13748.373314 = -10224998.722724 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3036.723922 sec): 3 clusters Score: Raw -10226271.677806 + Penalty 27496.746629 = -10198774.931177 nChanged 9895 SP:Iteration 1F (3036.904652 sec): 3 clusters Score: Raw -10231777.756241 + Penalty 27496.746629 = -10204281.009612 nChanged 1805 SP:Iteration 2F (3037.078042 sec): 3 clusters Score: Raw -10232766.481351 + Penalty 27496.746629 = -10205269.734722 nChanged 1213 SP:Iteration 3Q (3037.254190 sec): 3 clusters Score: Raw -10233368.855302 + Penalty 27496.746629 = -10205872.108674 nChanged 850 SP:Iteration 4Q (3037.442681 sec): 3 clusters Score: Raw -10233751.206592 + Penalty 27496.746629 = -10206254.459963 nChanged 633 SP:Iteration 5Q (3037.616937 sec): 3 clusters Score: Raw -10234036.348855 + Penalty 27496.746629 = -10206539.602226 nChanged 555 SP:Iteration 6Q (3037.807463 sec): 3 clusters Score: Raw -10234280.085699 + Penalty 27496.746629 = -10206783.339070 nChanged 470 SP:Iteration 7Q (3037.988800 sec): 3 clusters Score: Raw -10234477.533757 + Penalty 27496.746629 = -10206980.787129 nChanged 398 SP:Iteration 8Q (3038.168784 sec): 3 clusters Score: Raw -10234624.577510 + Penalty 27496.746629 = -10207127.830881 nChanged 308 SP:Iteration 9Q (3038.349081 sec): 3 clusters Score: Raw -10234733.704220 + Penalty 27496.746629 = -10207236.957591 nChanged 289 SP:Iteration 10Q (3038.523478 sec): 3 clusters Score: Raw -10234844.289303 + Penalty 27496.746629 = -10207347.542674 nChanged 293 SP:Iteration 11Q (3038.707998 sec): 3 clusters Score: Raw -10234955.759990 + Penalty 27496.746629 = -10207459.013362 nChanged 293 SP:Iteration 12Q (3038.882480 sec): 3 clusters Score: Raw -10235076.035889 + Penalty 27496.746629 = -10207579.289260 nChanged 317 SP:Iteration 13Q (3039.063239 sec): 3 clusters Score: Raw -10235201.932274 + Penalty 27496.746629 = -10207705.185645 nChanged 284 SP:Iteration 14Q (3039.235218 sec): 3 clusters Score: Raw -10235309.152819 + Penalty 27496.746629 = -10207812.406190 nChanged 271 SP:Iteration 15Q (3039.413593 sec): 3 clusters Score: Raw -10235411.752884 + Penalty 27496.746629 = -10207915.006255 nChanged 286 SP:Iteration 16Q (3039.596695 sec): 3 clusters Score: Raw -10235530.336604 + Penalty 27496.746629 = -10208033.589975 nChanged 310 SP:Iteration 17Q (3039.772438 sec): 3 clusters Score: Raw -10235664.928809 + Penalty 27496.746629 = -10208168.182180 nChanged 318 SP:Iteration 18Q (3039.943657 sec): 3 clusters Score: Raw -10235798.402995 + Penalty 27496.746629 = -10208301.656366 nChanged 319 SP:Iteration 19Q (3040.110838 sec): 3 clusters Score: Raw -10235939.344165 + Penalty 27496.746629 = -10208442.597536 nChanged 354 SP:Iteration 20F (3040.277115 sec): 3 clusters Score: Raw -10236100.511934 + Penalty 27496.746629 = -10208603.765305 nChanged 334 SP:Iteration 21Q (3040.452329 sec): 3 clusters Score: Raw -10236252.268787 + Penalty 27496.746629 = -10208755.522159 nChanged 328 SP:Iteration 22Q (3040.619231 sec): 3 clusters Score: Raw -10236401.252787 + Penalty 27496.746629 = -10208904.506159 nChanged 346 SP:Iteration 23Q (3040.794268 sec): 3 clusters Score: Raw -10236557.575060 + Penalty 27496.746629 = -10209060.828431 nChanged 343 SP:Iteration 24Q (3040.975547 sec): 3 clusters Score: Raw -10236719.109026 + Penalty 27496.746629 = -10209222.362397 nChanged 357 SP:Iteration 25Q (3041.144120 sec): 3 clusters Score: Raw -10236897.005047 + Penalty 27496.746629 = -10209400.258418 nChanged 376 SP:Iteration 26Q (3041.310420 sec): 3 clusters Score: Raw -10237103.196360 + Penalty 27496.746629 = -10209606.449731 nChanged 395 SP:Iteration 27Q (3041.461279 sec): 3 clusters Score: Raw -10237310.090621 + Penalty 27496.746629 = -10209813.343992 nChanged 383 SP:Iteration 28Q (3041.613184 sec): 3 clusters Score: Raw -10237515.035798 + Penalty 27496.746629 = -10210018.289169 nChanged 409 SP:Iteration 29Q (3041.770912 sec): 3 clusters Score: Raw -10237739.280513 + Penalty 27496.746629 = -10210242.533884 nChanged 378 SP:Iteration 30Q (3041.927786 sec): 3 clusters Score: Raw -10237967.483539 + Penalty 27496.746629 = -10210470.736910 nChanged 392 SP:Iteration 31Q (3042.072184 sec): 3 clusters Score: Raw -10238205.096121 + Penalty 27496.746629 = -10210708.349493 nChanged 363 SP:Iteration 32Q (3042.224426 sec): 3 clusters Score: Raw -10238429.325963 + Penalty 27496.746629 = -10210932.579334 nChanged 373 SP:Iteration 33Q (3042.393955 sec): 3 clusters Score: Raw -10238662.447614 + Penalty 27496.746629 = -10211165.700985 nChanged 342 SP:Iteration 34Q (3042.573270 sec): 3 clusters Score: Raw -10238894.233299 + Penalty 27496.746629 = -10211397.486670 nChanged 359 SP:Iteration 35Q (3042.734071 sec): 3 clusters Score: Raw -10239141.807308 + Penalty 27496.746629 = -10211645.060680 nChanged 329 SP:Iteration 36Q (3042.884656 sec): 3 clusters Score: Raw -10239376.575364 + Penalty 27496.746629 = -10211879.828736 nChanged 277 SP:Iteration 37Q (3043.054711 sec): 3 clusters Score: Raw -10239572.663069 + Penalty 27496.746629 = -10212075.916441 nChanged 234 SP:Iteration 38Q (3043.224597 sec): 3 clusters Score: Raw -10239736.985780 + Penalty 27496.746629 = -10212240.239151 nChanged 224 SP:Iteration 39Q (3043.389627 sec): 3 clusters Score: Raw -10239893.290231 + Penalty 27496.746629 = -10212396.543603 nChanged 192 SP:Iteration 40F (3043.565578 sec): 3 clusters Score: Raw -10240037.052288 + Penalty 27496.746629 = -10212540.305659 nChanged 182 SP:Iteration 41Q (3043.724834 sec): 3 clusters Score: Raw -10240176.276304 + Penalty 27496.746629 = -10212679.529675 nChanged 166 SP:Iteration 42Q (3043.899658 sec): 3 clusters Score: Raw -10240288.699611 + Penalty 27496.746629 = -10212791.952982 nChanged 133 SP:Iteration 43Q (3044.056551 sec): 3 clusters Score: Raw -10240384.574081 + Penalty 27496.746629 = -10212887.827452 nChanged 113 SP:Iteration 44Q (3044.217087 sec): 3 clusters Score: Raw -10240461.064050 + Penalty 27496.746629 = -10212964.317421 nChanged 95 SP:Iteration 45Q (3044.382210 sec): 3 clusters Score: Raw -10240532.553380 + Penalty 27496.746629 = -10213035.806751 nChanged 78 SP:Iteration 46Q (3044.542653 sec): 3 clusters Score: Raw -10240594.306782 + Penalty 27496.746629 = -10213097.560154 nChanged 65 SP:Iteration 47Q (3044.706503 sec): 3 clusters Score: Raw -10240641.095416 + Penalty 27496.746629 = -10213144.348788 nChanged 48 SP:Iteration 48Q (3044.865059 sec): 3 clusters Score: Raw -10240676.420614 + Penalty 27496.746629 = -10213179.673985 nChanged 47 SP:Iteration 49Q (3045.038845 sec): 3 clusters Score: Raw -10240707.345724 + Penalty 27496.746629 = -10213210.599095 nChanged 31 SP:Iteration 50Q (3045.200325 sec): 3 clusters Score: Raw -10240731.020539 + Penalty 27496.746629 = -10213234.273910 nChanged 35 SP:Iteration 51Q (3045.344639 sec): 3 clusters Score: Raw -10240758.811621 + Penalty 27496.746629 = -10213262.064992 nChanged 28 SP:Iteration 52Q (3045.482775 sec): 3 clusters Score: Raw -10240778.542216 + Penalty 27496.746629 = -10213281.795587 nChanged 28 SP:Iteration 53Q (3045.626212 sec): 3 clusters Score: Raw -10240801.072451 + Penalty 27496.746629 = -10213304.325823 nChanged 31 SP:Iteration 54Q (3045.784824 sec): 3 clusters Score: Raw -10240822.598193 + Penalty 27496.746629 = -10213325.851564 nChanged 33 SP:Iteration 55Q (3045.925129 sec): 3 clusters Score: Raw -10240845.771575 + Penalty 27496.746629 = -10213349.024947 nChanged 24 SP:Iteration 56Q (3046.056894 sec): 3 clusters Score: Raw -10240864.104477 + Penalty 27496.746629 = -10213367.357848 nChanged 23 SP:Iteration 57Q (3046.187667 sec): 3 clusters Score: Raw -10240883.930969 + Penalty 27496.746629 = -10213387.184340 nChanged 27 SP:Iteration 58Q (3046.330616 sec): 3 clusters Score: Raw -10240902.491092 + Penalty 27496.746629 = -10213405.744463 nChanged 26 SP:Iteration 59Q (3046.491911 sec): 3 clusters Score: Raw -10240919.965473 + Penalty 27496.746629 = -10213423.218844 nChanged 18 SP:Iteration 60F (3046.658686 sec): 3 clusters Score: Raw -10240935.292057 + Penalty 27496.746629 = -10213438.545428 nChanged 20 SP:Iteration 61Q (3046.827774 sec): 3 clusters Score: Raw -10240948.485689 + Penalty 27496.746629 = -10213451.739060 nChanged 14 SP:Iteration 62Q (3046.964763 sec): 3 clusters Score: Raw -10240959.207547 + Penalty 27496.746629 = -10213462.460919 nChanged 16 SP:Iteration 63Q (3047.125868 sec): 3 clusters Score: Raw -10240971.345845 + Penalty 27496.746629 = -10213474.599217 nChanged 21 SP:Iteration 64Q (3047.285727 sec): 3 clusters Score: Raw -10240986.907302 + Penalty 27496.746629 = -10213490.160674 nChanged 16 SP:Iteration 65Q (3047.445522 sec): 3 clusters Score: Raw -10240997.564565 + Penalty 27496.746629 = -10213500.817937 nChanged 8 SP:Iteration 66Q (3047.603963 sec): 3 clusters Score: Raw -10241004.079248 + Penalty 27496.746629 = -10213507.332619 nChanged 10 SP:Iteration 67Q (3047.771071 sec): 3 clusters Score: Raw -10241011.299301 + Penalty 27496.746629 = -10213514.552672 nChanged 12 SP:Iteration 68Q (3047.929036 sec): 3 clusters Score: Raw -10241019.534330 + Penalty 27496.746629 = -10213522.787701 nChanged 11 SP:Iteration 69Q (3048.074564 sec): 3 clusters Score: Raw -10241027.612025 + Penalty 27496.746629 = -10213530.865397 nChanged 15 SP:Iteration 70Q (3048.231649 sec): 3 clusters Score: Raw -10241037.286392 + Penalty 27496.746629 = -10213540.539763 nChanged 13 SP:Iteration 71Q (3048.386188 sec): 3 clusters Score: Raw -10241045.808039 + Penalty 27496.746629 = -10213549.061410 nChanged 6 SP:Iteration 72Q (3048.519267 sec): 3 clusters Score: Raw -10241050.421379 + Penalty 27496.746629 = -10213553.674750 nChanged 9 SP:Iteration 73Q (3048.684501 sec): 3 clusters Score: Raw -10241057.263256 + Penalty 27496.746629 = -10213560.516627 nChanged 8 SP:Iteration 74Q (3048.839430 sec): 3 clusters Score: Raw -10241062.811618 + Penalty 27496.746629 = -10213566.064989 nChanged 8 SP:Iteration 75Q (3048.990646 sec): 3 clusters Score: Raw -10241068.673764 + Penalty 27496.746629 = -10213571.927135 nChanged 4 SP:Iteration 76Q (3049.120774 sec): 3 clusters Score: Raw -10241072.064572 + Penalty 27496.746629 = -10213575.317943 nChanged 4 SP:Iteration 77Q (3049.254844 sec): 3 clusters Score: Raw -10241075.442222 + Penalty 27496.746629 = -10213578.695593 nChanged 5 SP:Iteration 78Q (3049.395851 sec): 3 clusters Score: Raw -10241078.453741 + Penalty 27496.746629 = -10213581.707113 nChanged 3 SP:Iteration 79Q (3049.534331 sec): 3 clusters Score: Raw -10241081.067486 + Penalty 27496.746629 = -10213584.320857 nChanged 2 SP:Iteration 80F (3049.696917 sec): 3 clusters Score: Raw -10241082.562027 + Penalty 27496.746629 = -10213585.815398 nChanged 3 SP:Iteration 81Q (3049.852431 sec): 3 clusters Score: Raw -10241084.991345 + Penalty 27496.746629 = -10213588.244716 nChanged 0 SP:Iteration 82F (3050.020264 sec): 3 clusters Score: Raw -10241084.991345 + Penalty 27496.746629 = -10213588.244716 nChanged 0 Trying to split cluster 16 (41887 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3050.198811 sec): 2 clusters Score: Raw -16229944.858320 + Penalty 14373.007939 = -16215571.850381 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3050.436792 sec): 3 clusters Score: Raw -16208308.866626 + Penalty 28746.015878 = -16179562.850748 nChanged 16742 SP:Iteration 1F (3050.688819 sec): 3 clusters Score: Raw -16217083.133035 + Penalty 28746.015878 = -16188337.117157 nChanged 2878 SP:Iteration 2F (3050.947762 sec): 3 clusters Score: Raw -16218478.261594 + Penalty 28746.015878 = -16189732.245716 nChanged 2067 SP:Iteration 3Q (3051.200297 sec): 3 clusters Score: Raw -16219378.208746 + Penalty 28746.015878 = -16190632.192868 nChanged 1573 SP:Iteration 4Q (3051.468246 sec): 3 clusters Score: Raw -16220001.687830 + Penalty 28746.015878 = -16191255.671952 nChanged 1281 SP:Iteration 5Q (3051.692094 sec): 3 clusters Score: Raw -16220507.113657 + Penalty 28746.015878 = -16191761.097779 nChanged 1164 SP:Iteration 6Q (3051.916227 sec): 3 clusters Score: Raw -16220987.460416 + Penalty 28746.015878 = -16192241.444538 nChanged 1166 SP:Iteration 7Q (3052.162553 sec): 3 clusters Score: Raw -16221463.963840 + Penalty 28746.015878 = -16192717.947962 nChanged 1089 SP:Iteration 8Q (3052.392035 sec): 3 clusters Score: Raw -16221894.533802 + Penalty 28746.015878 = -16193148.517924 nChanged 1113 SP:Iteration 9Q (3052.630847 sec): 3 clusters Score: Raw -16222374.706146 + Penalty 28746.015878 = -16193628.690268 nChanged 1173 SP:Iteration 10Q (3052.892277 sec): 3 clusters Score: Raw -16222916.790299 + Penalty 28746.015878 = -16194170.774421 nChanged 1203 SP:Iteration 11Q (3053.153208 sec): 3 clusters Score: Raw -16223480.597420 + Penalty 28746.015878 = -16194734.581542 nChanged 1289 SP:Iteration 12Q (3053.404465 sec): 3 clusters Score: Raw -16224148.651613 + Penalty 28746.015878 = -16195402.635735 nChanged 1330 SP:Iteration 13Q (3053.639978 sec): 3 clusters Score: Raw -16224911.937839 + Penalty 28746.015878 = -16196165.921961 nChanged 1382 SP:Iteration 14Q (3053.893603 sec): 3 clusters Score: Raw -16225756.715456 + Penalty 28746.015878 = -16197010.699578 nChanged 1301 SP:Iteration 15Q (3054.150868 sec): 3 clusters Score: Raw -16226570.326360 + Penalty 28746.015878 = -16197824.310482 nChanged 1259 SP:Iteration 16Q (3054.399733 sec): 3 clusters Score: Raw -16227381.602324 + Penalty 28746.015878 = -16198635.586446 nChanged 1115 SP:Iteration 17Q (3054.658456 sec): 3 clusters Score: Raw -16228132.866931 + Penalty 28746.015878 = -16199386.851053 nChanged 946 SP:Iteration 18Q (3054.930618 sec): 3 clusters Score: Raw -16228787.222376 + Penalty 28746.015878 = -16200041.206498 nChanged 785 SP:Iteration 19Q (3055.185466 sec): 3 clusters Score: Raw -16229347.900730 + Penalty 28746.015878 = -16200601.884852 nChanged 627 SP:Iteration 20F (3055.440490 sec): 3 clusters Score: Raw -16229775.157058 + Penalty 28746.015878 = -16201029.141180 nChanged 509 SP:Iteration 21Q (3055.669246 sec): 3 clusters Score: Raw -16230129.847574 + Penalty 28746.015878 = -16201383.831696 nChanged 438 SP:Iteration 22Q (3055.899145 sec): 3 clusters Score: Raw -16230457.680939 + Penalty 28746.015878 = -16201711.665061 nChanged 363 SP:Iteration 23Q (3056.115763 sec): 3 clusters Score: Raw -16230752.643231 + Penalty 28746.015878 = -16202006.627353 nChanged 334 SP:Iteration 24Q (3056.354598 sec): 3 clusters Score: Raw -16231059.773363 + Penalty 28746.015878 = -16202313.757485 nChanged 331 SP:Iteration 25Q (3056.586536 sec): 3 clusters Score: Raw -16231367.110214 + Penalty 28746.015878 = -16202621.094336 nChanged 292 SP:Iteration 26Q (3056.809226 sec): 3 clusters Score: Raw -16231654.590868 + Penalty 28746.015878 = -16202908.574990 nChanged 254 SP:Iteration 27Q (3057.035032 sec): 3 clusters Score: Raw -16231876.790574 + Penalty 28746.015878 = -16203130.774696 nChanged 207 SP:Iteration 28Q (3057.218472 sec): 3 clusters Score: Raw -16232039.315139 + Penalty 28746.015878 = -16203293.299261 nChanged 178 SP:Iteration 29Q (3057.404488 sec): 3 clusters Score: Raw -16232167.142351 + Penalty 28746.015878 = -16203421.126473 nChanged 135 SP:Iteration 30Q (3057.593553 sec): 3 clusters Score: Raw -16232260.096109 + Penalty 28746.015878 = -16203514.080231 nChanged 124 SP:Iteration 31Q (3057.779012 sec): 3 clusters Score: Raw -16232331.477985 + Penalty 28746.015878 = -16203585.462107 nChanged 89 SP:Iteration 32Q (3057.963038 sec): 3 clusters Score: Raw -16232384.185870 + Penalty 28746.015878 = -16203638.169992 nChanged 72 SP:Iteration 33Q (3058.146185 sec): 3 clusters Score: Raw -16232426.205132 + Penalty 28746.015878 = -16203680.189254 nChanged 58 SP:Iteration 34Q (3058.322974 sec): 3 clusters Score: Raw -16232458.033469 + Penalty 28746.015878 = -16203712.017591 nChanged 46 SP:Iteration 35Q (3058.513193 sec): 3 clusters Score: Raw -16232481.721358 + Penalty 28746.015878 = -16203735.705480 nChanged 29 SP:Iteration 36Q (3058.691729 sec): 3 clusters Score: Raw -16232497.385167 + Penalty 28746.015878 = -16203751.369289 nChanged 27 SP:Iteration 37Q (3058.865318 sec): 3 clusters Score: Raw -16232509.665644 + Penalty 28746.015878 = -16203763.649766 nChanged 15 SP:Iteration 38Q (3059.047826 sec): 3 clusters Score: Raw -16232516.308365 + Penalty 28746.015878 = -16203770.292487 nChanged 11 SP:Iteration 39Q (3059.239835 sec): 3 clusters Score: Raw -16232521.321523 + Penalty 28746.015878 = -16203775.305645 nChanged 11 SP:Iteration 40F (3059.481265 sec): 3 clusters Score: Raw -16232525.399175 + Penalty 28746.015878 = -16203779.383297 nChanged 7 SP:Iteration 41Q (3059.699390 sec): 3 clusters Score: Raw -16232528.549271 + Penalty 28746.015878 = -16203782.533394 nChanged 11 SP:Iteration 42Q (3059.903110 sec): 3 clusters Score: Raw -16232532.812996 + Penalty 28746.015878 = -16203786.797118 nChanged 12 SP:Iteration 43Q (3060.096549 sec): 3 clusters Score: Raw -16232537.878461 + Penalty 28746.015878 = -16203791.862583 nChanged 10 SP:Iteration 44Q (3060.306515 sec): 3 clusters Score: Raw -16232542.083352 + Penalty 28746.015878 = -16203796.067474 nChanged 8 SP:Iteration 45Q (3060.504476 sec): 3 clusters Score: Raw -16232545.901416 + Penalty 28746.015878 = -16203799.885538 nChanged 5 SP:Iteration 46Q (3060.715348 sec): 3 clusters Score: Raw -16232548.253621 + Penalty 28746.015878 = -16203802.237743 nChanged 8 SP:Iteration 47Q (3060.935014 sec): 3 clusters Score: Raw -16232551.959895 + Penalty 28746.015878 = -16203805.944017 nChanged 7 SP:Iteration 48Q (3061.119830 sec): 3 clusters Score: Raw -16232555.076315 + Penalty 28746.015878 = -16203809.060437 nChanged 8 SP:Iteration 49Q (3061.322725 sec): 3 clusters Score: Raw -16232558.573406 + Penalty 28746.015878 = -16203812.557528 nChanged 6 SP:Iteration 50Q (3061.538608 sec): 3 clusters Score: Raw -16232561.039557 + Penalty 28746.015878 = -16203815.023679 nChanged 4 SP:Iteration 51Q (3061.742955 sec): 3 clusters Score: Raw -16232563.930700 + Penalty 28746.015878 = -16203817.914822 nChanged 5 SP:Iteration 52Q (3061.966247 sec): 3 clusters Score: Raw -16232566.658028 + Penalty 28746.015878 = -16203820.642150 nChanged 5 SP:Iteration 53Q (3062.171439 sec): 3 clusters Score: Raw -16232568.717048 + Penalty 28746.015878 = -16203822.701170 nChanged 4 SP:Iteration 54Q (3062.388640 sec): 3 clusters Score: Raw -16232570.314996 + Penalty 28746.015878 = -16203824.299119 nChanged 6 SP:Iteration 55Q (3062.589193 sec): 3 clusters Score: Raw -16232572.419980 + Penalty 28746.015878 = -16203826.404102 nChanged 3 SP:Iteration 56Q (3062.785867 sec): 3 clusters Score: Raw -16232573.358901 + Penalty 28746.015878 = -16203827.343023 nChanged 1 SP:Iteration 57Q (3062.982193 sec): 3 clusters Score: Raw -16232573.718390 + Penalty 28746.015878 = -16203827.702512 nChanged 1 SP:Iteration 58Q (3063.187637 sec): 3 clusters Score: Raw -16232574.085671 + Penalty 28746.015878 = -16203828.069793 nChanged 0 SP:Iteration 59F (3063.426105 sec): 3 clusters Score: Raw -16232574.085671 + Penalty 28746.015878 = -16203828.069793 nChanged 0 Trying to split cluster 17 (7326 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3063.485948 sec): 2 clusters Score: Raw -2785692.712354 + Penalty 12018.349266 = -2773674.363088 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3063.547315 sec): 3 clusters Score: Raw -2783418.968734 + Penalty 24036.698532 = -2759382.270202 nChanged 2017 SP:Iteration 1F (3063.625165 sec): 3 clusters Score: Raw -2785157.244307 + Penalty 24036.698532 = -2761120.545775 nChanged 499 SP:Iteration 2F (3063.687758 sec): 3 clusters Score: Raw -2785714.145626 + Penalty 24036.698532 = -2761677.447094 nChanged 259 SP:Iteration 3Q (3063.764354 sec): 3 clusters Score: Raw -2785990.901324 + Penalty 24036.698532 = -2761954.202792 nChanged 157 SP:Iteration 4Q (3063.827474 sec): 3 clusters Score: Raw -2786157.120949 + Penalty 24036.698532 = -2762120.422417 nChanged 134 SP:Iteration 5Q (3063.904464 sec): 3 clusters Score: Raw -2786294.916541 + Penalty 24036.698532 = -2762258.218009 nChanged 98 SP:Iteration 6Q (3063.981480 sec): 3 clusters Score: Raw -2786386.941004 + Penalty 24036.698532 = -2762350.242473 nChanged 71 SP:Iteration 7Q (3064.073105 sec): 3 clusters Score: Raw -2786464.596736 + Penalty 24036.698532 = -2762427.898204 nChanged 79 SP:Iteration 8Q (3064.154679 sec): 3 clusters Score: Raw -2786546.566398 + Penalty 24036.698532 = -2762509.867866 nChanged 78 SP:Iteration 9Q (3064.227403 sec): 3 clusters Score: Raw -2786628.827870 + Penalty 24036.698532 = -2762592.129338 nChanged 69 SP:Iteration 10Q (3064.298366 sec): 3 clusters Score: Raw -2786698.251821 + Penalty 24036.698532 = -2762661.553289 nChanged 58 SP:Iteration 11Q (3064.370047 sec): 3 clusters Score: Raw -2786752.399945 + Penalty 24036.698532 = -2762715.701413 nChanged 48 SP:Iteration 12Q (3064.449989 sec): 3 clusters Score: Raw -2786802.319156 + Penalty 24036.698532 = -2762765.620624 nChanged 57 SP:Iteration 13Q (3064.518629 sec): 3 clusters Score: Raw -2786874.946046 + Penalty 24036.698532 = -2762838.247514 nChanged 71 SP:Iteration 14Q (3064.596642 sec): 3 clusters Score: Raw -2786958.787536 + Penalty 24036.698532 = -2762922.089005 nChanged 68 SP:Iteration 15Q (3064.666952 sec): 3 clusters Score: Raw -2787056.584218 + Penalty 24036.698532 = -2763019.885686 nChanged 73 SP:Iteration 16Q (3064.742399 sec): 3 clusters Score: Raw -2787144.703815 + Penalty 24036.698532 = -2763108.005283 nChanged 79 SP:Iteration 17Q (3064.808548 sec): 3 clusters Score: Raw -2787228.192475 + Penalty 24036.698532 = -2763191.493943 nChanged 88 SP:Iteration 18Q (3064.891233 sec): 3 clusters Score: Raw -2787321.699006 + Penalty 24036.698532 = -2763285.000474 nChanged 72 SP:Iteration 19Q (3064.980863 sec): 3 clusters Score: Raw -2787393.214328 + Penalty 24036.698532 = -2763356.515796 nChanged 78 SP:Iteration 20F (3065.045903 sec): 3 clusters Score: Raw -2787473.097865 + Penalty 24036.698532 = -2763436.399333 nChanged 72 SP:Iteration 21Q (3065.122445 sec): 3 clusters Score: Raw -2787556.543844 + Penalty 24036.698532 = -2763519.845312 nChanged 69 SP:Iteration 22Q (3065.191128 sec): 3 clusters Score: Raw -2787626.146580 + Penalty 24036.698532 = -2763589.448048 nChanged 63 SP:Iteration 23Q (3065.273281 sec): 3 clusters Score: Raw -2787686.056773 + Penalty 24036.698532 = -2763649.358241 nChanged 59 SP:Iteration 24Q (3065.335817 sec): 3 clusters Score: Raw -2787739.306577 + Penalty 24036.698532 = -2763702.608045 nChanged 45 SP:Iteration 25Q (3065.421776 sec): 3 clusters Score: Raw -2787779.543817 + Penalty 24036.698532 = -2763742.845285 nChanged 49 SP:Iteration 26Q (3065.503768 sec): 3 clusters Score: Raw -2787824.399281 + Penalty 24036.698532 = -2763787.700749 nChanged 31 SP:Iteration 27Q (3065.577523 sec): 3 clusters Score: Raw -2787849.783211 + Penalty 24036.698532 = -2763813.084679 nChanged 40 SP:Iteration 28Q (3065.647515 sec): 3 clusters Score: Raw -2787893.660229 + Penalty 24036.698532 = -2763856.961697 nChanged 30 SP:Iteration 29Q (3065.738769 sec): 3 clusters Score: Raw -2787916.960778 + Penalty 24036.698532 = -2763880.262246 nChanged 28 SP:Iteration 30Q (3065.812557 sec): 3 clusters Score: Raw -2787941.616328 + Penalty 24036.698532 = -2763904.917796 nChanged 29 SP:Iteration 31Q (3065.898666 sec): 3 clusters Score: Raw -2787967.400001 + Penalty 24036.698532 = -2763930.701469 nChanged 27 SP:Iteration 32Q (3065.987157 sec): 3 clusters Score: Raw -2787992.041279 + Penalty 24036.698532 = -2763955.342747 nChanged 28 SP:Iteration 33Q (3066.057958 sec): 3 clusters Score: Raw -2788014.854639 + Penalty 24036.698532 = -2763978.156107 nChanged 13 SP:Iteration 34Q (3066.133387 sec): 3 clusters Score: Raw -2788027.461605 + Penalty 24036.698532 = -2763990.763073 nChanged 8 SP:Iteration 35Q (3066.200114 sec): 3 clusters Score: Raw -2788035.067122 + Penalty 24036.698532 = -2763998.368590 nChanged 11 SP:Iteration 36Q (3066.270019 sec): 3 clusters Score: Raw -2788044.675701 + Penalty 24036.698532 = -2764007.977169 nChanged 13 SP:Iteration 37Q (3066.350032 sec): 3 clusters Score: Raw -2788056.085940 + Penalty 24036.698532 = -2764019.387408 nChanged 19 SP:Iteration 38Q (3066.423114 sec): 3 clusters Score: Raw -2788072.771919 + Penalty 24036.698532 = -2764036.073387 nChanged 14 SP:Iteration 39Q (3066.508356 sec): 3 clusters Score: Raw -2788089.376952 + Penalty 24036.698532 = -2764052.678420 nChanged 15 SP:Iteration 40F (3066.583145 sec): 3 clusters Score: Raw -2788104.442581 + Penalty 24036.698532 = -2764067.744049 nChanged 19 SP:Iteration 41Q (3066.658268 sec): 3 clusters Score: Raw -2788119.630210 + Penalty 24036.698532 = -2764082.931678 nChanged 20 SP:Iteration 42Q (3066.738797 sec): 3 clusters Score: Raw -2788138.934383 + Penalty 24036.698532 = -2764102.235851 nChanged 26 SP:Iteration 43Q (3066.816610 sec): 3 clusters Score: Raw -2788161.131547 + Penalty 24036.698532 = -2764124.433015 nChanged 15 SP:Iteration 44Q (3066.900033 sec): 3 clusters Score: Raw -2788174.975017 + Penalty 24036.698532 = -2764138.276485 nChanged 19 SP:Iteration 45Q (3066.976928 sec): 3 clusters Score: Raw -2788191.246135 + Penalty 24036.698532 = -2764154.547603 nChanged 23 SP:Iteration 46Q (3067.050803 sec): 3 clusters Score: Raw -2788214.376065 + Penalty 24036.698532 = -2764177.677533 nChanged 28 SP:Iteration 47Q (3067.128983 sec): 3 clusters Score: Raw -2788237.681801 + Penalty 24036.698532 = -2764200.983269 nChanged 26 SP:Iteration 48Q (3067.216741 sec): 3 clusters Score: Raw -2788259.631360 + Penalty 24036.698532 = -2764222.932828 nChanged 17 SP:Iteration 49Q (3067.284233 sec): 3 clusters Score: Raw -2788273.943590 + Penalty 24036.698532 = -2764237.245058 nChanged 8 SP:Iteration 50Q (3067.372106 sec): 3 clusters Score: Raw -2788280.261974 + Penalty 24036.698532 = -2764243.563442 nChanged 7 SP:Iteration 51Q (3067.456989 sec): 3 clusters Score: Raw -2788286.769239 + Penalty 24036.698532 = -2764250.070707 nChanged 5 SP:Iteration 52Q (3067.532353 sec): 3 clusters Score: Raw -2788289.996883 + Penalty 24036.698532 = -2764253.298351 nChanged 6 SP:Iteration 53Q (3067.609522 sec): 3 clusters Score: Raw -2788295.010035 + Penalty 24036.698532 = -2764258.311503 nChanged 8 SP:Iteration 54Q (3067.674686 sec): 3 clusters Score: Raw -2788301.248069 + Penalty 24036.698532 = -2764264.549538 nChanged 10 SP:Iteration 55Q (3067.752967 sec): 3 clusters Score: Raw -2788310.933947 + Penalty 24036.698532 = -2764274.235416 nChanged 14 SP:Iteration 56Q (3067.833793 sec): 3 clusters Score: Raw -2788322.795063 + Penalty 24036.698532 = -2764286.096531 nChanged 10 SP:Iteration 57Q (3067.893234 sec): 3 clusters Score: Raw -2788330.333048 + Penalty 24036.698532 = -2764293.634516 nChanged 10 SP:Iteration 58Q (3067.983588 sec): 3 clusters Score: Raw -2788340.301343 + Penalty 24036.698532 = -2764303.602811 nChanged 11 SP:Iteration 59Q (3068.051436 sec): 3 clusters Score: Raw -2788350.788334 + Penalty 24036.698532 = -2764314.089803 nChanged 15 SP:Iteration 60F (3068.132740 sec): 3 clusters Score: Raw -2788362.937063 + Penalty 24036.698532 = -2764326.238531 nChanged 14 SP:Iteration 61Q (3068.216056 sec): 3 clusters Score: Raw -2788377.077603 + Penalty 24036.698532 = -2764340.379071 nChanged 8 SP:Iteration 62Q (3068.280149 sec): 3 clusters Score: Raw -2788383.320195 + Penalty 24036.698532 = -2764346.621663 nChanged 10 SP:Iteration 63Q (3068.359863 sec): 3 clusters Score: Raw -2788392.264158 + Penalty 24036.698532 = -2764355.565626 nChanged 11 SP:Iteration 64Q (3068.439405 sec): 3 clusters Score: Raw -2788401.850564 + Penalty 24036.698532 = -2764365.152032 nChanged 15 SP:Iteration 65Q (3068.498226 sec): 3 clusters Score: Raw -2788416.745813 + Penalty 24036.698532 = -2764380.047281 nChanged 11 SP:Iteration 66Q (3068.567961 sec): 3 clusters Score: Raw -2788427.381344 + Penalty 24036.698532 = -2764390.682812 nChanged 18 SP:Iteration 67Q (3068.638200 sec): 3 clusters Score: Raw -2788439.752796 + Penalty 24036.698532 = -2764403.054264 nChanged 2 SP:Iteration 68Q (3068.721788 sec): 3 clusters Score: Raw -2788441.427476 + Penalty 24036.698532 = -2764404.728944 nChanged 4 SP:Iteration 69Q (3068.780918 sec): 3 clusters Score: Raw -2788444.371648 + Penalty 24036.698532 = -2764407.673116 nChanged 3 SP:Iteration 70Q (3068.854914 sec): 3 clusters Score: Raw -2788447.048774 + Penalty 24036.698532 = -2764410.350242 nChanged 1 SP:Iteration 71Q (3068.924559 sec): 3 clusters Score: Raw -2788448.201436 + Penalty 24036.698532 = -2764411.502904 nChanged 3 SP:Iteration 72Q (3069.000866 sec): 3 clusters Score: Raw -2788449.833378 + Penalty 24036.698532 = -2764413.134846 nChanged 2 SP:Iteration 73Q (3069.077590 sec): 3 clusters Score: Raw -2788450.880865 + Penalty 24036.698532 = -2764414.182333 nChanged 1 SP:Iteration 74Q (3069.155633 sec): 3 clusters Score: Raw -2788452.685627 + Penalty 24036.698532 = -2764415.987095 nChanged 3 SP:Iteration 75Q (3069.232976 sec): 3 clusters Score: Raw -2788456.044829 + Penalty 24036.698532 = -2764419.346297 nChanged 7 SP:Iteration 76Q (3069.302344 sec): 3 clusters Score: Raw -2788462.720841 + Penalty 24036.698532 = -2764426.022309 nChanged 6 SP:Iteration 77Q (3069.383023 sec): 3 clusters Score: Raw -2788467.906745 + Penalty 24036.698532 = -2764431.208213 nChanged 6 SP:Iteration 78Q (3069.454444 sec): 3 clusters Score: Raw -2788472.948265 + Penalty 24036.698532 = -2764436.249734 nChanged 8 SP:Iteration 79Q (3069.535498 sec): 3 clusters Score: Raw -2788478.923651 + Penalty 24036.698532 = -2764442.225119 nChanged 8 SP:Iteration 80F (3069.612876 sec): 3 clusters Score: Raw -2788484.560555 + Penalty 24036.698532 = -2764447.862023 nChanged 8 SP:Iteration 81Q (3069.691789 sec): 3 clusters Score: Raw -2788491.521849 + Penalty 24036.698532 = -2764454.823317 nChanged 4 SP:Iteration 82Q (3069.759690 sec): 3 clusters Score: Raw -2788495.268663 + Penalty 24036.698532 = -2764458.570131 nChanged 3 SP:Iteration 83Q (3069.842059 sec): 3 clusters Score: Raw -2788497.688147 + Penalty 24036.698532 = -2764460.989615 nChanged 4 SP:Iteration 84Q (3069.913043 sec): 3 clusters Score: Raw -2788501.961327 + Penalty 24036.698532 = -2764465.262795 nChanged 3 SP:Iteration 85Q (3069.993860 sec): 3 clusters Score: Raw -2788504.476540 + Penalty 24036.698532 = -2764467.778009 nChanged 3 SP:Iteration 86Q (3070.075851 sec): 3 clusters Score: Raw -2788506.838021 + Penalty 24036.698532 = -2764470.139489 nChanged 1 SP:Iteration 87Q (3070.152264 sec): 3 clusters Score: Raw -2788508.268522 + Penalty 24036.698532 = -2764471.569990 nChanged 1 SP:Iteration 88Q (3070.236676 sec): 3 clusters Score: Raw -2788509.294568 + Penalty 24036.698532 = -2764472.596036 nChanged 0 SP:Iteration 89F (3070.308367 sec): 3 clusters Score: Raw -2788509.294568 + Penalty 24036.698532 = -2764472.596036 nChanged 0 Trying to split cluster 20 (139990 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3070.820550 sec): 2 clusters Score: Raw -55080126.002763 + Penalty 16002.515128 = -55064123.487635 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3071.579054 sec): 3 clusters Score: Raw -54997260.216154 + Penalty 32005.030257 = -54965255.185897 nChanged 62184 SP:Iteration 1F (3072.267702 sec): 3 clusters Score: Raw -55030896.635137 + Penalty 32005.030257 = -54998891.604881 nChanged 6969 SP:Iteration 2Q (3073.014444 sec): 3 clusters Score: Raw -55033353.448798 + Penalty 32005.030257 = -55001348.418542 nChanged 6404 SP:Iteration 3Q (3073.724855 sec): 3 clusters Score: Raw -55035813.831639 + Penalty 32005.030257 = -55003808.801382 nChanged 6361 SP:Iteration 4Q (3074.508456 sec): 3 clusters Score: Raw -55038591.999671 + Penalty 32005.030257 = -55006586.969414 nChanged 6773 SP:Iteration 5Q (3075.201373 sec): 3 clusters Score: Raw -55042158.572724 + Penalty 32005.030257 = -55010153.542467 nChanged 7586 SP:Iteration 6F (3075.862260 sec): 3 clusters Score: Raw -55046868.937907 + Penalty 32005.030257 = -55014863.907650 nChanged 8408 SP:Iteration 7F (3076.522021 sec): 3 clusters Score: Raw -55052660.203482 + Penalty 32005.030257 = -55020655.173225 nChanged 8666 SP:Iteration 8F (3077.180858 sec): 3 clusters Score: Raw -55058931.140469 + Penalty 32005.030257 = -55026926.110213 nChanged 8267 SP:Iteration 9F (3077.835196 sec): 3 clusters Score: Raw -55064699.642176 + Penalty 32005.030257 = -55032694.611919 nChanged 7175 SP:Iteration 10F (3078.482791 sec): 3 clusters Score: Raw -55069161.958426 + Penalty 32005.030257 = -55037156.928169 nChanged 5703 SP:Iteration 11Q (3079.150986 sec): 3 clusters Score: Raw -55072157.501140 + Penalty 32005.030257 = -55040152.470883 nChanged 4292 SP:Iteration 12Q (3079.803208 sec): 3 clusters Score: Raw -55073977.136087 + Penalty 32005.030257 = -55041972.105831 nChanged 3187 SP:Iteration 13Q (3080.443166 sec): 3 clusters Score: Raw -55075090.257475 + Penalty 32005.030257 = -55043085.227218 nChanged 2450 SP:Iteration 14Q (3081.120934 sec): 3 clusters Score: Raw -55075843.128421 + Penalty 32005.030257 = -55043838.098164 nChanged 1927 SP:Iteration 15Q (3081.815567 sec): 3 clusters Score: Raw -55076369.961359 + Penalty 32005.030257 = -55044364.931103 nChanged 1617 SP:Iteration 16Q (3082.445905 sec): 3 clusters Score: Raw -55076813.489504 + Penalty 32005.030257 = -55044808.459247 nChanged 1436 SP:Iteration 17Q (3083.110538 sec): 3 clusters Score: Raw -55077187.281623 + Penalty 32005.030257 = -55045182.251367 nChanged 1347 SP:Iteration 18Q (3083.791149 sec): 3 clusters Score: Raw -55077544.618076 + Penalty 32005.030257 = -55045539.587819 nChanged 1263 SP:Iteration 19Q (3084.414114 sec): 3 clusters Score: Raw -55077865.480717 + Penalty 32005.030257 = -55045860.450460 nChanged 1253 SP:Iteration 20F (3085.067977 sec): 3 clusters Score: Raw -55078191.555280 + Penalty 32005.030257 = -55046186.525024 nChanged 1191 SP:Iteration 21Q (3085.691848 sec): 3 clusters Score: Raw -55078483.939810 + Penalty 32005.030257 = -55046478.909554 nChanged 1125 SP:Iteration 22Q (3086.331842 sec): 3 clusters Score: Raw -55078758.949340 + Penalty 32005.030257 = -55046753.919084 nChanged 1113 SP:Iteration 23Q (3086.987430 sec): 3 clusters Score: Raw -55079024.468783 + Penalty 32005.030257 = -55047019.438527 nChanged 1086 SP:Iteration 24Q (3087.687705 sec): 3 clusters Score: Raw -55079279.649687 + Penalty 32005.030257 = -55047274.619431 nChanged 1009 SP:Iteration 25Q (3088.285284 sec): 3 clusters Score: Raw -55079506.180163 + Penalty 32005.030257 = -55047501.149906 nChanged 934 SP:Iteration 26Q (3088.887435 sec): 3 clusters Score: Raw -55079716.788555 + Penalty 32005.030257 = -55047711.758299 nChanged 915 SP:Iteration 27Q (3089.548758 sec): 3 clusters Score: Raw -55079930.838294 + Penalty 32005.030257 = -55047925.808038 nChanged 905 SP:Iteration 28Q (3090.176100 sec): 3 clusters Score: Raw -55080131.444549 + Penalty 32005.030257 = -55048126.414292 nChanged 804 SP:Iteration 29Q (3090.854607 sec): 3 clusters Score: Raw -55080305.884402 + Penalty 32005.030257 = -55048300.854145 nChanged 787 SP:Iteration 30Q (3091.513239 sec): 3 clusters Score: Raw -55080474.379314 + Penalty 32005.030257 = -55048469.349057 nChanged 764 SP:Iteration 31Q (3092.202145 sec): 3 clusters Score: Raw -55080632.650661 + Penalty 32005.030257 = -55048627.620404 nChanged 709 SP:Iteration 32Q (3092.835973 sec): 3 clusters Score: Raw -55080776.800850 + Penalty 32005.030257 = -55048771.770593 nChanged 658 SP:Iteration 33Q (3093.485980 sec): 3 clusters Score: Raw -55080906.923800 + Penalty 32005.030257 = -55048901.893543 nChanged 609 SP:Iteration 34Q (3094.121635 sec): 3 clusters Score: Raw -55081026.575323 + Penalty 32005.030257 = -55049021.545066 nChanged 590 SP:Iteration 35Q (3094.831559 sec): 3 clusters Score: Raw -55081138.877850 + Penalty 32005.030257 = -55049133.847593 nChanged 557 SP:Iteration 36Q (3095.523394 sec): 3 clusters Score: Raw -55081244.485417 + Penalty 32005.030257 = -55049239.455161 nChanged 551 SP:Iteration 37Q (3096.228360 sec): 3 clusters Score: Raw -55081349.116006 + Penalty 32005.030257 = -55049344.085750 nChanged 498 SP:Iteration 38Q (3096.911510 sec): 3 clusters Score: Raw -55081440.333934 + Penalty 32005.030257 = -55049435.303677 nChanged 451 SP:Iteration 39Q (3097.521974 sec): 3 clusters Score: Raw -55081522.976694 + Penalty 32005.030257 = -55049517.946438 nChanged 448 SP:Iteration 40F (3098.214596 sec): 3 clusters Score: Raw -55081606.199855 + Penalty 32005.030257 = -55049601.169599 nChanged 456 SP:Iteration 41Q (3098.820092 sec): 3 clusters Score: Raw -55081689.863474 + Penalty 32005.030257 = -55049684.833217 nChanged 408 SP:Iteration 42Q (3099.486783 sec): 3 clusters Score: Raw -55081761.057448 + Penalty 32005.030257 = -55049756.027191 nChanged 400 SP:Iteration 43Q (3100.138891 sec): 3 clusters Score: Raw -55081830.774039 + Penalty 32005.030257 = -55049825.743783 nChanged 364 SP:Iteration 44Q (3100.784485 sec): 3 clusters Score: Raw -55081891.610757 + Penalty 32005.030257 = -55049886.580501 nChanged 319 SP:Iteration 45Q (3101.402206 sec): 3 clusters Score: Raw -55081946.223724 + Penalty 32005.030257 = -55049941.193467 nChanged 335 SP:Iteration 46Q (3102.051859 sec): 3 clusters Score: Raw -55082006.805286 + Penalty 32005.030257 = -55050001.775029 nChanged 325 SP:Iteration 47Q (3102.649666 sec): 3 clusters Score: Raw -55082062.341105 + Penalty 32005.030257 = -55050057.310849 nChanged 295 SP:Iteration 48Q (3103.273572 sec): 3 clusters Score: Raw -55082116.119381 + Penalty 32005.030257 = -55050111.089125 nChanged 290 SP:Iteration 49Q (3103.895067 sec): 3 clusters Score: Raw -55082166.312665 + Penalty 32005.030257 = -55050161.282409 nChanged 280 SP:Iteration 50Q (3104.529449 sec): 3 clusters Score: Raw -55082216.425142 + Penalty 32005.030257 = -55050211.394886 nChanged 297 SP:Iteration 51Q (3105.104304 sec): 3 clusters Score: Raw -55082272.178190 + Penalty 32005.030257 = -55050267.147934 nChanged 306 SP:Iteration 52Q (3105.679136 sec): 3 clusters Score: Raw -55082330.010809 + Penalty 32005.030257 = -55050324.980552 nChanged 278 SP:Iteration 53Q (3106.343896 sec): 3 clusters Score: Raw -55082379.926144 + Penalty 32005.030257 = -55050374.895887 nChanged 292 SP:Iteration 54Q (3107.017735 sec): 3 clusters Score: Raw -55082429.865754 + Penalty 32005.030257 = -55050424.835498 nChanged 264 SP:Iteration 55Q (3107.621837 sec): 3 clusters Score: Raw -55082474.938973 + Penalty 32005.030257 = -55050469.908716 nChanged 256 SP:Iteration 56Q (3108.238806 sec): 3 clusters Score: Raw -55082518.398491 + Penalty 32005.030257 = -55050513.368234 nChanged 221 SP:Iteration 57Q (3108.832358 sec): 3 clusters Score: Raw -55082555.337455 + Penalty 32005.030257 = -55050550.307198 nChanged 216 SP:Iteration 58Q (3109.402771 sec): 3 clusters Score: Raw -55082591.029377 + Penalty 32005.030257 = -55050585.999121 nChanged 199 SP:Iteration 59Q (3110.028034 sec): 3 clusters Score: Raw -55082623.383783 + Penalty 32005.030257 = -55050618.353527 nChanged 208 SP:Iteration 60F (3110.686748 sec): 3 clusters Score: Raw -55082661.557789 + Penalty 32005.030257 = -55050656.527532 nChanged 199 SP:Iteration 61Q (3111.268807 sec): 3 clusters Score: Raw -55082695.466960 + Penalty 32005.030257 = -55050690.436703 nChanged 204 SP:Iteration 62Q (3111.841162 sec): 3 clusters Score: Raw -55082731.862500 + Penalty 32005.030257 = -55050726.832243 nChanged 197 SP:Iteration 63Q (3112.396758 sec): 3 clusters Score: Raw -55082769.105278 + Penalty 32005.030257 = -55050764.075022 nChanged 186 SP:Iteration 64Q (3112.990512 sec): 3 clusters Score: Raw -55082802.177508 + Penalty 32005.030257 = -55050797.147251 nChanged 174 SP:Iteration 65Q (3113.598127 sec): 3 clusters Score: Raw -55082832.498245 + Penalty 32005.030257 = -55050827.467988 nChanged 171 SP:Iteration 66Q (3114.164656 sec): 3 clusters Score: Raw -55082862.219568 + Penalty 32005.030257 = -55050857.189312 nChanged 153 SP:Iteration 67Q (3114.786492 sec): 3 clusters Score: Raw -55082887.812647 + Penalty 32005.030257 = -55050882.782390 nChanged 148 SP:Iteration 68Q (3115.344356 sec): 3 clusters Score: Raw -55082911.147551 + Penalty 32005.030257 = -55050906.117294 nChanged 149 SP:Iteration 69Q (3115.907737 sec): 3 clusters Score: Raw -55082933.505962 + Penalty 32005.030257 = -55050928.475705 nChanged 130 SP:Iteration 70Q (3116.476173 sec): 3 clusters Score: Raw -55082952.988112 + Penalty 32005.030257 = -55050947.957855 nChanged 108 SP:Iteration 71Q (3117.055463 sec): 3 clusters Score: Raw -55082968.898872 + Penalty 32005.030257 = -55050963.868615 nChanged 112 SP:Iteration 72Q (3117.603304 sec): 3 clusters Score: Raw -55082985.358151 + Penalty 32005.030257 = -55050980.327894 nChanged 95 SP:Iteration 73Q (3118.127554 sec): 3 clusters Score: Raw -55082999.419936 + Penalty 32005.030257 = -55050994.389680 nChanged 79 SP:Iteration 74Q (3118.736849 sec): 3 clusters Score: Raw -55083012.221527 + Penalty 32005.030257 = -55051007.191271 nChanged 101 SP:Iteration 75Q (3119.300551 sec): 3 clusters Score: Raw -55083027.484386 + Penalty 32005.030257 = -55051022.454130 nChanged 108 SP:Iteration 76Q (3119.898026 sec): 3 clusters Score: Raw -55083045.123543 + Penalty 32005.030257 = -55051040.093286 nChanged 101 SP:Iteration 77Q (3120.468332 sec): 3 clusters Score: Raw -55083061.270562 + Penalty 32005.030257 = -55051056.240305 nChanged 94 SP:Iteration 78Q (3121.071719 sec): 3 clusters Score: Raw -55083076.362654 + Penalty 32005.030257 = -55051071.332397 nChanged 80 SP:Iteration 79Q (3121.702201 sec): 3 clusters Score: Raw -55083088.310436 + Penalty 32005.030257 = -55051083.280180 nChanged 92 SP:Iteration 80F (3122.431985 sec): 3 clusters Score: Raw -55083102.241027 + Penalty 32005.030257 = -55051097.210770 nChanged 85 SP:Iteration 81Q (3123.012722 sec): 3 clusters Score: Raw -55083114.647445 + Penalty 32005.030257 = -55051109.617189 nChanged 78 SP:Iteration 82Q (3123.560381 sec): 3 clusters Score: Raw -55083127.995617 + Penalty 32005.030257 = -55051122.965360 nChanged 86 SP:Iteration 83Q (3124.168236 sec): 3 clusters Score: Raw -55083142.464292 + Penalty 32005.030257 = -55051137.434035 nChanged 99 SP:Iteration 84Q (3124.760037 sec): 3 clusters Score: Raw -55083159.444529 + Penalty 32005.030257 = -55051154.414272 nChanged 114 SP:Iteration 85Q (3125.432839 sec): 3 clusters Score: Raw -55083178.028049 + Penalty 32005.030257 = -55051172.997792 nChanged 86 SP:Iteration 86Q (3126.080786 sec): 3 clusters Score: Raw -55083190.984991 + Penalty 32005.030257 = -55051185.954735 nChanged 70 SP:Iteration 87Q (3126.739357 sec): 3 clusters Score: Raw -55083201.796463 + Penalty 32005.030257 = -55051196.766207 nChanged 64 SP:Iteration 88Q (3127.396452 sec): 3 clusters Score: Raw -55083211.315900 + Penalty 32005.030257 = -55051206.285643 nChanged 63 SP:Iteration 89Q (3128.033756 sec): 3 clusters Score: Raw -55083221.575480 + Penalty 32005.030257 = -55051216.545223 nChanged 61 SP:Iteration 90Q (3128.642592 sec): 3 clusters Score: Raw -55083231.410659 + Penalty 32005.030257 = -55051226.380403 nChanged 57 SP:Iteration 91Q (3129.304548 sec): 3 clusters Score: Raw -55083240.576774 + Penalty 32005.030257 = -55051235.546517 nChanged 65 SP:Iteration 92Q (3129.927000 sec): 3 clusters Score: Raw -55083251.415064 + Penalty 32005.030257 = -55051246.384807 nChanged 78 SP:Iteration 93Q (3130.567788 sec): 3 clusters Score: Raw -55083263.253510 + Penalty 32005.030257 = -55051258.223253 nChanged 75 SP:Iteration 94Q (3131.214746 sec): 3 clusters Score: Raw -55083275.657815 + Penalty 32005.030257 = -55051270.627558 nChanged 74 SP:Iteration 95Q (3131.797524 sec): 3 clusters Score: Raw -55083288.269569 + Penalty 32005.030257 = -55051283.239313 nChanged 70 SP:Iteration 96Q (3132.403663 sec): 3 clusters Score: Raw -55083299.642671 + Penalty 32005.030257 = -55051294.612414 nChanged 67 SP:Iteration 97Q (3133.040304 sec): 3 clusters Score: Raw -55083309.649468 + Penalty 32005.030257 = -55051304.619212 nChanged 59 SP:Iteration 98Q (3133.668394 sec): 3 clusters Score: Raw -55083319.105997 + Penalty 32005.030257 = -55051314.075740 nChanged 57 SP:Iteration 99Q (3134.245899 sec): 3 clusters Score: Raw -55083328.793695 + Penalty 32005.030257 = -55051323.763438 nChanged 52 SP:Iteration 100F (3134.976089 sec): 3 clusters Score: Raw -55083337.404972 + Penalty 32005.030257 = -55051332.374716 nChanged 53 SP:Iteration 101Q (3135.552765 sec): 3 clusters Score: Raw -55083346.797336 + Penalty 32005.030257 = -55051341.767079 nChanged 63 SP:Iteration 102Q (3136.125733 sec): 3 clusters Score: Raw -55083357.258094 + Penalty 32005.030257 = -55051352.227838 nChanged 61 SP:Iteration 103Q (3136.681878 sec): 3 clusters Score: Raw -55083367.191517 + Penalty 32005.030257 = -55051362.161260 nChanged 73 SP:Iteration 104Q (3137.242701 sec): 3 clusters Score: Raw -55083379.305120 + Penalty 32005.030257 = -55051374.274864 nChanged 74 SP:Iteration 105Q (3137.795313 sec): 3 clusters Score: Raw -55083391.665545 + Penalty 32005.030257 = -55051386.635288 nChanged 64 SP:Iteration 106Q (3138.424026 sec): 3 clusters Score: Raw -55083402.402225 + Penalty 32005.030257 = -55051397.371968 nChanged 59 SP:Iteration 107Q (3138.972671 sec): 3 clusters Score: Raw -55083412.254344 + Penalty 32005.030257 = -55051407.224087 nChanged 63 SP:Iteration 108Q (3139.525564 sec): 3 clusters Score: Raw -55083422.225427 + Penalty 32005.030257 = -55051417.195170 nChanged 57 SP:Iteration 109Q (3140.080738 sec): 3 clusters Score: Raw -55083432.066440 + Penalty 32005.030257 = -55051427.036183 nChanged 72 SP:Iteration 110Q (3140.706948 sec): 3 clusters Score: Raw -55083443.957249 + Penalty 32005.030257 = -55051438.926993 nChanged 74 SP:Iteration 111Q (3141.258605 sec): 3 clusters Score: Raw -55083456.114415 + Penalty 32005.030257 = -55051451.084159 nChanged 56 SP:Iteration 112Q (3141.906984 sec): 3 clusters Score: Raw -55083464.672918 + Penalty 32005.030257 = -55051459.642662 nChanged 57 SP:Iteration 113Q (3142.542176 sec): 3 clusters Score: Raw -55083473.129225 + Penalty 32005.030257 = -55051468.098969 nChanged 49 SP:Iteration 114Q (3143.189817 sec): 3 clusters Score: Raw -55083481.403670 + Penalty 32005.030257 = -55051476.373414 nChanged 49 SP:Iteration 115Q (3143.772845 sec): 3 clusters Score: Raw -55083490.244878 + Penalty 32005.030257 = -55051485.214622 nChanged 42 SP:Iteration 116Q (3144.393154 sec): 3 clusters Score: Raw -55083497.419283 + Penalty 32005.030257 = -55051492.389026 nChanged 43 SP:Iteration 117Q (3144.992293 sec): 3 clusters Score: Raw -55083505.001012 + Penalty 32005.030257 = -55051499.970755 nChanged 52 SP:Iteration 118Q (3145.608726 sec): 3 clusters Score: Raw -55083513.681449 + Penalty 32005.030257 = -55051508.651192 nChanged 48 SP:Iteration 119Q (3146.238209 sec): 3 clusters Score: Raw -55083521.580485 + Penalty 32005.030257 = -55051516.550228 nChanged 58 SP:Iteration 120F (3146.891186 sec): 3 clusters Score: Raw -55083531.776799 + Penalty 32005.030257 = -55051526.746543 nChanged 44 SP:Iteration 121Q (3147.477042 sec): 3 clusters Score: Raw -55083539.584391 + Penalty 32005.030257 = -55051534.554134 nChanged 47 SP:Iteration 122Q (3148.122532 sec): 3 clusters Score: Raw -55083547.057482 + Penalty 32005.030257 = -55051542.027226 nChanged 50 SP:Iteration 123Q (3148.676848 sec): 3 clusters Score: Raw -55083555.344744 + Penalty 32005.030257 = -55051550.314488 nChanged 48 SP:Iteration 124Q (3149.246037 sec): 3 clusters Score: Raw -55083563.023896 + Penalty 32005.030257 = -55051557.993639 nChanged 39 SP:Iteration 125Q (3149.883436 sec): 3 clusters Score: Raw -55083569.589400 + Penalty 32005.030257 = -55051564.559144 nChanged 45 SP:Iteration 126Q (3150.459104 sec): 3 clusters Score: Raw -55083577.535234 + Penalty 32005.030257 = -55051572.504978 nChanged 38 SP:Iteration 127Q (3151.019244 sec): 3 clusters Score: Raw -55083584.177804 + Penalty 32005.030257 = -55051579.147547 nChanged 40 SP:Iteration 128Q (3151.647090 sec): 3 clusters Score: Raw -55083590.121140 + Penalty 32005.030257 = -55051585.090883 nChanged 35 SP:Iteration 129Q (3152.291508 sec): 3 clusters Score: Raw -55083595.919807 + Penalty 32005.030257 = -55051590.889551 nChanged 35 SP:Iteration 130Q (3152.901482 sec): 3 clusters Score: Raw -55083601.536992 + Penalty 32005.030257 = -55051596.506735 nChanged 34 SP:Iteration 131Q (3153.515750 sec): 3 clusters Score: Raw -55083606.736050 + Penalty 32005.030257 = -55051601.705794 nChanged 34 SP:Iteration 132Q (3154.072189 sec): 3 clusters Score: Raw -55083612.608910 + Penalty 32005.030257 = -55051607.578653 nChanged 35 SP:Iteration 133Q (3154.607137 sec): 3 clusters Score: Raw -55083618.713292 + Penalty 32005.030257 = -55051613.683035 nChanged 37 SP:Iteration 134Q (3155.170833 sec): 3 clusters Score: Raw -55083624.486857 + Penalty 32005.030257 = -55051619.456600 nChanged 45 SP:Iteration 135Q (3155.709925 sec): 3 clusters Score: Raw -55083632.075657 + Penalty 32005.030257 = -55051627.045400 nChanged 40 SP:Iteration 136Q (3156.254943 sec): 3 clusters Score: Raw -55083638.234335 + Penalty 32005.030257 = -55051633.204078 nChanged 39 SP:Iteration 137Q (3156.796654 sec): 3 clusters Score: Raw -55083644.399278 + Penalty 32005.030257 = -55051639.369021 nChanged 30 SP:Iteration 138Q (3157.343452 sec): 3 clusters Score: Raw -55083649.308902 + Penalty 32005.030257 = -55051644.278645 nChanged 32 SP:Iteration 139Q (3157.939001 sec): 3 clusters Score: Raw -55083654.375984 + Penalty 32005.030257 = -55051649.345728 nChanged 26 SP:Iteration 140F (3158.605727 sec): 3 clusters Score: Raw -55083658.818747 + Penalty 32005.030257 = -55051653.788490 nChanged 27 SP:Iteration 141Q (3159.197740 sec): 3 clusters Score: Raw -55083663.449381 + Penalty 32005.030257 = -55051658.419124 nChanged 24 SP:Iteration 142Q (3159.678841 sec): 3 clusters Score: Raw -55083667.512667 + Penalty 32005.030257 = -55051662.482410 nChanged 28 SP:Iteration 143Q (3160.199192 sec): 3 clusters Score: Raw -55083672.129912 + Penalty 32005.030257 = -55051667.099656 nChanged 23 SP:Iteration 144Q (3160.678814 sec): 3 clusters Score: Raw -55083675.951321 + Penalty 32005.030257 = -55051670.921064 nChanged 17 SP:Iteration 145Q (3161.236681 sec): 3 clusters Score: Raw -55083679.116367 + Penalty 32005.030257 = -55051674.086111 nChanged 24 SP:Iteration 146Q (3161.767416 sec): 3 clusters Score: Raw -55083683.806069 + Penalty 32005.030257 = -55051678.775813 nChanged 25 SP:Iteration 147Q (3162.271180 sec): 3 clusters Score: Raw -55083688.392138 + Penalty 32005.030257 = -55051683.361882 nChanged 25 SP:Iteration 148Q (3162.825296 sec): 3 clusters Score: Raw -55083692.281739 + Penalty 32005.030257 = -55051687.251483 nChanged 20 SP:Iteration 149Q (3163.408385 sec): 3 clusters Score: Raw -55083695.406520 + Penalty 32005.030257 = -55051690.376264 nChanged 23 SP:Iteration 150Q (3163.936541 sec): 3 clusters Score: Raw -55083699.006027 + Penalty 32005.030257 = -55051693.975770 nChanged 20 SP:Iteration 151Q (3164.509507 sec): 3 clusters Score: Raw -55083702.123362 + Penalty 32005.030257 = -55051697.093105 nChanged 25 SP:Iteration 152Q (3165.025350 sec): 3 clusters Score: Raw -55083705.915822 + Penalty 32005.030257 = -55051700.885566 nChanged 27 SP:Iteration 153Q (3165.541217 sec): 3 clusters Score: Raw -55083710.547993 + Penalty 32005.030257 = -55051705.517737 nChanged 22 SP:Iteration 154Q (3166.094806 sec): 3 clusters Score: Raw -55083714.019928 + Penalty 32005.030257 = -55051708.989672 nChanged 16 SP:Iteration 155Q (3166.652268 sec): 3 clusters Score: Raw -55083716.348721 + Penalty 32005.030257 = -55051711.318464 nChanged 13 SP:Iteration 156Q (3167.176326 sec): 3 clusters Score: Raw -55083718.486821 + Penalty 32005.030257 = -55051713.456564 nChanged 15 SP:Iteration 157Q (3167.690979 sec): 3 clusters Score: Raw -55083721.042239 + Penalty 32005.030257 = -55051716.011983 nChanged 13 SP:Iteration 158Q (3168.218013 sec): 3 clusters Score: Raw -55083722.903601 + Penalty 32005.030257 = -55051717.873345 nChanged 14 SP:Iteration 159Q (3168.736183 sec): 3 clusters Score: Raw -55083725.203907 + Penalty 32005.030257 = -55051720.173650 nChanged 15 SP:Iteration 160F (3169.385772 sec): 3 clusters Score: Raw -55083727.650318 + Penalty 32005.030257 = -55051722.620061 nChanged 14 SP:Iteration 161Q (3169.907428 sec): 3 clusters Score: Raw -55083730.148734 + Penalty 32005.030257 = -55051725.118478 nChanged 18 SP:Iteration 162Q (3170.437758 sec): 3 clusters Score: Raw -55083733.430199 + Penalty 32005.030257 = -55051728.399943 nChanged 22 SP:Iteration 163Q (3170.959992 sec): 3 clusters Score: Raw -55083737.056815 + Penalty 32005.030257 = -55051732.026559 nChanged 17 SP:Iteration 164Q (3171.488336 sec): 3 clusters Score: Raw -55083740.005593 + Penalty 32005.030257 = -55051734.975336 nChanged 17 SP:Iteration 165Q (3172.013029 sec): 3 clusters Score: Raw -55083742.665965 + Penalty 32005.030257 = -55051737.635708 nChanged 15 SP:Iteration 166Q (3172.538708 sec): 3 clusters Score: Raw -55083744.818280 + Penalty 32005.030257 = -55051739.788024 nChanged 15 SP:Iteration 167Q (3173.057650 sec): 3 clusters Score: Raw -55083746.762963 + Penalty 32005.030257 = -55051741.732707 nChanged 7 SP:Iteration 168Q (3173.596470 sec): 3 clusters Score: Raw -55083747.807123 + Penalty 32005.030257 = -55051742.776866 nChanged 10 SP:Iteration 169Q (3174.121298 sec): 3 clusters Score: Raw -55083749.396611 + Penalty 32005.030257 = -55051744.366354 nChanged 7 SP:Iteration 170Q (3174.644349 sec): 3 clusters Score: Raw -55083750.447972 + Penalty 32005.030257 = -55051745.417716 nChanged 6 SP:Iteration 171Q (3175.167245 sec): 3 clusters Score: Raw -55083751.496623 + Penalty 32005.030257 = -55051746.466366 nChanged 9 SP:Iteration 172Q (3175.690502 sec): 3 clusters Score: Raw -55083752.739004 + Penalty 32005.030257 = -55051747.708748 nChanged 8 SP:Iteration 173Q (3176.294040 sec): 3 clusters Score: Raw -55083753.812937 + Penalty 32005.030257 = -55051748.782681 nChanged 7 SP:Iteration 174Q (3176.822889 sec): 3 clusters Score: Raw -55083754.791955 + Penalty 32005.030257 = -55051749.761699 nChanged 9 SP:Iteration 175Q (3177.338221 sec): 3 clusters Score: Raw -55083756.310397 + Penalty 32005.030257 = -55051751.280140 nChanged 9 SP:Iteration 176Q (3177.943845 sec): 3 clusters Score: Raw -55083757.872869 + Penalty 32005.030257 = -55051752.842612 nChanged 9 SP:Iteration 177Q (3178.562342 sec): 3 clusters Score: Raw -55083759.231017 + Penalty 32005.030257 = -55051754.200761 nChanged 6 SP:Iteration 178Q (3179.166513 sec): 3 clusters Score: Raw -55083760.252713 + Penalty 32005.030257 = -55051755.222456 nChanged 6 SP:Iteration 179Q (3179.735463 sec): 3 clusters Score: Raw -55083761.604365 + Penalty 32005.030257 = -55051756.574109 nChanged 9 SP:Iteration 180F (3180.442252 sec): 3 clusters Score: Raw -55083763.261940 + Penalty 32005.030257 = -55051758.231683 nChanged 13 SP:Iteration 181Q (3181.041642 sec): 3 clusters Score: Raw -55083765.933010 + Penalty 32005.030257 = -55051760.902754 nChanged 25 SP:Iteration 182Q (3181.692603 sec): 3 clusters Score: Raw -55083770.149742 + Penalty 32005.030257 = -55051765.119485 nChanged 18 SP:Iteration 183Q (3182.217506 sec): 3 clusters Score: Raw -55083773.336201 + Penalty 32005.030257 = -55051768.305944 nChanged 22 SP:Iteration 184Q (3182.794239 sec): 3 clusters Score: Raw -55083777.160066 + Penalty 32005.030257 = -55051772.129810 nChanged 13 SP:Iteration 185Q (3183.401648 sec): 3 clusters Score: Raw -55083779.499141 + Penalty 32005.030257 = -55051774.468884 nChanged 15 SP:Iteration 186Q (3183.901634 sec): 3 clusters Score: Raw -55083782.294257 + Penalty 32005.030257 = -55051777.264000 nChanged 10 SP:Iteration 187Q (3184.385767 sec): 3 clusters Score: Raw -55083783.920157 + Penalty 32005.030257 = -55051778.889901 nChanged 12 SP:Iteration 188Q (3184.914462 sec): 3 clusters Score: Raw -55083786.336907 + Penalty 32005.030257 = -55051781.306650 nChanged 18 SP:Iteration 189Q (3185.503963 sec): 3 clusters Score: Raw -55083788.886749 + Penalty 32005.030257 = -55051783.856493 nChanged 13 SP:Iteration 190Q (3186.053355 sec): 3 clusters Score: Raw -55083790.697437 + Penalty 32005.030257 = -55051785.667181 nChanged 14 SP:Iteration 191Q (3186.591513 sec): 3 clusters Score: Raw -55083792.729120 + Penalty 32005.030257 = -55051787.698863 nChanged 8 SP:Iteration 192Q (3187.108972 sec): 3 clusters Score: Raw -55083793.857948 + Penalty 32005.030257 = -55051788.827692 nChanged 8 SP:Iteration 193Q (3187.634040 sec): 3 clusters Score: Raw -55083794.971146 + Penalty 32005.030257 = -55051789.940889 nChanged 6 SP:Iteration 194Q (3188.241529 sec): 3 clusters Score: Raw -55083796.084943 + Penalty 32005.030257 = -55051791.054687 nChanged 7 SP:Iteration 195Q (3188.837779 sec): 3 clusters Score: Raw -55083797.312568 + Penalty 32005.030257 = -55051792.282311 nChanged 6 SP:Iteration 196Q (3189.406710 sec): 3 clusters Score: Raw -55083798.655316 + Penalty 32005.030257 = -55051793.625059 nChanged 9 SP:Iteration 197Q (3189.986386 sec): 3 clusters Score: Raw -55083800.026733 + Penalty 32005.030257 = -55051794.996477 nChanged 6 SP:Iteration 198Q (3190.606699 sec): 3 clusters Score: Raw -55083800.932074 + Penalty 32005.030257 = -55051795.901817 nChanged 4 SP:Iteration 199Q (3191.217547 sec): 3 clusters Score: Raw -55083801.411039 + Penalty 32005.030257 = -55051796.380783 nChanged 2 SP:Iteration 200F (3191.874126 sec): 3 clusters Score: Raw -55083801.685651 + Penalty 32005.030257 = -55051796.655394 nChanged 1 SP:Iteration 201Q (3192.465806 sec): 3 clusters Score: Raw -55083801.838403 + Penalty 32005.030257 = -55051796.808147 nChanged 2 SP:Iteration 202Q (3192.996988 sec): 3 clusters Score: Raw -55083802.070421 + Penalty 32005.030257 = -55051797.040165 nChanged 3 SP:Iteration 203Q (3193.524073 sec): 3 clusters Score: Raw -55083802.742801 + Penalty 32005.030257 = -55051797.712544 nChanged 9 SP:Iteration 204Q (3194.074408 sec): 3 clusters Score: Raw -55083804.209826 + Penalty 32005.030257 = -55051799.179570 nChanged 10 SP:Iteration 205Q (3194.686126 sec): 3 clusters Score: Raw -55083805.903544 + Penalty 32005.030257 = -55051800.873288 nChanged 12 SP:Iteration 206Q (3195.260072 sec): 3 clusters Score: Raw -55083807.555975 + Penalty 32005.030257 = -55051802.525718 nChanged 7 SP:Iteration 207Q (3195.802754 sec): 3 clusters Score: Raw -55083808.681322 + Penalty 32005.030257 = -55051803.651065 nChanged 5 SP:Iteration 208Q (3196.333058 sec): 3 clusters Score: Raw -55083809.520819 + Penalty 32005.030257 = -55051804.490562 nChanged 7 SP:Iteration 209Q (3196.937060 sec): 3 clusters Score: Raw -55083810.529162 + Penalty 32005.030257 = -55051805.498906 nChanged 5 SP:Iteration 210Q (3197.563023 sec): 3 clusters Score: Raw -55083811.472979 + Penalty 32005.030257 = -55051806.442722 nChanged 9 SP:Iteration 211Q (3198.196591 sec): 3 clusters Score: Raw -55083812.891373 + Penalty 32005.030257 = -55051807.861117 nChanged 16 SP:Iteration 212Q (3198.809531 sec): 3 clusters Score: Raw -55083815.159074 + Penalty 32005.030257 = -55051810.128818 nChanged 7 SP:Iteration 213Q (3199.423378 sec): 3 clusters Score: Raw -55083816.227846 + Penalty 32005.030257 = -55051811.197589 nChanged 8 SP:Iteration 214Q (3200.060653 sec): 3 clusters Score: Raw -55083817.705874 + Penalty 32005.030257 = -55051812.675617 nChanged 9 SP:Iteration 215Q (3200.678934 sec): 3 clusters Score: Raw -55083818.837605 + Penalty 32005.030257 = -55051813.807349 nChanged 5 SP:Iteration 216Q (3201.281717 sec): 3 clusters Score: Raw -55083819.388618 + Penalty 32005.030257 = -55051814.358361 nChanged 2 SP:Iteration 217Q (3201.799331 sec): 3 clusters Score: Raw -55083819.665581 + Penalty 32005.030257 = -55051814.635324 nChanged 3 SP:Iteration 218Q (3202.384384 sec): 3 clusters Score: Raw -55083820.002341 + Penalty 32005.030257 = -55051814.972084 nChanged 4 SP:Iteration 219Q (3203.002523 sec): 3 clusters Score: Raw -55083820.652373 + Penalty 32005.030257 = -55051815.622117 nChanged 4 SP:Iteration 220F (3203.671697 sec): 3 clusters Score: Raw -55083821.097450 + Penalty 32005.030257 = -55051816.067194 nChanged 6 SP:Iteration 221Q (3204.261694 sec): 3 clusters Score: Raw -55083822.434092 + Penalty 32005.030257 = -55051817.403835 nChanged 6 SP:Iteration 222Q (3204.844710 sec): 3 clusters Score: Raw -55083823.268189 + Penalty 32005.030257 = -55051818.237932 nChanged 6 SP:Iteration 223Q (3205.385628 sec): 3 clusters Score: Raw -55083824.213620 + Penalty 32005.030257 = -55051819.183363 nChanged 4 SP:Iteration 224Q (3205.916401 sec): 3 clusters Score: Raw -55083824.959897 + Penalty 32005.030257 = -55051819.929640 nChanged 2 SP:Iteration 225Q (3206.449149 sec): 3 clusters Score: Raw -55083825.355607 + Penalty 32005.030257 = -55051820.325350 nChanged 4 SP:Iteration 226Q (3206.978576 sec): 3 clusters Score: Raw -55083825.793750 + Penalty 32005.030257 = -55051820.763494 nChanged 2 SP:Iteration 227Q (3207.507659 sec): 3 clusters Score: Raw -55083825.991768 + Penalty 32005.030257 = -55051820.961512 nChanged 1 SP:Iteration 228Q (3208.063534 sec): 3 clusters Score: Raw -55083826.122654 + Penalty 32005.030257 = -55051821.092398 nChanged 0 SP:Iteration 229F (3208.739650 sec): 3 clusters Score: Raw -55083826.122654 + Penalty 32005.030257 = -55051821.092398 nChanged 0 Time taken for this iteration:1364.205812 seconds. 21->15 Clusters: Score -139784349.787538, best is -139800949.099314 Main iterations: 276 (time per iteration =6555.855188 ms) Total iterations: 7184 (time per iteration =251.867488 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 2585682082944.000000 (time per metric unit =0.699783ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 186169109971968.000000 (time per metric unit=9.719207ps) That took 1809.416032 seconds.